diff --git a/.vscode/settings.json b/.vscode/settings.json
new file mode 100644
index 0000000000000000000000000000000000000000..2e0dd7b088bfddcdb1ec2c4072873ab287457580
--- /dev/null
+++ b/.vscode/settings.json
@@ -0,0 +1,3 @@
+{
+ "json.schemas": []
+}
\ No newline at end of file
diff --git a/_bibliography.bib b/_bibliography.bib
index f606052dd5c3762651839278474b1d6e56e111ac..777b411cac6ea0eceae0a925e60049da2fcf6550 100644
--- a/_bibliography.bib
+++ b/_bibliography.bib
@@ -1,123 +1,244 @@
-@InProceedings{10.1007/3-540-36127-8_20,
-author="Neto, Joel Larocca
-and Freitas, Alex A.
-and Kaestner, Celso A. A.",
-editor="Bittencourt, Guilherme
-and Ramalho, Geber L.",
-title="Automatic Text Summarization Using a Machine Learning Approach",
-booktitle="Advances in Artificial Intelligence",
-year="2002",
-publisher="Springer Berlin Heidelberg",
-address="Berlin, Heidelberg",
-pages="205--215",
-abstract="In this paper we address the automatic summarization task. Recent research works on extractive-summary generation employ some heuristics, but few works indicate how to select the relevant features. We will present a summarization procedure based on the application of trainable Machine Learning algorithms which employs a set of features extracted directly from the original text. These features are of two kinds: statistical - based on the frequency of some elements in the text; and linguistic - extracted from a simplified argumentative structure of the text. We also present some computational results obtained with the application of our summarizer to some well known text databases, and we compare these results to some baseline summarization procedures.",
-isbn="978-3-540-36127-5"
+
+
+@inproceedings{10.1007/3-540-36127-8_20,
+ author = {Neto, Joel Larocca and Freitas, Alex A. and Kaestner, Celso A. A.},
+ editor = {Bittencourt, Guilherme and Ramalho, Geber L.},
+ title = {Automatic Text Summarization Using a Machine Learning Approach},
+ booktitle = {Advances in Artificial Intelligence},
+ year = {2002},
+ publisher = {Springer Berlin Heidelberg},
+ address = {Berlin, Heidelberg},
+ pages = {205--215},
+ abstract = {In this paper we address the automatic summarization task. Recent research works on extractive-summary generation employ some heuristics, but few works indicate how to select the relevant features. We will present a summarization procedure based on the application of trainable Machine Learning algorithms which employs a set of features extracted directly from the original text. These features are of two kinds: statistical - based on the frequency of some elements in the text; and linguistic - extracted from a simplified argumentative structure of the text. We also present some computational results obtained with the application of our summarizer to some well known text databases, and we compare these results to some baseline summarization procedures.},
+ isbn = {978-3-540-36127-5}
}
@inproceedings{schroder-etal-2021-neural,
- title = "Neural End-to-end Coreference Resolution for {G}erman in Different Domains",
- author = {Schr{\"o}der, Fynn and
- Hatzel, Hans Ole and
- Biemann, Chris},
- editor = "Evang, Kilian and
- Kallmeyer, Laura and
- Osswald, Rainer and
- Waszczuk, Jakub and
- Zesch, Torsten",
- booktitle = "Proceedings of the 17th Conference on Natural Language Processing (KONVENS 2021)",
- month = "6--9 " # sep,
- year = "2021",
- address = {D{\"u}sseldorf, Germany},
- publisher = "KONVENS 2021 Organizers",
- url = "https://aclanthology.org/2021.konvens-1.15",
- pages = "170--181",
+ title = {Neural End-to-end Coreference Resolution for {G}erman in Different Domains},
+ author = {Schr{\"o}der, Fynn and
+ Hatzel, Hans Ole and
+ Biemann, Chris},
+ editor = {Evang, Kilian and
+ Kallmeyer, Laura and
+ Osswald, Rainer and
+ Waszczuk, Jakub and
+ Zesch, Torsten},
+ booktitle = {Proceedings of the 17th Conference on Natural Language Processing (KONVENS 2021)},
+ month = {9},
+ year = {2021},
+ address = {D{\"u}sseldorf, Germany},
+ publisher = {KONVENS 2021 Organizers},
+ url = {https://aclanthology.org/2021.konvens-1.15},
+ pages = {170--181}
+}
+
+@inproceedings{hatzel-biemann-2024-tell-large,
+ title = "Tell Me Again! a Large-Scale Dataset of Multiple Summaries for the Same Story",
+ author = "Hatzel, Hans Ole and Biemann, Chris",
+ booktitle = "Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)",
+ month = may,
+ year = "2024",
+ address = "Torino, Italia",
+ publisher = "ELRA and ICCL",
+ url = "https://aclanthology.org/2024.lrec-main.1366",
+ pages = "15732--15741",
}
@inproceedings{dobrovolskii-2021-word,
- title = "Word-Level Coreference Resolution",
- author = "Dobrovolskii, Vladimir",
- editor = "Moens, Marie-Francine and
- Huang, Xuanjing and
- Specia, Lucia and
- Yih, Scott Wen-tau",
- booktitle = "Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing",
- month = nov,
- year = "2021",
- address = "Online and Punta Cana, Dominican Republic",
- publisher = "Association for Computational Linguistics",
- url = "https://aclanthology.org/2021.emnlp-main.605",
- doi = "10.18653/v1/2021.emnlp-main.605",
- pages = "7670--7675",
- abstract = "Recent coreference resolution models rely heavily on span representations to find coreference links between word spans. As the number of spans is $O(n^2)$ in the length of text and the number of potential links is $O(n^4)$, various pruning techniques are necessary to make this approach computationally feasible. We propose instead to consider coreference links between individual words rather than word spans and then reconstruct the word spans. This reduces the complexity of the coreference model to $O(n^2)$ and allows it to consider all potential mentions without pruning any of them out. We also demonstrate that, with these changes, SpanBERT for coreference resolution will be significantly outperformed by RoBERTa. While being highly efficient, our model performs competitively with recent coreference resolution systems on the OntoNotes benchmark.",
-}
-@inproceedings{post-2018-call,
- title = "A Call for Clarity in Reporting {BLEU} Scores",
- author = "Post, Matt",
- booktitle = "Proceedings of the Third Conference on Machine Translation: Research Papers",
- month = oct,
- year = "2018",
- address = "Belgium, Brussels",
- publisher = "Association for Computational Linguistics",
- url = "https://www.aclweb.org/anthology/W18-6319",
- pages = "186--191",
+ title = {Word-Level Coreference Resolution},
+ author = {Dobrovolskii, Vladimir},
+ editor = {Moens, Marie-Francine and
+ Huang, Xuanjing and
+ Specia, Lucia and
+ Yih, Scott Wen-tau},
+ booktitle = {Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing},
+ month = nov,
+ year = {2021},
+ address = {Online and Punta Cana, Dominican Republic},
+ publisher = {Association for Computational Linguistics},
+ url = {https://aclanthology.org/2021.emnlp-main.605},
+ doi = {10.18653/v1/2021.emnlp-main.605},
+ pages = {7670--7675},
+ abstract = {Recent coreference resolution models rely heavily on span representations to find coreference links between word spans. As the number of spans is $O(n^2)$ in the length of text and the number of potential links is $O(n^4)$, various pruning techniques are necessary to make this approach computationally feasible. We propose instead to consider coreference links between individual words rather than word spans and then reconstruct the word spans. This reduces the complexity of the coreference model to $O(n^2)$ and allows it to consider all potential mentions without pruning any of them out. We also demonstrate that, with these changes, SpanBERT for coreference resolution will be significantly outperformed by RoBERTa. While being highly efficient, our model performs competitively with recent coreference resolution systems on the OntoNotes benchmark.}
}
+@misc{doshi2021foundations,
+ title={Foundations of NLP Explained — Bleu Score and WER Metrics},
+ author={Ketan Doshi},
+ year={2021},
+ howpublished={\url{https://towardsdatascience.com/foundations-of-nlp-explained-bleu-score-and-wer-metrics-1a5ba06d812b}}
+}
+
+@misc{suvratarora2024nlp,
+ title={NLP - BLEU Score for Evaluating Neural Machine Translation – Python},
+ author={suvratarora06},
+ year={2024},
+ howpublished={\url{https://www.geeksforgeeks.org/nlp-bleu-score-for-evaluating-neural-machine-translation-python/}}
+}
+
@inproceedings{bert-score,
- title={BERTScore: Evaluating Text Generation with BERT},
- author={Tianyi Zhang* and Varsha Kishore* and Felix Wu* and Kilian Q. Weinberger and Yoav Artzi},
- booktitle={International Conference on Learning Representations},
- year={2020},
- url={https://openreview.net/forum?id=SkeHuCVFDr}
+ title = {BERTScore: Evaluating Text Generation with BERT},
+ author = {Tianyi Zhang* and Varsha Kishore* and Felix Wu* and Kilian Q. Weinberger and Yoav Artzi},
+ booktitle = {International Conference on Learning Representations},
+ year = {2020},
+ url = {https://openreview.net/forum?id=SkeHuCVFDr}
}
@inproceedings{brahman-etal-2021-characters-tell,
- title = "{``}Let Your Characters Tell Their Story{''}: A Dataset for Character-Centric Narrative Understanding",
- author = "Brahman, Faeze and
- Huang, Meng and
- Tafjord, Oyvind and
- Zhao, Chao and
- Sachan, Mrinmaya and
- Chaturvedi, Snigdha",
- editor = "Moens, Marie-Francine and
- Huang, Xuanjing and
- Specia, Lucia and
- Yih, Scott Wen-tau",
- booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2021",
- month = nov,
- year = "2021",
- address = "Punta Cana, Dominican Republic",
- publisher = "Association for Computational Linguistics",
- url = "https://aclanthology.org/2021.findings-emnlp.150",
- doi = "10.18653/v1/2021.findings-emnlp.150",
- pages = "1734--1752",
- abstract = "When reading a literary piece, readers often make inferences about various characters{'} roles, personalities, relationships, intents, actions, etc. While humans can readily draw upon their past experiences to build such a character-centric view of the narrative, understanding characters in narratives can be a challenging task for machines. To encourage research in this field of character-centric narrative understanding, we present LiSCU {--} a new dataset of literary pieces and their summaries paired with descriptions of characters that appear in them. We also introduce two new tasks on LiSCU: Character Identification and Character Description Generation. Our experiments with several pre-trained language models adapted for these tasks demonstrate that there is a need for better models of narrative comprehension.",
+ title = {{``}Let Your Characters Tell Their Story{''}: A Dataset for Character-Centric Narrative Understanding},
+ author = {Brahman, Faeze and
+ Huang, Meng and
+ Tafjord, Oyvind and
+ Zhao, Chao and
+ Sachan, Mrinmaya and
+ Chaturvedi, Snigdha},
+ editor = {Moens, Marie-Francine and
+ Huang, Xuanjing and
+ Specia, Lucia and
+ Yih, Scott Wen-tau},
+ booktitle = {Findings of the Association for Computational Linguistics: EMNLP 2021},
+ month = nov,
+ year = {2021},
+ address = {Punta Cana, Dominican Republic},
+ publisher = {Association for Computational Linguistics},
+ url = {https://aclanthology.org/2021.findings-emnlp.150},
+ doi = {10.18653/v1/2021.findings-emnlp.150},
+ pages = {1734--1752},
+ abstract = {When reading a literary piece, readers often make inferences about various characters{'} roles, personalities, relationships, intents, actions, etc. While humans can readily draw upon their past experiences to build such a character-centric view of the narrative, understanding characters in narratives can be a challenging task for machines. To encourage research in this field of character-centric narrative understanding, we present LiSCU {--} a new dataset of literary pieces and their summaries paired with descriptions of characters that appear in them. We also introduce two new tasks on LiSCU: Character Identification and Character Description Generation. Our experiments with several pre-trained language models adapted for these tasks demonstrate that there is a need for better models of narrative comprehension.}
}
@article{wang2023improving,
- title={Improving Text Embeddings with Large Language Models},
- author={Wang, Liang and Yang, Nan and Huang, Xiaolong and Yang, Linjun and Majumder, Rangan and Wei, Furu},
- journal={arXiv preprint arXiv:2401.00368},
- year={2023}
+ title = {Improving Text Embeddings with Large Language Models},
+ author = {Wang, Liang and Yang, Nan and Huang, Xiaolong and Yang, Linjun and Majumder, Rangan and Wei, Furu},
+ journal = {arXiv preprint arXiv:2401.00368},
+ year = {2023}
}
@article{wang2022text,
- title={Text Embeddings by Weakly-Supervised Contrastive Pre-training},
- author={Wang, Liang and Yang, Nan and Huang, Xiaolong and Jiao, Binxing and Yang, Linjun and Jiang, Daxin and Majumder, Rangan and Wei, Furu},
- journal={arXiv preprint arXiv:2212.03533},
- year={2022}
+ title = {Text Embeddings by Weakly-Supervised Contrastive Pre-training},
+ author = {Wang, Liang and Yang, Nan and Huang, Xiaolong and Jiao, Binxing and Yang, Linjun and Jiang, Daxin and Majumder, Rangan and Wei, Furu},
+ journal = {arXiv preprint arXiv:2212.03533},
+ year = {2022}
}
@misc{mixtral7b,
- title = {mixtral-instruct-8x7b-quantized-gguf},
+ title = {Mixtral-Instruct-8x7b-Quantized-GGUF},
+ author = {{Hugging Face}},
howpublished = {\url{https://huggingface.co/ikawrakow/mixtral-instruct-8x7b-quantized-gguf}},
- note = {Accessed: 2024-07-19}
+ note = {Accessed: 2024-07-19}
}
+@misc{e5-mistral,
+ title = {E5-Mistral-7b-Instruct},
+ author = {Intfloat},
+ howpublished = {\url{https://huggingface.co/intfloat/e5-mistral-7b-instruct}},
+ note = {Accessed: 2024-08-11}
+}
@misc{huggingfacetokenizer,
- title = {tokenizer_summary},
- howpublished = {\url{https://huggingface.co/docs/transformers/en/tokenizer_summary}},
- note = {Accessed: 2024-07-19}
+ author = {Hugging Face},
+ title = {Tokenizer Summary},
+ year = {2024},
+ url = {https://huggingface.co/docs/transformers/en/tokenizer_summary},
+ note = {Accessed: 2024-08-14}
+}
+
+
+@online{finetune,
+ title = {Fine-Tuning LLMs: Overview, Methods, and Best Practices},
+ author = {Turing},
+ howpublished = {\url{https://www.turing.com/resources/finetuning-large-language-models}},
+ note = {Accessed: 2024-07-19}
+}
+
+@misc{gutenberg,
+ title = {Project Gutenberg},
+ author = {{Project Gutenberg}},
+ year = {2023},
+ url = {https://www.gutenberg.org},
+ note = {Accessed: 2024-08-06}
+}
+
+@article{raschka2024encoderdecoder,
+ title = {Understanding Encoder and Decoder Architectures in Deep Learning},
+ author = {Raschka, Sebastian},
+ journal = {Sebastian Raschka's Magazine},
+ year = {2024},
+ url = {https://magazine.sebastianraschka.com/p/understanding-encoder-and-decoder},
+ note = {Accessed: 2024-08-14}
}
+@misc{aws_rag,
+ title = {What is Retrieval-Augmented Generation?},
+ author = {{Amazon Web Services}},
+ year = {2024},
+ url = {https://aws.amazon.com/de/what-is/retrieval-augmented-generation/},
+ note = {Accessed: 2024-08-14}
+}
+
+@misc{w3c_sparql_2008,
+ title = {SPARQL Query Language for RDF},
+ author = {{W3C}},
+ year = {2008},
+ url = {https://www.w3.org/TR/rdf-sparql-query/},
+ note = {Accessed: 2024-08-14}
+}
+
+@misc{wikidata_sparql_tutorial,
+ title = {Wikidata: SPARQL tutorial},
+ author = {{Wikidata}},
+ year = {2024},
+ url = {https://www.wikidata.org/wiki/Wikidata:SPARQL_tutorial},
+ note = {Accessed: 2024-08-14}
+}
+
+
+@misc{cheng2024dateddatatracingknowledge,
+ title={Dated Data: Tracing Knowledge Cutoffs in Large Language Models},
+ author={Jeffrey Cheng and Marc Marone and Orion Weller and Dawn Lawrie and Daniel Khashabi and Benjamin Van Durme},
+ year={2024},
+ eprint={2403.12958},
+ archivePrefix={arXiv},
+ primaryClass={cs.CL},
+ url={https://arxiv.org/abs/2403.12958},
+}
+
+@inproceedings{TalikaGupta2024CoreferenceIL,
+ title={Coreference in Long Documents using Hierarchical Entity Merging},
+ author={† TalikaGupta and ‡ HansOleHatzel and Christian Biemann},
+ booktitle={LATECHCLFL},
+ year={2024},
+ url={https://api.semanticscholar.org/CorpusID:267336474}
+}
+
+
+@misc{yuan2024evaluatingcharacterunderstandinglarge,
+ title={Evaluating Character Understanding of Large Language Models via Character Profiling from Fictional Works},
+ author={Xinfeng Yuan and Siyu Yuan and Yuhan Cui and Tianhe Lin and Xintao Wang and Rui Xu and Jiangjie Chen and Deqing Yang},
+ year={2024},
+ eprint={2404.12726},
+ archivePrefix={arXiv},
+ primaryClass={cs.CL},
+ url={https://arxiv.org/abs/2404.12726},
+}
+
+
+@inproceedings{NIPS2017_3f5ee243,
+ author = {Vaswani, Ashish and Shazeer, Noam and Parmar, Niki and Uszkoreit, Jakob and Jones, Llion and Gomez, Aidan N and Kaiser, Lukasz and Polosukhin, Illia},
+ booktitle = {Advances in Neural Information Processing Systems},
+ editor = {Guyon, I. and Von Luxburg, U. and Bengio, S. and Wallach, H. and Fergus, R. and Vishwanathan, S. and Garnett, R.},
+ title = {Attention is All you Need},
+ url = {https://proceedings.neurips.cc/paper_files/paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-Paper.pdf},
+ volume = {30},
+ year = {2017}
+}
+@misc{dubey2024llama3herdmodels,
+ title={The Llama 3 Herd of Models},
+ author={Abhimanyu Dubey and Abhinav Jauhri and Abhinav Pandey and Abhishek Kadian and Ahmad Al-Dahle and Aiesha Letman and Akhil Mathur and Alan Schelten and Amy Yang and Angela Fan and Anirudh Goyal and Anthony Hartshorn and Aobo Yang and Archi Mitra and Archie Sravankumar and Artem Korenev and Arthur Hinsvark and Arun Rao and Aston Zhang and Aurelien Rodriguez and Austen Gregerson and Ava Spataru and Baptiste Roziere and Bethany Biron and Binh Tang and Bobbie Chern and Charlotte Caucheteux and Chaya Nayak and Chloe Bi and Chris Marra and Chris McConnell and Christian Keller and Christophe Touret and Chunyang Wu and Corinne Wong and Cristian Canton Ferrer and Cyrus Nikolaidis and Damien Allonsius and Daniel Song and Danielle Pintz and Danny Livshits and David Esiobu and Dhruv Choudhary and Dhruv Mahajan and Diego Garcia-Olano and Diego Perino and Dieuwke Hupkes and Egor Lakomkin and Ehab AlBadawy and Elina Lobanova and Emily Dinan and Eric Michael Smith and Filip Radenovic and Frank Zhang and Gabriel Synnaeve and Gabrielle Lee and Georgia Lewis Anderson and Graeme Nail and Gregoire Mialon and Guan Pang and Guillem Cucurell and Hailey Nguyen and Hannah Korevaar and Hu Xu and Hugo Touvron and Iliyan Zarov and Imanol Arrieta Ibarra and Isabel Kloumann and Ishan Misra and Ivan Evtimov and Jade Copet and Jaewon Lee and Jan Geffert and Jana Vranes and Jason Park and Jay Mahadeokar and Jeet Shah and Jelmer van der Linde and Jennifer Billock and Jenny Hong and Jenya Lee and Jeremy Fu and Jianfeng Chi and Jianyu Huang and Jiawen Liu and Jie Wang and Jiecao Yu and Joanna Bitton and Joe Spisak and Jongsoo Park and Joseph Rocca and Joshua Johnstun and Joshua Saxe and Junteng Jia and Kalyan Vasuden Alwala and Kartikeya Upasani and Kate Plawiak and Ke Li and Kenneth Heafield and Kevin Stone and Khalid El-Arini and Krithika Iyer and Kshitiz Malik and Kuenley Chiu and Kunal Bhalla and Lauren Rantala-Yeary and Laurens van der Maaten and Lawrence Chen and Liang Tan and Liz Jenkins and Louis Martin and Lovish Madaan and Lubo Malo and Lukas Blecher and Lukas Landzaat and Luke de Oliveira and Madeline Muzzi and Mahesh Pasupuleti and Mannat Singh and Manohar Paluri and Marcin Kardas and Mathew Oldham and Mathieu Rita and Maya Pavlova and Melanie Kambadur and Mike Lewis and Min Si and Mitesh Kumar Singh and Mona Hassan and Naman Goyal and Narjes Torabi and Nikolay Bashlykov and Nikolay Bogoychev and Niladri Chatterji and Olivier Duchenne and Onur Çelebi and Patrick Alrassy and Pengchuan Zhang and Pengwei Li and Petar Vasic and Peter Weng and Prajjwal Bhargava and Pratik Dubal and Praveen Krishnan and Punit Singh Koura and Puxin Xu and Qing He and Qingxiao Dong and Ragavan Srinivasan and Raj Ganapathy and Ramon Calderer and Ricardo Silveira Cabral and Robert Stojnic and Roberta Raileanu and Rohit Girdhar and Rohit Patel and Romain Sauvestre and Ronnie Polidoro and Roshan Sumbaly and Ross Taylor and Ruan Silva and Rui Hou and Rui Wang and Saghar Hosseini and Sahana Chennabasappa and Sanjay Singh and Sean Bell and Seohyun Sonia Kim and Sergey Edunov and Shaoliang Nie and Sharan Narang and Sharath Raparthy and Sheng Shen and Shengye Wan and Shruti Bhosale and Shun Zhang and Simon Vandenhende and Soumya Batra and Spencer Whitman and Sten Sootla and Stephane Collot and Suchin Gururangan and Sydney Borodinsky and Tamar Herman and Tara Fowler and Tarek Sheasha and Thomas Georgiou and Thomas Scialom and Tobias Speckbacher and Todor Mihaylov and Tong Xiao and Ujjwal Karn and Vedanuj Goswami and Vibhor Gupta and Vignesh Ramanathan and Viktor Kerkez and Vincent Gonguet and Virginie Do and Vish Vogeti and Vladan Petrovic and Weiwei Chu and Wenhan Xiong and Wenyin Fu and Whitney Meers and Xavier Martinet and Xiaodong Wang and Xiaoqing Ellen Tan and Xinfeng Xie and Xuchao Jia and Xuewei Wang and Yaelle Goldschlag and Yashesh Gaur and Yasmine Babaei and Yi Wen and Yiwen Song and Yuchen Zhang and Yue Li and Yuning Mao and Zacharie Delpierre Coudert and Zheng Yan and Zhengxing Chen and Zoe Papakipos and Aaditya Singh and Aaron Grattafiori and Abha Jain and Adam Kelsey and Adam Shajnfeld and Adithya Gangidi and Adolfo Victoria and Ahuva Goldstand and Ajay Menon and Ajay Sharma and Alex Boesenberg and Alex Vaughan and Alexei Baevski and Allie Feinstein and Amanda Kallet and Amit Sangani and Anam Yunus and Andrei Lupu and Andres Alvarado and Andrew Caples and Andrew Gu and Andrew Ho and Andrew Poulton and Andrew Ryan and Ankit Ramchandani and Annie Franco and Aparajita Saraf and Arkabandhu Chowdhury and Ashley Gabriel and Ashwin Bharambe and Assaf Eisenman and Azadeh Yazdan and Beau James and Ben Maurer and Benjamin Leonhardi and Bernie Huang and Beth Loyd and Beto De Paola and Bhargavi Paranjape and Bing Liu and Bo Wu and Boyu Ni and Braden Hancock and Bram Wasti and Brandon Spence and Brani Stojkovic and Brian Gamido and Britt Montalvo and Carl Parker and Carly Burton and Catalina Mejia and Changhan Wang and Changkyu Kim and Chao Zhou and Chester Hu and Ching-Hsiang Chu and Chris Cai and Chris Tindal and Christoph Feichtenhofer and Damon Civin and Dana Beaty and Daniel Kreymer and Daniel Li and Danny Wyatt and David Adkins and David Xu and Davide Testuggine and Delia David and Devi Parikh and Diana Liskovich and Didem Foss and Dingkang Wang and Duc Le and Dustin Holland and Edward Dowling and Eissa Jamil and Elaine Montgomery and Eleonora Presani and Emily Hahn and Emily Wood and Erik Brinkman and Esteban Arcaute and Evan Dunbar and Evan Smothers and Fei Sun and Felix Kreuk and Feng Tian and Firat Ozgenel and Francesco Caggioni and Francisco Guzmán and Frank Kanayet and Frank Seide and Gabriela Medina Florez and Gabriella Schwarz and Gada Badeer and Georgia Swee and Gil Halpern and Govind Thattai and Grant Herman and Grigory Sizov and Guangyi and Zhang and Guna Lakshminarayanan and Hamid Shojanazeri and Han Zou and Hannah Wang and Hanwen Zha and Haroun Habeeb and Harrison Rudolph and Helen Suk and Henry Aspegren and Hunter Goldman and Igor Molybog and Igor Tufanov and Irina-Elena Veliche and Itai Gat and Jake Weissman and James Geboski and James Kohli and Japhet Asher and Jean-Baptiste Gaya and Jeff Marcus and Jeff Tang and Jennifer Chan and Jenny Zhen and Jeremy Reizenstein and Jeremy Teboul and Jessica Zhong and Jian Jin and Jingyi Yang and Joe Cummings and Jon Carvill and Jon Shepard and Jonathan McPhie and Jonathan Torres and Josh Ginsburg and Junjie Wang and Kai Wu and Kam Hou U and Karan Saxena and Karthik Prasad and Kartikay Khandelwal and Katayoun Zand and Kathy Matosich and Kaushik Veeraraghavan and Kelly Michelena and Keqian Li and Kun Huang and Kunal Chawla and Kushal Lakhotia and Kyle Huang and Lailin Chen and Lakshya Garg and Lavender A and Leandro Silva and Lee Bell and Lei Zhang and Liangpeng Guo and Licheng Yu and Liron Moshkovich and Luca Wehrstedt and Madian Khabsa and Manav Avalani and Manish Bhatt and Maria Tsimpoukelli and Martynas Mankus and Matan Hasson and Matthew Lennie and Matthias Reso and Maxim Groshev and Maxim Naumov and Maya Lathi and Meghan Keneally and Michael L. Seltzer and Michal Valko and Michelle Restrepo and Mihir Patel and Mik Vyatskov and Mikayel Samvelyan and Mike Clark and Mike Macey and Mike Wang and Miquel Jubert Hermoso and Mo Metanat and Mohammad Rastegari and Munish Bansal and Nandhini Santhanam and Natascha Parks and Natasha White and Navyata Bawa and Nayan Singhal and Nick Egebo and Nicolas Usunier and Nikolay Pavlovich Laptev and Ning Dong and Ning Zhang and Norman Cheng and Oleg Chernoguz and Olivia Hart and Omkar Salpekar and Ozlem Kalinli and Parkin Kent and Parth Parekh and Paul Saab and Pavan Balaji and Pedro Rittner and Philip Bontrager and Pierre Roux and Piotr Dollar and Polina Zvyagina and Prashant Ratanchandani and Pritish Yuvraj and Qian Liang and Rachad Alao and Rachel Rodriguez and Rafi Ayub and Raghotham Murthy and Raghu Nayani and Rahul Mitra and Raymond Li and Rebekkah Hogan and Robin Battey and Rocky Wang and Rohan Maheswari and Russ Howes and Ruty Rinott and Sai Jayesh Bondu and Samyak Datta and Sara Chugh and Sara Hunt and Sargun Dhillon and Sasha Sidorov and Satadru Pan and Saurabh Verma and Seiji Yamamoto and Sharadh Ramaswamy and Shaun Lindsay and Shaun Lindsay and Sheng Feng and Shenghao Lin and Shengxin Cindy Zha and Shiva Shankar and Shuqiang Zhang and Shuqiang Zhang and Sinong Wang and Sneha Agarwal and Soji Sajuyigbe and Soumith Chintala and Stephanie Max and Stephen Chen and Steve Kehoe and Steve Satterfield and Sudarshan Govindaprasad and Sumit Gupta and Sungmin Cho and Sunny Virk and Suraj Subramanian and Sy Choudhury and Sydney Goldman and Tal Remez and Tamar Glaser and Tamara Best and Thilo Kohler and Thomas Robinson and Tianhe Li and Tianjun Zhang and Tim Matthews and Timothy Chou and Tzook Shaked and Varun Vontimitta and Victoria Ajayi and Victoria Montanez and Vijai Mohan and Vinay Satish Kumar and Vishal Mangla and Vlad Ionescu and Vlad Poenaru and Vlad Tiberiu Mihailescu and Vladimir Ivanov and Wei Li and Wenchen Wang and Wenwen Jiang and Wes Bouaziz and Will Constable and Xiaocheng Tang and Xiaofang Wang and Xiaojian Wu and Xiaolan Wang and Xide Xia and Xilun Wu and Xinbo Gao and Yanjun Chen and Ye Hu and Ye Jia and Ye Qi and Yenda Li and Yilin Zhang and Ying Zhang and Yossi Adi and Youngjin Nam and Yu and Wang and Yuchen Hao and Yundi Qian and Yuzi He and Zach Rait and Zachary DeVito and Zef Rosnbrick and Zhaoduo Wen and Zhenyu Yang and Zhiwei Zhao},
+ year={2024},
+ eprint={2407.21783},
+ archivePrefix={arXiv},
+ primaryClass={cs.AI},
+ url={https://arxiv.org/abs/2407.21783},
+}
\ No newline at end of file
diff --git a/_eidversicherung.tex b/_eidversicherung.tex
index 87920fdb9ae5b9ae7d9ee58ab915c5fbb76a9f23..85a894ef72e0dc8bd3e0aa7be2dc2622e0444510 100644
--- a/_eidversicherung.tex
+++ b/_eidversicherung.tex
@@ -1,13 +1,20 @@
-\chapter*{Eidesstattliche Versicherung}
+\chapter*{Affidavit}
\thispagestyle{empty}
-\addcontentsline{toc}{chapter}{Eidesstattliche Versicherung}
+\addcontentsline{toc}{chapter}{Affidavit}
+Hiermit versichere ich an Eides statt, dass ich die vorliegende Arbeit im
+Masterstudiengang Informatik selbstständig verfasst und keine anderen
+als die angegebenen Hilfsmittel – insbesondere keine im Quellenverzeichnis nicht benannten Internet-Quellen – benutzt habe. Alle
+Stellen, die wörtlich oder sinngemäß aus Veröffentlichungen
+entnommen wurden, sind als solche kenntlich gemacht. Ich versichere
+weiterhin, dass ich die Arbeit vorher nicht in einem anderen
+Prüfungsverfahren eingereicht habe.
-Hiermit versichere ich an Eides statt, dass ich die vorliegende Arbeit selbstständig und ohne fremde Hilfe angefertigt und mich anderer als der im beigefügten Verzeichnis angegebenen Hilfsmittel nicht bedient habe.
-Alle Stellen, die wörtlich oder sinngemäß aus Veröffentlichungen entnommen wurden, sind als solche kenntlich gemacht.
-Ich versichere weiterhin, dass ich die Arbeit vorher nicht in einem anderen Prüfungsverfahren eingereicht habe und die eingereichte schriftliche Fassung der auf dem elektronischen Speichermedium entspricht.
-
-\noindent Ich bin mit einer Einstellung in den Bestand der Bibliothek des Fachbereiches einverstanden.
+\noindent Ich stimme der Einstellung der Arbeit in die Bibliothek des Fachbereichs
+Informatik zu.
\vspace{2cm}
-\noindent Hamburg, den \uline{~~~~~~~~~~~~~~~~~~~~}~~~~~Unterschrift: \uline{~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~}
+\noindent Hamburg, den \uline{~~~~~~~~~~~~~~~~~~~~}~~~~~Signature: \uline{~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~}
+
+
+
diff --git a/_preamble.sty b/_preamble.sty
index 303b0b639a006ce214adb4d57de47c92f692b6b4..8829560f9ae85e2f16340328771680f89ec74f88 100644
--- a/_preamble.sty
+++ b/_preamble.sty
@@ -1,92 +1,93 @@
- % packages
- \usepackage[ngerman,german]{babel}
- \usepackage[utf8]{inputenc}
- \usepackage[T1]{fontenc}
- \usepackage[pdftex]{color}
- \usepackage{setspace}
- \usepackage[pdftex]{graphicx}
- \usepackage[final]{listings}
- \usepackage{ae,aecompl}
-
- % Text durchstreichen mit \sout; Option 'normalem' verhindert,
- % dass das Makro \emph{} umdefiniert wird.
- \usepackage[normalem]{ulem}
-
- % ok-zeichen usw
- \usepackage{amsfonts}
-
- % Die folgenden drei Pakete ersetzen das veraltete palatino-Paket.
- % Für die Begründung siehe 'Das Latex2-Sündenregister' von Mart Trettin
- \usepackage{mathpazo}
- \usepackage[scaled=.95]{helvet}
- \usepackage{courier}
- \setkomafont{sectioning}{\normalcolor\bfseries}
+% packages
+\usepackage[english]{babel}
+% \usepackage{textcomp}
+% \usepackage[utf8]{inputenc}
+\usepackage[T1]{fontenc}
+\usepackage[pdftex]{color}
+\usepackage{setspace}
+\usepackage[pdftex]{graphicx}
+\usepackage[final]{listings}
+% \usepackage{ae,aecompl}
+% \usepackage{lmodern}
+% Text durchstreichen mit \sout; Option 'normalem' verhindert,
+% dass das Makro \emph{} umdefiniert wird.
+\usepackage[normalem]{ulem}
+
+% ok-zeichen usw
+\usepackage{amsfonts}
+
+% Die folgenden drei Pakete ersetzen das veraltete palatino-Paket.
+% Für die Begründung siehe 'Das Latex2-Sündenregister' von Mart Trettin
+% \usepackage{mathpazo}
+% \usepackage[scaled=.95]{helvet}
+% \usepackage{courier}
+% \setkomafont{sectioning}{\normalcolor\bfseries}
+
+% pdfbookmarks
+% (generiert für PDF auch gleich
+% ein Inhaltsverzeichnis und Links)
+\usepackage[
+ pdfstartview=FitH,
+ pdffitwindow=true,
+ colorlinks,
+ linkcolor=black,
+ anchorcolor=black,
+ citecolor=black,
+ urlcolor=black
+]{hyperref}
+
+% Linien in Kopf- und Fußzeilen einschalten
+\usepackage[headsepline,footsepline]{scrlayer-scrpage}
+
+% Seitenstil setzen
+\pagestyle{scrheadings}
+
+% Anpassung der Kopf- und Fußzeile (Koma-Guide: 'Kopf- und Fußzeilen mit scrpage2')
+\ohead[\pagemark]{\pagemark}
+\chead[\headmark]{\headmark}
+\ofoot{}
+
+% Den Seitenstil 'scrheadings' statt des vordefinierten 'scrplain'
+% auch für Index- und Kapitelseiten benutzen.
+\renewcommand*{\chapterpagestyle}{scrheadings}
+\renewcommand*{\indexpagestyle}{scrheadings}
+
+% Leere Seiten erzeugt durch cleardoublepage sollen auch
+% den Seitenstil 'scrheadings' benutzen (Koma-Guide: 'Vakatseiten').
+\KOMAoptions{cleardoublepage=scrheadings}
+
+% Zeilenabstand
+\setstretch{1.24}
+
+% Ränder
+\setlength{\textwidth}{15cm} % Textbreite
+\setlength{\textheight}{24cm} % Texthöhe
+\setlength{\topmargin}{-12mm} % oberer Rand
+
+% PDF Dokumentinformationen
+\hypersetup
+{
+ pdftitle = {Titel},
+ pdfsubject = {Universität Hamburg / FB18 / VSIS / Art des Artikels},
+ pdfauthor = {Vorname Name},
+ pdfkeywords = {Keywords},
+ plainpages = false, pdfpagelabels
+}
+
+% Listingsformatierung (Quelltexte)
+\definecolor{lightgrey}{rgb}{0.90,0.90,0.90}
+\lstloadlanguages{XML}
+\lstset{
+ tabsize=2,
+ escapeinside={(*@}{@*)},
+ captionpos=t,
+ framerule=0pt,
+ backgroundcolor=\color{lightgrey},
+ basicstyle=\small\ttfamily,
+ keywordstyle=\small\bfseries,
+ numbers=left,
+ fontadjust
+}
- % pdfbookmarks
- % (generiert für PDF auch gleich
- % ein Inhaltsverzeichnis und Links)
- \usepackage[
- pdfstartview=FitH,
- pdffitwindow=true,
- colorlinks,
- linkcolor=black,
- anchorcolor=black,
- citecolor=black,
- urlcolor=black
- ]{hyperref}
-
- % Linien in Kopf- und Fußzeilen einschalten
- \usepackage[headsepline,footsepline]{scrlayer-scrpage}
-
- % Seitenstil setzen
- \pagestyle{scrheadings}
-
- % Anpassung der Kopf- und Fußzeile (Koma-Guide: 'Kopf- und Fußzeilen mit scrpage2')
- \ohead[\pagemark]{\pagemark}
- \chead[\headmark]{\headmark}
- \ofoot{}
-
- % Den Seitenstil 'scrheadings' statt des vordefinierten 'scrplain'
- % auch für Index- und Kapitelseiten benutzen.
- \renewcommand*{\chapterpagestyle}{scrheadings}
- \renewcommand*{\indexpagestyle}{scrheadings}
-
- % Leere Seiten erzeugt durch cleardoublepage sollen auch
- % den Seitenstil 'scrheadings' benutzen (Koma-Guide: 'Vakatseiten').
- \KOMAoptions{cleardoublepage=scrheadings}
-
- % Zeilenabstand
- \setstretch{1.24}
-
- % Ränder
- \setlength{\textwidth}{15cm} % Textbreite
- \setlength{\textheight}{24cm} % Texthöhe
- \setlength{\topmargin}{-12mm} % oberer Rand
-
- % PDF Dokumentinformationen
- \hypersetup
- {
- pdftitle = {Titel},
- pdfsubject = {Universität Hamburg / FB18 / VSIS / Art des Artikels},
- pdfauthor = {Vorname Name},
- pdfkeywords = {Keywords},
- plainpages = false, pdfpagelabels
- }
-
- % Listingsformatierung (Quelltexte)
- \definecolor{lightgrey}{rgb}{0.90,0.90,0.90}
- \lstloadlanguages{XML}
- \lstset{
- tabsize=2,
- escapeinside={(*@}{@*)},
- captionpos=t,
- framerule=0pt,
- backgroundcolor=\color{lightgrey},
- basicstyle=\small\ttfamily,
- keywordstyle=\small\bfseries,
- numbers=left,
- fontadjust
- }
-
% Tabellenbezeichnungen als Überschriften
-\KOMAoptions{captions=tableheading}
\ No newline at end of file
+\KOMAoptions{captions=tableheading}
\ No newline at end of file
diff --git a/_titlepage.aux b/_titlepage.aux
index f7b718f04fc5d701660f47b0b602e4b6da679420..f23b1e2251e869d9c4589152491d196891228fd9 100644
--- a/_titlepage.aux
+++ b/_titlepage.aux
@@ -143,5 +143,6 @@
\setcounter{bbx:relatedtotal}{0}
\setcounter{parentequation}{0}
\setcounter{float@type}{8}
+\setcounter{dirtytalk@qdepth}{0}
\setcounter{lstlisting}{0}
}
diff --git a/appendix.aux b/appendix.aux
index 9f992cc5aacafa4cb397f93de06e633def44f39d..814c452bdbf3c5cf267894f387b40fb03e7f8527 100644
--- a/appendix.aux
+++ b/appendix.aux
@@ -1,11 +1,11 @@
\relax
\providecommand\hyper@newdestlabel[2]{}
-\@writefile{toc}{\contentsline {chapter}{\numberline {7}Appendix}{27}{chapter.7}\protected@file@percent }
+\@writefile{toc}{\contentsline {chapter}{\numberline {7}Appendix}{49}{chapter.7}\protected@file@percent }
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\@writefile{lol}{\addvspace {10\p@ }}
\@setckpt{appendix}{
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\setcounter{figure}{0}
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+\setcounter{lstnumber}{2}
\setcounter{section@level}{1}
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-\setcounter{caption@flags}{2}
+\setcounter{caption@flags}{6}
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@@ -40,7 +40,7 @@
\setcounter{citetotal}{0}
\setcounter{multicitecount}{0}
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+\setcounter{instcount}{25}
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@@ -147,5 +147,6 @@
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+\setcounter{dirtytalk@qdepth}{0}
\setcounter{lstlisting}{0}
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diff --git a/appendix.tex b/appendix.tex
index 1f90e4ebe32721db648489c0da0306a1f1506f75..9abfbad91d4f7acba5e1d3b512ee1e132eeb6d52 100644
--- a/appendix.tex
+++ b/appendix.tex
@@ -1,2 +1,9 @@
\chapter{Appendix}
-\textit{In this section I will link my repositories containing all my scripts and data that I created and collected during my thesis.}
\ No newline at end of file
+
+\section*{Codebase}
+The codebase repository, accessible at \url{https://gitlab.rrz.uni-hamburg.de/BAR9094/nlp_thesis_scripts}, contains all the programming scripts, both used on my personal computer and the remote server from the LT group, developed and utilized throughout this thesis.
+
+
+
+\section*{LaTeX}
+The LaTeX files used for the compilation of this thesis are stored in the repository at \url{https://gitlab.rrz.uni-hamburg.de/BAR9094/nlp_thesis_latex}.
\ No newline at end of file
diff --git a/literature.aux b/background.aux
similarity index 64%
rename from literature.aux
rename to background.aux
index 5c137db45849282d07ed928ded8e38c9b76d4d98..f72f69c0cffe9fe58ade27629f933724acd90186 100644
--- a/literature.aux
+++ b/background.aux
@@ -1,15 +1,26 @@
\relax
\providecommand\hyper@newdestlabel[2]{}
-\@writefile{toc}{\contentsline {chapter}{\numberline {4}Gathering of literature}{9}{chapter.4}\protected@file@percent }
+\@writefile{toc}{\contentsline {chapter}{\numberline {2}Background}{3}{chapter.2}\protected@file@percent }
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-\@setckpt{literature}{
+\newlabel{fig:transformer}{{2.1}{4}{Transformer Architecture as presented in the original paper [Vas+17]. This diagram illustrates the various layers of the architecture within the Encoder and Decoder, demonstrating the flow of data through each component}{figure.caption.3}{}}
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diff --git a/background.tex b/background.tex
new file mode 100644
index 0000000000000000000000000000000000000000..a2924d5a291d6cfa564032f5d2f0991b752ed0a9
--- /dev/null
+++ b/background.tex
@@ -0,0 +1,148 @@
+\chapter{Background}
+
+The background section explains basic NLP methods in order to gain important knowledge on which I can build as we continue to explore.
+
+\section{Tokenization}
+Tokens are the fundamental units of data processing in natural language processing (NLP). A token is the smallest meaningful unit of text, which can be a word, subword, or even a single character or punctuation mark. Tokenization is typically performed at one of three levels: single characters (character-based tokenization), subwords (subword-based tokenization), or whole words (word-based tokenization).
+
+In most modern NLP models, subword tokenization is predominantly used. This technique breaks words into smaller units, such as prefixes and suffixes. Unlike word-based tokenizers, which generate a very large vocabulary and suffer from a loss of meaning across very similar words as well as a large quantity of out-of-vocabulary tokens, or character-based tokenization, where each token has minimal meaning in context and the overall number of tokens on a tokenized text is enormous, subword-based tokenization seeks to find a middle ground. The idea is to decompose rare words into meaningful subwords while maintaining few to single tokens for every meaningful or frequently used word.
+
+Byte Pair Encoding (BPE) is a simple and popular method for subword tokenization.
+BPE describes an algorithm of frequency-based merging of character pairs into subwords. It starts out with single character symbols and iteratively creates new candidates by merging the most frequent pairs of adjacent symbols until a specified vocabulary size is reached.
+Another popular tokenizer is the WordPiece tokenizer. The WordPiece tokenizer is quiet similar, but uses a different merging criteria. Instead of choosing the most frequent pairs, it chooses pairs that maximize the likelihood of the training corpus by dividing the frequency of the pair by the product of frequency of the individual tokens.
+
+Now both of these methods require a pre-tokenized text or whitespace boundaries. However, not all languages use spaces to separate words such as in chinese or japanese. A more general approach than using specific pre-tokenizers is SentencePiece tokenization, that treats the input as a raw input stream, thus including the space in the set of characters to use. It then uses BPE or unigram tokenization, a probabilistic method that selects the best segmentation of text based on the likelihood of subwords to make a purely end-to-end and language independent system.
+
+Subword tokenizers are employed in almost every widely used large language model such as GPT-2, Llama 3, and in large pre-trained language models such as BERT.\cite{huggingfacetokenizer}
+
+
+\section{The Transformer}
+The Transformer architecture, introduced in June 2017 \cite{NIPS2017_3f5ee243}, marked a significant advancement in natural language processing (NLP), initially focusing on sequence-to-sequence NLP problems like machine translation tasks. However, its capabilities quickly revealed a broader potential, particularly in developing large language models (LLMs). These models are trained on vast amounts of raw text using self-supervised learning, a method where the training objective is derived automatically from the input data, typically through tasks such as masked language modeling or causal language modeling. These techniques help the model develop a statistical understanding of the language. The Transformer architecture consists of an encoder and a decoder.
+
+\begin{figure}[h]
+ \centering
+ \includegraphics[width=8cm]{ressources/images/Transformer.png}
+ \caption{Transformer Architecture as presented in the original paper [Vas+17]. This diagram illustrates the various layers of the architecture within the Encoder and Decoder, demonstrating the flow of data through each component.}
+ \label{fig:transformer}
+ \end{figure}
+
+\subsection{Encoder}
+For each token an embedding vector is computed, which is a very high-dimensional (currently at around 256 to 4096 dimensions) numerical vector representation of that token, that captures its semantic meaning.
+
+A key component of the encoder is the self-attention mechanism. Self-attention enables the model to consider the entire sequence when encoding each token, allowing it to weigh the relevance of other tokens in the input sequence dynamically. For each token, the self-attention mechanism computes attention scores that determine the influence of all other tokens in the sequence. As a result, the generated embedded vector for each token not only represents the token alone but also its left and right contextual influence.
+The encoder consists of multiple identical layers, or encoder blocks. Each encoder block contains two main sub-layers:
+
+\begin{itemize}
+ \item \textbf{Multi-Head Self-Attention Layer}: This sub-layer allows the model to attend to different parts of the sequence from multiple perspectives or ``heads''. Each head performs self-attention independently, and their outputs are concatenated and linearly transformed to provide a richer representation.
+
+ \item \textbf{Feed-Forward Layer}: After the self-attention sub-layer, each token's representation is passed through a feed-forward neural network. This layer is a simple fully connected feed-forward network applied to each position (word) in the sequence independently and identically. It consists of two linear transformations with a non-liniarity (e.g. ReLU) activation in between, allowing the model to apply non-linear transformations and further refine the encoded representation.
+\end{itemize}
+
+Both sub-layers in the encoder block are followed by residual connections and layer normalization, which help in stabilizing the training and improving convergence.
+
+\subsection{Decoder}
+The decoder has a similar structur and therfore works quiet as similar as the encoder and can also be used for similar tasks. The decoder uses multiple decoder blocks, but has two additional sub-layers per block as compared to the encoder block. In the transformer's architecture the decoder's role is to generate the output sequence based on the encoded representation from the encoder (referred to ascross-attention). This is done auto-regressively, which means that the generated computed feature-vector, which holds information about the input sequence will be tranformed by the language modelling head mapping into the next probable following word, which then will be added to the input text and and is then fed back into the decoder. The most important difference to the encoder is the masked multi-head self-attention.
+
+\begin{itemize}
+ \item \textbf{Masked Multi-Head Self-Attention Layer}:
+ Since the decoder cannot predict future words based on information not yet generated, it only attends uni-directional to the previously generated tokens in the output sequence. Therfore only the left context is used and the right context is masked. Masking the right context is of course only applicable for left-to-right written languages e.g. languages in european and american countries that utilize the latin script.
+\end{itemize}
+\cite{raschka2024encoderdecoder, NIPS2017_3f5ee243}
+
+\section{BERT}
+BERT (Bidirectional Encoder Representations from Transformers) is a pre-trained language representation model introduced by Devlin et al. in 2019 (\cite{bert-score}). Its based on the Transformer architecture from \cite{NIPS2017_3f5ee243} but instead of using in contrast to using both, an encoder and a decoder as in the original transformer, BERT only utilizes the encoder component. Consequently, unlike other large language models (LLMs), BERT cannot predict new tokens and thus is not suitable for text generation. Instead, it achieved state-of-the-art results in tasks such as text classification, sentiment analysis, and named entity recognition. The attention scores are computed using queries, keys, and values derived from the input embeddings.
+
+\subsection{Embeddings}
+The three matrices in BERT—token embeddings, segment embeddings, and positional embeddings are generated as part of the model's training process.
+
+For each unique Token ID (i.e. for each of the 30,522 words and subwords in the BERT Tokenizer’s vocabulary), the BERT model contains an embedding that is trained to represent that specific token. The Embedding Layer within the model is responsible for mapping tokens to their corresponding embeddings.
+Before a string of text is passed to the BERT model, the BERT Tokenizer is used to convert the input from a string into a list of integer Token IDs, where each ID directly maps to a word or part of a word in the original string. In addition to the Token Embeddings described so far, BERT also relies on Position Embeddings. While Token Embeddings are used to represent each possible word or subword that can be provided to the model, Position Embeddings represent the position of each token in the input sequence.
+The final type of embedding used by BERT is the Token Type Embedding, also called the Segment Embedding in the original BERT paper. One of the tasks that BERT was originally trained to solve was Next Sentence Prediction. That is, given two sentences A and B, BERT was trained to determine whether B logically follows A.\\
+
+BERT introduces two pre-training objectives, the masked language model objective (MLM), and the next sentence prediction objective (NSP).
+
+
+\begin{itemize}
+ \item \textbf{Masked Language Modeling (MLM)}:
+ 15\% of the words in a sentence are randomly masked, and the model is trained to predict these masked words based on the context provided by the other words in the sentence. This enables BERT to learn bidirectional representations.
+
+ \item \textbf{Next Sentence Prediction (NSP)}:
+ To understand relationships between sentences, BERT is trained on pairs of sentences. Given two sentences, the model predicts whether the second sentence is the actual next sentence in the original text or a randomly chosen one. This task helps BERT capture the coherence and context between sentences.
+\end{itemize}
+
+
+\section{Fine-Tuning}
+After pre-training on large text corpora, BERT can be fine-tuned for specific downstream tasks using relatively small datasets. Fine-tuning involves making slight adjustments to the pre-trained model weights to better align with the target task. This process leverages robust pre-trained language representations and adapts them to meet the specific requirements of the task at hand.
+
+One can distiguish between ``Feature extraction'' and ``Full fine-tuning'' as different types for fine-tuning. In Full fine-tuning, the entire model is trained on new task-specific data, meaning all model layers are adjusted during this process. This method is particularly advantageous when the task-specific dataset is large and significantly different from the pre-training data. Feature extraction treats the pre-trained model as a fixed feature extractor. Only the final layers of the model (or even newly added layers) are then trained on the task-specific data, while the rest of the model remains unchanged. It therfore is a more cost-effective and efficient way to fine-tune pre-trained language models.
+
+Fine-tuning closely resembles regular training but, as mentioned, may only affect certain weights, depending on the chosen method. During fine-tuning, the loss is calculated based on the difference between the model's predictions and the true labels using backpropagation. Gradients of the loss are then computed and used to update the model's weights through gradient descent, iteratively refining the model to minimize the loss and enhance its performance. \cite{finetune}
+
+
+
+
+\section{Quantization}
+Quantization is a technique designed to reduce the computational and memory demands of running inference using low-precision data types, such as 8-bit integers (int8), instead of the standard 32-bit floating-point (float32). This approach decreases memory storage requirements, theoretically lowers energy consumption, and accelerates operations like matrix multiplication through integer arithmetic. Moreover, it enables models to operate on embedded devices that may only support integer data types.
+
+\subsection{BERTScore}
+BERTScore is an evaluation metric that utilizes the BERT model to compare texts more semantically than traditional metrics like BLEU. It leverages the contextualized embeddings provided by a pre-trained BERT model to assess the similarity between candidate and reference texts.\\
+
+The process begins by inputting both candidate and reference texts into the BERT-style model, which generates contextualized embeddings for each token in both texts. For each token, the similarity between its embedding and every token embedding in the comparison text is calculated using cosine similarity
+\begin{equation}
+ \cos(\theta) = \frac{\mathbf{A} \cdot \mathbf{B}}{\|\mathbf{A}\| \|\mathbf{B}\|} = \frac{\sum_{i=1}^{n} \mathbf{A}_{i} \mathbf{B}_{i} }{\sqrt{\sum_{i=1}^{n} \mathbf{A}_{i}} \cdot \sqrt{\sum_{i=1}^{n} \mathbf{B}_{i}} }
+\end{equation}
+This results in a similarity matrix where each entry represents the cosine similarity between the embeddings of a pair of tokens (one from the candidate sentence and one from the reference sentence).\\
+
+
+The metric is computed symmetrically as follows:\\
+For each token embedding in the candidate sentence, find the maximum similarity score with any token embedding in the reference sentence, and average these scores across all tokens in the candidate sentence to obtain precision.\\
+
+Similarly, for each token embedding in the reference sentence, find the maximum similarity score with any token embedding in the candidate sentence, and average these scores across all tokens in the reference sentence to obtain recall.
+
+\[P_{BERT} = \frac{1}{|\hat{x}|} \sum_{\hat{x}_j\in \hat{x}} \max_{x_i \in x} x_i^T \hat{x_j} \]
+\[R_{BERT} = \frac{1}{|x|} \sum_{x_i \in x} \max_{\hat{x}_j\in \hat{x}} x_i^T \hat{x_j} \]
+
+
+Finally, the $F_1$-score (an $F$-measure) is computed as the harmonic mean of precision and recall, providing a balanced measure that considers both the model's ability to capture relevant information and its accuracy in predicting new text equally. This works particularly well in BERTScore because the individual tokens are represented as contextualized embeddings, which means that when comparing two token embeddings and receiving similar results does not only generally mean that the tokens are quite similar semantically but also in regards to their positional context of the entire sentence.
+
+
+\[F_{BERT} = 2\frac{P_{BERT}R_{BERT}}{P_{BERT} + R_{BERT}} \]\cite{bert-score}
+
+\section{BLEU-Score}
+
+BLEU-Score is a different metric I use in my thesis for comparing texts. BLEU does not evaluate and compare the semantics of the reference and candidate text but instead compares the similarity of vocabulary between them.
+
+Let $\left\{y^{1}, y^{2}, ..., y^{N}\right\}$ be the words of the reference text and $\left\{\hat{y}^{1}, \hat{y}^{2}, ..., \hat{y}^{N}\right\}$
+
+The first step is to create n-grams $\text{G}_n(y)$ for both texts. An n-gram is just a set of consecutive words of length n in a text.
+
+\[
+ \text{G}_n(y) = \left\{y_1, y_2, ..., y_k\right\}
+\]
+
+Next, we define the function $\text{C}(s,y)$ that counts the appearances of s as a substring in y.
+Now we can count n-grams of the candidate that appear in the reference text. We can compute the clipped precision by taking the minimum of the appearances of the n-gram in $y$ and $\hat{y}$ and then dividing by the amount of all occurrences of n-grams in $\hat{y}$. Therefore candidates that have the same n-gram repeating over and over again don't get a higher precision score if the same n-gram does not appear in the reference text the same amount.
+
+\[
+ \text{p}_n(\hat{y} , y) = \frac{\sum_{s \in G_n(\hat{y})} \min(\text{C}(s,\hat{y}), \text{C}(s,y))}{\sum_{s \in G_n(\hat{y})} \text{C}(s,\hat{y})}
+\]
+
+
+Right now short candidate texts are more likely to get a good score although the reference text is much longer. Therefore we add a brevity penalty in order to give higher scores to texts that are closer or even longer to the reference texts' real size.
+\[
+ \text{BP}(c, r) = \left\{\begin{array}{lr}
+ 1, & \text{if } c > r \\
+ \ e^{(1 - r/c)}, & \text{if } c \leq r \\
+ \end{array}\right\}
+\]
+
+Finally, for BLEU-Score we combine the brevity penalty with the clipped precision of n-grams. We additionally add a distribution vector to weigh each $ \text{p}_n$ by $w_n$ in order to have the opportunity to give n-grams with different $n$ also a different impact on the overall result. Although in the end most BLEU-Scores just use a uniform distribution with $N = 4$ so that $w_n$ always stays $\frac{1}{4}$
+
+
+\[\text{BLEU} = \text{BP}(c, r) \cdot \exp\left(\sum_{n=1}^{N} \text{w}_n \cdot \ln(p_n)\right)\]\cite{doshi2021foundations,suvratarora2024nlp}
+
+
+
+\section{RAG}
+Retrieval-augmented generation (RAG), is a technique used to improve the quality of LLM-generated responses by grounding the model on external sources, by passing the sources along with the prompt as input. LLMs are inconsistent in terms of producing same quality responses for each and every topic, since they knowledge is based on finite amount of information, that is not equally distributed for every potential topic. But Retrieval-augmented generation doesn't only reduce the need for internal sources (continuous training, lowering computational and financial costs) but also ensures that the model has access to the most current, reliable facts. It therefore reduces the chances of generating false information and ensures that the generated content is relevant.
+In this thesis, I am utilizing RAG to hopefully improve (key features) from the characters described in the literature to achieve better characterizations with grounded models that utilize this external information.\cite{aws_rag}
diff --git a/conclusion.aux b/conclusion.aux
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diff --git a/conclusion.tex b/conclusion.tex
index b3ed177ef6bfd0ccca2b08b0dd231107f73603d4..22122ec84d87766810de77565241b3c2a081e63b 100644
--- a/conclusion.tex
+++ b/conclusion.tex
@@ -1,20 +1,26 @@
\chapter{Conclusion}
-\section{summary}
-\section{future work}
-For me, what comes first to mind when it comes to future work is how annoying and extensive time i had to put into scraping single pdfs. Every author has a different way to structure their book with different placements for pagenumbers, chapternumbers and -names which makes it really hard to find the right way to scrape them all efficiently. But plenty and clean data is so important when it is the bases for almost everything that follows up. Therefore i would condone to create the amount of literatur and characters and even improve on the already so carefully filtered data.
-There is a second part to the mentioned data filtering which also leaves room to improve on which are the human-written fandom articles from fandom.com. Since some of them are so long since they contain so much detail i had to cut them to a specific paragraph. Take whole???
+\section{Summary}
-More evaluation methods
+Although different prompt wordings have only a slight impact on both BLEU and BERTScore, $P_{1}$ appears to be the clear winner. My experiments have clearly shown that passage retrieval positively impacts the generation of character descriptions. Passage embedding retrieval also outperforms baseline retrieval, but only with respect to characters with high chunk embedding scores, which have been shown to correlate with complete franchise datasets that do not miss any novels. The inconsistency of the dataset in particular missing novels for the corresponding franchise but also the inclusion of characters in fandom pages from similar works by the same author, different media like TV shows or older versions, has a measurable negative impact on the results. This likely affects passage embedding retrieval more severely than baseline retrieval because passage embedding retrieval still results in a fixed amount of passages that do not contain the mentioned character, thereby confusing the LLM. In contrast, baseline retrieval simply does not include any sentences at all for that character, making the results quite similar to those without passage retrieval.
+Llama3 and Gemma2 produce very different results for the same prompt. Gemma2 is more consistent in BLEUScore, whereas Llama3 achieves better BERTScore results. Gemma2 uses markdown elements like bullet points and sections and adds information in the response that goes beyond the desired result and is hindering.
+The reason why passage embedding retrieval negatively impacts BLEUScore is likely due to Mixtral7b's 32k context size. The larger input size allows for more input passages, and therefore, Mixtral7b captures more of the fandom articles' thesaurus compared to the other models.
-Since LLMs will continue to improve and might also increase their maximum input size to a point where maybe the input size will easily handle any single book, the task might shift to
-\section{note of thanks}
-I would like to extend my heartfelt gratitude to all those who have knowingly or unknowingly supported me throughout the completion of this master's thesis.
+\section{Future Work}
-First and foremost, to my advisor, Hans Ole Hatzel, for his unwavering guidance, invaluable insights, and constant encouragement. Your expertise and patience have been instrumental in shaping this research.
+One of the most immediate challenges I encountered during my thesis was the significant amount of time required to scrape individual PDFs. Each editor structures their book differently, with varying placements for page numbers, chapter numbers, and titles, making it difficult to devise an efficient extraction method that works universally. But having a large and clean dataset is crucial, as it forms the foundation for everything that follows. It therefore would be reasonable to expand the amount of literature and character descriptions and to further refine the already carefully filtered dataset.
-I would also like to thank my family and friends, whose love, support, and understanding throughout this semester provided me with both motivation and inspiration.
+Another area for improvement would be the data filtering process of the human-written fandom articles from fandom.com. These articles often contain a wealth of detail and can be quite lengthy, which led me to truncate them to a specific paragraph. My initial approach was to cut off the end of the articles, but there may be more effective ways to compress these articles e.g. using LLMs to shorten the summaries (although this also comes with a new set of potential correctness concerns) or possibly use them in their entirety without truncation.
+Further improvements might be achievable by applying coreference resolution techniques (\cite{dobrovolskii-2021-word,schroder-etal-2021-neural}) to identify all tokens that refer to the given entity. If it is possible to identify self-contained content scopes using coreference resolution and segmenting the content by highly self-referenced text passages, the language model can generate even better character profiles due to the additional relevant information. Unfortunately this is currently hampered by coreference resolution quality.
+Additionally, fine-tuning models specifically for the task of creating character profiles presents another opportunity to align the results more closely with the desired outcomes. Since I used distinct models for baseline retrieval and passage embedding retrieval but did not apply both retrieval methods to a single model, we still need to conduct an experiment using both methods on the same model to obtain model-independent results.
-
-Finally, I am grateful to all those, named and unnamed, who have directly or indirectly contributed to this thesis. Your support has been invaluable, and I am deeply thankful for your contributions.
+For Evaluation, I primarily used BLEU and BERTScore metrics, although there are plenty more metrics and methods, some of which may be more discriminative with regard to the properties we look for in a good summary. As explored in \cite{yuan2024evaluatingcharacterunderstandinglarge}, generating questions about characters and attempting to answer them using the generated summaries with a large language model (LLM), or even having an LLM evaluate the summaries on a scale, could provide deeper insights.
+It is always quiet hard to establish a trustworthy relationship between the models output and the users needs, since we have no control on what pretrained- and passage retrieval data the LLM is relying on and which parts of it it is combining for its actual response. But there are still some ways to reject the obvious. Since language models are typically trained on extensive data, they might already contain information about certain books. To test this, we can compare queries that include key sentences to those that omit them. If the model produces the same output despite the missing key information, it suggests prior training on that data. Additionally, using books released after the model's training period ensures no pre-existing knowledge about the characters at all. Although i analyzed the results for each different book at the end of my experiments, a comparison between results for content that the LLM may have prior training knowledge of and newly released novels could put my findings even more into perspective.
+As LLMs continue to improve and increase their maximum input size to the point where handling the entirety of a book becomes feasible, the focus may shift to enhancing the quality and relevance of the information the LLMs process.
+\newpage
+\section{Acknowledgments}
+I would like to extend my heartfelt gratitude to all those who have supported me, knowingly or unknowingly, throughout the completion of this master's thesis.
+First and foremost, I am deeply grateful to my advisor, Hans Ole Hatzel, for his invaluable guidance and insights into NLP, which have been instrumental in shaping this research.
+I also wish to express my profound appreciation to my girlfriend, family and friends. Their unwavering love, support, and understanding throughout this journey have provided me with the motivation and inspiration needed to complete this work.
+Finally, I am thankful to everyone, both named and unnamed, who has directly or indirectly contributed to the success of this thesis.
\ No newline at end of file
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diff --git a/dataset.tex b/dataset.tex
index dd1502db60aa4d050a51f946082a58086fddaf48..077800e22844f0c2b75b0ea8b00f06474d584708 100644
--- a/dataset.tex
+++ b/dataset.tex
@@ -1,45 +1,129 @@
-\chapter{Gathering of literature}
-Unfortunately, there's barely any open-source collection of literature with
-characterizations available. Examples like ``Romeo and Juliet'', ``Moby Dick'', ``Frankenstein'' or ``Alice's Adventures in Wonderland'' are rare cases where enough fandom exists to create accessible and reviewed content. In most other instances, it seems too risky to use open-source literature, as these collections predominantly consist of less popular books with minimal fanbase and related content. Popular literature, with its larger online presence, results in more detailed and reviewed community-generated content, such as characterizations and summaries, which are valuable as reference points for my generated characterizations which is why I will mostly rely on non-open source literatur for this thesis.\\
+\chapter{Gathering of Literature}
+\label{chap:dataset}
+Unfortunately, there's barely any open-source collection of literature with
+characterizations available. Examples like ``Romeo and Juliet'', ``Moby Dick'', ``Frankenstein'' or ``Alice's Adventures in Wonderland'' are rare cases where enough fandom exists to create accessible and reviewed content. In most other instances, it seems too risky to use public-domain literature, as these collections predominantly consist of less popular books with minimal fanbase and related content. Popular literature, with its larger online presence, results in more detailed and reviewed community-generated content, such as characterizations and summaries, which are valuable as reference points for my generated characterizations, which is why I will mostly rely on non-open source literature for this thesis.\\
-During the process of using Wikidata, a free and open knowledge database, to query characters and filter personal descriptions from books, I discovered that many of these descriptions contain references to articles from fandom.com, the world's most popular open-source wiki platform for fan-related content. Initially, I planned to query Wikidata for all characters linked to Fandom articles to gather literature with the most comprehensive fandom articles. However, I realized that not all character descriptions in Wikidata include Fandom article links. Some character descriptions are missing Fandom article URLs, making it insufficient to rely solely on Wikidata for content. Additionally, there are instances of multiple articles linked to one character. Some articles are in different languages, while others are older versions or from different universes within the same saga. In most cases, I was able to chose to use the newest, longest English version but this was not always possible. For example, when fetching Dune character fandom articles, I had to manually sort out some characters. The Dune fandom includes characters from the ``Dune Encyclopedia'' and ``Expanded Dune'', as well as from the original ``Dune'' by Frank Herbert. This overlap made it problematic to compare information about the same character in different contexts, especially when relevant information might not be available across all contexts.\\
+During the process of using Wikidata, a free and open knowledge database, to query characters and filter personal descriptions from books, I discovered that many of these descriptions contain references to articles from fandom.com, the world's most popular open-source wiki platform for fan-related content. Initially, I planned to query Wikidata for all characters linked to Fandom articles to gather literature with the most comprehensive fandom articles. However, I realized that not all character descriptions in Wikidata include Fandom article links. Some character descriptions are missing Fandom article URLs, making it insufficient to rely solely on Wikidata for content. Additionally, there are instances of multiple articles linked to one character. Some articles are in different languages, while others are older versions or from different universes within the same saga. In most cases, I was able to choose to use the newest, longest English version but this was not always possible. For example, when fetching Dune character fandom articles, I had to manually sort out some characters. The Dune fandom includes characters from the ``Dune Encyclopedia'' and ``Expanded Dune'', as well as from the original ``Dune'' by Frank Herbert. This overlap made it problematic to compare information about the same character in different contexts, especially when relevant information might not be available across all contexts.\\
-In the end, I used multiple methods. First, I queried Wikidata to quickly obtain a large number of characters, then manually deleted duplicates and added additional characters with URLs by hand. The fetched articles varied significantly in length, requiring me to cut them down so they were roughly the same size. I achieved this by sequentially removing paragraphs from the bottom of each original article until they reached the desired length.
+In the end, I used multiple methods. First, I queried Wikidata to quickly obtain a large number of characters, then manually deleted duplicates and added additional characters with their corresponding fandom URLs by hand. I found that the fetched articles varied significantly in length, requiring me to cut some of them down so they were roughly the same size. I achieved this by sequentially removing paragraphs from the bottom of each original article until they reached the desired length. Truncating the end of articles yields better results than truncating the beginning, as it is unlikely that the ending contains any essential information about the character that has not been mentioned before.
+Since readers of this thesis might not have access to all the non-open-source literature I used, I aimed to minimize the number of sources to make the results easier to replicate and verify. Ultimately, I was able to obtain character data for 570 characters from six franchises in total. All of the books contain text decorations and structural elements such as chapters, sections, and page numbers, which remained present after converting the PDFs and text files and loading them into memory. These elements had to be manually filtered out using regular expressions before further processing. All the results are linked in the appendix. \\
-Since readers of this thesis might not have access to all the non-open-source literature I used, I aimed to minimize the number of sources to make the results easier to replicate and verify. Ultimately, I was able to obtain character data for 534 characters from eight books in total. The results are linked in the appendix. All of the books contain text decorations and structural elements such as chapters, sections, and page numbers, which remained present after converting the PDFs and text files and loading them into memory. These elements had to be manually filtered out using regular expressions before further processing.\\
+\begin{figure}[H]
+ \centering
+ \begin{tabular}{|l|c|}
+ \hline
+ \textbf{Book} & \textbf{Amount} \\
+ \hline
+ Harry Potter & 157 \\
+ \hline
+ Dune & 95 \\
+ \hline
+ Twilight & 71 \\
+ \hline
+ The Lord of the Rings & 106 \\
+ \hline
+ The Hitchhiker's Guide to the Galaxy & 82 \\
+ \hline
+ The Hunger Games & 29 \\
+ \hline
+ \hline
+ Total & 570 \\
+ \hline
+ \end{tabular}
+
+ \caption{Number of Fandom Articles included in our Dataset for each Work}
+ \label{fig:fandused}
+\end{figure}
-\begin{table}[h!]
+\begin{figure}[H]
\centering
- \begin{tabular}{|l|c|}
- \hline
- \textbf{Book} & \textbf{Amount} \\
- \hline
- Harry Potter & 157 \\
- \hline
- Dune & 103 \\
- \hline
- Twilight & 72 \\
- \hline
- Alice's Adventures in Wonderland & 30 \\
- \hline
- The Lord of the Rings & 53 \\
- \hline
- The Hitchhiker's Guide to the Galaxy & 90 \\
- \hline
- The Hunger Games & 29 \\
- \hline
- \hline
- Total & 534 \\
- \hline
+ \begin{tabular}{|l|l|}
+ \hline
+ \textbf{Franchise} & \textbf{Book}
+ \\
+ \hline
+ \multirow{7}{*}{Harry Potter} & The Sorcerers Stone \\
+ & The Chamber of Secrets \\
+ & The Prisoner of Azkaban \\
+ & The Goblet of Fire \\
+ & The Order of the Phoenix \\
+ & The Half-Blood Prince \\
+ & The Deathly Hallows \\
+ \hline
+ \multirow{6}{*}{Dune} & Chapterhouse\_ Dune \\
+ & Children of Dune \\
+ & Dune \\
+ & Dune Messiah \\
+ & God Emperor of Dune \\
+ & Heretics of Dune \\
+ \hline
+ \multirow{4}{*}{Twilight} & Twilight \\
+ & New Moon \\
+ & Eclipse \\
+ & Breaking Dawn \\
+ \hline
+ \multirow{3}{*}{The Lord of the Rings } & The Fellowship of the Ring \\
+ & The Two Towers \\
+ & The Return of the King \\
+
+ \hline
+ \multirow{1}{*}{The Hitchhiker's Guide to the Galaxy} & The Hitchhiker's Guide to the Galaxy \\
+
+ \hline
+ \multirow{1}{*}{The Hunger Games } & The Hunger Games \\
+
+ \hline
\end{tabular}
- \caption{dataset of characters and their descriptions}
- \label{tab:example_table}
- \end{table}
+ \label{fig:litused}
+ \caption{List of Individual Novels per Franchise Utilized for Passage Retrieval in the Experiments}
+\end{figure}
+\section{Querying Wikidata}
+As previously mentioned, Wikidata provides a way to directly retrieve information from its database through HTTP requests. To do so, one must formulate a SPARQL query. SPARQL has emerged as the standard semantic query language for databases that store their data in Resource Description Framework (RDF). It allows for querying required and optional patterns, conjunctions, disjunctions, supports complex queries with nested queries and then can return results in multiple formats including XML, JSON, and CSV, making it highly flexible for integration with different systems. RDF represents data as a directed graph composed of triplet statements: subject, predicate, and object. These triplets are structured by the database designer to reflect the underlying data and their relationships.
+To get a more practical understanding, I will now briefly explain a query that I built to retrieve character names with their corresponding fandom URLs given a fandom page name (in this case Lord of the Rings).
+\begin{figure}[H]
+ \centering
+ \begin{lstlisting}[language=SPARQL, frame=single]
+ SELECT
+ ?item
+ ?fandom
+ ?fandomStatement
+ ?characterName
+ WHERE {
+ ?item wdt:P31 wd:Q3658341.
+ ?item p:P6262 ?fandomStatement.
+ ?fandomStatement ps:P6262 ?fandom.
+ ?fandomStatement pq:P1810 ?characterName.
+ BIND(STRBEFORE(?fandom, ":") AS ?firstHalf).
+ FILTER (?firstHalf = "lotr").
+ SERVICE wikibase:label { bd:serviceParam wikibase:language "en". }
+ }
+\end{lstlisting}
+ \caption{SPARQL query to retrieve selected items, fandoms, fandom statements, and character names filtered by the "lotr" fandom from wikidata.}
+\end{figure}
+Below the SELECT clause, we define some variables to store parts of the triples specified in the WHERE clause. This query retrieves entities that are instances (P31) of literary characters (Q3658341) and stores the statement node for the Fandom Article ID (P6262) in the \texttt{?fandomStatement} variable. From this statement node, we extract the fandom object (P6262) and store it in the \texttt{?fandom} variable. We also extract the character name (p1810) from the statement node and store it in the \texttt{?characterName} variable. Finally, we filter the results to include only those where the fandom URL starts with the desired prefix "lotr". Note that I used different qualifiers in the query, such as p, ps, or pq, to access different desired parts of the predicate, such as only the statement node, the actual value, or the qualifier value.\cite{w3c_sparql_2008, wikidata_sparql_tutorial}
+
+
+\subsection{Scraping Fandom Articles}
+
+
+Nearly every character article from fandom.com starts out with a quote that mostly belongs to that character and describes him well. Then there is a general short summary, that gives the most important aspects of that character followed by an agenda for all the specific content that follows right after. Usually, the agenda contains topics such as ``Biography'', ``Character'' and mostly also ``Gallery'' and ``References''. The agenda is different for every character. Fandom articles do not have to be about characters but can also be about anything else e.g. places, traditions, ethnics, artefacts or ideas in the same universe that are interesting to the writers.
+Any article is at least peer-reviewed twice before publishment and anyone after that can review it and ask for changes if they detect any faults. The Figure \ref{fig:fand_gollum} illustrates the structure and appearance of such an article.
+
+\begin{figure}[h]
+ \centering
+ \croppedimage{40}{600}{10}{40}
+ \begin{center}
+ \wavyline
+ \end{center}
+ \croppedimage{40}{210}{10}{560}
+ \caption{Sample Fandom Article for the Character "Gollum" from "The Lord of the Rings" Fandom Site (\url{https://lotr.fandom.com/wiki/Gollum})}
+ \label{fig:fand_gollum}
+\end{figure}
\ No newline at end of file
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+\@writefile{lof}{\contentsline {figure}{\numberline {5.11}{\ignorespaces Sorted differences between BLEU- and BERTScores of character descriptions generated with Llama3 and Gemma2 of $P_{1}$ without ($P_{1}^{z}$) and with passage embedding retrieval ($P_{1}^{r}$).}}{35}{figure.caption.18}\protected@file@percent }
+\newlabel{fig:passagediffbleu}{{5.11}{35}{Sorted differences between BLEU- and BERTScores of character descriptions generated with Llama3 and Gemma2 of $P_{1}$ without ($P_{1}^{z}$) and with passage embedding retrieval ($P_{1}^{r}$)}{figure.caption.18}{}}
+\@writefile{toc}{\contentsline {subsection}{\numberline {5.2.2}Analysis}{35}{subsection.5.2.2}\protected@file@percent }
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+\@writefile{toc}{\contentsline {section}{\numberline {5.3}Method Comparison}{38}{section.5.3}\protected@file@percent }
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+\newlabel{fig:comparedifflama}{{5.13}{38}{Sorted Differences of BLEU- and BERTScores for $P_{1}$ Between Baseline Retrieval on Mixtral7b and Passage Embedding Retrieval on Llama3 Before and After Retrieval}{figure.caption.20}{}}
+\@writefile{lof}{\contentsline {figure}{\numberline {5.14}{\ignorespaces Sorted Differences of BLEU- and BERTScores for $P_{1}$ Between Baseline Retrieval on Mixtral7b and Passage Embedding Retrieval on Gemma2 Before and After Retrieval}}{39}{figure.caption.21}\protected@file@percent }
+\newlabel{fig:comparediffgemma}{{5.14}{39}{Sorted Differences of BLEU- and BERTScores for $P_{1}$ Between Baseline Retrieval on Mixtral7b and Passage Embedding Retrieval on Gemma2 Before and After Retrieval}{figure.caption.21}{}}
+\@writefile{lof}{\contentsline {figure}{\numberline {5.15}{\ignorespaces T-Test and Spearman's Correlation (with Corresponding p-values) of BLEU- and BERTScore for $P_{1}$ Using Base Retrieval and Selected Embedded Chunk Retrieval on Llama3 and Gemma2}}{39}{figure.caption.22}\protected@file@percent }
+\newlabel{fig:comparetest}{{5.15}{39}{T-Test and Spearman's Correlation (with Corresponding p-values) of BLEU- and BERTScore for $P_{1}$ Using Base Retrieval and Selected Embedded Chunk Retrieval on Llama3 and Gemma2}{figure.caption.22}{}}
+\@writefile{toc}{\contentsline {subsection}{\numberline {5.3.2}Analysis}{40}{subsection.5.3.2}\protected@file@percent }
+\@writefile{lof}{\contentsline {figure}{\numberline {5.16}{\ignorespaces Distribution of the embedding scores of all passages used for passage retrieval computed with e5-mistral.}}{40}{figure.caption.23}\protected@file@percent }
+\newlabel{fig:histogram_scores}{{5.16}{40}{Distribution of the embedding scores of all passages used for passage retrieval computed with e5-mistral}{figure.caption.23}{}}
+\@writefile{lof}{\contentsline {figure}{\numberline {5.17}{\ignorespaces Distribution of embedding similarity scores (in percentages) for all passages used for retrieval, categorized by fandom and score interval, calculated using e5-mistral.}}{41}{figure.caption.24}\protected@file@percent }
+\newlabel{fig:compare_percent_book}{{5.17}{41}{Distribution of embedding similarity scores (in percentages) for all passages used for retrieval, categorized by fandom and score interval, calculated using e5-mistral}{figure.caption.24}{}}
+\@writefile{lof}{\contentsline {figure}{\numberline {5.18}{\ignorespaces T-Test and Spearman's Correlation (with Corresponding p-values) of BLEU and BERTScore for $P_{1}$ Using Mixtral7b Base Retrieval and Embedded Chunk Retrieval on Llama3 and Gemma2 only on Characters with all Selected Embedded Chunks having a Score of 75 or higher }}{42}{figure.caption.25}\protected@file@percent }
+\newlabel{fig:comparetest75}{{5.18}{42}{T-Test and Spearman's Correlation (with Corresponding p-values) of BLEU and BERTScore for $P_{1}$ Using Mixtral7b Base Retrieval and Embedded Chunk Retrieval on Llama3 and Gemma2 only on Characters with all Selected Embedded Chunks having a Score of 75 or higher}{figure.caption.25}{}}
+\newlabel{fig:scattercolorbleu}{{\caption@xref {fig:scattercolorbleu}{ on input line 2168}}{43}{Analysis}{figure.caption.26}{}}
+\@writefile{lof}{\contentsline {figure}{\numberline {5.19}{\ignorespaces Scatterplot of BLEUScores of character descriptions generated with Llama3 on $P_{1}$ without ($P^{z}$) and with passage embedding retrieval ($P^{r}$) plotted against each other, color-coded and dissected into franchises and surrounded with convex hulls.}}{43}{figure.caption.27}\protected@file@percent }
+\newlabel{fig:compareconvex}{{5.19}{43}{Scatterplot of BLEUScores of character descriptions generated with Llama3 on $P_{1}$ without ($P^{z}$) and with passage embedding retrieval ($P^{r}$) plotted against each other, color-coded and dissected into franchises and surrounded with convex hulls}{figure.caption.27}{}}
+\newlabel{fig:scattercolorbert}{{\caption@xref {fig:scattercolorbert}{ on input line 2480}}{44}{Analysis}{figure.caption.28}{}}
+\@writefile{lof}{\contentsline {figure}{\numberline {5.20}{\ignorespaces Scatterplot of BERTScores of character descriptions generated with Llama3 on $P_{1}$ without ($P^{z}$) and with passage embedding retrieval ($P^{r}$) plotted against each other, color-coded and dissected into franchises and surrounded with convex hulls.}}{44}{figure.caption.29}\protected@file@percent }
+\newlabel{fig:compareconvex}{{5.20}{44}{Scatterplot of BERTScores of character descriptions generated with Llama3 on $P_{1}$ without ($P^{z}$) and with passage embedding retrieval ($P^{r}$) plotted against each other, color-coded and dissected into franchises and surrounded with convex hulls}{figure.caption.29}{}}
\@setckpt{experiments}{
-\setcounter{page}{24}
+\setcounter{page}{45}
\setcounter{equation}{0}
\setcounter{enumi}{0}
\setcounter{enumii}{0}
@@ -57,19 +65,19 @@
\setcounter{mpfootnote}{0}
\setcounter{part}{0}
\setcounter{chapter}{5}
-\setcounter{section}{2}
-\setcounter{subsection}{0}
+\setcounter{section}{3}
+\setcounter{subsection}{2}
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\setcounter{paragraph}{0}
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-\setcounter{figure}{7}
+\setcounter{figure}{20}
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+\setcounter{lstnumber}{2}
+\setcounter{section@level}{2}
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-\setcounter{caption@flags}{2}
+\setcounter{caption@flags}{6}
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@@ -82,7 +90,7 @@
\setcounter{citetotal}{0}
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\setcounter{multicitetotal}{0}
-\setcounter{instcount}{0}
+\setcounter{instcount}{22}
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\setcounter{maxitems}{3}
@@ -189,5 +197,6 @@
\setcounter{bbx:relatedtotal}{0}
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\setcounter{float@type}{8}
+\setcounter{dirtytalk@qdepth}{0}
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}
diff --git a/experiments.tex b/experiments.tex
index 1ff88c28aa2e74f326357abef58e017f00b42077..b3e3ae9341b1c7abf9ee315df61c035531e81856 100644
--- a/experiments.tex
+++ b/experiments.tex
@@ -1,11 +1,10 @@
\chapter{Experiments}
-All my experiments have been conducted partially on my own computer but also over ssh on a remote server from the LT group at the University of Hamburg. This was mainly due to accessing a better GPU like the NVIDEA RTX A6000 for doing more computational intensive work such as prompting large language models (LLMs) and generating embeddings.
+All my experiments have been conducted partially on my own computer but also over SSH on a remote server from the LT group at the University of Hamburg. This was mainly due to accessing a better GPU like the NVIDIA RTX A6000 for doing more computational intensive work such as prompting large language models (LLMs) and generating embeddings.
+\section{Baseline Experiment}
-\section{Base Experiment}
-
-For my first experiment, I formulated four prompts with slightly different wordings to observe how varying prompts affect the outcomes of the LLM. For each prompt, I tested two versions: one with additional passages from the literature providing information about the character, and one without such information, requiring the model to rely solely on its training data. All the eight raw prompts \ref*{fig:prompt2} contain tags. These tags will be interpreted as following. ``[INST]'' and ``[\textbackslash INST]'' mark the start and end of each query instruction. ``\{character\}'' and ``\{book\}'' will be replaced with the real character name and book title. ``\{passages\}'' marks the spot where a collection of retrieved passages from the book for the given character that should help the Llama model with its characterizations will be passed into the prompt.\\
+For my first experiment, I formulated four prompts with slightly different wordings to observe how varying prompts affect the outcomes of the LLM. For each prompt, I tested two versions: one with additional passages from the literature providing information about the character, and one without such information, requiring the model to solely rely on its training data. All the eight raw prompts \ref{fig:allprompts} contain tags. These tags will be interpreted as follows. ``[INST]'' and ``[\textbackslash INST]'' mark the start and end of each query instruction. ``\{character\}'' and ``\{book\}'' will be replaced with the real character name and book title. ``\{passages\}'' marks the spot where a collection of retrieved passages for the given character from the corresponding book will be passed into. Notice that by ``real character name'' I am referring to the canonical name displayed in the fandom article. Only few characters may have one or more aliases, which are mostly observed in already quite popular characters. Retrieving these aliases and adding them to the prompt seems to be too high effort-low reward and is therefore left out.\\
\begin{figure}
@@ -32,26 +31,27 @@ For my first experiment, I formulated four prompts with slightly different wordi
\hline
\end{tabular}
\end{center}
- \label{fig:prompts2}
+ \caption{Structures of All Prompts Used for Zero-Shotting and Passage Retrieval in the Baseline Experiment}
+ \label{fig:allprompts}
\end{figure}
-As you can see, $P_{2}$ is more specific, requesting the style of a fandom article, whereas $P_{3}$ is less precise, asking only for an overview without specifying a particular format. The last prompt $P_{4}$ is similar to $P_{1}$ but is intentionally faulty by missing characters.These different prompts are used to determine the overall effects of various prompt wordings and faulty instructions on the language model.
+As you can see, $P_{2}$ is more specific, requesting the style of a fandom article, whereas $P_{3}$ is less precise, asking only for an overview without specifying a particular format. The last prompt $P_{4}$ is similar to $P_{1}$ but is intentionally faulty by missing characters. These different prompts are used to determine the overall effects of various prompt wordings and faulty instructions on the language model.
-In this first experiment, I selected additional information from the book by filtering for every sentence in which the character's name occurred at least once. Since the number of tokens might exceed the maximum input size of the LLaMA model, I removed every $n$-th sentence, where $n$ is calculated in such a way that the query size fits perfectly.
-Additionally, because characters are more likely to be introduced in the first sentences where they appear in the book, I added an additional cutoff $\alpha$. This cutoff represents the percentage of relevant sentences (with character name occurrences) to which every sentence with name occurence will be taken, so the rule of taking every $n$-th sentence only affects sentences after the cutoff. Overall the passage retrieval for this experiment $R_{base}$ works as follows. Let $S = \{s_i \mid 1 \leq i \leq k \}$ be the set of size $k$ which contains all relevant sentences containig the character and $l$ be the maximum inputsize of the Llama query. We first definde a function $S_{t}(a, b) = \{ s_{ti} \mid a \cdot k \leq ti \leq b \cdot k \}$, that enables a range selection of sentences with a lower and upper limit and a parameter $t$ for the stepsize. If we now choose our $n$ the right way
+In the baseline experiment, I defined the baseline retrieval as follows. The additional information from the book is selected by filtering for every sentence in which the character's name occurred at least once. Since the number of tokens might exceed the maximum input size of the LLaMA model, I removed every $n$-th sentence, where $n$ is calculated in such a way that the query size fits perfectly.
+Additionally, to account for characters being more likely to be introduced in the first sentences they are mentioned, an additional hyperparameter $\alpha \in [0, 1] \subset \mathbb{R}$ to control the cutoff is used. This cutoff represents the percentage of relevant sentences (with character name occurrences) to which every sentence with name occurence will be taken, so the rule of taking every $n$-th sentence only affects sentences after the cutoff. Overall the passage retrieval for this experiment $R_{base}$ works as follows. Let $S = \{s_i \mid 1 \leq I \leq k \}$ be the set of size $k$ which contains all relevant sentences containing the character and $l$ be the maximum input size of the Llama query. We first definde a function $S_{t}(a, b) = \{ s_{ti} \mid a \cdot k \leq ti \leq b \cdot k \}$, that enables a range selection of sentences with a lower and upper limit and a parameter $t$ for the stepsize. If we now choose our $n$ the right way
\[n = \begin{cases}
\left\lfloor \frac{k - \alpha k}{l}\right\rfloor & \text{if } k - \alpha k > l \\
1 & \text{otherwise}
\end{cases} \] we can write $R_{base}$ as \[R_{base} = S_{1}(0, \alpha) \cup S_{n} ( \alpha, 1) \].
-I utilized the Mixtral 7B model with quantized weights to process the prompts. Quantization is a technique designed to reduce the computational and memory demands of running inference by using low-precision data types, such as 8-bit integers (int8), instead of the standard 32-bit floating-point (float32). This approach decreases memory storage requirements, theoretically lowers energy consumption, and accelerates operations like matrix multiplication through integer arithmetic. Moreover, it enables models to operate on embedded devices that may only support integer data types. I started with the smallest quantization level, $Q2_K$ weights, to achieve the quickest responses. For evaluation, I used BLEUScore and BERTScore to compare the generated results against manually written articles from fandom.com.\\
+I utilized the Mixtral7B model \cite{mixtral7b} with the smallest quantization level ($Q2_K$ weights) to process the prompts to achieve the quick responses. For evaluation, I used BLEUScore and BERTScore to compare the generated results against manually written articles from fandom.com.\\
-For the analysis of the results, I decided to use boxplots, t-tests, and Spearman correlation. To quickly summarize, a paired t-test compares the means of two related groups to determine if there is a statistically significant difference between these means. I used them to have quantitative proof that the results improved after passage retrieval. A boxplot segregates the data into four parts by determining the three quartiles. Additionally, with the added histograms, it allows a better overview of the distribution of the data than just looking at the mean or median. The Spearman correlation evaluates monotonic relationships between two ranked variables, which helps to identify the general tendency of the passage retrieval.
+To analyze the results, I decided to use boxplots, T-tests, and Spearman's correlation. To quickly summarize, a paired T-test compares the means of two related groups to determine if there is a statistically significant difference between those means. I used it to have quantitative proof that the results improved after the passage retrieval. A boxplot divides the data into four parts by determining the three quartiles. Additionally, the added histograms on the sides of the scatterplots allow for a better overview of the distribution of the data. The Spearman's correlation evaluates monotonic relationships between two ranked variables, which helps to identify the general tendency of the passage retrieval.
\subsection{Results}
\begin{figure}[H]
@@ -65,10 +65,10 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
% Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
- title={Prompt 1},
+ title={$P_{1}$},
title style={at={(0.2,1.2)}, anchor=north},
- xlabel={$BERT(P_{1}^{z})$},
- ylabel={$BERT(P^{r})$},
+ xlabel={$BLEU(P_{1}^{z})$},
+ ylabel={$BLEU(P^{r})$},
xmin=0.35, xmax=0.65,
ymin=0.35, ymax=0.65,
xtick distance=0.1, ytick distance=0.1,
@@ -125,7 +125,6 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
] table [col sep=comma, x=F1, y=wF1] {ressources/data/results.csv};
\end{axis}
\end{tikzpicture}
- \label{fig:prompt1}
\end{subfigure}
\hfill
\begin{subfigure}[b]{0.45\textwidth}
@@ -134,9 +133,9 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
% Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
- title={Prompt 2},
+ title={$P_{2}$},
title style={at={(0.2,1.2)}, anchor=north},
- xlabel={$BERT(P_{2}^{z})$},
+ xlabel={$BLEU(P_{2}^{z})$},
% ylabel={$BLEU(P')$},
xmin=0.35, xmax=0.65,
ymin=0.35, ymax=0.65,
@@ -194,7 +193,6 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
] table [col sep=comma, x=F1, y=wF1] {ressources/data/results2.csv};
\end{axis}
\end{tikzpicture}
- \label{fig:prompt2}
\end{subfigure}
\vspace{0.5cm}
\begin{subfigure}[b]{0.45\textwidth}
@@ -203,10 +201,10 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
% Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
- title={Prompt 3},
+ title={$P_{3}$},
title style={at={(0.2,1.2)}, anchor=north},
- xlabel={$BERT(P_{3}^{z})$},
- ylabel={$BERT(P^{r})$},
+ xlabel={$BLEU(P_{3}^{z})$},
+ ylabel={$BLEU(P^{r})$},
xmin=0.35, xmax=0.65,
ymin=0.35, ymax=0.65,
xtick distance=0.1, ytick distance=0.1,
@@ -263,7 +261,6 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
] table [col sep=comma, x=F1, y=wF1] {ressources/data/results3.csv};
\end{axis}
\end{tikzpicture}
- \label{fig:prompt3}
\end{subfigure}
\hfill
\begin{subfigure}[b]{0.45\textwidth}
@@ -272,9 +269,9 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
% Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
- title={Prompt 4},
+ title={$P_{4}$},
title style={at={(0.2,1.2)}, anchor=north},
- xlabel={$BERT(P_{4}^{z})$},
+ xlabel={$BLEU(P_{4}^{z})$},
% ylabel={$BLEU(P')$},
xmin=0.35, xmax=0.65,
ymin=0.35, ymax=0.65,
@@ -332,11 +329,11 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
] table [col sep=comma, x=F1, y=wF1] {ressources/data/results4.csv};
\end{axis}
\end{tikzpicture}
- \label{fig:prompt4}
\end{subfigure}
\end{minipage}
}
- \caption{Blue-Metric of Zero-Shot Characterizations generated with Llama without ($P$) and with passage retrieval ($P'$) from the literature}
+ \caption{Scatterplot of BLEUScores of character descriptions generated with Mixtral7b without ($P^{z}$) and with baseline passage retrieval ($P^{r}$) plotted against each other}
+ \label{fig:base_bleu}
\end{figure}
\begin{figure}[H]
@@ -350,7 +347,7 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
% Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
- title={Prompt 1},
+ title={$P_{1}$},
xlabel={$BERT(P_{1}^{z})$},
ylabel={$BERT(P^{r})$},
xmin=0, xmax=16,
@@ -410,7 +407,6 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
] table [col sep=comma, x=h, y=wh] {ressources/data/results.csv};
\end{axis}
\end{tikzpicture}
- \label{fig:prompt1}
\end{subfigure}
\hfill
\begin{subfigure}[b]{0.45\textwidth}
@@ -419,7 +415,7 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
% Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
- title={Prompt 1},
+ title={$P_{2}$},
xlabel={$BERT(P_{2}^{z})$},
% ylabel={$BERT(P')$},
xmin=0, xmax=16,
@@ -479,7 +475,6 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
] table [col sep=comma, x=h, y=wh] {ressources/data/results2.csv};
\end{axis}
\end{tikzpicture}
- \label{fig:prompt2}
\end{subfigure}
\vspace{0.5cm}
\begin{subfigure}[b]{0.45\textwidth}
@@ -488,7 +483,7 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
% Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
- title={Prompt 1},
+ title={$P_{3}$},
xlabel={$BERT(P_{3}^{z})$},
ylabel={$BERT(P^{r})$},
xmin=0, xmax=16,
@@ -548,7 +543,6 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
] table [col sep=comma, x=h, y=wh] {ressources/data/results3.csv};
\end{axis}
\end{tikzpicture}
- \label{fig:prompt3}
\end{subfigure}
\hfill
\begin{subfigure}[b]{0.45\textwidth}
@@ -557,7 +551,7 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
% Main axis (scatter plot)
\begin{axis}[
enlargelimits=false,
- title={Prompt 1},
+ title={$P_{4}$},
xlabel={$BERT(P_{4}^{z})$},
% ylabel={$BERT(P')$},
xmin=0, xmax=16,
@@ -617,12 +611,11 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
] table [col sep=comma, x=h, y=wh] {ressources/data/results4.csv};
\end{axis}
\end{tikzpicture}
- \label{fig:prompt4}
\end{subfigure}
\end{minipage}
}
-
- \caption{BERTScore of Zero-Shot Characterizations generated with Llama without ($P$) and with passage retrieval ($P'$) from the literatur}
+ \label{fig:basebert}
+ \caption{Scatterplot of BERTScores of character descriptions generated with Mixtral7b without ($P^{z}$) and with baseline passage retrieval ($P^{r}$) plotted against each other}
\end{figure}
@@ -631,7 +624,283 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
%Other
+\begin{figure}[H]
+ \centering
+ \makebox[\textwidth][c]{
+ \begin{minipage}{1.1\textwidth}
+ \centering
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-0.15,
+ point meta max=0.15,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ ytick distance={0.05},
+ ymin=-0.15,ymax=0.15,
+ xlabel={Characters},
+ title={($P_{1}$)},
+ ylabel={$BLEU(P_{1}^{r}) - BLEU(P_{1}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=F1_to_wF1] {ressources/data/differences/sorted_by_F1_to_wF1_0.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-0.15,
+ point meta max=0.15,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ ytick distance={0.05},
+ ymin=-0.15,ymax=0.15,
+ xlabel={Characters},
+ title={($P_{2}$)},
+ ylabel={$BLEU(P_{2}^{r}) - BLEU(P_{2}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=F1_to_wF1] {ressources/data/differences/sorted_by_F1_to_wF1_1.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \vspace{0.5cm}
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-0.15,
+ point meta max=0.15,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ ytick distance={0.05},
+ ymin=-0.15,ymax=0.15,
+ xlabel={Characters},
+ title={($P_{3}$)},
+ ylabel={$BLEU(P_{3}^{r}) - BLEU(P_{3}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=F1_to_wF1] {ressources/data/differences/sorted_by_F1_to_wF1_2.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-0.15,
+ point meta max=0.15,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ ytick distance={0.05},
+ ymin=-0.15,ymax=0.15,
+ xlabel={Characters},
+ title={($P_{4}$)},
+ ylabel={$BLEU(P_{4}^{r}) - BLEU(P_{4}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=F1_to_wF1] {ressources/data/differences/sorted_by_F1_to_wF1_3.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \end{minipage}
+ }
+ \label{fig:basediff}
+ \caption{
+ Sorted differences between BLEUScores of character descriptions generated with Mixtral7b without ($P^{z}$) and with baseline passage retrieval ($P^{r}$) for every prompt ($P_{1}, P_{2}, P_{3}, P_{4}$).}
+\end{figure}
+
+\begin{figure}[H]
+ \centering
+ \makebox[\textwidth][c]{
+ \begin{minipage}{1.1\textwidth}
+ \centering
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-8,
+ point meta max=8,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ title={($P_{1}$)},
+ ytick distance={1},
+ ymin=-8,ymax=8,
+ xlabel={Characters},
+ ylabel={$BERT(P_{1}^{r}) - BERT(P_{1}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=h_to_wh] {ressources/data/differences/sorted_by_h_to_wh_0.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-8,
+ point meta max=8,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ ytick distance={1},
+ ymin=-8,ymax=8,
+ title={($P_{2}$)},
+ xlabel={Characters},
+ ylabel={$BERT(P_{2}^{r}) - BERT(P_{2}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=h_to_wh] {ressources/data/differences/sorted_by_h_to_wh_1.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \vspace{0.5cm}
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-8,
+ point meta max=8,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ ytick distance={1},
+ ymin=-8,ymax=8,
+ title={($P_{3}$)},
+ xlabel={Characters},
+ ylabel={$BERT(P_{3}^{r}) - BERT(P_{3}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=h_to_wh] {ressources/data/differences/sorted_by_h_to_wh_2.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-8,
+ point meta max=8,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ ytick distance={1},
+ ymin=-8,ymax=8,
+ title={($P_{4}$)},
+ xlabel={Characters},
+ ylabel={$BERT(P_{4}^{r}) - BERT(P_{4}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=h_to_wh] {ressources/data/differences/sorted_by_h_to_wh_3.csv};
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \end{minipage}
+ }
+ \label{fig:basediff}
+ \caption{
+ Sorted differences between BERTScores of character descriptions generated with Mixtral7b without ($P^{z}$) and with baseline passage retrieval ($P^{r}$) for every prompt ($P_{1}, P_{2}, P_{3}, P_{4}$).}
+\end{figure}
\begin{figure}[H]
\centering
@@ -649,7 +918,7 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
cycle list={{blue}},
xtick = {1,2,3,4,5,6,7,8},
xticklabel style = {align=center, font=\small},
- xticklabels = {$P_{1}$, $P_{1}'$, $P_{2}$, $P_{2}'$, $P_{3}$, $P_{3}'$, $P_{4}$, $P_{4}'$},
+ xticklabels = {$P_{1}^{z}$, $P_{1}^{r}$, $P_{2}^{z}$, $P_{2}^{r}$, $P_{3}^{z}$, $P_{3}^{r}$, $P_{4}^{z}$, $P_{4}^{r}$},
xtick style = {draw=none},
ylabel = {$BLEU$}
]
@@ -658,7 +927,6 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
}
\end{axis}
\end{tikzpicture}
- \label{fig:boxplot}
\end{subfigure}
\hfill
\vspace{1cm}
@@ -801,7 +1069,7 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
\nextgroupplot[
xtick = {1,2,3,4,5,6,7,8},
xticklabel style = {align=center, font=\small},
- xticklabels = {$P_{1}$, $P_{1}'$, $P_{2}$, $P_{2}'$, $P_{3}$, $P_{3}'$, $P_{4}$, $P_{4}'$},
+ xticklabels = {$P_{1}^{z}$, $P_{1}^{r}$, $P_{2}^{z}$, $P_{2}^{r}$, $P_{3}^{z}$, $P_{3}^{r}$, $P_{4}^{z}$, $P_{4}^{r}$},
xtick style = {draw=none},
axis x line* = bottom,
axis y line = left,
@@ -916,53 +1184,74 @@ For the analysis of the results, I decided to use boxplots, t-tests, and Spearma
\end{groupplot}
\end{tikzpicture}
-
- \label{fig:boxplot}
\end{subfigure}
\vspace{1cm}
- \caption{Boxplots of BLEU- and BERTScores for every prompt ($P_{1}, P_{1}', P_{2},...,P_{4}'$)}
+ \label{fig:basebox}
+ \caption{Boxplots of BLEU- and BERTScores of character descriptions generated with Mixtral7b for every prompt ($P_{1}, P_{2}, P_{3}, P_{4}$) with and without baseline passage retrieval.}
\end{figure}
\begin{figure}[H]
\begin{center}
\begin{tabular}{|c|c||c|c|c|c|}
\hline
- Prompt & Heuristic & T-Test & Spearman Correlation \\ [0.5ex]
+ Prompt & Heuristic & T-Test & Spearman's Correlation \\ [0.5ex]
\hline\hline
- $P_{1}$ & BLEU & -15.0 (6.65e-40) & 0.62 (3.46e-40) \\
- $P_{1}$ & BERT & -3.04 (2.56e-03) & 0.91 (4.34e-142) \\
- $P_{2}$ & BLEU & -4.2 (3.08e-05) & 0.74 (1.23e-95) \\
- $P_{2}$ & BERT & -2.58 (1.00e-02) & 0.92 (5.12e-224) \\
- $P_{3}$ & BLEU & -15.52 (4.30e-45) & 0.7 (1.76e-79) \\
- $P_{3}$ & BERT & -2.06 (3.94e-02) & 0.92 (2.51e-218) \\
- $P_{4}$ & BLEU & -20.65 (4.30e-70) & 0.61 (6.66e-57) \\
- $P_{4}$ & BERT & -4.0 (7.13e-05) & 0.92 (2.14e-220) \\
+ $P_{1}$ & BLEU & -15.0 (6.65e-40) & 0.62 (3.46e-40) \\
+ $P_{1}$ & BERT & -3.04 (2.56e-03) & 0.91 (4.34e-142) \\
+ $P_{2}$ & BLEU & -4.2 (3.08e-05) & 0.74 (1.23e-95) \\
+ $P_{2}$ & BERT & -2.58 (1.00e-02) & 0.92 (5.12e-224) \\
+ $P_{3}$ & BLEU & -15.52 (4.30e-45) & 0.7 (1.76e-79) \\
+ $P_{3}$ & BERT & -2.06 (3.94e-02) & 0.92 (2.51e-218) \\
+ $P_{4}$ & BLEU & -20.65 (4.30e-70) & 0.61 (6.66e-57) \\
+ $P_{4}$ & BERT & -4.0 (7.13e-05) & 0.92 (2.14e-220) \\
\hline\hline
\end{tabular}
\end{center}
- \label{fig:prompts2}
- \caption{T-Test and spearman correlation with according p-values after prompting llama3 and gemma2 with $P_{1}$ with and without a selection of embedded text chunks for passage retrieval}
+ \caption{T-Test and Spearman's correlation (with Corresponding p-values) of BLEU- and BERTScores of character descriptions generated with Mixtral7b for every prompt ($P_{1}, P_{2}, P_{3}, P_{4}$) with and without baseline passage retrieval.}
+ \label{fig:base_test}
\end{figure}
\subsection{Analysis}
-Having a more detailed look at the results, we can see that the BLEU scores of each prompt mostly improve after passage retrieval. Although the maximum values of $P_{1}^{z}$ and $P_{2}^{z}$ have decreased slightly in $P_{1}^{r}$ and $P_{2}^{r}$, the minimum values, Q1, and Q3 have significantly increased, as observed in the box plots. For both $P_{3}^{z}$ and $P_{4}^{z}$, every box plot quartile has improved.\\
+Having a more detailed look at the results, we can see that the T-Test scores for BLEU- and BERTScores of each prompt have all improved after passage retrieval.
+
+The BLEUScore improvements are more drastic. $P_{1}$, $P_{4}$ and $P_{3}$ have T-Test (\ref*{fig:base_test}) values (negative values indicate an improvement in the T-Test) smaller than -14.0 with p-values in the order of magnitutde of around -40. $P_{2}$ however has only slightly improved with a score of -4.2 (p-value=3.08e-05). The boxplots reveal, that the maximum values of $P_{1}^{z}$ and $P_{2}^{z}$ have decreased slightly in $P_{1}^{r}$ and $P_{2}^{r}$, the minimum values, Q1, and Q3 have significantly increased, as observed in the boxplots. For both $P_{3}^{z}$ and $P_{4}^{z}$, every boxplot quartile has improved.
+
+For BERTScore, the improvement is not quite as obvious. In fact, the upper quartiles have a lower maximum after passage retrieval, but Q1-Q3 have improved slightly across all prompts. In other words, the distribution of BERTScore shows less variance as we introduce additional information using RAG. \\
-For BERTScore, the improvement isn't quite as visible. In fact, the upper quartiles have a lower maximum after passage retrieval, but Q1-Q3 has improved slightly for every prompt. Consequently, the results are more compact. Some outliers close to the maximum in Q4 might score so high prior to passage retrieval due to Llama being trained on similar information to the fandom articles. Especially when generating summaries for main characters, Llama might already have a great knowledge base for that character, and relying solely on the additional passed sentences might therefore be hindering in generating a good characterization.\\
+The exceptional BERTScore outliers in the setup without RAG might be attributed to characters for which a significant number of training samples, closely resembling the target summary, are present in Mixtral's training data. Especially when generating summaries for main characters, Mixtral might already have a great knowledge base for that character, and relying solely on the additional passed sentences might therefore be hindering in generating a good character descriptions. Obviously the method of passage retrieval used for this experiment is not ideal, as regularly eliminating sentences could omit important context. Please note that this experiment was performed on a preliminary dataset that included some duplicates and missing character profiles. Despite these limitations, the data is still sufficient enough to show two important aspects. First, the results with passage retrieval are at least as good as, or already slightly better than, those without. The similarity of the vocabulary has increased quite significantly whereas semantics seem only to have improved slightly, just barely scratching the statistical significance level of $p < 0.05$.
-Obviously the method of passage retrieval used for this experiment isn't ideal, as regularly eliminating sentences could omit important context, also at this stage, the process of fetching fandom articles wasn't complete, resulting in a dataset with some duplicates and missing characterizations. Despite these limitations, the data is still sufficient enough to show two important aspects. First, the results with passage retrieval are at least as good as, or already slightly better than, those without. The similarity of the vocabulary has increased quite significantly whereas semantics seem only to have improved slightly.
-Second, the results and the different wordings in the prompts definately have an influence on the results average and variance \ref*{fig:enter-label}. Nevertheless choosing the right prompt for this task isn't as simple as choosing the results with the highest score average, a low variance is even more crucial since testifies a higher precision and is therefore a more accurate prompt for archieving the desired output. Based on this deduction and the observations of BERT- and BLEUScore i will continue the next experiment with prompt $P_{2}$.\\since it had the highest results in both metrics and will improve on the method for passage retrieval.
+Second, the results and the different wordings in the prompts definitely have an influence on the results average and variance \ref{fig:base_bleu}. Nevertheless choosing the right prompt for this task is not as simple as choosing the results with the highest score average, a low variance is even more crucial since it testifies to a higher precision and is therefore a more accurate prompt for achieving the desired output. Based on this deduction and the observations of BERT- and BLEUScore I will continue the next experiment with prompt $P_{1}$. $P_{1}$ did not achieve the highest BLEUScore values but it for sure has the highest average while maintaining a low variance after passage retrieval. The same can be said about BERTScore. The only prompt that comes close to $P_{1}$ is $P_{2}$. $P_{2}$ has the highest Pearson Correlation for BLEUScore that can also be easily obducted by just looking at the Scatterplots (\ref{fig:base_bleu}). $P_{2}$ delivers more consistent results but still does not deliver a higher BLEUScore average and higher BERTScores spread into the upper quartile than $P_{1}$.
\newpage
-\section{Selected Embedded chunks}
+\section{Passage Embedding Experiment}
+We will now continue with $P_{1}$ from the base experiment and apply passage embedding retrieval. Rather than selecting $n$ sentences containing the target name, we first divide each book into chunks of approximately 1,000 character symbols.
+For reasons of simplicity, we employ the chunking implementation SpacyTextSplitter from the langchain library. Alternatives for normal continuous text would include the NLTKTextSplitter which is a slightly more ressources performant text splitter but not taking any context preservation into account. Nevertheless due to the sliding window approach used by both of them and just a chunk size of 1000, the difference, if any is completely negligible.
+Next, we use the e-5-mistral model \cite{e5-mistral} to generate embedding tensors for each chunk. We then compare the similarity scores between these tensors and an embedding tensor to a query specifically designed to meet our requirements. The chunks with the highest matching scores are retrieved and subsequently reordered to reflect their original sequence in the book. The query employed for this task is as follows:
+\say{Given passages of a book, retrieve the most relevant passages that best describe the following character \{character\}.}.
+For the text generation, I used the two current models Llama3 (i.e. llama3:8b-instruct-fp16) and Gemma2 (i.e. gemma2:9b-instruct-fp16 ). Both have a context length of 8192 tokens leaving room for about 4096 tokens for the input query and passage retrieval. I will also zero-shot the prompts without passage retrieval in order to see how the scores improved from the baseline retrieval and from Mixtral7b. In order to estimate the number $m$ of chunks that can be used for passage retrieval, I conducted a small experiment on the fetched fandom articles to average out the number of words per token which resulted in a mean and median of around 0.28. Since every chunk has a length of roughly 1000 characters the possible amounts of chunks can be calculated easily as $m = \left\lfloor\frac{4096}{1000 \cdot 0.28}\right\rfloor = 14 $. I decided to reduce $m$ even further to 13 just to leave enough room.
+
+
+
+
+% Hier wäre es glaube ich insgesamt super wenn du in 5.1 und 5.2 dich noch ein bisschen bei der RAG Terminologie bedienst
-We will now continue with $P_{1}$ from the base experiment. Instead of selecting $n$ sentences that just containt the name, we first chunk each books into roughly 1000 character big chunks and then use BERT to create embeddings. Then we are trying to retrieve the chunks that describe the character best.
+% "Retrieval Memory" und sowas.
+% Dann kannst du z.B. aufzeigen das ja das Namens suchen RAG nicht typisches RAG ist. Aber es ist ja total spannend dann sagen zu können das es trotzdem gut funktioneirt.
+
+
+
+
+
+\newpage
+\subsection{Results}
+% Data
\begin{figure}[H]
\centering
\makebox[\textwidth][c]{
@@ -1034,7 +1323,6 @@ We will now continue with $P_{1}$ from the base experiment. Instead of selecting
] table [col sep=comma, x=F1, y=wF1] {ressources/data/normal_eval.csv};
\end{axis}
\end{tikzpicture}
- \label{fig:prompt1}
\end{subfigure}
\hfill
\begin{subfigure}[b]{0.45\textwidth}
@@ -1103,11 +1391,11 @@ We will now continue with $P_{1}$ from the base experiment. Instead of selecting
] table [col sep=comma, x=F1, y=wF1] {ressources/data/normal_eval2.csv};
\end{axis}
\end{tikzpicture}
- \label{fig:prompt2}
\end{subfigure}
\end{minipage}
}
- \caption{Blue-Metric of Zero-Shot Characterizations generated with Llama3 and Gemma2 without ($P$) and with passage retrieval ($P'$) from the literature}
+ \caption{Scatterplot of BLEUScores of character descriptions generated with Llama3 and Gemma2 on $P_1$ without ($P^{z}$) and with passage embedding retrieval ($P^{r}$) plotted against each other.}
+ \label{fig:passagebleu}
\end{figure}
\begin{figure}[H]
@@ -1181,7 +1469,6 @@ We will now continue with $P_{1}$ from the base experiment. Instead of selecting
] table [col sep=comma, x=h, y=wh] {ressources/data/normal_eval.csv};
\end{axis}
\end{tikzpicture}
- \label{fig:prompt1}
\end{subfigure}
\hfill
\begin{subfigure}[b]{0.45\textwidth}
@@ -1250,36 +1537,1220 @@ We will now continue with $P_{1}$ from the base experiment. Instead of selecting
] table [col sep=comma, x=h, y=wh] {ressources/data/normal_eval2.csv};
\end{axis}
\end{tikzpicture}
- \label{fig:prompt2}
\end{subfigure}
\end{minipage}
}
-
- \caption{BERTScore of Zero-Shot Characterizations generated with Llama3 and Gemma2 without ($P$) and with passage retrieval ($P'$) from the literature}
+ \caption{Scatterplot of BERTScore of character descriptions generated with Llama3 and Gemma2 on $P_1$ without ($P^{z}$) and with passage embedding retrieval ($P^{r}$) plotted against each other.}
+ \label{fig:passagebert}
\end{figure}
-
+% Table
\begin{figure}[H]
\begin{center}
\begin{tabular}{|c|c||c|c|c|c|}
\hline
- Model & Heuristic & T-Test & Spearman Correlation \\ [0.5ex]
+ Model & Heuristic & T-Test & Spearman's Correlation \\ [0.5ex]
\hline\hline
- llama3 & BLEU & -10.31 (6.99e-23) & 0.55 (2.40e-43) \\
+ llama3 & BLEU & -10.31 (6.99e-23) & 0.55 (2.40e-43) \\
\hline
- llama3 & BERT & -7.42 (4.52e-13) & 0.77 (1.03e-106) \\
+ llama3 & BERT & -7.42 (4.52e-13) & 0.77 (1.03e-106) \\
\hline
- Gemma2 & BLEU & -14.29 (1.64e-39) & 0.53 (7.09e-40) \\
+ Gemma2 & BLEU & -14.29 (1.64e-39) & 0.53 (7.09e-40) \\
\hline
- Gemma2 & BERT & -3.69 (2.43e-4) & 0.56 (6.30e-46) \\
+ Gemma2 & BERT & -3.69 (2.43e-4) & 0.56 (6.30e-46) \\
\hline
\hline
\end{tabular}
\end{center}
- \label{fig:prompts2}
- \caption{T-Test and spearman correlation with according p-values after prompting llama3 and gemma2 with $P_{1}$ with and without a selection of embedded text chunks for passage retrieval}
+ \caption{T-Test and Spearman's Correlation (with Corresponding p-values) after prompting Llama3 and Gemma2 with $P_{1}$ with and without passage embedding retrieval}
+ \label{fig:passagetest}
+\end{figure}
+
+% Difference
+
+\begin{figure}[H]
+ \centering
+ \makebox[\textwidth][c]{
+ \begin{minipage}{1.1\textwidth}
+ \centering
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-0.15,
+ point meta max=0.15,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ ytick distance={0.05},
+ ymin=-0.15,ymax=0.15,
+ title={Llama3},
+ xlabel={Characters},
+ scaled ticks=false, tick label style={/pgf/number format/fixed},
+ ylabel={$BLEU(P_{1}^{r}) - BLEU(P_{1}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=F1_to_wF1] {ressources/data/differences/embed_sorted_by_F1_to_wF1_0.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-0.15,
+ point meta max=0.15,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ ytick distance={0.05},
+ ymin=-0.15,ymax=0.15,
+ title={Gemma2},
+ xlabel={Characters},
+ scaled ticks=false, tick label style={/pgf/number format/fixed}
+ % ylabel={$BLEU(P_{1}^{r}) - BLEU(P_{1}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=F1_to_wF1] {ressources/data/differences/embed_sorted_by_F1_to_wF1_1.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \vspace{0.5cm}
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-8,
+ point meta max=8,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ ytick distance={1},
+ ymin=-8,ymax=8,
+ title={Llama3},
+ xlabel={Characters},
+ scaled ticks=false, tick label style={/pgf/number format/fixed},
+ ylabel={$BERT(P_{1}^{r}) - BERT(P_{1}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=h_to_wh] {ressources/data/differences/embed_sorted_by_h_to_wh_0.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-8,
+ point meta max=8,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ ytick distance={1},
+ ymin=-8,ymax=8,
+ title={Gemma2},
+ xlabel={Characters},
+ scaled ticks=false, tick label style={/pgf/number format/fixed}
+ % ylabel={$BERT(P_{1}^{r}) - BERT(P_{1}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=h_to_wh] {ressources/data/differences/embed_sorted_by_h_to_wh_1.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \end{minipage}
+ }
+ \caption{Sorted differences between BLEU- and BERTScores of character descriptions generated with Llama3 and Gemma2 of $P_{1}$ without ($P_{1}^{z}$) and with passage embedding retrieval ($P_{1}^{r}$).}
+ \label{fig:passagediffbleu}
+\end{figure}
+
+
+
+% Compare
+
+\subsection{Analysis}
+
+Looking at the results we can see that first of all there is a clear improvement for both BLEU- and BERTScore after passage embedding retrieval for both models. Although BERTScore improved too, the changes seem to be more drastic for BLEUScore.
+For BLEUScore, the results generated by Gemma2 seem to have a concentrated cluster at around $(0.5|0.55)$, whereas the results from Llama3 look more equally distributed.
+Unfortunately for BERTScore most of the results have not changed too much. The results from Gemma2 already have a slightly better score but the results have not improved as much as the results from Llama3.
+So it seems that Gemma2 already is very consistently using similar words as the fandom articles, even without passage retrieval, and has even improved stronger in BLEUScore than Llama3.
+At this point, I have to mention, that the version of Gemma2 I chose was not quite easy to work with. I think it is best to just show an example from the results:
+
+\begin{figure}[H]
+ \centering
+ \begin{lstlisting}[frame=single, breaklines=true, gobble=8, tabsize=4, numbers=none]
+ "This is a great excerpt from Harry Potter! It seems like you've pulled together several scenes that focus on Tonks and her relationship with Remus Lupin. \n\nHere are some key takeaways and observations:\n\n* **Tonks's Transformation:** We see a stark contrast between Tonks's personality before and after the events at the Ministry. She's lost her lightheartedness and seems burdened by a heavy sadness. This suggests the trauma she experienced has deeply affected her.\n* **Her Love for Lupin:** The scene where Tonks confronts Lupin about his werewolf status reveals the depth of her feelings for him. Despite the danger and societal stigma, she is determined to be with him. \n* **Lupin's Struggle:** Lupin appears conflicted and hesitant about accepting Tonks's love. He worries about being a burden and believes he is too old and \"dangerous\" for her. This internal conflict adds another layer of complexity to their relationship.\n* **Harry's Guilt:** Harry feels responsible for the potential danger faced by Tonks and the other Order members. His decision to provide his hair for the plan weighs heavily on him, highlighting the consequences of his actions.\n\n**Overall, this excerpt effectively portrays the emotional turmoil and complexities surrounding Tonks and Lupin's relationship in the wake of tragedy.** It also emphasizes Harry's growing awareness of the sacrifices made by those fighting against Voldemort.\n\n\nLet me know if you have any other questions or want to discuss specific aspects of the excerpt further!"
+ \end{lstlisting}
+ \caption{Prompting result for the character ``Nymphadora Tonks'' from the Harry Potter franchise generated with $P_{1}^{r}$ (passage embedding retrieval) in Gemma2.}
+\end{figure}
+
+Gemma2 uses a lot of markdown. The results are heavily structured with bullet points or headlines. Gemma2 also praises me at the beginning for the provided passages and asks me at the end whether I need further assistance. This character is not an exception, but just an arbitary choice. I observed that almost every character demonstrates similar patterns. Attempts to suppress this behavior through system prompting were only partially successful, and the quality of the descriptions noticeably deteriorated when trying to adjust it directly.
+
+In contrast, I did not encounter similar issues with Llama3. As noted in Meta's recent paper, "The Llama 3 Herd of Models" (\cite{dubey2024llama3herdmodels}): \say{We find markdown is harmful to the performance of a model that
+ is primarily trained on web data compared to plain text, so we remove all markdown markers.}
+
+\newpage
+\section{Method Comparison}
+We now have clear evidence that passage retrieval, both in the Passage Embedding Experiment and the Base Experiment, positively impacts the quality of generated character descriptions—at least within the scope of the experiment. However, it remains unclear which passage retrieval method performs better. Is it worth the computational effort to create embeddings for generating character descriptions? If so, is there a specific method or model that outperforms the others?
+To address these questions, we will compare the results of the two experiments conducted with prompt $P_{1}$ across different models and evaluate the differences in their outcomes.
+\subsection{Results}
+\begin{figure}[H]
+ \centering
+ \makebox[\textwidth][c]{
+ \begin{minipage}{1.1\textwidth}
+ \centering
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-0.15,
+ point meta max=0.15,
+ % ytick={-0.15, -0.5, 0, 0.5, 0.15},
+ ytick distance={0.05},
+ ymin=-0.15,ymax=0.15,
+ title={Baseline Retrieval},
+ xlabel={Characters},
+ ylabel={$BLEU(P_{1}^{r}) - BLEU(P_{1}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=F1c] {ressources/data/total_comparisson/normal_eval_comparisonF.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-8,
+ point meta max=8,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ ytick distance={4},
+ ymin=-8,ymax=8,
+ title={Baseline Retrieval},
+ xlabel={Characters},
+ ylabel={$BERT(P_{1}^{r}) - BERT(P_{1}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=hc] {ressources/data/total_comparisson/normal_eval_comparisonh.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \vspace{0.5cm}
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-0.15,
+ point meta max=0.15,
+ % ytick={-0.15, -0.5, 0, 0.5, 0.15},
+ ytick distance={0.05},
+ ymin=-0.15,ymax=0.15,
+ title={Passage Embedding Retrieval},
+ xlabel={Characters},
+ ylabel={$BLEU(P_{1}^{r}) - BLEU(P_{1}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=wF1c] {ressources/data/total_comparisson/normal_eval_comparisonwF.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-8,
+ point meta max=8,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ ytick distance={4},
+ ymin=-8,ymax=8,
+ title={Passage Embedding Retrieval},
+ xlabel={Characters},
+ ylabel={$BERT(P_{1}^{r}) - BERT(P_{1}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=whc] {ressources/data/total_comparisson/normal_eval_comparisonwh.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \end{minipage}
+ }
+ \caption{Sorted Differences of BLEU- and BERTScores for $P_{1}$ Between Baseline Retrieval on Mixtral7b and Passage Embedding Retrieval on Llama3 Before and After Retrieval}
+ \label{fig:comparedifflama}
\end{figure}
+\begin{figure}[H]
+ \centering
+ \makebox[\textwidth][c]{
+ \begin{minipage}{1.1\textwidth}
+ \centering
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-0.15,
+ point meta max=0.15,
+ % ytick={-0.15, -0.5, 0, 0.5, 0.15},
+ ytick distance={0.05},
+ ymin=-0.15,ymax=0.15,
+ title={Baseline Retrieval},
+ xlabel={Characters},
+ ylabel={$BLEU(P_{1}^{r}) - BLEU(P_{1}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=F1c] {ressources/data/total_comparisson/normal_eval2_comparisonF.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-8,
+ point meta max=8,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ ytick distance={4},
+ ymin=-8,ymax=8,
+ title={Baseline Retrieval},
+ xlabel={Characters},
+ ylabel={$BERT(P_{1}^{r}) - BERT(P_{1}^{z})$}
+ ]
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=hc] {ressources/data/total_comparisson/normal_eval2_comparisonh.csv};
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \vspace{0.5cm}
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-0.15,
+ point meta max=0.15,
+ % ytick={-0.15, -0.5, 0, 0.5, 0.15},
+ ytick distance={0.05},
+ ymin=-0.15,ymax=0.15,
+ title={Passage Embedding Retrieval},
+ xlabel={Characters},
+ ylabel={$BLEU(P_{1}^{r}) - BLEU(P_{1}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=wF1c] {ressources/data/total_comparisson/normal_eval2_comparisonwF.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.45\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.8]
+ \begin{axis}[
+ colormap={mycolormap}{[1pt]
+ rgb(0pt)=(0.95,0.44,0.45);
+ rgb(100pt)=(0.44,0.45,0.65)
+ },
+ colorbar,
+ point meta min=-8,
+ point meta max=8,
+ % ytick={-1, -0.5, 0, 0.5, 1},
+ ytick distance={4},
+ ymin=-8,ymax=8,
+ title={Passage Embedding Retrieval},
+ xlabel={Characters},
+ ylabel={$BERT(P_{1}^{r}) - BERT(P_{1}^{z})$}
+ ]
+
+ \addplot+ [
+ ycomb,
+ color=lightgray,
+ scatter,
+ scatter src=y,
+ mark=*,
+ ultra thin,
+ ] table [col sep=comma, x expr=\coordindex, y=whc] {ressources/data/total_comparisson/normal_eval2_comparisonwh.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \end{minipage}
+ }
+ \caption{Sorted Differences of BLEU- and BERTScores for $P_{1}$ Between Baseline Retrieval on Mixtral7b and Passage Embedding Retrieval on Gemma2 Before and After Retrieval}
+ \label{fig:comparediffgemma}
+\end{figure}
+\begin{figure}[H]
+ \begin{center}
+ \begin{tabular}{|c|c|c||c|c|c|c|}
+ \hline
+ Model & Heuristic & Retrieval & T-Test & Spearman's Correlation \\ [0.5ex]
+ \hline\hline
+ Llama3 & BLEU & Before & 4.2 (3.48e-05) & 0.33 (2.83e-09) \\
+ Llama3 & BLEU & After & 10.32 (1.18e-21) & 0.5 (1.11e-20) \\
+ Llama3 & BERT & Before & 0.13 (8.93e-01) & 0.52 (7.54e-23) \\
+ Llama3 & BERT & After & -0.77 (4.41e-01) & 0.56 (1.55e-26) \\
+ Gemma2 & BLEU & Before & 9.3 (2.61e-18) & 0.3 (4.19e-08) \\
+ Gemma2 & BLEU & After & 9.11 (1.02e-17) & 0.49 (2.29e-20) \\
+ Gemma2 & BERT & Before & 2.24 (2.57e-02) & 0.48 (1.60e-19) \\
+ Gemma2 & BERT & After & 2.59 (1.01e-02) & 0.55 (1.57e-25) \\
+ \hline
+ \hline
+ \end{tabular}
+ \end{center}
+ \caption{T-Test and Spearman's Correlation (with Corresponding p-values) of BLEU- and BERTScore for $P_{1}$ Using Base Retrieval and Selected Embedded Chunk Retrieval on Llama3 and Gemma2}
+ \label{fig:comparetest}
+\end{figure}
+
+\subsection{Analysis}
+
+Looking at the T-Test it seems that the BERTScore stays unchanged and the BLEUScore seem to have drastically worsen.
+A further investigation of the results, conducted on a case-by-case basis, discovered a potential cause of the underperformance of the embedding RAG approach.
+In the process of retrieving fandom articles from fandom.com, there are instances where it is unclear which books are associated with the specific article in question. For example, the Lord of the Rings fandom (\url{https://lotr.fandom.com/}) includes not only the three Lord of the Rings books but also characters from "The Hobbit" and "The Silmarillion." As a result, when embedding retrieval is applied to a character name that does not appear in the specific book being referenced, the retrieval process may return passages describing a different or similar character. This poses a significant challenge for the language models used for character generation. When the retrieved passages do not correctly correspond to the intended character, the models may either fail to identify the character or suggest alternative narratives for unrelated characters.
+
+\begin{figure}[H]
+ \centering
+ \begin{tikzpicture}
+ \begin{axis}[
+ ybar,
+ % symbolic x coords={},
+ xtick distance={5},
+ ytick distance={100},
+ xlabel={Scores},
+ ylabel={Frequency},
+ xmin=55, xmax=85,
+ ymin=0,
+ title={Histogram of Scores},
+ bar width=0.5
+ ]
+ \addplot+[
+ hist={
+ bins=30, % Adjust the number of bins here
+ data min=55,
+ data max=85
+ }
+ ] table [y=Score, col sep=comma] {ressources/data/scores/passages_13_scores.csv};
+ \end{axis}
+ \end{tikzpicture}
+ \caption{Distribution of the embedding scores of all passages used for passage retrieval computed with e5-mistral.}
+ \label{fig:histogram_scores}
+\end{figure}
+
+\begin{figure}[H]
+ \centering
+ \begin{tikzpicture}
+ \begin{axis}[
+ ybar stacked,
+ xlabel={Score Interval},
+ ylabel={Percentage},
+ legend cell align=left,
+ legend style={at={(1.0,1.15)}, anchor=north},
+ scale only axis,
+ bar width=2.8
+ % width=0.7\textwidth
+ ]
+ \addplot[fill=cyan] table [x=Score Interval, y=The Lord of the Rings, col sep=comma] {ressources/data/splitting/passages_13_scores_binned_percentages_Score.csv};
+ \addplot[fill=green] table [x=Score Interval, y=Harry Potter, col sep=comma] {ressources/data/splitting/passages_13_scores_binned_percentages_Score.csv};
+ \addplot[fill=orange] table [x=Score Interval, y=The Hunger Games, col sep=comma] {ressources/data/splitting/passages_13_scores_binned_percentages_Score.csv};
+ \addplot[fill=magenta] table [x=Score Interval, y=Dune, col sep=comma] {ressources/data/splitting/passages_13_scores_binned_percentages_Score.csv};
+ \addplot[fill=purple] table [x=Score Interval, y=Twilight, col sep=comma] {ressources/data/splitting/passages_13_scores_binned_percentages_Score.csv};
+ \addplot[fill=black] table [x=Score Interval, y=The Hitchhiker's Guide to the Galaxy, col sep=comma] {ressources/data/splitting/passages_13_scores_binned_percentages_Score.csv};
+
+ \legend{The Lord of the Rings, Harry Potter, The Hunger Games, Dune, Twilight, The Hitchhiker's Guide to the Galaxy}
+ \end{axis}
+ \end{tikzpicture}
+ \caption{Distribution of embedding similarity scores (in percentages) for all passages used for retrieval, categorized by fandom and score interval, calculated using e5-mistral.}
+ \label{fig:compare_percent_book}
+\end{figure}
+
+As illustrated in the histogram \ref{fig:histogram_scores}, a distinct double hump is evident, indicative of a discernible segregation in scores between passages that effectively portray a particular character and those that do not. It is clear that there is a distinct separation between the characters that are present in the book and those that are not. The number of scores in the intermediate range is relatively limited, as the likelihood of passages in a lengthy text that provide only partial information about a character and still score into the top 13 passages describing that character is relatively small.
+
+Additionally, we now have proof that the poor passage retrieval is caused by missing novels from the entire franchise. In figure \ref{fig:compare_percent_book}, one can see that the highest embedding scores are yielded for Dune, Harry Potter and The Lord of the Rings, which are the most complete and largest parts of my dataset. For both "The Hitchhiker's Guide to the Galaxy" and "The Hunger Games," I only included one novel each, so the datasets are only complete to around 17\% and 25\%, respectively. Twilight falls between them, with a dataset completeness of 67\%. This correlates very well with the score observations in figure \ref{fig:compare_percent_book}.
+
+Given that our data is not as clean as we would have preferred, I will conduct a further investigation with a new T-test, including only characters whose scores are 75 or higher for passage retrieval.
+
+
+\begin{figure}[H]
+ \begin{center}
+ \begin{tabular}{|c|c|c||c|c|c|c|}
+ \hline
+ Model & Heuristic & Retrieval & T-Test & Spearman's Correlation \\ [0.5ex]
+ \hline\hline
+ Llama3 & BLEU & Before & -0.2 ( 8.41e-01) & 0.43 ( 1.86e-03) \\
+ Llama3 & BLEU & After & 3.75 ( 4.68e-04) & 0.56 ( 2.20e-05) \\
+ Llama3 & BERT & Before & -3.18 ( 2.58e-03) & 0.07 ( 6.27e-01) \\
+ Llama3 & BERT & After & -3.76 ( 4.48e-04) & 0.01 ( 9.35e-01) \\
+ Gemma2 & BLEU & Before & 1.6 ( 1.16e-01) & 0.29 ( 3.96e-02) \\
+ Gemma2 & BLEU & After & 5.09 ( 5.72e-06) & 0.64 ( 5.83e-07) \\
+ Gemma2 & BERT & Before & -5.28 ( 2.98e-06) & 0.21 ( 1.34e-01) \\
+ Gemma2 & BERT & After & -2.3 ( 2.57e-02) & -0.03 ( 8.20e-01) \\
+ \hline
+ \end{tabular}
+ \end{center}
+ \caption{T-Test and Spearman's Correlation (with Corresponding p-values) of BLEU and BERTScore for $P_{1}$ Using Mixtral7b Base Retrieval and Embedded Chunk Retrieval on Llama3 and Gemma2 only on Characters with all Selected Embedded Chunks having a Score of 75 or higher }
+ \label{fig:comparetest75}
+\end{figure}
+In conclusion, even with effective passage embedding retrieval, the BLEUScore still worsens, but we observe a significant improvement in BERTScore across both models. Gemma2 does not benefit as much from passage embedding retrieval as Llama3, but it still delivers a much better BERTScore than Mixtral7b out of the box. The likely reason for the BLEUScore remaining similar without passage retrieval and then worsening in the passage embedding experiment with both models is the difference in context sizes: Mixtral7b has a context size of 32k tokens, whereas Gemma2 and Llama3 only have 8196 tokens. This can notably impact the results even with the same prompt length. A fair comparison between the models in any case is quite challenging due to their differing performances on various prompts. Their distinct architectures and vastly different training datasets make it nearly impossible to craft a query that elicits same behavior across all models.
+Finally, I provided the same scatterplots for Llamas BLEU- and BERTScores with passage embedding retrieval as in \ref{fig:passagebleu}, but with color-coding for each franchise. The results demonstrate how different franchises improve at varying rates.
+\newpage
+\begin{figure}[H]
+ \centering
+ \begin{tikzpicture}
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ xlabel={$BLEU(P_{1}^{z})$},
+ ylabel={$BLEU(P^{r})$},
+ xmin=0.35, xmax=0.65,
+ ymin=0.35, ymax=0.65,
+ xtick distance=0.1, ytick distance=0.1,
+ name=main axis,
+ legend style={at={(0.8,1.2)}, anchor=north},
+ legend cell align=left,
+ scale only axis,
+ width=0.8\textwidth
+ ]
+ \addplot[
+ scatter,
+ only marks,
+ point meta=explicit symbolic,
+ mark=o,
+ mark size=1.0pt,
+ scatter/classes={
+ 0={mark=square*,cyan},
+ 1={mark=triangle*,green},
+ 3={mark=diamond*,magenta},
+ 2={mark=10-pointed star,orange},
+ 4={mark=pentagon*,purple},
+ 5={mark=asterisk,black}
+ }
+ ] table [col sep=comma, x=F1, y=wF1, meta=Book] {ressources/data/normal_eval_meta.csv};
+ \legend{The Lord of the Rings, Harry Potter, The Hunger Games, Dune, Twilight, The Hitchhiker's Guide to the Galaxy}
+ \end{axis}
+
+ \end{tikzpicture}
+ \label{fig:scattercolorbleu}
+\end{figure}
+\begin{figure}[H]
+ \centering
+ \makebox[\textwidth][c]{
+ \begin{minipage}{1.1\textwidth}
+ \centering
+ \begin{subfigure}[b]{0.3\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.7]
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title style={at={(0.1,1.2)}, anchor=north},
+ xlabel={$BLEU(P_{1}^{z})$},
+ ylabel={$BLEU(P^{r})$},
+ xmin=0.35, xmax=0.65,
+ ymin=0.35, ymax=0.65,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+
+ % Draw Manual Shape
+ \addplot[
+ scatter,
+ only marks,
+ point meta=explicit symbolic,
+ mark=o,
+ mark size=1.0pt,
+ scatter/classes={
+ 0={mark=square*,cyan},
+ 1={mark=none},
+ 2={mark=none},
+ 3={mark=none},
+ 4={mark=none},
+ 5={mark=none}
+ }
+ ] table [col sep=comma, x=F1, y=wF1, meta=Book] {ressources/data/normal_eval_meta.csv};
+ \addplot [
+ color=blue,
+ fill=blue!30,
+ opacity=0.7,
+ thick
+ ]
+ table [col sep=comma, x=X, y=Y] {ressources/data/convex/The Lord of the Rings_F1_wF1_convex_hull.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.3\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.7]
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title style={at={(0.1,1.2)}, anchor=north},
+ xlabel={$BLEU(P_{1}^{z})$},
+ ylabel={$BLEU(P^{r})$},
+ xmin=0.35, xmax=0.65,
+ ymin=0.35, ymax=0.65,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+ \addplot[
+ scatter,
+ only marks,
+ point meta=explicit symbolic,
+ mark=o,
+ mark size=1.0pt,
+ scatter/classes={
+ 0={mark=none},
+ 1={mark=triangle*,green},
+ 2={mark=none},
+ 3={mark=none},
+ 4={mark=none},
+ 5={mark=none}
+ }
+ ] table [col sep=comma, x=F1, y=wF1, meta=Book] {ressources/data/normal_eval_meta.csv};
+
+ % Draw Manual Shape
+ \addplot [
+ color=green,
+ fill=green!30,
+ opacity=0.7,
+ thick
+ ]
+ table [col sep=comma, x=X, y=Y] {ressources/data/convex/Harry Potter_F1_wF1_convex_hull.csv};
+
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.3\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.7]
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title style={at={(0.1,1.2)}, anchor=north},
+ xlabel={$BLEU(P_{1}^{z})$},
+ ylabel={$BLEU(P^{r})$},
+ xmin=0.35, xmax=0.65,
+ ymin=0.35, ymax=0.65,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+
+ % Draw Manual Shape
+ \addplot[
+ scatter,
+ only marks,
+ point meta=explicit symbolic,
+ mark=o,
+ mark size=1.0pt,
+ scatter/classes={
+ 0={mark=none},
+ 1={mark=none},
+ 3={mark=diamond*,magenta},
+ 2={mark=none},
+ 4={mark=none},
+ 5={mark=none}
+ }
+ ] table [col sep=comma, x=F1, y=wF1, meta=Book] {ressources/data/normal_eval_meta.csv};
+ \addplot [
+ color=orange,
+ fill=orange!30,
+ opacity=0.7,
+ thick
+ ]
+ table [col sep=comma, x=X, y=Y] {ressources/data/convex/The Hunger Games_F1_wF1_convex_hull.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \vspace{1.0cm}
+ \begin{subfigure}[b]{0.3\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.7]
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title style={at={(0.1,1.2)}, anchor=north},
+ xlabel={$BLEU(P_{1}^{z})$},
+ ylabel={$BLEU(P^{r})$},
+ xmin=0.35, xmax=0.65,
+ ymin=0.35, ymax=0.65,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+
+ % Draw Manual Shape
+ \addplot[
+ scatter,
+ only marks,
+ point meta=explicit symbolic,
+ mark=o,
+ mark size=1.0pt,
+ scatter/classes={
+ 0={mark=none},
+ 1={mark=none},
+ 3={mark=none},
+ 2={mark=10-pointed star,orange},
+ 4={mark=none},
+ 5={mark=none}
+ }
+ ] table [col sep=comma, x=F1, y=wF1, meta=Book] {ressources/data/normal_eval_meta.csv};
+ \addplot [
+ color=red,
+ fill=red!30,
+ opacity=0.7,
+ thick
+ ]
+ table [col sep=comma, x=X, y=Y] {ressources/data/convex/Dune_F1_wF1_convex_hull.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.3\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.7]
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title style={at={(0.1,1.2)}, anchor=north},
+ xlabel={$BLEU(P_{1}^{z})$},
+ ylabel={$BLEU(P^{r})$},
+ xmin=0.35, xmax=0.65,
+ ymin=0.35, ymax=0.65,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+ \addplot[
+ scatter,
+ only marks,
+ point meta=explicit symbolic,
+ mark=o,
+ mark size=1.0pt,
+ scatter/classes={
+ 0={mark=none},
+ 1={mark=none},
+ 2={mark=none},
+ 3={mark=none},
+ 4={mark=pentagon*,purple},
+ 5={mark=none}
+ }
+ ] table [col sep=comma, x=F1, y=wF1, meta=Book] {ressources/data/normal_eval_meta.csv};
+
+ \addplot [
+ color=brown,
+ fill=brown!30,
+ opacity=0.7,
+ thick
+ ]
+ table [col sep=comma, x=X, y=Y] {ressources/data/convex/Twilight_F1_wF1_convex_hull.csv};
+
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.3\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.7]
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title style={at={(0.1,1.2)}, anchor=north},
+ xlabel={$BLEU(P_{1}^{z})$},
+ ylabel={$BLEU(P^{r})$},
+ xmin=0.35, xmax=0.65,
+ ymin=0.35, ymax=0.65,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+
+ \addplot[
+ scatter,
+ only marks,
+ point meta=explicit symbolic,
+ mark=o,
+ mark size=1.0pt,
+ scatter/classes={
+ 0={mark=none},
+ 1={mark=none},
+ 2={mark=none},
+ 3={mark=none},
+ 4={mark=none},
+ 5={mark=asterisk,black}
+ }
+ ] table [col sep=comma, x=F1, y=wF1, meta=Book] {ressources/data/normal_eval_meta.csv};
+
+ % Draw Manual Shape
+ \addplot [
+ color=black,
+ fill=black!30,
+ opacity=0.7,
+ thick
+ ]
+ table [col sep=comma, x=X, y=Y] {ressources/data/convex/The Hitchhiker's Guide to the Galaxy_F1_wF1_convex_hull.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \end{minipage}
+ }
+ \caption{Scatterplot of BLEUScores of character descriptions generated with Llama3 on $P_{1}$ without ($P^{z}$) and with passage embedding retrieval ($P^{r}$) plotted
+ against each other, color-coded and dissected into franchises and surrounded with convex hulls.}
+ \label{fig:compareconvex}
+\end{figure}
+\begin{figure}[H]
+ \centering
+ \begin{tikzpicture}
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ xlabel={$BERT(P_{1}^{z})$},
+ ylabel={$BERT(P^{r})$},
+ name=main axis,
+ legend style={at={(0.67,0.95)}, anchor=north},
+ legend cell align=left,
+ xmin=0, xmax=16,
+ ymin=0, ymax=16,
+ scale only axis,
+ width=0.8\textwidth
+ ]
+ \addplot[
+ scatter,
+ only marks,
+ point meta=explicit symbolic,
+ mark=o,
+ mark size=1.0pt,
+ scatter/classes={
+ 0={mark=square*,cyan},
+ 1={mark=triangle*,green},
+ 3={mark=diamond*,magenta},
+ 2={mark=10-pointed star,orange},
+ 4={mark=pentagon*,purple},
+ 5={mark=asterisk,black}
+ }
+ ] table [col sep=comma, x=h, y=wh, meta=Book] {ressources/data/normal_eval_meta.csv};
+ \legend{The Lord of the Rings, Harry Potter, The Hunger Games, Dune, Twilight, The Hitchhiker's Guide to the Galaxy}
+ \end{axis}
+ \end{tikzpicture}
+ \label{fig:scattercolorbert}
+\end{figure}
+\begin{figure}[H]
+ \centering
+ \makebox[\textwidth][c]{
+ \begin{minipage}{1.1\textwidth}
+ \centering
+ \begin{subfigure}[b]{0.3\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.7]
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title style={at={(0.1,1.2)}, anchor=north},
+ xlabel={$BERT(P_{1}^{z})$},
+ ylabel={$BERT(P^{r})$},
+ xmin=0, xmax=16,
+ ymin=0, ymax=16,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+ \addplot[
+ scatter,
+ only marks,
+ point meta=explicit symbolic,
+ mark=o,
+ mark size=1.0pt,
+ scatter/classes={
+ 0={mark=square*,cyan},
+ 1={mark=none},
+ 2={mark=none},
+ 3={mark=none},
+ 4={mark=none},
+ 5={mark=none}
+ }
+ ] table [col sep=comma, x=h, y=wh, meta=Book] {ressources/data/normal_eval_meta.csv};
+
+ % Draw Manual Shape
+ \addplot [
+ color=blue,
+ fill=blue!30,
+ opacity=0.7,
+ thick
+ ]
+ table [col sep=comma, x=X, y=Y] {ressources/data/convex/The Lord of the Rings_h_wh_convex_hull.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.3\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.7]
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title style={at={(0.1,1.2)}, anchor=north},
+ xlabel={$BERT(P_{1}^{z})$},
+ ylabel={$BERT(P^{r})$},
+ xmin=0, xmax=16,
+ ymin=0, ymax=16,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+
+ \addplot[
+ scatter,
+ only marks,
+ point meta=explicit symbolic,
+ mark=o,
+ mark size=1.0pt,
+ scatter/classes={
+ 0={mark=none},
+ 1={mark=triangle*,green},
+ 2={mark=none},
+ 3={mark=none},
+ 4={mark=none},
+ 5={mark=none}
+ }
+ ] table [col sep=comma, x=h, y=wh, meta=Book] {ressources/data/normal_eval_meta.csv};
+ % Draw Manual Shape
+ \addplot [
+ color=green,
+ fill=green!30,
+ opacity=0.7,
+ thick
+ ]
+ table [col sep=comma, x=X, y=Y] {ressources/data/convex/Harry Potter_h_wh_convex_hull.csv};
+
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.3\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.7]
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title style={at={(0.1,1.2)}, anchor=north},
+ xlabel={$BERT(P_{1}^{z})$},
+ ylabel={$BERT(P^{r})$},
+ xmin=0, xmax=16,
+ ymin=0, ymax=16,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+
+ \addplot[
+ scatter,
+ only marks,
+ point meta=explicit symbolic,
+ mark=o,
+ mark size=1.0pt,
+ scatter/classes={
+ 0={mark=none},
+ 1={mark=none},
+ 3={mark=diamond*,magenta},
+ 2={mark=none},
+ 4={mark=none},
+ 5={mark=none}
+ }
+ ] table [col sep=comma, x=h, y=wh, meta=Book] {ressources/data/normal_eval_meta.csv};
+ % Draw Manual Shape
+ \addplot [
+ color=orange,
+ fill=orange!30,
+ opacity=0.7,
+ thick
+ ]
+ table [col sep=comma, x=X, y=Y] {ressources/data/convex/The Hunger Games_h_wh_convex_hull.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \vspace{1.0cm}
+ \begin{subfigure}[b]{0.3\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.7]
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title style={at={(0.1,1.2)}, anchor=north},
+ xlabel={$BERT(P_{1}^{z})$},
+ ylabel={$BERT(P^{r})$},
+ xmin=0, xmax=16,
+ ymin=0, ymax=16,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+
+ \addplot[
+ scatter,
+ only marks,
+ point meta=explicit symbolic,
+ mark=o,
+ mark size=1.0pt,
+ scatter/classes={
+ 0={mark=none},
+ 1={mark=none},
+ 3={mark=none},
+ 2={mark=10-pointed star,orange},
+ 4={mark=none},
+ 5={mark=none}
+ }
+ ] table [col sep=comma, x=h, y=wh, meta=Book] {ressources/data/normal_eval_meta.csv};
+ % Draw Manual Shape
+ \addplot [
+ color=red,
+ fill=red!30,
+ opacity=0.7,
+ thick
+ ]
+ table [col sep=comma, x=X, y=Y] {ressources/data/convex/Dune_h_wh_convex_hull.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.3\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.7]
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title style={at={(0.1,1.2)}, anchor=north},
+ xlabel={$BERT(P_{1}^{z})$},
+ ylabel={$BERT(P^{r})$},
+ xmin=0, xmax=16,
+ ymin=0, ymax=16,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+
+ \addplot[
+ scatter,
+ only marks,
+ point meta=explicit symbolic,
+ mark=o,
+ mark size=1.0pt,
+ scatter/classes={
+ 0={mark=none},
+ 1={mark=none},
+ 2={mark=none},
+ 3={mark=none},
+ 4={mark=pentagon*,purple},
+ 5={mark=none}
+ }
+ ] table [col sep=comma, x=h, y=wh, meta=Book] {ressources/data/normal_eval_meta.csv};
+ \addplot [
+ color=brown,
+ fill=brown!30,
+ opacity=0.7,
+ thick
+ ]
+ table [col sep=comma, x=X, y=Y] {ressources/data/convex/Twilight_h_wh_convex_hull.csv};
+
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \hfill
+ \begin{subfigure}[b]{0.3\textwidth}
+ \centering
+ \begin{tikzpicture}[scale=0.7]
+ % Main axis (scatter plot)
+ \begin{axis}[
+ enlargelimits=false,
+ title style={at={(0.1,1.2)}, anchor=north},
+ xlabel={$BERT(P_{1}^{z})$},
+ ylabel={$BERT(P^{r})$},
+ xmin=0, xmax=16,
+ ymin=0, ymax=16,
+ name=main axis,
+ width=\textwidth,
+ height=\textwidth
+ ]
+
+ \addplot[
+ scatter,
+ only marks,
+ point meta=explicit symbolic,
+ mark=o,
+ mark size=1.0pt,
+ scatter/classes={
+ 0={mark=none},
+ 1={mark=none},
+ 2={mark=none},
+ 3={mark=none},
+ 4={mark=none},
+ 5={mark=asterisk,black}
+ }
+ ] table [col sep=comma, x=h, y=wh, meta=Book] {ressources/data/normal_eval_meta.csv};
+ % Draw Manual Shape
+ \addplot [
+ color=black,
+ fill=black!30,
+ opacity=0.7,
+ thick
+ ]
+ table [col sep=comma, x=X, y=Y] {ressources/data/convex/The Hitchhiker's Guide to the Galaxy_h_wh_convex_hull.csv};
+
+ \end{axis}
+ \end{tikzpicture}
+ \end{subfigure}
+ \end{minipage}
+ }
+ \caption{Scatterplot of BERTScores of character descriptions generated with Llama3 on $P_{1}$ without ($P^{z}$) and with passage embedding retrieval ($P^{r}$) plotted
+ against each other, color-coded and dissected into franchises and surrounded with convex hulls.}
+ \label{fig:compareconvex}
+\end{figure}
diff --git a/introduction.aux b/introduction.aux
index f2b7c95beacfbe539bd821ed2a7b88b286ecf440..a3ceaa19f1dd4aac1584c8513c60f9a3a1c80909 100644
--- a/introduction.aux
+++ b/introduction.aux
@@ -147,5 +147,6 @@
\setcounter{bbx:relatedtotal}{0}
\setcounter{parentequation}{0}
\setcounter{float@type}{8}
+\setcounter{dirtytalk@qdepth}{0}
\setcounter{lstlisting}{0}
}
diff --git a/introduction.tex b/introduction.tex
index 46a112ec32c13a409a63d44c146c1a2904908414..74048cb74356a2468c000b4e021e9c56d2441e7a 100644
--- a/introduction.tex
+++ b/introduction.tex
@@ -6,13 +6,11 @@
% -----------------------------------------------------------------------
% -----------------------------------------------------------------------
\chapter{Introduction}
+Embarking on the literary journey of a captivating book, one often finds oneself entangled in a web of intricate characters, each contributing to the rich tapestry of the narrative. Yet, the overwhelming abundance of details can pose a challenge, making it difficult for readers to retain a comprehensive understanding of each character's essence. To address this challenge, this thesis aims to employ Retrieval-Augmented Generation (RAG) in order to create detailed personal descriptions for each character.\\
-Embarking on the literary journey of a captivating book, one often finds themselves entangled in a web of intricate characters, each contributing to the rich tapestry of the narrative. Yet, the overwhelming abundance of details can pose a challenge, making it difficult for readers to retain a comprehensive understanding of each character's essence. To address this challenge, this thesis aims to employ Retrieval-Augmented Generation (RAG) in order to create improved, meticulous and detailed personal descriptions for each character.\\
+An important aspect of this study involves compiling existing literature and human-written descriptions of its characters, allowing for a comparison between these established descriptions and the results generated by large language models (LLMs). We tested various prompts created using different techniques that extract information from the relevant work of fiction. The main focus will be on methods for extracting and modifying information from literature to enhance the query results, along with their evaluation and analysis.\\
-An important aspect of this study involves compiling existing literature and human-written characterizations of its characters, allowing for a comparison between these established descriptions and the results generated by large language models (LLMs) when given various prompts created using different techniques that extract information from the according literatur. The main focus will be on the methods for extracting and modifying information from literatur in order to enhance the query results, along with their evaluation and analysis.\\
+The findings of this thesis can be significantly applied to similar Natural Language Processing (NLP) tasks, especially those requiring the extraction and summarization of information from very long texts. Ultimately, it can also be used to improve the readers' comprehension and as an educational tool that can be used to specifically extract information about a certain entities from texts. It is particularly interesting to observe how LLMs respond to slight variations in query formulations and how well RAG can enhance the results. \\
-The findings of this thesis can be significantly applied to similar Natural Language Processing (NLP) tasks, especially those requiring the extraction and summarization of information from running literature into different text formats. It is particularly interesting to observe how LLMs, such as LLaMA, respond to slight variations in query formulations.
-Ultimately it can also be used to improve the readers comprehension and as an educational tool that can be used to specifically extract information about a certain entitiy from a text.\\
-
-I intend to structure the thesis around the experiments and their results. I believe that segregating the experiments with formal sections would disrupt the central theme, making it harder for both me and the reader to follow. Therefore, I will provide a broad overview of the methods I might consider using in the methodology section and then each experiment will be discussed and evaluated individually.
+Following this brief introduction, I will present a comprehensive overview of the background, focusing on key NLP methods. I will then summarize significant works and papers relevant to my topic before conducting experiments, which I will discuss and evaluate individually. Finally, I will address potential issues encountered during the experiments and suggest possible improvements for the future.
\ No newline at end of file
diff --git a/masterthesis.aux b/masterthesis.aux
index 77cd8e8aa3d2527464762fca7e807b4e2de8a830..113ef44183c0a1d862112936d6be69421d8091db 100644
--- a/masterthesis.aux
+++ b/masterthesis.aux
@@ -2,64 +2,142 @@
\providecommand*\new@tpo@label[2]{}
\providecommand\babel@aux[2]{}
\@nameuse{bbl@beforestart}
-\catcode `"\active
\providecommand\hyper@newdestlabel[2]{}
\providecommand\HyField@AuxAddToFields[1]{}
\providecommand\HyField@AuxAddToCoFields[2]{}
\providecommand\BKM@entry[2]{}
\abx@aux@refcontext{anyt/global//global/global/global}
\@input{_titlepage.aux}
-\babel@aux{german}{}
+\providecommand \oddpage@label [2]{}
+\babel@aux{english}{}
\@input{introduction.aux}
\BKM@entry{id=1,dest={636861707465722E31},srcline={8}}{5C3337365C3337375C303030495C3030306E5C303030745C303030725C3030306F5C303030645C303030755C303030635C303030745C303030695C3030306F5C3030306E}
-\@input{methodology.aux}
-\BKM@entry{id=2,dest={636861707465722E32},srcline={1}}{5C3337365C3337375C3030304D5C303030655C303030745C303030685C3030306F5C303030645C3030306F5C3030306C5C3030306F5C303030675C30303079}
-\BKM@entry{id=3,dest={73656374696F6E2E322E31},srcline={2}}{5C3337365C3337375C303030525C303030655C3030306C5C303030615C303030745C303030655C303030645C3030305C3034305C303030575C3030306F5C303030725C3030306B}
+\@input{background.aux}
+\BKM@entry{id=2,dest={636861707465722E32},srcline={1}}{5C3337365C3337375C303030425C303030615C303030635C3030306B5C303030675C303030725C3030306F5C303030755C3030306E5C30303064}
+\BKM@entry{id=3,dest={73656374696F6E2E322E31},srcline={5}}{5C3337365C3337375C303030545C3030306F5C3030306B5C303030655C3030306E5C303030695C3030307A5C303030615C303030745C303030695C3030306F5C3030306E}
+\abx@aux@cite{0}{huggingfacetokenizer}
+\abx@aux@segm{0}{0}{huggingfacetokenizer}
+\BKM@entry{id=4,dest={73656374696F6E2E322E32},srcline={19}}{5C3337365C3337375C303030545C303030685C303030655C3030305C3034305C303030545C303030725C303030615C3030306E5C303030735C303030665C3030306F5C303030725C3030306D5C303030655C30303072}
+\abx@aux@cite{0}{NIPS2017_3f5ee243}
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index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..d9486743d1e9d59b9f58ccfb786bf16ecbe9d48e 100644
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diff --git a/masterthesis.bbl-SAVE-ERROR b/masterthesis.bbl-SAVE-ERROR
index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..2af18decd10d84255a31cf4b3fdb54ddf0aad30c 100644
--- a/masterthesis.bbl-SAVE-ERROR
+++ b/masterthesis.bbl-SAVE-ERROR
@@ -0,0 +1,3446 @@
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+ \field{note}{Accessed: 2024-07-19}
+ \field{title}{rag}
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+ \entry{brahman-etal-2021-characters-tell}{inproceedings}{}{}
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+ \field{abstract}{When reading a literary piece, readers often make inferences about various characters{'} roles, personalities, relationships, intents, actions, etc. While humans can readily draw upon their past experiences to build such a character-centric view of the narrative, understanding characters in narratives can be a challenging task for machines. To encourage research in this field of character-centric narrative understanding, we present LiSCU {--} a new dataset of literary pieces and their summaries paired with descriptions of characters that appear in them. We also introduce two new tasks on LiSCU: Character Identification and Character Description Generation. Our experiments with several pre-trained language models adapted for these tasks demonstrate that there is a need for better models of narrative comprehension.}
+ \field{booktitle}{Findings of the Association for Computational Linguistics: EMNLP 2021}
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+ \field{title}{{``}Let Your Characters Tell Their Story{''}: A Dataset for Character-Centric Narrative Understanding}
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+ \field{abstract}{Recent coreference resolution models rely heavily on span representations to find coreference links between word spans. As the number of spans is $O(n^2)$ in the length of text and the number of potential links is $O(n^4)$, various pruning techniques are necessary to make this approach computationally feasible. We propose instead to consider coreference links between individual words rather than word spans and then reconstruct the word spans. This reduces the complexity of the coreference model to $O(n^2)$ and allows it to consider all potential mentions without pruning any of them out. We also demonstrate that, with these changes, SpanBERT for coreference resolution will be significantly outperformed by RoBERTa. While being highly efficient, our model performs competitively with recent coreference resolution systems on the OntoNotes benchmark.}
+ \field{booktitle}{Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing}
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+ }
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+ \field{labelnamesource}{author}
+ \field{labeltitlesource}{title}
+ \field{eprintclass}{cs.CL}
+ \field{eprinttype}{arXiv}
+ \field{title}{Evaluating Character Understanding of Large Language Models via Character Profiling from Fictional Works}
+ \field{year}{2024}
+ \verb{eprint}
+ \verb 2404.12726
+ \endverb
+ \verb{urlraw}
+ \verb https://arxiv.org/abs/2404.12726
+ \endverb
+ \verb{url}
+ \verb https://arxiv.org/abs/2404.12726
+ \endverb
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+ \field{booktitle}{International Conference on Learning Representations}
+ \field{title}{BERTScore: Evaluating Text Generation with BERT}
+ \field{year}{2020}
+ \verb{urlraw}
+ \verb https://openreview.net/forum?id=SkeHuCVFDr
+ \endverb
+ \verb{url}
+ \verb https://openreview.net/forum?id=SkeHuCVFDr
+ \endverb
+ \endentry
+ \enddatalist
+\endrefsection
+\endinput
+
diff --git a/masterthesis.bcf b/masterthesis.bcf
index 70361576d8a5b0d83581306fcb3541ba02c55ce5..6613521cf86155b00356d4786c424a12a6e882de 100644
--- a/masterthesis.bcf
+++ b/masterthesis.bcf
@@ -168,7 +168,7 @@
</bcf:option>
<bcf:option type="singlevalued">
<bcf:key>sortlocale</bcf:key>
- <bcf:value>german</bcf:value>
+ <bcf:value>english</bcf:value>
</bcf:option>
<bcf:option type="singlevalued">
<bcf:key>sortingtemplatename</bcf:key>
@@ -2372,11 +2372,31 @@
<bcf:datasource type="file" datatype="bibtex" glob="false">_bibliography.bib</bcf:datasource>
</bcf:bibdata>
<bcf:section number="0">
- <bcf:citekey order="1" intorder="1">10.1007/3-540-36127-8_20</bcf:citekey>
- <bcf:citekey order="2" intorder="1">brahman-etal-2021-characters-tell</bcf:citekey>
- <bcf:citekey order="3" intorder="1">schroder-etal-2021-neural</bcf:citekey>
- <bcf:citekey order="4" intorder="1">schroder-etal-2021-neural</bcf:citekey>
- <bcf:citekey order="5" intorder="1">dobrovolskii-2021-word</bcf:citekey>
+ <bcf:citekey order="1" intorder="1">huggingfacetokenizer</bcf:citekey>
+ <bcf:citekey order="2" intorder="1">NIPS2017_3f5ee243</bcf:citekey>
+ <bcf:citekey order="3" intorder="1">raschka2024encoderdecoder</bcf:citekey>
+ <bcf:citekey order="3" intorder="2">NIPS2017_3f5ee243</bcf:citekey>
+ <bcf:citekey order="4" intorder="1">bert-score</bcf:citekey>
+ <bcf:citekey order="5" intorder="1">NIPS2017_3f5ee243</bcf:citekey>
+ <bcf:citekey order="6" intorder="1">finetune</bcf:citekey>
+ <bcf:citekey order="7" intorder="1">bert-score</bcf:citekey>
+ <bcf:citekey order="8" intorder="1">doshi2021foundations</bcf:citekey>
+ <bcf:citekey order="8" intorder="2">suvratarora2024nlp</bcf:citekey>
+ <bcf:citekey order="9" intorder="1">aws_rag</bcf:citekey>
+ <bcf:citekey order="10" intorder="1">10.1007/3-540-36127-8_20</bcf:citekey>
+ <bcf:citekey order="11" intorder="1">TalikaGupta2024CoreferenceIL</bcf:citekey>
+ <bcf:citekey order="12" intorder="1">yuan2024evaluatingcharacterunderstandinglarge</bcf:citekey>
+ <bcf:citekey order="13" intorder="1">gutenberg</bcf:citekey>
+ <bcf:citekey order="14" intorder="1">brahman-etal-2021-characters-tell</bcf:citekey>
+ <bcf:citekey order="15" intorder="1">cheng2024dateddatatracingknowledge</bcf:citekey>
+ <bcf:citekey order="16" intorder="1">w3c_sparql_2008</bcf:citekey>
+ <bcf:citekey order="16" intorder="2">wikidata_sparql_tutorial</bcf:citekey>
+ <bcf:citekey order="17" intorder="1">mixtral7b</bcf:citekey>
+ <bcf:citekey order="18" intorder="1">e5-mistral</bcf:citekey>
+ <bcf:citekey order="19" intorder="1">dubey2024llama3herdmodels</bcf:citekey>
+ <bcf:citekey order="20" intorder="1">dobrovolskii-2021-word</bcf:citekey>
+ <bcf:citekey order="20" intorder="2">schroder-etal-2021-neural</bcf:citekey>
+ <bcf:citekey order="21" intorder="1">yuan2024evaluatingcharacterunderstandinglarge</bcf:citekey>
</bcf:section>
<!-- SORTING TEMPLATES -->
<bcf:sortingtemplate name="anyt">
diff --git a/masterthesis.blg b/masterthesis.blg
new file mode 100644
index 0000000000000000000000000000000000000000..7b0fb2bb54a929230cbcf34ebe913a0c298c42fc
--- /dev/null
+++ b/masterthesis.blg
@@ -0,0 +1,15 @@
+[0] Config.pm:308> INFO - This is Biber 2.20
+[0] Config.pm:311> INFO - Logfile is 'masterthesis.blg'
+[78] biber-MSWIN64:340> INFO - ===
+[109] Biber.pm:420> INFO - Reading 'masterthesis.bcf'
+[184] Biber.pm:994> INFO - Found 21 citekeys in bib section 0
+[192] Biber.pm:4463> INFO - Processing section 0
+[201] Biber.pm:4654> INFO - Looking for bibtex file '_bibliography.bib' for section 0
+[249] bibtex.pm:1713> INFO - LaTeX decoding ...
+[271] bibtex.pm:1519> INFO - Found BibTeX data source '_bibliography.bib'
+[667] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'variable = shifted' with 'variable = non-ignorable'
+[668] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'normalization = NFD' with 'normalization = prenormalized'
+[668] Biber.pm:4283> INFO - Sorting list 'anyt/global//global/global/global' of type 'entry' with template 'anyt' and locale 'en-US'
+[668] Biber.pm:4289> INFO - No sort tailoring available for locale 'en-US'
+[693] bbl.pm:676> INFO - Writing 'masterthesis.bbl' with encoding 'UTF-8'
+[1530] bbl.pm:779> INFO - Output to masterthesis.bbl
diff --git a/masterthesis.fdb_latexmk b/masterthesis.fdb_latexmk
index 71bdd5fcecbdb484e15d3fded8a0c2520580741f..bec3163e71533c2bc6f6677e24ced24a14bf71db 100644
--- a/masterthesis.fdb_latexmk
+++ b/masterthesis.fdb_latexmk
@@ -1,69 +1,88 @@
# Fdb version 4
-["biber masterthesis"] 1721418358.72647 "masterthesis.bcf" "masterthesis.bbl" "masterthesis" 1721466482.57817 0
- "_bibliography.bib" 1721417266 6548 3a148e74c262e18ef3c412eb022e9a7e ""
- "masterthesis.bcf" 1721466482 108997 bcf99afa8345e0ee0af30f1761279c5e "pdflatex"
+["biber masterthesis"] 1723649248.52064 "masterthesis.bcf" "masterthesis.bbl" "masterthesis" 1726324176.66608 0
+ "_bibliography.bib" 1723640531 20859 af3f578bb2781651f756b3497639e6d7 ""
+ "masterthesis.bcf" 1726324176 110500 4dd8b4a3a8f7f2b2cde3adc553bfe1ec "pdflatex"
(generated)
"masterthesis.bbl"
"masterthesis.blg"
(rewritten before read)
-["pdflatex"] 1721466475.1961 "c:/Users/danie/Desktop/Masterarbbeit NLP/masterthesis.tex" "masterthesis.pdf" "masterthesis" 1721466482.57864 0
- "C:/Users/danie/AppData/Local/MiKTeX/fonts/map/pdftex/pdftex.map" 1718623652 82507 a9eef8696c92627b87e9975edea03b2a ""
+["pdflatex"] 1726324148.87372 "c:/Users/danie/Desktop/Masterarbbeit NLP/masterthesis.tex" "masterthesis.pdf" "masterthesis" 1726324176.66663 0
+ "C:/Users/danie/AppData/Local/MiKTeX/fonts/map/pdftex/pdftex.map" 1725880149 82686 2381c3433487640bf26aa76a10db7eb2 ""
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INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\tex\latex\amsmath\amsopn.sty
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@@ -423,9 +432,9 @@ INPUT _titlepage.aux
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INPUT .\introduction.aux
INPUT introduction.aux
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OUTPUT masterthesis.bcf
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-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\adobe\palatino\pplri8r.tfm
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-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\mathpazo\fplmb.tfm
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\jknappen\ec\ecsx1200.tfm
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\jknappen\ec\tcrm1095.tfm
INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmbx10.tfm
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-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\adobe\palatino\pplr8r.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\adobe\palatino\pplri8r.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\vf\public\mathpazo\zplmr7t.vf
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-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\vf\adobe\palatino\pplr7t.vf
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\vf\public\mathpazo\zplmr7m.vf
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\mathpazo\fplmri.tfm
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-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\adobe\palatino\pplr8r.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\adobe\palatino\pplri8r.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\vf\public\mathpazo\zplmr7y.vf
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmsy10.tfm
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmbx8.tfm
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmbx6.tfm
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\jknappen\ec\ecrm0800.tfm
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\jknappen\ec\ecrm0600.tfm
+INPUT .\related_work.tex
+INPUT .\related_work.tex
+OUTPUT related_work.aux
+INPUT .\related_work.tex
+INPUT .\related_work.tex
+INPUT related_work.tex
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\tex\latex\base\t1cmtt.fd
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\tex\latex\base\t1cmtt.fd
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\tex\latex\base\t1cmtt.fd
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\jknappen\ec\ectt1095.tfm
INPUT .\dataset.tex
INPUT .\dataset.tex
OUTPUT dataset.aux
INPUT .\dataset.tex
INPUT .\dataset.tex
INPUT dataset.tex
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\jknappen\ec\ectt1000.tfm
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\jknappen\ec\ecrm1000.tfm
+INPUT .\ressources\images\Gollum.png
+INPUT .\ressources\images\Gollum.png
+INPUT .\ressources\images\Gollum.png
+INPUT .\ressources\images\Gollum.png
+INPUT .\ressources\images\Gollum.png
+INPUT .\ressources\images\Gollum.png
+INPUT .\ressources\images\Gollum.png
+INPUT .\ressources\images\Gollum.png
+INPUT .\ressources\images\Gollum.png
+INPUT .\ressources\images\Gollum.png
+INPUT .\ressources\images\Gollum.png
INPUT .\experiments.tex
INPUT .\experiments.tex
OUTPUT experiments.aux
@@ -661,34 +618,26 @@ INPUT ressources\data\results3.csv
INPUT ressources\data\results4.csv
INPUT ressources\data\results4.csv
INPUT ressources\data\results4.csv
+INPUT ressources\data\differences\sorted_by_F1_to_wF1_0.csv
+INPUT ressources\data\differences\sorted_by_F1_to_wF1_1.csv
+INPUT ressources\data\differences\sorted_by_F1_to_wF1_2.csv
+INPUT ressources\data\differences\sorted_by_F1_to_wF1_3.csv
+INPUT ressources\data\differences\sorted_by_h_to_wh_0.csv
+INPUT ressources\data\differences\sorted_by_h_to_wh_1.csv
+INPUT ressources\data\differences\sorted_by_h_to_wh_2.csv
+INPUT ressources\data\differences\sorted_by_h_to_wh_3.csv
INPUT ressources\data\boxplot.csv
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\adobe\palatino\pplr8t.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\adobe\palatino\pplr7t.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\adobe\palatino\pplr7t.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\mathpazo\zplmr7m.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\mathpazo\zplmr7m.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\mathpazo\zplmr7y.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\mathpazo\zplmr7y.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\mathpazo\zplmr7v.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\mathpazo\zplmr7v.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\mathpazo\zplmb7t.tfm
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-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msam10.tfm
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\cmextra\cmex7.tfm
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\cmextra\cmex7.tfm
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+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmbx7.tfm
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmbx5.tfm
INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msam10.tfm
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msam7.tfm
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msam5.tfm
INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msbm10.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msbm10.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\mathpazo\zplmr7t.tfm
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-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\vf\public\mathpazo\zplmr7m.vf
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\mathpazo\fplmri.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmmi10.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\adobe\palatino\pplr8r.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\adobe\palatino\pplri8r.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\vf\adobe\palatino\pplr7t.vf
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\adobe\palatino\pplr8r.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\vf\public\mathpazo\zplmr7y.vf
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\cm\cmsy10.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\mathpazo\fplmr.tfm
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msbm7.tfm
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\public\amsfonts\symbols\msbm5.tfm
INPUT ressources\data\normal_eval.csv
INPUT ressources\data\normal_eval.csv
INPUT ressources\data\normal_eval.csv
@@ -701,6 +650,51 @@ INPUT ressources\data\normal_eval.csv
INPUT ressources\data\normal_eval2.csv
INPUT ressources\data\normal_eval2.csv
INPUT ressources\data\normal_eval2.csv
+INPUT ressources\data\differences\embed_sorted_by_F1_to_wF1_0.csv
+INPUT ressources\data\differences\embed_sorted_by_F1_to_wF1_1.csv
+INPUT ressources\data\differences\embed_sorted_by_h_to_wh_0.csv
+INPUT ressources\data\differences\embed_sorted_by_h_to_wh_1.csv
+INPUT ressources\data\total_comparisson\normal_eval_comparisonF.csv
+INPUT ressources\data\total_comparisson\normal_eval_comparisonh.csv
+INPUT ressources\data\total_comparisson\normal_eval_comparisonwF.csv
+INPUT ressources\data\total_comparisson\normal_eval_comparisonwh.csv
+INPUT ressources\data\total_comparisson\normal_eval2_comparisonF.csv
+INPUT ressources\data\total_comparisson\normal_eval2_comparisonh.csv
+INPUT ressources\data\total_comparisson\normal_eval2_comparisonwF.csv
+INPUT ressources\data\total_comparisson\normal_eval2_comparisonwh.csv
+INPUT ressources\data\scores\passages_13_scores.csv
+INPUT ressources\data\splitting\passages_13_scores_binned_percentages_Score.csv
+INPUT ressources\data\splitting\passages_13_scores_binned_percentages_Score.csv
+INPUT ressources\data\splitting\passages_13_scores_binned_percentages_Score.csv
+INPUT ressources\data\splitting\passages_13_scores_binned_percentages_Score.csv
+INPUT ressources\data\splitting\passages_13_scores_binned_percentages_Score.csv
+INPUT ressources\data\splitting\passages_13_scores_binned_percentages_Score.csv
+INPUT ressources\data\normal_eval_meta.csv
+INPUT ressources\data\normal_eval_meta.csv
+INPUT ressources\data\convex\The Lord of the Rings_F1_wF1_convex_hull.csv
+INPUT ressources\data\normal_eval_meta.csv
+INPUT ressources\data\convex\Harry Potter_F1_wF1_convex_hull.csv
+INPUT ressources\data\normal_eval_meta.csv
+INPUT ressources\data\convex\The Hunger Games_F1_wF1_convex_hull.csv
+INPUT ressources\data\normal_eval_meta.csv
+INPUT ressources\data\convex\Dune_F1_wF1_convex_hull.csv
+INPUT ressources\data\normal_eval_meta.csv
+INPUT ressources\data\convex\Twilight_F1_wF1_convex_hull.csv
+INPUT ressources\data\normal_eval_meta.csv
+INPUT ressources\data\convex\The Hitchhiker's Guide to the Galaxy_F1_wF1_convex_hull.csv
+INPUT ressources\data\normal_eval_meta.csv
+INPUT ressources\data\normal_eval_meta.csv
+INPUT ressources\data\convex\The Lord of the Rings_h_wh_convex_hull.csv
+INPUT ressources\data\normal_eval_meta.csv
+INPUT ressources\data\convex\Harry Potter_h_wh_convex_hull.csv
+INPUT ressources\data\normal_eval_meta.csv
+INPUT ressources\data\convex\The Hunger Games_h_wh_convex_hull.csv
+INPUT ressources\data\normal_eval_meta.csv
+INPUT ressources\data\convex\Dune_h_wh_convex_hull.csv
+INPUT ressources\data\normal_eval_meta.csv
+INPUT ressources\data\convex\Twilight_h_wh_convex_hull.csv
+INPUT ressources\data\normal_eval_meta.csv
+INPUT ressources\data\convex\The Hitchhiker's Guide to the Galaxy_h_wh_convex_hull.csv
INPUT .\conclusion.tex
INPUT .\conclusion.tex
OUTPUT conclusion.aux
@@ -713,8 +707,12 @@ OUTPUT appendix.aux
INPUT .\appendix.tex
INPUT .\appendix.tex
INPUT appendix.tex
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\adobe\palatino\pplri8t.tfm
-INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\vf\adobe\palatino\pplri8t.vf
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\jknappen\ec\ecti1095.tfm
+INPUT C:\Users\danie\AppData\Local\Programs\MiKTeX\fonts\tfm\jknappen\ec\eccc1095.tfm
+INPUT .\masterthesis.lof
+INPUT .\masterthesis.lof
+INPUT masterthesis.lof
+OUTPUT masterthesis.lof
INPUT .\_eidversicherung.tex
INPUT .\_eidversicherung.tex
INPUT .\_eidversicherung.tex
@@ -727,9 +725,9 @@ INPUT _titlepage.aux
INPUT .\introduction.aux
INPUT .\introduction.aux
INPUT introduction.aux
-INPUT .\methodology.aux
-INPUT .\methodology.aux
-INPUT methodology.aux
+INPUT .\background.aux
+INPUT .\background.aux
+INPUT background.aux
INPUT .\related_work.aux
INPUT .\related_work.aux
INPUT related_work.aux
@@ -749,23 +747,57 @@ INPUT .\masterthesis.out
INPUT .\masterthesis.out
INPUT masterthesis.run.xml
OUTPUT masterthesis.run.xml
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diff --git a/masterthesis.lof b/masterthesis.lof
new file mode 100644
index 0000000000000000000000000000000000000000..4209e6200d547884a122acc41dc10433fcb38ae0
--- /dev/null
+++ b/masterthesis.lof
@@ -0,0 +1,35 @@
+\babel@toc {english}{}\relax
+\addvspace {10\p@ }
+\addvspace {10\p@ }
+\contentsline {figure}{\numberline {2.1}{\ignorespaces Transformer Architecture as presented in the original paper [Vas+17]. This diagram illustrates the various layers of the architecture within the Encoder and Decoder, demonstrating the flow of data through each component.}}{4}{figure.caption.3}%
+\addvspace {10\p@ }
+\addvspace {10\p@ }
+\contentsline {figure}{\numberline {4.1}{\ignorespaces Number of Fandom Articles included in our Dataset for each Work}}{18}{figure.caption.4}%
+\contentsline {figure}{\numberline {4.2}{\ignorespaces List of Individual Novels per Franchise Utilized for Passage Retrieval in the Experiments}}{19}{figure.caption.5}%
+\contentsline {figure}{\numberline {4.3}{\ignorespaces SPARQL query to retrieve selected items, fandoms, fandom statements, and character names filtered by the "lotr" fandom from wikidata.}}{20}{figure.caption.6}%
+\contentsline {figure}{\numberline {4.4}{\ignorespaces Sample Fandom Article for the Character "Gollum" from "The Lord of the Rings" Fandom Site (\url {https://lotr.fandom.com/wiki/Gollum})}}{21}{figure.caption.7}%
+\addvspace {10\p@ }
+\contentsline {figure}{\numberline {5.1}{\ignorespaces Structures of All Prompts Used for Zero-Shotting and Passage Retrieval in the Baseline Experiment}}{24}{figure.caption.8}%
+\contentsline {figure}{\numberline {5.2}{\ignorespaces Scatterplot of BLEUScores of character descriptions generated with Mixtral7b without ($P^{z}$) and with baseline passage retrieval ($P^{r}$) plotted against each other}}{26}{figure.caption.9}%
+\contentsline {figure}{\numberline {5.3}{\ignorespaces Scatterplot of BERTScores of character descriptions generated with Mixtral7b without ($P^{z}$) and with baseline passage retrieval ($P^{r}$) plotted against each other}}{27}{figure.caption.10}%
+\contentsline {figure}{\numberline {5.4}{\ignorespaces Sorted differences between BLEUScores of character descriptions generated with Mixtral7b without ($P^{z}$) and with baseline passage retrieval ($P^{r}$) for every prompt ($P_{1}, P_{2}, P_{3}, P_{4}$).}}{28}{figure.caption.11}%
+\contentsline {figure}{\numberline {5.5}{\ignorespaces Sorted differences between BERTScores of character descriptions generated with Mixtral7b without ($P^{z}$) and with baseline passage retrieval ($P^{r}$) for every prompt ($P_{1}, P_{2}, P_{3}, P_{4}$).}}{29}{figure.caption.12}%
+\contentsline {figure}{\numberline {5.6}{\ignorespaces Boxplots of BLEU- and BERTScores of character descriptions generated with Mixtral7b for every prompt ($P_{1}, P_{2}, P_{3}, P_{4}$) with and without baseline passage retrieval.}}{30}{figure.caption.13}%
+\contentsline {figure}{\numberline {5.7}{\ignorespaces T-Test and Spearman's correlation (with Corresponding p-values) of BLEU- and BERTScores of character descriptions generated with Mixtral7b for every prompt ($P_{1}, P_{2}, P_{3}, P_{4}$) with and without baseline passage retrieval.}}{31}{figure.caption.14}%
+\contentsline {figure}{\numberline {5.8}{\ignorespaces Scatterplot of BLEUScores of character descriptions generated with Llama3 and Gemma2 on $P_1$ without ($P^{z}$) and with passage embedding retrieval ($P^{r}$) plotted against each other.}}{34}{figure.caption.15}%
+\contentsline {figure}{\numberline {5.9}{\ignorespaces Scatterplot of BERTScore of character descriptions generated with Llama3 and Gemma2 on $P_1$ without ($P^{z}$) and with passage embedding retrieval ($P^{r}$) plotted against each other.}}{34}{figure.caption.16}%
+\contentsline {figure}{\numberline {5.10}{\ignorespaces T-Test and Spearman's Correlation (with Corresponding p-values) after prompting Llama3 and Gemma2 with $P_{1}$ with and without passage embedding retrieval}}{35}{figure.caption.17}%
+\contentsline {figure}{\numberline {5.11}{\ignorespaces Sorted differences between BLEU- and BERTScores of character descriptions generated with Llama3 and Gemma2 of $P_{1}$ without ($P_{1}^{z}$) and with passage embedding retrieval ($P_{1}^{r}$).}}{35}{figure.caption.18}%
+\contentsline {figure}{\numberline {5.12}{\ignorespaces Prompting result for the character ``Nymphadora Tonks'' from the Harry Potter franchise generated with $P_{1}^{r}$ (passage embedding retrieval) in Gemma2.}}{36}{figure.caption.19}%
+\contentsline {figure}{\numberline {5.13}{\ignorespaces Sorted Differences of BLEU- and BERTScores for $P_{1}$ Between Baseline Retrieval on Mixtral7b and Passage Embedding Retrieval on Llama3 Before and After Retrieval}}{38}{figure.caption.20}%
+\contentsline {figure}{\numberline {5.14}{\ignorespaces Sorted Differences of BLEU- and BERTScores for $P_{1}$ Between Baseline Retrieval on Mixtral7b and Passage Embedding Retrieval on Gemma2 Before and After Retrieval}}{39}{figure.caption.21}%
+\contentsline {figure}{\numberline {5.15}{\ignorespaces T-Test and Spearman's Correlation (with Corresponding p-values) of BLEU- and BERTScore for $P_{1}$ Using Base Retrieval and Selected Embedded Chunk Retrieval on Llama3 and Gemma2}}{39}{figure.caption.22}%
+\contentsline {figure}{\numberline {5.16}{\ignorespaces Distribution of the embedding scores of all passages used for passage retrieval computed with e5-mistral.}}{40}{figure.caption.23}%
+\contentsline {figure}{\numberline {5.17}{\ignorespaces Distribution of embedding similarity scores (in percentages) for all passages used for retrieval, categorized by fandom and score interval, calculated using e5-mistral.}}{41}{figure.caption.24}%
+\contentsline {figure}{\numberline {5.18}{\ignorespaces T-Test and Spearman's Correlation (with Corresponding p-values) of BLEU and BERTScore for $P_{1}$ Using Mixtral7b Base Retrieval and Embedded Chunk Retrieval on Llama3 and Gemma2 only on Characters with all Selected Embedded Chunks having a Score of 75 or higher }}{42}{figure.caption.25}%
+\contentsline {figure}{\numberline {5.19}{\ignorespaces Scatterplot of BLEUScores of character descriptions generated with Llama3 on $P_{1}$ without ($P^{z}$) and with passage embedding retrieval ($P^{r}$) plotted against each other, color-coded and dissected into franchises and surrounded with convex hulls.}}{43}{figure.caption.27}%
+\contentsline {figure}{\numberline {5.20}{\ignorespaces Scatterplot of BERTScores of character descriptions generated with Llama3 on $P_{1}$ without ($P^{z}$) and with passage embedding retrieval ($P^{r}$) plotted against each other, color-coded and dissected into franchises and surrounded with convex hulls.}}{44}{figure.caption.29}%
+\addvspace {10\p@ }
+\addvspace {10\p@ }
+\addvspace {10\p@ }
+\providecommand \tocbasic@end@toc@file {}\tocbasic@end@toc@file
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diff --git a/masterthesis.pdf b/masterthesis.pdf
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index 9bed8d655459bd1778a6cce401cbbf5a7540e893..8fc16bacdacc77d3da7e5a462923cab7a677a5c0 100644
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+++ b/masterthesis.run.xml
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+ <internal package="biblatex" priority="9" active="0">
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<file>masterthesis.bcf</file>
@@ -57,11 +57,10 @@
<file>alphabetic.bbx</file>
<file>alphabetic.cbx</file>
<file>biblatex.cfg</file>
- <file>german.lbx</file>
- <file>ngerman.lbx</file>
+ <file>english.lbx</file>
</requires>
</internal>
- <external package="biblatex" priority="5" active="1">
+ <external package="biblatex" priority="5" active="0">
<generic>biber</generic>
<cmdline>
<binary>biber</binary>
diff --git a/masterthesis.synctex(busy) b/masterthesis.synctex(busy)
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diff --git a/masterthesis.tex b/masterthesis.tex
index d94c5b2c8fcb9633e8b3a7f70aa5af1e7d9bcef2..9d714e7123db67f2870d9b38636233418d610459 100644
--- a/masterthesis.tex
+++ b/masterthesis.tex
@@ -23,14 +23,65 @@
backend=biber,
style=alphabetic,
]{biblatex}
-\usepackage[utf8]{inputenc}
\usepackage{listings}
+\usepackage{graphicx}
\usepackage{pgfplots}
\usepackage{pgfplotstable}
\usepackage{filecontents}
\usepackage{amsmath}
+\usepackage{amssymb}
\usepackage{float}
\usepackage{array}
+\usepackage{multirow}
+\usepackage{xcolor}
+\usepackage{adjustbox}
+\usepackage{csquotes}
+\usepackage{dirtytalk}
+
+% \newenvironment{abstract}{
+% \cleardoublepage
+% \null\vfill
+% \begin{center}%
+% \bfseries \abstractname
+% \end{center}}%
+% {\vfill\null}
+
+\newcommand{\croppedimage}[4]{
+ \adjustbox{clip, trim= #1 #2 #3 #4}{\includegraphics[width=\linewidth]{ressources/images/Gollum.png}}
+}
+\newcommand{\wavyline}{
+ \tikz[baseline]{
+ \draw[decorate,decoration={snake,amplitude=1mm,segment length=7mm}] (0,0) -- (\linewidth-50,0);
+ }
+}
+
+\lstdefinelanguage{SPARQL}{
+ keywords={SELECT, WHERE, BIND, FILTER, SERVICE},
+ morekeywords=[2]{wdt, wd, p, ps, pq, bd},
+ keywordstyle=\color{blue}\bfseries,
+ keywordstyle=[2]\color{teal}\bfseries,
+ basicstyle=\ttfamily\small,
+ stringstyle=\color{purple},
+ commentstyle=\color{gray}\itshape,
+ morecomment=[l][\color{gray}]{\#},
+ numbers=left,
+ numberstyle=\tiny\color{gray},
+ stepnumber=1,
+ numbersep=5pt,
+ backgroundcolor=\color{lightgray!10},
+ frame=single,
+ rulecolor=\color{black},
+ tabsize=2,
+ breaklines=true,
+ breakatwhitespace=false,
+ showspaces=false,
+ showstringspaces=false,
+ showtabs=false,
+ captionpos=b,
+ aboveskip=10pt,
+ belowskip=10pt
+}
+
\usetikzlibrary{pgfplots.groupplots}
\pgfplotsset{compat=1.8}
@@ -86,6 +137,8 @@ style=alphabetic,
\begin{document}
+
+
% TITELSEITE
\include{_titlepage}
@@ -100,23 +153,21 @@ style=alphabetic,
% Hauptteil einleiten --> Seitennummerierung wieder arabisch
\mainmatter
+
+
+
\include{introduction}
-\include{methodology}
+\include{background}
\include{related_work}
\include{dataset}
\include{experiments}
\include{conclusion}
-\printbibliography
+\cleardoublepage
\include{appendix}
\cleardoublepage
-
-% VERZEICHNISSE (Abbildungen, Tabellen)
-% Literatur
-%\nocite{wiki:wissarbeit}
-
+\printbibliography
+\listoffigures
\cleardoublepage
-
-% ERKLÄRUNG
\input{_eidversicherung}
-
+
\end{document}
\ No newline at end of file
diff --git a/masterthesis.toc b/masterthesis.toc
index 90a071c01f61afbed797a7274b62791835b904e1..616c59bd2ce710ae9099e85cdae4fa71ce7306e6 100644
--- a/masterthesis.toc
+++ b/masterthesis.toc
@@ -1,30 +1,42 @@
-\babel@toc {german}{}\relax
+\babel@toc {english}{}\relax
\contentsline {chapter}{\numberline {1}Introduction}{1}{chapter.1}%
-\contentsline {chapter}{\numberline {2}Methodology}{3}{chapter.2}%
-\contentsline {section}{\numberline {2.1}Related Work}{3}{section.2.1}%
-\contentsline {subsection}{\numberline {2.1.1}Project Gutenberg}{4}{subsection.2.1.1}%
-\contentsline {section}{\numberline {2.2}RAG}{4}{section.2.2}%
-\contentsline {section}{\numberline {2.3}Query generation}{5}{section.2.3}%
-\contentsline {chapter}{\numberline {3}Related Work}{7}{chapter.3}%
-\contentsline {section}{\numberline {3.1}Tokenization}{7}{section.3.1}%
-\contentsline {section}{\numberline {3.2}The Transformer}{7}{section.3.2}%
-\contentsline {subsection}{\numberline {3.2.1}Encoder}{8}{subsection.3.2.1}%
-\contentsline {subsection}{\numberline {3.2.2}Decoder}{9}{subsection.3.2.2}%
-\contentsline {section}{\numberline {3.3}BERT}{9}{section.3.3}%
-\contentsline {subsection}{\numberline {3.3.1}Embeddings}{9}{subsection.3.3.1}%
-\contentsline {subsection}{\numberline {3.3.2}Fine-Tuning}{10}{subsection.3.3.2}%
-\contentsline {subsection}{\numberline {3.3.3}BERTScore}{10}{subsection.3.3.3}%
-\contentsline {section}{\numberline {3.4}BLEU-Score}{11}{section.3.4}%
-\contentsline {chapter}{\numberline {4}Gathering of literature}{13}{chapter.4}%
-\contentsline {chapter}{\numberline {5}Experiments}{15}{chapter.5}%
-\contentsline {section}{\numberline {5.1}Base Experiment}{15}{section.5.1}%
-\contentsline {subsection}{\numberline {5.1.1}Results}{18}{subsection.5.1.1}%
-\contentsline {subsection}{\numberline {5.1.2}Analysis}{21}{subsection.5.1.2}%
-\contentsline {section}{\numberline {5.2}Selected Embedded chunks}{22}{section.5.2}%
-\contentsline {chapter}{\numberline {6}Conclusion}{25}{chapter.6}%
-\contentsline {section}{\numberline {6.1}summary}{25}{section.6.1}%
-\contentsline {section}{\numberline {6.2}future work}{25}{section.6.2}%
-\contentsline {section}{\numberline {6.3}note of thanks}{25}{section.6.3}%
-\contentsline {chapter}{\numberline {7}Appendix}{27}{chapter.7}%
-\contentsline {chapter}{Eidesstattliche Versicherung}{29}{chapter*.13}%
+\contentsline {chapter}{\numberline {2}Background}{3}{chapter.2}%
+\contentsline {section}{\numberline {2.1}Tokenization}{3}{section.2.1}%
+\contentsline {section}{\numberline {2.2}The Transformer}{4}{section.2.2}%
+\contentsline {subsection}{\numberline {2.2.1}Encoder}{5}{subsection.2.2.1}%
+\contentsline {subsection}{\numberline {2.2.2}Decoder}{5}{subsection.2.2.2}%
+\contentsline {section}{\numberline {2.3}BERT}{6}{section.2.3}%
+\contentsline {subsection}{\numberline {2.3.1}Embeddings}{6}{subsection.2.3.1}%
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+\contentsline {section}{\numberline {2.6}BLEU-Score}{9}{section.2.6}%
+\contentsline {section}{\numberline {2.7}RAG}{10}{section.2.7}%
+\contentsline {chapter}{\numberline {3}Related Work}{11}{chapter.3}%
+\contentsline {section}{\numberline {3.1}Coreference in Long Documents using Hierarchical Entity Merging}{11}{section.3.1}%
+\contentsline {section}{\numberline {3.2}Evaluating Character Understanding of Large Language Models via Character Profiling from Fictional Works}{12}{section.3.2}%
+\contentsline {section}{\numberline {3.3}Project Gutenberg}{12}{section.3.3}%
+\contentsline {section}{\numberline {3.4}LISCU}{13}{section.3.4}%
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+\contentsline {section}{\numberline {3.6}Methodological Approach}{14}{section.3.6}%
+\contentsline {chapter}{\numberline {4}Gathering of Literature}{17}{chapter.4}%
+\contentsline {section}{\numberline {4.1}Querying Wikidata}{19}{section.4.1}%
+\contentsline {subsection}{\numberline {4.1.1}Scraping Fandom Articles}{20}{subsection.4.1.1}%
+\contentsline {chapter}{\numberline {5}Experiments}{23}{chapter.5}%
+\contentsline {section}{\numberline {5.1}Baseline Experiment}{23}{section.5.1}%
+\contentsline {subsection}{\numberline {5.1.1}Results}{26}{subsection.5.1.1}%
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+\contentsline {subsection}{\numberline {5.3.1}Results}{38}{subsection.5.3.1}%
+\contentsline {subsection}{\numberline {5.3.2}Analysis}{40}{subsection.5.3.2}%
+\contentsline {chapter}{\numberline {6}Conclusion}{45}{chapter.6}%
+\contentsline {section}{\numberline {6.1}Summary}{45}{section.6.1}%
+\contentsline {section}{\numberline {6.2}Future Work}{45}{section.6.2}%
+\contentsline {section}{\numberline {6.3}Acknowledgments}{47}{section.6.3}%
+\contentsline {chapter}{\numberline {7}Appendix}{49}{chapter.7}%
+\contentsline {chapter}{\nonumberline Bibliography}{51}{chapter*.32}%
+\contentsline {chapter}{Affidavit}{55}{chapter*.34}%
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diff --git a/methodology.tex b/methodology.tex
deleted file mode 100644
index 17730bca1580fa6680fb5ff16e7582e893462577..0000000000000000000000000000000000000000
--- a/methodology.tex
+++ /dev/null
@@ -1,158 +0,0 @@
-\chapter{Methodology}
-
-
-\section{Tokenization}
-Tokens are the fundamental units of data processing in natural language processing (NLP). A token is the smallest meaningful unit of text, which can be a word, subword, or even a single character or punctuation mark. Tokenization is typically performed at one of three levels: single characters (character-based tokenization), subwords (subword-based tokenization), or whole words (word-based tokenization).
-
-In most modern NLP models, subword tokenization is predominantly used. This technique breaks words into smaller units, such as prefixes and suffixes. Unlike word-based tokenizers, which generate a very large vocabulary and suffer from a loss of meaning across very similar words as well as a large quantity of out-of-vocabulary tokens, or character-based tokenization, where each token has minimal meaning in context and the overall number of tokens on a tokinzed text is enormous, subword-based tokenization seeks to find a middle ground. The idea is to decompose rare words into meaningful subwords while maintaining few to single tokens for every meaningful or frequently used word.
-
-Subword tokenizers are employed in almost every widely-used large language model (LLM) such as GPT-2, Llama 3, and in large pre-trained language models like BERT.
-
-\cite{huggingfacetokenizer}
-
-
-\section{The Transformer}
-The Transformer architecture, introduced in June 2017, marked a significant advancement in natural language processing (NLP), initially focusing on sequence-to-sequence NLP problems like machine translation tasks. However, its capabilities quickly revealed a broader potential, particularly in developing large language models (LLMs). These models are trained on vast amounts of raw text using self-supervised learning, a method where the training objective is derived automatically from the input data. After that the model developed a statistically understanding of the language but still needs to be improved by e.g. masked language-modeling or causal language modeling. The Tranformer consists of a encoder and a decoder.
-% https://arxiv.org/abs/1706.03762
-
-
-
-\begin{figure}[h]
-
- \centering
- \includegraphics[width=8cm]{ressources/images/Transformer.png}
- \caption{transformer architecture from the original paper}
- \end{figure}
-\subsection{Encoder}
-The encoder takes an input sequence, and breaks it down into individual tokens (words or sub-words).
-For each token an embedding vector is computed, which is a numerical representation of that token, capturing its semantic meaning.
-
-A key component of the encoder is the self-attention mechanism. Self-attention enables the model to consider the entire sequence when encoding each token, allowing it to weigh the relevance of other tokens in the input sequence dynamically. For each token, the self-attention mechanism computes attention scores that determine the influence of all other tokens in the sequence. So the generated embedded vector for each token does not only represent the token alone but also its left and right contextual influence.
-
-
-The encoder consists of multiple identical layers, or encoder blocks. Each encoder block contains two main sub-layers:
-
-\begin{itemize}
- \item \textbf{Multi-Head Self-Attention Layer}: This sub-layer allows the model to attend to different parts of the sequence from multiple perspectives or "heads." Each head performs self-attention independently, and their outputs are concatenated and linearly transformed to provide a richer representation.
-
- \item \textbf{Feed-Forward Layer}: After the self-attention sub-layer, each token's representation is passed through a feed-forward neural network. This layer is a simple fully connected feed-forward network applied to each position (word) in the sequence independently and identically. It consists of two linear transformations with a ReLU activation in between, allowing the model to apply non-linear transformations and further refine the encoded representation.
-\end{itemize}
-
-Both sub-layers in the encoder block are followed by residual connections and layer normalization, which help in stabilizing the training and improving convergence.
-
-\subsection{Decoder}
-The decoder works quiet similar to the encoder and can be also be used for same tasks but with respect to loss of performance. It also uses multiple decoder blocks, similar to the encoder but has two additional sub-layers per block as compared to the encoder block. In the transformer's architecture the decoder's role is to generate the output sequence based on the encoded representation from the encoder (cross-attention). This is done auto-regressively, which means that the generated computed feature-vector, which holds information about the input sequence will be tranformed by the language modelling head mapping into the next probable following word, which then will be added to the input text and then get feeded back into the decoder. The most important difference to the encoder is the masked multi-head self-attention.
-
-\begin{itemize}
- \item \textbf{Masked Multi-Head Self-Attention Layer}:
- Since the decoder cannot predict future words based on information not yet generated, it only attends uni-directional to the previously generated tokens in the output sequence. Therfor only the left context (for "LTR" text) is used and the right context is masked.
-\end{itemize}
-
-
-
-
-
-\section{BERT}
-BERT (Bidirectional Encoder Representations from Transformers) is a pre-trained language representation model introduced by Devlin et al. in 2019 (ref). Its based on the Transformer architecture from\dots but instead of using in contrast to using both, an encoder and a decoder as in the original transformer, BERT only utilizes the encoder component. Consequently, unlike other large language models (LLMs), BERT cannot predict new tokens and thus is not suitable for text generation. Instead, it still achieves state-of-the-art results in tasks such as text classification, sentiment analysis, and named entity recognition. The attention scores are computed using queries, keys, and values derived from the input embeddings.
-
-\subsection{Embeddings}
-The three matrices in BERT—token embeddings, segment embeddings, and positional embeddings are generated as part of the model's training process.
-
-For each unique Token ID (i.e. for each of the 30,522 words and subwords in the BERT Tokenizer’s vocabulary), the BERT model contains an embedding that is trained to represent that specific token. The Embedding Layer within the model is responsible for mapping tokens to their corresponding embeddings.
-
-Before a string of text is passed to the BERT model, the BERT Tokenizer is used to convert the input from a string into a list of integer Token IDs, where each ID directly maps to a word or part of a word in the original string. In addition to the Token Embeddings described so far, BERT also relies on Position Embeddings. While Token Embeddings are used to represent each possible word or subword that can be provided to the model, Position Embeddings represent the position of each token in the input sequence.
-
-The final type of embedding used by BERT is the Token Type Embedding, also called the Segment Embedding in the original BERT Paper. One of the tasks that BERT was originally trained to solve was Next Sentence Prediction. That is, given two sentences A and B, BERT was trained to determine whether B logically follows A.\\
-
-BERT introduces two pre-training objectives, the masked language model objective (MLM), and the next sentence prediction objective (NSP).
-
-
-\begin{itemize}
- \item \textbf{Masked Language Modeling (MLM)}:
- 15\% of the words in a sentence are randomly masked, and the model is trained to predict these masked words based on the context provided by the other words in the sentence. This enables BERT to learn bidirectional representations.
-
- \item \textbf{Next Sentence Prediction (NSP)}:
- To understand relationships between sentences, BERT is trained on pairs of sentences. Given two sentences, the model predicts whether the second sentence is the actual next sentence in the original text or a randomly chosen one. This task helps BERT capture the coherence and context between sentences.
-\end{itemize}
-
-
-\subsection{Fine-Tuning}
-After pre-training on large text corpora, BERT can be fine-tuned on specific downstream tasks with relatively small amounts of data. Fine-tuning involves adjusting the pre-trained model weights slightly to better fit the target task. This approach leverages the robust pre-trained language representations and adapts them to the specific requirements of the task at hand.
-
-
-
-
-\subsection{BERTScore}
-BERTScore is an evaluation metric that utilizes the BERT model to compare texts more semantically than traditional metrics like BLEU. It leverages the contextualized embeddings provided by a pre-trained BERT model to assess the similarity between candidate and reference texts.\\
-
-The process begins by inputting both candidate and reference texts into the BERT model, which generates contextualized embeddings for each token in both texts. For each token, the similarity between its embedding and every token embedding in the comparison text is calculated using cosine similarity
-\begin{equation}
- \cos(\theta) = \frac{\mathbf{A} \cdot \mathbf{B}}{\|\mathbf{A}\| \|\mathbf{B}\|} = \frac{\sum_{i=1}^{n} \mathbf{A}_{i} \mathbf{B}_{i} }{\sqrt{\sum_{i=1}^{n} \mathbf{A}_{i}} \cdot \sqrt{\sum_{i=1}^{n} \mathbf{B}_{i}} }
-\end{equation}
-This results in a similarity matrix where each entry represents the cosine similarity between the embeddings of a pair of tokens (one from the candidate sentence and one from the reference sentence).\\
-
-
-The metric is computed symmetrically as follows:\\
-
-For each token embedding in the candidate sentence, find the maximum similarity score with any token embedding in the reference sentence, and average these scores across all tokens in the candidate sentence to obtain precision.\\
-
-Similarly, for each token embedding in the reference sentence, find the maximum similarity score with any token embedding in the candidate sentence, and average these scores across all tokens in the reference sentence to obtain recall.
-
-\[P_{BERT} = \frac{1}{|\hat{x}|} \sum_{\hat{x}_j\in \hat{x}} \max_{x_i \in x} x_i^T \hat{x_j} \]
-\[R_{BERT} = \frac{1}{|x|} \sum_{x_i \in x} \max_{\hat{x}_j\in \hat{x}} x_i^T \hat{x_j} \]
-
-
-
-Finally the $F_1$-score (an $F$-measure)
-is computed as the harmonic mean of precision and recall and is providing a balanced measure that considers both the model's ability to capture relevant information and its accuracy in predicting new text equally.
-
-\[F_{BERT} = 2\frac{P_{BERT}R_{BERT}}{P_{BERT} + R_{BERT}} \]
-
-\section{BLEU-Score}
-
-BLEU-Score is a different metric I use in my thesis for comparing texts. BLEU is not evaluating and comparing the semantic of the reference and candidate text but instead comparing similarity of vocabulary between them.
-
-Let $\left\{y^{1}, y^{2}, ..., y^{N}\right\}$ be the words of the reference text and $\left\{\hat{y}^{1}, \hat{y}^{2}, ..., \hat{y}^{N}\right\}$
-
-
-The first step is to create n-grams $\text{G}_n(y)$ for both texts. An n-gram is just a set of consecutive words of length n in a text.
-
-\[
- \text{G}_n(y) = \left\{y_1, y_2, ..., y_k\right\}
-\]
-
-Next we define the function $\text{C}(s,y)$ that counts the appearances of s as a substring in y.
-Now we can count n-grams of the candidate that appear in the reference text. We can compute the clipped precision by taking the minimum of the appearances of the n-gram in $y$ and $\hat{y}$ and then dividing by the amount of all occurences of n-grams in $\hat{y}$. Therefor candidates that have the same n-gram repeating over and over again don't get a higher precision score if the same n-gram does not appear in the reference text the same amount.
-
-\[
- \text{p}_n(\hat{y} , y) = \frac{\sum_{s \in G_n(\hat{y})} \min(\text{C}(s,\hat{y}), \text{C}(s,y))}{\sum_{s \in G_n(\hat{y})} \text{C}(s,\hat{y})}
-\]
-
-
-Right now short candidate texts are more likely to get a good score although the reference text is much longer. Therefor we add a brevity penalty in order to give higher scores to texts that are closer or even longer to the reference texts real size.
-\[
- \text{BP}(c, r) = \left\{\begin{array}{lr}
- 1, & \text{if } c > r \\
- \ e^{(1 - r/c)}, & \text{if } c \leq r \\
- \end{array}\right\}
-\]
-
-Finally for BLEU-Score we combine the brevity penalty with the clipped precision of n-grams. We additionally add a distribution vector to weigh each $ \text{p}_n$ by $w_n$ in order to have the opportunity to give n-grams with different $n$ also a different impact on the overall result. Although in the end most BLEU-Scores just use a uniform distribution with $N = 4$ so that $w_n$ always stays $\frac{1}{4}$
-
-\[\text{BLEU} = \text{BP}(c, r) \cdot \exp\left(\sum_{n=1}^{N} \text{w}_n \cdot \ln(p_n)\right)\]
-
-
-\section{RAG}
-%In contrast to their approach for Character Description Generation which required modeling long-range dependencies, I am using
-
-
-Retrieval-augmented generation (RAG), is a technique used to improve the quality of LLM-generated responses by grounding the model on external sources. LLMs are inconsistent in terms of producing same quality responses for each and every topic, since they knowledge is based on finite amount of information, that isn't equally distributed for every potential topic. But Retrieval-augmented generation doesn't only reduce the need for internal sources (continuous training, lowering computational and financial costs) but also ensures that the model has access to the most current, reliable facts. It therfore reduce the chances of generating false information and ensures that the generated content is relevant.
-In this thesis I am utilizing RAG to hopefully improve (key features) from the characters described in the literature to achieve better characterizations with sgrounded models that utilize this external information.
-
-
-Benefits of RAG:
-
- Accuracy: By grounding generative outputs in real data, RAG models can significantly reduce the chances of generating false or misleading information.
- Contextual Relevance: The retrieval step ensures that the generated content is relevant to the user's query or context.
- Flexibility: Combines the benefits of retrieval-based and generative approaches, making it adaptable to various applications.
- Efficiency: Can dynamically incorporate new information without the need for retraining the generative model, allowing for real-time updates and adaptability.
\ No newline at end of file
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@@ -157,5 +153,6 @@
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diff --git a/related_work.tex b/related_work.tex
index 32eaad0639069baf60abd4b3dddea4ee030d3f44..e5eac13a87f88d6dbf28ac808f9fde91a4e12268 100644
--- a/related_work.tex
+++ b/related_work.tex
@@ -1,93 +1,54 @@
\chapter{Related Work}
-Now first of all there already has been a decent amount of approaches for automatic text-summarization.\\
-One of the oldest and most cited papers from 2002 belongs to ``Automatic Text Summarization Using a Machine Learning Approach'' from \cite{10.1007/3-540-36127-8_20}. It describes a summarization procedure based on naive Bayes and C4.5 decision tree with different compression rates. The results where it utilizes the Naive Bayes classifier and a higher compression rate beeing more yielding better precision and recall.
-Creating a Characterization is quite similar to making a Summarization of character related content but could also include deductions made from the behavior of that character.
-A recent Paper from 2021 \cite{brahman-etal-2021-characters-tell} presents a dataset called LiSCU (Literary Summaries with Character Understanding) that aims to facilitate research in character-centric narrative understanding. They used techniques for Character Identification, where the goal is to identify a character's name from an anonymized description, and Character Description Generation, which involves generating a description for a given character based on a literature summary.
+Now first of all there already has been a decent amount of approaches for automatic text summarization, which is kind of similar to creating character descriptions, although simple summaries don't include additional information for example deductions made from the behavior of that character. One of the oldest and most cited papers from 2002 belongs to ``Automatic Text Summarization Using a Machine Learning Approach'' from \cite{10.1007/3-540-36127-8_20}. It describes a summarization procedure with different compression rates based on Naive Bayes and C4.5 decision tree evaluated with precision and recall of just single word occurrences like nouns and names. Since then a lot of different techniques for summarization and text-merging and also open available datasets have been presented over the years. I will now present some of the most relevant and guided works to my thesis.
-might exceed model limits:
-Length Truncation: Simply truncating the summary at the end.
-Coreference Truncation: Using SpanBERT to identify sentences in the summary that mention the character, focusing on these sentences.
+% Done
+\section{Coreference in Long Documents using Hierarchical Entity Merging}
+One of the most recent papers \cite{TalikaGupta2024CoreferenceIL} aims to improve coreference resolution in long documents by introducing a recursive hierarchical entity merging approach.
+Their method involves splitting long documents into ($n \in {2, 4, 8}$) smaller segments, applying a coreference resolution model (wl-coref model(Dobrovolskii, 2021)) to each segment, yielding clusters for each entity, and then merging the entities identified in these segments using a hierarchical process. The merging process considers the embeddings of the entities to decide whether two entities from different splits refer to the same entity. This is done iteratively across all splits until a final, consolidated entity list is produced for the entire document. Since this approach is not generally dependent on the coreference model's input size, this merging approach allows coreference resolution in texts of arbitrary length.
+The approach was tested on English datasets like OntoNotes and LitBank, as well as German datasets like TüBa-DZ and DROC, along with two specific German texts. The results inter alia achieved SOTA results for long document processing as the German novel ``Effi Briest'' attained a CoNLL-F1 score of 54.17 and more impressively a drastic LEA score of improvement from 15.92 to 39.12 while maintaining run-time efficiency of running under 2 min on a single A6000 GPU.
-GPT-2: With a maximum input length of 1024 tokens.
-BART (Bidirectional and Auto-Regressive Transformers): Extended to accept up to 2048 tokens.
+% Done
+\section{Evaluating Character Understanding of Large Language Models via
+Character Profiling from Fictional Works}
-Longformer: Leveraged for its efficient encoding mechanism to handle long texts, allowing inputs up to 16,384 tokens when using the full text of books.
+The next paper was released this year during the completion of my thesis. The title is "Evaluating Character Understanding of Large Language Models via Character Profiling from Fictional Works" and it introduces the CROSS dataset, which is a dataset, that consists of expert-generated character profiles organized into four key dimensions: attributes, relationships, events, and personality.
-BLEU-4, ROUGE-n (n=1, 2), ROUGE-L F-1 scores, and BERTScore to measure similarity and quality.
+The authors test three distinct summarization methods. Hierarchical Merging, which uses a straightforward, zero-shot prompt technique to combine summaries at lower levels into higher-level summaries. The initial level contains basic segments of the book, while subsequent levels summarize increasingly larger portions of the content. Incremental Updating is a method, that follows a similar approach but instead of creating a hierarchy, it compresses the text as the book is sequentially processed from start to finish. At any point during the summarization process, the summary only includes content up to that specific point, with the remaining content still to be summarized. The final method, summarizing in one go, utilizes LLMs with large context windows, like GPT-4-Turbo, which can process up to 128,000 tokens to generate summaries for smaller texts.
+Evaluation is conducted through intrinsic assessment (Factual Consistency Examination (FCE)) and extrinsic assessment (Motivation Recognition (MR)). For the FCE Consistency Score, the authors use Llama3 to assign a score on a scale from 1 to 5, measuring the factual consistency between the reference profiles and the summaries generated by the LLMs. The Llama3 evaluation shows a high Pearson correlation with a subset of 50 randomly selected, human-evaluated samples, indicating it is a reliable evaluation metric.
-performed better with length truncation
+Motivation Recognition (MR) is assessed by having GPT-4 generate questions for key characters. Given the character's name, the profile defined by the four dimensions, a character's decision, a question about the motivations behind the decision, and a set of potential answers, the LLMs must identify the correct answer that accurately reflects the character's motivation.
-Errors in coreference resolution impacted the coreference truncation performance.
+The results demonstrate that while LLMs can generate adequate profiles, challenges remain in achieving consistency and completeness. The summarizing-in-one-go method achieves the highest consistency scores across all dimensions, likely due to its ability to process the entire content of a book at once, preserving narrative coherence and minimizing information loss.\cite{yuan2024evaluatingcharacterunderstandinglarge}
+% Done
+\section{Project Gutenberg}
+Project Gutenberg, founded in 1971 by Michael S. Hart, is one of the oldest and most extensive digital libraries, aimed at providing free access to a vast collection of over 60,000 eBooks (currently accessible at \url{https://www.gutenberg.org/}). Hart's initiative began with the digitization of the United States Declaration of Independence, setting the stage for the project's goal of democratizing access to literature and cultural works. Named after Johannes Gutenberg, the inventor of the printing press, Project Gutenberg echoes his mission of making written works widely accessible. The Project Gutenberg Literary Archive Foundation, a non-profit organization, oversees the project's administration, legal issues, and fundraising efforts so that it can continue expanding its library and provide free access to a vast collection of eBooks without any legal repercussions.\cite{gutenberg}
-\cite*{schroder-etal-2021-neural}
-coarse-to-fine approach, which first generates coarse coreference clusters and then refines them. This method allows the model to handle the complexity of coreference resolution by breaking it down into more manageable steps.
-Two primary neural network models were developed: the base model and the large model. The large model uses the ELECTRA-large model for contextual embeddings, while the base model uses the ELECTRA-base model.
-Data Preprocessing
+% DONE
+\section{LISCU}
+A recent paper from 2021 \cite{brahman-etal-2021-characters-tell} presents a dataset called LiSCU (Literary Summaries with Character Understanding), a dataset designed to advance research in character-centric narrative understanding. The LISCU- dataset is a new dataset of literary pieces and their summaries paired with descriptions of characters that appear in them. The paper leverages this dataset for two primary tasks: character identification, where the goal is to identify a character's name from an anonymized description, and character description generation, which involves generating a description for a given character based on a literature summary.
-% The models were trained on multiple datasets, including SemEval-2010, TüBa-D\\/Z, OntoNotes 5.0, and the DROC dataset. These datasets provide a diverse range of documents, which helps in training robust coreference resolution models.
-Special attention was given to handling singletons, which are mentions that do not corefer with any other mention in the document. A discard functionality was introduced to manage singletons effectively.
-Training and Evaluation:
+To manage the potential issue of summaries exceeding model input limits, the authors compare two truncation methods: length truncation, where the summary is simply cut off after a certain point, and coreference truncation, where SpanBERT is used to identify and prioritize sentences mentioning the character. For the task of character description generation, they experiment with multiple models, including GPT-2, BART (which has the double maximum input length of GPT-2), and Longformer, which supports inputs up to 16,384 tokens.
-The models were trained using a variety of loss functions and optimization techniques to ensure convergence and high performance.
-The performance was measured using the CoNLL-F1 score, which is a standard metric for coreference resolution tasks.
-Results
-Performance
+The authors evaluate the generated descriptions using BLEU, ROUGE, and BERTScore metrics. The study concludes that length truncation performs better, as key character-related information tends to appear earlier in summaries. In contrast, coreference truncation underperforms, primarily due to errors in coreference resolution impacting its effectiveness. LISCU is a dataset that is quite relevant to my thesis.
-% The coarse-to-fine models significantly outperformed previous state-of-the-art systems on both the SemEval-2010 and TüBa-D/Z datasets. The improvements were substantial, with the model achieving an increase of +25.85 F1 on SemEval-2010 and +30.25 F1 on TüBa-D\\/Z.
-% Even when compared to systems using gold mentions, which are mentions manually annotated in the dataset, the models still showed a performance increase of more than 10 F1 points.
-% Impact of Model Variations
+\section{Dated Data: Tracing Knowledge Cutoffs in Large Language Models}
+The actual date up to which a language model retains knowledge for specific topics often differs from the reported cutoff provided by LLM creators. The authors of this paper \cite{cheng2024dateddatatracingknowledge} identify this as potentially leading users to receiving outdated information with two main causes for these discrepancies. First, temporal biases in the CommonCrawl dataset, a widely used dataset for training LLMs, result in older data being included in newer dumps and therefore causing temporal misalignment. Second, challenges in deduplication, particularly with semantic duplicates (different versions of the same content) and lexical near-duplicates, contribute to the inconsistencies in knowledge cutoffs.
-% The use of the ELECTRA-large model for contextual embeddings provided a small but notable improvement over the base model, with an increase of +1.58 F1 on TüBa-D\\/Z and +1.92 F1 on SemEval-2010.
-% Different configurations and model variations were tested to analyze their impact on performance. It was found that models including a discard functionality for singletons performed better.
-% Error Analysis
+To address these issues they propose to estimate effective cutoff dates by probing LLMs across different versions of data to analyze long-spanning datasets, such as Wikipedia and New York Times articles, in order to observe how the model's prediction confidence (measured by perplexity) changes over time.
-The error analysis indicated that the coarse-to-fine model generally produced accurate coreference links both locally and document-wide. However, there were frequent errors related to missed and added mentions. These errors were attributed to inconsistent training signals and the inherent complexity of coreference tasks.
-The analysis also highlighted that the model’s performance decreases as the document length increases, which aligns with previous findings in coreference resolution research.
-Visualizations and Examples:
+\section{Methodological Approach}
+With this exploration in mind, I will briefly talk about the methodology focus of the upcoming experiments. Unfortunately, all the other datasets to me available at the beginning of my thesis did not include any character descriptions except for the LISCU dataset, but I was interested in the creation process on a new dataset, that can be used for similar tasks in the future. The dataset is not an extension of LISCU but a more franchise-oriented approach, that can be used to explore the model's pretraining knowledge and to identify its behavior in different genres. The dataset can also be extended vastly since the amount of fandom articles, that are available is enormous. I will go into more detail about the creation in Chapter \ref{chap:dataset}. The potential options for passage retrieval in my thesis for RAG included coreference resolution, word embeddings and model finetuning. Under the guidance of my supervisor, I prioritized creating the dataset and experimenting with different prompt wordings, followed by running baseline experiments on the new dataset. If time permits, I was to proceed with embeddings and model fine-tuning.
-The paper includes visualizations and specific examples to demonstrate the model’s predictions on unseen documents. These examples show how the model accurately predicts coreference relationships in complex sentences, validating its effectiveness in practical scenarios.
-Overall, the methods and results presented in the paper highlight the significant advancements made in coreference resolution through the use of coarse-to-fine neural network models. The study provides a comprehensive evaluation of these models, demonstrating their superiority over existing systems .
+While the wording of LLM prompts can appreciably impact a model's performance, I expected passage retrieval methods to enable still larger performance gains. We test two approaches for retrieving relevant passages from the original stories: (a) a method I refer to as \texttt{base line retrieval} which solely relies on string matches of character names and (b) a method which I call \texttt{passage embedding retrieval}, that instead relies on embedding similarity.
-\subsection{Project Gutenberg}
-Project Gutenberg, founded in 1971 by Michael S. Hart, is one of the oldest and most extensive digital libraries, aimed at providing free access to a vast collection of over 60,000 eBooks. Hart's initiative began with the digitization of the United States Declaration of Independence, setting the stage for the project's goal of democratizing access to literature and cultural works. Named after Johannes Gutenberg, the inventor of the printing press, Project Gutenberg echoes his mission of making written works widely accessible. The Project Gutenberg Literary Archive Foundation, a non-profit organization, oversees the project's administration, legal issues, and fundraising efforts.
+In method (a) \texttt{baseline retrieval} I filter the novels for sentences containing certain keywords. However, simply finding all sentences that mention a character's name is insufficient for a comprehensive description. Critical information about the character may be present in sentences that do not explicitly mention their name but refer to them indirectly. Consequently, important details can be missed using this technique, and additionally, this approach might include too much unnecessary information, especially for main characters. Nevertheless, it is important to have a baseline confirmation of the functionality and improvement of the overall methods used, besides being a primitive method. From now on, I will refer to this kind of passage retrieval as \texttt{baseline retrieval}.
-
-
-
-\section{Query generation}
-There are multiple approaches to consider when selecting the optimal prompts and information for a language model to generate high-quality summaries or characterizations. While rephrasing a task for a language model can influence the prompt's outcome to some degree, this study will primarily focus on selecting and curating the relevant literature data, which will be appended to the task of the prompt.\\
-
-One method to obtain the necessary information is to filter the text for sentences containing certain keywords. However, simply finding all sentences that mention a character's name is insufficient for a comprehensive description. Critical information about the character may be present in sentences that do not explicitly mention their name but refer to them indirectly. Consequently, important details can be missed using this technique and also additionally, this approach might include too much unnecessary information, especially for main characters, making it unsuitable for zero-shot character summary generation.\\
-
-(https://huggingface.co/intfloat/e5-mistral-7b-instruct) expand...
-To improve upon this, text embeddings can be utilized. For instance, using a model like E5-Mistral-7B-Instruct, which has 32 layers and an embedding size of 4096, we can chunk the literature into sections of roughly equal length and embed each chunk. This allows us to identify chunks that satisfy a certain premise, such as describing a particular character more accurately than others.\\
-
-Further improvements can be achieved by applying coreference resolution techniques (\cite{schroder-etal-2021-neural}, \cite{dobrovolskii-2021-word}) to identify all tokens that refer to the given entity. This helps in gathering more sentences relevant to the characters context.\\
-
-If it is possible to identify self-contained content scopes using coreference resolution and segmenting the content by highly self-referenced text passages, the language model can generate even better character profiles due to the additional relevant information.\\
-
-
-
-Another approach to consider is fine-tuning a language model like LLAMA to enhance text summarization results.\
-
-The generated characterizations can be evaluated both qualitatively and quantitatively. To compare human-written characterizations with those generated by the model, we can measure recall and precision using metrics like ROUGE and BLEU, and employ BERTScore as a semantic evaluation metric.\\
-
-Since language models are typically trained on extensive data, they might already contain information about certain books. To test this, we can compare queries that include key sentences to those that omit them. If the model produces the same output despite the missing key information, it suggests prior training on that data. Additionally, using books released after the model's training period ensures no pre-existing knowledge about the characters.\\
-
-Existing human-written characterizations will serve as benchmarks for assessing the model's output in terms of style, content, structure, and level of detail.
-
-
-TODO
-Ergebnisse vergleichen und herausfinden ob die Modelle bereits information über die Bücher besitzen?
-Vllt schnell Bücher finden finden die keine Modelle kennen und dann schauen ob die Modelle trotzdem gute Ergebnisse liefern
-Finetuning? Andere Evaluation Metrics?
-Ergebnisse besser vergleichen (neuer Graph) und dann eine neue Section uir gesamten verbesserung
-Graphen erklären (Bücher die schlechter waren oder charactere die schlechter waren qualitatively)
+For method (b) \texttt{passage embedding retrieval} I split the novels into smaller chunks of roughly equal length and fed them into a model, tensor representations can be generated for each chunk. This allows the identification of sections that meet certain criteria, such as more accurately describing a particular character. I will refer to this method as \texttt{passage embedding retrieval}.
\ No newline at end of file
diff --git a/ressources/data/convex/Dune_F1_wF1_convex_hull.csv b/ressources/data/convex/Dune_F1_wF1_convex_hull.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4c5e99d51d115b01229304a8c37337354f4d8cc2
--- /dev/null
+++ b/ressources/data/convex/Dune_F1_wF1_convex_hull.csv
@@ -0,0 +1,9 @@
+Book,X,Y
+Dune,0.4088099002838135,0.5558974742889404
+Dune,0.4058475792407989,0.4876619875431061
+Dune,0.4214058220386505,0.4439141750335693
+Dune,0.5213062167167664,0.4195296764373779
+Dune,0.5741361379623413,0.4583922624588012
+Dune,0.5828205943107605,0.592597246170044
+Dune,0.5632591843605042,0.5906767249107361
+Dune,0.4088099002838135,0.5558974742889404
diff --git a/ressources/data/convex/Dune_h_wh_convex_hull.csv b/ressources/data/convex/Dune_h_wh_convex_hull.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d86d9fb55f3295e653e91fe235e7a0791f112ca9
--- /dev/null
+++ b/ressources/data/convex/Dune_h_wh_convex_hull.csv
@@ -0,0 +1,11 @@
+Book,X,Y
+Dune,5.817468506746241,1.6040966020982437
+Dune,2.789838649157089,4.21780433563992
+Dune,1.3470757706131942,3.313130230889499
+Dune,0.0687161399514886,1.872451841371104
+Dune,0.0118315451596015,0.9321172489174157
+Dune,3.335268626224189e-07,0.6014721844717049
+Dune,5.580479411464467e-05,0.0065064358970146
+Dune,0.0006095256747923,2.004955329972975e-05
+Dune,5.170779834619342,0.1531923656668821
+Dune,5.817468506746241,1.6040966020982437
diff --git a/ressources/data/convex/Harry Potter_F1_wF1_convex_hull.csv b/ressources/data/convex/Harry Potter_F1_wF1_convex_hull.csv
new file mode 100644
index 0000000000000000000000000000000000000000..16fcdf2ac06320a366c2d0c4de4122751213fb44
--- /dev/null
+++ b/ressources/data/convex/Harry Potter_F1_wF1_convex_hull.csv
@@ -0,0 +1,10 @@
+Book,X,Y
+Harry Potter,0.5565010905265808,0.4343344867229461
+Harry Potter,0.5817021727561951,0.5338616371154785
+Harry Potter,0.5795202255249023,0.5633584260940552
+Harry Potter,0.5335870385169983,0.6060956716537476
+Harry Potter,0.4639257192611694,0.5783253908157349
+Harry Potter,0.4376643598079681,0.5453755855560303
+Harry Potter,0.3753265738487243,0.4472415149211883
+Harry Potter,0.4135995805263519,0.410442590713501
+Harry Potter,0.5565010905265808,0.4343344867229461
diff --git a/ressources/data/convex/Harry Potter_h_wh_convex_hull.csv b/ressources/data/convex/Harry Potter_h_wh_convex_hull.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bdfeddb3fd0c873edccac565d162364190e439e4
--- /dev/null
+++ b/ressources/data/convex/Harry Potter_h_wh_convex_hull.csv
@@ -0,0 +1,14 @@
+Book,X,Y
+Harry Potter,6.197999937825962,4.256786855713364
+Harry Potter,0.0703261744429743,6.230131971321948
+Harry Potter,0.0032699201976819,0.9164211439946988
+Harry Potter,7.131851725246233e-06,0.6083868480040763
+Harry Potter,2.371178974459041e-11,0.2764230986244123
+Harry Potter,6.53191056925866e-21,8.221566846057005e-08
+Harry Potter,0.0003578925130287,1.1702825280145455e-19
+Harry Potter,0.0082151004331804,0.0002208664604471
+Harry Potter,0.5206655673674491,0.0616038172416038
+Harry Potter,0.8111850455575621,0.1248347388651398
+Harry Potter,2.0732609423809656,0.5240040239717413
+Harry Potter,4.020141019267585,1.852489255387636
+Harry Potter,6.197999937825962,4.256786855713364
diff --git a/ressources/data/convex/The Hitchhiker's Guide to the Galaxy_F1_wF1_convex_hull.csv b/ressources/data/convex/The Hitchhiker's Guide to the Galaxy_F1_wF1_convex_hull.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8881569544a826131d487acbf4053bd39901c0bd
--- /dev/null
+++ b/ressources/data/convex/The Hitchhiker's Guide to the Galaxy_F1_wF1_convex_hull.csv
@@ -0,0 +1,11 @@
+Book,X,Y
+The Hitchhiker's Guide to the Galaxy,0.5912110805511475,0.5154204964637756
+The Hitchhiker's Guide to the Galaxy,0.5684916377067566,0.5986104011535645
+The Hitchhiker's Guide to the Galaxy,0.4329808056354522,0.5714038014411926
+The Hitchhiker's Guide to the Galaxy,0.4219990670681,0.5657427310943604
+The Hitchhiker's Guide to the Galaxy,0.4331122636795044,0.5091831088066101
+The Hitchhiker's Guide to the Galaxy,0.43616983294487,0.4991006553173065
+The Hitchhiker's Guide to the Galaxy,0.4514158368110657,0.4638689458370209
+The Hitchhiker's Guide to the Galaxy,0.4869276583194732,0.4509564638137817
+The Hitchhiker's Guide to the Galaxy,0.5655339360237122,0.4687610566616058
+The Hitchhiker's Guide to the Galaxy,0.5912110805511475,0.5154204964637756
diff --git a/ressources/data/convex/The Hitchhiker's Guide to the Galaxy_h_wh_convex_hull.csv b/ressources/data/convex/The Hitchhiker's Guide to the Galaxy_h_wh_convex_hull.csv
new file mode 100644
index 0000000000000000000000000000000000000000..80b1919a64aceb6988ada2f386d5477879f41cd8
--- /dev/null
+++ b/ressources/data/convex/The Hitchhiker's Guide to the Galaxy_h_wh_convex_hull.csv
@@ -0,0 +1,11 @@
+Book,X,Y
+The Hitchhiker's Guide to the Galaxy,0.000474325132103,2.9978883732699493
+The Hitchhiker's Guide to the Galaxy,0.0006953983515379,0.0002420726907472
+The Hitchhiker's Guide to the Galaxy,1.1383587611249018,0.1524974019494977
+The Hitchhiker's Guide to the Galaxy,12.419892748137844,1.6728761877985672
+The Hitchhiker's Guide to the Galaxy,11.51991439250858,6.210687877411387
+The Hitchhiker's Guide to the Galaxy,6.758901834977475,9.166721456417331
+The Hitchhiker's Guide to the Galaxy,4.313830727905722,9.833476668039363
+The Hitchhiker's Guide to the Galaxy,1.4347506010220392,8.1670382369449
+The Hitchhiker's Guide to the Galaxy,0.0333257116217055,4.5520837618766254
+The Hitchhiker's Guide to the Galaxy,0.000474325132103,2.9978883732699493
diff --git a/ressources/data/convex/The Hunger Games_F1_wF1_convex_hull.csv b/ressources/data/convex/The Hunger Games_F1_wF1_convex_hull.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ebe565fe8767f6284318c6a43137273e9d2bed5c
--- /dev/null
+++ b/ressources/data/convex/The Hunger Games_F1_wF1_convex_hull.csv
@@ -0,0 +1,9 @@
+Book,X,Y
+The Hunger Games,0.5815386772155762,0.5591163039207458
+The Hunger Games,0.5412285327911377,0.5635352730751038
+The Hunger Games,0.4811421930789947,0.5374076962471008
+The Hunger Games,0.4356289803981781,0.4885352551937103
+The Hunger Games,0.4087497889995575,0.4526492655277252
+The Hunger Games,0.4038583636283874,0.4021786451339721
+The Hunger Games,0.4864108562469482,0.4324418902397156
+The Hunger Games,0.5815386772155762,0.5591163039207458
diff --git a/ressources/data/convex/The Hunger Games_h_wh_convex_hull.csv b/ressources/data/convex/The Hunger Games_h_wh_convex_hull.csv
new file mode 100644
index 0000000000000000000000000000000000000000..90407b6b09d9dd54a8bb489b52fc936e536d37ef
--- /dev/null
+++ b/ressources/data/convex/The Hunger Games_h_wh_convex_hull.csv
@@ -0,0 +1,13 @@
+Book,X,Y
+The Hunger Games,2.0099604890001523,0.90694244099205
+The Hunger Games,2.723208990680631,3.4981564388107538
+The Hunger Games,0.3796436125093209,1.5742954966856622
+The Hunger Games,0.0220441708263839,0.5750454742309209
+The Hunger Games,1.4047005526211074e-06,0.3740077622090239
+The Hunger Games,2.95861523989604e-20,0.0030204198098382
+The Hunger Games,1.2830647151305e-07,1.082212373178548e-07
+The Hunger Games,4.980235540597977e-07,4.3197941769261226e-08
+The Hunger Games,1.6014022585481102e-05,4.811672253580727e-08
+The Hunger Games,0.0053927922680926,2.4006125507516925e-06
+The Hunger Games,0.117626392781118,0.0002962613432383
+The Hunger Games,2.0099604890001523,0.90694244099205
diff --git a/ressources/data/convex/The Lord of the Rings_F1_wF1_convex_hull.csv b/ressources/data/convex/The Lord of the Rings_F1_wF1_convex_hull.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5b4124cd81e6e0560af9f15960235dfbd92b7f8d
--- /dev/null
+++ b/ressources/data/convex/The Lord of the Rings_F1_wF1_convex_hull.csv
@@ -0,0 +1,12 @@
+Book,X,Y
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diff --git a/ressources/data/convex/The Lord of the Rings_h_wh_convex_hull.csv b/ressources/data/convex/The Lord of the Rings_h_wh_convex_hull.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5e14c18ef230d9d775c361c6b6af0159f1e97a76
--- /dev/null
+++ b/ressources/data/convex/The Lord of the Rings_h_wh_convex_hull.csv
@@ -0,0 +1,14 @@
+Book,X,Y
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diff --git a/ressources/data/convex/Twilight_F1_wF1_convex_hull.csv b/ressources/data/convex/Twilight_F1_wF1_convex_hull.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d7019a8a8f64387bc1054c25a6965e3beeac9886
--- /dev/null
+++ b/ressources/data/convex/Twilight_F1_wF1_convex_hull.csv
@@ -0,0 +1,14 @@
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diff --git a/ressources/data/convex/Twilight_h_wh_convex_hull.csv b/ressources/data/convex/Twilight_h_wh_convex_hull.csv
new file mode 100644
index 0000000000000000000000000000000000000000..986596168351f01e2f1797985c521ce325cbb095
--- /dev/null
+++ b/ressources/data/convex/Twilight_h_wh_convex_hull.csv
@@ -0,0 +1,17 @@
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diff --git a/ressources/data/differences/embed_sorted_by_F1_to_wF1_0.csv b/ressources/data/differences/embed_sorted_by_F1_to_wF1_0.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a38c6fa4fd7bfae5edc0d14e863aee2a4dec385f
--- /dev/null
+++ b/ressources/data/differences/embed_sorted_by_F1_to_wF1_0.csv
@@ -0,0 +1,541 @@
+Book,Character,F1,h,wF1,wh,F1_to_wF1,h_to_wh
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+The Hitchhiker's Guide to the Galaxy,Rob McKenna,0.4869276583194732,0.3086540700572138,0.4509564638137817,0.2733458965409725,-0.03597119450569153,-0.03530817351624127
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+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,0.5344204902648926,4.215717009037368,0.4994305968284607,2.7808154040086315,-0.034989893436431885,-1.4349016050287364
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+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.5309005975723267,1.657872944449094,0.5062478184700012,1.0521555069322066,-0.02465277910232544,-0.6057174375168874
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+Dune,Vorian Atreides,0.4723348021507263,0.7620755642897297,0.4491121768951416,1.0658716977179965,-0.023222625255584717,0.30379613342826683
+The Lord of the Rings,Aragorn II,0.514411449432373,1.2754050915206687,0.49165078997612,1.2727238428741576,-0.022760659456253052,-0.002681248646511092
+The Hunger Games,Effie Trinket,0.5815386772155762,3.0792937880716245e-06,0.5591163039207458,1.2126429404944133e-06,-0.022422373294830322,-1.8666508475772112e-06
+Dune,Farok,0.5331273078918457,2.0201251314036,0.5111566185951233,0.8885105448392211,-0.021970689296722412,-1.1316145865643792
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+Dune,Iakin Nefud,0.5762370824813843,3.774862952073259,0.5554256439208984,1.3726203168044029,-0.02081143856048584,-2.4022426352688564
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+The Hitchhiker's Guide to the Galaxy,Captain,0.5367289185523987,2.805112306823628,0.5163926482200623,1.8205771236547,-0.020336270332336426,-0.9845351831689282
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+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,0.5320996642112732,2.2800785875024605,0.5120303630828857,2.9196774427018526,-0.02006930112838745,0.6395988551993921
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+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,0.4988591372966766,0.1258692840482537,0.4810832440853119,0.3714832006276615,-0.01777589321136469,0.2456139165794078
+The Lord of the Rings,Elrond,0.5225498080253601,2.1405124896213987,0.5052364468574524,2.5439314310177656,-0.017313361167907715,0.4034189413963669
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+Dune,Abulurd Harkonnen,0.5403276085853577,2.013332878603165,0.5230582356452942,2.1064208263373607,-0.017269372940063477,0.09308794773419571
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+Harry Potter,Nicolas Flamel,0.5795202255249023,1.868579567554499e-06,0.5633584260940552,0.0284868577492091,-0.016161799430847168,0.028484989169641543
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,0.5399253964424133,2.188887974283159,0.5238444209098816,1.004459664113718,-0.01608097553253174,-1.1844283101694408
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+Dune,Duncan Idaho,0.4214058220386505,1.0528955818498733,0.4439141750335693,2.1972041209773283,0.022508352994918768,1.144308539127455
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+The Hunger Games,Coral,0.4286750257015228,4.980235540597977e-07,0.4535006880760193,4.3197941769261226e-08,0.02482566237449646,-4.5482561229053645e-07
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+Dune,Siona Atreides,0.5410712957382202,0.5836693720482895,0.5667243003845215,0.1415506545006138,0.02565300464630127,-0.44211871754767573
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+Dune,Tyekanik,0.5045052170753479,0.8605449177709994,0.5404890775680542,1.138484106188053,0.0359838604927063,0.2779391884170537
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+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.5228808522224426,1.413300164165216,0.5617323517799377,5.506559981534626,0.03885149955749512,4.09325981736941
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+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.4977446794509887,4.313830727905722,0.5375468134880066,9.833476668039363,0.03980213403701788,5.519645940133642
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+Dune,Marty,0.4924050271511078,0.932898749248838,0.5335819125175476,1.646799387111592,0.04117688536643982,0.713900637862754
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.4553157687187195,0.5980317027887777,0.496841698884964,2.427544772938232,0.04152593016624451,1.8295130701494542
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+The Hitchhiker's Guide to the Galaxy,Humma Kavula,0.4854157567024231,1.8566239223449013,0.5276848077774048,5.14095889510766,0.04226905107498169,3.284334972762759
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+The Hunger Games,Lysistrata Vickers,0.4519827663898468,7.61478911561517e-07,0.4958251416683197,0.0011258190365234,0.0438423752784729,0.0011250575576118385
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+The Lord of the Rings,Amlach,0.4631932973861694,1.0475817682608122,0.5794084072113037,4.618059174231231,0.11621510982513433,3.5704774059704185
+The Lord of the Rings,Gelmir,0.4621389210224151,0.2210629800761587,0.5793829560279846,4.179069700546927,0.11724403500556951,3.9580067204707685
+The Lord of the Rings,Erendis,0.4563486874103546,0.0772238524396165,0.5786224007606506,1.7736845457585757,0.12227371335029602,1.6964606933189592
+The Lord of the Rings,Handir,0.4704637825489044,1.4118870664589966,0.5968661308288574,13.082637572002591,0.126402348279953,11.670750505543594
+The Lord of the Rings,Berúthiel,0.4237178266048431,2.8041899631891774e-18,0.5517565011978149,0.097690752263447,0.12803867459297186,0.097690752263447
+The Lord of the Rings,Mablung,0.4288769066333771,8.810829254277746e-06,0.5587544441223145,0.2949886572847551,0.12987753748893738,0.2949798464555008
+The Hitchhiker's Guide to the Galaxy,Hactar,0.4329808056354522,0.0638868818155731,0.5714038014411926,2.182541127424045,0.1384229958057404,2.118654245608472
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.4219990670681,0.0333257116217055,0.5657427310943604,4.5520837618766254,0.14374366402626038,4.51875805025492
+Dune,Kailea Vernius,0.4088099002838135,3.335268626224189e-07,0.5558974742889404,0.6014721844717049,0.14708757400512695,0.6014718509448423
+The Lord of the Rings,Beorn,0.4574282765388489,7.964547045271094e-06,0.6069895625114441,0.5130365078530041,0.14956128597259521,0.5130285433059588
+The Lord of the Rings,Lúthien,0.4240851700305938,1.3768888823489491e-10,0.5941258072853088,0.1462831108081908,0.17004063725471502,0.14628311067050193
diff --git a/ressources/data/differences/embed_sorted_by_F1_to_wF1_1.csv b/ressources/data/differences/embed_sorted_by_F1_to_wF1_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d99fe46738ed7bdec6b2a75c58cba72485fddf8c
--- /dev/null
+++ b/ressources/data/differences/embed_sorted_by_F1_to_wF1_1.csv
@@ -0,0 +1,541 @@
+Book,Character,F1,h,wF1,wh,F1_to_wF1,h_to_wh
+Harry Potter,Hokey,0.5624920129776001,1.0192781336516663,0.4403316676616668,0.0007637035054289,-0.12216034531593328,-1.0185144301462374
+Harry Potter,Broderick Bode,0.493981122970581,0.329247563996245,0.4099574387073517,6.71566092915343e-14,-0.08402368426322931,-0.32924756399617783
+The Hunger Games,Festus Creed,0.5137855410575867,0.4488251552008332,0.4304147660732269,1.1489411666581085e-07,-0.0833707749843598,-0.44882504030671655
+Twilight,Amun,0.507752001285553,0.0532664143586604,0.4271788001060486,2.712021848055028e-15,-0.0805732011795044,-0.053266414358657685
+The Lord of the Rings,Erendis,0.5087628960609436,0.8706285962587988,0.428654134273529,0.007316702674519,-0.0801087617874146,-0.8633118935842798
+Harry Potter,Herbert Beery,0.49589803814888,2.8443517176706856,0.4173962473869324,4.830428471126465e-05,-0.07850179076194763,-2.8443034133859744
+The Hunger Games,Casca Highbottom,0.4940409958362579,0.0587936886949867,0.4224543273448944,1.3918421137300102e-09,-0.07158666849136347,-0.05879368730314458
+Dune,Lady Jessica,0.527129590511322,1.0146471545741351,0.4561772346496582,0.0774615841061969,-0.07095235586166382,-0.9371855704679383
+The Hunger Games,Persephone Price,0.4980650544166565,1.0352154585984468,0.4277696311473846,0.0001228294344017,-0.0702954232692719,-1.035092629164045
+The Hunger Games,Mizzen,0.52642822265625,0.0647341297750277,0.4569679498672485,8.724480654851951e-09,-0.06946027278900152,-0.06473412105054704
+Dune,Ziarenko Javid,0.4817750751972198,1.2164039946239296,0.412378579378128,0.003792379896148,-0.0693964958190918,-1.2126116147277817
+Twilight,Kebi,0.5147552490234375,0.3721088239934548,0.4482637941837311,6.781821117860223e-06,-0.06649145483970642,-0.37210204217233694
+Twilight,Senna,0.5137305855751038,0.7764955341732236,0.4481615424156189,0.0017553523032034,-0.06556904315948486,-0.7747401818700201
+The Hunger Games,Lysistrata Vickers,0.5213034749031067,0.3922486209001253,0.4561924338340759,3.3421247235283436e-10,-0.06511104106903076,-0.3922486205659128
+Harry Potter,Petunia Dursley,0.4716936647891998,0.276449701886468,0.4066319465637207,0.8251450452212465,-0.06506171822547907,0.5486953433347785
+The Hunger Games,Felix Ravinstill,0.5016847252845764,2.291929646798982,0.4419227540493011,0.0122104275031614,-0.059761971235275324,-2.2797192192958207
+Dune,Tylwyth Waff,0.509412407875061,1.1437715938563466,0.451562762260437,0.058983343730529,-0.05784964561462402,-1.0847882501258177
+The Hunger Games,Domitia Whimsiwick,0.5107499361038208,1.2525096842108003,0.4531517624855041,0.0118776767947972,-0.057598173618316706,-1.240632007416003
+The Lord of the Rings,Belemir,0.4778252243995666,0.4576622905168591,0.4229112863540649,1.2257453854580285,-0.05491393804550171,0.7680830949411694
+Twilight,Heidi,0.4885730743408203,0.3045840415013427,0.4366976916790008,5.880942816393087e-09,-0.051875382661819514,-0.3045840356203999
+Twilight,Bella Swan,0.4832690060138702,0.7247361055412566,0.4325412809848785,0.7365166028075251,-0.0507277250289917,0.011780497266268508
+The Hunger Games,Livia Cardew,0.4863074123859405,1.0567839430066268,0.43594691157341,0.0002431795767737,-0.05036050081253052,-1.0565407634298531
+Twilight,Mary,0.4860509932041168,0.7267298526381508,0.4364092946052551,0.0079322244466564,-0.049641698598861694,-0.7187976281914944
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5712370276451111,10.386016033098292,0.5231562852859497,2.245254897374209,-0.04808074235916138,-8.140761135724084
+The Lord of the Rings,Aegnor,0.5125909447669983,1.498046685500856,0.4651370346546173,0.0296654542630147,-0.04745391011238098,-1.4683812312378413
+Dune,Mohandas Suk,0.4980094134807586,0.777807305732695,0.4519886970520019,0.0335985023101957,-0.046020716428756714,-0.7442088034224993
+Harry Potter,Regulus Black I,0.4791207909584045,0.6593988606866316,0.4364158809185028,0.4298111408084292,-0.04270491003990168,-0.22958771987820237
+The Lord of the Rings,Eilinel,0.4749866425991058,0.3264001740397163,0.4330871403217315,1.4391811008157722,-0.04189950227737427,1.112780926776056
+The Lord of the Rings,Haleth,0.5136412382125854,0.8894122996936564,0.4729166328907013,0.0353501158327627,-0.040724605321884155,-0.8540621838608937
+The Hunger Games,Dill,0.4879874885082245,0.9374200025446748,0.4474625587463379,0.0008715085921698,-0.0405249297618866,-0.9365484939525051
+The Lord of the Rings,Gelmir,0.5109872817993164,1.3328831640981806,0.4709084331989288,0.3053119583828561,-0.04007884860038763,-1.0275712057153246
+The Hunger Games,Vipsania Sickle,0.4687986373901367,0.6673281913400538,0.4317727088928222,0.0093496491249441,-0.03702592849731451,-0.6579785422151098
+Harry Potter,Arthur Weasley,0.4567022621631622,0.4251668865434073,0.4197328090667724,0.3568288856396605,-0.03696945309638977,-0.06833800090374681
+Dune,Alma Mavis Taraza,0.5058012008666992,1.3960892703791925,0.4692151844501495,0.0009345553339762,-0.03658601641654974,-1.3951547150452164
+Harry Potter,Cornelius Fudge,0.4691202938556671,0.7548587542510679,0.4327090084552765,2.140909251467067,-0.036411285400390625,1.386050497215999
+Dune,Feyd-Rautha Harkonnen,0.5162959694862366,1.1772004111068048,0.4807954728603363,0.3885420702506556,-0.03550049662590027,-0.7886583408561492
+Dune,Miles Teg,0.557686984539032,0.6657775249077086,0.5225208401679993,0.0391958714219403,-0.035166144371032715,-0.6265816534857683
+Dune,Tlaloc,0.5012189149856567,0.7486960201354296,0.4670414626598358,0.070786805708445,-0.03417745232582092,-0.6779092144269846
+The Hunger Games,Haymitch Abernathy,0.4719663858413696,0.2746674204021431,0.4384087026119232,1.578231987325297,-0.033557683229446356,1.303564566923154
+Harry Potter,Mosag,0.4920565187931061,0.8782917616700553,0.4586452543735504,0.1613183485781155,-0.033411264419555664,-0.7169734130919398
+Harry Potter,Rose Granger-Weasley,0.5170115232467651,0.0367348878962947,0.483674019575119,9.293178665924588e-05,-0.03333750367164612,-0.03664195610963545
+Harry Potter,Draco Malfoy,0.4593364298343658,0.6527910367546879,0.4268490672111511,0.4857270193493909,-0.032487362623214666,-0.16706401740529697
+Twilight,Kachiri,0.511444628238678,1.431598498390504,0.4789679944515228,0.1002454252921603,-0.03247663378715515,-1.3313530730983436
+Harry Potter,William Weasley,0.4686269164085388,0.4513134857116254,0.4364808201789856,0.6737239296386476,-0.03214609622955322,0.2224104439270222
+Twilight,Santiago,0.4853374063968658,0.5795768905286605,0.4533033072948456,0.0020581764638911,-0.03203409910202021,-0.5775187140647694
+Harry Potter,Emeric the Evil,0.5236355662345886,1.2274087848206603,0.491738349199295,0.2050445204834039,-0.031897217035293635,-1.0223642643372564
+The Lord of the Rings,Baran,0.4921049177646637,0.5796325470572229,0.4608911573886871,1.405526150459263,-0.031213760375976618,0.8258936034020402
+The Lord of the Rings,Bilbo Baggins,0.4849622249603271,0.4667388614757454,0.4552127122879028,1.5087656836859384,-0.029749512672424316,1.0420268222101932
+Dune,Octa Butler,0.4880781173706054,0.6217094571902593,0.4583471715450287,0.1195954437816999,-0.029730945825576727,-0.5021140134085593
+Harry Potter,Horace Slughorn,0.4715592563152313,0.3495036987996052,0.442171037197113,0.7886036662666432,-0.02938821911811834,0.43909996746703805
+Harry Potter,Eloise Midgen,0.5077885389328003,2.7310612733937654,0.4787801802158355,0.0401969554614633,-0.029008358716964777,-2.690864317932302
+Dune,Wellington Yueh,0.5484734773635864,1.4385439187818103,0.5203583240509033,0.0994703658148618,-0.028115153312683105,-1.3390735529669486
+Twilight,Carlisle Cullen,0.4893444180488586,0.5470750454476965,0.4620271921157837,0.8207067943634325,-0.027317225933074896,0.27363174891573605
+The Lord of the Rings,Berúthiel,0.5082423090934753,0.4980957631416123,0.4821400344371795,1.8618666625103754e-07,-0.026102274656295832,-0.49809557695494605
+Dune,Xavier Harkonnen,0.5392778515815735,0.6381818425165202,0.5134580135345459,0.0014583260076786,-0.025819838047027588,-0.6367235165088416
+Twilight,Victoria,0.4694638848304748,0.2857169373512564,0.4436642229557037,0.6672516060492069,-0.025799661874771118,0.38153466869795044
+Twilight,Edward Cullen,0.4666794240474701,0.5013275577784613,0.4417260587215423,0.7004989690636835,-0.02495336532592779,0.1991714112852222
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,0.4893811643123626,0.5788952977260052,0.4645346999168396,0.1847243935123878,-0.024846464395523016,-0.39417090421361745
+The Hunger Games,Coriolanus Snow,0.4579843580722809,0.9129836935607708,0.4332753419876098,1.7283589187069268,-0.024709016084671076,0.815375225146156
+Harry Potter,Neville Longbottom,0.4250537157058716,0.4050310464467725,0.4007991254329681,0.703794524437064,-0.024254590272903498,0.2987634779902915
+Twilight,Sasha,0.5193257927894592,1.3981505767285414,0.4952841997146606,0.0391430500603783,-0.02404159307479864,-1.3590075266681632
+Harry Potter,Irma Crabbe,0.4557207524776459,0.500078484182119,0.4326726794242859,0.4128171740133438,-0.023048073053359985,-0.0872613101687752
+The Lord of the Rings,Frodo Baggins,0.4845083951950073,1.1586468251538449,0.4625139534473419,1.4225173697938494,-0.021994441747665405,0.2638705446400045
+The Hunger Games,Volumnia Gaul,0.4893183410167694,0.0217730469748523,0.4675764143466949,1.959404559271376e-11,-0.02174192667007452,-0.021773046955258255
+Dune,Piter de Vries,0.5492623448371887,0.7538928578703038,0.5279063582420349,0.1856799652173605,-0.02135598659515381,-0.5682128926529433
+The Lord of the Rings,Aragorn II,0.5159305930137634,0.8487244291573735,0.4953894317150116,2.043826256497426,-0.02054116129875183,1.1951018273400527
+Dune,Vladimir Harkonnen,0.5316377282142639,0.1021486037107595,0.5116723775863647,0.0243300208480939,-0.01996535062789917,-0.0778185828626656
+The Hunger Games,Reaper Ash,0.495331734418869,0.2943598198840083,0.4755721688270569,4.42166229972471e-06,-0.019759565591812134,-0.29435539822170853
+Twilight,Alice Cullen,0.4551402628421783,0.4886141848937854,0.4358947873115539,0.7026150625583587,-0.01924547553062439,0.21400087766457332
+Twilight,Brady Fuller,0.414991170167923,0.2777492253670694,0.3972945213317871,0.2222973154747086,-0.017696648836135864,-0.05545190989236082
+The Hunger Games,Peeta Mellark,0.4702422022819519,0.2513760184516798,0.4527166187763214,1.5649296585705363,-0.017525583505630493,1.3135536401188566
+Harry Potter,Bartemius Crouch Junior,0.4792044460773468,0.3325170388966956,0.4619598388671875,0.6034569700781027,-0.017244607210159302,0.27093993118140713
+Harry Potter,Molly Weasley,0.4311411678791046,0.508030470417897,0.4139204919338226,0.3611856445629166,-0.017220675945282038,-0.14684482585498038
+Harry Potter,Fleur Delacour,0.4630218148231506,0.4558779158492355,0.4460435211658478,0.2417134268423993,-0.0169782936573028,-0.21416448900683618
+Harry Potter,Severus Snape,0.4444811940193176,0.6127870543993669,0.4277845025062561,0.9099762295329378,-0.016696691513061523,0.2971891751335709
+Harry Potter,Fred Weasley,0.4470652341842651,0.5032112406830574,0.4320422708988189,0.482766600628391,-0.015022963285446167,-0.020444640054666452
+Harry Potter,Minerva McGonagall,0.4822526574134826,0.2188552627094354,0.4676037728786468,4.567211100804414,-0.014648884534835815,4.348355838094979
+Harry Potter,Dominique Weasley,0.489918440580368,0.6449057551469597,0.4752844870090484,0.5957920297400371,-0.01463395357131958,-0.049113725406922604
+Harry Potter,Terry Boot,0.537269651889801,2.7182209576939864,0.5232139229774475,0.0006437601524779,-0.014055728912353516,-2.7175771975415084
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4900446832180023,1.1360314227027488,0.4767529368400574,4.434786665064095,-0.013291746377944946,3.2987552423613464
+Harry Potter,Phineas Nigellus Black,0.4521813094615936,0.000539000797748,0.4390638470649719,6.186878413479388e-05,-0.013117462396621649,-0.00047713201361320617
+Harry Potter,Alastor Moody,0.4516765177249908,0.5009578795219183,0.4389686584472656,0.5182164274500778,-0.012707859277725164,0.017258547928159507
+Harry Potter,Ernest Macmillan,0.5520151257514954,0.0005296513114701,0.5393288135528564,1.2384361177579228e-10,-0.012686312198638916,-0.0005296511876264883
+Harry Potter,Vernon Dursley,0.4200600385665893,0.37807521127231,0.4079162180423736,0.6485248124973402,-0.012143820524215698,0.2704496012250302
+Dune,Chani Kynes,0.519978404045105,0.6258408328432263,0.507990837097168,0.180328439611831,-0.011987566947937012,-0.44551239323139535
+Harry Potter,Hermione Granger,0.4517130553722381,0.0933303298809143,0.4399486184120178,0.4492240611908405,-0.011764436960220281,0.3558937313099262
+Harry Potter,Dolores Umbridge,0.440847098827362,0.4589686957480907,0.4294912815093994,3.086899216750264,-0.011355817317962591,2.627930521002173
+Dune,Piter De Vries,0.5379225611686707,0.5988211129863868,0.526581346988678,0.9056059650963464,-0.011341214179992676,0.30678485210995954
+The Lord of the Rings,Amrod,0.5072486996650696,0.6558058192188447,0.4968511462211609,0.4822242934610138,-0.010397553443908691,-0.17358152575783092
+The Lord of the Rings,Túrin,0.5115970969200134,0.0049511909120823,0.5016611218452454,5.695012396675375e-07,-0.009935975074768066,-0.004950621410842632
+Harry Potter,Ginevra Weasley,0.465539276599884,0.4473014815455565,0.4559850692749023,0.3413930808047621,-0.00955420732498169,-0.10590840074079438
+Harry Potter,Myrtle Warren,0.4804550409317016,1.0701752161855695,0.4709806740283966,2.919664660674945,-0.009474366903304998,1.8494894444893755
+Dune,Jessica Atreides,0.4802019000053406,0.4161399961091878,0.4718683063983917,0.0930419518554409,-0.008333593606948853,-0.3230980442537469
+Twilight,Rebecca Black,0.4915410280227661,0.918700707863489,0.4832848310470581,0.2138217510688916,-0.008256196975708008,-0.7048789567945974
+The Hunger Games,Cinna,0.4175937175750732,0.2197645120132099,0.4101203382015228,0.86300689448745,-0.0074733793735503595,0.6432423824742401
+Dune,Shaddam Corrino IV,0.4909803569316864,0.4651901071166394,0.484107106924057,0.2707872922110672,-0.0068732500076293945,-0.1944028149055722
+Harry Potter,Bellatrix Lestrange,0.4612173438072204,0.2534420421259237,0.4544133841991424,0.962492324603031,-0.006803959608078003,0.7090502824771073
+Dune,Paul Atreides,0.475263386964798,1.0560189280223136,0.4689085483551025,0.6532529036219028,-0.00635483860969549,-0.40276602440041076
+Harry Potter,Louis Weasley,0.4619789123535156,0.6541484749566165,0.4558188915252685,0.2578889840328823,-0.006160020828247126,-0.39625949092373425
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+Harry Potter,Hannah Abbott,0.4619835317134857,0.0002747233194499,0.5173898339271545,5.551692905006872e-08,0.05540630221366882,-0.00027466780252084994
+Harry Potter,Elphias Doge,0.49515300989151,0.0579371862843533,0.5514315962791443,9.9745185061453e-05,0.05627858638763428,-0.05783744109929185
+Harry Potter,Poppy Pomfrey,0.4935471415519714,0.0065686562695566,0.5500788688659668,2.983172235607373e-09,0.05653172731399542,-0.006568653286384365
+Dune,Moneo Atreides,0.4783799648284912,0.4628469607843391,0.5353717803955078,0.0102032453119768,0.0569918155670166,-0.4526437154723623
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,0.4717856347560882,0.734133117188203,0.5298166275024414,2.8792323369555364,0.058030992746353205,2.1450992197673333
+Dune,Tyros Reffa,0.4748443067073822,0.6859880148079427,0.5335310101509094,0.5082867544066283,0.05868670344352722,-0.1777012604013144
+Twilight,James,0.4843384027481079,0.0001932872771006,0.5438632369041443,7.270975490567214e-08,0.05952483415603638,-0.00019321456734569433
+Harry Potter,Wilhelmina Grubbly-Plank,0.5114792585372925,0.2627456816056188,0.5711089372634888,0.1351900272623571,0.05962967872619629,-0.1275556543432617
+The Lord of the Rings,Gil-galad,0.5118858814239502,0.0068857499924548,0.5715324282646179,0.0005677095052421,0.059646546840667725,-0.0063180404872126995
+Harry Potter,Armando Dippet,0.4968133866786957,0.004074999992376,0.5565256476402283,1.5875638654766325e-07,0.05971226096153259,-0.004074841235989453
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.4920307099819183,6.379823034810391,0.5519132018089294,5.594354917271374,0.059882491827011164,-0.7854681175390175
+Harry Potter,Dorcas Meadowes,0.5020419359207153,0.8510681106231619,0.5624010562896729,5.287947262297381,0.06035912036895752,4.436879151674219
+Harry Potter,Mykew Gregorovitch,0.5075162649154663,0.1493034502333561,0.5679985284805298,0.0237588694113758,0.06048226356506348,-0.12554458082198028
+Harry Potter,Septima Vector,0.5020323395729065,0.1628544055819856,0.5628880262374878,0.0005338140654824,0.0608556866645813,-0.16232059151650322
+Twilight,Rachel Black,0.4595691263675689,0.2576749869769676,0.5207951068878174,0.0190418830757729,0.06122598052024847,-0.23863310390119472
+The Lord of the Rings,Aredhel,0.4883196353912353,0.9713200343189436,0.549968421459198,0.1367850876840453,0.0616487860679627,-0.8345349466348984
+The Lord of the Rings,Shelob,0.5020247101783752,0.3466171382980677,0.5636788010597229,0.0397422885959737,0.061654090881347656,-0.306874849702094
+The Lord of the Rings,Watcher in the Water,0.509591817855835,0.0042405603228484,0.5722002983093262,0.0050986009448787,0.06260848045349121,0.0008580406220302997
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.4561991989612579,0.5018064406777262,0.5188992023468018,1.040299760549525,0.06270000338554388,0.5384933198717988
+Harry Potter,Salazar Slytherin,0.4957578182220459,0.0207734739028144,0.5586127042770386,0.0020541716884802,0.06285488605499268,-0.0187193022143342
+Harry Potter,Silvanus Kettleburn,0.4883610606193542,0.0495442444007813,0.551296055316925,0.0004836416539025,0.06293499469757086,-0.0490606027468788
+The Hitchhiker's Guide to the Galaxy,Number Two,0.4727605879306793,0.5012591080546629,0.5356969833374023,1.3391366496133603,0.06293639540672302,0.8378775415586974
+Dune,Anirul Corrino,0.477915495634079,0.5785452349450044,0.5409173369407654,2.184465197505393,0.0630018413066864,1.6059199625603884
+Harry Potter,Padma Patil,0.4924223721027374,0.0811999984045298,0.5555651187896729,0.0015191952303639,0.06314274668693542,-0.0796808031741659
+Harry Potter,Marcus Flint,0.4845448136329651,0.1639240204812492,0.5477555394172668,0.0527133722770122,0.06321072578430176,-0.11121064820423701
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,0.4871600866317749,0.8266789267927431,0.5505149364471436,0.5544471130203781,0.06335484981536865,-0.27223181377236505
+Harry Potter,Pius Thicknesse,0.4485996663570404,0.1960834275805505,0.512029767036438,6.7241387733858985e-06,0.06343010067939758,-0.1960767034417771
+Dune,Quintinius Violet Chenoeh,0.4865981042385101,0.059151077314588,0.5501734614372253,0.0001830646333515,0.06357535719871527,-0.0589680126812365
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.4806388914585113,0.7287256191933535,0.5445906519889832,3.1585595168792167,0.06395176053047186,2.429833897685863
+The Lord of the Rings,Idril,0.4942112863063812,1.314068414335417,0.5591335892677307,1.218685005962579,0.06492230296134949,-0.09538340837283821
+Harry Potter,Marlene McKinnon,0.4997681975364685,1.0778865364223542,0.5648558735847473,6.969568768398113,0.06508767604827881,5.891682231975759
+Twilight,Ephraim Black,0.4526848793029785,0.5033109066451074,0.5182806849479675,0.0905480977732796,0.06559580564498901,-0.41276280887182776
+Harry Potter,Fawkes,0.4881545305252075,0.0012893054242995,0.5539714694023132,0.0235763062914108,0.06581693887710571,0.0222870008671113
+The Hitchhiker's Guide to the Galaxy,Haggunenons,0.4784274697303772,0.0611463148321988,0.5442502498626709,0.7159532413067194,0.0658227801322937,0.6548069264745207
+Harry Potter,Buckbeak,0.4945935606956482,0.1013632704769263,0.5605059266090393,0.0190625469925551,0.06591236591339111,-0.0823007234843712
+Dune,Nayla,0.4786968827247619,0.6588261872586595,0.5447108149528503,2.623758321475784,0.06601393222808843,1.9649321342171242
+Harry Potter,Arabella Figg,0.4997729659080505,0.0006881625613978,0.5660061836242676,0.0007005743895294,0.0662332177162171,1.2411828131600011e-05
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,0.4701345562934875,0.4745346768104099,0.5366035103797913,0.945121595575924,0.06646895408630377,0.4705869187655141
+Dune,Hayt,0.5157616138458252,1.1372734117655994,0.5824491381645203,3.2943028197495816,0.06668752431869507,2.1570294079839822
+The Hunger Games,Mr. Everdeen,0.4848520457744598,0.5731186643948403,0.551663875579834,0.2182264292785018,0.0668118298053742,-0.3548922351163385
+Dune,Margot Fenring,0.5196251273155212,1.287933709101413,0.587001383304596,0.4281066526230737,0.06737625598907471,-0.8598270564783392
+Harry Potter,Alicia Spinnet,0.4855826497077942,0.0229306646294239,0.5529946684837341,1.947834401874541e-06,0.06741201877593994,-0.022928716795022022
+The Lord of the Rings,Ancalagon,0.5332438945770264,1.3377617161546485,0.6009135246276855,1.4144417320430205,0.06766963005065918,0.07668001588837203
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.4379906356334686,0.5884191202262163,0.5056959390640259,2.533949332902004,0.0677053034305573,1.9455302126757876
+The Lord of the Rings,Elladan and Elrohir,0.5400537252426147,0.9585946716255522,0.608399510383606,0.078228266222259,0.06834578514099121,-0.8803664054032933
+Dune,Elrood Corrino IX,0.4567656815052032,0.4789964367943902,0.525293231010437,3.7146401915141753,0.06852754950523382,3.235643754719785
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,0.4581269919872284,1.1332647343625395,0.5268608331680298,1.5980802997919823,0.06873384118080139,0.4648155654294428
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.4843844473361969,0.5442587992941074,0.5540450811386108,3.018975403984865,0.06966063380241394,2.4747166046907574
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.4119135737419128,0.3797633349632493,0.4842294752597809,0.9820755274381016,0.0723159015178681,0.6023121924748522
+Dune,Norma Cenva,0.4278644323348999,0.3453006718812716,0.5005387663841248,1.3120403501803808,0.07267433404922485,0.9667396782991091
+Harry Potter,Fat Friar,0.4905396401882171,0.0688972565783398,0.5633115768432617,0.0017602953084694,0.07277193665504461,-0.0671369612698704
+The Lord of the Rings,Caranthir,0.5087292194366455,1.4316522621812555,0.5816361904144287,1.346527062486357,0.0729069709777832,-0.08512519969489851
+The Hitchhiker's Guide to the Galaxy,Number One,0.4428691864013672,0.377350079843268,0.5162665843963623,1.3980420177545387,0.07339739799499512,1.0206919379112707
+The Hitchhiker's Guide to the Galaxy,Agrajag,0.4447543025016784,0.5815409131055337,0.5186874866485596,0.4742841304472363,0.07393318414688116,-0.10725678265829741
+The Lord of the Rings,Gothmog,0.4830499291419983,0.9579740012719514,0.5577483773231506,0.5803658301115063,0.07469844818115234,-0.3776081711604451
+The Lord of the Rings,Lúthien,0.502149760723114,0.409620335566205,0.5771726965904236,0.0454235640070587,0.07502293586730957,-0.36419677155914626
+Harry Potter,Godric Gryffindor,0.4926320314407348,0.1637188502805401,0.568062961101532,0.0950958628793497,0.07543092966079717,-0.0686229874011904
+Harry Potter,Selwyn,0.4537832140922546,0.3700091702119688,0.5304065346717834,0.264806229420868,0.07662332057952886,-0.10520294079110076
+Dune,Dama,0.4721208810806274,0.6013867057595473,0.5488190054893494,1.4037338737375893,0.07669812440872198,0.802347167978042
+The Lord of the Rings,Carcharoth,0.4864684641361236,0.6385166502613182,0.5634573101997375,0.3662698592599605,0.07698884606361395,-0.27224679100135774
+Harry Potter,Ariana Dumbledore,0.5067033767700195,0.0106755445983608,0.5837023854255676,2.2980763243528597e-05,0.0769990086555481,-0.010652563835117273
+Dune,Tyekanik,0.4869306087493896,0.5850379611842363,0.5662058591842651,3.932007099913652,0.07927525043487554,3.3469691387294156
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,0.4657743871212005,2.6638920729684443,0.546289324760437,1.816169121645537,0.0805149376392365,-0.8477229513229074
+Harry Potter,Fat Lady,0.4809730350971222,0.0466754711207792,0.561942458152771,0.0004029627418676,0.0809694230556488,-0.0462725083789116
+Dune,Mapes,0.4613449871540069,0.4332185225362724,0.542668879032135,0.9897316516413972,0.08132389187812811,0.5565131291051248
+Twilight,Angela Weber,0.5035080909729004,0.0211686308059395,0.5863727331161499,0.0001996363772614,0.08286464214324951,-0.0209689944286781
+Harry Potter,Dennis Creevey,0.4320493936538696,0.0002693461913432,0.5151597261428833,0.003136096716357,0.08311033248901373,0.0028667505250137997
+Harry Potter,Aragog,0.4950214922428131,0.0146024608096248,0.5787279605865479,0.0092919107471235,0.08370646834373474,-0.0053105500625013
+Harry Potter,Rolanda Hooch,0.4700667858123779,0.0014731959744198,0.5546188950538635,7.939548695201769e-09,0.08455210924148565,-0.0014731880348711048
+Harry Potter,Antonin Dolohov,0.4867320656776428,0.0507908489996695,0.5726486444473267,0.0443785213356668,0.08591657876968384,-0.006412327664002702
+The Hitchhiker's Guide to the Galaxy,Captain,0.427333116531372,0.5894758492741129,0.514319658279419,1.5084252457658365,0.08698654174804693,0.9189493964917236
+Dune,Abulurd Harkonnen,0.4777737557888031,0.4430687366664146,0.5658541917800903,1.861695997521908,0.08808043599128723,1.4186272608554935
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,0.506938099861145,3.108880398631926,0.5965229272842407,3.48934247178035,0.0895848274230957,0.3804620731484243
+The Hitchhiker's Guide to the Galaxy,Constant Mown,0.4446617364883423,0.3350513854588815,0.5357279777526855,1.584814100444835,0.09106624126434326,1.2497627149859536
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.4221406280994415,0.5328247346765147,0.5135451555252075,1.5380454113971236,0.09140452742576605,1.0052206767206089
+Dune,Alef Burzmali,0.4665161967277527,0.982452391156567,0.5583000183105469,2.8614034158046757,0.09178382158279419,1.8789510246481087
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.4835208356380462,0.8531443032854303,0.5800648927688599,10.905864690592557,0.09654405713081365,10.052720387307126
+Twilight,Jessica Stanley,0.4544233083724975,0.0662294271312639,0.5578256249427795,9.421336264408823e-05,0.10340231657028204,-0.0661352137686198
+The Lord of the Rings,Beren,0.4414506554603576,1.6079673211409782,0.5460377931594849,0.0093282957192647,0.10458713769912725,-1.5986390254217135
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.3995009064674377,0.2916095789617625,0.5061356425285339,2.919661862620716,0.10663473606109625,2.6280522836589535
+Dune,Lichna,0.4484536945819855,0.3209750417245773,0.5563443303108215,1.0913543433308168,0.10789063572883606,0.7703793016062395
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.4613436758518219,0.3191123091025339,0.570511519908905,1.989116101173145,0.10916784405708313,1.6700037920706112
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.4171024262905121,2.9120419274441147,0.5268067121505737,0.4504755133943672,0.10970428586006165,-2.4615664140497477
+Twilight,Lauren Mallory,0.4392404556274414,0.4852898117353846,0.550056517124176,0.0953384896121278,0.11081606149673462,-0.3899513221232568
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,0.4108148217201233,0.3765649406570394,0.5255516171455383,3.246125440506177,0.11473679542541504,2.8695604998491375
+Dune,Fafnir Corrino,0.4420830011367798,0.5381058274066916,0.5618007779121399,1.7667567655319762,0.11971777677536011,1.2286509381252846
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,0.4077497720718384,0.3879200827809871,0.5317800045013428,3.631708981719817,0.1240302324295044,3.24378889893883
+The Hitchhiker's Guide to the Galaxy,Prak,0.3869447112083435,1.1668621031031616,0.5115901231765747,0.5061764822984539,0.1246454119682312,-0.6606856208047077
+The Hitchhiker's Guide to the Galaxy,Lallafa,0.3855247795581817,0.3642502465315573,0.5176847577095032,0.9539209876634652,0.13215997815132147,0.589670741131908
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,0.3960185945034027,0.5478944495090049,0.5309251546859741,3.0383673200038266,0.1349065601825714,2.4904728704948216
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,0.3952953815460205,0.2783315400326001,0.5313194990158081,1.1784301044494518,0.1360241174697876,0.9000985644168518
+The Hitchhiker's Guide to the Galaxy,Russell,0.3510933518409729,0.1425238221075055,0.4901808202266693,1.2995699622920482,0.1390874683856964,1.1570461401845427
+The Hitchhiker's Guide to the Galaxy,Hactar,0.3989352285861969,0.7576601357314339,0.5416232943534851,0.7711947173289098,0.1426880657672882,0.013534581597475892
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.3751438558101654,0.6959301679234284,0.5332341194152832,4.491338073974113,0.1580902636051178,3.7954079060506842
+The Hitchhiker's Guide to the Galaxy,Roosta,0.4013340473175049,0.5160362064200719,0.5600486993789673,7.561060928517275,0.1587146520614624,7.045024722097203
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.322559654712677,0.4345295743733599,0.487070620059967,1.1780212850157157,0.16451096534728998,0.7434917106423558
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.3234719932079315,0.3146953704338651,0.491729736328125,3.674797705066148,0.16825774312019348,3.360102334632283
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.3563226461410522,0.2968392444170915,0.538632333278656,2.1133419090118397,0.18230968713760382,1.8165026645947482
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,0.361553281545639,0.5747696922517948,0.5487123727798462,1.4568019978263285,0.1871590912342072,0.8820323055745337
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,0.3139541745185852,0.3622527754839205,0.5040284395217896,1.7450559279627826,0.19007426500320435,1.3828031524788622
+The Hitchhiker's Guide to the Galaxy,The Lord,0.3071805536746979,0.539492840010531,0.5095160007476807,3.5966796013484585,0.2023354470729828,3.0571867613379275
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,0.3291886150836944,0.4689406271306049,0.5459449291229248,1.4302111081764557,0.2167563140392304,0.9612704810458508
diff --git a/ressources/data/differences/embed_sorted_by_h_to_wh_0.csv b/ressources/data/differences/embed_sorted_by_h_to_wh_0.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2e226bcfb895f4ecac7c260e6430fe657ce0b868
--- /dev/null
+++ b/ressources/data/differences/embed_sorted_by_h_to_wh_0.csv
@@ -0,0 +1,541 @@
+Book,Character,F1,h,wF1,wh,F1_to_wF1,h_to_wh
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5912110805511475,12.419892748137844,0.5154204964637756,1.6728761877985672,-0.07579058408737183,-10.747016560339278
+The Hitchhiker's Guide to the Galaxy,Deep Thought,0.5529919266700745,11.51991439250858,0.5442690849304199,6.210687877411387,-0.008722841739654541,-5.309226515097193
+Dune,Tylwyth Waff,0.5741361379623413,5.170779834619342,0.4583922624588012,0.1531923656668821,-0.1157438755035401,-5.01758746895246
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,0.5453110933303833,6.22332899740104,0.4888273477554321,1.7581331973296717,-0.05648374557495123,-4.465195800071369
+Dune,Marcus Claire Luyseyal,0.5409387946128845,5.817468506746241,0.4750081300735473,1.6040966020982437,-0.06593066453933721,-4.213371904647998
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+Harry Potter,Irma Crabbe,0.4781289398670196,0.0348766686880323,0.4259966313838959,1.2116468203241268,-0.052132308483123724,1.1767701516360947
+The Lord of the Rings,Galdor,0.5158555507659912,1.2485904053333363,0.5514740943908691,2.435062548697424,0.03561854362487793,1.1864721433640875
+The Hunger Games,Coriolanus Snow,0.4087497889995575,0.3796436125093209,0.4526492655277252,1.5742954966856622,0.043899476528167725,1.1946518841763414
+The Lord of the Rings,Halbarad,0.5482879281044006,0.0377240224085869,0.5678908228874207,1.2505198519541445,0.01960289478302002,1.2127958295455576
+The Lord of the Rings,Khamûl,0.5273112654685974,0.3111839518759664,0.5779586434364319,1.5488645441375015,0.05064737796783447,1.237680592261535
+Dune,Glossu Rabban Harkonnen,0.5374839901924133,2.346730239086161,0.5518556237220764,3.595008864263438,0.014371633529663086,1.248278625177277
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.5021933913230896,3.3008269824014618,0.5471504330635071,4.551225292467061,0.04495704174041748,1.250398310065599
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.5069112777709961,3.1382313033558216,0.5113053321838379,4.395576469021057,0.004394054412841797,1.2573451656652352
+Harry Potter,Sirius Black II,0.421613872051239,1.1245359777324464,0.4375723004341125,2.385812775782805,0.01595842838287348,1.2612767980503587
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,0.4889803230762481,0.0982620976643629,0.5009781122207642,1.4467308498254026,0.011997789144516047,1.3484687521610397
+Harry Potter,Pomona Sprout,0.4468885362148285,3.3633300002109787,0.4492199420928955,4.737450432005136,0.0023314058780670166,1.3741204317941569
+The Lord of the Rings,Shadowfax,0.558815598487854,0.2268558574927122,0.5979445576667786,1.6379879568324147,0.03912895917892456,1.4111320993397025
+Dune,Lucilla,0.5374746918678284,2.789838649157089,0.5433661341667175,4.21780433563992,0.00589144229888916,1.4279656864828314
+Harry Potter,Draco Malfoy,0.4438540339469909,0.455745091186328,0.4509128630161285,1.890818492286858,0.007058829069137573,1.4350734011005302
+Dune,Margot Fenring,0.5632591843605042,0.0901246651570515,0.5906767249107361,1.5331309572850005,0.027417540550231934,1.443006292127949
+The Lord of the Rings,Sauron,0.4784235060214996,1.6349855311995525,0.473971426486969,3.107573119386748,-0.004452079534530584,1.4725875881871955
+The Lord of the Rings,Erestor,0.565351665019989,3.485846912651825,0.586430549621582,4.97648241934944,0.021078884601593018,1.4906355066976156
+Harry Potter,Alastor Moody,0.4577885270118713,0.7827104312739529,0.4531765580177307,2.274414280204072,-0.0046119689941405695,1.4917038489301193
+The Lord of the Rings,Beregond,0.5386419296264648,2.183722265159242,0.5324291586875916,3.6924625443719,-0.006212770938873291,1.5087402792126579
+Dune,Sheeana Brugh,0.5340063571929932,0.9987176212057696,0.5581178069114685,2.533198754228731,0.024111449718475342,1.5344811330229615
+The Lord of the Rings,Galadriel,0.4945986270904541,1.1028929795254774,0.498959481716156,2.6947653102196303,0.004360854625701904,1.591872330694153
+The Hitchhiker's Guide to the Galaxy,Russell,0.4884125888347626,1.8988536444481336,0.4713529944419861,3.520367733124405,-0.01705959439277649,1.6215140886762713
+The Lord of the Rings,Barahir,0.5018305778503418,0.2083752518956464,0.5540673732757568,1.8961209541827748,0.05223679542541504,1.6877457022871285
+Harry Potter,Abraxas Malfoy,0.5586199760437012,1.1152304716334611,0.5188573002815247,2.809235649753128,-0.039762675762176514,1.6940051781196668
+The Lord of the Rings,Erendis,0.4563486874103546,0.0772238524396165,0.5786224007606506,1.7736845457585757,0.12227371335029602,1.6964606933189592
+Harry Potter,Albus Dumbledore,0.4365445673465729,1.646849726307027,0.4660621285438537,3.362765732297297,0.02951756119728083,1.71591600599027
+The Lord of the Rings,Caranthir,0.5198797583580017,0.14574014133635,0.5769110918045044,1.924008518023196,0.057031333446502686,1.7782683766868461
+Dune,Ramallo,0.4325161278247833,0.0687161399514886,0.501629650592804,1.872451841371104,0.06911352276802063,1.8037357014196154
+The Lord of the Rings,Gandalf,0.493848979473114,0.7690076168971675,0.4897597432136535,2.593182433548461,-0.004089236259460505,1.8241748166512934
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.4553157687187195,0.5980317027887777,0.496841698884964,2.427544772938232,0.04152593016624451,1.8295130701494542
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,0.5244877934455872,1.6782123801521862,0.4863301217556,3.513824218687684,-0.03815767168998718,1.8356118385354978
+The Lord of the Rings,Carcharoth,0.5387466549873352,0.2734467447511363,0.5697872042655945,2.109973094597627,0.031040549278259277,1.836526349846491
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.4875471293926239,4.7026631692738174,0.5063191056251526,6.556842986455579,0.018771976232528687,1.8541798171817616
+The Hitchhiker's Guide to the Galaxy,Caveman,0.4730314910411834,1.0964563631165871,0.4764082133769989,3.0170284945414987,0.003376722335815485,1.9205721314249116
+Harry Potter,Vernon Dursley,0.4193305969238281,0.6117686237027634,0.4480687379837036,2.5333829039030915,0.02873814105987549,1.9216142802003282
+Harry Potter,Arthur Weasley,0.4248868823051452,0.4389978643295181,0.4442940950393677,2.36208392954761,0.019407212734222468,1.9230860652180921
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.5296612977981567,1.509792747521029,0.5141420960426331,3.454116112209741,-0.015519201755523682,1.944323364688712
+Dune,Elrood Corrino IX,0.4714115262031555,1.3470757706131942,0.5571887493133545,3.313130230889499,0.08577722311019897,1.966054460276305
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.5412886142730713,3.643808150265752,0.5502378940582275,5.653932292970884,0.00894927978515625,2.010124142705132
+Harry Potter,Bartemius Crouch Senior,0.4609591960906982,2.7993025941645246,0.4624888002872467,4.843919675574981,0.0015296041965485174,2.0446170814104567
+The Lord of the Rings,Aegnor,0.4741942882537842,0.0025817006947468,0.5661616325378418,2.077555700438521,0.09196734428405762,2.074973999743774
+The Lord of the Rings,Ancalagon,0.477145254611969,0.0110481038998085,0.5791114568710327,2.0878972244703298,0.10196620225906372,2.0768491205705213
+The Hitchhiker's Guide to the Galaxy,Hactar,0.4329808056354522,0.0638868818155731,0.5714038014411926,2.182541127424045,0.1384229958057404,2.118654245608472
+Harry Potter,Ignatius Prewett,0.469117522239685,0.6497960800492384,0.4978139400482178,2.7852354204178047,0.02869641780853277,2.135439340368566
+The Lord of the Rings,Rían,0.451631635427475,0.1739800001262709,0.5608115196228027,2.382336701816836,0.10917988419532776,2.2083567016905654
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,0.5043528079986572,1.1397913126863477,0.5355144143104553,3.3542247691558065,0.031161606311798096,2.2144334564694588
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4964897036552429,1.9219703990808992,0.4972619116306305,4.186321044159038,0.0007722079753875732,2.2643506450781388
+Harry Potter,Dorcas Meadowes,0.4639257192611694,0.1643726245459285,0.5783253908157349,2.474595182981317,0.11439967155456549,2.3102225584353886
+The Hitchhiker's Guide to the Galaxy,The Lord,0.4792201817035675,1.354531018545949,0.5172358751296997,3.7359408086054313,0.0380156934261322,2.3814097900594824
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.5641388893127441,6.758901834977475,0.5593463778495789,9.166721456417331,-0.004792511463165283,2.407819621439856
+The Lord of the Rings,Gwindor,0.4787231385707855,0.0009883692054017,0.5721768736839294,2.464142815089829,0.09345373511314392,2.463154445884427
+The Lord of the Rings,Celegorm,0.4814887046813965,0.0188109646147066,0.5747490525245667,2.4956213743481626,0.09326034784317017,2.476810409733456
+The Lord of the Rings,Hador,0.4714305996894836,0.004290333985831,0.5834735631942749,2.677397512827921,0.11204296350479132,2.67310717884209
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,0.528576135635376,3.3641340015274275,0.5669288635253906,6.084616931515877,0.03835272789001465,2.72048292998845
+The Lord of the Rings,Idril,0.5022085309028625,0.2401171612877327,0.5832176208496094,2.986286610186788,0.08100908994674683,2.7461694488990553
+Harry Potter,Dilys Derwent,0.4518661201000213,0.0743572179653755,0.5533308982849121,2.874254418566477,0.1014647781848908,2.7998972006011016
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,0.4536094069480896,0.3031424793759491,0.5627984404563904,3.105531301877437,0.10918903350830078,2.802388822501488
+The Lord of the Rings,Belemir,0.4510476291179657,0.1805320398805099,0.5369394421577454,3.028884621598889,0.08589181303977966,2.848352581718379
+The Lord of the Rings,Glóin,0.5324459671974182,0.095651668993374,0.5635282397270203,2.9661555721979838,0.03108227252960205,2.8705039032046096
+The Hitchhiker's Guide to the Galaxy,Fenchurch,0.4917847216129303,0.3875229487300913,0.529032826423645,3.287683145810562,0.03724810481071472,2.9001601970804707
+Harry Potter,Dolores Umbridge,0.42945197224617,1.5444118006253529,0.4487933814525604,4.498057380957531,0.019341409206390436,2.9536455803321777
+The Hitchhiker's Guide to the Galaxy,God,0.4720796644687652,0.000474325132103,0.5213883519172668,2.9978883732699493,0.04930868744850164,2.997414048137846
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,0.4854157567024231,1.8566239223449013,0.5276848077774048,5.14095889510766,0.04226905107498169,3.284334972762759
+The Lord of the Rings,Huor,0.4677675366401672,0.0673262150889485,0.5642777681350708,3.353537717036954,0.09651023149490362,3.2862115019480056
+Harry Potter,Emeric the Evil,0.5178278684616089,1.2622184001968104,0.5628010630607605,4.550841299645501,0.04497319459915161,3.288622899448691
+Harry Potter,Regulus Black I,0.4486167132854461,1.2077823151106382,0.4680110812187195,4.497858006635839,0.01939436793327337,3.2900756915252014
+Harry Potter,Rubeus Hagrid,0.4429548978805542,0.757989256856053,0.4778842329978943,4.257511023281331,0.03492933511734009,3.4995217664252776
+The Lord of the Rings,Forlong,0.5688490271568298,0.5602252154217972,0.5871270895004272,4.106717452924327,0.018278062343597412,3.54649223750253
+The Lord of the Rings,Amlach,0.4631932973861694,1.0475817682608122,0.5794084072113037,4.618059174231231,0.11621510982513433,3.5704774059704185
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,0.531345784664154,0.967506182327614,0.5462780594825745,4.615148925284156,0.01493227481842041,3.6476427429565423
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.4491147696971893,0.167543472843609,0.4874661862850189,3.8898089760996233,0.038351416587829645,3.7222655032560144
+Harry Potter,Remus Lupin,0.4528217017650604,0.5047202210524844,0.4453299343585968,4.25963952666337,-0.007491767406463623,3.754919305610885
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.5684916377067566,1.600421665398035,0.5986104011535645,5.373714248134763,0.03011876344680786,3.773292582736728
+The Lord of the Rings,Gilraen,0.4580308794975281,0.0049444684982406,0.5713173747062683,3.87055853005025,0.11328649520874023,3.865614061552009
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5167138576507568,0.3045699755027859,0.5419318079948425,4.214868428260779,0.025217950344085693,3.910298452757993
+The Lord of the Rings,Gelmir,0.4621389210224151,0.2210629800761587,0.5793829560279846,4.179069700546927,0.11724403500556951,3.9580067204707685
+The Lord of the Rings,Celebrimbor,0.5008432269096375,0.3055048819347499,0.5453246831893921,4.317380873481824,0.04448145627975464,4.011875991547074
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.5228808522224426,1.413300164165216,0.5617323517799377,5.506559981534626,0.03885149955749512,4.09325981736941
+Harry Potter,Evan Rosier,0.4763492941856384,0.0852488791539358,0.5510381460189819,4.197853513057502,0.0746888518333435,4.112604633903566
+The Lord of the Rings,Amras,0.4840487539768219,0.0783159478081815,0.576225221157074,4.422656924847655,0.09217646718025208,4.344340977039474
+The Lord of the Rings,Haleth,0.5201858878135681,0.2793668133256367,0.5622618198394775,4.641685740897057,0.042075932025909424,4.362318927571421
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.4219990670681,0.0333257116217055,0.5657427310943604,4.5520837618766254,0.14374366402626038,4.51875805025492
+The Hitchhiker's Guide to the Galaxy,Agda,0.4573055505752563,1.421807429387134,0.5298096537590027,6.014122812135902,0.0725041031837464,4.592315382748768
+The Lord of the Rings,Lindir,0.4819457530975342,0.5342962044084377,0.5809340476989746,6.041185807057358,0.09898829460144043,5.50688960264892
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.4977446794509887,4.313830727905722,0.5375468134880066,9.833476668039363,0.03980213403701788,5.519645940133642
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.4645183086395263,1.170952580145992,0.5418444275856018,7.01581392016772,0.0773261189460755,5.844861340021728
+Harry Potter,Porpentina Goldstein,0.4264792203903198,0.0703261744429743,0.4779998660087585,6.230131971321948,0.051520645618438665,6.159805796878974
+The Hitchhiker's Guide to the Galaxy,Mella,0.4520410597324371,1.4347506010220392,0.5313006639480591,8.1670382369449,0.079259604215622,6.732287635922861
+The Lord of the Rings,Angrod,0.4995581805706024,0.6376961769341987,0.5718408226966858,7.675932767872278,0.07228264212608337,7.038236590938079
+The Lord of the Rings,Handir,0.4704637825489044,1.4118870664589966,0.5968661308288574,13.082637572002591,0.126402348279953,11.670750505543594
diff --git a/ressources/data/differences/embed_sorted_by_h_to_wh_1.csv b/ressources/data/differences/embed_sorted_by_h_to_wh_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2f6786bd6385efc40e07a8ec07cfc52a718165aa
--- /dev/null
+++ b/ressources/data/differences/embed_sorted_by_h_to_wh_1.csv
@@ -0,0 +1,541 @@
+Book,Character,F1,h,wF1,wh,F1_to_wF1,h_to_wh
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5712370276451111,10.386016033098292,0.5231562852859497,2.245254897374209,-0.04808074235916138,-8.140761135724084
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.5063257217407227,4.814829618872357,0.5402927994728088,1.1890879353641042,0.03396707773208618,-3.625741683508253
+Harry Potter,Herbert Beery,0.49589803814888,2.8443517176706856,0.4173962473869324,4.830428471126465e-05,-0.07850179076194763,-2.8443034133859744
+Harry Potter,Terry Boot,0.537269651889801,2.7182209576939864,0.5232139229774475,0.0006437601524779,-0.014055728912353516,-2.7175771975415084
+Harry Potter,Eloise Midgen,0.5077885389328003,2.7310612733937654,0.4787801802158355,0.0401969554614633,-0.029008358716964777,-2.690864317932302
+The Lord of the Rings,Erestor,0.5305899977684021,4.162589726390359,0.5322591662406921,1.593003584680578,0.001669168472290039,-2.569586141709781
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.4171024262905121,2.9120419274441147,0.5268067121505737,0.4504755133943672,0.10970428586006165,-2.4615664140497477
+The Lord of the Rings,Khamûl,0.5237871408462524,2.43887942795052,0.5735595226287842,0.1545603458683955,0.04977238178253174,-2.284319082082124
+Harry Potter,Abraxas Malfoy,0.5116108059883118,2.722284294512817,0.528152585029602,0.4422563753049664,0.016541779041290283,-2.2800279192078508
+The Hunger Games,Felix Ravinstill,0.5016847252845764,2.291929646798982,0.4419227540493011,0.0122104275031614,-0.059761971235275324,-2.2797192192958207
+Twilight,Harry Clearwater,0.5209450721740723,2.484474152342066,0.5603581666946411,0.2954096021337358,0.03941309452056885,-2.1890645502083306
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,0.4984708130359649,2.5810864289806434,0.529952347278595,0.4140006520024565,0.03148153424263006,-2.167085776978187
+Dune,Logno,0.5146032571792603,1.9106249426370372,0.5130771398544312,0.2751950568614628,-0.0015261173248291016,-1.6354298857755745
+The Lord of the Rings,Beren,0.4414506554603576,1.6079673211409782,0.5460377931594849,0.0093282957192647,0.10458713769912725,-1.5986390254217135
+The Lord of the Rings,Barahir,0.4928971230983734,2.00003374129367,0.5363517999649048,0.4027738909449855,0.04345467686653137,-1.5972598503486846
+The Lord of the Rings,Shadowfax,0.5600701570510864,3.11919735731716,0.5659462809562683,1.640608785919145,0.005876123905181885,-1.4785885713980151
+The Lord of the Rings,Aegnor,0.5125909447669983,1.498046685500856,0.4651370346546173,0.0296654542630147,-0.04745391011238098,-1.4683812312378413
+The Lord of the Rings,Gilraen,0.5016113519668579,2.895608857519192,0.553003191947937,1.46865577370515,0.0513918399810791,-1.4269530838140418
+Dune,Alma Mavis Taraza,0.5058012008666992,1.3960892703791925,0.4692151844501495,0.0009345553339762,-0.03658601641654974,-1.3951547150452164
+The Lord of the Rings,Lindir,0.5308339595794678,2.8669263177889683,0.5704033970832825,1.4879310709079154,0.0395694375038147,-1.378995246881053
+Twilight,Sasha,0.5193257927894592,1.3981505767285414,0.4952841997146606,0.0391430500603783,-0.02404159307479864,-1.3590075266681632
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+The Hunger Games,Mizzen,0.52642822265625,0.0647341297750277,0.4569679498672485,8.724480654851951e-09,-0.06946027278900152,-0.06473412105054704
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+Twilight,Charlie Swan,0.4213856756687164,0.4498903362913304,0.4323393404483795,1.666027704785033,0.010953664779663141,1.2161373684937025
+Dune,Fafnir Corrino,0.4420830011367798,0.5381058274066916,0.5618007779121399,1.7667567655319762,0.11971777677536011,1.2286509381252846
+The Hitchhiker's Guide to the Galaxy,Constant Mown,0.4446617364883423,0.3350513854588815,0.5357279777526855,1.584814100444835,0.09106624126434326,1.2497627149859536
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,0.4905094504356384,0.5909423247352042,0.5002472996711731,1.8500763634272333,0.009737849235534668,1.2591340386920291
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,0.5009537935256958,0.8650247165365152,0.5307431817054749,2.131904644327854,0.029789388179779053,1.266879927791339
+The Hunger Games,Haymitch Abernathy,0.4719663858413696,0.2746674204021431,0.4384087026119232,1.578231987325297,-0.033557683229446356,1.303564566923154
+The Hunger Games,Peeta Mellark,0.4702422022819519,0.2513760184516798,0.4527166187763214,1.5649296585705363,-0.017525583505630493,1.3135536401188566
+Harry Potter,Cedric Diggory,0.4434936642646789,0.2648299538387257,0.4809842407703399,1.6465408930425656,0.03749057650566101,1.3817109392038398
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,0.3139541745185852,0.3622527754839205,0.5040284395217896,1.7450559279627826,0.19007426500320435,1.3828031524788622
+Harry Potter,Cornelius Fudge,0.4691202938556671,0.7548587542510679,0.4327090084552765,2.140909251467067,-0.036411285400390625,1.386050497215999
+The Hunger Games,Katniss Everdeen,0.4845563769340515,0.1099882937826055,0.4817208051681518,1.510473580635784,-0.0028355717658997137,1.4004852868531785
+Dune,Abulurd Harkonnen,0.4777737557888031,0.4430687366664146,0.5658541917800903,1.861695997521908,0.08808043599128723,1.4186272608554935
+Harry Potter,Albus Dumbledore,0.4280836284160614,0.5300415154093028,0.4623830318450928,2.0296755559231205,0.03429940342903137,1.4996340405138178
+The Lord of the Rings,Galadriel,0.4836136102676391,1.6749693381935893,0.4992484152317047,3.2063685807969784,0.015634804964065607,1.531399242603389
+The Lord of the Rings,Sauron,0.4608953893184662,1.53141237184999,0.4845940172672272,3.1077663702399985,0.023698627948760986,1.5763539983900086
+Harry Potter,Dean Thomas,0.4422601759433746,0.3565506139410043,0.4590863287448883,1.938231684929948,0.016826152801513727,1.5816810709889437
+Dune,Anirul Corrino,0.477915495634079,0.5785452349450044,0.5409173369407654,2.184465197505393,0.0630018413066864,1.6059199625603884
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,0.4925911724567413,0.4585229949614054,0.5219084620475769,2.089596555298776,0.029317289590835627,1.6310735603373707
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.4613436758518219,0.3191123091025339,0.570511519908905,1.989116101173145,0.10916784405708313,1.6700037920706112
+Harry Potter,Igor Karkaroff,0.4300591647624969,0.1185537496665181,0.426751434803009,1.8359158127641428,-0.003307729959487915,1.7173620630976247
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.3563226461410522,0.2968392444170915,0.538632333278656,2.1133419090118397,0.18230968713760382,1.8165026645947482
+Harry Potter,Myrtle Warren,0.4804550409317016,1.0701752161855695,0.4709806740283966,2.919664660674945,-0.009474366903304998,1.8494894444893755
+The Lord of the Rings,Hareth,0.4906619787216186,0.6458685488562352,0.4939611554145813,2.514221027726332,0.003299176692962702,1.8683524788700967
+Dune,Alef Burzmali,0.4665161967277527,0.982452391156567,0.5583000183105469,2.8614034158046757,0.09178382158279419,1.8789510246481087
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.4379906356334686,0.5884191202262163,0.5056959390640259,2.533949332902004,0.0677053034305573,1.9455302126757876
+Dune,Nayla,0.4786968827247619,0.6588261872586595,0.5447108149528503,2.623758321475784,0.06601393222808843,1.9649321342171242
+Harry Potter,Remus Lupin,0.4404917955398559,0.4275229034952983,0.4447333812713623,2.4146510191986827,0.004241585731506403,1.9871281157033844
+The Hitchhiker's Guide to the Galaxy,Agda,0.5112017393112183,0.0090290968271346,0.5287888646125793,2.0108659815402974,0.017587125301361084,2.0018368847131627
+Harry Potter,Newton Scamander,0.4526854157447815,0.5985131966469549,0.456913024187088,2.6860936758667258,0.0042276084423065186,2.087580479219771
+Harry Potter,Peter Pettigrew,0.439274400472641,0.5518819575752251,0.4347728788852691,2.667822673409213,-0.004501521587371882,2.115940715833988
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,0.4717856347560882,0.734133117188203,0.5298166275024414,2.8792323369555364,0.058030992746353205,2.1450992197673333
+Dune,Hayt,0.5157616138458252,1.1372734117655994,0.5824491381645203,3.2943028197495816,0.06668752431869507,2.1570294079839822
+The Lord of the Rings,Galdor,0.5094061493873596,1.1159833070496714,0.5091733932495117,3.4446855583506504,-0.0002327561378479004,2.328702251300979
+Harry Potter,Sybill Trelawney,0.4581634402275085,0.5482148829107473,0.4694057703018188,2.879841094200416,0.011242330074310303,2.3316262112896684
+Harry Potter,Rubeus Hagrid,0.4621366262435913,0.6217401834300766,0.46903857588768,2.956571016403709,0.00690194964408869,2.3348308329736325
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.5010707974433899,1.112097138724288,0.5338650941848755,3.4558857645636705,0.032794296741485596,2.3437886258393825
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.5088934302330017,4.318724304727283,0.5321364998817444,6.693953706336869,0.023243069648742676,2.3752294016095856
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.4806388914585113,0.7287256191933535,0.5445906519889832,3.1585595168792167,0.06395176053047186,2.429833897685863
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.4843844473361969,0.5442587992941074,0.5540450811386108,3.018975403984865,0.06966063380241394,2.4747166046907574
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,0.3960185945034027,0.5478944495090049,0.5309251546859741,3.0383673200038266,0.1349065601825714,2.4904728704948216
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4683612883090973,0.6472498624723172,0.4973364174365997,3.2147789399329074,0.028975129127502386,2.5675290774605903
+Harry Potter,Dolores Umbridge,0.440847098827362,0.4589686957480907,0.4294912815093994,3.086899216750264,-0.011355817317962591,2.627930521002173
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.3995009064674377,0.2916095789617625,0.5061356425285339,2.919661862620716,0.10663473606109625,2.6280522836589535
+The Lord of the Rings,Saruman,0.4527406990528106,0.6746712656900681,0.482961505651474,3.480506052068393,0.030220806598663386,2.8058347863783246
+The Lord of the Rings,Morgoth,0.4952822923660278,0.7517437502222779,0.5033573508262634,3.605734869013335,0.008075058460235651,2.853991118791057
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,0.4108148217201233,0.3765649406570394,0.5255516171455383,3.246125440506177,0.11473679542541504,2.8695604998491375
+The Hitchhiker's Guide to the Galaxy,The Lord,0.3071805536746979,0.539492840010531,0.5095160007476807,3.5966796013484585,0.2023354470729828,3.0571867613379275
+Dune,Elrood Corrino IX,0.4567656815052032,0.4789964367943902,0.525293231010437,3.7146401915141753,0.06852754950523382,3.235643754719785
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,0.4077497720718384,0.3879200827809871,0.5317800045013428,3.631708981719817,0.1240302324295044,3.24378889893883
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4900446832180023,1.1360314227027488,0.4767529368400574,4.434786665064095,-0.013291746377944946,3.2987552423613464
+Dune,Tyekanik,0.4869306087493896,0.5850379611842363,0.5662058591842651,3.932007099913652,0.07927525043487554,3.3469691387294156
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.3234719932079315,0.3146953704338651,0.491729736328125,3.674797705066148,0.16825774312019348,3.360102334632283
+The Lord of the Rings,Celebrimbor,0.5067253708839417,1.057553330185533,0.5297908186912537,4.509701427063241,0.02306544780731201,3.4521480968777083
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.4778609573841095,2.822516176868135,0.5188731551170349,6.296859603897407,0.041012197732925415,3.474343427029272
+The Hitchhiker's Guide to the Galaxy,Mella,0.481859028339386,0.3536485779118626,0.5125448703765869,3.864342768834259,0.030685842037200928,3.5106941909223965
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.3751438558101654,0.6959301679234284,0.5332341194152832,4.491338073974113,0.1580902636051178,3.7954079060506842
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.4790807068347931,1.1817041078963724,0.5179263353347778,5.0785527838217,0.03884562849998474,3.8968486759253276
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,0.4809923768043518,1.477938828676986,0.5316513776779175,5.388965569722715,0.050659000873565674,3.9110267410457293
+Harry Potter,Filius Flitwick,0.4815472960472107,1.630173243584934,0.4908182024955749,5.699280098700994,0.009270906448364202,4.069106855116059
+Harry Potter,Nicholas de Mimsy-Porpington,0.4421016573905945,0.448397511373179,0.4452903866767883,4.597857677043716,0.003188729286193792,4.149460165670536
+Harry Potter,Minerva McGonagall,0.4822526574134826,0.2188552627094354,0.4676037728786468,4.567211100804414,-0.014648884534835815,4.348355838094979
+Harry Potter,Dorcas Meadowes,0.5020419359207153,0.8510681106231619,0.5624010562896729,5.287947262297381,0.06035912036895752,4.436879151674219
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.4988266229629516,0.8692090518030713,0.5272074341773987,5.493615467566085,0.028380811214447077,4.624406415763014
+The Hunger Games,Palmyra Monty,0.487560361623764,1.3511176525859887,0.5095211863517761,6.760745934657895,0.02196082472801214,5.409628282071907
+Harry Potter,Beedle the Bard,0.5139830708503723,2.351525735391917,0.5576179623603821,7.8120300997627075,0.043634891510009766,5.460504364370791
+Harry Potter,Gilderoy Lockhart,0.4285164475440979,0.5575312214243104,0.451913446187973,6.319755578667511,0.023396998643875122,5.7622243572432
+Harry Potter,Marlene McKinnon,0.4997681975364685,1.0778865364223542,0.5648558735847473,6.969568768398113,0.06508767604827881,5.891682231975759
+Harry Potter,Quirinus Quirrell,0.4445041418075561,0.2189395014877245,0.4445823729038238,6.302162901989624,7.82310962677002e-05,6.0832234005018995
+The Hitchhiker's Guide to the Galaxy,Roosta,0.4013340473175049,0.5160362064200719,0.5600486993789673,7.561060928517275,0.1587146520614624,7.045024722097203
+Harry Potter,Pomona Sprout,0.4553911685943603,0.5991124690808854,0.4785096645355224,9.7700966353358,0.02311849594116211,9.170984166254915
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.4835208356380462,0.8531443032854303,0.5800648927688599,10.905864690592557,0.09654405713081365,10.052720387307126
diff --git a/ressources/data/differences/sorted_by_F1_to_wF1_0.csv b/ressources/data/differences/sorted_by_F1_to_wF1_0.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dd854bb289ee035f6b6d01b338b9a4bf11dfd47d
--- /dev/null
+++ b/ressources/data/differences/sorted_by_F1_to_wF1_0.csv
@@ -0,0 +1,365 @@
+Book,Character,F1,h,wF1,wh,F1_to_wF1,h_to_wh
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.5995125770568848,17.001846737223865,0.5219007730484009,2.133263321573577,-0.07761180400848389,-14.868583415650289
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.558274507522583,3.1433265221504385,0.511775553226471,0.8516334959792943,-0.04649895429611206,-2.2916930261711443
+Twilight,Bree Tanner,0.5580485463142395,0.0113079999916323,0.5131526589393616,0.0001464595674742,-0.04489588737487793,-0.0111615404241581
+Dune,Farok,0.5553319454193115,2.3081063709412537,0.5157051682472229,1.8509081586007976,-0.03962677717208862,-0.4571982123404561
+Dune,Otheym,0.5967943072319031,2.07091631715095,0.5572136640548706,2.31686868074298,-0.03958064317703247,0.2459523635920302
+Dune,Sheeana Brugh,0.5689539313316345,3.879076295351741,0.5332396626472473,2.092447271800819,-0.03571426868438721,-1.7866290235509217
+The Hitchhiker's Guide to the Galaxy,Number One,0.5280580520629883,1.4328597399698952,0.493426501750946,0.9568505357678344,-0.03463155031204229,-0.47600920420206083
+Twilight,Benjamin,0.5174652934074402,0.021134095012226,0.4865785241127014,8.920801700391271e-07,-0.03088676929473877,-0.02113320293205596
+The Lord of the Rings,Gil-galad,0.6103127002716064,0.0028920199616459,0.5794858336448669,0.0144161097849405,-0.030826866626739502,0.0115240898232946
+The Lord of the Rings,Thrór,0.5830733180046082,0.1168014483449544,0.5529870390892029,0.0606224964542881,-0.030086278915405273,-0.0561789518906663
+Twilight,Santiago,0.500321090221405,1.2468754962383273,0.4711087644100189,0.1209499717076706,-0.02921232581138611,-1.1259255245306568
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5784218311309814,4.851148934817749,0.5522536039352417,2.5080001062957518,-0.026168227195739746,-2.343148828521997
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.5966795682907104,7.6688246058673775,0.5707736015319824,4.145647728569833,-0.025905966758728027,-3.5231768772975443
+The Hunger Games,Alma Coin,0.5310269594192505,0.0579975632837664,0.507499635219574,0.0027280961559054,-0.023527324199676514,-0.055269467127861
+Twilight,Quil Ateara V,0.5615991950035095,0.0493345792024236,0.5382692217826843,0.0347674485236213,-0.023329973220825195,-0.014567130678802304
+The Hitchhiker's Guide to the Galaxy,Constant Mown,0.5038566589355469,3.265715467731482,0.4810433089733124,3.086949363020123,-0.022813349962234497,-0.17876610471135912
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,0.5663809180259705,2.074380728007357,0.5443081259727478,2.531551998571767,-0.022072792053222656,0.45717127056440976
+Dune,Paul Atreides/DE,0.5657684206962585,0.7007342296556064,0.5447960495948792,1.2082093457498633,-0.020972371101379395,0.5074751160942569
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,0.5672872066497803,4.087518235317492,0.546647310256958,4.474187102026901,-0.020639896392822266,0.38666886670940936
+Dune,Shando Vernius,0.5465232133865356,0.7520822598278919,0.5261800289154053,0.8021177618208027,-0.02034318447113037,0.05003550199291085
+Dune,Helena Atreides,0.55311119556427,0.3863628588487818,0.5335257053375244,0.2456276973392827,-0.019585490226745605,-0.1407351615094991
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4678911566734314,0.9307606330728296,0.4485040605068207,5.86522394679092,-0.019387096166610718,4.93446331371809
+Dune,Duncan Idaho,0.4661685228347778,7.297284294208589e-05,0.4469107091426849,0.000229876418894,-0.019257813692092896,0.0001569035759519141
+Twilight,Marcus,0.5242221355438232,0.0003123954626464,0.5059548616409302,0.0002575812630279,-0.018267273902893066,-5.481419961849999e-05
+Harry Potter,Cormac McLaggen,0.5474498867988586,0.0013196453172605,0.5296474099159241,0.0006933806875067,-0.01780247688293457,-0.0006262646297538
+The Lord of the Rings,Thráin II,0.5807884335517883,0.0296818214378983,0.5639391541481018,0.0503974339656662,-0.016849279403686523,0.020715612527767897
+The Lord of the Rings,Maedhros,0.5822654962539673,0.0118733455624457,0.5654446482658386,0.0303042822961876,-0.016820847988128662,0.018430936733741903
+The Hitchhiker's Guide to the Galaxy,God,0.538847804069519,2.2596122948759985,0.5220323801040649,1.4293852203350672,-0.0168154239654541,-0.8302270745409313
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4801921248435974,1.9751599362663192,0.4648252129554748,4.165068703849383,-0.015366911888122614,2.1899087675830637
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.5397637486457825,3.052210660958916,0.5244671106338501,6.27272596489698,-0.015296638011932373,3.2205153039380643
+Dune,Moneo Atreides/DE,0.5515987873077393,0.0104308655287198,0.5363215208053589,0.0014551728037286,-0.015277266502380371,-0.0089756927249912
+The Lord of the Rings,Celebrimbor,0.516136646270752,1.3411937602809202e-06,0.5013521313667297,5.955852752708689e-11,-0.014784514904022217,-1.341134201753393e-06
+Dune,Glossu Rabban,0.5129092931747437,1.0069395582773502,0.4982693493366241,0.8636006270233796,-0.014639943838119562,-0.14333893125397057
+Twilight,Huilen,0.5121077299118042,0.0233117597090182,0.4981113970279693,0.0021069506874706,-0.013996332883834894,-0.0212048090215476
+Dune,Leto Atreides II/DE,0.5844083428382874,0.284630413637672,0.5705158710479736,0.1796110815432925,-0.01389247179031372,-0.1050193320943795
+The Hunger Games,Hilarius Heavensbee,0.5345776081085205,2.11777440643859,0.5213660597801208,2.95474443474159,-0.013211548328399658,0.8369700283029999
+Dune,Gaius Helen Mohiam/XD,0.5598617196083069,0.1128613579111807,0.5468011498451233,0.2086348046930257,-0.013060569763183594,0.095773446781845
+Dune,Ghanima Atreides,0.5155541300773621,0.2499762320736255,0.5028332471847534,0.453167202126176,-0.012720882892608643,0.20319097005255052
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+The Hunger Games,Dill,0.510287880897522,0.1673106770659258,0.5264093279838562,0.3645071642658643,0.01612144708633423,0.1971964871999385
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+Dune,Anirul Corrino,0.5521725416183472,1.7887946758179385,0.5885332226753235,2.588326357345893,0.03636068105697632,0.7995316815279543
+Dune,Feyd-Rautha Harkonnen/XD,0.5184348821640015,0.4453832166565645,0.5551453828811646,0.7768125638908089,0.036710500717163086,0.3314293472342444
+The Hunger Games,Coral,0.4890300333499908,0.0080261692520166,0.5262603163719177,0.0648888114158943,0.037230283021926935,0.056862642163877694
+Dune,Rhombur Vernius,0.5298475623130798,0.4492802922201242,0.5671092867851257,0.2153144695845419,0.0372617244720459,-0.23396582263558233
+The Hitchhiker's Guide to the Galaxy,Hactar,0.5371614098548889,1.459193337851069,0.574628472328186,1.092209836230405,0.03746706247329712,-0.3669835016206642
+The Hunger Games,Festus Creed,0.4831237196922302,0.2742316573049203,0.5206208825111389,0.3036459530122752,0.03749716281890869,0.02941429570735493
+Twilight,Mary,0.4660108685493469,0.3373203105847336,0.5035999417304993,0.5700600729471494,0.037589073181152344,0.23273976236241584
+The Hitchhiker's Guide to the Galaxy,Barman,0.511643648147583,1.608056616499328,0.5494937896728516,1.9716792377981351,0.037850141525268555,0.3636226212988072
+The Lord of the Rings,Arwen,0.493246465921402,0.0876554934573564,0.531183660030365,0.2635930426979998,0.03793719410896301,0.17593754924064342
+Dune,Tio Holtzman,0.5365378260612488,0.4520475765011633,0.5751590132713318,0.2024374726113764,0.03862118721008301,-0.24961010388978688
+Dune,Margot Fenring/XD,0.526268720626831,0.015454007643459,0.5649811625480652,0.1204628117578836,0.03871244192123413,0.1050088041144246
+Harry Potter,Myrtle Warren,0.508208155632019,1.076582645255686e-05,0.5474299788475037,2.642506336340502e-06,0.03922182321548462,-8.123320116216358e-06
+Dune,Stilgar,0.4978335201740265,1.050191588802027,0.5372103452682495,0.4579809007162451,0.03937682509422302,-0.5922106880857819
+The Lord of the Rings,Samwise Gamgee,0.5425846576690674,3.937179946292413e-10,0.5823348760604858,0.0002485532633412,0.03975021839141846,0.0002485528696232054
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.4907255470752716,1.351894932353983,0.5306002497673035,1.626699947685858,0.03987470269203186,0.27480501533187485
+Twilight,Senna,0.5020114183425903,1.1654473847385365,0.5421069860458374,3.339938662868396,0.04009556770324707,2.1744912781298593
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,0.4902479350566864,1.2326925936283584,0.5304598212242126,2.1115138981949566,0.040211886167526245,0.8788213045665982
+Twilight,Irina,0.4536858797073364,0.0013092396599973,0.4939875900745392,0.0013506494225449,0.04030171036720276,4.14097625476e-05
+Dune,Marcus Claire Luyseyal,0.4626936614513397,1.0868284645373023,0.5031079053878784,1.939214834068864,0.040414243936538696,0.8523863695315617
+The Hitchhiker's Guide to the Galaxy,Prak,0.4743108451366424,0.8805545389287109,0.5147708058357239,0.2908535552733367,0.040459960699081476,-0.5897009836553743
+Twilight,Harry Clearwater,0.534866988658905,0.1401510615761508,0.5757616758346558,1.7593148768518931,0.04089468717575073,1.6191638152757424
+The Lord of the Rings,Gríma,0.5414962768554688,0.0014040690327283,0.5831183195114136,0.0226204631359317,0.041622042655944824,0.0212163941032034
+The Hunger Games,Reaper Ash,0.4778136610984802,0.0003236972647869,0.5199940204620361,0.0091448316415742,0.04218035936355591,0.0088211343767873
+Dune,Mohandas Suk,0.4978834688663482,1.0267002706159707,0.540614664554596,1.529749728452501,0.042731195688247736,0.5030494578365303
+Dune,Alef Burzmali,0.5303556323051453,0.8859958499328504,0.5734409093856812,2.9636699586674617,0.04308527708053589,2.0776741087346116
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.5289682745933533,6.720129576328287,0.5723767876625061,4.958258342843732,0.04340851306915283,-1.7618712334845554
+Dune,Abulurd Harkonnen,0.5195108652114868,1.1375128614763077,0.563437819480896,0.8915872034693118,0.04392695426940918,-0.24592565800699595
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,0.4951694905757904,1.255892682117142,0.5399518013000488,1.751950865087436,0.04478231072425842,0.49605818297029414
+Dune,Victor Atreides,0.5181224346160889,0.5430793792140399,0.5632820129394531,1.9181918906205708,0.04515957832336426,1.375112511406531
+Dune,Feyd-Rautha Harkonnen,0.5048120021820068,0.0491797741805462,0.5505842566490173,0.2825709889059585,0.0457722544670105,0.2333912147254123
+The Hitchhiker's Guide to the Galaxy,Russell,0.4608912467956543,0.9779045702858556,0.5067327618598938,1.3193558646808417,0.0458415150642395,0.341451294394986
+Twilight,Leah Clearwater,0.5080369710922241,8.0013803633786e-08,0.5539224147796631,0.0024517969115172,0.045885443687438965,0.002451716897713566
+Dune,Alma Mavis Taraza,0.5149604678153992,0.8999436439874243,0.5610169768333435,0.9030535975180288,0.046056509017944336,0.0031099535306045034
+Dune,Gaius Helen Mohiam,0.526899516582489,0.2654334195320227,0.5729935765266418,1.7485603659038411,0.04609405994415283,1.4831269463718184
+Twilight,Laurent,0.4753958880901336,0.0014116932360878,0.5218551158905029,0.0066333819862924,0.04645922780036932,0.0052216887502046
+Twilight,Jessica Stanley,0.5203374624252319,2.209583549370973e-06,0.5668190717697144,0.0473474140753404,0.04648160934448242,0.047345204491791026
+The Hunger Games,Mizzen,0.4994212985038757,0.0027858218807353,0.5460163354873657,0.0096939378827912,0.046595036983490046,0.0069081160020558995
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.4816323816776275,4.000186235659046,0.5285906791687012,6.886287217357911,0.046958297491073664,2.8861009816988643
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.5014403462409973,1.5210810540607456,0.5499670505523682,2.281380024832352,0.04852670431137085,0.7602989707716066
+The Lord of the Rings,Ungoliant,0.524909496307373,0.2464164812303801,0.5736237168312073,0.7277688611379045,0.04871422052383423,0.48135237990752444
+The Hunger Games,Livia Cardew,0.4969425797462463,0.601184000557319,0.5460469126701355,1.993355810689457,0.049104332923889216,1.392171810132138
+The Hitchhiker's Guide to the Galaxy,Caveman,0.4620581865310669,1.1378235127068754,0.511817455291748,2.426670574784131,0.04975926876068115,1.2888470620772556
+The Lord of the Rings,Khamûl,0.5351359248161316,0.4660404983610751,0.5849636793136597,1.381356707874084,0.049827754497528076,0.915316209513009
+Harry Potter,Harry Potter,0.4013104438781738,2.3430883707773023e-302,0.4515830278396606,1.8861245582152952e-90,0.050272583961486816,1.8861245582152952e-90
+The Lord of the Rings,Balin,0.5153865814208984,0.0037171150859989,0.5659844875335693,0.0089930416383406,0.0505979061126709,0.0052759265523416995
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,0.4621201157569885,1.6535225458766083,0.5127925276756287,4.510724437648572,0.05067241191864014,2.8572018917719637
+Twilight,Vasilii,0.4868839085102081,0.9821019779920626,0.5375935435295105,1.6325823342779708,0.050709635019302424,0.6504803562859083
+Dune,Kwisatz Haderach,0.527566134929657,0.3652673873188247,0.5783027410507202,0.6787766995793216,0.05073660612106323,0.31350931226049694
+Dune,Tyekanik,0.5200982689857483,0.8706128152474562,0.5710911154747009,1.0321123382009028,0.05099284648895264,0.1614995229534466
+The Lord of the Rings,Thranduil,0.515102207660675,3.7983051277183866e-11,0.5661547780036926,0.0140890316963217,0.05105257034301758,0.01408903165833865
+The Hitchhiker's Guide to the Galaxy,Number Two,0.5003491044044495,1.2324191217297131,0.5516855120658875,1.8112055895966903,0.05133640766143799,0.5787864678669772
+Harry Potter,Dean Thomas,0.4910069108009338,1.964056739711877e-21,0.5423886179924011,6.595244790795994e-09,0.05138170719146734,6.595244790794031e-09
+The Lord of the Rings,Smaug,0.5015507340431213,5.0048383037670566e-12,0.5529960989952087,5.611996296469298e-07,0.0514453649520874,5.61194624808626e-07
+Twilight,Tanya,0.4598340392112732,3.2839210098507054e-15,0.511573314666748,9.316443602184018e-07,0.051739275455474854,9.316443569344808e-07
+Twilight,Kate,0.4700287282466888,0.011458645602367,0.522560179233551,0.0005613060321858,0.05253145098686224,-0.0108973395701812
+Twilight,Carmen,0.4769243597984314,0.0020450478101498,0.529487669467926,0.0667213460788601,0.05256330966949463,0.0646762982687103
+Dune,Tertius Eileen Anteac,0.4842688739299774,1.6092160416916077,0.5371854901313782,0.9017624269997888,0.05291661620140076,-0.7074536146918189
+Twilight,Garrett,0.4718561172485351,0.000427357599277,0.5253652334213257,0.0422177982688839,0.05350911617279058,0.0417904406696069
+Harry Potter,Vincent Crabbe,0.4622730612754822,1.1250639826776048e-08,0.5160602331161499,0.0004350931133402,0.053787171840667725,0.00043508186270037325
+The Hunger Games,Lucretius Flickerman,0.4888031184673309,0.3311301477382859,0.5430733561515808,0.4712395986169309,0.05427023768424993,0.14010945087864496
+Dune,Harah,0.4883544445037842,0.0001861030552235,0.5431880950927734,0.117351796543035,0.05483365058898926,0.1171656934878115
+Twilight,Felix,0.488877922296524,1.5009940594018296e-05,0.5447016954421997,0.0014592390895059,0.055823773145675715,0.0014442291489118817
+Dune,Kailea Vernius,0.5170943737030029,0.3752516692902247,0.5739883184432983,0.7558099218848111,0.05689394474029541,0.3805582525945864
+Twilight,Sasha,0.4636020064353943,0.434826142440545,0.5213740468025208,0.3945277143916048,0.057772040367126465,-0.04029842804894024
+The Lord of the Rings,Gimli,0.4835466742515564,1.7847412999035477e-06,0.5416079163551331,0.0246381498587795,0.05806124210357666,0.024636365117479596
+Harry Potter,Padma Patil,0.4872567057609558,6.378623810573792e-06,0.5460124611854553,0.0552383572989323,0.05875575542449951,0.05523197867512172
+The Lord of the Rings,Bard,0.5035655498504639,0.0116677526904767,0.5629619359970093,0.0031130032542259,0.05939638614654541,-0.0085547494362508
+Twilight,Kebi,0.4648018479347229,0.0602315246081563,0.5248673558235168,0.5233448042994691,0.060065507888793945,0.4631132796913128
+The Hunger Games,Palmyra Monty,0.4658852517604828,1.4012232545944838,0.5263291597366333,2.776145655403921,0.06044390797615051,1.3749224008094372
+The Lord of the Rings,Faramir,0.4902814328670501,1.67007031583667e-22,0.5523663759231567,4.15414819828084e-05,0.06208494305610662,4.15414819828084e-05
+Twilight,Alec,0.4573462605476379,3.3593638855767326e-08,0.5198443531990051,0.0005200181715442,0.06249809265136724,0.0005199845779053443
+Dune,Dama,0.4485619664192199,0.4845491510995697,0.5121527910232544,0.7110396160190182,0.06359082460403448,0.22649046491944852
+Twilight,James,0.4569451510906219,1.873352245885299e-12,0.5209974050521851,5.469161351854039e-06,0.06405225396156317,5.469159478501793e-06
+The Lord of the Rings,Legolas,0.5186892151832581,4.7944220802678974e-24,0.583724319934845,2.8502492893339547e-09,0.06503510475158691,2.8502492893339497e-09
+Dune,Gurney Halleck,0.4746912121772766,0.0132546012270145,0.5403727293014526,0.0163296967836743,0.06568151712417603,0.0030750955566597998
+Harry Potter,Katie Bell,0.5012985467910767,0.0004962681969855,0.5672582387924194,4.619072452139013e-05,0.06595969200134277,-0.00045007747246410983
+The Lord of the Rings,Halbarad,0.4990382194519043,0.1382394741821053,0.5650730133056641,1.5125902145942676,0.06603479385375977,1.3743507404121622
+The Lord of the Rings,Gandalf,0.4894548654556274,3.482748800879476e-39,0.5559438467025757,8.537526913583036e-14,0.0664889812469483,8.537526913583036e-14
+Twilight,Victoria,0.4500223100185394,2.4296132185068976e-12,0.5165584683418274,4.3097260621781655e-09,0.06653615832328802,4.3072964489596586e-09
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.5236223936080933,1.0433548950697888,0.5911267399787903,2.4572819478109995,0.06750434637069702,1.4139270527412107
+The Lord of the Rings,Gollum,0.4790458977222442,2.474754774110922e-28,0.5469645857810974,4.741465540436228e-07,0.0679186880588532,4.741465540436228e-07
+The Hunger Games,Katniss Everdeen,0.4919271767139435,3.5075124594518224e-74,0.5602644085884094,3.947301730599182e-27,0.06833723187446594,3.947301730599182e-27
+Twilight,Aro,0.4543935358524322,9.889850379521285e-13,0.5243455767631531,8.342864762593227e-07,0.06995204091072088,8.342854872742847e-07
+Harry Potter,Hermione Granger,0.3828257620334625,0.0,0.452903002500534,1.365026639534582e-49,0.07007724046707148,1.365026639534582e-49
+The Lord of the Rings,Boromir,0.487245500087738,0.0267726651457569,0.5577863454818726,0.0760962279419869,0.07054084539413458,0.04932356279622999
+The Lord of the Rings,Bilbo Baggins,0.4778127372264862,5.997080118325448e-93,0.5490546822547913,5.605650315565308e-07,0.07124194502830505,5.605650315565308e-07
+Dune,Lichna,0.5000667572021484,0.8253871268352208,0.5714812278747559,2.2966022270097417,0.07141447067260742,1.471215100174521
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.450519859790802,1.0020379796927297,0.5223364233970642,1.4941446530390217,0.07181656360626221,0.492106673346292
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.5384833216667175,2.4184494776517766,0.6105626225471497,7.005432719867193,0.07207930088043213,4.586983242215417
+Twilight,Amun,0.4475617110729217,0.0002119297826385,0.5199306011199951,0.0018816264449106,0.07236889004707342,0.0016696966622721
+The Lord of the Rings,Shelob,0.5028041005134583,1.2144310358752952e-12,0.5753321647644043,0.2937028728612532,0.07252806425094604,0.29370287286003877
+Dune,Leto Atreides I,0.4105958044528961,0.0206977719287023,0.4836027324199676,0.50074308350192,0.07300692796707148,0.48004531157321767
+Twilight,Tia,0.4475622475147247,0.0001213449980344,0.5206810235977173,0.1201431568196889,0.07311877608299261,0.1200218118216545
+The Lord of the Rings,Treebeard,0.4938358664512634,0.0103694590954731,0.5689936876296997,0.3546676867674176,0.07515782117843628,0.3442982276719445
+The Lord of the Rings,Frodo Baggins,0.4864082634449005,2.1745984994112282e-17,0.5676297545433044,1.848452970455668e-08,0.08122149109840393,1.8484529682810694e-08
+The Lord of the Rings,Celeborn,0.4809964895248413,3.0929334752995546e-11,0.5626426339149475,0.00886908460637,0.0816461443901062,0.008869084575440665
+Twilight,Embry Call,0.4495475590229034,1.2256301981221556e-05,0.5312647819519043,0.1356989120483769,0.08171722292900091,0.13568665574639566
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,0.4566085934638977,0.9668784992035736,0.5390203595161438,2.0755742165154047,0.0824117660522461,1.1086957173118313
+The Hunger Games,Haymitch Abernathy,0.4491443932056427,1.2683325876099306e-41,0.5349822640419006,2.641567310653902e-21,0.08583787083625793,2.641567310653902e-21
+The Lord of the Rings,Saruman,0.4671428799629211,5.896204108889357e-98,0.5533922910690308,1.1844731084685679e-11,0.08624941110610967,1.1844731084685679e-11
+The Lord of the Rings,Sauron,0.4822040498256683,1.5777603004678571e-62,0.5719515085220337,1.2221334063712123e-19,0.08974745869636541,1.2221334063712123e-19
+Dune,Lady Jessica,0.4113405346870422,0.0023579364569927,0.5031242370605469,0.5388505817298004,0.0917837023735047,0.5364926452728077
+Dune,Thufir Hawat,0.4564379751682281,0.0023243158719375,0.5546550154685974,0.0420107217075216,0.09821704030036932,0.039686405835584096
+Dune,Liet-Kynes,0.4854009747505188,0.1085691714704211,0.5855634212493896,0.9576363986833852,0.10016244649887085,0.8490672272129641
+Dune,Jamis,0.4380188286304474,4.0357943122665017e-08,0.5405598878860474,0.0628581234073116,0.10254105925559998,0.06285808304936848
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.4509778022766113,0.9562000321919004,0.5595822334289551,2.624409782313436,0.1086044311523438,1.6682097501215354
+Harry Potter,Rita Skeeter,0.4429920613765716,2.1620884269442426e-18,0.5543853044509888,5.9324980022154e-07,0.11139324307441717,5.932498002193779e-07
diff --git a/ressources/data/differences/sorted_by_F1_to_wF1_1.csv b/ressources/data/differences/sorted_by_F1_to_wF1_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3d8df05b2e9f05b7132890a5244a6272ad6464ce
--- /dev/null
+++ b/ressources/data/differences/sorted_by_F1_to_wF1_1.csv
@@ -0,0 +1,536 @@
+Book,Character,F1,h,wF1,wh,F1_to_wF1,h_to_wh
+Dune,Mapes,0.5658795833587646,2.603150423673337,0.4996850490570068,1.064957338620982,-0.06619453430175787,-1.538193085052355
+Twilight,Randall,0.5588515996932983,2.7259583561129213,0.4960275292396545,1.528193619218046,-0.06282407045364385,-1.1977647368948752
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.5789341330528259,12.57860144805758,0.5230759978294373,1.7648128105677472,-0.05585813522338867,-10.813788637489832
+Twilight,Demetri,0.5776082873344421,0.1700134542244419,0.5248556137084961,0.037612320950013,-0.052752673625946045,-0.13240113327442887
+Harry Potter,Hokey,0.5747448801994324,1.2034768710846475,0.522321343421936,0.3279443807899949,-0.05242353677749634,-0.8755324902946526
+Twilight,Kebi,0.5515124201774597,0.244770392047594,0.500100314617157,0.9591320888827836,-0.051412105560302734,0.7143616968351896
+Twilight,Senna,0.5466602444648743,2.8926459709110066,0.4956415593624115,2.6870294046269247,-0.05101868510246277,-0.20561656628408187
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.525601863861084,3.247082054416021,0.4835291504859924,0.7793252653549386,-0.04207271337509161,-2.4677567890610823
+The Lord of the Rings,Shadowfax,0.609817624092102,2.95892640900092,0.568327784538269,3.212272673105406,-0.04148983955383301,0.2533462641044859
+Harry Potter,Cedric Diggory,0.5501776337623596,5.962338456618424e-08,0.5106084942817688,1.3812190959553813e-06,-0.03956913948059082,1.321595711389197e-06
+Twilight,Jessica Stanley,0.5665134787559509,0.0648395004170025,0.5274032354354858,0.0203275274544128,-0.03911024332046509,-0.0445119729625897
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,0.4987954497337341,1.0622800562416557,0.4609816074371338,1.292789493652111,-0.037813842296600286,0.23050943741045526
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,0.5318716168403625,0.1556366894415406,0.4954772591590881,0.8089813343550757,-0.03639435768127447,0.653344644913535
+Harry Potter,Irma Pince,0.5630108118057251,0.0010266028070839,0.5275701284408569,0.0015939431197377,-0.035440683364868164,0.0005673403126537999
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.5062471032142639,1.6260879513653077,0.4709177613258362,1.052475936745654,-0.035329341888427734,-0.5736120146196537
+Harry Potter,Elphias Doge,0.5626846551895142,0.0511789764097493,0.5279828906059265,0.0113727840712714,-0.034701764583587646,-0.039806192338477896
+Dune,Aramsham,0.5087750554084778,0.9118219603385792,0.4741894006729126,0.5371763085832953,-0.034585654735565186,-0.37464565175528386
+Twilight,Tia,0.5312673449516296,0.011323365791301,0.4967882633209228,0.2826571574840016,-0.03447908163070684,0.2713337916927006
+Twilight,Kachiri,0.5634227395057678,5.332777119293244,0.5295971035957336,2.185767318144627,-0.03382563591003418,-3.147009801148617
+Twilight,Bella Swan,0.4589333832263946,4.419563693023866e-28,0.426505982875824,1.7466877775197795e-19,-0.03242740035057062,1.746687773100216e-19
+The Hitchhiker's Guide to the Galaxy,God,0.5263827443122864,5.661974213264242,0.4943718612194061,3.9109290601976734,-0.032010883092880305,-1.7510451530665683
+Harry Potter,Nagini,0.5174725651741028,6.92948278656219e-05,0.4860894680023193,3.2056250427946846e-08,-0.0313830971717835,-6.926277161519396e-05
+The Lord of the Rings,Sauron,0.5764209032058716,5.91416920796429e-11,0.5452271699905396,1.6357258609561865e-11,-0.03119373321533203,-4.278443347008103e-11
+Dune,Duncan Idaho/DE,0.5505078434944153,4.2641926248416326e-21,0.5195954442024231,1.6174958679417034e-14,-0.030912399291992188,1.617495441522441e-14
+Dune,Abulurd Harkonnen,0.5524423122406006,2.288868626923212,0.5216924548149109,0.6257414540314141,-0.030749857425689697,-1.6631271728917978
+The Hunger Games,Effie Trinket,0.5645862221717834,0.0002452159777268,0.5342065095901489,2.960718874314781e-05,-0.03037971258163452,-0.00021560878898365217
+Dune,Glossu Rabban,0.5391458868980408,0.8072538752724995,0.5096572637557983,1.487789837834364,-0.02948862314224243,0.6805359625618644
+The Lord of the Rings,Thrór,0.5758258104324341,0.1427182593064609,0.5465530157089233,0.2991310314576205,-0.029272794723510742,0.1564127721511596
+Twilight,Jasper Hale,0.492315798997879,6.007803659672566e-07,0.4633741378784179,1.2528411318369577e-13,-0.02894166111946106,-6.007802406831434e-07
+Dune,Iakin Nefud,0.5456339120864868,1.2145655852594326,0.5171811580657959,1.502250195797728,-0.028452754020690918,0.2876846105382953
+Dune,Gaius Helen Mohiam,0.5574875473976135,1.862694649377201,0.5293950438499451,1.646367365237429,-0.028092503547668457,-0.21632728413977187
+Twilight,Laurent,0.530215322971344,0.1008915045517499,0.5034322738647461,0.004878058506077,-0.0267830491065979,-0.0960134460456729
+Harry Potter,Dennis Creevey,0.5475461483001709,0.2147092379999678,0.5208812355995178,0.2106307524792864,-0.026664912700653076,-0.0040784855206814075
+Harry Potter,Fawkes,0.5704735517501831,0.0208618653349393,0.5443465709686279,0.0218268206460384,-0.026126980781555176,0.0009649553110991013
+Twilight,Kate,0.5371614098548889,0.0006791595186894,0.5122808814048767,0.0127991104767745,-0.024880528450012207,0.012119950958085102
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.5658048391342163,8.435138049740814,0.5410387516021729,6.512598960253347,-0.024766087532043457,-1.9225390894874677
+Harry Potter,Reginald Cattermole,0.5237366557121277,1.2837745338474422,0.4993340075016022,0.6500254684847143,-0.024402648210525513,-0.6337490653627279
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.5379136204719543,5.300337987980968,0.5136027932167053,2.479338889240404,-0.024310827255249023,-2.820999098740564
+Harry Potter,Gilderoy Lockhart,0.5417443513870239,1.4067108499390802e-16,0.5178285241127014,9.381079869767565e-14,-0.02391582727432251,9.367012761268175e-14
+Harry Potter,Emeric the Evil,0.5510760545730591,1.3528009050659322,0.527782678604126,5.367036443218868,-0.023293375968933105,4.014235538152937
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5454039573669434,1.8243136920421408,0.5222746133804321,1.5498286063925777,-0.02312934398651123,-0.2744850856495631
+Twilight,Marcus,0.5298269987106323,0.00880775649077,0.5068717002868652,0.006230294647273,-0.02295529842376709,-0.0025774618434969993
+Dune,Ghanima Atreides/DE,0.5460537672042847,0.0213209187600193,0.5231356024742126,0.0218287998960441,-0.02291816473007202,0.0005078811360248008
+Dune,Kwisatz Haderach,0.5711029767990112,0.9888903005529062,0.5482078194618225,0.3951715268638356,-0.02289515733718872,-0.5937187736890706
+Harry Potter,Kingsley Shacklebolt,0.5495610237121582,0.0004942961855389,0.5267613530158997,0.0062362204179335,-0.022799670696258545,0.0057419242323946
+Twilight,Irina,0.5298442840576172,0.0029681970301054,0.5071415305137634,0.0269133983431364,-0.02270275354385376,0.023945201313031
+Harry Potter,Pansy Parkinson,0.5364487767219543,1.6987422151944145e-06,0.5138946771621704,0.0003115717640727,-0.022554099559783936,0.00030987302185750556
+Harry Potter,Crookshanks,0.5896149277687073,0.1033351758401786,0.5674389004707336,0.0170902126986823,-0.022176027297973633,-0.0862449631414963
+Twilight,Mike Newton,0.5331747531890869,0.2755209940132483,0.5110588073730469,0.21346880596453,-0.02211594581604004,-0.062052188048718315
+The Lord of the Rings,Gríma,0.5811100006103516,0.0634458000697368,0.5591428279876709,0.0055884507722527,-0.021967172622680664,-0.057857349297484095
+Dune,Thufir Hawat/DE,0.5171127319335938,0.0001147910433744,0.4953840970993042,4.805865344336233e-05,-0.02172863483428955,-6.673238993103766e-05
+Twilight,Carmen,0.5398139953613281,0.1822000785022918,0.5180933475494385,0.2230757360589205,-0.02172064781188965,0.0408756575566287
+Twilight,Nahuel,0.5329504013061523,0.0168990995478412,0.5113327503204346,0.0048311748935991,-0.021617650985717773,-0.0120679246542421
+Dune,Farok,0.5343023538589478,1.8493466719054965,0.5131552219390869,1.0073254815340729,-0.02114713191986084,-0.8420211903714236
+The Lord of the Rings,Melian,0.5794527530670166,3.307422900641166,0.5590015053749084,3.073584179482273,-0.020451247692108154,-0.23383872115889304
+Dune,Jamis,0.5582770705223083,0.5487325101378681,0.5381486415863037,1.032355731511433,-0.02012842893600464,0.48362322137356484
+Twilight,Ephraim Black,0.5627270340919495,2.143965642629478,0.5427232384681702,1.2444704796957806,-0.020003795623779297,-0.8994951629336976
+Twilight,Harry Clearwater,0.5594446659088135,2.133456144455012,0.5399731993675232,2.0329129142009426,-0.019471466541290283,-0.10054323025406964
+Dune,Norma Cenva,0.5213820338249207,1.6358207488462009,0.5019789338111877,1.207627622996396,-0.01940310001373291,-0.42819312584980485
+Harry Potter,Aragog,0.5675592422485352,0.0621554027726375,0.5482261776924133,0.3013141396150597,-0.019333064556121826,0.2391587368424222
+Harry Potter,Eloise Midgen,0.5545334219932556,3.917565908075599,0.5354101061820984,0.5764592562518426,-0.019123315811157227,-3.341106651823756
+Twilight,Huilen,0.5263767838478088,0.0561397280132425,0.5073695182800293,0.18591047222491,-0.01900726556777954,0.1297707442116675
+Harry Potter,Neville Longbottom,0.4819470345973968,1.3092586542114672e-11,0.4630094468593597,9.987871242375334e-24,-0.01893758773803711,-1.3092586542104684e-11
+Harry Potter,William Weasley,0.4589860439300537,9.835337236167972e-10,0.4402841329574585,7.782682347960048e-09,-0.018701910972595215,6.799148624343251e-09
+Harry Potter,Corban Yaxley,0.5639587044715881,0.0005139367136,0.5453345775604248,0.0006483742801434,-0.01862412691116333,0.00013443756654339992
+Harry Potter,Porpentina Goldstein,0.5134313702583313,9.248317441994686e-06,0.4948583245277405,1.622464090291641e-07,-0.01857304573059082,-9.086071032965523e-06
+Dune,Piter De Vries,0.5435839891433716,2.353764161712112,0.5251157879829407,2.1502517046525558,-0.018468201160430908,-0.20351245705955634
+The Lord of the Rings,Legolas,0.5817660093307495,9.36161988434402e-06,0.5635741949081421,2.2570975239926706e-07,-0.018191814422607422,-9.135910131944754e-06
+The Lord of the Rings,Halbarad,0.5582286715507507,3.670575046338486,0.5401188135147095,1.292843392635992,-0.01810985803604126,-2.3777316537024937
+Harry Potter,Horace Slughorn,0.5151201486587524,3.3880238751223555e-10,0.4972471594810486,1.2171731625895726e-11,-0.017872989177703857,-3.266306558863398e-10
+Dune,Wellington Yueh/DE,0.5500670671463013,0.040413595956706,0.5323172807693481,0.134593772171039,-0.017749786376953125,0.09418017621433299
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.500385046005249,3.881556195734246,0.4827165305614471,4.301598800528192,-0.017668515443801935,0.4200426047939465
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,0.5054993033409119,1.103178434314816,0.4878826439380646,0.7164372362243827,-0.01761665940284729,-0.3867411980904334
+Harry Potter,Louis Weasley,0.4864599108695984,0.7138917174084937,0.4690457582473755,0.7304746181339034,-0.0174141526222229,0.01658290072540969
+Twilight,Jane,0.5533869862556458,0.0001291120590717,0.5360067486763,0.0002053244725436,-0.017380237579345703,7.621241347190001e-05
+Harry Potter,Justin Finch-Fletchley,0.5576454401016235,0.0674820240974602,0.5402739644050598,0.0104796538912058,-0.01737147569656372,-0.05700237020625439
+Harry Potter,Lee Jordan,0.5498971343040466,1.8003785736130918e-06,0.5326805114746094,0.0002322872269777,-0.017216622829437256,0.0002304868484040869
+Harry Potter,Zacharias Smith,0.538929283618927,0.0460952826690254,0.5217380523681641,0.0928159273146208,-0.01719123125076294,0.046720644645595395
+Dune,Alia Atreides/DE,0.5522106885910034,0.0047711652207803,0.5350264310836792,0.0013991870547281,-0.01718425750732422,-0.0033719781660522
+Twilight,Charlotte,0.5166462659835815,0.781418471182575,0.4995029270648956,0.3446262718630764,-0.01714333891868597,-0.4367921993194986
+Harry Potter,Marcus Flint,0.5566878914833069,0.028752439961508,0.5396279692649841,0.4425258215826614,-0.017059922218322754,0.4137733816211534
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.5494129061698914,7.828522879128113,0.5323628783226013,6.773885850042504,-0.01705002784729004,-1.054637029085609
+Dune,Wensicia Corrino,0.555548369884491,1.1282520241773488,0.5385229587554932,1.13655268167139,-0.017025411128997803,0.008300657494041186
+Dune,Paulus Atreides,0.5612874627113342,0.5633613324215493,0.54449462890625,0.5336128522320133,-0.01679283380508423,-0.02974848018953602
+The Lord of the Rings,Ancalagon,0.6005372405052185,3.2840676837191274,0.5838321447372437,1.2807182581958425,-0.016705095767974854,-2.003349425523285
+Harry Potter,Michael Corner,0.552334725856781,0.1687519261156403,0.5356698632240295,0.0224154771947869,-0.016664862632751465,-0.1463364489208534
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,0.4799016416072845,0.7556885728675194,0.4634330570697784,0.7523160031759665,-0.016468584537506104,-0.0033725696915529735
+Twilight,Felix,0.5607106685638428,0.0179366257878921,0.5442619919776917,0.0219122688524262,-0.016448676586151123,0.003975643064534101
+Dune,Thufir Hawat/XD,0.5730161666870117,0.0772626953115746,0.5566498041152954,0.0180396159523106,-0.01636636257171631,-0.059223079359264005
+Twilight,Charlie Swan,0.5254391431808472,1.1934923241368973e-11,0.5090958476066589,2.75662959024152e-09,-0.016343295574188232,2.7446946670001512e-09
+Dune,Siona Atreides,0.5699283480644226,1.1794189741629943,0.5539284348487854,0.5264898525734703,-0.015999913215637207,-0.6529291215895241
+Dune,Vorian Atreides,0.5189249515533447,1.1243278342531508e-11,0.5030860900878906,8.804018211027359e-12,-0.0158388614654541,-2.439260131504149e-12
+Dune,Thufir Hawat,0.557856023311615,0.0943329103386342,0.5422404408454895,0.1124187826945212,-0.015615582466125488,0.018085872355887003
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+Twilight,Tanya,0.5273171663284302,0.0068242964135377,0.5122186541557312,0.0013072797059336,-0.015098512172698975,-0.0055170167076041
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+The Hitchhiker's Guide to the Galaxy,Constant Mown,0.499842494726181,2.1629619365242494,0.4855059683322906,1.9684584996195824,-0.01433652639389038,-0.19450343690466698
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+The Lord of the Rings,Éowyn,0.5521554350852966,0.1293655174924256,0.5380213260650635,0.1680209027290762,-0.014134109020233154,0.038655385236650575
+Dune,Octa Butler,0.5269408822059631,2.987515522025846,0.5130519270896912,1.1772268718454462,-0.013888955116271973,-1.8102886501803996
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+Harry Potter,Seamus Finnigan,0.5306010842323303,0.00036435824606,0.5169129967689514,2.378544901978846e-05,-0.013688087463378906,-0.0003405727970402116
+Harry Potter,Buckbeak,0.571956217288971,1.2890360008218884,0.558632493019104,0.2016536115196801,-0.013323724269866943,-1.0873823893022083
+Dune,Glossu Rabban Harkonnen/DE,0.5335575342178345,0.2152407271983929,0.5204051733016968,0.1331949848145656,-0.013152360916137695,-0.08204574238382731
+Dune,Vladimir Harkonnen/DE,0.5544503331184387,0.0126295369209783,0.5413947701454163,0.1010323027631652,-0.013055562973022461,0.0884027658421869
+Twilight,Leah Clearwater,0.5349110960960388,0.0026888927314356,0.5218864679336548,0.0040446210432822,-0.013024628162384033,0.0013557283118465998
+Twilight,James,0.5182864665985107,0.0053870813729526,0.5053487420082092,4.466554469069594e-05,-0.012937724590301514,-0.005342415828261904
+Twilight,Quil Ateara V,0.5397222638130188,0.1200085918127161,0.5268219709396362,0.2188021606818934,-0.012900292873382568,0.0987935688691773
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+Harry Potter,Wilhelmina Grubbly-Plank,0.5589131116867065,0.5504047508112356,0.5811431407928467,1.6592923667941,0.022230029106140137,1.1088876159828644
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.4611309766769409,2.3626019202895314,0.4836393892765045,3.6042548550150553,0.0225084125995636,1.2416529347255238
+The Lord of the Rings,Smaug,0.5200979709625244,1.7712451251066602e-07,0.542619526386261,4.944384382225629e-09,0.022521555423736572,-1.7218012812844038e-07
+Dune,Tylwyth Waff/XD,0.5080717206001282,0.3968409474797653,0.5306202173233032,0.3928300081596736,0.02254849672317505,-0.0040109393200916665
+Dune,Alef Burzmali,0.5162997245788574,0.6853367647984849,0.5388713479042053,0.943789855045517,0.0225716233253479,0.2584530902470321
+Dune,Shaddam Corrino IV,0.4953395128250122,0.172399584012771,0.518018364906311,0.563532481815849,0.022678852081298828,0.39113289780307803
+Dune,Dominic Vernius,0.5195322632789612,0.527845759373703,0.5422945618629456,0.6359396060986324,0.022762298583984375,0.10809384672492939
+Dune,Kwisatz Haderach/XD,0.5335668921470642,0.0361378965727395,0.5564238429069519,0.0130610556716856,0.022856950759887695,-0.0230768409010539
+The Lord of the Rings,Faramir,0.5335369110107422,2.196711129757189e-08,0.5567378401756287,2.8856669039196348e-05,0.023200929164886475,2.8834701927898776e-05
+Harry Potter,Hedwig,0.5528015494346619,1.3236348290723768e-06,0.5762235522270203,0.1659381307088989,0.0234220027923584,0.16593680707406983
+Dune,Piter de Vries/DE,0.5194000601768494,0.3959634119992083,0.5429386496543884,0.7523480200734194,0.023538589477539062,0.3563846080742111
+Harry Potter,Salazar Slytherin,0.5497920513153076,0.061225645023432,0.5736891627311707,0.0664121999216053,0.023897111415863037,0.005186554898173296
+The Hunger Games,Lucretius Flickerman,0.5141594409942627,0.2501040595794248,0.5382243990898132,0.1860783794133212,0.024064958095550537,-0.06402568016610358
+The Lord of the Rings,Bard,0.5182429552078247,0.0021621457001736,0.5426632761955261,0.1547218337105939,0.024420320987701416,0.1525596880104203
+The Hunger Games,Treech,0.4908248484134674,0.2685506368472463,0.5155394077301025,0.207682672770323,0.024714559316635132,-0.06086796407692327
+The Hitchhiker's Guide to the Galaxy,Agda,0.4889400005340576,1.2845804230061522,0.5137884616851807,5.051950156275736,0.024848461151123047,3.767369733269584
+Dune,Gurney Halleck/XD,0.5749003291130066,0.003947025194662,0.5998854041099548,0.0038915791044542,0.024985074996948242,-5.544609020779979e-05
+Dune,Elrood Corrino IX,0.5210123062133789,1.4066134364200111,0.5460413098335266,2.592456088742047,0.025029003620147705,1.1858426523220358
+The Hunger Games,Reaper Ash,0.4779620170593261,0.0037166572521146,0.5030179619789124,0.118957654153587,0.025055944919586237,0.1152409969014724
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4817720949649811,2.1863611587165366,0.5069513916969299,5.508965424518062,0.025179296731948853,3.322604265801526
+The Hitchhiker's Guide to the Galaxy,Mella,0.471651017665863,1.428438122375747,0.4970147311687469,0.8538650908509379,0.02536371350288391,-0.5745730315248091
+Harry Potter,Igor Karkaroff,0.5404753088951111,1.3930114715393042e-05,0.5658594369888306,2.2256878363812945e-06,0.025384128093719482,-1.1704426879011748e-05
+Dune,Gaius Helen Mohiam/XD,0.5221415162086487,0.0782840551330186,0.5475896596908569,0.2298595203861384,0.025448143482208252,0.15157546525311982
+Harry Potter,Vernon Dursley,0.5057438015937805,5.016438302964028e-08,0.5312067866325378,6.536296984128919e-06,0.025462985038757324,6.486132601099279e-06
+Dune,Otheym,0.5396402478218079,1.581951840468952,0.565533459186554,1.196589792217731,0.025893211364746094,-0.385362048251221
+The Hitchhiker's Guide to the Galaxy,Random Dent,0.4641633927822113,0.9790948260609776,0.4900609850883484,2.355361022691568,0.025897592306137085,1.3762661966305902
+Dune,Margot Fenring/XD,0.5214381814002991,0.0573976079166477,0.5475935339927673,0.2202881246994731,0.02615535259246826,0.1628905167828254
+Dune,Miles Teg,0.5338758230209351,0.5553853662788213,0.5601738095283508,1.099096592885546,0.02629798650741577,0.5437112266067248
+The Lord of the Rings,Gil-galad,0.5680932998657227,0.0019113964772533,0.5944396257400513,0.0233249965493323,0.026346325874328613,0.021413600072079
+The Hunger Games,Felix Ravinstill,0.4978830218315124,1.3126049466053806,0.524251401424408,2.7069989618803443,0.026368379592895563,1.3943940152749636
+Twilight,Sasha,0.4814028441905975,0.49466531978256,0.5079740881919861,0.9649262742737336,0.026571244001388605,0.47026095449117356
+Dune,Chani Kynes/XD,0.5300175547599792,0.2624940632480937,0.5566100478172302,0.3986957932826357,0.026592493057250977,0.136201730034542
+Harry Potter,Hannah Abbott,0.5094707608222961,0.0009951666786909,0.5361484885215759,0.0069513709932772,0.026677727699279785,0.0059562043145863
+Twilight,Vasilii,0.4878039360046386,1.177484514311104,0.5145131349563599,0.7154535525507003,0.026709198951721247,-0.4620309617604036
+Dune,Abulurd Harkonnen/XD,0.5286328196525574,0.1461555783251214,0.5561712980270386,0.2427497900691261,0.0275384783744812,0.09659421174400468
+The Lord of the Rings,Treebeard,0.5466518998146057,1.3780849338300738,0.5745113492012024,1.1244812229406924,0.02785944938659668,-0.2536037108893814
+Twilight,Sue Clearwater,0.5033526420593262,0.0093077736757037,0.5312262773513794,0.1308123491629559,0.027873635292053223,0.12150457548725219
+Harry Potter,Nicholas de Mimsy-Porpington,0.4939811825752258,1.0020451783122212e-05,0.5219674110412598,8.088148671777645e-06,0.02798622846603399,-1.9323031113445663e-06
+The Hitchhiker's Guide to the Galaxy,Barman,0.4879155457019806,0.7203177013797761,0.5159683227539062,1.2035000664552176,0.02805277705192566,0.48318236507544143
+The Hitchhiker's Guide to the Galaxy,The Lord,0.4767702221870422,1.191764036608358,0.5048403143882751,1.5856247393623424,0.028070092201232966,0.39386070275398444
+Dune,Hasimir Fenring/XD,0.5090423822402954,0.0024095958081605,0.5372745990753174,0.0197848501907009,0.028232216835021973,0.0173752543825404
+Dune,Minotauros Atreides,0.5035611391067505,0.8671570303325307,0.5322391390800476,1.170607102901288,0.02867799997329712,0.30345007256875745
+Dune,Stilgar,0.5141476392745972,0.0252189956389754,0.5429798364639282,0.9279516979442336,0.028832197189331055,0.9027327023052582
+The Lord of the Rings,Morgoth,0.53725266456604,8.902471080308492e-18,0.5663423538208008,1.498850148253101e-07,0.029089689254760742,1.4988501481640762e-07
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,0.5077226758003235,1.4366898551814142,0.5368738174438477,2.07225874033409,0.02915114164352417,0.635568885152676
+Dune,Kailea Vernius,0.5280104279518127,0.3548715464064059,0.5572851300239563,0.7615478963840646,0.029274702072143555,0.4066763499776587
+Harry Potter,Fred Weasley,0.4305632412433624,5.380239781082516e-12,0.4600191712379455,8.513870796137716e-12,0.029455929994583074,3.1336310150551997e-12
+Dune,Vladimir Harkonnen/XD,0.4725960195064544,0.0093236739650149,0.5022215843200684,0.011078739114,0.029625564813613947,0.0017550651489850987
+Dune,Dama,0.4958432018756866,0.6506029249206801,0.5257421731948853,0.7785557080623421,0.029898971319198664,0.12795278314166203
+Harry Potter,Aberforth Dumbledore,0.5199927091598511,4.7387577071428475e-11,0.5499390363693237,6.159790962777714e-10,0.029946327209472656,5.685915192063429e-10
+The Hunger Games,Mizzen,0.4820497334003448,0.0033708382232349,0.5119963884353638,0.0447357894518732,0.029946655035018976,0.0413649512286383
+Dune,Daniel,0.5054863095283508,1.156260320294123,0.5355330109596252,3.150722277861901,0.030046701431274414,1.994461957567778
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,0.5099366903305054,1.643850886403297,0.5405710339546204,3.1816142765946127,0.03063434362411499,1.5377633901913157
+Harry Potter,Ernest Prang,0.5294076204299927,1.4324730684956046,0.560053825378418,3.37059206821222,0.030646204948425293,1.9381189997166155
+The Hunger Games,Palmyra Monty,0.4854088723659515,1.0346429652319125,0.5160622596740723,2.59834323367383,0.030653387308120783,1.5637002684419175
+The Hunger Games,Dill,0.4967287182807922,0.7968083927554982,0.5278428792953491,2.485262715655405,0.03111416101455694,1.6884543228999065
+Dune,Helena Atreides,0.5223349928855896,0.5269385506040045,0.5534923672676086,1.3100626785103442,0.031157374382019043,0.7831241279063397
+Dune,Glossu Rabban Harkonnen/XD,0.5044286847114563,3.070460455948732,0.5358280539512634,3.032928582811936,0.03139936923980713,-0.037531873136795735
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.5144686102867126,2.094207957017673,0.546027421951294,4.128605340021927,0.0315588116645813,2.0343973830042543
+Dune,Liet Kynes/XD,0.5198890566825867,0.0384979796916463,0.5515170097351074,0.2048986887031006,0.03162795305252075,0.16640070901145432
+Harry Potter,Galatea Merrythought,0.5108742713928223,0.8897644041633969,0.542755126953125,4.277539392633426,0.031880855560302734,3.3877749884700292
+The Lord of the Rings,Celebrimbor,0.5228293538093567,5.406107067514158e-07,0.5549890995025635,0.0012554807472471,0.03215974569320679,0.0012549401365403484
+Dune,Stilgar/XD,0.5113525390625,0.0770754488839971,0.5439133644104004,0.0541094954961076,0.03256082534790039,-0.022965953387889503
+The Lord of the Rings,Galadriel,0.5303605198860168,7.340048864021387e-05,0.5638503432273865,7.3263597196728e-08,0.03348982334136963,-7.332722504301714e-05
+Dune,Scytale,0.5036069750785828,0.461790914533974,0.5371549129486084,0.5362548753112207,0.033547937870025635,0.07446396077724676
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,0.4311544895172119,0.7357034993535283,0.4648569822311401,0.9106205941102864,0.03370249271392817,0.1749170947567581
+Harry Potter,Armando Dippet,0.5370591282844543,0.0046637098170933,0.5710315704345703,0.0133321775144196,0.03397244215011597,0.0086684676973263
+The Lord of the Rings,Saruman,0.5446438193321228,1.6455604895171072e-08,0.5790364742279053,1.015569751092595e-09,0.03439265489578247,-1.5440035144078477e-08
+Harry Potter,Ernest Macmillan,0.4952795207500458,1.6434782895073462e-05,0.5296837687492371,0.0009536290820799,0.034404247999191284,0.0009371942991848265
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,0.4651113450527191,3.1014311124889375e-08,0.5008059740066528,2.6112248955490758,0.035694628953933716,2.6112248645347647
+Harry Potter,Marlene McKinnon,0.5079734921455383,1.271044782279647,0.5446146726608276,3.679384671792475,0.03664118051528931,2.4083398895128285
+Dune,Fafnir Corrino,0.47784024477005,0.5293927539006357,0.5147947072982788,1.057409332232301,0.036954462528228815,0.5280165783316654
+Dune,Scytale/XD,0.4761505424976349,0.2093171868761611,0.5132747888565063,0.3960213198969362,0.03712424635887146,0.18670413302077507
+Twilight,Rachel Black,0.4747436642646789,0.4269007168682477,0.5118807554244995,0.5438843928779266,0.03713709115982061,0.11698367600967885
+Dune,Lucilla,0.5170367956161499,1.0097791824721207,0.5555893778800964,2.019183275173184,0.03855258226394653,1.0094040927010635
+Harry Potter,Petunia Dursley,0.509734034538269,4.115191044364605e-08,0.5488658547401428,2.227847527575818e-09,0.03913182020187378,-3.892406291607023e-08
+Harry Potter,Nicolas Flamel,0.5249547362327576,0.0005279197922514,0.5642802715301514,0.076181577995533,0.0393255352973938,0.0756536582032816
+Twilight,Heidi,0.4594801962375641,0.0058870873388134,0.4990042746067047,0.3615343875953516,0.039524078369140625,0.35564730025653823
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,0.5107476711273193,0.8317512375873324,0.5502901673316956,3.3094251256544345,0.03954249620437622,2.477673888067102
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.4751115143299103,1.169051481893415,0.516801655292511,1.716701048061448,0.04169014096260071,0.547649566168033
+Twilight,Embry Call,0.4719495773315429,0.000983085711177,0.5144363045692444,0.1021525339987424,0.04248672723770147,0.1011694482875654
+Dune,Nayla,0.4948665201663971,1.0085290196960552,0.5376885533332825,1.5682694401101744,0.042822033166885376,0.5597404204141192
+Twilight,Eric Yorkie,0.4812694489955902,0.8048415657502396,0.5250717401504517,1.5095038559063598,0.04380229115486145,0.7046622901561203
+The Lord of the Rings,Beorn,0.5504730343818665,0.085132550300705,0.5943840146064758,0.7126986481207102,0.043910980224609375,0.6275660978200052
+Harry Potter,Myrtle Warren,0.514105498790741,8.240942170410794e-06,0.5586952567100525,5.824812801505383e-05,0.04458975791931152,5.000718584464303e-05
+Dune,Margot Fenring,0.5036774277687073,1.652360164183928,0.5483601689338684,3.3254174345263,0.04468274116516113,1.673057270342372
+The Lord of the Rings,Celeborn,0.5485987067222595,0.0219010547711914,0.5946420431137085,0.1645314083319311,0.046043336391448975,0.14263035356073972
+Dune,Feyd-Rautha Harkonnen/XD,0.5111600160598755,0.5703391772389732,0.5592771768569946,1.0971041940287012,0.04811716079711914,0.526765016789728
+The Lord of the Rings,Gollum,0.5052807927131653,0.0013260696356764,0.554164707660675,0.0014607184556538,0.048883914947509766,0.00013464881997740001
+The Lord of the Rings,Gandalf,0.5118842720985413,3.945079369957593e-45,0.5626420974731445,4.3113945387056216e-11,0.05075782537460327,4.3113945387056216e-11
+Harry Potter,Ariana Dumbledore,0.5008694529533386,0.0002828632642388,0.5517812967300415,0.0340819504573428,0.05091184377670288,0.033799087193104004
+The Lord of the Rings,Khamûl,0.4991201758384704,0.1582936136919527,0.5586355328559875,1.793892514561512,0.059515357017517145,1.6355989008695595
+Dune,Jessica Atreides/XD,0.502534806728363,0.0003550848322854,0.5862270593643188,0.0824652509622763,0.08369225263595581,0.0821101661299909
+Dune,Jessica Atreides,0.3590573072433471,7.54236875157511e-57,0.4818017780780792,0.2374086048378717,0.12274447083473211,0.2374086048378717
diff --git a/ressources/data/differences/sorted_by_F1_to_wF1_2.csv b/ressources/data/differences/sorted_by_F1_to_wF1_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..13026bd0774deca41f9c5d406c381cb434b4f45a
--- /dev/null
+++ b/ressources/data/differences/sorted_by_F1_to_wF1_2.csv
@@ -0,0 +1,536 @@
+Book,Character,F1,h,wF1,wh,F1_to_wF1,h_to_wh
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5982188582420349,6.408382901372876,0.5247104167938232,0.6851568358622919,-0.07350844144821167,-5.723226065510584
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.5726413130760193,1.880035041105312,0.504594087600708,3.921158565770048,-0.06804722547531128,2.041123524664736
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.5851119160652161,14.204895067124372,0.5333231687545776,2.029083148023388,-0.05178874731063843,-12.175811919100983
+Dune,Serena Butler,0.538329005241394,0.0021212839343574,0.4867168664932251,2.056978968383899e-08,-0.051612138748168945,-0.0021212633645677163
+Twilight,Marcus,0.5178703665733337,1.8635708456170174e-07,0.4686318635940552,4.651287066385129e-08,-0.049238502979278564,-1.3984421389785045e-07
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.555895209312439,4.283489710728449,0.5080553889274597,2.9316034691248065,-0.04783982038497925,-1.3518862416036423
+Twilight,Kebi,0.5308642387390137,0.1671621181294346,0.4842478036880493,0.0017925352844,-0.046616435050964355,-0.1653695828450346
+Harry Potter,Hugo Granger-Weasley,0.5125531554222107,0.3478228236742547,0.4696049392223358,0.0600621020790894,-0.04294821619987488,-0.2877607215951653
+The Hitchhiker's Guide to the Galaxy,Hactar,0.5668292045593262,0.6813560562863862,0.5276831388473511,0.6359220030717608,-0.0391460657119751,-0.04543405321462535
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,0.5922291874885559,4.083320716568894,0.5532245635986328,1.5547980690861125,-0.039004623889923096,-2.528522647482781
+Harry Potter,Hokey,0.5691114664077759,0.0447128283678228,0.5312509536743164,0.2131109813049531,-0.03786051273345947,0.16839815293713029
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+Dune,Leto Atreides I/XD,0.5529875755310059,0.0015213237304277,0.5806438326835632,0.0016473320578776,0.027656257152557373,0.0001260083274498998
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+Dune,Leto I Atreides,0.5437902212142944,0.000264789029422,0.5726288557052612,0.0293610871955779,0.028838634490966797,0.029096298166155898
+Dune,Gaius Helen Mohiam/XD,0.541538417339325,0.1216476349570876,0.5704416036605835,0.0697233499009201,0.028903186321258545,-0.05192428505616749
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+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.4771700501441955,5.581789936508674,0.5147315263748169,7.763840792017723,0.03756147623062139,2.1820508555090488
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+Dune,Tertius Eileen Anteac,0.487254798412323,0.7282112247168727,0.5253116488456726,0.3573271621070407,0.03805685043334961,-0.37088406260983203
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+The Hitchhiker's Guide to the Galaxy,Guide Mark II,0.5226348638534546,3.1566339689350262,0.5612154006958008,2.0491005938916884,0.03858053684234619,-1.1075333750433378
+Dune,Marty,0.4932385683059692,0.8390780894565341,0.532426118850708,0.9791735430910642,0.039187550544738825,0.14009545363453013
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+The Lord of the Rings,Gollum,0.5291568040847778,3.705028028504992,0.5690483450889587,8.699523896320845e-05,0.03989154100418091,-3.704941033266029
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.5365361571311951,1.224456084476974,0.5770723819732666,1.4386696104844745,0.04053622484207153,0.21421352600750043
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+Dune,Glossu Rabban Harkonnen/DE,0.5094492435455322,0.564735824507272,0.5509238243103027,0.0433087306206947,0.04147458076477051,-0.5214270938865773
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+The Hitchhiker's Guide to the Galaxy,The Lord,0.4792637228965759,2.781357853292775,0.5209159851074219,1.9092905010805743,0.04165226221084595,-0.8720673522122007
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,0.5031183362007141,1.0910237479024243,0.5448169708251953,1.061180048644928,0.0416986346244812,-0.029843699257496192
+Dune,Tyekanik,0.5294237732887268,1.030935100366963,0.5713058114051819,2.3759034066948845,0.04188203811645508,1.3449683063279216
+Harry Potter,Parvati Patil,0.5213645696640015,2.1060845523256397e-07,0.5632919073104858,2.148125479439861e-05,0.041927337646484375,2.1270646339166044e-05
+Harry Potter,Winky,0.5192539095878601,7.772470027324706e-14,0.5614151358604431,2.233460205440157e-05,0.04216122627258301,2.233460197667687e-05
+Twilight,Santiago,0.491519957780838,1.3400864525335985,0.5336848497390747,2.6614558913308954,0.042164891958236694,1.321369438797297
+Dune,Lady Jessica,0.4534376263618469,0.0201008775175959,0.496165931224823,0.1237937005266638,0.042728304862976074,0.1036928230090679
+Twilight,Emily Young,0.4679050743579864,8.277646143621516e-07,0.5108766555786133,0.0001727290624693,0.04297158122062689,0.00017190129785493784
+Harry Potter,Vincent Crabbe,0.475098580121994,1.049324925411977e-07,0.5186833143234253,0.0002868946700955,0.043584734201431274,0.0002867897376029588
+Dune,Tylwyth Waff,0.5059124231338501,1.737750597750537,0.5506270527839661,3.3208116022734924,0.04471462965011597,1.5830610045229554
+Dune,Anirul Corrino/XD,0.532350480556488,0.0140262851391658,0.577077329158783,0.0028045473248675,0.04472684860229492,-0.0112217378142983
+The Lord of the Rings,Bilbo Baggins,0.5337092280387878,4.5805541110707903e-10,0.5786937475204468,1.921964100876953e-07,0.044984519481658936,1.9173835467658822e-07
+The Hunger Games,Livia Cardew,0.499139666557312,1.013031508725081,0.544862687587738,0.5675167285394436,0.045723021030426025,-0.4455147801856374
+Harry Potter,Alicia Spinnet,0.5257503986358643,2.3125807181654914e-06,0.5718728303909302,0.0007013820303482,0.04612243175506592,0.0006990694496300346
+Dune,Abulurd Harkonnen/XD,0.5102819204330444,0.0072570369044084,0.556564450263977,0.039982234290605,0.04628252983093262,0.0327251973861966
+Harry Potter,Molly Weasley,0.4058446288108825,1.446081593582385e-26,0.4523122012615204,1.5463390165424558e-16,0.04646757245063787,1.5463390163978477e-16
+Harry Potter,Garrick Ollivander,0.5108481049537659,2.5601428584353385e-08,0.5574260950088501,8.39787862356104e-05,0.04657799005508423,8.395318480702605e-05
+The Lord of the Rings,Khamûl,0.4940536022186279,0.1330702156290558,0.5407648682594299,0.7024747436692249,0.04671126604080206,0.5694045280401692
+Harry Potter,Amos Diggory,0.5099585056304932,2.576364746456489e-05,0.55677330493927,0.00446601344436,0.046814799308776855,0.0044402497968954345
+Harry Potter,Walden Macnair,0.5014828443527222,7.712052205040901e-05,0.5486079454421997,0.0126056406449151,0.04712510108947754,0.01252852012286469
+The Hunger Games,Palmyra Monty,0.4593995213508606,2.104723776435768,0.506984293460846,2.2177755693456382,0.04758477210998535,0.11305179290987022
+Dune,Jehanne Butler,0.4713389575481415,0.6350021696992341,0.5190722346305847,0.17078706747944,0.04773327708244324,-0.46421510221979406
+Harry Potter,Filius Flitwick,0.4906714260578155,4.855576172290743e-29,0.5387125611305237,4.194993160753049e-16,0.048041135072708185,4.1949931607525635e-16
+The Hitchhiker's Guide to the Galaxy,Prak,0.4881736636161804,0.6609615694559035,0.5365588665008545,0.4519610109003185,0.04838520288467407,-0.20900055855558497
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,0.4957940578460693,1.0396768280186015,0.5443820357322693,5.4496999347531805,0.04858797788620001,4.410023106734579
+Harry Potter,Corban Yaxley,0.4860631227493286,1.7320968742287788e-11,0.5347832441329956,3.911871144235845e-06,0.04872012138366699,3.911853823267102e-06
+Harry Potter,Angelina Johnson,0.4564283490180969,9.305818004903066e-11,0.5060237050056458,2.772464233750022e-06,0.04959535598754883,2.772371175569973e-06
+Dune,Scytale/XD,0.4859491884708404,0.1431050620529615,0.5356002449989319,0.2732531641680964,0.049651056528091486,0.13014810211513492
+Harry Potter,Marlene McKinnon,0.4938864111900329,0.6443134996949156,0.5437308549880981,2.239588358392075,0.04984444379806524,1.5952748586971595
+Harry Potter,Kingsley Shacklebolt,0.506147027015686,3.6246660735787447e-10,0.556400716304779,4.0332371885828006e-05,0.05025368928909302,4.0332009419220645e-05
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4441669583320617,3.6075902889285176,0.4944285452365875,3.974116003158963,0.05026158690452581,0.3665257142304452
+Harry Potter,Pius Thicknesse,0.4940618574619293,1.7983771032693102e-06,0.5448520183563232,9.234600974982798e-05,0.05079016089439392,9.054763264655867e-05
+The Hunger Games,Treech,0.4804621636867523,0.0029177804212191,0.5315182209014893,0.0203327111946199,0.05105605721473694,0.0174149307734008
+Harry Potter,Bellatrix Lestrange,0.4075987040996551,2.6985882749260484e-28,0.4587092399597168,6.345739541977186e-16,0.0511105358600617,6.345739541974487e-16
+The Lord of the Rings,Bard,0.4974329769611358,1.513431755035593e-06,0.5488898158073425,0.0027440762838703,0.05145683884620672,0.0027425628521152642
+Harry Potter,Myrtle Warren,0.4975125193595886,2.118641912019713e-08,0.5493360757827759,2.647572492143769e-09,0.051823556423187256,-1.8538846628053363e-08
+The Hitchhiker's Guide to the Galaxy,Barman,0.4787187278270721,1.7699820000943327,0.5309516191482544,4.361691934626844,0.052232891321182306,2.591709934532511
+Twilight,Vasilii,0.4801425039768219,0.817044796441487,0.5337051153182983,1.029328344463032,0.05356261134147644,0.21228354802154492
+Harry Potter,Aberforth Dumbledore,0.5063864588737488,9.934565178215817e-20,0.5599910020828247,3.8961335185351745e-11,0.05360454320907593,3.8961335086006093e-11
+Harry Potter,Nagini,0.4636570513248443,4.794494313164273e-16,0.517330527305603,1.9903739290785465e-08,0.05367347598075872,1.9903738811336034e-08
+The Hitchhiker's Guide to the Galaxy,Agda,0.4687676131725311,2.711333335310547,0.5224596261978149,3.9934621092566287,0.05369201302528387,1.2821287739460816
+Dune,Lichna,0.4899732768535614,0.778601116737801,0.5437178015708923,1.7552609653310076,0.05374452471733093,0.9766598485932066
+Harry Potter,Alice Longbottom,0.5356360077857971,0.0001129909697109,0.5895086526870728,0.0836465198948972,0.053872644901275635,0.0835335289251863
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.5127855539321899,7.099409842694347,0.5671838521957397,11.727615229914276,0.054398298263549805,4.628205387219929
+The Lord of the Rings,Balin,0.5382952094078064,4.103898148002443e-05,0.5931556820869446,0.0057883245623027,0.054860472679138184,0.005747285580822676
+Harry Potter,Ernest Macmillan,0.4889927804470062,2.163601915529145e-06,0.5438987016677856,7.93290780567354e-06,0.05490592122077942,5.769305890144395e-06
+Harry Potter,Gellert Grindelwald,0.4784505665302276,2.6971292594521904e-43,0.5343675017356873,3.339435670557009e-18,0.05591693520545965,3.339435670557009e-18
+Twilight,Carlisle Cullen,0.460436075925827,2.5181317586540856e-15,0.5171779990196228,3.970672068480381e-10,0.056741923093795776,3.970646887162794e-10
+Harry Potter,Broderick Bode,0.507606565952301,0.0053606251581988,0.5645189881324768,0.3173227055536313,0.05691242218017578,0.3119620803954325
+Harry Potter,Nicholas de Mimsy-Porpington,0.4403055310249328,1.041192185464153e-24,0.4978533089160919,2.251943109372343e-12,0.05754777789115911,2.2519431093713016e-12
+Twilight,Angela Weber,0.504973292350769,5.2722661037760894e-05,0.5626891851425171,0.005811991217113,0.05771589279174805,0.005759268556075239
+Dune,Octa Butler,0.4946991801261902,1.1514294397011324,0.5528679490089417,0.962492586838698,0.058168768882751465,-0.18893685286243445
+Harry Potter,Hannah Abbott,0.4650236964225769,2.6134198263473084e-08,0.5236719250679016,3.225871472275248e-05,0.05864822864532471,3.223258052448901e-05
+The Hunger Games,Reaper Ash,0.4597514569759369,8.466860549702181e-05,0.5185043811798096,0.0003964647178207,0.05875292420387268,0.00031179611232367817
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.45408895611763,0.7607375331758576,0.5132195353507996,1.1669318505114223,0.059130579233169556,0.40619431733556477
+The Hunger Games,Felix Ravinstill,0.4774388074874878,0.7003809095064412,0.5368401408195496,2.826404724140314,0.05940133333206177,2.126023814633873
+The Lord of the Rings,Galadriel,0.5037479400634766,1.2696701024189458e-14,0.5642900466918945,2.2838233215464662e-09,0.06054210662841797,2.283810624845442e-09
+Harry Potter,Padma Patil,0.5116949677467346,3.432418669242108e-05,0.5723413228988647,0.0130090136272359,0.06064635515213013,0.01297468944054348
+The Hunger Games,Haymitch Abernathy,0.459012359380722,5.803643330676749e-49,0.5197070837020874,4.375609028953335e-36,0.06069472432136541,4.3756090289527546e-36
+The Lord of the Rings,Saruman,0.5060369372367859,9.899217857980596e-21,0.5668620467185974,5.295403477619966e-11,0.06082510948181152,5.295403476630044e-11
+Twilight,Alice Cullen,0.4246560931205749,2.5157705123090904e-24,0.4859936535358429,2.0409060494113174e-13,0.061337560415268,2.0409060493861597e-13
+Harry Potter,Evan Rosier,0.4881301522254944,0.2002836947372867,0.5503441095352173,2.327005121487279,0.0622139573097229,2.1267214267499925
+The Hunger Games,Katniss Everdeen,0.4966630339622497,1.932072503016613e-52,0.5592134594917297,2.8154050119292174e-37,0.06255042552948004,2.8154050119292153e-37
+Dune,Hayt,0.5497936010360718,1.6983271962871251,0.6137956380844116,3.47851498739315,0.06400203704833984,1.7801877911060249
+Harry Potter,Merope Riddle,0.4668214917182922,3.960591157357309e-17,0.5309545397758484,2.9019793884482616e-10,0.06413304805755621,2.901978992389146e-10
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.5222041010856628,0.8151436595074942,0.5879542827606201,2.6249022736812884,0.06575018167495728,1.809758614173794
+Harry Potter,Minerva McGonagall,0.3955636024475097,2.115368187575929e-74,0.4617526233196258,1.0199160405831491e-53,0.06618902087211609,1.0199160405831491e-53
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,0.4587478041648865,0.8348776513172581,0.5261605381965637,2.234811258237442,0.06741273403167725,1.3999336069201842
+Dune,Alma Mavis Taraza,0.5090119242668152,0.3211667461747884,0.5767590403556824,0.6421973231749927,0.06774711608886719,0.32103057700020426
+The Lord of the Rings,Gandalf,0.4864636957645416,0.0974686630667356,0.5542777180671692,7.033810516240278e-14,0.06781402230262756,-0.09746866306666527
+The Hitchhiker's Guide to the Galaxy,Random Dent,0.4563427567481994,0.2920922497952378,0.5248076319694519,1.6159023913096846,0.0684648752212525,1.3238101415144468
+Harry Potter,Godric Gryffindor,0.5244513750076294,0.0069719796151754,0.5934100151062012,1.13064105321368,0.06895864009857178,1.1236690735985044
+The Hunger Games,Lucretius Flickerman,0.4807058274745941,0.0078101536769308,0.5529710650444031,0.3614382714716695,0.07226523756980896,0.35362811779473874
+The Hitchhiker's Guide to the Galaxy,Roosta,0.4557687640190124,1.687678852003973,0.5282712578773499,6.310332564579279,0.07250249385833746,4.622653712575306
+Harry Potter,Fat Friar,0.4841617941856384,2.6362596245676405e-06,0.5592990517616272,0.0141559664269504,0.07513725757598877,0.014153330167325832
+Harry Potter,Dorcas Meadowes,0.5007970929145813,0.6279816562448126,0.5774123072624207,8.722656375081101,0.07661521434783936,8.094674718836288
+Dune,Fafnir Corrino,0.4499525129795074,0.7003032446719886,0.5322589874267578,1.0420738912627936,0.08230647444725042,0.341770646590805
+Dune,Dama,0.4524624943733215,0.6829508085044583,0.5355659127235413,0.6375156050084873,0.08310341835021978,-0.04543520349597108
+Harry Potter,Nicolas Flamel,0.4923658072948456,2.7655939643226285e-06,0.5783950090408325,0.011909550359249,0.08602920174598694,0.011906784765284678
+Dune,Abulurd Harkonnen,0.4995967745780945,0.774362161995966,0.585909903049469,1.4374484379102912,0.08631312847137451,0.6630862759143252
+Harry Potter,Ariana Dumbledore,0.4977788925170898,9.901518915330524e-09,0.5857630372047424,0.0054663262143661,0.08798414468765264,0.0054663163128471845
+Twilight,Embry Call,0.445179671049118,6.0751889846143e-08,0.5342084169387817,0.0184817337229912,0.08902874588966375,0.018481672971101353
+Twilight,Emmett Cullen,0.4583433270454407,2.769387458024078e-23,0.5493192076683044,3.164570090644463e-09,0.09097588062286377,3.1645700906444355e-09
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.4646728038787842,2.164931250384649,0.5556698441505432,8.55473898648037,0.09099704027175903,6.389807736095721
+The Hunger Games,Mizzen,0.4393620491027832,7.871077394744284e-06,0.5330420136451721,0.0073598282857887,0.09367996454238892,0.007351957208393955
+Dune,Nayla,0.4950499534606933,1.292249701300615,0.6011646389961243,1.838745742377142,0.10611468553543096,0.5464960410765272
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,0.3948304355144501,0.6751661951664785,0.5137826800346375,1.212449095341141,0.11895224452018738,0.5372829001746626
diff --git a/ressources/data/differences/sorted_by_F1_to_wF1_3.csv b/ressources/data/differences/sorted_by_F1_to_wF1_3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..94b62ec17d603f2e9da66df788e93c32ae2cab48
--- /dev/null
+++ b/ressources/data/differences/sorted_by_F1_to_wF1_3.csv
@@ -0,0 +1,536 @@
+Book,Character,F1,h,wF1,wh,F1_to_wF1,h_to_wh
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.6058655977249146,6.55965044781872,0.5394384860992432,4.111888971930163,-0.06642711162567139,-2.4477614758885577
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.6140472888946533,16.95786250848371,0.5499271154403687,2.19535677410307,-0.06412017345428467,-14.76250573438064
+Harry Potter,Hokey,0.5672929883003235,0.0438565244700726,0.513213574886322,0.2738191999950243,-0.054079413414001465,0.2299626755249517
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.5427480340003967,2.422185646439553,0.4930891692638397,0.7803900079380592,-0.04965886473655701,-1.6417956385014936
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5637776255607605,2.7037233537785146,0.5207085609436035,1.3753680830069075,-0.04306906461715698,-1.328355270771607
+Twilight,Benjamin,0.5194116234779358,0.0002089417726409,0.4765913188457489,4.263846624869679e-06,-0.04282030463218689,-0.00020467792601603033
+Harry Potter,Fat Lady,0.5626680254936218,0.0006976507134607,0.5224078893661499,0.0001686186499819,-0.040260136127471924,-0.0005290320634787999
+Twilight,Alec,0.5477607846260071,0.0069056504108246,0.5151251554489136,0.0001116811891548,-0.032635629177093506,-0.0067939692216698
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.5581227540969849,4.584225912588152,0.5274328589439392,2.276866895887534,-0.030689895153045654,-2.3073590167006177
+Dune,Mapes,0.5734739303588867,1.4227359584116763,0.5431746244430542,2.4085486452782194,-0.03029930591583252,0.9858126868665431
+Twilight,Renesmee Cullen,0.4953872859477997,1.66631975470711e-11,0.4656632840633392,1.3276565834753356e-23,-0.029724001884460505,-1.6663197547057822e-11
+The Lord of the Rings,Halbarad,0.59017014503479,0.1797733860199657,0.560507595539093,0.3461992418406594,-0.02966254949569702,0.16642585582069372
+Twilight,Demetri,0.5424766540527344,3.7891133261728347e-05,0.5129753351211548,0.0001624950276633,-0.02950131893157959,0.00012460389440157167
+Twilight,Kebi,0.5201324820518494,0.0585021836034351,0.4922181069850921,0.0319322843910091,-0.027914375066757258,-0.026569899212426
+Dune,Iakin Nefud,0.5310722589492798,1.89786255695754,0.5032299160957336,0.8610380325676424,-0.027842342853546143,-1.0368245243898975
+Dune,Leto Atreides II,0.5314472913742065,2.242102859910016e-05,0.5045799612998962,0.000470369261642,-0.026867330074310303,0.00044794823304289985
+Harry Potter,Cornelius Fudge,0.5355236530303955,1.6232548392699698e-18,0.5092675089836121,1.0592172572077156e-17,-0.026256144046783447,8.968917732807187e-18
+Dune,Wensicia Corrino/DE,0.5573607087135315,1.2956865425806023,0.5317422151565552,0.4850275963656584,-0.02561849355697632,-0.8106589462149439
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+Dune,Hasimir Fenring/DE,0.5695836544036865,0.0306126850559545,0.5464422702789307,0.0138149581801547,-0.02314138412475586,-0.0167977268757998
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+The Hunger Games,Katniss Everdeen,0.519557774066925,3.65432515346452e-43,0.5745389461517334,2.6328331311807864e-26,0.05498117208480835,2.6328331311807864e-26
+Harry Potter,Silvanus Kettleburn,0.5057587027549744,0.0311765336238078,0.5608705878257751,0.0927065354051632,0.05511188507080078,0.0615300017813554
+The Lord of the Rings,Beorn,0.5492223501205444,0.0097632475732795,0.6046136021614075,0.3106082462205135,0.05539125204086304,0.30084499864723396
+The Hitchhiker's Guide to the Galaxy,Agda,0.46803879737854,2.9516281496573056,0.524824321269989,2.815918518712229,0.05678552389144903,-0.1357096309450765
+Twilight,Rachel Black,0.459322452545166,0.2233865625005446,0.5164759159088135,0.2307405801968249,0.05715346336364746,0.007354017696280302
+The Lord of the Rings,Bard,0.4945544898509979,1.033529165914471e-06,0.551708996295929,0.0006381300107068,0.05715450644493103,0.0006370964815408856
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.5011067390441895,1.609992408904595,0.5591363310813904,2.6158644739967696,0.05802959203720093,1.0058720650921746
+Harry Potter,Dilys Derwent,0.4813231229782104,0.9770056352192692,0.5395203232765198,5.368407745605208,0.05819720029830938,4.391402110385939
+Twilight,Heidi,0.4432032108306885,1.1909742378961369e-05,0.5017697215080261,0.0973995559879589,0.058566510677337646,0.09738764624557993
+Harry Potter,Septima Vector,0.4892975091934204,0.0095917744257842,0.5480210781097412,0.0237243000651032,0.0587235689163208,0.014132525639319
+The Lord of the Rings,Frodo Baggins,0.4933287799358368,2.241986132730996e-24,0.5521223545074463,5.5307303463629655e-11,0.0587935745716095,5.530730346362741e-11
+Dune,Tyekanik,0.5009756684303284,1.0375448116757977,0.5598437190055847,1.7770153064061789,0.05886805057525635,0.7394704947303812
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.4618424773216247,3.5872037574438447,0.5208659172058105,3.2471445871414253,0.059023439884185847,-0.3400591703024194
+Harry Potter,Horace Slughorn,0.4530992209911346,2.652094226555034e-32,0.5123775601387024,7.932763502325504e-14,0.059278339147567805,7.932763502325504e-14
+Twilight,Jared Cameron,0.4788881540298462,0.0001280324325299,0.53817218542099,0.0088408051135765,0.0592840313911438,0.008712772681046602
+Harry Potter,Broderick Bode,0.4935923218727112,0.0105640719212743,0.552916407585144,0.523163746239573,0.05932408571243286,0.5125996743182987
+Twilight,Santiago,0.4693394899368286,0.4342750567964758,0.528692901134491,1.1658053791281655,0.059353411197662354,0.7315303223316897
+Harry Potter,Dorcas Meadowes,0.5201269388198853,1.0750276045335116,0.5796972513198853,12.504529644263242,0.0595703125,11.42950203972973
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,0.4923142492771148,2.266127702590809,0.5523571372032166,3.8201830291524166,0.06004288792610174,1.5540553265616075
+Dune,Scytale,0.4664556980133056,0.0463070633524614,0.5265158414840698,0.4867943859685966,0.060060143470764216,0.4404873226161352
+Harry Potter,Vincent Crabbe,0.463011622428894,4.4593659504479536e-05,0.5231805443763733,0.0017032137156463,0.060168921947479304,0.0016586200561418203
+Dune,Farad'n Corrino/XD,0.5127309560775757,0.0753968299573286,0.5733843445777893,1.0164880209143212,0.06065338850021362,0.9410911909569926
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,0.4508379995822906,0.973928724005666,0.511637270450592,1.1567186081329754,0.06079927086830145,0.18278988412730945
+Harry Potter,Beedle the Bard,0.4836196005344391,1.9288589947734924,0.5452402234077454,2.9525074582395265,0.061620622873306274,1.023648463466034
+Harry Potter,Myrtle Warren,0.4913347959518432,1.813042977527551e-06,0.5533497929573059,6.260660268658498e-09,0.0620149970054627,-1.8067823172588924e-06
+Harry Potter,Corban Yaxley,0.4830105006694793,2.925106021357241e-05,0.5452419519424438,1.5502787263142123e-05,0.06223145127296453,-1.3748272950430288e-05
+Harry Potter,Fat Friar,0.4949863851070404,0.0017687716785121,0.5573098063468933,0.0152846826990754,0.062323421239852905,0.013515911020563301
+Dune,Raquella Berto-Anirul,0.4776922166347503,0.3910360576405319,0.5412588715553284,0.705641512899378,0.06356665492057806,0.31460545525884615
+Harry Potter,Marlene McKinnon,0.4936506450176239,0.2995158948190036,0.5572279095649719,4.355073361043863,0.06357726454734802,4.05555746622486
+The Hunger Games,Treech,0.4671089649200439,0.1168156555795823,0.5308257937431335,0.3851447057405751,0.06371682882308966,0.2683290501609928
+The Lord of the Rings,Khamûl,0.5051393508911133,0.0973520065510129,0.5690168142318726,1.7721805113126634,0.06387746334075928,1.6748285047616505
+The Hunger Games,Livia Cardew,0.4691944420337677,0.6145186798712319,0.5337793827056885,0.5309288968185804,0.06458494067192078,-0.08358978305265152
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.4702058434486389,0.8360294708446196,0.5348403453826904,3.9133989534355775,0.06463450193405151,3.077369482590958
+The Hitchhiker's Guide to the Galaxy,Barman,0.4909177124500274,0.8221204422807201,0.5557624101638794,1.8440610822504075,0.06484469771385198,1.0219406399696873
+The Lord of the Rings,Watcher in the Water,0.5358597040176392,8.377987745483357e-07,0.60096675157547,0.0133271380802795,0.06510704755783081,0.013326300281504952
+Dune,Lucilla,0.4965932369232178,0.7926542790809781,0.5618893504142761,3.4974085780434505,0.06529611349105835,2.7047542989624724
+Twilight,Mary,0.4688685238361358,0.2166028801896646,0.5341706871986389,2.348074365703849,0.06530216336250311,2.1314714855141843
+Harry Potter,Ernest Prang,0.4885108470916748,0.1394994250753776,0.5538970232009888,0.997430166829002,0.06538617610931396,0.8579307417536244
+Harry Potter,Evan Rosier,0.4794752597808838,0.0935245799507571,0.5448762774467468,5.290107084830485,0.06540101766586304,5.196582504879728
+The Hitchhiker's Guide to the Galaxy,Caveman,0.4431938827037811,2.138098737180325,0.5086044669151306,2.067217969962227,0.06541058421134954,-0.07088076721809822
+The Hunger Games,Vipsania Sickle,0.4609370231628418,1.6228474161004294,0.5277506709098816,2.210507749009341,0.0668136477470398,0.5876603329089116
+The Hitchhiker's Guide to the Galaxy,Roosta,0.4857929646968841,3.014081367982975,0.5526170134544373,6.911225766327491,0.06682404875755316,3.897144398344516
+The Lord of the Rings,Smaug,0.4676216840744018,3.724922355253677e-21,0.5347530841827393,8.39006346481678e-09,0.06713140010833746,8.390063464813055e-09
+Harry Potter,Gellert Grindelwald,0.4849580526351928,4.823431613353471e-37,0.5529412031173706,9.478956688913598e-15,0.06798315048217779,9.478956688913598e-15
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.4707391262054443,1.604961927671274,0.5391347408294678,1.6691785829565378,0.06839561462402349,0.06421665528526366
+Harry Potter,Alastor Moody,0.5044748783111572,2.2170792660888963e-19,0.5730476975440979,8.348896234010024e-10,0.06857281923294067,8.348896231792945e-10
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,0.4581770002841949,1.061563850759398,0.5273764133453369,1.7898160370840313,0.06919941306114202,0.7282521863246332
+Harry Potter,Emeric the Evil,0.4951508045196533,0.8324791370776411,0.5654062628746033,5.311197571852363,0.07025545835494995,4.478718434774722
+Harry Potter,Marietta Edgecombe,0.4908061623573303,4.369419206849258e-11,0.5611881613731384,0.0005329470795708,0.0703819990158081,0.000532947035876608
+Harry Potter,Walden Macnair,0.4969678521156311,2.678245638001011e-07,0.5692458152770996,0.0941052825579138,0.0722779631614685,0.09410501473334999
+Harry Potter,Pomona Sprout,0.485841691493988,4.301453671294407e-23,0.5598376393318176,4.613341047739923e-09,0.07399594783782965,4.61334104773988e-09
+Harry Potter,Aberforth Dumbledore,0.4681204855442047,5.157369768837656e-27,0.5423094034194946,2.2804734347936203e-09,0.07418891787528992,2.2804734347936203e-09
+Harry Potter,Nicolas Flamel,0.4944669306278229,3.143575182306961e-09,0.5688627362251282,0.0030588108925601,0.0743958055973053,0.0030588077489849177
+Harry Potter,Merope Riddle,0.4654604196548462,3.5095066341622693e-11,0.540052056312561,2.450385932160416e-06,0.07459163665771484,2.450350837094074e-06
+The Hunger Games,Reaper Ash,0.4617403149604797,0.0088245009837936,0.5365123748779297,0.0172705623407229,0.07477205991745,0.008446061356929302
+Dune,Alef Burzmali,0.4531520307064056,0.5758179726920931,0.5283998250961304,0.6779128730903299,0.07524779438972479,0.10209490039823677
+Dune,Kailea Vernius,0.4740604162216186,0.4997731996162197,0.5500289797782898,0.2473600021982441,0.0759685635566712,-0.2524131974179756
+Harry Potter,Nagini,0.460888147354126,1.5854043808205422e-16,0.5385509133338928,4.7229084091759456e-08,0.07766276597976685,4.7229083933219015e-08
+Dune,Jessica Atreides/XD,0.4878158271312713,6.1871234927649255e-06,0.5655706524848938,0.0131140437751249,0.07775482535362249,0.013107856651632136
+Twilight,Emmett Cullen,0.4590007364749908,7.677446334449585e-16,0.5368584394454956,1.2658154741882325e-08,0.07785770297050482,1.2658153974137691e-08
+Harry Potter,Ernest Macmillan,0.474749743938446,4.55444350207336e-08,0.5543841123580933,6.124061996293866e-07,0.07963436841964727,5.668617646086529e-07
+Dune,Mohandas Suk,0.4741275608539581,0.8548804209722826,0.5538217425346375,1.151509732466256,0.07969418168067938,0.2966293114939734
+Dune,Alma Mavis Taraza,0.4769214391708374,0.9941853303446768,0.5585253834724426,1.2047310012749877,0.08160394430160522,0.21054567093031085
+The Hunger Games,Mizzen,0.4667463004589081,0.0043460298317983,0.5493330359458923,0.0971242619661901,0.08258673548698425,0.0927782321343918
+Twilight,Alice Cullen,0.3922316133975982,1.0902939577865579e-34,0.4750718772411346,3.147027357763461e-12,0.08284026384353638,3.147027357763461e-12
+The Hitchhiker's Guide to the Galaxy,Mella,0.4270432293415069,2.8050555287620984,0.5102977752685547,2.769270560064611,0.08325454592704779,-0.035784968697487596
+The Lord of the Rings,Ungoliant,0.4881405234336853,0.0009624979497275,0.5739855170249939,0.8330432824824903,0.0858449935913086,0.8320807845327628
+Harry Potter,Igor Karkaroff,0.4698322415351867,1.4737720381364965e-18,0.5576908588409424,1.9388781390529315e-07,0.08785861730575567,1.9388781390381936e-07
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.4399722814559936,2.20652684344918,0.5296637415885925,3.7563726650887888,0.08969146013259893,1.5498458216396087
+Harry Potter,Nicholas de Mimsy-Porpington,0.4448094666004181,5.753869110168085e-20,0.5347698926925659,7.962000524026516e-05,0.08996042609214783,7.96200052402651e-05
+The Hitchhiker's Guide to the Galaxy,Hactar,0.474861741065979,0.8492869254206019,0.5661383867263794,1.309994851108918,0.09127664566040039,0.460707925688316
+Twilight,Embry Call,0.4414832293987274,0.0003224882132153,0.5346124172210693,0.0643312926724578,0.09312918782234192,0.0640088044592425
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,0.4618544280529022,1.8231737390826013,0.5599676966667175,4.186575597755374,0.09811326861381531,2.3634018586727725
+Dune,Jessica Atreides/DE,0.4675639271736145,0.0011804544847828,0.5710614323616028,0.0129310549868636,0.10349750518798828,0.0117506005020808
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.5105443596839905,1.438933013248262,0.6168897151947021,2.9268827067667127,0.10634535551071167,1.4879496935184506
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,0.429932028055191,0.7891401556596023,0.5393813848495483,0.733952472162638,0.10944935679435736,-0.055187683496964235
+Harry Potter,Ariana Dumbledore,0.4743044078350067,9.36506853211509e-07,0.5930091738700867,0.0158554285555127,0.11870476603507996,0.015854492048659487
+The Hunger Games,Haymitch Abernathy,0.4358085095882416,5.318987767232908e-35,0.5577899813652039,2.890128343936151e-13,0.12198147177696228,2.890128343936151e-13
diff --git a/ressources/data/differences/sorted_by_h_to_wh_0.csv b/ressources/data/differences/sorted_by_h_to_wh_0.csv
new file mode 100644
index 0000000000000000000000000000000000000000..061c7011147980f1b170054d6ed19f694e2bfad5
--- /dev/null
+++ b/ressources/data/differences/sorted_by_h_to_wh_0.csv
@@ -0,0 +1,365 @@
+Book,Character,F1,h,wF1,wh,F1_to_wF1,h_to_wh
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.5995125770568848,17.001846737223865,0.5219007730484009,2.133263321573577,-0.07761180400848389,-14.868583415650289
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.5280703902244568,11.006996540280486,0.521700382232666,6.962456970037287,-0.0063700079917907715,-4.044539570243199
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.5966795682907104,7.6688246058673775,0.5707736015319824,4.145647728569833,-0.025905966758728027,-3.5231768772975443
+Dune,Tlaloc,0.5124073624610901,3.8070235424098406,0.542407751083374,1.1899244749396642,0.030000388622283936,-2.6170990674701766
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,0.5236132144927979,3.957909785382811,0.5205970406532288,1.3806195933359589,-0.003016173839569092,-2.5772901920468523
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5784218311309814,4.851148934817749,0.5522536039352417,2.5080001062957518,-0.026168227195739746,-2.343148828521997
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.558274507522583,3.1433265221504385,0.511775553226471,0.8516334959792943,-0.04649895429611206,-2.2916930261711443
+Dune,Sheeana Brugh,0.5689539313316345,3.879076295351741,0.5332396626472473,2.092447271800819,-0.03571426868438721,-1.7866290235509217
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.5289682745933533,6.720129576328287,0.5723767876625061,4.958258342843732,0.04340851306915283,-1.7618712334845554
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,0.519244909286499,3.550699065130454,0.5177202820777893,2.1707907641217323,-0.0015246272087097168,-1.3799083010087219
+Dune,Wensicia Corrino/XD,0.5519932508468628,2.0858945745858164,0.5662568211555481,0.7882317365601965,0.014263570308685303,-1.2976628380256199
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.4827904403209686,4.507037385340246,0.4820026457309723,3.286594095395597,-0.0007877945899962824,-1.2204432899446491
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,0.5566425323486328,5.327887898814819,0.5682133436203003,4.149285679691731,0.01157081127166748,-1.1786022191230874
+Twilight,Santiago,0.500321090221405,1.2468754962383273,0.4711087644100189,0.1209499717076706,-0.02921232581138611,-1.1259255245306568
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.5200538635253906,3.951519228743921,0.5353698134422302,2.8489468857505824,0.0153159499168396,-1.1025723429933385
+The Hitchhiker's Guide to the Galaxy,Loonquawl,0.5401980876922607,2.7960738546327706,0.5393425226211548,1.8750551413304997,-0.000855565071105957,-0.9210187133022709
+Dune,Abulurd Harkonnen/DE,0.5690500736236572,3.0326024419900905,0.5602651238441467,2.1631050120522923,-0.008784949779510498,-0.8694974299377982
+The Hitchhiker's Guide to the Galaxy,God,0.538847804069519,2.2596122948759985,0.5220323801040649,1.4293852203350672,-0.0168154239654541,-0.8302270745409313
+Dune,Wensicia Corrino,0.5715660452842712,1.819849624453167,0.5675203800201416,0.9927692781062312,-0.004045665264129639,-0.8270803463469358
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,0.4774085283279419,1.5053924682447637,0.5095489621162415,0.74077942371084,0.03214043378829956,-0.7646130445339236
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,0.4990079998970032,2.7655560556335304,0.5291802883148193,2.0222538527401874,0.030172288417816162,-0.7433022028933429
+The Hitchhiker's Guide to the Galaxy,The Lord,0.5007612705230713,2.066419580043978,0.5112965703010559,1.3281270743648217,0.01053529977798462,-0.7382925056791563
+Dune,Tertius Eileen Anteac,0.4842688739299774,1.6092160416916077,0.5371854901313782,0.9017624269997888,0.05291661620140076,-0.7074536146918189
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.5255253911018372,2.0622431163773225,0.5286298394203186,1.3716973750191226,0.0031044483184814453,-0.6905457413581999
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,0.5017083287239075,1.667916825646644,0.5132248997688293,0.986423940066365,0.011516571044921875,-0.6814928855802789
+Dune,Stilgar,0.4978335201740265,1.050191588802027,0.5372103452682495,0.4579809007162451,0.03937682509422302,-0.5922106880857819
+The Hitchhiker's Guide to the Galaxy,Prak,0.4743108451366424,0.8805545389287109,0.5147708058357239,0.2908535552733367,0.040459960699081476,-0.5897009836553743
+Dune,Pardot Kynes,0.548527717590332,0.672247439672272,0.5399633049964905,0.0884621745392188,-0.008564412593841553,-0.5837852651330532
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,0.4947773516178131,1.620227868508112,0.5117180347442627,1.048460238003262,0.016940683126449585,-0.57176763050485
+The Hitchhiker's Guide to the Galaxy,Random Dent,0.473728746175766,1.4937575705922388,0.4956254959106445,0.950463493923778,0.021896749734878485,-0.5432940766684607
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+Dune,Piter de Vries,0.5234078764915466,2.121741244796618,0.5473734140396118,2.341555622457318,0.023965537548065186,0.2198143776607
+Dune,Chani Kynes/XD,0.5629531741142273,0.2479125699704856,0.5749582052230835,0.4718340006828659,0.012005031108856201,0.2239214307123803
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+The Lord of the Rings,Shadowfax,0.6224778294563293,1.7175942891378289,0.6148388385772705,1.9714219260473624,-0.007638990879058838,0.2538276369095336
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+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,0.5057948231697083,1.244740878257223,0.5356009006500244,1.521336768726183,0.029806077480316162,0.27659589046896005
+Dune,Chani Kynes,0.5317520499229431,1.1616693733240029,0.5398597121238708,1.4438592161520991,0.008107662200927734,0.2821898428280962
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+Dune,Kwisatz Haderach,0.527566134929657,0.3652673873188247,0.5783027410507202,0.6787766995793216,0.05073660612106323,0.31350931226049694
+Dune,Feyd-Rautha Harkonnen/XD,0.5184348821640015,0.4453832166565645,0.5551453828811646,0.7768125638908089,0.036710500717163086,0.3314293472342444
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+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,0.5672872066497803,4.087518235317492,0.546647310256958,4.474187102026901,-0.020639896392822266,0.38666886670940936
+Dune,Alia Atreides,0.4886529445648193,0.2486703479700113,0.5153259038925171,0.6871300640953478,0.02667295932769781,0.4384597161253365
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+The Lord of the Rings,Glaurung,0.5535544753074646,0.3629630472734391,0.5826680660247803,0.8313548871362959,0.029113590717315674,0.4683918398628568
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+The Lord of the Rings,Ungoliant,0.524909496307373,0.2464164812303801,0.5736237168312073,0.7277688611379045,0.04871422052383423,0.48135237990752444
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.450519859790802,1.0020379796927297,0.5223364233970642,1.4941446530390217,0.07181656360626221,0.492106673346292
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+Dune,Daniel,0.4878224730491638,1.5604541803826115,0.5150571465492249,2.135764787601336,0.027234673500061035,0.5753106072187246
+The Hitchhiker's Guide to the Galaxy,Number Two,0.5003491044044495,1.2324191217297131,0.5516855120658875,1.8112055895966903,0.05133640766143799,0.5787864678669772
+The Hitchhiker's Guide to the Galaxy,Haggunenons,0.5453197956085205,0.3291761873612753,0.5468650460243225,0.920699640644659,0.001545250415802002,0.5915234532833837
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,0.4787600934505462,0.9577454175059584,0.4993785619735718,1.5612964447779745,0.020618468523025568,0.603551027272016
+Dune,Lucilla,0.5077373385429382,0.7368252249282593,0.5373562574386597,1.3430112354343922,0.029618918895721436,0.6061860105061329
+Twilight,Vasilii,0.4868839085102081,0.9821019779920626,0.5375935435295105,1.6325823342779708,0.050709635019302424,0.6504803562859083
+Dune,Marty,0.5066540837287903,1.1714954308479877,0.5216068029403687,1.8426423024082883,0.01495271921157837,0.6711468715603006
+The Lord of the Rings,Meriadoc Brandybuck,0.5441402792930603,0.0021317408663048,0.562679648399353,0.6799241297925943,0.018539369106292725,0.6777923889262895
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,0.5102677345275879,1.5426929913351373,0.5362627506256104,2.2513618535087176,0.02599501609802246,0.7086688621735804
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,0.5522434115409851,4.391415220193749,0.5681037306785583,5.109643200946081,0.015860319137573242,0.7182279807523324
+Dune,Piter De Vries,0.5457844734191895,2.264401020878476,0.5682894587516785,3.001800801270369,0.022504985332489014,0.7373997803918928
+Dune,Logno,0.5045991539955139,0.4669420713972166,0.523835301399231,1.217815646928167,0.01923614740371704,0.7508735755309504
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.5014403462409973,1.5210810540607456,0.5499670505523682,2.281380024832352,0.04852670431137085,0.7602989707716066
+Dune,Hasimir Fenring,0.5189106464385986,0.7464248043860787,0.5208718776702881,1.5108144082637671,0.001961231231689453,0.7643896038776884
+Dune,Bijaz,0.500070333480835,0.194777491022945,0.5213509202003479,0.9725980765421376,0.02128058671951294,0.7778205855191926
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,0.5163652896881104,2.7351682821906733,0.5477356910705566,3.51385000822408,0.03137040138244629,0.7786817260334065
+Dune,Anirul Corrino,0.5521725416183472,1.7887946758179385,0.5885332226753235,2.588326357345893,0.03636068105697632,0.7995316815279543
+The Hitchhiker's Guide to the Galaxy,Agda,0.5139344334602356,1.6046755314659846,0.5281763672828674,2.435745000064001,0.014241933822631836,0.8310694685980164
+The Hunger Games,Hilarius Heavensbee,0.5345776081085205,2.11777440643859,0.5213660597801208,2.95474443474159,-0.013211548328399658,0.8369700283029999
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,0.5174126625061035,2.4604352678384305,0.5381537079811096,3.3004362825008813,0.020741045475006104,0.8400010146624508
+The Hunger Games,Vipsania Sickle,0.494323194026947,1.5781923253593952,0.5286621451377869,2.421608415197159,0.034338951110839844,0.8434160898377636
+Dune,Liet-Kynes,0.4854009747505188,0.1085691714704211,0.5855634212493896,0.9576363986833852,0.10016244649887085,0.8490672272129641
+Dune,Marcus Claire Luyseyal,0.4626936614513397,1.0868284645373023,0.5031079053878784,1.939214834068864,0.040414243936538696,0.8523863695315617
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,0.4902479350566864,1.2326925936283584,0.5304598212242126,2.1115138981949566,0.040211886167526245,0.8788213045665982
+The Hitchhiker's Guide to the Galaxy,Allitnils,0.4965316355228424,0.8980947810572045,0.5122107267379761,1.7813170644012286,0.015679091215133667,0.8832222833440241
+The Lord of the Rings,Khamûl,0.5351359248161316,0.4660404983610751,0.5849636793136597,1.381356707874084,0.049827754497528076,0.915316209513009
+Twilight,Ephraim Black,0.495035707950592,0.0450036994060215,0.5283763408660889,0.9754689028889536,0.03334063291549688,0.9304652034829322
+Dune,Piter de Vries/XD,0.5244138240814209,0.0803701322754939,0.5408739447593689,1.04188984468758,0.016460120677947998,0.961519712412086
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.5064576864242554,1.4415529324090486,0.5332200527191162,2.406554908545643,0.02676236629486084,0.9650019761365944
+Dune,Raquella Berto-Anirul,0.5327244997024536,0.2562112091315427,0.5556399822235107,1.244242900357726,0.02291548252105713,0.9880316912261833
+Dune,Bellonda,0.566320538520813,2.080836282967017,0.572908878326416,3.142909773513882,0.006588339805603027,1.0620734905468647
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,0.4566085934638977,0.9668784992035736,0.5390203595161438,2.0755742165154047,0.0824117660522461,1.1086957173118313
+Dune,Glossu Rabban Harkonnen,0.5142450332641602,2.34971710324303,0.5398516654968262,3.508803037015137,0.025606632232666016,1.159085933772107
+The Hitchhiker's Guide to the Galaxy,Mella,0.487587034702301,1.8086497148552143,0.5032673478126526,2.9962824801325185,0.015680313110351562,1.1876327652773042
+Dune,Elrood Corrino IX,0.5237322449684143,1.7444766368832163,0.5411025285720825,2.93718753271404,0.017370283603668213,1.192710895830824
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.524772584438324,0.4754265145147631,0.5391592383384705,1.6993015589938314,0.014386653900146484,1.2238750444790683
+Dune,Glossu Rabban Harkonnen/XD,0.5270261168479919,1.7693643309236209,0.5242121815681458,3.021723901211314,-0.0028139352798461914,1.2523595702876933
+Dune,Hayt,0.5623521208763123,1.488815995076424,0.5540022253990173,2.7630196330461185,-0.008349895477294922,1.2742036379696946
+The Hitchhiker's Guide to the Galaxy,Caveman,0.4620581865310669,1.1378235127068754,0.511817455291748,2.426670574784131,0.04975926876068115,1.2888470620772556
+The Lord of the Rings,Halbarad,0.4990382194519043,0.1382394741821053,0.5650730133056641,1.5125902145942676,0.06603479385375977,1.3743507404121622
+The Hunger Games,Palmyra Monty,0.4658852517604828,1.4012232545944838,0.5263291597366333,2.776145655403921,0.06044390797615051,1.3749224008094372
+Dune,Victor Atreides,0.5181224346160889,0.5430793792140399,0.5632820129394531,1.9181918906205708,0.04515957832336426,1.375112511406531
+The Hunger Games,Livia Cardew,0.4969425797462463,0.601184000557319,0.5460469126701355,1.993355810689457,0.049104332923889216,1.392171810132138
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.5236223936080933,1.0433548950697888,0.5911267399787903,2.4572819478109995,0.06750434637069702,1.4139270527412107
+Dune,Lichna,0.5000667572021484,0.8253871268352208,0.5714812278747559,2.2966022270097417,0.07141447067260742,1.471215100174521
+Dune,Gaius Helen Mohiam,0.526899516582489,0.2654334195320227,0.5729935765266418,1.7485603659038411,0.04609405994415283,1.4831269463718184
+Dune,Norma Cenva,0.5233030319213867,0.778264812852435,0.555372953414917,2.386279260997153,0.03206992149353027,1.6080144481447178
+Twilight,Harry Clearwater,0.534866988658905,0.1401510615761508,0.5757616758346558,1.7593148768518931,0.04089468717575073,1.6191638152757424
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.5089417099952698,4.67116185980418,0.5259667634963989,6.319423488592738,0.01702505350112915,1.6482616287885579
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.4509778022766113,0.9562000321919004,0.5595822334289551,2.624409782313436,0.1086044311523438,1.6682097501215354
+Dune,Schwangyu,0.5511276125907898,1.8958544366122756,0.5603456497192383,3.75076187459884,0.009218037128448486,1.8549074379865642
+Dune,Margot Fenring,0.5554811954498291,1.886456070361856,0.5722024440765381,3.858722627527751,0.016721248626708984,1.9722665571658948
+Twilight,Lauren Mallory,0.5076858997344971,0.0148204148834229,0.5188787579536438,1.9971218720906192,0.011192858219146729,1.9823014572071962
+Twilight,Kachiri,0.5337878465652466,1.2243431248416543,0.5379436016082764,3.230076547233832,0.004155755043029785,2.0057334223921774
+Dune,Alef Burzmali,0.5303556323051453,0.8859958499328504,0.5734409093856812,2.9636699586674617,0.04308527708053589,2.0776741087346116
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.5172088146209717,1.3230990334518309,0.5507286787033081,3.484903478663206,0.033519864082336426,2.1618044452113754
+Twilight,Senna,0.5020114183425903,1.1654473847385365,0.5421069860458374,3.339938662868396,0.04009556770324707,2.1744912781298593
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4801921248435974,1.9751599362663192,0.4648252129554748,4.165068703849383,-0.015366911888122614,2.1899087675830637
+Dune,Mapes,0.5276244282722473,0.0458423124801677,0.5413835644721985,2.2664236242419347,0.013759136199951172,2.2205813117617668
+Twilight,Rebecca Black,0.4971699118614197,1.2935049089247452,0.517520546913147,3.558757023917906,0.020350635051727295,2.2652521149931606
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,0.518623411655426,1.0481372819919772,0.5506841540336609,3.3942237237839783,0.03206074237823486,2.346086441792001
+Twilight,Randall,0.553048312664032,1.454575429737306,0.5498643517494202,3.8130195171475982,-0.0031839609146118164,2.3584440874102923
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.5013925433158875,4.9671203983264665,0.5283668041229248,7.481179459003158,0.026974260807037354,2.5140590606766917
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,0.5110021829605103,2.0183648713233,0.5350873470306396,4.865023727382481,0.024085164070129395,2.8466588560591815
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,0.4621201157569885,1.6535225458766083,0.5127925276756287,4.510724437648572,0.05067241191864014,2.8572018917719637
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.4816323816776275,4.000186235659046,0.5285906791687012,6.886287217357911,0.046958297491073664,2.8861009816988643
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,0.5517412424087524,3.014383230731099,0.5583321452140808,5.972646482817048,0.006590902805328369,2.9582632520859486
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.5397637486457825,3.052210660958916,0.5244671106338501,6.27272596489698,-0.015296638011932373,3.2205153039380643
+The Hitchhiker's Guide to the Galaxy,Roosta,0.5169205665588379,2.102114009073872,0.5259182453155518,5.666003639061062,0.008997678756713867,3.5638896299871896
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,0.5036670565605164,0.995913763020436,0.5276214480400085,5.068278898090996,0.023954391479492188,4.07236513507056
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.5384833216667175,2.4184494776517766,0.6105626225471497,7.005432719867193,0.07207930088043213,4.586983242215417
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4678911566734314,0.9307606330728296,0.4485040605068207,5.86522394679092,-0.019387096166610718,4.93446331371809
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5403741002082825,3.0068773709123358,0.551992654800415,8.413546322822135,0.011618554592132568,5.4066689519098
diff --git a/ressources/data/differences/sorted_by_h_to_wh_1.csv b/ressources/data/differences/sorted_by_h_to_wh_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2c7c54f78e7682e1a375be77204dbb4614930b47
--- /dev/null
+++ b/ressources/data/differences/sorted_by_h_to_wh_1.csv
@@ -0,0 +1,536 @@
+Book,Character,F1,h,wF1,wh,F1_to_wF1,h_to_wh
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.5789341330528259,12.57860144805758,0.5230759978294373,1.7648128105677472,-0.05585813522338867,-10.813788637489832
+The Hitchhiker's Guide to the Galaxy,Deep Thought,0.5314210057258606,8.53699479683835,0.5471480488777161,1.0135586273957131,0.01572704315185547,-7.523436169442637
+Harry Potter,Eloise Midgen,0.5545334219932556,3.917565908075599,0.5354101061820984,0.5764592562518426,-0.019123315811157227,-3.341106651823756
+Twilight,Kachiri,0.5634227395057678,5.332777119293244,0.5295971035957336,2.185767318144627,-0.03382563591003418,-3.147009801148617
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.5129159092903137,6.838842886242955,0.5204333662986755,3.913381712546837,0.007517457008361816,-2.9254611736961182
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.5379136204719543,5.300337987980968,0.5136027932167053,2.479338889240404,-0.024310827255249023,-2.820999098740564
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.525601863861084,3.247082054416021,0.4835291504859924,0.7793252653549386,-0.04207271337509161,-2.4677567890610823
+The Lord of the Rings,Halbarad,0.5582286715507507,3.670575046338486,0.5401188135147095,1.292843392635992,-0.01810985803604126,-2.3777316537024937
+The Lord of the Rings,Ancalagon,0.6005372405052185,3.2840676837191274,0.5838321447372437,1.2807182581958425,-0.016705095767974854,-2.003349425523285
+Twilight,Quil Ateara III,0.5264707803726196,4.6570964057725535,0.5209446549415588,2.723338559692601,-0.005526125431060791,-1.9337578460799523
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.5658048391342163,8.435138049740814,0.5410387516021729,6.512598960253347,-0.024766087532043457,-1.9225390894874677
+Dune,Octa Butler,0.5269408822059631,2.987515522025846,0.5130519270896912,1.1772268718454462,-0.013888955116271973,-1.8102886501803996
+Dune,Piter de Vries,0.5421473979949951,4.041021177281457,0.5375068783760071,2.2701143350458306,-0.004640519618988037,-1.7709068422356262
+The Hitchhiker's Guide to the Galaxy,God,0.5263827443122864,5.661974213264242,0.4943718612194061,3.9109290601976734,-0.032010883092880305,-1.7510451530665683
+Dune,Chani Kynes,0.5319003462791443,2.619114268573243,0.5242205858230591,0.8856849338139756,-0.007679760456085205,-1.7334293347592673
+Dune,Abulurd Harkonnen,0.5524423122406006,2.288868626923212,0.5216924548149109,0.6257414540314141,-0.030749857425689697,-1.6631271728917978
+Dune,Mapes,0.5658795833587646,2.603150423673337,0.4996850490570068,1.064957338620982,-0.06619453430175787,-1.538193085052355
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5689864754676819,6.868219297663706,0.5586027503013611,5.368719111928454,-0.0103837251663208,-1.4995001857352523
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.5147516131401062,4.256055938988382,0.510841429233551,2.815234171207853,-0.003910183906555176,-1.440821767780529
+Dune,Tlaloc,0.5246959924697876,2.646719875117717,0.5315487384796143,1.2087544673367268,0.00685274600982666,-1.4379654077809902
+Twilight,Randall,0.5588515996932983,2.7259583561129213,0.4960275292396545,1.528193619218046,-0.06282407045364385,-1.1977647368948752
+Harry Potter,Buckbeak,0.571956217288971,1.2890360008218884,0.558632493019104,0.2016536115196801,-0.013323724269866943,-1.0873823893022083
+Harry Potter,Broderick Bode,0.5171712636947632,1.374418961470638,0.5214512348175049,0.3000977922013568,0.004279971122741699,-1.0743211692692811
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.5494129061698914,7.828522879128113,0.5323628783226013,6.773885850042504,-0.01705002784729004,-1.054637029085609
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,0.5013969540596008,1.7548135912478575,0.5169132947921753,0.7030808589041321,0.015516340732574463,-1.0517327323437256
+Twilight,Rebecca Black,0.5029265880584717,2.8473180322844005,0.5044931769371033,1.826882335524608,0.0015665888786315918,-1.0204356967597925
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.5500752329826355,2.80877561406975,0.5576145052909851,1.793867985967612,0.007539272308349609,-1.0149076281021379
+Twilight,Angela Weber,0.5672181844711304,1.0729344351629857,0.5519054532051086,0.0813691442410426,-0.015312731266021729,-0.9915652909219431
+Twilight,Ephraim Black,0.5627270340919495,2.143965642629478,0.5427232384681702,1.2444704796957806,-0.020003795623779297,-0.8994951629336976
+Harry Potter,Hokey,0.5747448801994324,1.2034768710846475,0.522321343421936,0.3279443807899949,-0.05242353677749634,-0.8755324902946526
+Harry Potter,Mykew Gregorovitch,0.5598282814025879,1.2835056604498305,0.5721428394317627,0.4262943090912127,0.012314558029174805,-0.8572113513586178
+Dune,Farok,0.5343023538589478,1.8493466719054965,0.5131552219390869,1.0073254815340729,-0.02114713191986084,-0.8420211903714236
+Harry Potter,Dorcas Meadowes,0.5596071481704712,5.84599386429504,0.5558947920799255,5.057313352443762,-0.0037123560905456543,-0.7886805118512781
+Dune,Wellington Yueh,0.5065340399742126,1.0699479066583852,0.505357563495636,0.3109419464988483,-0.0011764764785766602,-0.7590059601595369
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,0.526462972164154,2.4218169731088937,0.5348344445228577,1.7301217028576794,0.008371472358703613,-0.6916952702512142
+Dune,Siona Atreides,0.5699283480644226,1.1794189741629943,0.5539284348487854,0.5264898525734703,-0.015999913215637207,-0.6529291215895241
+Harry Potter,Reginald Cattermole,0.5237366557121277,1.2837745338474422,0.4993340075016022,0.6500254684847143,-0.024402648210525513,-0.6337490653627279
+Dune,Kwisatz Haderach,0.5711029767990112,0.9888903005529062,0.5482078194618225,0.3951715268638356,-0.02289515733718872,-0.5937187736890706
+The Hitchhiker's Guide to the Galaxy,Mella,0.471651017665863,1.428438122375747,0.4970147311687469,0.8538650908509379,0.02536371350288391,-0.5745730315248091
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.5062471032142639,1.6260879513653077,0.4709177613258362,1.052475936745654,-0.035329341888427734,-0.5736120146196537
+Dune,Hasimir Fenring,0.5477452874183655,2.752159905512365,0.5443087816238403,2.1905251151701868,-0.0034365057945251465,-0.5616347903421781
+Harry Potter,Frank Longbottom,0.5471572875976562,1.1322979276281024,0.5575560331344604,0.5719209658676639,0.0103987455368042,-0.5603769617604385
+The Hitchhiker's Guide to the Galaxy,Caveman,0.4624646604061126,2.0570646436220046,0.4659535586833954,1.5703616692321305,0.0034888982772827704,-0.4867029743898741
+Twilight,Vasilii,0.4878039360046386,1.177484514311104,0.5145131349563599,0.7154535525507003,0.026709198951721247,-0.4620309617604036
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.526118278503418,4.563572890281057,0.5302026867866516,4.125584433432032,0.004084408283233643,-0.4379884568490242
+Twilight,Charlotte,0.5166462659835815,0.781418471182575,0.4995029270648956,0.3446262718630764,-0.01714333891868597,-0.4367921993194986
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,0.5020222663879395,2.1999566724610315,0.4960719347000122,1.7648173389886592,-0.005950331687927246,-0.4351393334723723
+Dune,Norma Cenva,0.5213820338249207,1.6358207488462009,0.5019789338111877,1.207627622996396,-0.01940310001373291,-0.42819312584980485
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.5377633571624756,1.9328538642434627,0.5569385290145874,1.5262557711992633,0.019175171852111816,-0.40659809304419947
+Dune,Lady Jessica,0.4835402071475982,0.6225081164599482,0.4784873127937317,0.2211910335881457,-0.005052894353866522,-0.40131708287180246
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,0.5054993033409119,1.103178434314816,0.4878826439380646,0.7164372362243827,-0.01761665940284729,-0.3867411980904334
+Dune,Otheym,0.5396402478218079,1.581951840468952,0.565533459186554,1.196589792217731,0.025893211364746094,-0.385362048251221
+Dune,Alma Mavis Taraza,0.5263286828994751,1.1763266388481577,0.5428972244262695,0.7923937574830788,0.016568541526794434,-0.38393288136507886
+Harry Potter,Hugo Granger-Weasley,0.5106683373451233,1.4468244889103845,0.5297722220420837,1.0661772367281488,0.01910388469696045,-0.3806472521822357
+Harry Potter,Mosag,0.5249723792076111,1.8411663893213104,0.5271376967430115,1.462775113446042,0.0021653175354003906,-0.37839127587526833
+Dune,Aramsham,0.5087750554084778,0.9118219603385792,0.4741894006729126,0.5371763085832953,-0.034585654735565186,-0.37464565175528386
+Dune,Alia Atreides,0.5008636116981506,0.6454515420887584,0.5214312076568604,0.2923913554490708,0.020567595958709717,-0.35306018663968763
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.4783885180950165,1.331027219739812,0.4842257797718048,0.981556243864098,0.00583726167678833,-0.3494709758757141
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,0.4982612431049347,1.676761573747175,0.5118005871772766,1.32866594536278,0.013539344072341919,-0.348095628384395
+Dune,Leto Atreides II/DE,0.5542869567871094,0.4475875365685639,0.5751059651374817,0.1193105515496551,0.020819008350372314,-0.32827698501890884
+Dune,Ramallo,0.5175814032554626,1.296847200314298,0.5355709791183472,0.9804594400402232,0.01798957586288452,-0.31638776027407467
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,0.5142278671264648,2.773928117637921,0.5223308205604553,2.458637932578313,0.008102953433990479,-0.3152901850596077
+Dune,Irulan Corrino/XD,0.5731375813484192,0.4284960322847032,0.566170334815979,0.1174477903566004,-0.0069672465324401855,-0.31104824192810276
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5454039573669434,1.8243136920421408,0.5222746133804321,1.5498286063925777,-0.02312934398651123,-0.2744850856495631
+The Lord of the Rings,Treebeard,0.5466518998146057,1.3780849338300738,0.5745113492012024,1.1244812229406924,0.02785944938659668,-0.2536037108893814
+The Lord of the Rings,Melian,0.5794527530670166,3.307422900641166,0.5590015053749084,3.073584179482273,-0.020451247692108154,-0.23383872115889304
+Harry Potter,Selwyn,0.5444645881652832,1.703147074194096,0.5427103042602539,1.4717821838687717,-0.0017542839050292969,-0.23136489032532426
+The Hitchhiker's Guide to the Galaxy,Number Two,0.4840034544467926,0.9594626155991508,0.4967589974403381,0.7338338366808194,0.012755542993545477,-0.22562877891833144
+Harry Potter,Millicent Bulstrode,0.5375728607177734,0.5738590301188647,0.5270988345146179,0.3533225274605486,-0.010474026203155518,-0.22053650265831615
+Dune,Gaius Helen Mohiam,0.5574875473976135,1.862694649377201,0.5293950438499451,1.646367365237429,-0.028092503547668457,-0.21632728413977187
+Twilight,Senna,0.5466602444648743,2.8926459709110066,0.4956415593624115,2.6870294046269247,-0.05101868510246277,-0.20561656628408187
+Dune,Piter De Vries,0.5435839891433716,2.353764161712112,0.5251157879829407,2.1502517046525558,-0.018468201160430908,-0.20351245705955634
+Dune,Moneo Atreides,0.5479013919830322,0.2878437573838585,0.5579013824462891,0.0851327643411914,0.009999990463256836,-0.2027109930426671
+The Hitchhiker's Guide to the Galaxy,Constant Mown,0.499842494726181,2.1629619365242494,0.4855059683322906,1.9684584996195824,-0.01433652639389038,-0.19450343690466698
+The Lord of the Rings,Shelob,0.5711640119552612,0.8855788018652117,0.5904821157455444,0.7000883469407051,0.019318103790283203,-0.18549045492450655
+Dune,Ghanima Atreides,0.4993902444839477,0.2832351725235344,0.5008520483970642,0.1090961323815855,0.0014618039131165106,-0.17413904014194892
+Dune,Harah,0.5389475226402283,0.2183046726211584,0.5422749519348145,0.0527464640888047,0.0033274292945861816,-0.1655582085323537
+Dune,Tyekanik,0.532672643661499,0.9530672037691116,0.5529613494873047,0.795747570216758,0.020288705825805664,-0.15731963355235357
+Harry Potter,Michael Corner,0.552334725856781,0.1687519261156403,0.5356698632240295,0.0224154771947869,-0.016664862632751465,-0.1463364489208534
+Harry Potter,Antioch Peverell,0.5281078815460205,1.555139709449023,0.5253656506538391,1.4201497340140798,-0.0027422308921813965,-0.13498997543494307
+Twilight,Demetri,0.5776082873344421,0.1700134542244419,0.5248556137084961,0.037612320950013,-0.052752673625946045,-0.13240113327442887
+Dune,Pardot Kynes/XD,0.5893939137458801,0.3637647377053534,0.5830528140068054,0.2342784853330249,-0.006341099739074707,-0.1294862523723285
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,0.5014968514442444,1.2156483907879778,0.5227397680282593,1.103893689268279,0.021242916584014893,-0.1117547015196989
+The Lord of the Rings,Glaurung,0.5608259439468384,1.7772372613905831,0.5621346235275269,1.6705097155653243,0.0013086795806884766,-0.10672754582525878
+The Hitchhiker's Guide to the Galaxy,Number One,0.4737790822982788,0.6911469901316684,0.4783584773540497,0.5856922457561612,0.004579395055770874,-0.10545474437550717
+Harry Potter,Abraxas Malfoy,0.5212939381599426,2.2116749955356854,0.5345617532730103,2.108352614117953,0.013267815113067627,-0.10332238141773242
+Twilight,Harry Clearwater,0.5594446659088135,2.133456144455012,0.5399731993675232,2.0329129142009426,-0.019471466541290283,-0.10054323025406964
+Twilight,Laurent,0.530215322971344,0.1008915045517499,0.5034322738647461,0.004878058506077,-0.0267830491065979,-0.0960134460456729
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.4555373191833496,0.6980830433239986,0.4701451957225799,0.6094023810015861,0.014607876539230291,-0.08868066232241256
+Harry Potter,Crookshanks,0.5896149277687073,0.1033351758401786,0.5674389004707336,0.0170902126986823,-0.022176027297973633,-0.0862449631414963
+Dune,Glossu Rabban Harkonnen/DE,0.5335575342178345,0.2152407271983929,0.5204051733016968,0.1331949848145656,-0.013152360916137695,-0.08204574238382731
+Dune,Pardot Kynes,0.540195107460022,0.4993257687202917,0.5338239073753357,0.4266379848967421,-0.006371200084686279,-0.07268778382354962
+Dune,Feyd-Rautha Harkonnen,0.5619041919708252,0.6045441751828842,0.556075930595398,0.5356011141238942,-0.005828261375427246,-0.06894306105898995
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,0.4967779517173767,0.99802725779914,0.4969177842140198,0.931185511039417,0.0001398324966430664,-0.06684174675972299
+The Lord of the Rings,Fíli and Kíli,0.5708042979240417,0.2646605146618025,0.5672894716262817,0.1983396337210324,-0.0035148262977600098,-0.06632088094077013
+Harry Potter,Gabrielle Delacour,0.5223298668861389,1.168723219988157,0.5333210825920105,1.1045229648817685,0.010991215705871582,-0.06420025510638849
+The Hunger Games,Lucretius Flickerman,0.5141594409942627,0.2501040595794248,0.5382243990898132,0.1860783794133212,0.024064958095550537,-0.06402568016610358
+Harry Potter,Rosmerta,0.5415127277374268,0.075761417105686,0.5278216600418091,0.0130248278898893,-0.013691067695617676,-0.0627365892157967
+Twilight,Mike Newton,0.5331747531890869,0.2755209940132483,0.5110588073730469,0.21346880596453,-0.02211594581604004,-0.062052188048718315
+The Hunger Games,Treech,0.4908248484134674,0.2685506368472463,0.5155394077301025,0.207682672770323,0.024714559316635132,-0.06086796407692327
+Dune,Thufir Hawat/XD,0.5730161666870117,0.0772626953115746,0.5566498041152954,0.0180396159523106,-0.01636636257171631,-0.059223079359264005
+The Lord of the Rings,Gríma,0.5811100006103516,0.0634458000697368,0.5591428279876709,0.0055884507722527,-0.021967172622680664,-0.057857349297484095
+The Lord of the Rings,Boromir,0.5420252084732056,0.2208190084381805,0.550870954990387,0.1635920221384829,0.008845746517181396,-0.05722698629969761
+Harry Potter,Justin Finch-Fletchley,0.5576454401016235,0.0674820240974602,0.5402739644050598,0.0104796538912058,-0.01737147569656372,-0.05700237020625439
+Harry Potter,James Potter II,0.4499861299991607,0.2455680350861989,0.4544238150119781,0.1918815835152693,0.004437685012817383,-0.053686451570929605
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+Dune,Shaddam Corrino IV,0.4953395128250122,0.172399584012771,0.518018364906311,0.563532481815849,0.022678852081298828,0.39113289780307803
+The Hitchhiker's Guide to the Galaxy,The Lord,0.4767702221870422,1.191764036608358,0.5048403143882751,1.5856247393623424,0.028070092201232966,0.39386070275398444
+The Lord of the Rings,Meriadoc Brandybuck,0.5564203858375549,0.2999265634054204,0.5594236850738525,0.6961992607617269,0.0030032992362976074,0.3962726973563065
+Harry Potter,Victoire Weasley,0.4864944815635681,0.8898031067305227,0.4933436512947082,1.2884826591296104,0.006849169731140081,0.3986795523990877
+Dune,Kailea Vernius,0.5280104279518127,0.3548715464064059,0.5572851300239563,0.7615478963840646,0.029274702072143555,0.4066763499776587
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.5333770513534546,0.8081476281573288,0.527380645275116,1.217868843014244,-0.005996406078338623,0.40972121485691515
+Harry Potter,Marcus Flint,0.5566878914833069,0.028752439961508,0.5396279692649841,0.4425258215826614,-0.017059922218322754,0.4137733816211534
+Dune,Farad'n Corrino/XD,0.5620886087417603,1.779329903679524,0.5563293099403381,2.1953197062928727,-0.005759298801422119,0.4159898026133486
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.500385046005249,3.881556195734246,0.4827165305614471,4.301598800528192,-0.017668515443801935,0.4200426047939465
+The Lord of the Rings,Ungoliant,0.549044668674469,0.128973381792379,0.5599000453948975,0.5747775007490585,0.010855376720428467,0.44580411895667954
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,0.5122503638267517,1.1139810710339946,0.5068441033363342,1.5708570873199224,-0.0054062604904174805,0.4568760162859278
+Twilight,Sasha,0.4814028441905975,0.49466531978256,0.5079740881919861,0.9649262742737336,0.026571244001388605,0.47026095449117356
+The Lord of the Rings,Thingol,0.525633692741394,0.0539210507006794,0.5319950580596924,0.5369288406434378,0.00636136531829834,0.4830077899427584
+The Hitchhiker's Guide to the Galaxy,Barman,0.4879155457019806,0.7203177013797761,0.5159683227539062,1.2035000664552176,0.02805277705192566,0.48318236507544143
+Dune,Jamis,0.5582770705223083,0.5487325101378681,0.5381486415863037,1.032355731511433,-0.02012842893600464,0.48362322137356484
+Harry Potter,Piers Polkiss,0.5167543888092041,1.2790685022656632,0.5319365859031677,1.762999561332922,0.015182197093963623,0.48393105906725875
+Dune,Paul Atreides/DE,0.5570170283317566,0.1683361047730633,0.5486254692077637,0.654087182543554,-0.00839155912399292,0.48575107777049076
+Dune,Feyd-Rautha Harkonnen/XD,0.5111600160598755,0.5703391772389732,0.5592771768569946,1.0971041940287012,0.04811716079711914,0.526765016789728
+Dune,Fafnir Corrino,0.47784024477005,0.5293927539006357,0.5147947072982788,1.057409332232301,0.036954462528228815,0.5280165783316654
+Dune,Miles Teg,0.5338758230209351,0.5553853662788213,0.5601738095283508,1.099096592885546,0.02629798650741577,0.5437112266067248
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.4751115143299103,1.169051481893415,0.516801655292511,1.716701048061448,0.04169014096260071,0.547649566168033
+Harry Potter,Cadmus Peverell,0.5224007368087769,0.2924673914045537,0.5196977853775024,0.8439459175478803,-0.002702951431274414,0.5514785261433266
+Dune,Nayla,0.4948665201663971,1.0085290196960552,0.5376885533332825,1.5682694401101744,0.042822033166885376,0.5597404204141192
+Harry Potter,Ignatius Prewett,0.4868535101413727,0.954975833304807,0.5006044507026672,1.51826896694714,0.013750940561294556,0.5632931336423331
+The Lord of the Rings,Lúthien,0.5872931480407715,0.2200637304655536,0.5828491449356079,0.8041705413064058,-0.004444003105163574,0.5841068108408521
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.5357320308685303,5.493064329066271,0.5402321815490723,6.098349388261835,0.004500150680541992,0.6052850591955643
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,0.5124474763870239,2.048404221015958,0.5312544107437134,2.671428310758235,0.018806934356689453,0.6230240897422767
+The Lord of the Rings,Beorn,0.5504730343818665,0.085132550300705,0.5943840146064758,0.7126986481207102,0.043910980224609375,0.6275660978200052
+Twilight,Mary,0.5159986019134521,1.229007427614384,0.5262669324874878,1.860727296539297,0.010268330574035645,0.6317198689249128
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,0.5077226758003235,1.4366898551814142,0.5368738174438477,2.07225874033409,0.02915114164352417,0.635568885152676
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,0.5318716168403625,0.1556366894415406,0.4954772591590881,0.8089813343550757,-0.03639435768127447,0.653344644913535
+Dune,Tylwyth Waff,0.5355414748191833,1.1598862362099518,0.5352148413658142,1.835082593202588,-0.0003266334533691406,0.6751963569926362
+Dune,Abulurd Harkonnen/DE,0.5182008743286133,1.362609917915952,0.5333595871925354,2.042315223473736,0.01515871286392212,0.6797053055577837
+Dune,Glossu Rabban,0.5391458868980408,0.8072538752724995,0.5096572637557983,1.487789837834364,-0.02948862314224243,0.6805359625618644
+Harry Potter,Anthony Goldstein,0.5168087482452393,0.0494898274919872,0.5054145455360413,0.7432056786452059,-0.011394202709197998,0.6937158511532188
+Harry Potter,Irma Crabbe,0.4379485547542572,0.6838871381836266,0.4309313893318176,1.382631797424559,-0.007017165422439575,0.6987446592409324
+Twilight,Eric Yorkie,0.4812694489955902,0.8048415657502396,0.5250717401504517,1.5095038559063598,0.04380229115486145,0.7046622901561203
+Twilight,Kebi,0.5515124201774597,0.244770392047594,0.500100314617157,0.9591320888827836,-0.051412105560302734,0.7143616968351896
+The Hitchhiker's Guide to the Galaxy,Prak,0.4988954663276672,0.8639535109612494,0.5057277679443359,1.6078580632582122,0.006832301616668757,0.7439045522969628
+Harry Potter,Ignotus Peverell,0.5352026224136353,0.0421127873851287,0.5331591367721558,0.8187404190719058,-0.002043485641479492,0.7766276316867771
+Dune,Wensicia Corrino/XD,0.548549473285675,0.4475773439032078,0.570370614528656,1.2279254044224142,0.021821141242980957,0.7803480605192064
+Dune,Helena Atreides,0.5223349928855896,0.5269385506040045,0.5534923672676086,1.3100626785103442,0.031157374382019043,0.7831241279063397
+The Hitchhiker's Guide to the Galaxy,Marvin,0.5226954817771912,0.5531746555418097,0.5307050347328186,1.3498369094942475,0.008009552955627441,0.7966622539524378
+Dune,Victor Atreides,0.528741717338562,0.5158123610834457,0.5407525300979614,1.3293292237988117,0.012010812759399414,0.8135168627153659
+Harry Potter,Dexter Fortescue,0.524878203868866,0.425494962526351,0.5224664211273193,1.2556065060829371,-0.002411782741546631,0.8301115435565861
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,0.5442699193954468,1.7117588772682366,0.5415846705436707,2.5446792653203074,-0.002685248851776123,0.8329203880520708
+Dune,Bellonda,0.5506885647773743,1.4931472276373354,0.5483011603355408,2.338640533834851,-0.002387404441833496,0.8454933061975154
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,0.5511670112609863,0.5549285345510245,0.5567904114723206,1.402434199539865,0.0056234002113342285,0.8475056649888405
+Dune,Raquella Berto-Anirul,0.5494669675827026,0.8528535514065485,0.5446735620498657,1.7036219628869,-0.004793405532836914,0.8507684114803515
+Dune,Stilgar,0.5141476392745972,0.0252189956389754,0.5429798364639282,0.9279516979442336,0.028832197189331055,0.9027327023052582
+Harry Potter,Beedle the Bard,0.522861897945404,4.498811265480763,0.5310685038566589,5.401560759845255,0.008206605911254883,0.9027494943644925
+Dune,Hayt,0.5371939539909363,1.2712192510858666,0.5351949334144592,2.2788322223784534,-0.0019990205764770508,1.0076129712925868
+Dune,Lucilla,0.5170367956161499,1.0097791824721207,0.5555893778800964,2.019183275173184,0.03855258226394653,1.0094040927010635
+The Hunger Games,Vipsania Sickle,0.4964489042758941,1.2332811483802,0.5109447240829468,2.296390425878495,0.014495819807052668,1.0631092774982949
+Dune,Jehanne Butler,0.5227755308151245,0.8694319747196473,0.533492922782898,1.932790710067074,0.010717391967773438,1.0633587353474268
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,0.5128049850463867,1.2943539963747523,0.5335613489151001,2.388537958569867,0.02075636386871338,1.0941839621951146
+Harry Potter,Wilhelmina Grubbly-Plank,0.5589131116867065,0.5504047508112356,0.5811431407928467,1.6592923667941,0.022230029106140137,1.1088876159828644
+Harry Potter,Helga Hufflepuff,0.5390971899032593,0.3471017908749374,0.5515829920768738,1.4637857624649413,0.012485802173614502,1.1166839715900039
+Twilight,J. Jenks,0.531209409236908,0.4950358655083797,0.5308963060379028,1.6316051347943996,-0.00031310319900512695,1.1365692692860199
+Harry Potter,Alice Longbottom,0.5555149912834167,0.1464946712747482,0.572822093963623,1.2940110439138062,0.0173071026802063,1.147516372639058
+Twilight,Lauren Mallory,0.5203814506530762,1.880009606168536,0.5196325778961182,3.033187796670408,-0.0007488727569580078,1.153178190501872
+The Hitchhiker's Guide to the Galaxy,Fenchurch,0.5083360075950623,1.592191246203948,0.5265572667121887,2.7457036977187443,0.018221259117126465,1.1535124515147963
+Dune,Farad'n Corrino,0.5639529228210449,1.5997431944150269,0.5616212487220764,2.7725924804205366,-0.002331674098968506,1.1728492860055098
+Dune,Elrood Corrino IX,0.5210123062133789,1.4066134364200111,0.5460413098335266,2.592456088742047,0.025029003620147705,1.1858426523220358
+The Hitchhiker's Guide to the Galaxy,Agrajag,0.5240415334701538,0.5323970607447832,0.5379686951637268,1.7408361850426886,0.013927161693572998,1.2084391242979053
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.4611309766769409,2.3626019202895314,0.4836393892765045,3.6042548550150553,0.0225084125995636,1.2416529347255238
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.5403652787208557,1.5783257100592378,0.5359954833984375,2.823853986381509,-0.004369795322418213,1.2455282763222713
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,0.5434069037437439,2.987253942419447,0.5398224592208862,4.255710115868676,-0.003584444522857666,1.2684561734492292
+Harry Potter,Sirius Black II,0.4215435087680816,1.1228537650434445,0.4280705749988556,2.4662679958974936,0.006527066230773981,1.343414230854049
+The Hitchhiker's Guide to the Galaxy,Random Dent,0.4641633927822113,0.9790948260609776,0.4900609850883484,2.355361022691568,0.025897592306137085,1.3762661966305902
+The Hunger Games,Felix Ravinstill,0.4978830218315124,1.3126049466053806,0.524251401424408,2.7069989618803443,0.026368379592895563,1.3943940152749636
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,0.4908310174942016,1.6261834995648905,0.5111228823661804,3.1375595737712403,0.020291864871978815,1.5113760742063498
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,0.5099366903305054,1.643850886403297,0.5405710339546204,3.1816142765946127,0.03063434362411499,1.5377633901913157
+The Hunger Games,Palmyra Monty,0.4854088723659515,1.0346429652319125,0.5160622596740723,2.59834323367383,0.030653387308120783,1.5637002684419175
+The Lord of the Rings,Khamûl,0.4991201758384704,0.1582936136919527,0.5586355328559875,1.793892514561512,0.059515357017517145,1.6355989008695595
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,0.5628529787063599,5.7914701379707925,0.5559934377670288,7.444573611594727,-0.006859540939331055,1.6531034736239345
+Dune,Margot Fenring,0.5036774277687073,1.652360164183928,0.5483601689338684,3.3254174345263,0.04468274116516113,1.673057270342372
+The Hunger Games,Dill,0.4967287182807922,0.7968083927554982,0.5278428792953491,2.485262715655405,0.03111416101455694,1.6884543228999065
+Dune,Schwangyu,0.4926276504993438,1.0669962422332284,0.5143282413482666,2.7588991693321026,0.021700590848922785,1.6919029270988741
+Dune,Edric,0.4862787127494812,1.1251288929263867,0.4916366636753082,2.8910878840380323,0.005357950925827026,1.7659589911116456
+The Hunger Games,Hilarius Heavensbee,0.5179992318153381,1.5423424951846063,0.5204738974571228,3.441486370433192,0.002474665641784668,1.8991438752485856
+Twilight,Santiago,0.5025033354759216,1.4057027425233102,0.5195925831794739,3.332715111611792,0.017089247703552246,1.927012369088482
+Harry Potter,Ernest Prang,0.5294076204299927,1.4324730684956046,0.560053825378418,3.37059206821222,0.030646204948425293,1.9381189997166155
+Dune,Daniel,0.5054863095283508,1.156260320294123,0.5355330109596252,3.150722277861901,0.030046701431274414,1.994461957567778
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.5144686102867126,2.094207957017673,0.546027421951294,4.128605340021927,0.0315588116645813,2.0343973830042543
+Dune,Norma Cevna,0.504711389541626,0.6081832269861903,0.52064049243927,2.719788599391379,0.015929102897644043,2.111605372405189
+The Hitchhiker's Guide to the Galaxy,Hactar,0.5415095686912537,1.7986262996613993,0.5409008860588074,3.9447276381562535,-0.0006086826324462891,2.146101338494854
+Harry Potter,Marlene McKinnon,0.5079734921455383,1.271044782279647,0.5446146726608276,3.679384671792475,0.03664118051528931,2.4083398895128285
+The Hitchhiker's Guide to the Galaxy,Roosta,0.4848386347293854,0.8314865504954853,0.5040119290351868,3.2408819615982014,0.01917329430580139,2.4093954111027163
+Harry Potter,Regulus Black I,0.4737982153892517,1.3627792185668255,0.4683603644371032,3.782804810686204,-0.005437850952148493,2.4200255921193783
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,0.5107476711273193,0.8317512375873324,0.5502901673316956,3.3094251256544345,0.03954249620437622,2.477673888067102
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4915196001529693,0.7772225286536903,0.4946693480014801,3.361145219866005,0.0031497478485107977,2.5839226912123148
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,0.4651113450527191,3.1014311124889375e-08,0.5008059740066528,2.6112248955490758,0.035694628953933716,2.6112248645347647
+The Hitchhiker's Guide to the Galaxy,Haggunenons,0.539333164691925,0.4945963307851389,0.558082640171051,3.349477014080598,0.018749475479125977,2.854880683295459
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,0.5251595973968506,2.444572493933885,0.5197945833206177,5.4842990813960935,-0.00536501407623291,3.0397265874622086
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.5130497217178345,0.9101723590259572,0.5277324914932251,3.9894213199495328,0.014682769775390625,3.0792489609235756
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4817720949649811,2.1863611587165366,0.5069513916969299,5.508965424518062,0.025179296731948853,3.322604265801526
+Harry Potter,Galatea Merrythought,0.5108742713928223,0.8897644041633969,0.542755126953125,4.277539392633426,0.031880855560302734,3.3877749884700292
+The Hitchhiker's Guide to the Galaxy,Agda,0.4889400005340576,1.2845804230061522,0.5137884616851807,5.051950156275736,0.024848461151123047,3.767369733269584
+Harry Potter,Dilys Derwent,0.5257084965705872,1.5585679755874766,0.5429420471191406,5.438772158060853,0.017233550548553467,3.880204182473376
+Harry Potter,Emeric the Evil,0.5510760545730591,1.3528009050659322,0.527782678604126,5.367036443218868,-0.023293375968933105,4.014235538152937
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,0.5441259145736694,2.788454872783037,0.5378767251968384,7.089667917977646,-0.006249189376831055,4.30121304519461
diff --git a/ressources/data/differences/sorted_by_h_to_wh_2.csv b/ressources/data/differences/sorted_by_h_to_wh_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9ff545c36e105bc2f57b33a0bbc96f3186ced8cd
--- /dev/null
+++ b/ressources/data/differences/sorted_by_h_to_wh_2.csv
@@ -0,0 +1,536 @@
+Book,Character,F1,h,wF1,wh,F1_to_wF1,h_to_wh
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.5851119160652161,14.204895067124372,0.5333231687545776,2.029083148023388,-0.05178874731063843,-12.175811919100983
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.5373949408531189,11.186623258316212,0.5021905303001404,4.566161762510675,-0.035204410552978516,-6.620461495805537
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5982188582420349,6.408382901372876,0.5247104167938232,0.6851568358622919,-0.07350844144821167,-5.723226065510584
+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,0.5411131978034973,5.932940301800547,0.5078474283218384,0.5277342365851457,-0.033265769481658936,-5.405206065215401
+The Lord of the Rings,Gollum,0.5291568040847778,3.705028028504992,0.5690483450889587,8.699523896320845e-05,0.03989154100418091,-3.704941033266029
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.5152117609977722,6.701656130459915,0.5466178059577942,3.1092435488371115,0.03140604496002197,-3.592412581622803
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,0.5367315411567688,4.370866025613554,0.5408584475517273,1.5397010081053488,0.004126906394958496,-2.8311650175082055
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+Dune,Elrood Corrino IX,0.5538781881332397,4.098105242552675,0.5435056686401367,3.0508495856323568,-0.010372519493103027,-1.0472556569203184
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+The Hitchhiker's Guide to the Galaxy,Almighty Bob,0.5234580636024475,2.6345107606610694,0.5280137062072754,1.8213509029180628,0.004555642604827881,-0.8131598577430066
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+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.5036037564277649,1.4222595725015843,0.5253148078918457,0.9935720888143272,0.02171105146408081,-0.42868748368725706
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+Dune,Vorian Atreides,0.5148931741714478,6.412486476323863e-14,0.5255579352378845,4.583811171529382e-13,0.010664761066436768,3.9425625238969963e-13
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+Dune,Pardot Kynes/DE,0.5605108141899109,1.5644312978123653e-06,0.5584397912025452,2.254281550817968e-06,-0.0020710229873657227,6.898502530056025e-07
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+Dune,Alma Mavis Taraza,0.5090119242668152,0.3211667461747884,0.5767590403556824,0.6421973231749927,0.06774711608886719,0.32103057700020426
+Dune,Fafnir Corrino,0.4499525129795074,0.7003032446719886,0.5322589874267578,1.0420738912627936,0.08230647444725042,0.341770646590805
+The Hunger Games,Lucretius Flickerman,0.4807058274745941,0.0078101536769308,0.5529710650444031,0.3614382714716695,0.07226523756980896,0.35362811779473874
+Dune,Korba,0.4780802726745605,0.7911521478855628,0.5018550157546997,1.1525436962723896,0.023774743080139216,0.36139154838682686
+Dune,Wellington Yueh,0.4950200617313385,0.0354422405688776,0.5104186534881592,0.3982121642037352,0.015398591756820679,0.3627699236348576
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4441669583320617,3.6075902889285176,0.4944285452365875,3.974116003158963,0.05026158690452581,0.3665257142304452
+Dune,Liet-Kynes,0.5477451086044312,0.498522743257557,0.5722833871841431,0.8734777525042662,0.024538278579711914,0.37495500924670916
+Harry Potter,Piers Polkiss,0.4952185153961181,0.6806362715735876,0.5166254043579102,1.0693695208375025,0.021406888961792048,0.38873324926391484
+Dune,Logno,0.4771268665790558,0.0258050314094748,0.5067844390869141,0.4269885629402524,0.029657572507858276,0.40118353153077757
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.45408895611763,0.7607375331758576,0.5132195353507996,1.1669318505114223,0.059130579233169556,0.40619431733556477
+Twilight,Ephraim Black,0.5057646632194519,0.0722030936545658,0.5285127758979797,0.483425871993945,0.022748112678527832,0.4112227783393792
+Dune,Elrood Corrino IX/XD,0.4822080731391907,0.0999839893529496,0.5046545267105103,0.5144143098167582,0.02244645357131958,0.41443032046380857
+Dune,Gaius Helen Mohiam,0.5384054183959961,0.352284423693017,0.5630971789360046,0.790966793593706,0.024691760540008545,0.43868236990068904
+Dune,Alef Burzmali,0.5342580080032349,0.7645671390226758,0.5497820377349854,1.2549004688940866,0.015524029731750488,0.49033332987141076
+Harry Potter,Louis Weasley,0.4540657699108124,0.0444494411070131,0.4954021275043487,0.5441489284300953,0.04133635759353632,0.4996994873230822
+Harry Potter,Mosag,0.4951876401901245,0.1531028392438576,0.4914199411869049,0.6569528586481602,-0.0037676990032196045,0.5038500194043026
+Harry Potter,Victoire Weasley,0.4881352186203003,0.4956663902185687,0.4769021570682525,1.013121900804376,-0.011233061552047785,0.5174555105858072
+Dune,Wensicia Corrino,0.5616702437400818,0.2010267988933154,0.5842434167861938,0.7219136340131868,0.02257317304611206,0.5208868351198713
+Twilight,Lauren Mallory,0.529346227645874,0.4959357556117128,0.5534868240356445,1.0301312795687292,0.024140596389770508,0.5341955239570164
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,0.3948304355144501,0.6751661951664785,0.5137826800346375,1.212449095341141,0.11895224452018738,0.5372829001746626
+Dune,Nayla,0.4950499534606933,1.292249701300615,0.6011646389961243,1.838745742377142,0.10611468553543096,0.5464960410765272
+The Lord of the Rings,Khamûl,0.4940536022186279,0.1330702156290558,0.5407648682594299,0.7024747436692249,0.04671126604080206,0.5694045280401692
+The Hitchhiker's Guide to the Galaxy,Russell,0.4782839715480804,0.8100323941181714,0.5097077488899231,1.408932398843795,0.03142377734184271,0.5989000047256235
+Dune,Farok,0.5597324967384338,1.725997669089834,0.5408429503440857,2.3261117109602933,-0.018889546394348145,0.6001140418704594
+Dune,Ghanima Atreides,0.4938459992408752,0.1575677360789988,0.5262296795845032,0.7713215001869783,0.032383680343627985,0.6137537641079795
+Dune,Piter de Vries,0.5390039086341858,1.2255669645887044,0.5667362213134766,1.8558181576506183,0.02773231267929077,0.6302511930619139
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,0.5333329439163208,2.417007644633663,0.5275788903236389,3.0477965967155183,-0.005754053592681885,0.6307889520818555
+The Hunger Games,Vipsania Sickle,0.5076733231544495,1.5015583908608838,0.5211169719696045,2.1328966584790696,0.01344364881515503,0.6313382676181858
+Harry Potter,Frank Longbottom,0.5326156616210938,0.0287523773749892,0.5626251101493835,0.6841584052073477,0.030009448528289795,0.6554060278323586
+Dune,Abulurd Harkonnen,0.4995967745780945,0.774362161995966,0.585909903049469,1.4374484379102912,0.08631312847137451,0.6630862759143252
+The Hitchhiker's Guide to the Galaxy,Number Two,0.5104125142097473,1.0542362445617808,0.5231298804283142,1.7298688236564472,0.012717366218566895,0.6756325790946665
+Dune,Victor Atreides,0.5281650424003601,0.6661450495943819,0.5521569848060608,1.3858043178098174,0.023991942405700684,0.7196592682154355
+Twilight,Mary,0.4819009304046631,0.1130494278537079,0.5178558826446533,0.8451317060187,0.035954952239990234,0.7320822781649922
+Harry Potter,Dominique Weasley,0.5051631331443787,0.5628294796657226,0.5058202147483826,1.311653529612595,0.0006570816040039062,0.7488240499468725
+Dune,Glossu Rabban Harkonnen/XD,0.5279632806777954,2.3769619220835354,0.5369877815246582,3.139095733097808,0.009024500846862793,0.7621338110142726
+Harry Potter,Abraxas Malfoy,0.5150485038757324,0.5503509975301958,0.5468758344650269,1.3129554098084302,0.031827330589294434,0.7626044122782344
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,0.508491039276123,1.9880551917770604,0.5325136184692383,2.756659058943864,0.024022579193115234,0.7686038671668036
+The Hitchhiker's Guide to the Galaxy,Allitnils,0.4911867082118988,1.251017756427402,0.5145216584205627,2.15794193900502,0.02333495020866394,0.906924182577618
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,0.4694631695747375,0.5718663858886817,0.4982646107673645,1.4993487598742592,0.02880144119262701,0.9274823739855775
+Dune,Marcus Claire Luyseyal,0.4861524701118469,1.1715058089203334,0.4962300360202789,2.107458039462452,0.010077565908431951,0.9359522305421184
+The Hitchhiker's Guide to the Galaxy,Number One,0.5042617917060852,0.7561530397522468,0.506044864654541,1.7105745885417016,0.0017830729484558105,0.9544215487894548
+Dune,Lichna,0.4899732768535614,0.778601116737801,0.5437178015708923,1.7552609653310076,0.05374452471733093,0.9766598485932066
+Harry Potter,Godric Gryffindor,0.5244513750076294,0.0069719796151754,0.5934100151062012,1.13064105321368,0.06895864009857178,1.1236690735985044
+The Hunger Games,Hilarius Heavensbee,0.5099994540214539,0.9142718836812824,0.5348723530769348,2.055806600382493,0.024872899055480957,1.1415347167012106
+Dune,Chani Kynes,0.5526807308197021,0.804574212062606,0.5530098080635071,1.9827074877696589,0.00032907724380493164,1.1781332757070528
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,0.5134496688842773,3.2151291217167177,0.5549716949462891,4.400457732062703,0.04152202606201172,1.1853286103459855
+Dune,Otheym,0.5739062428474426,1.4563690800914404,0.597083568572998,2.675528033990441,0.02317732572555542,1.2191589538990006
+Harry Potter,Ernest Prang,0.5353389382362366,1.0061482182025028,0.5400568842887878,2.259841898626499,0.0047179460525512695,1.2536936804239964
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,0.5324084162712097,1.2771491330409643,0.5308210849761963,2.5346537960263045,-0.0015873312950134277,1.2575046629853401
+The Hitchhiker's Guide to the Galaxy,Agda,0.4687676131725311,2.711333335310547,0.5224596261978149,3.9934621092566287,0.05369201302528387,1.2821287739460816
+Harry Potter,Emeric the Evil,0.5298848748207092,1.2237502136607206,0.5266038775444031,2.5405500769690783,-0.0032809972763061523,1.3167998633083577
+Twilight,Santiago,0.491519957780838,1.3400864525335985,0.5336848497390747,2.6614558913308954,0.042164891958236694,1.321369438797297
+The Hitchhiker's Guide to the Galaxy,Random Dent,0.4563427567481994,0.2920922497952378,0.5248076319694519,1.6159023913096846,0.0684648752212525,1.3238101415144468
+The Lord of the Rings,Halbarad,0.5784801244735718,0.1315032941545476,0.5705211758613586,1.4574939333592651,-0.007958948612213135,1.3259906392047176
+Dune,Farad'n Corrino,0.5666971206665039,0.6623881126562792,0.5823624730110168,2.00334101467766,0.01566535234451294,1.3409529020213806
+Dune,Tyekanik,0.5294237732887268,1.030935100366963,0.5713058114051819,2.3759034066948845,0.04188203811645508,1.3449683063279216
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,0.4587478041648865,0.8348776513172581,0.5261605381965637,2.234811258237442,0.06741273403167725,1.3999336069201842
+The Hitchhiker's Guide to the Galaxy,Deep Thought,0.5293686985969543,3.518039002381821,0.5483431816101074,4.924017802986197,0.018974483013153076,1.4059788006043759
+Dune,Piter De Vries,0.5436399579048157,0.8865800160689702,0.5498327612876892,2.367255644674332,0.006192803382873535,1.4806756286053617
+Twilight,Harry Clearwater,0.5350514650344849,0.0160373768525989,0.5545437335968018,1.5120414810849454,0.019492268562316895,1.4960041042323464
+Harry Potter,Regulus Black I,0.4899941384792328,1.7074700288448896,0.473707914352417,3.207354425192208,-0.016286224126815796,1.4998843963473185
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,0.5135481953620911,2.0155346944172385,0.5428107976913452,3.574634551887301,0.02926260232925415,1.5590998574700623
+The Lord of the Rings,Shadowfax,0.5957607626914978,0.2927387245204836,0.6053233742713928,1.868191440946372,0.00956261157989502,1.5754527164258885
+Dune,Tylwyth Waff,0.5059124231338501,1.737750597750537,0.5506270527839661,3.3208116022734924,0.04471462965011597,1.5830610045229554
+Harry Potter,Marlene McKinnon,0.4938864111900329,0.6443134996949156,0.5437308549880981,2.239588358392075,0.04984444379806524,1.5952748586971595
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,0.5086233019828796,1.3515194722810542,0.5492330193519592,2.981606790740152,0.04060971736907959,1.6300873184590976
+The Hitchhiker's Guide to the Galaxy,Caveman,0.485813707113266,1.191876411155107,0.5148823261260986,2.9606391880258345,0.02906861901283264,1.7687627768707275
+Dune,Hayt,0.5497936010360718,1.6983271962871251,0.6137956380844116,3.47851498739315,0.06400203704833984,1.7801877911060249
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.5222041010856628,0.8151436595074942,0.5879542827606201,2.6249022736812884,0.06575018167495728,1.809758614173794
+Harry Potter,Helga Hufflepuff,0.528685986995697,0.2905265513155202,0.5625326037406921,2.1557971028147707,0.03384661674499512,1.8652705514992505
+Dune,Hasimir Fenring,0.5294212698936462,0.5723882591358047,0.5482363700866699,2.457582819014864,0.01881510019302368,1.8851945598790592
+Harry Potter,Beedle the Bard,0.5122998356819153,5.466866442516768,0.5371372699737549,7.378518380411078,0.0248374342918396,1.9116519378943106
+Dune,Margot Fenring,0.5599023699760437,2.404907566263525,0.5822188258171082,4.433415369203304,0.022316455841064453,2.0285078029397785
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.5174409747123718,1.148351783091004,0.5481988191604614,3.183736641516804,0.0307578444480896,2.0353848584258
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.5726413130760193,1.880035041105312,0.504594087600708,3.921158565770048,-0.06804722547531128,2.041123524664736
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.5014879107475281,4.279989564924774,0.5276877284049988,6.380515125647733,0.026199817657470703,2.100525560722959
+The Hunger Games,Felix Ravinstill,0.4774388074874878,0.7003809095064412,0.5368401408195496,2.826404724140314,0.05940133333206177,2.126023814633873
+Harry Potter,Evan Rosier,0.4881301522254944,0.2002836947372867,0.5503441095352173,2.327005121487279,0.0622139573097229,2.1267214267499925
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.4771700501441955,5.581789936508674,0.5147315263748169,7.763840792017723,0.03756147623062139,2.1820508555090488
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,0.5345656275749207,0.89237923793007,0.5362817049026489,3.082270637267509,0.0017160773277282715,2.189891399337439
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.5068814158439636,0.9139087945948516,0.5350143909454346,3.113166066213617,0.028132975101470947,2.199257271618765
+The Lord of the Rings,Ancalagon,0.554775595664978,0.4754508581117997,0.5769245624542236,2.807764820279166,0.022148966789245605,2.3323139621673663
+The Hitchhiker's Guide to the Galaxy,Barman,0.4787187278270721,1.7699820000943327,0.5309516191482544,4.361691934626844,0.052232891321182306,2.591709934532511
+The Hitchhiker's Guide to the Galaxy,Fenchurch,0.5085993409156799,0.3035717442296552,0.5429698824882507,3.106870070034058,0.0343705415725708,2.803298325804403
+Dune,Schwangyu,0.5480901002883911,1.5382404756407333,0.5731808543205261,4.526655369597184,0.02509075403213501,2.9884148939564508
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.5083202123641968,0.8162369482507144,0.5454714894294739,3.9781774000980783,0.0371512770652771,3.161940451847364
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,0.4957940578460693,1.0396768280186015,0.5443820357322693,5.4496999347531805,0.04858797788620001,4.410023106734579
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.4950239658355713,0.8468620532300025,0.5304555892944336,5.271369239508656,0.035431623458862305,4.424507186278654
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4308346509933471,1.3089575999174028,0.4653387367725372,5.921618126936456,0.034504085779190063,4.612660527019052
+The Hitchhiker's Guide to the Galaxy,Roosta,0.4557687640190124,1.687678852003973,0.5282712578773499,6.310332564579279,0.07250249385833746,4.622653712575306
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.5127855539321899,7.099409842694347,0.5671838521957397,11.727615229914276,0.054398298263549805,4.628205387219929
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.5225704908370972,3.289779453595154,0.5192517638206482,8.771962272573777,-0.0033187270164489746,5.4821828189786235
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.4646728038787842,2.164931250384649,0.5556698441505432,8.55473898648037,0.09099704027175903,6.389807736095721
+Harry Potter,Dorcas Meadowes,0.5007970929145813,0.6279816562448126,0.5774123072624207,8.722656375081101,0.07661521434783936,8.094674718836288
diff --git a/ressources/data/differences/sorted_by_h_to_wh_3.csv b/ressources/data/differences/sorted_by_h_to_wh_3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e0e8f870972d76f0ade6f33d28279e3d81df68f4
--- /dev/null
+++ b/ressources/data/differences/sorted_by_h_to_wh_3.csv
@@ -0,0 +1,536 @@
+Book,Character,F1,h,wF1,wh,F1_to_wF1,h_to_wh
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.6140472888946533,16.95786250848371,0.5499271154403687,2.19535677410307,-0.06412017345428467,-14.76250573438064
+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,0.5297273993492126,6.522426816119916,0.5381566882133484,3.069633836587143,0.008429288864135742,-3.4527929795327728
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.512652575969696,6.16645514974388,0.5007719993591309,3.197721520638197,-0.011880576610565186,-2.9687336291056834
+Dune,Elrood Corrino IX,0.5494102835655212,6.567421454972395,0.5414339303970337,3.838186942507519,-0.007976353168487549,-2.7292345124648762
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.5371041297912598,6.27363319045089,0.5323712825775146,3.684780702360905,-0.004732847213745117,-2.588852488089985
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.6058655977249146,6.55965044781872,0.5394384860992432,4.111888971930163,-0.06642711162567139,-2.4477614758885577
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.5152918696403503,5.716983768747755,0.5037378668785095,3.4004614248585656,-0.01155400276184082,-2.3165223438891895
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.5581227540969849,4.584225912588152,0.5274328589439392,2.276866895887534,-0.030689895153045654,-2.3073590167006177
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,0.5388081669807434,6.063046081098422,0.5708460211753845,4.127418647906974,0.03203785419464111,-1.9356274331914483
+Dune,Kwisatz Haderach,0.5319060683250427,2.314645582759502,0.5842639803886414,0.4332015363986393,0.05235791206359863,-1.8814440463608628
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.5285378098487854,6.828077476698253,0.5196815133094788,4.970962644971397,-0.00885629653930664,-1.8571148317268555
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.5427480340003967,2.422185646439553,0.4930891692638397,0.7803900079380592,-0.04965886473655701,-1.6417956385014936
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5344270467758179,4.313396148394467,0.5335953831672668,2.962811518489022,-0.0008316636085510254,-1.3505846299054456
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+Dune,Thufir Hawat/DE,0.5130482316017151,2.209868048109866e-07,0.5086999535560608,2.5283861375720285e-05,-0.004348278045654297,2.50628745709093e-05
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+The Hunger Games,Dill,0.5028606057167053,0.2451743602029573,0.523024320602417,1.193962275881558,0.02016371488571167,0.9487879156786008
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+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,0.4760148525238037,0.4285007755852918,0.5036264657974243,1.7323898942367415,0.027611613273620605,1.3038891186514496
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+The Lord of the Rings,Ancalagon,0.5647336840629578,0.342067576096941,0.5720415115356445,1.852353893910325,0.007307827472686768,1.510286317813384
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+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.5095316171646118,1.1613256445913551,0.5354017615318298,6.945373435809096,0.025870144367218018,5.784047791217741
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diff --git a/ressources/data/normal_eval2_meta.csv b/ressources/data/normal_eval2_meta.csv
new file mode 100644
index 0000000000000000000000000000000000000000..19e83f6101df65aed88520013d830cc9fa30d12a
--- /dev/null
+++ b/ressources/data/normal_eval2_meta.csv
@@ -0,0 +1,541 @@
+Book,Character,F1,h,wF1,wh
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diff --git a/ressources/data/normal_eval_meta.csv b/ressources/data/normal_eval_meta.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b39e9749a5e2ac32007819ce0b63d3022a12ed6a
--- /dev/null
+++ b/ressources/data/normal_eval_meta.csv
@@ -0,0 +1,541 @@
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+5,Judiciary Pag,0.4658540189266205,2.2053176174830873,0.5554378628730774,1.6235163327564248
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+5,Lady Cynthia Fitzmelton,0.49885913729667664,0.12586928404825376,0.4810832440853119,0.3714832006276615
+5,Lajestic Vantrashell of Lob,0.5244877934455872,1.6782123801521862,0.4863301217556,3.5138242186876836
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+5,Murray Bost Henson,0.5320996642112732,2.2800785875024605,0.5120303630828857,2.9196774427018526
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+5,Questular Rontok,0.4964897036552429,1.9219703990808992,0.4972619116306305,4.186321044159038
+5,Random Dent,0.5012661218643188,1.1383587611249018,0.47456905245780945,0.15249740194949776
+5,Reg Nullify,0.4720154106616974,1.902039103801027,0.5031870007514954,2.4571186786862946
+5,Rob McKenna,0.48692765831947327,0.3086540700572138,0.45095646381378174,0.2733458965409725
+5,Roosta,0.5273421406745911,4.546129077375875,0.526216983795166,4.499983689897789
+5,Ruler of the Universe,0.49774467945098877,4.313830727905722,0.5375468134880066,9.833476668039365
+5,Russell,0.4884125888347626,1.8988536444481339,0.4713529944419861,3.520367733124405
diff --git a/ressources/data/scores/passages_13_scores.csv b/ressources/data/scores/passages_13_scores.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7cb11f2eeebb31cabae3b7e70630abafbe5efa80
--- /dev/null
+++ b/ressources/data/scores/passages_13_scores.csv
@@ -0,0 +1,7034 @@
+Book Name,Character Name,Score
+Harry Potter,Nymphadora Tonks,72.53599835579358
+Harry Potter,Nymphadora Tonks,76.01898378838628
+Harry Potter,Nymphadora Tonks,73.0882647093404
+Harry Potter,Nymphadora Tonks,73.8912845596795
+Harry Potter,Nymphadora Tonks,72.35921836920339
+Harry Potter,Nymphadora Tonks,76.58490255007841
+Harry Potter,Nymphadora Tonks,72.43182369156739
+Harry Potter,Nymphadora Tonks,73.73381940818034
+Harry Potter,Nymphadora Tonks,73.2317050020455
+Harry Potter,Nymphadora Tonks,72.45527080094881
+Harry Potter,Nymphadora Tonks,73.12827084331961
+Harry Potter,Nymphadora Tonks,72.50346394579489
+Harry Potter,Nymphadora Tonks,73.98369802958345
+Harry Potter,Dolores Umbridge,79.93617046549858
+Harry Potter,Dolores Umbridge,77.70715018011346
+Harry Potter,Dolores Umbridge,75.57527489580936
+Harry Potter,Dolores Umbridge,78.65717509174048
+Harry Potter,Dolores Umbridge,76.14538299629456
+Harry Potter,Dolores Umbridge,75.46101242884798
+Harry Potter,Dolores Umbridge,76.24252793314395
+Harry Potter,Dolores Umbridge,75.47579971591902
+Harry Potter,Dolores Umbridge,77.9805296104409
+Harry Potter,Dolores Umbridge,76.23706605385043
+Harry Potter,Dolores Umbridge,77.56237582774962
+Harry Potter,Dolores Umbridge,78.26031711252041
+Harry Potter,Dolores Umbridge,75.89109615481145
+Harry Potter,Fleur Delacour,71.97859615924264
+Harry Potter,Fleur Delacour,77.83514299303746
+Harry Potter,Fleur Delacour,74.07975741587461
+Harry Potter,Fleur Delacour,72.94614190615114
+Harry Potter,Fleur Delacour,75.22817107225886
+Harry Potter,Fleur Delacour,72.01497708141524
+Harry Potter,Fleur Delacour,72.88462279439437
+Harry Potter,Fleur Delacour,73.75283473032079
+Harry Potter,Fleur Delacour,73.18772507234208
+Harry Potter,Fleur Delacour,73.70123745576466
+Harry Potter,Fleur Delacour,72.62633020213657
+Harry Potter,Fleur Delacour,74.46436912785109
+Harry Potter,Fleur Delacour,74.92416106255965
+Harry Potter,Sirius Black,76.3451851877333
+Harry Potter,Sirius Black,75.49500012220308
+Harry Potter,Sirius Black,78.28752709364987
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+Harry Potter,Sirius Black,78.10089795718332
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+Harry Potter,Sirius Black,76.91708277875327
+Harry Potter,Sirius Black,75.67793735368168
+Harry Potter,Sirius Black,76.25039546252064
+Harry Potter,Sirius Black,75.64026087829039
+Harry Potter,Sirius Black,75.723709439651
+Harry Potter,Sirius Black,76.2456541649148
+Harry Potter,Remus Lupin,77.0290604360541
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+Harry Potter,Remus Lupin,75.79109268049903
+Harry Potter,Remus Lupin,78.7825006692388
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+Harry Potter,Minerva McGonagall,74.38189049415044
+Harry Potter,Minerva McGonagall,75.88803221367374
+Harry Potter,Minerva McGonagall,76.5079880610963
+Harry Potter,Minerva McGonagall,75.00669738929648
+Harry Potter,Minerva McGonagall,78.0988865466691
+Harry Potter,Minerva McGonagall,75.04188743548055
+Harry Potter,Minerva McGonagall,74.51731988674835
+Harry Potter,Minerva McGonagall,75.2017937204351
+Harry Potter,Minerva McGonagall,75.95860578682428
+Harry Potter,Minerva McGonagall,74.7378951418694
+Harry Potter,Minerva McGonagall,73.86582630055068
+Harry Potter,Minerva McGonagall,74.69353970173631
+Harry Potter,Minerva McGonagall,74.9516595901192
+Harry Potter,Neville Longbottom,74.6357287530331
+Harry Potter,Neville Longbottom,74.36618604962655
+Harry Potter,Neville Longbottom,74.67162227601052
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+Harry Potter,Neville Longbottom,73.77933021042887
+Harry Potter,Neville Longbottom,74.97518432792518
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+Harry Potter,Neville Longbottom,73.81973208739603
+Harry Potter,Neville Longbottom,74.49086580194263
+Harry Potter,Neville Longbottom,73.73735528492614
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+Harry Potter,Helga Hufflepuff,71.02999081947978
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+Harry Potter,Helga Hufflepuff,71.6165734130979
+Harry Potter,Helga Hufflepuff,71.74065773856375
+Harry Potter,Helga Hufflepuff,71.74201276012916
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+Harry Potter,Helga Hufflepuff,71.12850902951054
+Harry Potter,Helga Hufflepuff,75.59370682761464
+Harry Potter,Albus Dumbledore,78.83814305777793
+Harry Potter,Albus Dumbledore,76.9092003582049
+Harry Potter,Albus Dumbledore,75.77433921226094
+Harry Potter,Albus Dumbledore,75.40217244319936
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+Harry Potter,Albus Dumbledore,77.10400506801285
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+Harry Potter,Albus Dumbledore,75.8309573571124
+Harry Potter,Albus Dumbledore,76.41706220921792
+Harry Potter,Albus Dumbledore,76.45744784353403
+Harry Potter,Albus Dumbledore,78.56451270833816
+Harry Potter,Albus Dumbledore,75.23446372923124
+Harry Potter,Albus Dumbledore,75.60634025854723
+Harry Potter,Cedric Diggory,75.59208824625799
+Harry Potter,Cedric Diggory,74.89199747100402
+Harry Potter,Cedric Diggory,76.85234672887273
+Harry Potter,Cedric Diggory,74.3683924924327
+Harry Potter,Cedric Diggory,77.20391045043404
+Harry Potter,Cedric Diggory,75.31897152685714
+Harry Potter,Cedric Diggory,74.17963414518717
+Harry Potter,Cedric Diggory,76.46423729556872
+Harry Potter,Cedric Diggory,73.47451305900093
+Harry Potter,Cedric Diggory,73.55787876839194
+Harry Potter,Cedric Diggory,75.23883989241808
+Harry Potter,Cedric Diggory,73.10140094688794
+Harry Potter,Cedric Diggory,74.1344580521984
+Harry Potter,Cho Chang,73.76018489781333
+Harry Potter,Cho Chang,73.5345720228483
+Harry Potter,Cho Chang,72.11239275164927
+Harry Potter,Cho Chang,72.19760515118061
+Harry Potter,Cho Chang,72.11703884302082
+Harry Potter,Cho Chang,74.61530184819965
+Harry Potter,Cho Chang,74.44699107297814
+Harry Potter,Cho Chang,72.60654251641864
+Harry Potter,Cho Chang,71.94300760596789
+Harry Potter,Cho Chang,72.10214412203499
+Harry Potter,Cho Chang,72.04324232535969
+Harry Potter,Cho Chang,72.9921435713707
+Harry Potter,Cho Chang,72.38837299152475
+Harry Potter,Rufus Scrimgeour,77.1313850299355
+Harry Potter,Rufus Scrimgeour,80.39263339661112
+Harry Potter,Rufus Scrimgeour,76.79200028220656
+Harry Potter,Rufus Scrimgeour,77.94929358919414
+Harry Potter,Rufus Scrimgeour,82.38429155882446
+Harry Potter,Rufus Scrimgeour,80.536610813137
+Harry Potter,Rufus Scrimgeour,78.02271948504817
+Harry Potter,Rufus Scrimgeour,75.75913724565555
+Harry Potter,Rufus Scrimgeour,77.01362284529168
+Harry Potter,Rufus Scrimgeour,77.54868866413743
+Harry Potter,Rufus Scrimgeour,76.60282203410522
+Harry Potter,Rufus Scrimgeour,78.28374868306382
+Harry Potter,Rufus Scrimgeour,77.14023573867746
+Harry Potter,Arabella Figg,74.9100448284986
+Harry Potter,Arabella Figg,74.67402889016466
+Harry Potter,Arabella Figg,74.67172537481339
+Harry Potter,Arabella Figg,76.89898466897274
+Harry Potter,Arabella Figg,75.12655749440191
+Harry Potter,Arabella Figg,75.14191648156068
+Harry Potter,Arabella Figg,74.50552119531612
+Harry Potter,Arabella Figg,79.99331682657319
+Harry Potter,Arabella Figg,80.26501624336777
+Harry Potter,Arabella Figg,76.39137772975191
+Harry Potter,Arabella Figg,73.64654759567377
+Harry Potter,Arabella Figg,73.78942478455672
+Harry Potter,Arabella Figg,73.81064756596793
+Harry Potter,Sybill Trelawney,78.57733146963056
+Harry Potter,Sybill Trelawney,76.52122375664554
+Harry Potter,Sybill Trelawney,77.96466055844976
+Harry Potter,Sybill Trelawney,77.32321665832487
+Harry Potter,Sybill Trelawney,78.39838071122345
+Harry Potter,Sybill Trelawney,77.14030950399244
+Harry Potter,Sybill Trelawney,78.18504088195158
+Harry Potter,Sybill Trelawney,77.34262332818372
+Harry Potter,Sybill Trelawney,77.73122674080977
+Harry Potter,Sybill Trelawney,76.8338607933346
+Harry Potter,Sybill Trelawney,76.68162024674947
+Harry Potter,Sybill Trelawney,79.09864652254144
+Harry Potter,Sybill Trelawney,81.36771961329336
+Harry Potter,Rita Skeeter,78.88082156401154
+Harry Potter,Rita Skeeter,77.76522368036092
+Harry Potter,Rita Skeeter,80.43072294446017
+Harry Potter,Rita Skeeter,80.80845229068773
+Harry Potter,Rita Skeeter,77.07094857567256
+Harry Potter,Rita Skeeter,80.97376865025231
+Harry Potter,Rita Skeeter,77.55336252256839
+Harry Potter,Rita Skeeter,79.978532977984
+Harry Potter,Rita Skeeter,79.1566684219395
+Harry Potter,Rita Skeeter,76.90906009552812
+Harry Potter,Rita Skeeter,78.93674442405066
+Harry Potter,Rita Skeeter,78.00813711131408
+Harry Potter,Rita Skeeter,78.06497447577912
+Harry Potter,Padma Patil,70.98157281527835
+Harry Potter,Padma Patil,72.04659539513645
+Harry Potter,Padma Patil,70.35772116272415
+Harry Potter,Padma Patil,74.92717745070861
+Harry Potter,Padma Patil,73.79481142104576
+Harry Potter,Padma Patil,75.54806157363885
+Harry Potter,Padma Patil,71.38317145976842
+Harry Potter,Padma Patil,71.37841228488509
+Harry Potter,Padma Patil,71.49786335694138
+Harry Potter,Padma Patil,73.46840768870202
+Harry Potter,Padma Patil,70.82020777027523
+Harry Potter,Padma Patil,71.07023571678319
+Harry Potter,Padma Patil,70.65195606922676
+Harry Potter,Myrtle Warren,68.67810271892535
+Harry Potter,Myrtle Warren,72.85327837110324
+Harry Potter,Myrtle Warren,70.73904673589279
+Harry Potter,Myrtle Warren,68.25235587785623
+Harry Potter,Myrtle Warren,68.33611294601752
+Harry Potter,Myrtle Warren,69.42356089332563
+Harry Potter,Myrtle Warren,70.71705830246154
+Harry Potter,Myrtle Warren,70.28123980170453
+Harry Potter,Myrtle Warren,70.90951704753138
+Harry Potter,Myrtle Warren,67.87744662500602
+Harry Potter,Myrtle Warren,69.66023587462846
+Harry Potter,Myrtle Warren,67.87570538532022
+Harry Potter,Myrtle Warren,67.67012452211534
+Harry Potter,Peter Pettigrew,79.03956651472183
+Harry Potter,Peter Pettigrew,81.47482043211957
+Harry Potter,Peter Pettigrew,77.34764171219135
+Harry Potter,Peter Pettigrew,77.04934299439687
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+Harry Potter,Peter Pettigrew,78.74420547347664
+Harry Potter,Peter Pettigrew,77.54406893397119
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+Harry Potter,Peter Pettigrew,78.0495054155248
+Harry Potter,Peter Pettigrew,78.24841203835054
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+The Lord of the Rings,Radagast,69.18149151122091
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+The Lord of the Rings,Ungoliant,71.09740235943634
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+The Lord of the Rings,Ungoliant,73.80187449224064
+The Lord of the Rings,Ungoliant,72.42370386201489
+The Lord of the Rings,Ungoliant,73.11044996094871
+The Lord of the Rings,Ungoliant,78.02272665897493
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+The Lord of the Rings,Morgoth,70.09664545475336
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+The Lord of the Rings,Watcher in the Water,74.4442214765309
+The Lord of the Rings,Watcher in the Water,74.33442478917851
+The Lord of the Rings,Watcher in the Water,73.21832078602607
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+The Lord of the Rings,Watcher in the Water,73.50146810437421
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+The Lord of the Rings,Gil-galad,78.91591972105748
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+The Lord of the Rings,CÃrdan,68.8036939718372
+The Lord of the Rings,CÃrdan,68.58204827853322
+The Lord of the Rings,CÃrdan,68.40026817760983
+The Lord of the Rings,CÃrdan,70.74788987980818
+The Lord of the Rings,CÃrdan,71.17023514638426
+The Lord of the Rings,CÃrdan,69.45671415102676
+The Lord of the Rings,CÃrdan,69.00378305850265
+The Lord of the Rings,CÃrdan,69.28619828527509
+The Lord of the Rings,CÃrdan,69.16760730752256
+The Lord of the Rings,CÃrdan,69.14176228005648
+The Lord of the Rings,CÃrdan,69.37856225951523
+The Lord of the Rings,CÃrdan,68.74129751782574
+The Lord of the Rings,CÃrdan,72.7272910718458
+The Lord of the Rings,Khamûl,64.18687743160595
+The Lord of the Rings,Khamûl,65.76310845521988
+The Lord of the Rings,Khamûl,64.12302679753763
+The Lord of the Rings,Khamûl,64.23969462070835
+The Lord of the Rings,Khamûl,65.59739229455208
+The Lord of the Rings,Khamûl,64.51493932974735
+The Lord of the Rings,Khamûl,64.85796272404892
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+The Lord of the Rings,Khamûl,64.43820937537285
+The Lord of the Rings,Khamûl,63.91283067436627
+The Lord of the Rings,Khamûl,64.00663767815834
+The Lord of the Rings,Khamûl,65.00119567260838
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+The Lord of the Rings,Thráin II,68.69457928343165
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+The Lord of the Rings,Thráin II,68.96846191709372
+The Lord of the Rings,Thráin II,68.83330677339988
+The Lord of the Rings,Thráin II,69.63528932253405
+The Lord of the Rings,Thráin II,70.0424289599475
+The Lord of the Rings,Thráin II,68.51996670692156
+The Lord of the Rings,Thráin II,70.1712421973779
+The Lord of the Rings,Thráin II,68.77438734719264
+The Lord of the Rings,Thráin II,70.32342144354247
+The Lord of the Rings,Thráin II,68.87518511210551
+The Lord of the Rings,Thráin II,69.30117314196606
+The Lord of the Rings,Thráin II,70.06845421012167
+The Lord of the Rings,Glaurung,69.73959566822369
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+The Lord of the Rings,Glaurung,72.11162859014021
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+The Lord of the Rings,Glaurung,69.84618147796967
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+The Lord of the Rings,Glaurung,69.91270863134616
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+The Lord of the Rings,Haldir,76.69604493732194
+The Lord of the Rings,Haldir,75.78833590969114
+The Lord of the Rings,Haldir,74.04175025813315
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+The Lord of the Rings,Haldir,76.27198502726222
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+The Lord of the Rings,Haldir,74.63532636377693
+The Lord of the Rings,Haldir,75.74559500562917
+The Lord of the Rings,Haldir,74.46720901905304
+The Lord of the Rings,Haldir,75.0849155189927
+The Lord of the Rings,Haldir,75.02664615910255
+The Lord of the Rings,Haldir,75.2281770831811
+The Lord of the Rings,Haldir,74.44252100111163
+The Lord of the Rings,Eärendil,73.16728107090196
+The Lord of the Rings,Eärendil,75.16281915477143
+The Lord of the Rings,Eärendil,73.94140715699066
+The Lord of the Rings,Eärendil,75.91549586891888
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+The Lord of the Rings,Eärendil,76.45983249977675
+The Lord of the Rings,Eärendil,73.81100857005441
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+The Lord of the Rings,Eärendil,75.5245858333083
+The Lord of the Rings,Eärendil,73.71490975752447
+The Lord of the Rings,Eärendil,72.86381987507214
+The Lord of the Rings,Glorfindel,78.76556220991992
+The Lord of the Rings,Glorfindel,77.73169062280249
+The Lord of the Rings,Glorfindel,74.64388479676046
+The Lord of the Rings,Glorfindel,75.77371172452898
+The Lord of the Rings,Glorfindel,75.20004562271504
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+The Lord of the Rings,Glorfindel,76.73660440503247
+The Lord of the Rings,Glorfindel,75.4974198291588
+The Lord of the Rings,Glorfindel,75.21141125875972
+The Lord of the Rings,Glorfindel,74.11789343025312
+The Lord of the Rings,Glorfindel,75.7973925514673
+The Lord of the Rings,Glorfindel,74.10256886538534
+The Lord of the Rings,Glorfindel,76.15609638458652
+The Lord of the Rings,Gothmog,73.88409640924807
+The Lord of the Rings,Gothmog,75.38247868515677
+The Lord of the Rings,Gothmog,73.63255892644224
+The Lord of the Rings,Gothmog,73.52844565918096
+The Lord of the Rings,Gothmog,74.41391566815841
+The Lord of the Rings,Gothmog,74.13121645948331
+The Lord of the Rings,Gothmog,74.76787944293017
+The Lord of the Rings,Gothmog,73.82957706324176
+The Lord of the Rings,Gothmog,73.55044598360233
+The Lord of the Rings,Gothmog,73.79558217613723
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+The Lord of the Rings,Gothmog,76.34081135478638
+The Lord of the Rings,Gothmog,73.40198590241852
+The Lord of the Rings,Beregond,78.36268981479215
+The Lord of the Rings,Beregond,76.03057439671561
+The Lord of the Rings,Beregond,76.25080960744123
+The Lord of the Rings,Beregond,76.60300543649265
+The Lord of the Rings,Beregond,76.6437807410682
+The Lord of the Rings,Beregond,78.03246035197284
+The Lord of the Rings,Beregond,76.41160011153507
+The Lord of the Rings,Beregond,75.63538666895003
+The Lord of the Rings,Beregond,75.80840137668694
+The Lord of the Rings,Beregond,76.82786177829081
+The Lord of the Rings,Beregond,75.47905634845569
+The Lord of the Rings,Beregond,75.05492836206594
+The Lord of the Rings,Beregond,76.61070546216501
+The Lord of the Rings,Berúthiel,67.31752281519427
+The Lord of the Rings,Berúthiel,70.29719485034175
+The Lord of the Rings,Berúthiel,70.48224237487156
+The Lord of the Rings,Berúthiel,70.49604161794261
+The Lord of the Rings,Berúthiel,67.46625950082573
+The Lord of the Rings,Berúthiel,68.61740220132619
+The Lord of the Rings,Berúthiel,68.08350329163396
+The Lord of the Rings,Berúthiel,67.27849852087087
+The Lord of the Rings,Berúthiel,68.57967395036711
+The Lord of the Rings,Berúthiel,69.18268191920438
+The Lord of the Rings,Berúthiel,67.73824476132825
+The Lord of the Rings,Berúthiel,67.78565657895648
+The Lord of the Rings,Berúthiel,70.13826552789479
+The Lord of the Rings,Turgon,71.77211889882977
+The Lord of the Rings,Turgon,72.19816501123587
+The Lord of the Rings,Turgon,71.92482910317715
+The Lord of the Rings,Turgon,73.33210232610608
+The Lord of the Rings,Turgon,72.35508058262441
+The Lord of the Rings,Turgon,71.82781848393248
+The Lord of the Rings,Turgon,72.17707291560262
+The Lord of the Rings,Turgon,71.88660637114361
+The Lord of the Rings,Turgon,72.5645689660302
+The Lord of the Rings,Turgon,71.91721635215163
+The Lord of the Rings,Turgon,71.89784108186717
+The Lord of the Rings,Turgon,72.96998707238377
+The Lord of the Rings,Turgon,71.84784223290102
+The Lord of the Rings,Elendil,73.67699200041923
+The Lord of the Rings,Elendil,74.16886057438539
+The Lord of the Rings,Elendil,74.33954873257733
+The Lord of the Rings,Elendil,75.10626255512334
+The Lord of the Rings,Elendil,77.60406210838435
+The Lord of the Rings,Elendil,74.89125149160375
+The Lord of the Rings,Elendil,73.93944111679662
+The Lord of the Rings,Elendil,74.82073042501275
+The Lord of the Rings,Elendil,73.93536711449619
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+The Lord of the Rings,Elendil,74.26823645822694
+The Lord of the Rings,Elendil,74.31128984360477
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+The Lord of the Rings,Beren,74.48387716568759
+The Lord of the Rings,Beren,73.22041294169587
+The Lord of the Rings,Beren,74.86376223150191
+The Lord of the Rings,Beren,77.28928557531533
+The Lord of the Rings,Beren,75.73719887679209
+The Lord of the Rings,Beren,76.66326476846672
+The Lord of the Rings,Beren,72.10936226641435
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+The Lord of the Rings,Beren,71.3863599073174
+The Lord of the Rings,Beren,72.8508884356303
+The Lord of the Rings,Beren,71.32753988913791
+The Lord of the Rings,Beren,70.57406345445062
+The Lord of the Rings,Beren,71.72500420121098
+The Lord of the Rings,Finrod,72.02460266634597
+The Lord of the Rings,Finrod,72.60863292043479
+The Lord of the Rings,Finrod,71.6956050131219
+The Lord of the Rings,Finrod,73.3580384757201
+The Lord of the Rings,Finrod,71.05774897510359
+The Lord of the Rings,Finrod,72.342233484883
+The Lord of the Rings,Finrod,72.20900893855426
+The Lord of the Rings,Finrod,71.97500021525957
+The Lord of the Rings,Finrod,72.8125956868076
+The Lord of the Rings,Finrod,71.08333497359212
+The Lord of the Rings,Finrod,72.32907959153465
+The Lord of the Rings,Finrod,71.46829304625855
+The Lord of the Rings,Finrod,71.10198925825895
+The Lord of the Rings,Fingolfin,71.31696888428762
+The Lord of the Rings,Fingolfin,71.20671098060437
+The Lord of the Rings,Fingolfin,71.85945391706466
+The Lord of the Rings,Fingolfin,71.48212386993377
+The Lord of the Rings,Fingolfin,72.72174687266842
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+The Lord of the Rings,Fingolfin,73.34067701694596
+The Lord of the Rings,Fingolfin,71.25456118168927
+The Lord of the Rings,Fingolfin,71.09903244487305
+The Lord of the Rings,Fingolfin,71.07177824898572
+The Lord of the Rings,Fingolfin,72.60732290142293
+The Lord of the Rings,Fingolfin,71.07840873288058
+The Lord of the Rings,Fingolfin,71.50932355229567
+The Lord of the Rings,Fingon,70.36538471075565
+The Lord of the Rings,Fingon,71.3919509452274
+The Lord of the Rings,Fingon,70.80782981524419
+The Lord of the Rings,Fingon,71.33953944872431
+The Lord of the Rings,Fingon,71.49260484596054
+The Lord of the Rings,Fingon,70.35879913952124
+The Lord of the Rings,Fingon,70.8833408410103
+The Lord of the Rings,Fingon,70.36876064143568
+The Lord of the Rings,Fingon,70.51998765736295
+The Lord of the Rings,Fingon,71.16425389041983
+The Lord of the Rings,Fingon,70.46788663975941
+The Lord of the Rings,Fingon,71.67392247489872
+The Lord of the Rings,Fingon,70.60060818519582
+The Lord of the Rings,Gilraen,72.57046818771241
+The Lord of the Rings,Gilraen,71.93261342727236
+The Lord of the Rings,Gilraen,71.11788550355826
+The Lord of the Rings,Gilraen,73.33694177657003
+The Lord of the Rings,Gilraen,73.8105324482561
+The Lord of the Rings,Gilraen,74.16740652401094
+The Lord of the Rings,Gilraen,71.47306804471789
+The Lord of the Rings,Gilraen,71.72009233404752
+The Lord of the Rings,Gilraen,70.26022239856204
+The Lord of the Rings,Gilraen,70.28441481239457
+The Lord of the Rings,Gilraen,71.76651978881607
+The Lord of the Rings,Gilraen,70.36247005685347
+The Lord of the Rings,Gilraen,72.10791034392581
+The Lord of the Rings,Morwen,71.33105844169911
+The Lord of the Rings,Morwen,71.30690228905446
+The Lord of the Rings,Morwen,73.44521036807102
+The Lord of the Rings,Morwen,70.71442182935449
+The Lord of the Rings,Morwen,70.51034597540617
+The Lord of the Rings,Morwen,70.31815095803206
+The Lord of the Rings,Morwen,70.57833112112355
+The Lord of the Rings,Morwen,70.9405888668937
+The Lord of the Rings,Morwen,71.03224927020449
+The Lord of the Rings,Morwen,70.45197719238477
+The Lord of the Rings,Morwen,70.48281568420607
+The Lord of the Rings,Morwen,70.44463297450856
+The Lord of the Rings,Morwen,73.22367545703973
+The Lord of the Rings,Idril,69.01561255168849
+The Lord of the Rings,Idril,69.8096446191688
+The Lord of the Rings,Idril,70.83407658322562
+The Lord of the Rings,Idril,72.15554473523986
+The Lord of the Rings,Idril,68.92477674216089
+The Lord of the Rings,Idril,69.39118331308666
+The Lord of the Rings,Idril,70.00545113771476
+The Lord of the Rings,Idril,69.95280317726211
+The Lord of the Rings,Idril,69.64988364326838
+The Lord of the Rings,Idril,69.18950831031562
+The Lord of the Rings,Idril,72.9335936447469
+The Lord of the Rings,Idril,68.84558487411796
+The Lord of the Rings,Idril,69.58542828061307
+The Lord of the Rings,Glóin,70.53820411710427
+The Lord of the Rings,Glóin,70.62743411456161
+The Lord of the Rings,Glóin,73.66304951298272
+The Lord of the Rings,Glóin,70.71112263573617
+The Lord of the Rings,Glóin,70.79944752798865
+The Lord of the Rings,Glóin,70.67978089166479
+The Lord of the Rings,Glóin,71.56857674718475
+The Lord of the Rings,Glóin,71.70485519381799
+The Lord of the Rings,Glóin,70.13448326521879
+The Lord of the Rings,Glóin,70.02728172190652
+The Lord of the Rings,Glóin,70.50355151995291
+The Lord of the Rings,Glóin,70.74716897660497
+The Lord of the Rings,Glóin,70.39456345666272
+The Lord of the Rings,Ecthelion,75.63539475983997
+The Lord of the Rings,Ecthelion,73.58894276940194
+The Lord of the Rings,Ecthelion,73.95408655337903
+The Lord of the Rings,Ecthelion,74.01024483555204
+The Lord of the Rings,Ecthelion,73.7571067109534
+The Lord of the Rings,Ecthelion,74.08851811798218
+The Lord of the Rings,Ecthelion,73.77606315373677
+The Lord of the Rings,Ecthelion,73.81754162041216
+The Lord of the Rings,Ecthelion,73.4749636578253
+The Lord of the Rings,Ecthelion,73.6964553487501
+The Lord of the Rings,Ecthelion,73.65994620370574
+The Lord of the Rings,Ecthelion,73.67409768155359
+The Lord of the Rings,Ecthelion,75.45716689314453
+The Lord of the Rings,Forlong,71.15562829672287
+The Lord of the Rings,Forlong,71.19128383232655
+The Lord of the Rings,Forlong,72.58980554701951
+The Lord of the Rings,Forlong,71.31522229694718
+The Lord of the Rings,Forlong,71.53055111917502
+The Lord of the Rings,Forlong,71.11045559334175
+The Lord of the Rings,Forlong,71.62939409279225
+The Lord of the Rings,Forlong,71.39575709236496
+The Lord of the Rings,Forlong,77.2210905011144
+The Lord of the Rings,Forlong,74.1373189472506
+The Lord of the Rings,Forlong,71.50211844431706
+The Lord of the Rings,Forlong,71.29586551101713
+The Lord of the Rings,Forlong,73.44325691751898
+The Lord of the Rings,Húrin,69.11777251215196
+The Lord of the Rings,Húrin,69.88448195410676
+The Lord of the Rings,Húrin,68.83335711280468
+The Lord of the Rings,Húrin,68.98312857247065
+The Lord of the Rings,Húrin,70.09129159176739
+The Lord of the Rings,Húrin,68.8227393981437
+The Lord of the Rings,Húrin,69.2826340920727
+The Lord of the Rings,Húrin,69.24220746078282
+The Lord of the Rings,Húrin,70.20621152437874
+The Lord of the Rings,Húrin,70.1833047886954
+The Lord of the Rings,Húrin,69.24940113096825
+The Lord of the Rings,Húrin,68.84258237748952
+The Lord of the Rings,Húrin,69.62785133369842
+The Lord of the Rings,Huor,71.28889288947744
+The Lord of the Rings,Huor,71.91226007886344
+The Lord of the Rings,Huor,71.43550400490854
+The Lord of the Rings,Huor,71.58782902667498
+The Lord of the Rings,Huor,71.61632784985079
+The Lord of the Rings,Huor,72.46337133148218
+The Lord of the Rings,Huor,71.68146538520881
+The Lord of the Rings,Huor,71.31215802727078
+The Lord of the Rings,Huor,72.56807873078661
+The Lord of the Rings,Huor,72.04600758242876
+The Lord of the Rings,Huor,71.70287756330491
+The Lord of the Rings,Huor,71.59743397338686
+The Lord of the Rings,Huor,72.56076100283661
+The Lord of the Rings,Lindir,71.84512246628655
+The Lord of the Rings,Lindir,72.36812407317765
+The Lord of the Rings,Lindir,72.36540782945572
+The Lord of the Rings,Lindir,72.45029226559372
+The Lord of the Rings,Lindir,72.15114284725918
+The Lord of the Rings,Lindir,73.35721368612408
+The Lord of the Rings,Lindir,71.93505571584535
+The Lord of the Rings,Lindir,72.78038492251615
+The Lord of the Rings,Lindir,71.86550313206334
+The Lord of the Rings,Lindir,72.42471327962868
+The Lord of the Rings,Lindir,72.20200365827137
+The Lord of the Rings,Lindir,71.77114739247924
+The Lord of the Rings,Lindir,73.10442233905906
+The Lord of the Rings,Erestor,74.50010683544009
+The Lord of the Rings,Erestor,73.23963091795585
+The Lord of the Rings,Erestor,74.90299036306449
+The Lord of the Rings,Erestor,73.90764375997358
+The Lord of the Rings,Erestor,76.36754382444695
+The Lord of the Rings,Erestor,73.5563695760797
+The Lord of the Rings,Erestor,75.71252104996202
+The Lord of the Rings,Erestor,73.4185061956355
+The Lord of the Rings,Erestor,73.24434289373686
+The Lord of the Rings,Erestor,73.16955437065964
+The Lord of the Rings,Erestor,75.31432315762113
+The Lord of the Rings,Erestor,75.08973059053903
+The Lord of the Rings,Erestor,73.22786424826708
+The Lord of the Rings,Elladan and Elrohir,73.83410153095207
+The Lord of the Rings,Elladan and Elrohir,74.264496279162
+The Lord of the Rings,Elladan and Elrohir,76.68965721830246
+The Lord of the Rings,Elladan and Elrohir,73.78430751254722
+The Lord of the Rings,Elladan and Elrohir,73.80525449614656
+The Lord of the Rings,Elladan and Elrohir,74.22020393227018
+The Lord of the Rings,Elladan and Elrohir,74.8150111264966
+The Lord of the Rings,Elladan and Elrohir,75.3010652870694
+The Lord of the Rings,Elladan and Elrohir,79.5774569026739
+The Lord of the Rings,Elladan and Elrohir,74.05912538113152
+The Lord of the Rings,Elladan and Elrohir,73.41178237214052
+The Lord of the Rings,Elladan and Elrohir,75.72708918191746
+The Lord of the Rings,Elladan and Elrohir,73.88136384186892
+The Lord of the Rings,Glóredhel,71.80792721436457
+The Lord of the Rings,Glóredhel,72.55693531068545
+The Lord of the Rings,Glóredhel,71.78799899321095
+The Lord of the Rings,Glóredhel,73.55207874852725
+The Lord of the Rings,Glóredhel,75.57075132222735
+The Lord of the Rings,Glóredhel,72.12081811262422
+The Lord of the Rings,Glóredhel,72.67093874734249
+The Lord of the Rings,Glóredhel,72.73577025712672
+The Lord of the Rings,Glóredhel,73.57544872885128
+The Lord of the Rings,Glóredhel,72.33574459785339
+The Lord of the Rings,Glóredhel,72.07943132042048
+The Lord of the Rings,Glóredhel,73.35926829777074
+The Lord of the Rings,Glóredhel,72.86759461233203
+The Lord of the Rings,Eöl,70.36241726316138
+The Lord of the Rings,Eöl,70.39644930874267
+The Lord of the Rings,Eöl,71.7282595814133
+The Lord of the Rings,Eöl,70.59118047157178
+The Lord of the Rings,Eöl,71.76774297645059
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+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,81.19185434633118
+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,81.73746729834461
+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,77.63983825655333
+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,77.61752196107699
+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,76.33957138766092
+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,77.11925444315325
+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,79.74658573514584
+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,76.92877193644006
+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,77.51979969254806
+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,77.13980442345446
+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,78.23459605551515
+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,77.42659226364997
+The Hitchhiker's Guide to the Galaxy,Zaphod Beeblebrox,77.56881251129619
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,77.76507645155026
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,78.15417542123741
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,76.59141322688605
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,74.41003235804516
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,77.20298263718132
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,74.72258270863009
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,75.11853789703332
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,75.12296993065453
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,74.55496625677924
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,76.26224668639173
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,75.28072267853508
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,77.82456295038682
+The Hitchhiker's Guide to the Galaxy,Arthur Dent,78.31353672161706
+The Hitchhiker's Guide to the Galaxy,Marvin,73.24382550935044
+The Hitchhiker's Guide to the Galaxy,Marvin,75.26535029675985
+The Hitchhiker's Guide to the Galaxy,Marvin,70.20317989479751
+The Hitchhiker's Guide to the Galaxy,Marvin,70.95217880749438
+The Hitchhiker's Guide to the Galaxy,Marvin,71.57651597734622
+The Hitchhiker's Guide to the Galaxy,Marvin,70.86551115693005
+The Hitchhiker's Guide to the Galaxy,Marvin,70.0509512348861
+The Hitchhiker's Guide to the Galaxy,Marvin,72.03870384176034
+The Hitchhiker's Guide to the Galaxy,Marvin,70.41695618717253
+The Hitchhiker's Guide to the Galaxy,Marvin,72.88927029556518
+The Hitchhiker's Guide to the Galaxy,Marvin,70.85282348506074
+The Hitchhiker's Guide to the Galaxy,Marvin,73.23865800697176
+The Hitchhiker's Guide to the Galaxy,Marvin,74.78433408391875
+The Hitchhiker's Guide to the Galaxy,Trillian,70.55134569142714
+The Hitchhiker's Guide to the Galaxy,Trillian,79.8187739136765
+The Hitchhiker's Guide to the Galaxy,Trillian,71.00251581855312
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+The Hitchhiker's Guide to the Galaxy,Trillian,70.4814989298747
+The Hitchhiker's Guide to the Galaxy,Trillian,72.30608202169134
+The Hitchhiker's Guide to the Galaxy,Trillian,70.44955480269027
+The Hitchhiker's Guide to the Galaxy,Trillian,75.1571826790521
+The Hitchhiker's Guide to the Galaxy,Trillian,71.58926029044173
+The Hitchhiker's Guide to the Galaxy,Trillian,71.87719561073645
+The Hitchhiker's Guide to the Galaxy,Trillian,71.41603714002832
+The Hitchhiker's Guide to the Galaxy,Trillian,70.5118343794494
+The Hitchhiker's Guide to the Galaxy,Ford Prefect,81.59562634507044
+The Hitchhiker's Guide to the Galaxy,Ford Prefect,81.09999903597813
+The Hitchhiker's Guide to the Galaxy,Ford Prefect,76.6532218588707
+The Hitchhiker's Guide to the Galaxy,Ford Prefect,78.39628355176414
+The Hitchhiker's Guide to the Galaxy,Ford Prefect,76.88669541210463
+The Hitchhiker's Guide to the Galaxy,Ford Prefect,80.7788108015055
+The Hitchhiker's Guide to the Galaxy,Ford Prefect,79.83552989249031
+The Hitchhiker's Guide to the Galaxy,Ford Prefect,76.8998580337067
+The Hitchhiker's Guide to the Galaxy,Ford Prefect,76.8990686613582
+The Hitchhiker's Guide to the Galaxy,Ford Prefect,77.81992541922656
+The Hitchhiker's Guide to the Galaxy,Ford Prefect,76.7398496656375
+The Hitchhiker's Guide to the Galaxy,Ford Prefect,78.3629856443751
+The Hitchhiker's Guide to the Galaxy,Ford Prefect,78.90241304573173
+The Hitchhiker's Guide to the Galaxy,Fenchurch,65.76053694178738
+The Hitchhiker's Guide to the Galaxy,Fenchurch,66.37212669731744
+The Hitchhiker's Guide to the Galaxy,Fenchurch,65.87370181515065
+The Hitchhiker's Guide to the Galaxy,Fenchurch,67.31913043009591
+The Hitchhiker's Guide to the Galaxy,Fenchurch,66.25571797524647
+The Hitchhiker's Guide to the Galaxy,Fenchurch,65.58057519565345
+The Hitchhiker's Guide to the Galaxy,Fenchurch,68.17822044112619
+The Hitchhiker's Guide to the Galaxy,Fenchurch,65.99344765928107
+The Hitchhiker's Guide to the Galaxy,Fenchurch,66.09928665161989
+The Hitchhiker's Guide to the Galaxy,Fenchurch,65.96876491482891
+The Hitchhiker's Guide to the Galaxy,Fenchurch,65.60077547880461
+The Hitchhiker's Guide to the Galaxy,Fenchurch,66.36862774427462
+The Hitchhiker's Guide to the Galaxy,Fenchurch,66.23269300118692
+The Hitchhiker's Guide to the Galaxy,Deep Thought,74.42224923621559
+The Hitchhiker's Guide to the Galaxy,Deep Thought,73.97217745992619
+The Hitchhiker's Guide to the Galaxy,Deep Thought,74.32359332484968
+The Hitchhiker's Guide to the Galaxy,Deep Thought,74.85913576262833
+The Hitchhiker's Guide to the Galaxy,Deep Thought,73.60753099686565
+The Hitchhiker's Guide to the Galaxy,Deep Thought,76.22773724858973
+The Hitchhiker's Guide to the Galaxy,Deep Thought,73.94136951146264
+The Hitchhiker's Guide to the Galaxy,Deep Thought,75.48582587896485
+The Hitchhiker's Guide to the Galaxy,Deep Thought,74.14714909038966
+The Hitchhiker's Guide to the Galaxy,Deep Thought,74.71104362056138
+The Hitchhiker's Guide to the Galaxy,Deep Thought,74.76113705756839
+The Hitchhiker's Guide to the Galaxy,Deep Thought,74.89176671733078
+The Hitchhiker's Guide to the Galaxy,Deep Thought,73.66437114885788
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,69.64047228457443
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,68.85743197691532
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,71.57655942821376
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,74.23315175833095
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,72.28820816064774
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,72.1058245546844
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,71.03918889565443
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,69.70952139223643
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,68.84103360969503
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,69.570021588552
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,68.82730669818054
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,69.91377261093464
+The Hitchhiker's Guide to the Galaxy,Eddie the Computer,69.72688041283024
+The Hitchhiker's Guide to the Galaxy,Agrajag,68.57046777315927
+The Hitchhiker's Guide to the Galaxy,Agrajag,69.31759476057637
+The Hitchhiker's Guide to the Galaxy,Agrajag,68.42811159341814
+The Hitchhiker's Guide to the Galaxy,Agrajag,69.27780325723506
+The Hitchhiker's Guide to the Galaxy,Agrajag,68.90051497473799
+The Hitchhiker's Guide to the Galaxy,Agrajag,71.17188418240512
+The Hitchhiker's Guide to the Galaxy,Agrajag,68.73096683858739
+The Hitchhiker's Guide to the Galaxy,Agrajag,69.05664500127212
+The Hitchhiker's Guide to the Galaxy,Agrajag,70.49778992762764
+The Hitchhiker's Guide to the Galaxy,Agrajag,68.39339535083144
+The Hitchhiker's Guide to the Galaxy,Agrajag,68.34584158006989
+The Hitchhiker's Guide to the Galaxy,Agrajag,68.77746266569588
+The Hitchhiker's Guide to the Galaxy,Agrajag,68.7196703267358
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,71.5683659658616
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,70.92436326234572
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,70.60424146601079
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,71.28854302087906
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,70.46538850989555
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,69.86041913539516
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,70.21252191206116
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,71.4803471471835
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,71.77301220036892
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,70.76212998956451
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,71.47605038187353
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,70.41734300283747
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,70.11555641801289
+The Hitchhiker's Guide to the Galaxy,Allitnils,64.00783785124644
+The Hitchhiker's Guide to the Galaxy,Allitnils,65.38773287897686
+The Hitchhiker's Guide to the Galaxy,Allitnils,64.20055250974787
+The Hitchhiker's Guide to the Galaxy,Allitnils,63.44972140904748
+The Hitchhiker's Guide to the Galaxy,Allitnils,64.51909320734227
+The Hitchhiker's Guide to the Galaxy,Allitnils,65.31935716865125
+The Hitchhiker's Guide to the Galaxy,Allitnils,63.63039352016251
+The Hitchhiker's Guide to the Galaxy,Allitnils,63.465229293737316
+The Hitchhiker's Guide to the Galaxy,Allitnils,63.52809139184884
+The Hitchhiker's Guide to the Galaxy,Allitnils,64.59258201832503
+The Hitchhiker's Guide to the Galaxy,Allitnils,63.479218677404724
+The Hitchhiker's Guide to the Galaxy,Allitnils,65.88663116438968
+The Hitchhiker's Guide to the Galaxy,Allitnils,63.93600913223088
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,65.31243026473463
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,66.48471268418369
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,64.47938490912986
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,65.06573651592137
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,64.25136502467159
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,64.40405874782354
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,65.74925256455198
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,64.53886703564461
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,64.86585099035189
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,65.30530635021064
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,64.82275041901295
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,64.73951669844902
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,65.36895827751012
+The Hitchhiker's Guide to the Galaxy,Barman,65.65817008964584
+The Hitchhiker's Guide to the Galaxy,Barman,66.17870871955644
+The Hitchhiker's Guide to the Galaxy,Barman,66.14976034208372
+The Hitchhiker's Guide to the Galaxy,Barman,65.50518251684085
+The Hitchhiker's Guide to the Galaxy,Barman,66.47494101680597
+The Hitchhiker's Guide to the Galaxy,Barman,68.78949708193825
+The Hitchhiker's Guide to the Galaxy,Barman,68.77955279208759
+The Hitchhiker's Guide to the Galaxy,Barman,66.92735827039029
+The Hitchhiker's Guide to the Galaxy,Barman,67.62885122240648
+The Hitchhiker's Guide to the Galaxy,Barman,66.39768175712206
+The Hitchhiker's Guide to the Galaxy,Barman,69.62548110532398
+The Hitchhiker's Guide to the Galaxy,Barman,65.19833805354598
+The Hitchhiker's Guide to the Galaxy,Barman,65.59050537803238
+The Hitchhiker's Guide to the Galaxy,Caveman,62.671853855488514
+The Hitchhiker's Guide to the Galaxy,Caveman,66.425597896013
+The Hitchhiker's Guide to the Galaxy,Caveman,61.61210316268508
+The Hitchhiker's Guide to the Galaxy,Caveman,62.33855327157462
+The Hitchhiker's Guide to the Galaxy,Caveman,61.843754098518076
+The Hitchhiker's Guide to the Galaxy,Caveman,62.81219376393993
+The Hitchhiker's Guide to the Galaxy,Caveman,62.7857571170329
+The Hitchhiker's Guide to the Galaxy,Caveman,62.91042080400347
+The Hitchhiker's Guide to the Galaxy,Caveman,62.065783534610915
+The Hitchhiker's Guide to the Galaxy,Caveman,61.96026805840975
+The Hitchhiker's Guide to the Galaxy,Caveman,61.59282470861176
+The Hitchhiker's Guide to the Galaxy,Caveman,62.72849081872973
+The Hitchhiker's Guide to the Galaxy,Caveman,62.694313265770916
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,66.0171430944127
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,66.44019376609155
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,69.00474189228181
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,66.78368033067102
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,69.74605854739255
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,67.53071030548121
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,68.78197317515438
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,65.9812392687263
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,66.02909153168598
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,68.13718120328808
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,67.03631479869821
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,67.53517421808924
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,66.93540561118469
+The Hitchhiker's Guide to the Galaxy,Constant Mown,65.65215801969703
+The Hitchhiker's Guide to the Galaxy,Constant Mown,69.1917834078992
+The Hitchhiker's Guide to the Galaxy,Constant Mown,65.73866249176758
+The Hitchhiker's Guide to the Galaxy,Constant Mown,66.87346295847996
+The Hitchhiker's Guide to the Galaxy,Constant Mown,65.53642752814082
+The Hitchhiker's Guide to the Galaxy,Constant Mown,66.22169842873613
+The Hitchhiker's Guide to the Galaxy,Constant Mown,65.8169783400042
+The Hitchhiker's Guide to the Galaxy,Constant Mown,67.00228473313355
+The Hitchhiker's Guide to the Galaxy,Constant Mown,67.1694180257197
+The Hitchhiker's Guide to the Galaxy,Constant Mown,65.64489657681075
+The Hitchhiker's Guide to the Galaxy,Constant Mown,66.1936778503439
+The Hitchhiker's Guide to the Galaxy,Constant Mown,66.6362067054384
+The Hitchhiker's Guide to the Galaxy,Constant Mown,65.92481379527622
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,64.86379237229474
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,68.11945324618821
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,64.86787664453561
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,66.70701808787055
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,64.9619689727793
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,65.56372693946314
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,64.84997822677862
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,66.16546550926576
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,66.20955125693105
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,65.24912703548199
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,65.54457659066621
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,66.51677524552865
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,64.92357125454788
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,65.91020470860465
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,66.48095192080524
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,68.48252125744942
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,66.05245987276427
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,66.57568428099849
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,66.28081056375156
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,66.47055781404248
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,66.39031374784761
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,65.74974622841893
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,66.64237009116785
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,68.0750967783663
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,66.32725932554636
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,65.7209865399656
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,66.87178952785139
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,65.71063678482275
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,65.41581523822617
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,65.39821614723296
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,65.332197269409
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,65.62922052113102
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,65.634786906189
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,65.3699368558644
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,66.36945688843224
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,66.8188534352082
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,65.71813408667406
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,66.65557022599124
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,67.9070505006655
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,70.86351607707117
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,68.59499321460903
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,68.237814495498
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,68.0991070673279
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,68.15569154007042
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,68.93269716005717
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,69.02971234389248
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,68.28677562173188
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,69.70504829259463
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,68.19973040138952
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,68.16198996073406
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,70.2205525792929
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,69.51902758355283
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,61.19895139106707
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,60.44625378043331
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,60.154147611172945
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,59.429507399595316
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,63.646516348277885
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,62.47553062445144
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,62.30294530565742
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,60.05983185277074
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,60.490573936878945
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,60.19078997887836
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,59.48954133572436
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,60.041931778252774
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,60.81158858430633
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,69.90292786713988
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,67.74618406333221
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,70.5186209330687
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,67.92464117109037
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,67.37656825630214
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,68.3067771696746
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,69.947096100821
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,71.67747414332534
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,68.43303992927842
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,67.38484403878006
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,67.7253862329547
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,71.14470500193067
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,68.66774161067521
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,65.17099938852076
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,66.4235254276557
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,63.6876365760316
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,64.53626889451307
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,63.92430664786377
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,63.57000894173663
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,63.88794224495785
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,63.503800206598825
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,63.72531101741641
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,63.629515870541034
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,63.14769008321004
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,63.15121222500535
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,64.36592978593048
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,61.80126139886944
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,62.84659643381813
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,62.067781593460026
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,62.37319522822601
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,61.95351611691448
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,62.24634623823406
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,62.24844209280591
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,64.20172463775346
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,60.707100102520315
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,62.05588229183102
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,61.63568557927971
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,61.47462256984251
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,63.06279329860248
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,67.9754448677786
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,66.6895765253928
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,67.32914835000375
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,66.959338586386
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,66.92506415277423
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,67.51904907141758
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,66.86138481285002
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,67.60872502955064
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,67.49256279145175
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,66.69973596193712
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,66.85237537202701
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,69.84129658919184
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,67.1403259977837
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,61.04479296109977
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,62.2755415285008
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,60.76765854297466
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,62.766435566638975
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,61.66234417900437
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,60.94250425707428
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,62.85420276246365
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,62.991780325049426
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,61.24830770814684
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,61.055793476633234
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,60.68915022483594
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,61.016259387191596
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,61.18211055092967
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,68.34272619162999
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,66.99678935963452
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,67.16871220279616
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,68.89203854706179
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,68.24701478189299
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,67.23894729866602
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,66.93424299250226
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,68.5788094747719
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,66.99473645852333
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,67.80789445326776
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,68.72889468898539
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,66.48461562208702
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,66.45958563980805
+The Hitchhiker's Guide to the Galaxy,Garkbit,68.06278412924905
+The Hitchhiker's Guide to the Galaxy,Garkbit,66.78324414840033
+The Hitchhiker's Guide to the Galaxy,Garkbit,66.94403799423834
+The Hitchhiker's Guide to the Galaxy,Garkbit,66.17181488677332
+The Hitchhiker's Guide to the Galaxy,Garkbit,67.15118177659194
+The Hitchhiker's Guide to the Galaxy,Garkbit,66.03868386605713
+The Hitchhiker's Guide to the Galaxy,Garkbit,66.47274363526432
+The Hitchhiker's Guide to the Galaxy,Garkbit,66.60210646535532
+The Hitchhiker's Guide to the Galaxy,Garkbit,67.06909407531386
+The Hitchhiker's Guide to the Galaxy,Garkbit,66.81812628811716
+The Hitchhiker's Guide to the Galaxy,Garkbit,66.40891876011901
+The Hitchhiker's Guide to the Galaxy,Garkbit,66.32081498355605
+The Hitchhiker's Guide to the Galaxy,Garkbit,68.36671837317196
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,67.88604332942117
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,56.9598628758294
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,57.93465379274822
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,56.84993287486091
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,56.84543811143965
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,57.12311784382224
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,57.687308327660524
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,57.21923491188644
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,58.38289262207298
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,57.026734002499644
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,59.6108456739409
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,59.69384669602793
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,56.94711058311476
+The Hitchhiker's Guide to the Galaxy,God,67.96637071635033
+The Hitchhiker's Guide to the Galaxy,God,66.1793100734391
+The Hitchhiker's Guide to the Galaxy,God,66.48591832303123
+The Hitchhiker's Guide to the Galaxy,God,71.28535941972103
+The Hitchhiker's Guide to the Galaxy,God,66.54829103703831
+The Hitchhiker's Guide to the Galaxy,God,66.41525935232356
+The Hitchhiker's Guide to the Galaxy,God,66.85838075557042
+The Hitchhiker's Guide to the Galaxy,God,65.68197523073249
+The Hitchhiker's Guide to the Galaxy,God,66.09220084207143
+The Hitchhiker's Guide to the Galaxy,God,66.45797814331596
+The Hitchhiker's Guide to the Galaxy,God,65.74364570022368
+The Hitchhiker's Guide to the Galaxy,God,66.15123427992711
+The Hitchhiker's Guide to the Galaxy,God,65.72771363482691
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,73.34905722633421
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,73.05420958819556
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,73.49618522222585
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,73.72684218215815
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,74.6270833008478
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,73.95943632962933
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,77.26053226256012
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,73.43277743105844
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,73.29578382169387
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,73.64495982521342
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,72.830773119752
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,75.02131497480555
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,72.89102549539224
+The Hitchhiker's Guide to the Galaxy,Agda,60.352215816471166
+The Hitchhiker's Guide to the Galaxy,Agda,62.19029431329438
+The Hitchhiker's Guide to the Galaxy,Agda,60.33673826763264
+The Hitchhiker's Guide to the Galaxy,Agda,61.80768976099629
+The Hitchhiker's Guide to the Galaxy,Agda,61.1048166448683
+The Hitchhiker's Guide to the Galaxy,Agda,62.64496858295271
+The Hitchhiker's Guide to the Galaxy,Agda,61.46708343605408
+The Hitchhiker's Guide to the Galaxy,Agda,62.47357660542722
+The Hitchhiker's Guide to the Galaxy,Agda,60.44990467149245
+The Hitchhiker's Guide to the Galaxy,Agda,60.396569779235854
+The Hitchhiker's Guide to the Galaxy,Agda,60.95080536968547
+The Hitchhiker's Guide to the Galaxy,Agda,61.02082605192392
+The Hitchhiker's Guide to the Galaxy,Agda,61.889910261096915
+The Hitchhiker's Guide to the Galaxy,Mella,63.39241836431761
+The Hitchhiker's Guide to the Galaxy,Mella,64.86918598522143
+The Hitchhiker's Guide to the Galaxy,Mella,62.36029936383621
+The Hitchhiker's Guide to the Galaxy,Mella,64.59308348235922
+The Hitchhiker's Guide to the Galaxy,Mella,62.33658764553197
+The Hitchhiker's Guide to the Galaxy,Mella,62.55438744700439
+The Hitchhiker's Guide to the Galaxy,Mella,62.09528545962309
+The Hitchhiker's Guide to the Galaxy,Mella,62.22676051378062
+The Hitchhiker's Guide to the Galaxy,Mella,62.16837447183517
+The Hitchhiker's Guide to the Galaxy,Mella,62.97840579372228
+The Hitchhiker's Guide to the Galaxy,Mella,62.42096597415697
+The Hitchhiker's Guide to the Galaxy,Mella,62.88489360334333
+The Hitchhiker's Guide to the Galaxy,Mella,62.90418751470123
+The Hitchhiker's Guide to the Galaxy,Captain,65.21454856458826
+The Hitchhiker's Guide to the Galaxy,Captain,64.77334257440297
+The Hitchhiker's Guide to the Galaxy,Captain,65.91737165984425
+The Hitchhiker's Guide to the Galaxy,Captain,66.40376034873293
+The Hitchhiker's Guide to the Galaxy,Captain,66.15668905900363
+The Hitchhiker's Guide to the Galaxy,Captain,66.88250548391348
+The Hitchhiker's Guide to the Galaxy,Captain,65.55926011360377
+The Hitchhiker's Guide to the Galaxy,Captain,65.49925009255935
+The Hitchhiker's Guide to the Galaxy,Captain,64.6345746626804
+The Hitchhiker's Guide to the Galaxy,Captain,66.14794375814371
+The Hitchhiker's Guide to the Galaxy,Captain,65.3341913674811
+The Hitchhiker's Guide to the Galaxy,Captain,66.21317153905537
+The Hitchhiker's Guide to the Galaxy,Captain,64.51381182410478
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,63.01515685563918
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,66.2366816131294
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,63.186068171342654
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,64.39540667887393
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,63.8095783873671
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,63.961508297183286
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,63.01402354795476
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,63.95186083348355
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,63.12739586419613
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,63.52481456704745
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,65.85214449760782
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,65.46038324495129
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,63.69546795608946
+The Hitchhiker's Guide to the Galaxy,Number One,66.7573786870785
+The Hitchhiker's Guide to the Galaxy,Number One,65.61203210102529
+The Hitchhiker's Guide to the Galaxy,Number One,65.21248171669684
+The Hitchhiker's Guide to the Galaxy,Number One,65.06523154689728
+The Hitchhiker's Guide to the Galaxy,Number One,65.90542855690121
+The Hitchhiker's Guide to the Galaxy,Number One,66.00731881874293
+The Hitchhiker's Guide to the Galaxy,Number One,65.09525901282726
+The Hitchhiker's Guide to the Galaxy,Number One,65.0056155139201
+The Hitchhiker's Guide to the Galaxy,Number One,65.10182310406
+The Hitchhiker's Guide to the Galaxy,Number One,64.46376964028764
+The Hitchhiker's Guide to the Galaxy,Number One,64.9857913555793
+The Hitchhiker's Guide to the Galaxy,Number One,65.05808980819597
+The Hitchhiker's Guide to the Galaxy,Number One,64.92346641476969
+The Hitchhiker's Guide to the Galaxy,Number Two,66.5973849672153
+The Hitchhiker's Guide to the Galaxy,Number Two,65.76837810276123
+The Hitchhiker's Guide to the Galaxy,Number Two,64.92744662721793
+The Hitchhiker's Guide to the Galaxy,Number Two,65.5432571997264
+The Hitchhiker's Guide to the Galaxy,Number Two,65.7965945219683
+The Hitchhiker's Guide to the Galaxy,Number Two,65.13845038999285
+The Hitchhiker's Guide to the Galaxy,Number Two,65.1580890333703
+The Hitchhiker's Guide to the Galaxy,Number Two,65.71426439237507
+The Hitchhiker's Guide to the Galaxy,Number Two,65.12404680793806
+The Hitchhiker's Guide to the Galaxy,Number Two,65.81556386151057
+The Hitchhiker's Guide to the Galaxy,Number Two,65.2434435457322
+The Hitchhiker's Guide to the Galaxy,Number Two,65.84235194063906
+The Hitchhiker's Guide to the Galaxy,Number Two,65.87753152800929
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,68.39053410122982
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,69.004227093036
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,68.68079025419237
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,68.79062409639612
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,68.23773266612903
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,68.43013941079994
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,68.98413911964056
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,73.62883486920695
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,68.39307457968555
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,69.47015902950395
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,69.33854066722417
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,69.04364409362435
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,70.65279795863617
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,70.65522728402374
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,69.39026212939162
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,68.82663685322431
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,71.73255422596372
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,68.97998519847664
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,69.08245074995051
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,68.84841293670077
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,69.1533831512678
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,69.44944641652539
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,69.38364967380669
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,69.49748989898367
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,70.24395606316584
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,71.67576576649967
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,71.45323019788549
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,71.19768212558293
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,71.00001940901775
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,70.29789009327031
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,71.0416111832441
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,70.42701415786338
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,70.68244754186209
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,70.748360972153
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,71.38786047293416
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,76.38836910851
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,77.9203690600727
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,70.44247688717759
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,70.47946524208034
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,69.66305496704402
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,70.25465126299586
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,69.54477887316057
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,69.60603903455976
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,68.86894990480874
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,70.4031442373336
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,73.0433371541357
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,68.84800060109718
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,67.91341954780017
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,68.23009615210471
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,68.23762565830161
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,67.98048524643013
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,73.22716300158353
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,67.4101361855253
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,71.45344607132937
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,69.43509911561428
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,67.31425832700246
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,67.2736992776871
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,68.61141191799773
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,67.49792584288127
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,67.5846271721117
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,68.591183043796
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,67.47758688806952
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,67.85010457038359
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,68.26653495387956
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,67.69136526927856
+The Hitchhiker's Guide to the Galaxy,Hactar,64.91324390615596
+The Hitchhiker's Guide to the Galaxy,Hactar,65.69538115139744
+The Hitchhiker's Guide to the Galaxy,Hactar,65.0421078689636
+The Hitchhiker's Guide to the Galaxy,Hactar,65.1441901064526
+The Hitchhiker's Guide to the Galaxy,Hactar,64.70668410030002
+The Hitchhiker's Guide to the Galaxy,Hactar,65.59371349662534
+The Hitchhiker's Guide to the Galaxy,Hactar,66.21320974393993
+The Hitchhiker's Guide to the Galaxy,Hactar,64.87777139794491
+The Hitchhiker's Guide to the Galaxy,Hactar,64.71607174727986
+The Hitchhiker's Guide to the Galaxy,Hactar,64.80312528286552
+The Hitchhiker's Guide to the Galaxy,Hactar,64.98955084890127
+The Hitchhiker's Guide to the Galaxy,Hactar,64.55314388271388
+The Hitchhiker's Guide to the Galaxy,Hactar,66.25049135911469
+The Hitchhiker's Guide to the Galaxy,Haggunenons,69.02056047552813
+The Hitchhiker's Guide to the Galaxy,Haggunenons,68.45419566668215
+The Hitchhiker's Guide to the Galaxy,Haggunenons,69.65889880462338
+The Hitchhiker's Guide to the Galaxy,Haggunenons,67.88894773098801
+The Hitchhiker's Guide to the Galaxy,Haggunenons,68.11697831042925
+The Hitchhiker's Guide to the Galaxy,Haggunenons,69.71738315221288
+The Hitchhiker's Guide to the Galaxy,Haggunenons,69.72131358991875
+The Hitchhiker's Guide to the Galaxy,Haggunenons,69.4451027856379
+The Hitchhiker's Guide to the Galaxy,Haggunenons,70.66994521810688
+The Hitchhiker's Guide to the Galaxy,Haggunenons,67.89390908047636
+The Hitchhiker's Guide to the Galaxy,Haggunenons,68.30021661369086
+The Hitchhiker's Guide to the Galaxy,Haggunenons,71.63236795016533
+The Hitchhiker's Guide to the Galaxy,Haggunenons,69.8451139238945
+The Hitchhiker's Guide to the Galaxy,Heimdall,63.56077938990003
+The Hitchhiker's Guide to the Galaxy,Heimdall,60.85738901086849
+The Hitchhiker's Guide to the Galaxy,Heimdall,61.25625860998355
+The Hitchhiker's Guide to the Galaxy,Heimdall,63.44439764541858
+The Hitchhiker's Guide to the Galaxy,Heimdall,61.12170446558554
+The Hitchhiker's Guide to the Galaxy,Heimdall,62.21342090955171
+The Hitchhiker's Guide to the Galaxy,Heimdall,61.81249729719739
+The Hitchhiker's Guide to the Galaxy,Heimdall,61.57930829552569
+The Hitchhiker's Guide to the Galaxy,Heimdall,61.305731596164414
+The Hitchhiker's Guide to the Galaxy,Heimdall,61.003830056840144
+The Hitchhiker's Guide to the Galaxy,Heimdall,61.16152608190886
+The Hitchhiker's Guide to the Galaxy,Heimdall,62.225013704133794
+The Hitchhiker's Guide to the Galaxy,Heimdall,61.07312654782726
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,68.4458198270686
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,67.0807054909687
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,66.18212789373055
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,65.96030771424346
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,66.09565707306838
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,65.94535908194618
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,66.95315396266933
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,67.74603993660939
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,66.12089154101128
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,65.85795529117597
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,67.22212835249076
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,68.67047333580967
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,66.54303338465499
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,67.85058198940824
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,66.83717852545556
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,65.52375680542384
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,66.62460208863014
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,66.07525684401602
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,65.1999242674964
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,65.77619373753079
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,66.21683354792584
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,66.57123857670709
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,65.64920636103757
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,66.00566518003372
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,65.5186740684209
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,65.15670358637597
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,70.36164350642765
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,70.13918311791632
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,70.17120809396977
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,70.38358312918453
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,69.59682982447454
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,70.29155402689862
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,70.14053844863241
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,70.52699434072484
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,69.609085544157
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,70.33259891843173
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,69.58943937269999
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,70.24436548101377
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,70.40306651571807
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,59.66821527040689
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,60.4704763670335
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,62.52516716167895
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,59.53238460325283
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,60.00045358834063
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,59.51419563955338
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,60.43915654097856
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,59.70663570264089
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,59.945341660669385
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,59.517128015427964
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,60.59436646555757
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,59.71706491754273
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,61.56544753226417
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,67.02846018858429
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,66.20620818147502
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,65.83487717511717
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,65.95825901221008
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,66.62813354268599
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,65.2992060378178
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,65.76395410402766
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,65.0775149492713
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,66.11254346064555
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,65.7135015200514
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,67.95413860446006
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,64.8855783329362
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,65.93556168703371
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,60.8852419395691
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,60.320969966435186
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,60.14678164476298
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,60.35666485696346
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,60.80162977784463
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,60.93888058963925
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,60.64326510136818
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,61.21806968771555
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,61.033370628215266
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,60.67830807893208
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,60.402540134055506
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,63.84768826872025
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,62.447966119991975
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,64.30426576450185
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,65.88819403739352
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,64.33192147625319
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,65.82463566097726
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,65.47478566015424
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,64.51730497273152
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,65.22137895208985
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,64.17372087673024
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,63.83048527969534
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,63.81391850134664
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,65.41954943826242
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,65.5861409928417
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,63.951292007207705
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,76.27144564687833
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,77.1136324758595
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,79.88760858872097
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,79.45030041163103
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,80.30443150615034
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,77.00734809196686
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,77.5043722242678
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,77.09058471630438
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,76.42690245500154
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,80.43920694800279
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,77.49694743276973
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,76.34050037174677
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,77.52832630162881
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,59.99935939951179
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,59.309034632302826
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,59.28367517952774
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,59.625518361170094
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,59.7144344297549
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,59.67729191202885
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,59.280879452846705
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,62.08428430558979
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,59.22215270053178
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,60.25776740981964
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,61.64058706497517
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,59.369863652449204
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,59.28636006133847
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,68.01439687746453
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,66.0521876318246
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,68.54899470488664
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,66.2810189702461
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,67.87093117845495
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,67.01856417236854
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,66.1204356904166
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,67.27547100314219
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,66.3950817102438
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,66.61746811511001
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,66.44621403685458
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,67.10825959580772
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,70.08871396029252
+The Hitchhiker's Guide to the Galaxy,Lallafa,67.08156742006311
+The Hitchhiker's Guide to the Galaxy,Lallafa,66.04480668194768
+The Hitchhiker's Guide to the Galaxy,Lallafa,66.63768619230154
+The Hitchhiker's Guide to the Galaxy,Lallafa,70.19810464910542
+The Hitchhiker's Guide to the Galaxy,Lallafa,66.56417204635892
+The Hitchhiker's Guide to the Galaxy,Lallafa,66.56917801495979
+The Hitchhiker's Guide to the Galaxy,Lallafa,67.80370465114387
+The Hitchhiker's Guide to the Galaxy,Lallafa,65.96981844250827
+The Hitchhiker's Guide to the Galaxy,Lallafa,65.85138219829082
+The Hitchhiker's Guide to the Galaxy,Lallafa,66.30525109731897
+The Hitchhiker's Guide to the Galaxy,Lallafa,66.6062907229733
+The Hitchhiker's Guide to the Galaxy,Lallafa,65.7955668246536
+The Hitchhiker's Guide to the Galaxy,Lallafa,67.41648353409285
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,70.60932573523667
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,65.32515175986676
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,65.22814411249348
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,65.35784386150098
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,65.8608438882899
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,65.28323297278507
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,65.46892021073032
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,65.18586020068298
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,65.1077060951987
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,65.9821610614049
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,65.44911123219521
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,66.92508609403265
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,65.10648627335048
+The Hitchhiker's Guide to the Galaxy,Lintilla,60.9475799739387
+The Hitchhiker's Guide to the Galaxy,Lintilla,64.2578202670643
+The Hitchhiker's Guide to the Galaxy,Lintilla,61.58917438568109
+The Hitchhiker's Guide to the Galaxy,Lintilla,61.297522353289025
+The Hitchhiker's Guide to the Galaxy,Lintilla,62.346407272741935
+The Hitchhiker's Guide to the Galaxy,Lintilla,61.87301948668065
+The Hitchhiker's Guide to the Galaxy,Lintilla,61.048942159054384
+The Hitchhiker's Guide to the Galaxy,Lintilla,61.91435867470951
+The Hitchhiker's Guide to the Galaxy,Lintilla,61.04385276570904
+The Hitchhiker's Guide to the Galaxy,Lintilla,61.477690776960046
+The Hitchhiker's Guide to the Galaxy,Lintilla,61.30294601356419
+The Hitchhiker's Guide to the Galaxy,Lintilla,61.10707679555627
+The Hitchhiker's Guide to the Galaxy,Lintilla,62.732371872112004
+The Hitchhiker's Guide to the Galaxy,Loonquawl,70.72976215506326
+The Hitchhiker's Guide to the Galaxy,Loonquawl,70.4667471131313
+The Hitchhiker's Guide to the Galaxy,Loonquawl,69.98615008967981
+The Hitchhiker's Guide to the Galaxy,Loonquawl,69.82462242617731
+The Hitchhiker's Guide to the Galaxy,Loonquawl,70.05266928562214
+The Hitchhiker's Guide to the Galaxy,Loonquawl,70.56079755604863
+The Hitchhiker's Guide to the Galaxy,Loonquawl,73.78223268548288
+The Hitchhiker's Guide to the Galaxy,Loonquawl,69.89348032649457
+The Hitchhiker's Guide to the Galaxy,Loonquawl,70.15692984859876
+The Hitchhiker's Guide to the Galaxy,Loonquawl,69.93224208950795
+The Hitchhiker's Guide to the Galaxy,Loonquawl,73.5173280314645
+The Hitchhiker's Guide to the Galaxy,Loonquawl,70.96376959005563
+The Hitchhiker's Guide to the Galaxy,Loonquawl,72.58482838334992
+The Hitchhiker's Guide to the Galaxy,Phouchg,67.57037734941352
+The Hitchhiker's Guide to the Galaxy,Phouchg,66.7730093499023
+The Hitchhiker's Guide to the Galaxy,Phouchg,68.0560833188043
+The Hitchhiker's Guide to the Galaxy,Phouchg,68.18994772841192
+The Hitchhiker's Guide to the Galaxy,Phouchg,66.92765696712985
+The Hitchhiker's Guide to the Galaxy,Phouchg,67.0724851176678
+The Hitchhiker's Guide to the Galaxy,Phouchg,68.7307415388365
+The Hitchhiker's Guide to the Galaxy,Phouchg,66.98636439124228
+The Hitchhiker's Guide to the Galaxy,Phouchg,67.5876600522953
+The Hitchhiker's Guide to the Galaxy,Phouchg,68.09712681421523
+The Hitchhiker's Guide to the Galaxy,Phouchg,66.97694993605079
+The Hitchhiker's Guide to the Galaxy,Phouchg,67.87827657883358
+The Hitchhiker's Guide to the Galaxy,Phouchg,67.53107135609247
+The Hitchhiker's Guide to the Galaxy,The Lord,63.356032142744354
+The Hitchhiker's Guide to the Galaxy,The Lord,65.89435916207557
+The Hitchhiker's Guide to the Galaxy,The Lord,63.15284112905884
+The Hitchhiker's Guide to the Galaxy,The Lord,63.50413291139304
+The Hitchhiker's Guide to the Galaxy,The Lord,62.93390267553225
+The Hitchhiker's Guide to the Galaxy,The Lord,63.74221413876181
+The Hitchhiker's Guide to the Galaxy,The Lord,62.947077475311296
+The Hitchhiker's Guide to the Galaxy,The Lord,63.19243428344535
+The Hitchhiker's Guide to the Galaxy,The Lord,63.35271719982032
+The Hitchhiker's Guide to the Galaxy,The Lord,63.62352954221148
+The Hitchhiker's Guide to the Galaxy,The Lord,64.3675697612014
+The Hitchhiker's Guide to the Galaxy,The Lord,63.05467448185462
+The Hitchhiker's Guide to the Galaxy,The Lord,63.19897950449417
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,71.77787116121257
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,68.9328041509883
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,69.42912297407815
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,68.81155501057438
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,68.7256771485741
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,72.52680623155773
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,70.07377026604662
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,70.49719516432977
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,71.38322789694864
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,76.80294004676273
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,69.27541253578501
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,69.05691807766917
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,70.96922932986253
+The Hitchhiker's Guide to the Galaxy,Majikthise,68.63698600007456
+The Hitchhiker's Guide to the Galaxy,Majikthise,68.44172503601456
+The Hitchhiker's Guide to the Galaxy,Majikthise,67.8702017932983
+The Hitchhiker's Guide to the Galaxy,Majikthise,67.19941597176441
+The Hitchhiker's Guide to the Galaxy,Majikthise,67.22083647539179
+The Hitchhiker's Guide to the Galaxy,Majikthise,67.25039985145713
+The Hitchhiker's Guide to the Galaxy,Majikthise,67.43370927914808
+The Hitchhiker's Guide to the Galaxy,Majikthise,71.1878756683369
+The Hitchhiker's Guide to the Galaxy,Majikthise,76.74735817321209
+The Hitchhiker's Guide to the Galaxy,Majikthise,72.53614201549175
+The Hitchhiker's Guide to the Galaxy,Majikthise,69.75788516601615
+The Hitchhiker's Guide to the Galaxy,Majikthise,71.03043084065739
+The Hitchhiker's Guide to the Galaxy,Majikthise,68.63264799519109
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,67.78012517427356
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,67.69591760859585
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,68.84925680361522
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,70.04662375610175
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,67.70902333207577
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,68.1105014502821
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,67.8794022054408
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,68.51391235628017
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,68.04035733039765
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,67.92344372258475
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,67.93682278379374
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,70.50294310615203
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,68.70599383816962
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,70.10544761022959
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,67.51451262345056
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,68.58114684722679
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,67.44799398866739
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,68.28619305685167
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,68.67663109415271
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,68.00375691065312
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,67.65531239793036
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,67.27465215638559
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,68.67438388177894
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,69.01480141444756
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,67.63958638338099
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,67.63036890100625
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,63.350086148032645
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,66.20844794540025
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,65.10506849799556
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,63.664306757715494
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,63.44887411019875
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,63.68872285933006
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,64.15993190363076
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,63.40743614670556
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,64.65745225523976
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,63.510427258662084
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,64.40657772441844
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,63.78389094433168
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,64.2759105280143
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,66.03519896981801
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,64.08027907951809
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,63.854561360022
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,64.21334365676388
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,64.26408671841209
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,63.62786306685013
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,64.18184112486122
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,65.50193208349472
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,64.59768516030705
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,64.7898968882008
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,63.70881577564812
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,65.19433007994448
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,65.28474351267279
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,67.96128160166273
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,66.70820863509107
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,65.89694874693434
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,65.87217943445539
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,66.64709403119808
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,66.98423316719412
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,65.87310152945494
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,66.4099266031373
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,66.57087300757539
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,66.90776814079045
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,66.05891045244596
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,65.99639985571199
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,66.1952385191799
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,62.87464440267594
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,62.88973181340829
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,62.603177078754015
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,62.91232914399176
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,62.5954962907922
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,61.935219881482496
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,63.26512644372865
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,63.77811052714052
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,62.672459194790505
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,63.11912573764285
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,63.68186175525297
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,62.54334071812389
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,61.87404033638515
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,74.93532741638923
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,74.91614172392907
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,74.72719046968248
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,81.13475062519532
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,75.07885754430629
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,76.03882170374777
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,75.16343538675683
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,76.09803355630238
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,76.07643004113571
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,76.63365287307478
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,75.06264249542708
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,75.65122765254796
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,75.06245555584682
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,63.05842962972906
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,63.186499066394965
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,63.234507580826126
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,66.54066826238036
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,63.08290834533654
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,63.66817938464367
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,62.94702452937828
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,63.20805409618886
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,63.595347492675835
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,64.3052266538477
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,63.75461435840245
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,63.533718735637294
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,63.19760733100361
+The Hitchhiker's Guide to the Galaxy,Poodoo,65.8482508618076
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+The Hitchhiker's Guide to the Galaxy,Poodoo,64.33793584767812
+The Hitchhiker's Guide to the Galaxy,Poodoo,63.80359662534742
+The Hitchhiker's Guide to the Galaxy,Poodoo,63.383383498027115
+The Hitchhiker's Guide to the Galaxy,Poodoo,63.92984734726694
+The Hitchhiker's Guide to the Galaxy,Poodoo,63.658567106139266
+The Hitchhiker's Guide to the Galaxy,Poodoo,64.67893346296827
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+The Hitchhiker's Guide to the Galaxy,Poodoo,63.4078741751929
+The Hitchhiker's Guide to the Galaxy,Poodoo,64.04741480550209
+The Hitchhiker's Guide to the Galaxy,Prak,60.98131557793756
+The Hitchhiker's Guide to the Galaxy,Prak,64.17904746744595
+The Hitchhiker's Guide to the Galaxy,Prak,61.2860736397452
+The Hitchhiker's Guide to the Galaxy,Prak,60.793227819121
+The Hitchhiker's Guide to the Galaxy,Prak,60.954794724036134
+The Hitchhiker's Guide to the Galaxy,Prak,60.79657356688312
+The Hitchhiker's Guide to the Galaxy,Prak,61.753760383094495
+The Hitchhiker's Guide to the Galaxy,Prak,61.59513870876939
+The Hitchhiker's Guide to the Galaxy,Prak,61.424327438346005
+The Hitchhiker's Guide to the Galaxy,Prak,60.633041642480045
+The Hitchhiker's Guide to the Galaxy,Prak,61.69167353501014
+The Hitchhiker's Guide to the Galaxy,Prak,61.56003679719624
+The Hitchhiker's Guide to the Galaxy,Prak,60.998904187908984
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,76.21546798837126
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,75.44765720711679
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,71.90815752839708
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,72.94175631256428
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,68.34478718171708
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,69.66582219042328
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,70.02176982370845
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,68.26411945444276
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,69.43167233129711
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,72.31378340306426
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,72.60535628210785
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,73.26754614794282
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,74.95955625195415
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,78.74420223482605
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,79.68491498133434
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,83.0415569433056
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,82.3673142517808
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,83.83926887940974
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,80.0028892550032
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,80.89274675373768
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,79.55629964426592
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,79.04728020117142
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,82.93208092160721
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,80.26464752556886
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,77.8835086780179
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,79.20698199135406
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,67.99808630495178
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,66.84258960808711
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,66.90719778780493
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,68.21606748647123
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,68.4134424011217
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,67.20285956465223
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,68.41271350344168
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,66.81050431123438
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,67.43780143425846
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,66.80521255733997
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,67.31096458648248
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,68.54849002825681
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,67.87998023606484
+The Hitchhiker's Guide to the Galaxy,Random Dent,68.07797525081095
+The Hitchhiker's Guide to the Galaxy,Random Dent,68.88267594347784
+The Hitchhiker's Guide to the Galaxy,Random Dent,68.41903727294266
+The Hitchhiker's Guide to the Galaxy,Random Dent,68.2215406604465
+The Hitchhiker's Guide to the Galaxy,Random Dent,69.02869925320523
+The Hitchhiker's Guide to the Galaxy,Random Dent,67.31774445991542
+The Hitchhiker's Guide to the Galaxy,Random Dent,67.99908260797535
+The Hitchhiker's Guide to the Galaxy,Random Dent,69.48953731168467
+The Hitchhiker's Guide to the Galaxy,Random Dent,67.9715928300168
+The Hitchhiker's Guide to the Galaxy,Random Dent,67.13110106141417
+The Hitchhiker's Guide to the Galaxy,Random Dent,68.8172824823835
+The Hitchhiker's Guide to the Galaxy,Random Dent,69.1409258812704
+The Hitchhiker's Guide to the Galaxy,Random Dent,68.75702924619478
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,66.12079266618932
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,67.3906621756569
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,66.56159083309102
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,66.54546944158471
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,66.65257195509756
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,67.00132443427262
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,66.73509923329092
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,66.0421701587061
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,66.20226348356543
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,66.71745932307506
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,66.96495117317133
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,67.07317095436561
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,66.23386679676527
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,61.47074313650822
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,59.81687276869907
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,59.356120353698486
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,59.41197267801047
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,59.75389546766338
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,59.86788031694281
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,61.726342806820526
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,62.81215076234681
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,60.46852622593428
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,59.197352900947884
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,61.38875862724829
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,60.23943023999878
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,59.400177794600765
+The Hitchhiker's Guide to the Galaxy,Roosta,62.7045842864026
+The Hitchhiker's Guide to the Galaxy,Roosta,62.65424085030946
+The Hitchhiker's Guide to the Galaxy,Roosta,66.06910719479647
+The Hitchhiker's Guide to the Galaxy,Roosta,64.12080613018206
+The Hitchhiker's Guide to the Galaxy,Roosta,62.826488688624096
+The Hitchhiker's Guide to the Galaxy,Roosta,63.14126759357688
+The Hitchhiker's Guide to the Galaxy,Roosta,62.836797233783734
+The Hitchhiker's Guide to the Galaxy,Roosta,62.4859613093805
+The Hitchhiker's Guide to the Galaxy,Roosta,62.73566474400243
+The Hitchhiker's Guide to the Galaxy,Roosta,63.1640028719055
+The Hitchhiker's Guide to the Galaxy,Roosta,62.8362028717323
+The Hitchhiker's Guide to the Galaxy,Roosta,62.527197140030935
+The Hitchhiker's Guide to the Galaxy,Roosta,63.1525590857026
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,64.30554531335413
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,65.28156406169526
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,64.64818340144743
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,64.32739542369424
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,64.4672738531702
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,66.56312744050416
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,64.89221018078662
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,65.54248598909726
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,64.30588250732534
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,64.75836694420545
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,64.46234712708151
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,64.65272839190642
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,64.29155466248444
+The Hitchhiker's Guide to the Galaxy,Russell,63.85205422056149
+The Hitchhiker's Guide to the Galaxy,Russell,66.89474177810149
+The Hitchhiker's Guide to the Galaxy,Russell,67.02402455606288
+The Hitchhiker's Guide to the Galaxy,Russell,65.14098427576842
+The Hitchhiker's Guide to the Galaxy,Russell,64.56948858130087
+The Hitchhiker's Guide to the Galaxy,Russell,64.95472377704078
+The Hitchhiker's Guide to the Galaxy,Russell,64.2555325018817
+The Hitchhiker's Guide to the Galaxy,Russell,64.3839128953032
+The Hitchhiker's Guide to the Galaxy,Russell,65.31366952443625
+The Hitchhiker's Guide to the Galaxy,Russell,64.09523640499353
+The Hitchhiker's Guide to the Galaxy,Russell,63.68103390239411
+The Hitchhiker's Guide to the Galaxy,Russell,63.449974026303856
+The Hitchhiker's Guide to the Galaxy,Russell,64.10370864190693
diff --git a/ressources/data/splitting/normal_eval2_binned_percentages_F1.csv b/ressources/data/splitting/normal_eval2_binned_percentages_F1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7c886433db764cdd45f20254cd3d2bac0e4ffe50
--- /dev/null
+++ b/ressources/data/splitting/normal_eval2_binned_percentages_F1.csv
@@ -0,0 +1,11 @@
+Score Interval,The Lord of the Rings,Harry Potter,The Hunger Games,Dune,Twilight,The Hitchhiker's Guide to the Galaxy
+0.32038337737321854,0.0,0.0,0.0,0.0,0.0,6.097560975609756
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+0.47881726175546646,14.150943396226415,22.29299363057325,37.93103448275862,26.31578947368421,33.80281690140845,28.04878048780488
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diff --git a/ressources/data/splitting/normal_eval2_binned_percentages_h.csv b/ressources/data/splitting/normal_eval2_binned_percentages_h.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cf0d76b43531b6800c48fdd0f5d9ce74fc19434a
--- /dev/null
+++ b/ressources/data/splitting/normal_eval2_binned_percentages_h.csv
@@ -0,0 +1,11 @@
+Score Interval,The Lord of the Rings,Harry Potter,The Hunger Games,Dune,Twilight,The Hitchhiker's Guide to the Galaxy
+0.5193016584452717,72.64150943396226,92.35668789808918,86.20689655172413,77.89473684210526,91.54929577464789,70.73170731707317
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+4.6737077109307545,0.9433962264150944,0.0,0.0,0.0,0.0,2.4390243902439024
+5.712309224052126,0.0,0.0,0.0,0.0,0.0,0.0
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+9.866715276537608,0.0,0.0,0.0,0.0,0.0,1.2195121951219512
diff --git a/ressources/data/splitting/normal_eval_binned_percentages_F1.csv b/ressources/data/splitting/normal_eval_binned_percentages_F1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e3fde80b26ebe7b17a406256ffdb15bc8af95656
--- /dev/null
+++ b/ressources/data/splitting/normal_eval_binned_percentages_F1.csv
@@ -0,0 +1,11 @@
+Score Interval,The Lord of the Rings,Harry Potter,The Hunger Games,Dune,Twilight,The Hitchhiker's Guide to the Galaxy
+0.38612079918384545,0.0,0.6369426751592357,0.0,0.0,0.0,0.0
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diff --git a/ressources/data/splitting/normal_eval_binned_percentages_h.csv b/ressources/data/splitting/normal_eval_binned_percentages_h.csv
new file mode 100644
index 0000000000000000000000000000000000000000..75dd5b20264274c04b59fc323bc04b2be10e279b
--- /dev/null
+++ b/ressources/data/splitting/normal_eval_binned_percentages_h.csv
@@ -0,0 +1,11 @@
+Score Interval,The Lord of the Rings,Harry Potter,The Hunger Games,Dune,Twilight,The Hitchhiker's Guide to the Galaxy
+0.6209946374068922,90.56603773584906,84.07643312101911,89.65517241379311,71.57894736842105,95.77464788732394,40.243902439024396
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+3.104973187034461,0.9433962264150944,3.821656050955414,3.4482758620689653,5.263157894736842,0.0,14.634146341463413
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+11.798898110730953,0.0,0.0,0.0,0.0,0.0,2.4390243902439024
diff --git a/ressources/data/splitting/passages_13_scores_binned_percentages_Score.csv b/ressources/data/splitting/passages_13_scores_binned_percentages_Score.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b301f21876311a4a4290a7a9861af6023dc6a7df
--- /dev/null
+++ b/ressources/data/splitting/passages_13_scores_binned_percentages_Score.csv
@@ -0,0 +1,11 @@
+Score Interval,Harry Potter,The Lord of the Rings,The Hunger Games,Dune,Twilight,The Hitchhiker's Guide to the Galaxy
+58.259097890616886,0.0,0.0,0.0,0.0,0.0,2.6266416510318953
+61.08641744897135,0.0,0.0,1.8567639257294428,0.0,3.358613217768147,11.819887429643527
+63.91373700732582,3.478686918177364,2.539912917271408,32.62599469496021,5.8493589743589745,14.301191765980498,21.388367729831145
+66.7410565656803,12.346888780009799,6.966618287373004,30.50397877984085,19.951923076923077,30.335861321776814,30.206378986866795
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+72.39569568238923,27.829495345418913,29.390420899854863,14.058355437665782,11.298076923076923,12.784398699891659,5.72232645403377
+75.2230152407437,28.319451249387555,24.963715529753266,9.283819628647215,17.307692307692307,13.542795232936077,4.409005628517824
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diff --git a/ressources/data/total_comparisson/normal_eval2_comparisonF.csv b/ressources/data/total_comparisson/normal_eval2_comparisonF.csv
new file mode 100644
index 0000000000000000000000000000000000000000..28dd37f1c8b867f5179118f1f420f7b6b5d9e462
--- /dev/null
+++ b/ressources/data/total_comparisson/normal_eval2_comparisonF.csv
@@ -0,0 +1,312 @@
+Book_1,Character,F1_1,h_1,wF1_1,wh_1,Book_2,F1_2,h_2,wF1_2,wh_2,F1c,hc,wF1c,whc
+The Hitchhiker's Guide to the Galaxy,The Lord,0.3071805536746979,0.539492840010531,0.5095160007476807,3.5966796013484585,The Hitchhiker's Guide to the Galaxy,0.5007612705230713,2.066419580043978,0.5112965703010559,1.3281270743648217,-0.1935807168483734,-1.526926740033447,-0.0017805695533752441,2.268552526983637
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.3563226461410522,0.2968392444170915,0.538632333278656,2.1133419090118397,The Hitchhiker's Guide to the Galaxy,0.5384833216667175,2.4184494776517766,0.6105626225471497,7.005432719867193,-0.18216067552566534,-2.1216102332346853,-0.07193028926849365,-4.892090810855354
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,0.3291886150836944,0.4689406271306049,0.5459449291229248,1.4302111081764557,The Hitchhiker's Guide to the Galaxy,0.4951694905757904,1.255892682117142,0.5399518013000488,1.751950865087436,-0.165980875492096,-0.786952054986537,0.0059931278228759766,-0.32173975691098033
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,0.3139541745185852,0.3622527754839205,0.5040284395217896,1.7450559279627826,The Hitchhiker's Guide to the Galaxy,0.4787600934505462,0.9577454175059584,0.4993785619735718,1.5612964447779745,-0.164805918931961,-0.5954926420220379,0.0046498775482177734,0.18375948318480817
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.4379906356334686,0.5884191202262163,0.5056959390640259,2.533949332902004,The Hitchhiker's Guide to the Galaxy,0.5995125770568848,17.001846737223865,0.5219007730484009,2.133263321573577,-0.1615219414234162,-16.413427616997648,-0.016204833984375,0.40068601132842696
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.3234719932079315,0.3146953704338651,0.491729736328125,3.674797705066148,The Hitchhiker's Guide to the Galaxy,0.4816323816776275,4.000186235659046,0.5285906791687012,6.886287217357911,-0.158160388469696,-3.685490865225181,-0.03686094284057617,-3.2114895122917626
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,0.361553281545639,0.5747696922517948,0.5487123727798462,1.4568019978263285,The Hitchhiker's Guide to the Galaxy,0.5174126625061035,2.4604352678384305,0.5381537079811096,3.3004362825008813,-0.15585938096046453,-1.8856655755866356,0.010558664798736572,-1.8436342846745528
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.3751438558101654,0.6959301679234284,0.5332341194152832,4.491338073974113,The Hitchhiker's Guide to the Galaxy,0.5172088146209717,1.3230990334518309,0.5507286787033081,3.484903478663206,-0.14206495881080627,-0.6271688655284025,-0.017494559288024902,1.0064345953109068
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,0.424543023109436,0.5671710824059766,0.4711781740188598,0.9350327254876516,The Hitchhiker's Guide to the Galaxy,0.5663809180259705,2.074380728007357,0.5443081259727478,2.531551998571767,-0.14183789491653448,-1.5072096456013806,-0.073129951953888,-1.5965192730841153
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,0.4108148217201233,0.3765649406570394,0.5255516171455383,3.246125440506177,The Hitchhiker's Guide to the Galaxy,0.5522434115409851,4.391415220193749,0.5681037306785583,5.109643200946081,-0.14142858982086182,-4.014850279536709,-0.04255211353302002,-1.8635177604399042
+The Hitchhiker's Guide to the Galaxy,Hactar,0.3989352285861969,0.7576601357314339,0.5416232943534851,0.7711947173289098,The Hitchhiker's Guide to the Galaxy,0.5371614098548889,1.459193337851069,0.574628472328186,1.092209836230405,-0.13822618126869202,-0.7015332021196352,-0.03300517797470093,-0.32101511890149514
+The Hitchhiker's Guide to the Galaxy,Lallafa,0.3855247795581817,0.3642502465315573,0.5176847577095032,0.9539209876634652,The Hitchhiker's Guide to the Galaxy,0.5180431008338928,1.4061786046354934,0.5211470723152161,0.9665751629373902,-0.13251832127571112,-1.041928358103936,-0.0034623146057128906,-0.012654175273924984
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.322559654712677,0.4345295743733599,0.487070620059967,1.1780212850157157,The Hitchhiker's Guide to the Galaxy,0.450519859790802,1.0020379796927297,0.5223364233970642,1.4941446530390217,-0.127960205078125,-0.5675084053193697,-0.035265803337097223,-0.316123368023306
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,0.3960185945034027,0.5478944495090049,0.5309251546859741,3.0383673200038266,The Hitchhiker's Guide to the Galaxy,0.5163652896881104,2.7351682821906733,0.5477356910705566,3.51385000822408,-0.12034669518470764,-2.1872738326816683,-0.01681053638458252,-0.4754826882202532
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.4806388914585113,0.7287256191933535,0.5445906519889832,3.1585595168792167,The Hitchhiker's Guide to the Galaxy,0.5966795682907104,7.6688246058673775,0.5707736015319824,4.145647728569833,-0.11604067683219915,-6.940098986674024,-0.026182949542999268,-0.9870882116906166
+The Hitchhiker's Guide to the Galaxy,Roosta,0.4013340473175049,0.5160362064200719,0.5600486993789673,7.561060928517275,The Hitchhiker's Guide to the Galaxy,0.5169205665588379,2.102114009073872,0.5259182453155518,5.666003639061062,-0.11558651924133301,-1.5860778026538003,0.03413045406341553,1.8950572894562132
+The Hitchhiker's Guide to the Galaxy,Russell,0.3510933518409729,0.1425238221075055,0.4901808202266693,1.2995699622920482,The Hitchhiker's Guide to the Galaxy,0.4608912467956543,0.9779045702858556,0.5067327618598938,1.3193558646808417,-0.1097978949546814,-0.8353807481783502,-0.016551941633224487,-0.019785902388793408
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.4171024262905121,2.9120419274441147,0.5268067121505737,0.4504755133943672,The Hitchhiker's Guide to the Galaxy,0.524772584438324,0.4754265145147631,0.5391592383384705,1.6993015589938314,-0.10767015814781189,2.436615412929352,-0.012352526187896729,-1.2488260455994642
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.4221406280994415,0.5328247346765147,0.5135451555252075,1.5380454113971236,The Hitchhiker's Guide to the Galaxy,0.5255253911018372,2.0622431163773225,0.5286298394203186,1.3716973750191226,-0.10338476300239569,-1.5294183817008078,-0.015084683895111084,0.166348036378001
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.4561991989612579,0.5018064406777262,0.5188992023468018,1.040299760549525,The Hitchhiker's Guide to the Galaxy,0.558274507522583,3.1433265221504385,0.511775553226471,0.8516334959792943,-0.10207530856132513,-2.6415200814727124,0.0071236491203308105,0.18866626457023072
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,0.3952953815460205,0.2783315400326001,0.5313194990158081,1.1784301044494518,The Hitchhiker's Guide to the Galaxy,0.4955277740955353,0.5778292685825147,0.4897610247135162,0.6143910796859021,-0.10023239254951477,-0.29949772854991463,0.041558474302291926,0.5640390247635497
+The Lord of the Rings,Gil-galad,0.5118858814239502,0.0068857499924548,0.5715324282646179,0.0005677095052421,The Lord of the Rings,0.6103127002716064,0.0028920199616459,0.5794858336448669,0.0144161097849405,-0.09842681884765625,0.0039937300308089,-0.007953405380249023,-0.0138484002796984
+Dune,Otheym,0.4998379051685333,0.9750208906999622,0.5489936470985413,1.6242758905300028,Dune,0.5967943072319031,2.07091631715095,0.5572136640548706,2.31686868074298,-0.09695640206336975,-1.0958954264509877,-0.008220016956329346,-0.6925927902129774
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,0.4717856347560882,0.734133117188203,0.5298166275024414,2.8792323369555364,The Hitchhiker's Guide to the Galaxy,0.5672872066497803,4.087518235317492,0.546647310256958,4.474187102026901,-0.09550157189369207,-3.353385118129289,-0.0168306827545166,-1.594954765071365
+Dune,Norma Cenva,0.4278644323348999,0.3453006718812716,0.5005387663841248,1.3120403501803808,Dune,0.5233030319213867,0.778264812852435,0.555372953414917,2.386279260997153,-0.09543859958648682,-0.43296414097116337,-0.054834187030792236,-1.074238910816772
+The Lord of the Rings,Lúthien,0.502149760723114,0.409620335566205,0.5771726965904236,0.0454235640070587,The Lord of the Rings,0.5956390500068665,0.0112333518610646,0.5993440747261047,0.0595055290157494,-0.09348928928375244,0.39838698370514036,-0.022171378135681152,-0.014081965008690703
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,0.4077497720718384,0.3879200827809871,0.5317800045013428,3.631708981719817,The Hitchhiker's Guide to the Galaxy,0.4990079998970032,2.7655560556335304,0.5291802883148193,2.0222538527401874,-0.0912582278251648,-2.377635972852543,0.0025997161865234375,1.6094551289796297
+Twilight,Sam Uley,0.4465399384498596,0.1580871110863526,0.4652275443077087,0.715707424161233,Twilight,0.5355950593948364,3.600960145056e-05,0.540189266204834,1.1542121422218382e-05,-0.0890551209449768,0.15805110148490203,-0.0749617218971253,0.7156958820398108
+The Hitchhiker's Guide to the Galaxy,Prak,0.3869447112083435,1.1668621031031616,0.5115901231765747,0.5061764822984539,The Hitchhiker's Guide to the Galaxy,0.4743108451366424,0.8805545389287109,0.5147708058357239,0.2908535552733367,-0.0873661339282989,0.2863075641744507,-0.00318068265914917,0.21532292702511724
+Twilight,Charlie Swan,0.4213856756687164,0.4498903362913304,0.4323393404483795,1.666027704785033,Twilight,0.50819993019104,1.7029831075784686e-20,0.5111526250839233,1.0789891481000245e-15,-0.08681425452232366,0.4498903362913304,-0.07881328463554382,1.6660277047850318
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,0.4657743871212005,2.6638920729684443,0.546289324760437,1.816169121645537,The Hitchhiker's Guide to the Galaxy,0.5517412424087524,3.014383230731099,0.5583321452140808,5.972646482817048,-0.08596685528755194,-0.3504911577626548,-0.012042820453643799,-4.156477361171511
+The Hitchhiker's Guide to the Galaxy,Number One,0.4428691864013672,0.377350079843268,0.5162665843963623,1.3980420177545387,The Hitchhiker's Guide to the Galaxy,0.5280580520629883,1.4328597399698952,0.493426501750946,0.9568505357678344,-0.0851888656616211,-1.0555096601266272,0.022840082645416315,0.4411914819867043
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,0.4871600866317749,0.8266789267927431,0.5505149364471436,0.5544471130203781,The Hitchhiker's Guide to the Galaxy,0.5678676962852478,1.1610192491706892,0.5612878203392029,1.4139129371358898,-0.0807076096534729,-0.3343403223779461,-0.010772883892059326,-0.8594658241155118
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.4119135737419128,0.3797633349632493,0.4842294752597809,0.9820755274381016,The Hitchhiker's Guide to the Galaxy,0.4907255470752716,1.351894932353983,0.5306002497673035,1.626699947685858,-0.07881197333335882,-0.9721315973907337,-0.04637077450752258,-0.6446244202477563
+Harry Potter,Seamus Finnigan,0.4365192055702209,0.2414835028043452,0.4489688575267792,0.4189462516119065,Harry Potter,0.5138559937477112,6.541696306138895e-16,0.5381180644035339,2.4033985258907307e-06,-0.07733678817749029,0.24148350280434452,-0.08914920687675476,0.41894384821338065
+Dune,Leto Atreides II,0.435349702835083,0.3584839649690369,0.4671371281147003,1.162239077604367,Dune,0.5101075768470764,0.0009207827013981,0.5217192769050598,0.000183900062533,-0.07475787401199341,0.3575631822676388,-0.0545821487903595,1.162055177541834
+The Lord of the Rings,Thrór,0.5086534023284912,0.3902141821370657,0.5392593145370483,0.0189457615107746,The Lord of the Rings,0.5830733180046082,0.1168014483449544,0.5529870390892029,0.0606224964542881,-0.07441991567611694,0.2734127337921113,-0.013727724552154541,-0.041676734943513497
+Dune,Anirul Corrino,0.477915495634079,0.5785452349450044,0.5409173369407654,2.184465197505393,Dune,0.5521725416183472,1.7887946758179385,0.5885332226753235,2.588326357345893,-0.07425704598426819,-1.210249440872934,-0.047615885734558105,-0.4038611598405
+Dune,Moneo Atreides,0.4783799648284912,0.4628469607843391,0.5353717803955078,0.0102032453119768,Dune,0.5522628426551819,0.2040862951867797,0.5395599007606506,0.032820311689115,-0.07388287782669067,0.2587606655975594,-0.004188120365142822,-0.0226170663771382
+The Lord of the Rings,Watcher in the Water,0.509591817855835,0.0042405603228484,0.5722002983093262,0.0050986009448787,The Lord of the Rings,0.58259117603302,0.0008455740605946,0.6002125144004822,0.0048471313602718,-0.07299935817718506,0.0033949862622538,-0.028012216091156006,0.00025146958460689917
+Dune,Ramallo,0.4951575994491577,0.9747248480575008,0.5169386267662048,0.7338078391350811,Dune,0.5678929090499878,1.154690518665489,0.5771474838256836,1.2469760206362497,-0.07273530960083008,-0.17996567060798818,-0.06020885705947876,-0.5131681815011686
+The Lord of the Rings,Éowyn,0.5037795305252075,0.361386855873899,0.5493127107620239,0.0015152985022966,The Lord of the Rings,0.5752246379852295,0.1766522094437725,0.5742315649986267,0.0361872465904922,-0.07144510746002197,0.18473464643012652,-0.024918854236602783,-0.034671948088195605
+Dune,Aramsham,0.4641391634941101,0.4544422923442146,0.4845773875713348,0.8127568286147788,Dune,0.5344614386558533,1.4950078491961325,0.558563232421875,1.4762572326855694,-0.07032227516174316,-1.0405655568519179,-0.07398584485054022,-0.6635004040707906
+The Lord of the Rings,Legolas,0.449033111333847,0.4938407484802042,0.4525555372238159,0.7749630835867346,The Lord of the Rings,0.5186892151832581,4.7944220802678974e-24,0.583724319934845,2.8502492893339547e-09,-0.06965610384941107,0.4938407484802042,-0.13116878271102905,0.7749630807364853
+Twilight,Bree Tanner,0.4895860850811004,0.0027619723448355,0.5328367352485657,4.932456015088068e-07,Twilight,0.5580485463142395,0.0113079999916323,0.5131526589393616,0.0001464595674742,-0.0684624612331391,-0.0085460276467968,0.0196840763092041,-0.00014596632187269118
+Twilight,Lauren Mallory,0.4392404556274414,0.4852898117353846,0.550056517124176,0.0953384896121278,Twilight,0.5076858997344971,0.0148204148834229,0.5188787579536438,1.9971218720906192,-0.06844544410705566,0.4704693968519617,0.031177759170532227,-1.9017833824784913
+Dune,Wensicia Corrino,0.5032896399497986,0.5391336026435865,0.5432509183883667,0.4904736340133676,Dune,0.5715660452842712,1.819849624453167,0.5675203800201416,0.9927692781062312,-0.06827640533447266,-1.2807160218095806,-0.024269461631774902,-0.5022956440928636
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5109764337539673,3.494924471198232,0.523297131061554,2.332563684862649,The Hitchhiker's Guide to the Galaxy,0.5784218311309814,4.851148934817749,0.5522536039352417,2.5080001062957518,-0.06744539737701416,-1.3562244636195167,-0.028956472873687744,-0.17543642143310256
+Dune,Elrood Corrino IX,0.4567656815052032,0.4789964367943902,0.525293231010437,3.7146401915141753,Dune,0.5237322449684143,1.7444766368832163,0.5411025285720825,2.93718753271404,-0.06696656346321112,-1.2654802000888261,-0.015809297561645508,0.7774526588001351
+The Hitchhiker's Guide to the Galaxy,Haggunenons,0.4784274697303772,0.0611463148321988,0.5442502498626709,0.7159532413067194,The Hitchhiker's Guide to the Galaxy,0.5453197956085205,0.3291761873612753,0.5468650460243225,0.920699640644659,-0.06689232587814331,-0.2680298725290765,-0.0026147961616516113,-0.2047463993379396
+The Lord of the Rings,Thráin II,0.5144786238670349,0.207425169155333,0.5409236550331116,0.101525871987325,The Lord of the Rings,0.5807884335517883,0.0296818214378983,0.5639391541481018,0.0503974339656662,-0.06630980968475342,0.1777433477174347,-0.023015499114990234,0.051128438021658805
+Dune,Mapes,0.4613449871540069,0.4332185225362724,0.542668879032135,0.9897316516413972,Dune,0.5276244282722473,0.0458423124801677,0.5413835644721985,2.2664236242419347,-0.06627944111824041,0.38737621005610473,0.0012853145599365234,-1.2766919726005375
+Twilight,Jessica Stanley,0.4544233083724975,0.0662294271312639,0.5578256249427795,9.421336264408823e-05,Twilight,0.5203374624252319,2.209583549370973e-06,0.5668190717697144,0.0473474140753404,-0.06591415405273443,0.06622721754771453,-0.008993446826934814,-0.04725320071269631
+Dune,Shando Vernius,0.4806986451148987,0.7962298181287515,0.5127638578414917,0.5847123792064839,Dune,0.5465232133865356,0.7520822598278919,0.5261800289154053,0.8021177618208027,-0.06582456827163696,0.04414755830085959,-0.013416171073913574,-0.21740538261431885
+Harry Potter,Bartemius Crouch Junior,0.4792044460773468,0.3325170388966956,0.4619598388671875,0.6034569700781027,Harry Potter,0.5438398122787476,2.068045174634521e-09,0.5474404096603394,1.3919049480481646e-09,-0.06463536620140076,0.3325170368286504,-0.08548057079315186,0.6034569686861978
+Dune,Sheeana Brugh,0.5043639540672302,0.5192340812650102,0.5130999088287354,0.0895398934958691,Dune,0.5689539313316345,3.879076295351741,0.5332396626472473,2.092447271800819,-0.0645899772644043,-3.3598422140867306,-0.020139753818511963,-2.00290737830495
+Dune,Leto I Atreides,0.4957177937030792,0.0713538467969338,0.5478718876838684,0.0030558619291654,Dune,0.5601571798324585,0.1023989904643914,0.5555311441421509,0.0417155261758025,-0.06443938612937927,-0.0310451436674576,-0.007659256458282471,-0.0386596642466371
+Dune,Farok,0.4914568066596985,0.2526507789809973,0.513570249080658,1.2662744929738627,Dune,0.5553319454193115,2.3081063709412537,0.5157051682472229,1.8509081586007976,-0.06387513875961304,-2.055455591960256,-0.0021349191665649414,-0.5846336656269349
+Dune,Alef Burzmali,0.4665161967277527,0.982452391156567,0.5583000183105469,2.8614034158046757,Dune,0.5303556323051453,0.8859958499328504,0.5734409093856812,2.9636699586674617,-0.06383943557739258,0.09645654122371661,-0.015140891075134277,-0.10226654286278603
+The Lord of the Rings,Shadowfax,0.5600701570510864,3.11919735731716,0.5659462809562683,1.640608785919145,The Lord of the Rings,0.6224778294563293,1.7175942891378289,0.6148388385772705,1.9714219260473624,-0.06240767240524292,1.4016030681793312,-0.0488925576210022,-0.3308131401282175
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.4613436758518219,0.3191123091025339,0.570511519908905,1.989116101173145,The Hitchhiker's Guide to the Galaxy,0.5236223936080933,1.0433548950697888,0.5911267399787903,2.4572819478109995,-0.06227871775627136,-0.724242585967255,-0.020615220069885254,-0.46816584663785443
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.4778609573841095,2.822516176868135,0.5188731551170349,6.296859603897407,The Hitchhiker's Guide to the Galaxy,0.5397637486457825,3.052210660958916,0.5244671106338501,6.27272596489698,-0.061902791261672974,-0.22969448409078108,-0.0055939555168151855,0.024133639000426754
+The Hitchhiker's Guide to the Galaxy,Allitnils,0.4362064599990845,0.3346937327370324,0.4490273594856262,1.3148000331605807,The Hitchhiker's Guide to the Galaxy,0.4965316355228424,0.8980947810572045,0.5122107267379761,1.7813170644012286,-0.060325175523757935,-0.5634010483201721,-0.06318336725234985,-0.4665170312406479
+The Hitchhiker's Guide to the Galaxy,Constant Mown,0.4446617364883423,0.3350513854588815,0.5357279777526855,1.584814100444835,The Hitchhiker's Guide to the Galaxy,0.5038566589355469,3.265715467731482,0.4810433089733124,3.086949363020123,-0.05919492244720459,-2.9306640822726004,0.05468466877937317,-1.502135262575288
+Dune,Rhombur Vernius,0.4708586931228637,0.1710636479778642,0.5153435468673706,0.3311951378907922,Dune,0.5298475623130798,0.4492802922201242,0.5671092867851257,0.2153144695845419,-0.05898886919021612,-0.27821664424226,-0.05176573991775513,0.1158806683062503
+The Hitchhiker's Guide to the Galaxy,Captain,0.427333116531372,0.5894758492741129,0.514319658279419,1.5084252457658365,The Hitchhiker's Guide to the Galaxy,0.4852561056613922,1.3337660049817803,0.5076146721839905,0.9621542476535582,-0.0579229891300202,-0.7442901557076674,0.006704986095428467,0.5462709981122783
+The Lord of the Rings,Galadriel,0.4836136102676391,1.6749693381935893,0.4992484152317047,3.2063685807969784,The Lord of the Rings,0.5415364503860474,4.372329747200607e-11,0.5580785274505615,7.375608451744264e-10,-0.05792284011840826,1.674969338149866,-0.05883011221885681,3.2063685800594177
+The Lord of the Rings,Melian,0.5110530853271484,0.907273705024486,0.558221161365509,0.6104079360669264,The Lord of the Rings,0.568642795085907,0.4820294146165659,0.5772488117218018,0.5859594915320728,-0.057589709758758545,0.4252442904079201,-0.019027650356292725,0.02444844453485362
+The Lord of the Rings,Maedhros,0.5247319340705872,0.2123965678051731,0.5603326559066772,0.0002969941491448,The Lord of the Rings,0.5822654962539673,0.0118733455624457,0.5654446482658386,0.0303042822961876,-0.05753356218338013,0.2005232222427274,-0.005111992359161377,-0.0300072881470428
+Dune,Zufa Cenva,0.4905062317848205,0.4587798233452558,0.5150262713432312,0.0418490094817323,Dune,0.5469627380371094,0.2514755578288763,0.5501323938369751,0.497377813153401,-0.056456506252288874,0.20730426551637948,-0.035106122493743896,-0.4555288036716687
+Dune,Bellonda,0.5110083222389221,1.4250345742292878,0.5434740781784058,1.319385444025332,Dune,0.566320538520813,2.080836282967017,0.572908878326416,3.142909773513882,-0.05531221628189087,-0.6558017087377292,-0.029434800148010254,-1.8235243294885497
+The Lord of the Rings,Elrond,0.4814432561397552,1.9066771373142477,0.4988417327404022,2.981981024107577,The Lord of the Rings,0.5360152721405029,2.839668591472706e-05,0.5335156321525574,1.633587481324431e-05,-0.054572016000747736,1.906648740628333,-0.03467389941215515,2.9819646882327637
+The Lord of the Rings,Fíli and Kíli,0.5192292332649231,0.2731083845726587,0.5307999849319458,3.5865667022029726e-06,The Lord of the Rings,0.5735980868339539,0.0009851667951868,0.5889543890953064,0.1636460379511975,-0.05436885356903076,0.2721232177774719,-0.058154404163360596,-0.1636424513844953
+Dune,Liet Kynes,0.5239098072052002,1.0709727789405448,0.5483620166778564,0.3553751776220851,Dune,0.5779098868370056,0.5893175192449547,0.5671825408935547,0.5113138194072281,-0.05400007963180542,0.4816552596955901,-0.018820524215698242,-0.155938641785143
+Dune,Helena Atreides,0.4995802938938141,0.6356990969259351,0.54463130235672,0.2251058415891642,Dune,0.55311119556427,0.3863628588487818,0.5335257053375244,0.2456276973392827,-0.05353090167045593,0.24933623807715327,0.011105597019195557,-0.0205218557501185
+Dune,Iakin Nefud,0.4791484773159027,0.2640108801746009,0.5199869871139526,0.98270983524692,Dune,0.5314460396766663,1.5068754477787645,0.5381607413291931,1.2583039126290727,-0.05229756236076355,-1.2428645676041636,-0.01817375421524048,-0.2755940773821527
+Dune,Lichna,0.4484536945819855,0.3209750417245773,0.5563443303108215,1.0913543433308168,Dune,0.5000667572021484,0.8253871268352208,0.5714812278747559,2.2966022270097417,-0.051613062620162964,-0.5044120851106435,-0.015136897563934326,-1.2052478836789249
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.3995009064674377,0.2916095789617625,0.5061356425285339,2.919661862620716,The Hitchhiker's Guide to the Galaxy,0.4509778022766113,0.9562000321919004,0.5595822334289551,2.624409782313436,-0.051476895809173584,-0.6645904532301379,-0.05344659090042114,0.29525208030728
+Dune,Schwangyu,0.5012314915657043,1.6685941357419745,0.5462884306907654,2.5507629847737583,Dune,0.5511276125907898,1.8958544366122756,0.5603456497192383,3.75076187459884,-0.04989612102508545,-0.22726030087030114,-0.0140572190284729,-1.1999988898250815
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,0.506938099861145,3.108880398631926,0.5965229272842407,3.48934247178035,The Hitchhiker's Guide to the Galaxy,0.5566425323486328,5.327887898814819,0.5682133436203003,4.149285679691731,-0.04970443248748779,-2.219007500182893,0.02830958366394043,-0.6599432079113812
+The Hitchhiker's Guide to the Galaxy,Loonquawl,0.4905512034893036,1.0880415049049648,0.5231997966766357,0.912282620068297,The Hitchhiker's Guide to the Galaxy,0.5401980876922607,2.7960738546327706,0.5393425226211548,1.8750551413304997,-0.04964688420295715,-1.7080323497278058,-0.016142725944519043,-0.9627725212622027
+Harry Potter,Dean Thomas,0.4422601759433746,0.3565506139410043,0.4590863287448883,1.938231684929948,Harry Potter,0.4910069108009338,1.964056739711877e-21,0.5423886179924011,6.595244790795994e-09,-0.048746734857559204,0.3565506139410043,-0.08330228924751282,1.9382316783347031
+Dune,Vorian Atreides,0.4654883146286011,0.4810919510127356,0.461676150560379,0.6263714752302175,Dune,0.5141591429710388,1.5746219723473062e-11,0.5186734795570374,2.5327050753729173e-14,-0.048670828342437744,0.48109195099698937,-0.05699732899665838,0.6263714752301922
+Twilight,Quil Ateara V,0.5131765604019165,0.5332838435645686,0.5482388138771057,0.0046602708874737,Twilight,0.5615991950035095,0.0493345792024236,0.5382692217826843,0.0347674485236213,-0.04842263460159302,0.48394926436214497,0.009969592094421387,-0.0301071776361476
+Dune,Hayt,0.5157616138458252,1.1372734117655994,0.5824491381645203,3.2943028197495816,Dune,0.5623521208763123,1.488815995076424,0.5540022253990173,2.7630196330461185,-0.04659050703048706,-0.35154258331082455,0.02844691276550293,0.5312831867034631
+Dune,Tylwyth Waff,0.509412407875061,1.1437715938563466,0.451562762260437,0.058983343730529,Dune,0.5559523701667786,1.7187419585481665,0.5639292001724243,1.6008048102770898,-0.04653996229171753,-0.5749703646918198,-0.1123664379119873,-1.5418214665465608
+The Lord of the Rings,Éomer,0.5233268737792969,1.31307278010033,0.5731189846992493,0.0120439070935844,The Lord of the Rings,0.569170355796814,0.066327741860287,0.5846097469329834,0.0604223548725145,-0.04584348201751709,1.246745038240043,-0.01149076223373413,-0.048378447778930106
+Harry Potter,Cormac McLaggen,0.5016866326332092,0.0045685164798883,0.5371431112289429,4.969169167102703e-05,Harry Potter,0.5474498867988586,0.0013196453172605,0.5296474099159241,0.0006933806875067,-0.045763254165649414,0.0032488711626278,0.007495701313018799,-0.0006436889958356729
+Twilight,Renesmee Cullen,0.4533692896366119,0.2003957739847295,0.449503093957901,0.6336242809830143,Twilight,0.497202605009079,3.8947510848525565e-11,0.4866980016231537,1.0830165529302885e-12,-0.043833315372467097,0.20039577394578198,-0.037194907665252686,0.6336242809819312
+The Hitchhiker's Guide to the Galaxy,Lintilla,0.4855124652385711,1.233854575936455,0.5066788196563721,0.1356336097707527,The Hitchhiker's Guide to the Galaxy,0.5287073850631714,0.558869123703348,0.5504475831985474,0.5872657301781092,-0.043194919824600275,0.674985452233107,-0.04376876354217529,-0.45163212040735656
+The Lord of the Rings,Glaurung,0.5107595324516296,1.0976330498120732,0.5491192936897278,0.2809735471299492,The Lord of the Rings,0.5535544753074646,0.3629630472734391,0.5826680660247803,0.8313548871362959,-0.04279494285583496,0.7346700025386341,-0.03354877233505249,-0.5503813400063466
+Twilight,Randall,0.5105313062667847,0.7926058356692781,0.5362573862075806,0.6021940269499707,Twilight,0.553048312664032,1.454575429737306,0.5498643517494202,3.8130195171475982,-0.042517006397247314,-0.6619695940680278,-0.0136069655418396,-3.2108254901976276
+Twilight,Ephraim Black,0.4526848793029785,0.5033109066451074,0.5182806849479675,0.0905480977732796,Twilight,0.495035707950592,0.0450036994060215,0.5283763408660889,0.9754689028889536,-0.04235082864761347,0.45830720723908586,-0.010095655918121338,-0.8849208051156741
+The Hunger Games,Alma Coin,0.4886846244335174,0.468572036166586,0.5130079388618469,2.4837320395148105e-05,The Hunger Games,0.5310269594192505,0.0579975632837664,0.507499635219574,0.0027280961559054,-0.04234233498573309,0.41057447288281956,0.005508303642272949,-0.0027032588355102517
+The Lord of the Rings,Beorn,0.5323838591575623,0.4035582584195729,0.5768317580223083,0.0997077545284254,The Lord of the Rings,0.5743336081504822,0.2859192303420603,0.598109781742096,0.1540755443137909,-0.04194974899291992,0.11763902807751259,-0.021278023719787598,-0.054367789785365495
+The Lord of the Rings,Thorin II,0.5045325756072998,0.0007322934482175,0.5158685445785522,6.198932369864243e-14,The Lord of the Rings,0.5464227199554443,0.0004284126620413,0.575333297252655,0.0027267432030499,-0.04189014434814453,0.00030388078617619996,-0.05946475267410278,-0.0027267432029879106
+Dune,Abulurd Harkonnen,0.4777737557888031,0.4430687366664146,0.5658541917800903,1.861695997521908,Dune,0.5195108652114868,1.1375128614763077,0.563437819480896,0.8915872034693118,-0.041737109422683716,-0.6944441248098931,0.002416372299194336,0.9701087940525963
+The Lord of the Rings,Ancalagon,0.5332438945770264,1.3377617161546485,0.6009135246276855,1.4144417320430205,The Lord of the Rings,0.5745759010314941,4.189269457296343,0.6052698493003845,4.544569991484027,-0.04133200645446777,-2.851507741141695,-0.004356324672698975,-3.130128259441007
+The Lord of the Rings,Círdan,0.5244083404541016,0.0041011724128416,0.5692238807678223,0.0052680420482716,The Lord of the Rings,0.5649707317352295,0.0396925836048516,0.5829378366470337,0.0174921897736828,-0.04056239128112793,-0.03559141119201,-0.013713955879211426,-0.012224147725411201
+Dune,Irulan Corrino,0.5143793225288391,0.3348602584278514,0.5152375102043152,0.0094716067630267,Dune,0.5549029111862183,0.3883706492553182,0.5475248694419861,0.0924784031698652,-0.04052358865737915,-0.053510390827466836,-0.0322873592376709,-0.0830067964068385
+The Hitchhiker's Guide to the Galaxy,God,0.4983585476875305,2.80915199636638,0.5157172679901123,3.0529506712113665,The Hitchhiker's Guide to the Galaxy,0.538847804069519,2.2596122948759985,0.5220323801040649,1.4293852203350672,-0.040489256381988525,0.5495397014903816,-0.006315112113952637,1.6235654508762993
+The Hunger Games,Hilarius Heavensbee,0.4951103627681732,0.7161396962156683,0.5291473865509033,1.248197113966103,The Hunger Games,0.5345776081085205,2.11777440643859,0.5213660597801208,2.95474443474159,-0.03946724534034729,-1.4016347102229219,0.007781326770782471,-1.706547320775487
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,0.4701345562934875,0.4745346768104099,0.5366035103797913,0.945121595575924,The Hitchhiker's Guide to the Galaxy,0.509372889995575,1.866133674698825,0.5305003523826599,2.344663893372813,-0.03923833370208746,-1.3915989978884151,0.006103157997131348,-1.3995422977968888
+Dune,Raquella Berto-Anirul,0.4950067400932312,0.6736190323678809,0.5390993356704712,0.2187400306732795,Dune,0.5327244997024536,0.2562112091315427,0.5556399822235107,1.244242900357726,-0.03771775960922241,0.4174078232363382,-0.01654064655303955,-1.0255028696844466
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.4920307099819183,6.379823034810391,0.5519132018089294,5.594354917271374,The Hitchhiker's Guide to the Galaxy,0.5289682745933533,6.720129576328287,0.5723767876625061,4.958258342843732,-0.03693756461143499,-0.3403065415178963,-0.02046358585357666,0.6360965744276417
+The Lord of the Rings,Smaug,0.4648820757865906,0.3524463914799617,0.4800652265548706,1.3515472953976442,The Lord of the Rings,0.5015507340431213,5.0048383037670566e-12,0.5529960989952087,5.611996296469298e-07,-0.03666865825653076,0.3524463914749569,-0.07293087244033813,1.3515467341980145
+The Lord of the Rings,Théoden,0.5182898044586182,0.7738611620859397,0.5532655715942383,0.0117856317736442,The Lord of the Rings,0.5545390844345093,0.1281139861151609,0.562267005443573,0.0641638199573162,-0.03624927997589111,0.6457471759707788,-0.009001433849334717,-0.05237818818367199
+Dune,Serena Butler,0.5059524774551392,0.1368107426912096,0.5279148817062378,6.365008228406361e-05,Dune,0.5420154333114624,0.001153885083131,0.5333322882652283,0.0049335653498528,-0.03606295585632324,0.1356568576080786,-0.0054174065589904785,-0.004869915267568737
+Dune,Margot Fenring,0.5196251273155212,1.287933709101413,0.587001383304596,0.4281066526230737,Dune,0.5554811954498291,1.886456070361856,0.5722024440765381,3.858722627527751,-0.03585606813430786,-0.5985223612604431,0.014798939228057861,-3.4306159749046774
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.4843844473361969,0.5442587992941074,0.5540450811386108,3.018975403984865,The Hitchhiker's Guide to the Galaxy,0.5200538635253906,3.951519228743921,0.5353698134422302,2.8489468857505824,-0.035669416189193726,-3.4072604294498134,0.018675267696380615,0.17002851823428244
+Dune,Duncan Idaho,0.4306022822856903,0.7432827616520465,0.4569325149059295,0.985797118046122,Dune,0.4661685228347778,7.297284294208589e-05,0.4469107091426849,0.000229876418894,-0.03556624054908747,0.7432097888091045,0.010021805763244629,0.985567241627228
+Twilight,Rachel Black,0.4595691263675689,0.2576749869769676,0.5207951068878174,0.0190418830757729,Twilight,0.4946772158145904,0.4461437557674763,0.5062205791473389,0.2900946600663232,-0.035108089447021484,-0.18846876879050867,0.014574527740478516,-0.27105277699055025
+Dune,Pardot Kynes,0.5138195753097534,0.3631800161713162,0.54291170835495,0.1188006488069928,Dune,0.548527717590332,0.672247439672272,0.5399633049964905,0.0884621745392188,-0.03470814228057861,-0.3090674235009558,0.0029484033584594727,0.030338474267774
+Dune,Tyekanik,0.4869306087493896,0.5850379611842363,0.5662058591842651,3.932007099913652,Dune,0.5200982689857483,0.8706128152474562,0.5710911154747009,1.0321123382009028,-0.0331676602363587,-0.2855748540632198,-0.004885256290435791,2.8998947617127495
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,0.4905094504356384,0.5909423247352042,0.5002472996711731,1.8500763634272333,The Hitchhiker's Guide to the Galaxy,0.5236132144927979,3.957909785382811,0.5205970406532288,1.3806195933359589,-0.033103764057159424,-3.366967460647607,-0.020349740982055664,0.4694567700912744
+Dune,Nayla,0.4786968827247619,0.6588261872586595,0.5447108149528503,2.623758321475784,Dune,0.5117801427841187,1.2422612366213277,0.5429883599281311,1.5111770122717076,-0.033083260059356745,-0.5834350493626682,0.0017224550247192383,1.1125813092040762
+Twilight,Riley Biers,0.4901560544967651,0.0527097632436116,0.5125524401664734,0.0001648423605823,Twilight,0.5229548811912537,0.0005162053381782,0.5178256630897522,0.0029624085757236,-0.03279882669448858,0.0521935579054334,-0.005273222923278809,-0.0027975662151413
+The Lord of the Rings,Denethor II,0.5090440511703491,0.4427748040732883,0.5393776297569275,0.0150714007096932,The Lord of the Rings,0.5417104363441467,0.1426756873688543,0.5651096701622009,0.4485476149051312,-0.03266638517379761,0.300099116704434,-0.025732040405273438,-0.43347621419543797
+The Lord of the Rings,Morgoth,0.4952822923660278,0.7517437502222779,0.5033573508262634,3.605734869013335,The Lord of the Rings,0.5276913642883301,5.316404165253476e-17,0.5421412587165833,1.5246684081734516e-13,-0.0324090719223023,0.7517437502222779,-0.038783907890319824,3.6057348690131827
+Dune,Siona Atreides,0.525655210018158,0.760034515851974,0.5492343306541443,0.1137882348869456,Dune,0.5566157698631287,0.7132382625515441,0.554270327091217,0.2215421654128753,-0.030960559844970703,0.04679625330042991,-0.005035996437072754,-0.1077539305259297
+The Lord of the Rings,Meriadoc Brandybuck,0.5133464932441711,0.5250487917458937,0.550666332244873,0.0315829500147008,The Lord of the Rings,0.5441402792930603,0.0021317408663048,0.562679648399353,0.6799241297925943,-0.03079378604888916,0.5229170508795888,-0.01201331615447998,-0.6483411797778935
+The Hunger Games,Coriolanus Snow,0.4579843580722809,0.9129836935607708,0.4332753419876098,1.7283589187069268,The Hunger Games,0.4886925816535949,1.7029677076940517e-18,0.518031120300293,7.187736589710056e-17,-0.03070822358131403,0.9129836935607708,-0.08475577831268316,1.7283589187069268
+The Lord of the Rings,Túrin,0.5115970969200134,0.0049511909120823,0.5016611218452454,5.695012396675375e-07,The Lord of the Rings,0.5421173572540283,0.0429806611634024,0.5550504326820374,0.0017625311475901,-0.030520260334014893,-0.0380294702513201,-0.05338931083679199,-0.0017619616463504324
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,0.4809923768043518,1.477938828676986,0.5316513776779175,5.388965569722715,The Hitchhiker's Guide to the Galaxy,0.5110021829605103,2.0183648713233,0.5350873470306396,4.865023727382481,-0.030009806156158447,-0.5404260426463139,-0.003435969352722168,0.5239418423402338
+Twilight,Huilen,0.4822165071964264,0.0970548485684503,0.4986706674098968,0.0099519003700454,Twilight,0.5121077299118042,0.0233117597090182,0.4981113970279693,0.0021069506874706,-0.029891222715377808,0.0737430888594321,0.0005592703819274902,0.007844949682574799
+Twilight,Charlotte,0.475521981716156,0.2087086186847072,0.5121451616287231,0.0037026609804836,Twilight,0.5051864385604858,0.0596528866898714,0.5192722082138062,0.2376004493509231,-0.029664456844329834,0.1490557319948358,-0.007127046585083008,-0.23389778837043948
+Harry Potter,Myrtle Warren,0.4804550409317016,1.0701752161855695,0.4709806740283966,2.919664660674945,Harry Potter,0.508208155632019,1.076582645255686e-05,0.5474299788475037,2.642506336340502e-06,-0.02775311470031744,1.070164450359117,-0.07644930481910706,2.9196620181686086
+The Hitchhiker's Guide to the Galaxy,Number Two,0.4727605879306793,0.5012591080546629,0.5356969833374023,1.3391366496133603,The Hitchhiker's Guide to the Galaxy,0.5003491044044495,1.2324191217297131,0.5516855120658875,1.8112055895966903,-0.02758851647377014,-0.7311600136750502,-0.015988528728485107,-0.47206893998333
+Dune,Marty,0.4792817533016205,0.7280740326746394,0.4993573129177093,0.1588863758641067,Dune,0.5066540837287903,1.1714954308479877,0.5216068029403687,1.8426423024082883,-0.0273723304271698,-0.44342139817334825,-0.022249490022659357,-1.6837559265441815
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.5010707974433899,1.112097138724288,0.5338650941848755,3.4558857645636705,The Hitchhiker's Guide to the Galaxy,0.5280703902244568,11.006996540280486,0.521700382232666,6.962456970037287,-0.026999592781066895,-9.894899401556199,0.012164711952209473,-3.506571205473617
+The Lord of the Rings,Peregrin Took,0.5051109790802002,0.0387485409175478,0.5279164910316467,0.014012182356224,The Lord of the Rings,0.5318484306335449,0.2692060335335933,0.5542590618133545,0.2374488441743688,-0.026737451553344727,-0.23045749261604548,-0.026342570781707764,-0.22343666181814478
+The Hitchhiker's Guide to the Galaxy,Barman,0.4852215051651001,0.892994337150235,0.53641277551651,1.711163363707738,The Hitchhiker's Guide to the Galaxy,0.511643648147583,1.608056616499328,0.5494937896728516,1.9716792377981351,-0.02642214298248291,-0.7150622793490929,-0.013081014156341553,-0.2605158740903972
+The Lord of the Rings,Samwise Gamgee,0.516346275806427,0.0086353743028511,0.5517829060554504,6.587088113698992e-06,The Lord of the Rings,0.5425846576690674,3.937179946292413e-10,0.5823348760604858,0.0002485532633412,-0.02623838186264038,0.008635373909133106,-0.0305519700050354,-0.00024196617522750103
+Twilight,Marcus,0.4986763596534729,0.0955367626922656,0.5225239396095276,0.0002537160997281,Twilight,0.5242221355438232,0.0003123954626464,0.5059548616409302,0.0002575812630279,-0.025545775890350342,0.0952243672296192,0.016569077968597412,-3.865163299800038e-06
+The Hunger Games,Vipsania Sickle,0.4687986373901367,0.6673281913400538,0.4317727088928222,0.0093496491249441,The Hunger Games,0.494323194026947,1.5781923253593952,0.5286621451377869,2.421608415197159,-0.025524556636810303,-0.9108641340193414,-0.09688943624496466,-2.4122587660722146
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.4835208356380462,0.8531443032854303,0.5800648927688599,10.905864690592557,The Hitchhiker's Guide to the Galaxy,0.5089417099952698,4.67116185980418,0.5259667634963989,6.319423488592738,-0.025420874357223566,-3.81801755651875,0.05409812927246094,4.586441201999818
+The Hunger Games,Casca Highbottom,0.4940409958362579,0.0587936886949867,0.4224543273448944,1.3918421137300102e-09,The Hunger Games,0.5193358063697815,0.067383490854419,0.5250967144966125,0.0839281652098627,-0.025294810533523615,-0.008589802159432301,-0.10264238715171814,-0.08392816381802058
+Twilight,Paul Lahote,0.4901941120624542,0.0053238377358169,0.5420800447463989,0.0003242660314437,Twilight,0.5150099992752075,0.0303382441467537,0.5465271472930908,0.0221356357462167,-0.024815887212753296,-0.0250144064109368,-0.0044471025466918945,-0.021811369714773002
+Twilight,Seth Clearwater,0.4928677082061767,0.0003410076353034,0.5481706857681274,1.3472232653530088e-08,Twilight,0.5169409513473511,5.498352064403032e-07,0.5414804816246033,5.633002374780094e-05,-0.024073243141174372,0.00034045780009695967,0.00669020414352417,-5.631655151514741e-05
+Twilight,Mexican coven,0.4761538505554199,0.617374634753648,0.5001615285873413,0.279628874873398,Twilight,0.4998178482055664,0.5380650017431479,0.512706995010376,0.4692169152583046,-0.023663997650146484,0.07930963301050009,-0.012545466423034668,-0.18958804038490662
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,0.4718965590000152,0.732566560752424,0.5031888484954834,0.9387981627860932,The Hitchhiker's Guide to the Galaxy,0.4947773516178131,1.620227868508112,0.5117180347442627,1.048460238003262,-0.022880792617797907,-0.887661307755688,-0.008529186248779297,-0.10966207521716875
+Twilight,Kachiri,0.511444628238678,1.431598498390504,0.4789679944515228,0.1002454252921603,Twilight,0.5337878465652466,1.2243431248416543,0.5379436016082764,3.230076547233832,-0.022343218326568604,0.2072553735488496,-0.05897560715675354,-3.1298311219416717
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.4790807068347931,1.1817041078963724,0.5179263353347778,5.0785527838217,The Hitchhiker's Guide to the Galaxy,0.5013925433158875,4.9671203983264665,0.5283668041229248,7.481179459003158,-0.02231183648109436,-3.785416290430094,-0.010440468788146973,-2.402626675181458
+The Hunger Games,Dill,0.4879874885082245,0.9374200025446748,0.4474625587463379,0.0008715085921698,The Hunger Games,0.510287880897522,0.1673106770659258,0.5264093279838562,0.3645071642658643,-0.022300392389297485,0.770109325478749,-0.07894676923751831,-0.36363565567369455
+Dune,Murbella,0.5210418105125427,0.4673540113703712,0.5690101981163025,0.0237317653805878,Dune,0.5431306958198547,0.1647578209637947,0.5540927648544312,0.3209911285770032,-0.02208888530731201,0.3025961904065765,0.014917433261871338,-0.2972593631964154
+Twilight,Quil Ateara III,0.5086703896522522,1.3297878312640377,0.5293914675712585,0.6705967737576495,Twilight,0.5304310917854309,3.3693445809070885,0.5289638638496399,3.843474799960733,-0.02176070213317871,-2.039556749643051,0.00042760372161865234,-3.172878026203083
+Dune,Gaius Helen Mohiam,0.5053005814552307,0.5883202830516998,0.5277078747749329,0.486373662513295,Dune,0.526899516582489,0.2654334195320227,0.5729935765266418,1.7485603659038411,-0.0215989351272583,0.3228868635196771,-0.045285701751708984,-1.262186703390546
+The Lord of the Rings,Sauron,0.4608953893184662,1.53141237184999,0.4845940172672272,3.1077663702399985,The Lord of the Rings,0.4822040498256683,1.5777603004678571e-62,0.5719515085220337,1.2221334063712123e-19,-0.021308660507202093,1.53141237184999,-0.08735749125480652,3.1077663702399985
+The Lord of the Rings,Gandalf,0.4683649241924286,1.8641340440344576,0.479445606470108,2.943566129836775,The Lord of the Rings,0.4894548654556274,3.482748800879476e-39,0.5559438467025757,8.537526913583036e-14,-0.021089941263198797,1.8641340440344576,-0.0764982402324677,2.9435661298366895
+The Lord of the Rings,Thingol,0.4958104193210602,0.2436274625626812,0.5246247053146362,0.0049826164501031,The Lord of the Rings,0.5166316032409668,0.0077201613206518,0.5382469296455383,0.2264463580282318,-0.020821183919906616,0.2359073012420294,-0.0136222243309021,-0.2214637415781287
+Twilight,Angela Weber,0.5035080909729004,0.0211686308059395,0.5863727331161499,0.0001996363772614,Twilight,0.5237318873405457,0.0032600961595887,0.5503565073013306,0.0799621913934073,-0.020223796367645264,0.0179085346463508,0.036016225814819336,-0.07976255501614589
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,0.498556911945343,2.340850178909282,0.5353698134422302,2.77695805865376,The Hitchhiker's Guide to the Galaxy,0.518623411655426,1.0481372819919772,0.5506841540336609,3.3942237237839783,-0.020066499710083008,1.292712896917305,-0.015314340591430664,-0.6172656651302182
+Twilight,Tyler Crowley,0.5106507539749146,0.3095111610422963,0.5545148253440857,0.0622954379124793,Twilight,0.5305580496788025,0.0755971518111978,0.5499755144119263,0.2944422307977792,-0.01990729570388794,0.2339140092310985,0.004539310932159424,-0.2321467928852999
+Twilight,J. Jenks,0.5021610856056213,1.1749364426276203,0.5415865182876587,0.0636886270483935,Twilight,0.5219054818153381,0.094675581562965,0.5259211659431458,0.0063786709959909,-0.019744396209716797,1.0802608610646554,0.01566535234451294,0.05730995605240259
+The Lord of the Rings,Radagast,0.506693422794342,0.0213537349432444,0.5546278357505798,1.0152234499330084e-06,The Lord of the Rings,0.5262231826782227,1.7547469280061835e-05,0.5205216407775879,2.6606774322600487e-05,-0.019529759883880615,0.021336187473964336,0.03410619497299194,-2.559155087266748e-05
+Dune,Ghanima Atreides,0.4968699812889099,0.8369040135915626,0.5,0.0190412889652953,Dune,0.5155541300773621,0.2499762320736255,0.5028332471847534,0.453167202126176,-0.01868414878845215,0.5869277815179371,-0.002833247184753418,-0.4341259131608807
+Dune,Darwi Odrade,0.536483108997345,0.0083372774090292,0.551603376865387,8.973373912887733e-05,Dune,0.5547276735305786,0.002377769984988,0.5509737133979797,0.0001683148322433,-0.018244564533233643,0.0059595074240412,0.0006296634674072266,-7.858109311442267e-05
+Dune,Octa Butler,0.4880781173706054,0.6217094571902593,0.4583471715450287,0.1195954437816999,Dune,0.5055363774299622,1.1788144831676244,0.5349791646003723,0.9440785315735382,-0.017458260059356745,-0.5571050259773651,-0.07663199305534363,-0.8244830877918383
+Dune,Jessica Atreides,0.4802019000053406,0.4161399961091878,0.4718683063983917,0.0930419518554409,Dune,0.4973728954792022,0.376441262810641,0.4970850646495819,0.4108089338864428,-0.01717099547386164,0.039698733298546784,-0.025216758251190186,-0.3177669820310019
+Dune,Quintinius Violet Chenoeh,0.4865981042385101,0.059151077314588,0.5501734614372253,0.0001830646333515,Dune,0.503670334815979,0.003929017584763,0.5365883708000183,0.0071388692042059,-0.017072230577468928,0.055222059729824996,0.013585090637207031,-0.0069558045708544005
+Dune,Kailea Vernius,0.5006990432739258,1.2819557902143066,0.5422921180725098,0.5114421845178385,Dune,0.5170943737030029,0.3752516692902247,0.5739883184432983,0.7558099218848111,-0.01639533042907715,0.9067041209240819,-0.031696200370788574,-0.2443677373669726
+Dune,Hedley Tuek,0.4864819049835205,0.7164396077823254,0.5281742215156555,1.6249834470605626,Dune,0.5025479197502136,0.8595255704490478,0.5215905904769897,1.2034179134975411,-0.016066014766693115,-0.14308596266672235,0.0065836310386657715,0.4215655335630215
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+Twilight,Santiago,0.4853374063968658,0.5795768905286605,0.4533033072948456,0.0020581764638911,Twilight,0.500321090221405,1.2468754962383273,0.4711087644100189,0.1209499717076706,-0.01498368382453924,-0.6672986057096668,-0.01780545711517334,-0.1188917952437795
+Twilight,Jared Cameron,0.4876453280448913,0.202755256826061,0.5355255603790283,0.0052561758728482,Twilight,0.5024563670158386,0.0557968494229464,0.5359641909599304,0.0320030351326334,-0.014811038970947321,0.14695840740311458,-0.0004386305809020996,-0.026746859259785205
+Twilight,Zafrina,0.4987817406654358,0.2025233082579344,0.5411728620529175,0.0028857634549945,Twilight,0.5134309530258179,0.0060094369545604,0.5406683683395386,0.0198820398641118,-0.01464921236038208,0.196513871303374,0.0005044937133789062,-0.0169962764091173
+Dune,Hwi Noree,0.5152681469917297,1.0109310615941849,0.5379900336265564,0.1518654640025657,Dune,0.5299132466316223,0.4767344742662933,0.5516391396522522,0.8540949176886722,-0.014645099639892578,0.5341965873278915,-0.0136491060256958,-0.7022294536861065
+Dune,Scytale,0.5065829157829285,0.9726858826492012,0.533208966255188,0.0221545722323805,Dune,0.521210253238678,0.5930412116541532,0.5328407883644104,0.2677262583362687,-0.014627337455749512,0.37964467099504795,0.0003681778907775879,-0.2455716861038882
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+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,0.49622243642807,0.7685041051682417,0.5458606481552124,1.4505408685686187,The Hitchhiker's Guide to the Galaxy,0.5102677345275879,1.5426929913351373,0.5362627506256104,2.2513618535087176,-0.014045298099517878,-0.7741888861668955,0.00959789752960205,-0.8008209849400989
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+Dune,Paulus Atreides,0.5223171710968018,0.5989475974585898,0.5316929817199707,0.503055581073807,Dune,0.5355798602104187,0.271578043577058,0.5614880919456482,0.4179249168729293,-0.013262689113616943,0.3273695538815318,-0.02979511022567749,0.08513066420087767
+Dune,Victor Atreides,0.5053738355636597,0.8780493156250442,0.5219838619232178,0.6441260360836389,Dune,0.5181224346160889,0.5430793792140399,0.5632820129394531,1.9181918906205708,-0.0127485990524292,0.33496993641100425,-0.04129815101623535,-1.2740658545369319
+The Hitchhiker's Guide to the Galaxy,Caveman,0.4493281543254852,0.8532140394068194,0.4843088090419769,1.553444973821121,The Hitchhiker's Guide to the Galaxy,0.4620581865310669,1.1378235127068754,0.511817455291748,2.426670574784131,-0.01273003220558172,-0.28460947330005604,-0.027508646249771174,-0.8732256009630102
+The Hunger Games,Felix Ravinstill,0.5016847252845764,2.291929646798982,0.4419227540493011,0.0122104275031614,The Hunger Games,0.5140994787216187,1.570545047804901,0.5395987629890442,1.752262925950918,-0.012414753437042236,0.721384598994081,-0.0976760089397431,-1.7400524984477566
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,0.4893811643123626,0.5788952977260052,0.4645346999168396,0.1847243935123878,The Hitchhiker's Guide to the Galaxy,0.5017083287239075,1.667916825646644,0.5132248997688293,0.986423940066365,-0.012327164411544855,-1.0890215279206386,-0.048690199851989746,-0.8016995465539772
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4683612883090973,0.6472498624723172,0.4973364174365997,3.2147789399329074,The Hitchhiker's Guide to the Galaxy,0.4801921248435974,1.9751599362663192,0.4648252129554748,4.165068703849383,-0.011830836534500122,-1.3279100737940022,0.03251120448112488,-0.9502897639164756
+Dune,Chani Kynes,0.519978404045105,0.6258408328432263,0.507990837097168,0.180328439611831,Dune,0.5317520499229431,1.1616693733240029,0.5398597121238708,1.4438592161520991,-0.011773645877838135,-0.5358285404807765,-0.03186887502670288,-1.2635307765402681
+The Lord of the Rings,Khamûl,0.5237871408462524,2.43887942795052,0.5735595226287842,0.1545603458683955,The Lord of the Rings,0.5351359248161316,0.4660404983610751,0.5849636793136597,1.381356707874084,-0.01134878396987915,1.9728389295894448,-0.011404156684875488,-1.2267963620056885
+Dune,Tlaloc,0.5012189149856567,0.7486960201354296,0.4670414626598358,0.070786805708445,Dune,0.5124073624610901,3.8070235424098406,0.542407751083374,1.1899244749396642,-0.01118844747543335,-3.058327522274411,-0.07536628842353821,-1.1191376692312192
+The Hunger Games,Livia Cardew,0.4863074123859405,1.0567839430066268,0.43594691157341,0.0002431795767737,The Hunger Games,0.4969425797462463,0.601184000557319,0.5460469126701355,1.993355810689457,-0.010635167360305786,0.4555999424493078,-0.11010000109672552,-1.9931126311126834
+The Hunger Games,Effie Trinket,0.5257339477539062,7.600320478722381e-05,0.5627817511558533,5.603280758866763e-09,The Hunger Games,0.5359324812889099,8.321606180910708e-05,0.5681807994842529,3.933899465304202e-14,-0.010198533535003662,-7.212857021883268e-06,-0.005399048328399658,5.60324141987211e-09
+Dune,Tyros Reffa,0.4748443067073822,0.6859880148079427,0.5335310101509094,0.5082867544066283,Dune,0.4846203923225403,0.8964724246466521,0.5130773186683655,0.7053993910320941,-0.009776085615158081,-0.21048440983870942,0.020453691482543945,-0.19711263662546585
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,0.5095416307449341,1.5175507068390162,0.5432708859443665,1.765636244338519,The Hitchhiker's Guide to the Galaxy,0.519244909286499,3.550699065130454,0.5177202820777893,2.1707907641217323,-0.009703278541564941,-2.033148358291438,0.02555060386657715,-0.4051545197832134
+The Lord of the Rings,Celebrimbor,0.5067253708839417,1.057553330185533,0.5297908186912537,4.509701427063241,The Lord of the Rings,0.516136646270752,1.3411937602809202e-06,0.5013521313667297,5.955852752708689e-11,-0.009411275386810303,1.0575519889917728,0.028438687324523926,4.509701427003683
+Harry Potter,Katie Bell,0.4919006526470184,0.0001769203239268,0.5337795615196228,9.19940473134516e-10,Harry Potter,0.5012985467910767,0.0004962681969855,0.5672582387924194,4.619072452139013e-05,-0.009397894144058283,-0.0003193478730587,-0.03347867727279663,-4.6189804580916995e-05
+Dune,Harah,0.4790497124195099,0.7169978842049008,0.5105242133140564,0.0005540146539405,Dune,0.4883544445037842,0.0001861030552235,0.5431880950927734,0.117351796543035,-0.009304732084274292,0.7168117811496774,-0.03266388177871704,-0.1167977818890945
+The Hunger Games,Lysistrata Vickers,0.5213034749031067,0.3922486209001253,0.4561924338340759,3.3421247235283436e-10,The Hunger Games,0.530523419380188,0.0118625476820695,0.5598405003547668,0.0343174409523811,-0.009219944477081299,0.3803860732180558,-0.10364806652069092,-0.03431744061816863
+Dune,Alma Mavis Taraza,0.5058012008666992,1.3960892703791925,0.4692151844501495,0.0009345553339762,Dune,0.5149604678153992,0.8999436439874243,0.5610169768333435,0.9030535975180288,-0.009159266948699951,0.4961456263917682,-0.09180179238319403,-0.9021190421840526
+Dune,Tio Holtzman,0.5274263620376587,0.515163478282085,0.5471019148826599,0.023445820625701,Dune,0.5365378260612488,0.4520475765011633,0.5751590132713318,0.2024374726113764,-0.009111464023590088,0.06311590178092169,-0.028057098388671875,-0.1789916519856754
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,0.4946290254592895,0.788683257973526,0.5325215458869934,1.4285529850515457,The Hitchhiker's Guide to the Galaxy,0.5036670565605164,0.995913763020436,0.5276214480400085,5.068278898090996,-0.009038031101226862,-0.20723050504690999,0.004900097846984863,-3.6397259130394497
+Twilight,Mike Newton,0.5011588335037231,0.141374825432708,0.5439550280570984,0.0013103557818105,Twilight,0.509818971157074,0.0566707227136515,0.5195896625518799,0.0013125449480526,-0.00866013765335083,0.08470410271905648,0.024365365505218506,-2.189166242100044e-06
+Dune,Piter De Vries,0.5379225611686707,0.5988211129863868,0.526581346988678,0.9056059650963464,Dune,0.5457844734191895,2.264401020878476,0.5682894587516785,3.001800801270369,-0.007861912250518799,-1.6655799078920892,-0.04170811176300049,-2.0961948361740226
+Dune,Norma Cevna,0.504818320274353,0.9409330621425288,0.528740406036377,0.6579051343177426,Dune,0.5122960805892944,0.7993872527996245,0.5158432126045227,0.6773874968887998,-0.007477760314941406,0.14154580934290428,0.012897193431854248,-0.019482362571057288
+The Hunger Games,Katniss Everdeen,0.4845563769340515,0.1099882937826055,0.4817208051681518,1.510473580635784,The Hunger Games,0.4919271767139435,3.5075124594518224e-74,0.5602644085884094,3.947301730599182e-27,-0.007370799779891968,0.1099882937826055,-0.07854360342025762,1.510473580635784
+The Lord of the Rings,Ungoliant,0.5175648331642151,0.5045119669209628,0.5658931136131287,0.1311805506644553,The Lord of the Rings,0.524909496307373,0.2464164812303801,0.5736237168312073,0.7277688611379045,-0.007344663143157959,0.2580954856905827,-0.007730603218078613,-0.5965883104734492
+The Lord of the Rings,Thranduil,0.5080153346061707,0.015795075382359,0.5616160035133362,0.0010448700161254,The Lord of the Rings,0.515102207660675,3.7983051277183866e-11,0.5661547780036926,0.0140890316963217,-0.0070868730545043945,0.01579507534437595,-0.004538774490356445,-0.0130441616801963
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,0.4703220129013061,0.7222041232070177,0.50676429271698,1.3777189736983275,The Hitchhiker's Guide to the Galaxy,0.4774085283279419,1.5053924682447637,0.5095489621162415,0.74077942371084,-0.007086515426635798,-0.783188345037746,-0.0027846693992614746,0.6369395499874875
+Twilight,Nahuel,0.4806161224842071,0.0030237759400889,0.4974486529827118,4.074022142901286e-06,Twilight,0.487690657377243,3.267971768044545e-06,0.5109698176383972,0.0100261470848423,-0.007074534893035889,0.0030205079683208558,-0.013521164655685425,-0.010022073062699399
+The Lord of the Rings,Balin,0.5085909962654114,0.1189396903892646,0.5512982606887817,0.000619367526984,The Lord of the Rings,0.5153865814208984,0.0037171150859989,0.5659844875335693,0.0089930416383406,-0.0067955851554870605,0.1152225753032657,-0.014686226844787598,-0.008373674111356599
+Dune,Jehanne Butler,0.4977191984653473,1.160610281011882,0.5291381478309631,0.3361658627024659,Dune,0.5041056871414185,0.7578706297314075,0.511239230632782,0.7765911703854489,-0.006386488676071167,0.4027396512804744,0.017898917198181152,-0.440425307682983
+Dune,Alia Atreides,0.4822726249694824,0.5359149302021396,0.4800700843334198,0.3977599518639994,Dune,0.4886529445648193,0.2486703479700113,0.5153259038925171,0.6871300640953478,-0.0063803195953368586,0.28724458223212834,-0.03525581955909729,-0.28937011223134845
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,0.4999342858791351,0.976077601788665,0.5409278273582458,1.6172071174414118,The Hitchhiker's Guide to the Galaxy,0.5057948231697083,1.244740878257223,0.5356009006500244,1.521336768726183,-0.005860537290573176,-0.2686632764685579,0.0053269267082214355,0.09587034871522881
+Twilight,Leah Clearwater,0.5022733211517334,0.0041175914692589,0.5302123427391052,4.384355372214623e-07,Twilight,0.5080369710922241,8.0013803633786e-08,0.5539224147796631,0.0024517969115172,-0.005763649940490723,0.004117511455455266,-0.02371007204055786,-0.0024513584759799784
+The Hitchhiker's Guide to the Galaxy,Mella,0.481859028339386,0.3536485779118626,0.5125448703765869,3.864342768834259,The Hitchhiker's Guide to the Galaxy,0.487587034702301,1.8086497148552143,0.5032673478126526,2.9962824801325185,-0.005728006362915039,-1.4550011369433518,0.009277522563934326,0.8680602887017406
+Twilight,Rebecca Black,0.4915410280227661,0.918700707863489,0.4832848310470581,0.2138217510688916,Twilight,0.4971699118614197,1.2935049089247452,0.517520546913147,3.558757023917906,-0.0056288838386535645,-0.3748042010612562,-0.03423571586608887,-3.344935272849014
+Twilight,Billy Black,0.5037399530410767,0.0011753254804401,0.5305846333503723,3.265647245663343e-08,Twilight,0.5093494057655334,2.3591983499352122e-07,0.5355236530303955,0.0005672443480786,-0.005609452724456787,0.0011750895606051066,-0.004939019680023193,-0.0005672116916061433
+The Lord of the Rings,Tom Bombadil,0.5555573105812073,0.0046206003765287,0.5867260694503784,0.0001369321232673,The Lord of the Rings,0.560651421546936,0.0005328502053433,0.5672776699066162,0.0005428128490563,-0.00509411096572876,0.004087750171185399,0.019448399543762207,-0.00040588072578900004
+Twilight,Collin Littlesea,0.4267337918281555,0.1959290491151384,0.4282884001731872,0.2757751569891288,Twilight,0.4317830801010132,0.6549329661210603,0.4445505440235138,0.8581127887388902,-0.005049288272857666,-0.4590039170059219,-0.016262143850326594,-0.5823376317497614
+Dune,Minotauros Atreides,0.4936800599098205,1.0926740097497365,0.5304136872291565,0.1683827785651912,Dune,0.4983564913272857,0.8598707847609885,0.5270689725875854,1.0406608076188153,-0.00467643141746521,0.23280322498874795,0.003344714641571045,-0.8722780290536241
+Dune,Hasimir Fenring,0.5153005123138428,1.5385246976002915,0.5507274270057678,1.985205607864301,Dune,0.5189106464385986,0.7464248043860787,0.5208718776702881,1.5108144082637671,-0.0036101341247558594,0.7920998932142128,0.029855549335479736,0.4743911996005339
+The Hitchhiker's Guide to the Galaxy,Agda,0.5112017393112183,0.0090290968271346,0.5287888646125793,2.0108659815402974,The Hitchhiker's Guide to the Galaxy,0.5139344334602356,1.6046755314659846,0.5281763672828674,2.435745000064001,-0.002732694149017334,-1.59564643463885,0.0006124973297119141,-0.4248790185237037
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.4988266229629516,0.8692090518030713,0.5272074341773987,5.493615467566085,The Hitchhiker's Guide to the Galaxy,0.5014403462409973,1.5210810540607456,0.5499670505523682,2.281380024832352,-0.00261372327804571,-0.6518720022576743,-0.022759616374969482,3.2122354427337325
+The Lord of the Rings,Aragorn II,0.5159305930137634,0.8487244291573735,0.4953894317150116,2.043826256497426,The Lord of the Rings,0.5183244943618774,1.4765109316005042e-08,0.5439724326133728,6.747405139781331e-12,-0.0023939013481140137,0.8487244143922641,-0.048583000898361206,2.0438262564906786
+The Lord of the Rings,Frodo Baggins,0.4845083951950073,1.1586468251538449,0.4625139534473419,1.4225173697938494,The Lord of the Rings,0.4864082634449005,2.1745984994112282e-17,0.5676297545433044,1.848452970455668e-08,-0.0018998682498931885,1.1586468251538449,-0.10511580109596252,1.4225173513093197
+Twilight,Sue Clearwater,0.5133580565452576,0.4495958995794494,0.5527017712593079,0.0077884962486747,Twilight,0.5145647525787354,0.0258926919519143,0.5306036472320557,0.012183993251342,-0.0012066960334777832,0.4237032076275351,0.022098124027252197,-0.0043954970026672995
+The Lord of the Rings,Faramir,0.4891777634620666,1.9933056139062688,0.4946576356887817,1.0009769697555702,The Lord of the Rings,0.4902814328670501,1.67007031583667e-22,0.5523663759231567,4.15414819828084e-05,-0.0011036694049835205,1.9933056139062688,-0.057708740234375056,1.0009354282735874
+The Lord of the Rings,Shelob,0.5020247101783752,0.3466171382980677,0.5636788010597229,0.0397422885959737,The Lord of the Rings,0.5028041005134583,1.2144310358752952e-12,0.5753321647644043,0.2937028728612532,-0.0007793903350830078,0.34661713829685326,-0.011653363704681396,-0.25396058426527945
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.5063257217407227,4.814829618872357,0.5402927994728088,1.1890879353641042,The Hitchhiker's Guide to the Galaxy,0.5064576864242554,1.4415529324090486,0.5332200527191162,2.406554908545643,-0.00013196468353271484,3.373276686463309,0.007072746753692627,-1.2174669731815388
+Dune,Shaddam Corrino IV,0.4909803569316864,0.4651901071166394,0.484107106924057,0.2707872922110672,Dune,0.4910401105880737,0.2161713518518647,0.5092676877975464,0.5253868339563927,-5.975365638727359e-05,0.24901875526477468,-0.02516058087348938,-0.25459954174532556
+Dune,Stilgar,0.497808039188385,0.5928535300523808,0.5342109203338623,0.0981198917767718,Dune,0.4978335201740265,1.050191588802027,0.5372103452682495,0.4579809007162451,-2.5480985641479492e-05,-0.45733805874964617,-0.002999424934387207,-0.35986100893947326
+Dune,Mohandas Suk,0.4980094134807586,0.777807305732695,0.4519886970520019,0.0335985023101957,Dune,0.4978834688663482,1.0267002706159707,0.540614664554596,1.529749728452501,0.0001259446144104004,-0.24889296488327572,-0.08862596750259405,-1.4961512261423053
+Twilight,Emily Young,0.4844948351383209,0.0241715203413158,0.5346267819404602,0.0071704607373847,Twilight,0.4843425154685974,5.8861067356876075e-08,0.4932059049606323,0.0021554370112846,0.00015231966972351074,0.024171461480248443,0.04142087697982788,0.005015023726100101
+Harry Potter,Angelina Johnson,0.4544048607349396,0.4981234406919799,0.4686422944068908,0.4752837056976108,Harry Potter,0.4537081718444824,1.8427468955960171e-16,0.4713198542594909,9.816952547824026e-11,0.0006966888904571533,0.4981234406919797,-0.0026775598526000977,0.4752837055994413
+Dune,Kwisatz Haderach,0.5288949608802795,0.6063077049825519,0.5786898732185364,0.003697619306239,Dune,0.527566134929657,0.3652673873188247,0.5783027410507202,0.6787766995793216,0.0013288259506225586,0.24104031766372724,0.0003871321678161621,-0.6750790802730826
+The Lord of the Rings,Bard,0.5050056576728821,0.0263558218554472,0.5294986367225647,3.8916732286303865e-05,The Lord of the Rings,0.5035655498504639,0.0116677526904767,0.5629619359970093,0.0031130032542259,0.0014401078224182129,0.0146880691649705,-0.03346329927444458,-0.003074086521939596
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,0.4581269919872284,1.1332647343625395,0.5268608331680298,1.5980802997919823,The Hitchhiker's Guide to the Galaxy,0.4566085934638977,0.9668784992035736,0.5390203595161438,2.0755742165154047,0.0015183985233306885,0.1663862351589659,-0.012159526348114014,-0.47749391672342245
+Twilight,Brady Fuller,0.414991170167923,0.2777492253670694,0.3972945213317871,0.2222973154747086,Twilight,0.4130733013153076,0.6068299589117829,0.4249446392059326,0.6052303750544059,0.0019178688526153564,-0.3290807335447135,-0.027650117874145508,-0.3829330595796973
+Dune,Lucilla,0.5099300146102905,1.401826511542328,0.5361635088920593,0.4152892026386919,Dune,0.5077373385429382,0.7368252249282593,0.5373562574386597,1.3430112354343922,0.002192676067352295,0.6650012866140688,-0.0011927485466003418,-0.9277220327957003
+Twilight,Eric Yorkie,0.500085711479187,0.7050694621904712,0.5122127532958984,0.0416485098261703,Twilight,0.4972875118255615,0.0263127727884052,0.5217227935791016,0.016041407862509,0.0027981996536254883,0.678756689402066,-0.009510040283203125,0.0256071019636613
+Dune,Glossu Rabban,0.5158686637878418,0.9112838441922432,0.5629866123199463,0.508575296527618,Dune,0.5129092931747437,1.0069395582773502,0.4982693493366241,0.8636006270233796,0.0029593706130981445,-0.09565571408510698,0.0647172629833222,-0.35502533049576157
+The Lord of the Rings,Gríma,0.5452985763549805,0.1250742541756265,0.5739209651947021,0.0014445505754212,The Lord of the Rings,0.5414962768554688,0.0014040690327283,0.5831183195114136,0.0226204631359317,0.0038022994995117188,0.12367018514289821,-0.009197354316711426,-0.0211759125605105
+The Hunger Games,Treech,0.4814959466457367,0.1205940027584875,0.5275515913963318,0.020602210904005,The Hunger Games,0.4770993590354919,0.3687356863387556,0.4976861178874969,0.1049643699751414,0.0043965876102448065,-0.24814168358026809,0.029865473508834894,-0.0843621590711364
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,0.4984708130359649,2.5810864289806434,0.529952347278595,0.4140006520024565,The Hitchhiker's Guide to the Galaxy,0.4938448667526245,0.0661239444775259,0.5206273794174194,0.1932430384039708,0.004625946283340399,2.5149624845031173,0.009324967861175537,0.2207576135984857
+Harry Potter,Padma Patil,0.4924223721027374,0.0811999984045298,0.5555651187896729,0.0015191952303639,Harry Potter,0.4872567057609558,6.378623810573792e-06,0.5460124611854553,0.0552383572989323,0.005165666341781616,0.08119361978071922,0.00955265760421753,-0.053719162068568395
+Twilight,Demetri,0.5160878300666809,0.0362002180763083,0.5621719360351562,3.9644251217159456e-05,Twilight,0.5109078884124756,8.155717012021489e-05,0.545673668384552,0.0394128451447977,0.005179941654205322,0.03611866090618809,0.016498267650604248,-0.03937320089358054
+Twilight,Benjamin,0.5235551595687866,0.2703467370796133,0.5271337032318115,1.699205690109834e-05,Twilight,0.5174652934074402,0.021134095012226,0.4865785241127014,8.920801700391271e-07,0.0060898661613464355,0.24921264206738733,0.04055517911911011,1.6099976731059215e-05
+The Lord of the Rings,Isildur,0.5210660099983215,0.0171125267976959,0.5709381103515625,0.0036278594316332,The Lord of the Rings,0.514318585395813,0.0002690887948658,0.54621821641922,0.0173277243707655,0.006747424602508545,0.0168434380028301,0.02471989393234253,-0.0136998649391323
+Dune,Bijaz,0.5071148872375488,0.6462591931943981,0.5156342387199402,0.0504894065961158,Dune,0.500070333480835,0.194777491022945,0.5213509202003479,0.9725980765421376,0.007044553756713867,0.45148170217145306,-0.005716681480407715,-0.9221086699460218
+The Lord of the Rings,Bilbo Baggins,0.4849622249603271,0.4667388614757454,0.4552127122879028,1.5087656836859384,The Lord of the Rings,0.4778127372264862,5.997080118325448e-93,0.5490546822547913,5.605650315565308e-07,0.007149487733840887,0.4667388614757454,-0.09384196996688848,1.508765123120907
+Twilight,Aro,0.4622293412685394,0.3203764627510057,0.4565318822860718,1.161789809079368,Twilight,0.4543935358524322,9.889850379521285e-13,0.5243455767631531,8.342864762593227e-07,0.007835805416107178,0.3203764627500167,-0.0678136944770813,1.1617889747928916
+Harry Potter,Ronald Weasley,0.4654512703418731,0.4721455504174071,0.4626748859882355,0.1901574130328153,Harry Potter,0.4568961858749389,3.0121077517168323e-67,0.4556145966053009,1.5991470488320035e-30,0.008555084466934204,0.4721455504174071,0.00706028938293457,0.1901574130328153
+The Hunger Games,Lucretius Flickerman,0.4977657794952392,0.1629415961848473,0.5035482048988342,0.0133227253071535,The Hunger Games,0.4888031184673309,0.3311301477382859,0.5430733561515808,0.4712395986169309,0.008962661027908325,-0.16818855155343862,-0.03952515125274658,-0.4579168733097774
+Dune,Glossu Rabban Harkonnen,0.5234180092811584,1.040041833978686,0.5540176033973694,1.0121267484968228,Dune,0.5142450332641602,2.34971710324303,0.5398516654968262,3.508803037015137,0.009172976016998291,-1.309675269264344,0.014165937900543213,-2.496676288518314
+Twilight,Caius,0.5130079388618469,0.0324452166180314,0.5396819114685059,1.3461209166752e-05,Twilight,0.5032059550285339,0.004225557163603,0.5385996103286743,0.0044691226682601,0.009801983833312988,0.028219659454428402,0.001082301139831543,-0.004455661459093348
+The Lord of the Rings,Gollum,0.4888666868209839,9.018845864385908e-07,0.5417248010635376,2.7974571228520384e-07,The Lord of the Rings,0.4790458977222442,2.474754774110922e-28,0.5469645857810974,4.741465540436228e-07,0.00982078909873968,9.018845864385908e-07,-0.0052397847175598145,-1.9440084175841898e-07
+Dune,Logno,0.5146032571792603,1.9106249426370372,0.5130771398544312,0.2751950568614628,Dune,0.5045991539955139,0.4669420713972166,0.523835301399231,1.217815646928167,0.010004103183746338,1.4436828712398206,-0.010758161544799805,-0.9426205900667042
+Twilight,Peter,0.4881868064403534,0.0055139473766313,0.5223390460014343,3.571632622594117e-07,Twilight,0.477811336517334,0.0035910733978483,0.5113801956176758,8.112589315640874e-05,0.01037546992301941,0.0019228739787829998,0.010958850383758545,-8.076872989414934e-05
+Twilight,Garrett,0.4824860095977783,0.1012772571840393,0.5020184516906738,0.0170618728211953,Twilight,0.4718561172485351,0.000427357599277,0.5253652334213257,0.0422177982688839,0.01062989234924322,0.10084989958476229,-0.023346781730651855,-0.0251559254476886
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,0.5009537935256958,0.8650247165365152,0.5307431817054749,2.131904644327854,The Hitchhiker's Guide to the Galaxy,0.4902479350566864,1.2326925936283584,0.5304598212242126,2.1115138981949566,0.0107058584690094,-0.3676678770918431,0.00028336048126220703,0.020390746132897597
+Twilight,Vasilii,0.4976499378681183,1.2087148512733323,0.524995744228363,0.7252319602120292,Twilight,0.4868839085102081,0.9821019779920626,0.5375935435295105,1.6325823342779708,0.010766029357910212,0.22661287328126978,-0.012597799301147461,-0.9073503740659417
+Dune,Feyd-Rautha Harkonnen,0.5162959694862366,1.1772004111068048,0.4807954728603363,0.3885420702506556,Dune,0.5048120021820068,0.0491797741805462,0.5505842566490173,0.2825709889059585,0.011483967304229736,1.1280206369262586,-0.06978878378868103,0.10597108134469713
+Twilight,Senna,0.5137305855751038,0.7764955341732236,0.4481615424156189,0.0017553523032034,Twilight,0.5020114183425903,1.1654473847385365,0.5421069860458374,3.339938662868396,0.011719167232513428,-0.3889518505653129,-0.0939454436302185,-3.3381833105651926
+The Hitchhiker's Guide to the Galaxy,Random Dent,0.4872552454471588,0.730590806312388,0.5017336010932922,0.5736767084024997,The Hitchhiker's Guide to the Galaxy,0.473728746175766,1.4937575705922388,0.4956254959106445,0.950463493923778,0.013526499271392822,-0.7631667642798508,0.006108105182647761,-0.3767867855212783
+Twilight,Eleazar,0.5092800259590149,0.0770331382266352,0.5318141579627991,0.0042686269341244,Twilight,0.4954434037208557,8.21575146284907e-06,0.5252564549446106,0.0046762128614364,0.01383662223815918,0.07702492247517236,0.0065577030181884766,-0.000407585927312
+Dune,Ziarenko Javid,0.4817750751972198,1.2164039946239296,0.412378579378128,0.003792379896148,Dune,0.467689573764801,0.8923458602015979,0.5024972558021545,0.9705700571787712,0.014085501432418768,0.32405813442233167,-0.09011867642402654,-0.9667776772826232
+Twilight,Laurent,0.4904041588306427,0.0904030974613761,0.526269257068634,0.0005237260678788,Twilight,0.4753958880901336,0.0014116932360878,0.5218551158905029,0.0066333819862924,0.015008270740509089,0.08899140422528831,0.0044141411781311035,-0.0061096559184136
+The Hunger Games,Coral,0.5041736960411072,0.0364129919837355,0.5333076119422913,0.0004916603460607,The Hunger Games,0.4890300333499908,0.0080261692520166,0.5262603163719177,0.0648888114158943,0.015143662691116389,0.0283868227317189,0.007047295570373535,-0.0643971510698336
+Harry Potter,Rita Skeeter,0.4587719142436981,0.9114597085491148,0.4738492369651794,1.0104308133364373,Harry Potter,0.4429920613765716,2.1620884269442426e-18,0.5543853044509888,5.9324980022154e-07,0.01577985286712652,0.9114597085491148,-0.08053606748580938,1.010430220086637
+Twilight,Irina,0.470138281583786,0.0024579253265756,0.5045228004455566,1.5320277844471137e-05,Twilight,0.4536858797073364,0.0013092396599973,0.4939875900745392,0.0013506494225449,0.016452401876449585,0.0011486856665783,0.010535210371017456,-0.001335329144700429
+The Hunger Games,Reaper Ash,0.495331734418869,0.2943598198840083,0.4755721688270569,4.42166229972471e-06,The Hunger Games,0.4778136610984802,0.0003236972647869,0.5199940204620361,0.0091448316415742,0.017518073320388794,0.29403612261922135,-0.04442185163497925,-0.009140409979274476
+Twilight,Carmen,0.4952872097492218,0.0745045757995176,0.4914722442626953,0.0001590148750256,Twilight,0.4769243597984314,0.0020450478101498,0.529487669467926,0.0667213460788601,0.018362849950790405,0.07245952798936779,-0.03801542520523071,-0.0665623312038345
+Twilight,Victoria,0.4694638848304748,0.2857169373512564,0.4436642229557037,0.6672516060492069,Twilight,0.4500223100185394,2.4296132185068976e-12,0.5165584683418274,4.3097260621781655e-09,0.019441574811935425,0.2857169373488268,-0.07289424538612371,0.6672516017394808
+Twilight,Mary,0.4860509932041168,0.7267298526381508,0.4364092946052551,0.0079322244466564,Twilight,0.4660108685493469,0.3373203105847336,0.5035999417304993,0.5700600729471494,0.020040124654769897,0.3894095420534172,-0.06719064712524414,-0.562127848500493
+The Hunger Games,Palmyra Monty,0.487560361623764,1.3511176525859887,0.5095211863517761,6.760745934657895,The Hunger Games,0.4658852517604828,1.4012232545944838,0.5263291597366333,2.776145655403921,0.021675109863281194,-0.05010560200849512,-0.016807973384857178,3.984600279253974
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+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4900446832180023,1.1360314227027488,0.4767529368400574,4.434786665064095,The Hitchhiker's Guide to the Galaxy,0.4678911566734314,0.9307606330728296,0.4485040605068207,5.86522394679092,0.022153526544570923,0.20527078962991918,0.028248876333236694,-1.4304372817268245
+The Hunger Games,Haymitch Abernathy,0.4719663858413696,0.2746674204021431,0.4384087026119232,1.578231987325297,The Hunger Games,0.4491443932056427,1.2683325876099306e-41,0.5349822640419006,2.641567310653902e-21,0.022821992635726873,0.2746674204021431,-0.09657356142997742,1.578231987325297
+Dune,Dama,0.4721208810806274,0.6013867057595473,0.5488190054893494,1.4037338737375893,Dune,0.4485619664192199,0.4845491510995697,0.5121527910232544,0.7110396160190182,0.02355891466140747,0.11683755465997764,0.03666621446609497,0.6926942577185711
+Twilight,Embry Call,0.4736196398735046,0.6357518729027831,0.5026254653930664,0.0012737631569219,Twilight,0.4495475590229034,1.2256301981221556e-05,0.5312647819519043,0.1356989120483769,0.024072080850601196,0.6357396166008019,-0.02863931655883789,-0.134425148891455
+The Lord of the Rings,Treebeard,0.5185574889183044,1.2924189206223544,0.5584478378295898,0.0426045557781971,The Lord of the Rings,0.4938358664512634,0.0103694590954731,0.5689936876296997,0.3546676867674176,0.024721622467041016,1.2820494615268814,-0.010545849800109863,-0.3120631309892205
+Dune,Marcus Claire Luyseyal,0.4881881177425384,1.7373048076086937,0.5107654929161072,2.478274282387815,Dune,0.4626936614513397,1.0868284645373023,0.5031079053878784,1.939214834068864,0.025494456291198675,0.6504763430713913,0.00765758752822876,0.5390594483189513
+Dune,Piter de Vries,0.5492623448371887,0.7538928578703038,0.5279063582420349,0.1856799652173605,Dune,0.5234078764915466,2.121741244796618,0.5473734140396118,2.341555622457318,0.02585446834564209,-1.3678483869263145,-0.019467055797576904,-2.1558756572399576
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,0.4957469999790191,0.4318234513995117,0.5307592153549194,1.3733599282782645,The Hitchhiker's Guide to the Galaxy,0.4696454703807831,0.8978039968744738,0.5031110644340515,1.1097740115014256,0.02610152959823603,-0.46598054547496204,0.02764815092086792,0.26358591677683885
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.5088934302330017,4.318724304727283,0.5321364998817444,6.693953706336869,The Hitchhiker's Guide to the Galaxy,0.4827904403209686,4.507037385340246,0.4820026457309723,3.286594095395597,0.026102989912033137,-0.18831308061296337,0.050133854150772095,3.4073596109412714
+The Hunger Games,Mizzen,0.52642822265625,0.0647341297750277,0.4569679498672485,8.724480654851951e-09,The Hunger Games,0.4994212985038757,0.0027858218807353,0.5460163354873657,0.0096939378827912,0.027006924152374323,0.0619483078942924,-0.08904838562011724,-0.009693929158310544
+The Lord of the Rings,Gimli,0.5107972621917725,0.1344380169885839,0.5312908291816711,0.0010502826036163,The Lord of the Rings,0.4835466742515564,1.7847412999035477e-06,0.5416079163551331,0.0246381498587795,0.027250587940216064,0.134436232247284,-0.010317087173461914,-0.0235878672551632
+Twilight,James,0.4843384027481079,0.0001932872771006,0.5438632369041443,7.270975490567214e-08,Twilight,0.4569451510906219,1.873352245885299e-12,0.5209974050521851,5.469161351854039e-06,0.027393251657486017,0.00019328727522724775,0.02286583185195923,-5.396451596948367e-06
+Harry Potter,Vincent Crabbe,0.4900419116020202,0.019456977760415,0.5308857560157776,9.875276038060636e-07,Harry Potter,0.4622730612754822,1.1250639826776048e-08,0.5160602331161499,0.0004350931133402,0.02776885032653803,0.019456966509775173,0.014825522899627686,-0.00043410558573639396
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,0.4925911724567413,0.4585229949614054,0.5219084620475769,2.089596555298776,The Hitchhiker's Guide to the Galaxy,0.4621201157569885,1.6535225458766083,0.5127925276756287,4.510724437648572,0.030471056699752752,-1.194999550915203,0.009115934371948242,-2.421127882349796
+The Hunger Games,Festus Creed,0.5137855410575867,0.4488251552008332,0.4304147660732269,1.1489411666581085e-07,The Hunger Games,0.4831237196922302,0.2742316573049203,0.5206208825111389,0.3036459530122752,0.030661821365356445,0.17459349789591294,-0.09020611643791204,-0.30364583811815854
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5712370276451111,10.386016033098292,0.5231562852859497,2.245254897374209,The Hitchhiker's Guide to the Galaxy,0.5403741002082825,3.0068773709123358,0.551992654800415,8.413546322822135,0.030862927436828613,7.379138662185956,-0.028836369514465332,-6.168291425447927
+Dune,Daniel,0.5189328193664551,1.777215148070226,0.5223586559295654,0.8866722560686856,Dune,0.4878224730491638,1.5604541803826115,0.5150571465492249,2.135764787601336,0.03111034631729126,0.21676096768761455,0.007301509380340576,-1.2490925315326504
+Dune,Tertius Eileen Anteac,0.5171214938163757,0.9599716945215118,0.5144374966621399,0.2580117834826692,Dune,0.4842688739299774,1.6092160416916077,0.5371854901313782,0.9017624269997888,0.032852619886398315,-0.6492443471700959,-0.02274799346923828,-0.6437506435171196
+Twilight,Felix,0.5224718451499939,0.0693820901641001,0.5610885620117188,0.0005803898269925,Twilight,0.488877922296524,1.5009940594018296e-05,0.5447016954421997,0.0014592390895059,0.033593922853469904,0.06936708022350609,0.016386866569519043,-0.0008788492625134
+Dune,Paul Atreides,0.475263386964798,1.0560189280223136,0.4689085483551025,0.6532529036219028,Dune,0.4406875669956207,2.358466546337092e-14,0.4551504552364349,2.737971189246936e-07,0.034575819969177246,1.05601892802229,0.013758093118667603,0.6532526298247838
+Dune,Miles Teg,0.557686984539032,0.6657775249077086,0.5225208401679993,0.0391958714219403,Dune,0.5230474472045898,0.0899397912265296,0.5156404376029968,0.1163706711457741,0.03463953733444214,0.575837733681179,0.006880402565002441,-0.07717479972383379
+Twilight,Tanya,0.4948145747184753,0.0279751042987792,0.5204833745956421,8.002467585252991e-06,Twilight,0.4598340392112732,3.2839210098507054e-15,0.511573314666748,9.316443602184018e-07,0.03498053550720209,0.027975104298775914,0.008910059928894043,7.0708232250345894e-06
+Dune,Korba,0.5202980637550354,0.919296385613698,0.5151761174201965,1.1408700423282307,Dune,0.4850527346134186,1.211352121437672,0.5010478496551514,1.7559935864881495,0.03524532914161682,-0.2920557358239739,0.014128267765045166,-0.6151235441599188
+Dune,Edric,0.507510781288147,0.7897315362747146,0.5188983678817749,0.3442989693934002,Dune,0.4717606902122497,1.5474047775962123,0.5060545206069946,1.0497433254976,0.03575009107589727,-0.7576732413214977,0.012843847274780273,-0.7054443561041999
+Twilight,Heidi,0.4885730743408203,0.3045840415013427,0.4366976916790008,5.880942816393087e-09,Twilight,0.4520511627197265,0.0001680023447723,0.471882551908493,0.0009332466402578,0.036521911621093806,0.3044160391565704,-0.03518486022949219,-0.0009332407593149836
+The Lord of the Rings,Boromir,0.5241677165031433,0.1181406419667116,0.5525522828102112,0.0054846795923469,The Lord of the Rings,0.487245500087738,0.0267726651457569,0.5577863454818726,0.0760962279419869,0.03692221641540533,0.09136797682095471,-0.005234062671661377,-0.07061154834964
+The Lord of the Rings,Arwen,0.5305920243263245,0.3775532856238124,0.5569050312042236,0.0198458560674264,The Lord of the Rings,0.493246465921402,0.0876554934573564,0.531183660030365,0.2635930426979998,0.037345558404922485,0.289897792166456,0.025721371173858643,-0.24374718663057343
+Twilight,Kate,0.5082175731658936,0.0092909007967654,0.5042892098426819,3.1359330333416675e-06,Twilight,0.4700287282466888,0.011458645602367,0.522560179233551,0.0005613060321858,0.03818884491920477,-0.0021677448056016003,-0.01827096939086914,-0.0005581700991524582
+Dune,Liet-Kynes,0.5251116156578064,0.7487577307844114,0.544280469417572,1.1512298258502456,Dune,0.4854009747505188,0.1085691714704211,0.5855634212493896,0.9576363986833852,0.0397106409072876,0.6401885593139903,-0.04128295183181763,0.19359342716686034
+The Lord of the Rings,Celeborn,0.5215296149253845,0.0167471083468386,0.5615239143371582,2.142140399366893e-05,The Lord of the Rings,0.4809964895248413,3.0929334752995546e-11,0.5626426339149475,0.00886908460637,0.04053312540054321,0.016747108315909264,-0.0011187195777893066,-0.008847663202376331
+Twilight,Tia,0.4881680905818939,0.121222893372583,0.5040939450263977,6.961811002554015e-05,Twilight,0.4475622475147247,0.0001213449980344,0.5206810235977173,0.1201431568196889,0.040605843067169245,0.1211015483745486,-0.01658707857131958,-0.12007353870966336
+Twilight,Alec,0.4980205297470093,5.69776817895873e-05,0.5346221327781677,0.0001958884672121,Twilight,0.4573462605476379,3.3593638855767326e-08,0.5198443531990051,0.0005200181715442,0.04067426919937139,5.694408815073153e-05,0.014777779579162598,-0.00032412970433209995
+The Lord of the Rings,Halbarad,0.5402034521102905,1.5555165009375898,0.5443882346153259,0.9193734631361064,The Lord of the Rings,0.4990382194519043,0.1382394741821053,0.5650730133056641,1.5125902145942676,0.04116523265838623,1.4172770267554844,-0.020684778690338135,-0.5932167514581612
+Harry Potter,Harry Potter,0.4443931877613067,0.087749434911205,0.4571187496185303,0.4741091192206796,Harry Potter,0.4013104438781738,2.3430883707773023e-302,0.4515830278396606,1.8861245582152952e-90,0.043082743883132935,0.087749434911205,0.005535721778869684,0.4741091192206796
+Twilight,Jane,0.5112879276275635,0.0299260924886111,0.5439932942390442,2.910038324003551e-06,Twilight,0.4662284553050995,7.231129503729666e-06,0.498564600944519,7.089014437417576e-08,0.04505947232246399,0.02991886135910737,0.0454286932945252,2.839148179629375e-06
+Twilight,Kebi,0.5147552490234375,0.3721088239934548,0.4482637941837311,6.781821117860223e-06,Twilight,0.4648018479347229,0.0602315246081563,0.5248673558235168,0.5233448042994691,0.0499534010887146,0.3118772993852985,-0.07660356163978577,-0.5233380224783512
+Dune,Wellington Yueh,0.5484734773635864,1.4385439187818103,0.5203583240509033,0.0994703658148618,Dune,0.4970987439155578,0.2325143240007675,0.5185472369194031,0.2033587989177272,0.05137473344802862,1.2060295947810429,0.0018110871315002441,-0.10388843310286541
+Twilight,Sasha,0.5193257927894592,1.3981505767285414,0.4952841997146606,0.0391430500603783,Twilight,0.4636020064353943,0.434826142440545,0.5213740468025208,0.3945277143916048,0.05572378635406494,0.9633244342879963,-0.026089847087860163,-0.3553846643312265
+Dune,Jamis,0.4976398944854736,0.4601588857393504,0.5307971239089966,0.0620733998485597,Dune,0.4380188286304474,4.0357943122665017e-08,0.5405598878860474,0.0628581234073116,0.05962106585502619,0.4601588453814073,-0.009762763977050781,-0.0007847235587519
+Twilight,Amun,0.507752001285553,0.0532664143586604,0.4271788001060486,2.712021848055028e-15,Twilight,0.4475617110729217,0.0002119297826385,0.5199306011199951,0.0018816264449106,0.06019029021263128,0.053054484576021896,-0.09275180101394653,-0.001881626444907888
+Harry Potter,Hermione Granger,0.4517130553722381,0.0933303298809143,0.4399486184120178,0.4492240611908405,Harry Potter,0.3828257620334625,0.0,0.452903002500534,1.365026639534582e-49,0.06888729333877558,0.0933303298809143,-0.01295438408851618,0.4492240611908405
+Dune,Gurney Halleck,0.5444483160972595,0.5339192887295017,0.5520815253257751,0.0189497470896588,Dune,0.4746912121772766,0.0132546012270145,0.5403727293014526,0.0163296967836743,0.06975710391998291,0.5206646875024872,0.01170879602432251,0.0026200503059845004
+Dune,Leto Atreides I,0.4865462183952331,0.4045024875718957,0.4962663054466247,0.024227455622362,Dune,0.4105958044528961,0.0206977719287023,0.4836027324199676,0.50074308350192,0.07595041394233698,0.3838047156431934,0.012663573026657104,-0.476515627879558
+Dune,Thufir Hawat,0.5405481457710266,0.892894372436974,0.5702359080314636,0.0228922649099119,Dune,0.4564379751682281,0.0023243158719375,0.5546550154685974,0.0420107217075216,0.08411017060279852,0.8905700565650365,0.015580892562866211,-0.0191184567976097
+Dune,Lady Jessica,0.527129590511322,1.0146471545741351,0.4561772346496582,0.0774615841061969,Dune,0.4113405346870422,0.0023579364569927,0.5031242370605469,0.5388505817298004,0.11578905582427984,1.0122892181171423,-0.04694700241088867,-0.46138899762360347
diff --git a/ressources/data/total_comparisson/normal_eval2_comparisonh.csv b/ressources/data/total_comparisson/normal_eval2_comparisonh.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a66a540d68ad198a91fd8ea813818d6e112bbbbe
--- /dev/null
+++ b/ressources/data/total_comparisson/normal_eval2_comparisonh.csv
@@ -0,0 +1,312 @@
+Book_1,Character,F1_1,h_1,wF1_1,wh_1,Book_2,F1_2,h_2,wF1_2,wh_2,F1c,hc,wF1c,whc
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.4379906356334686,0.5884191202262163,0.5056959390640259,2.533949332902004,The Hitchhiker's Guide to the Galaxy,0.5995125770568848,17.001846737223865,0.5219007730484009,2.133263321573577,-0.1615219414234162,-16.413427616997648,-0.016204833984375,0.40068601132842696
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.5010707974433899,1.112097138724288,0.5338650941848755,3.4558857645636705,The Hitchhiker's Guide to the Galaxy,0.5280703902244568,11.006996540280486,0.521700382232666,6.962456970037287,-0.026999592781066895,-9.894899401556199,0.012164711952209473,-3.506571205473617
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.4806388914585113,0.7287256191933535,0.5445906519889832,3.1585595168792167,The Hitchhiker's Guide to the Galaxy,0.5966795682907104,7.6688246058673775,0.5707736015319824,4.145647728569833,-0.11604067683219915,-6.940098986674024,-0.026182949542999268,-0.9870882116906166
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,0.4108148217201233,0.3765649406570394,0.5255516171455383,3.246125440506177,The Hitchhiker's Guide to the Galaxy,0.5522434115409851,4.391415220193749,0.5681037306785583,5.109643200946081,-0.14142858982086182,-4.014850279536709,-0.04255211353302002,-1.8635177604399042
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.4835208356380462,0.8531443032854303,0.5800648927688599,10.905864690592557,The Hitchhiker's Guide to the Galaxy,0.5089417099952698,4.67116185980418,0.5259667634963989,6.319423488592738,-0.025420874357223566,-3.81801755651875,0.05409812927246094,4.586441201999818
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.4790807068347931,1.1817041078963724,0.5179263353347778,5.0785527838217,The Hitchhiker's Guide to the Galaxy,0.5013925433158875,4.9671203983264665,0.5283668041229248,7.481179459003158,-0.02231183648109436,-3.785416290430094,-0.010440468788146973,-2.402626675181458
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.3234719932079315,0.3146953704338651,0.491729736328125,3.674797705066148,The Hitchhiker's Guide to the Galaxy,0.4816323816776275,4.000186235659046,0.5285906791687012,6.886287217357911,-0.158160388469696,-3.685490865225181,-0.03686094284057617,-3.2114895122917626
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.4843844473361969,0.5442587992941074,0.5540450811386108,3.018975403984865,The Hitchhiker's Guide to the Galaxy,0.5200538635253906,3.951519228743921,0.5353698134422302,2.8489468857505824,-0.035669416189193726,-3.4072604294498134,0.018675267696380615,0.17002851823428244
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,0.4905094504356384,0.5909423247352042,0.5002472996711731,1.8500763634272333,The Hitchhiker's Guide to the Galaxy,0.5236132144927979,3.957909785382811,0.5205970406532288,1.3806195933359589,-0.033103764057159424,-3.366967460647607,-0.020349740982055664,0.4694567700912744
+Dune,Sheeana Brugh,0.5043639540672302,0.5192340812650102,0.5130999088287354,0.0895398934958691,Dune,0.5689539313316345,3.879076295351741,0.5332396626472473,2.092447271800819,-0.0645899772644043,-3.3598422140867306,-0.020139753818511963,-2.00290737830495
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,0.4717856347560882,0.734133117188203,0.5298166275024414,2.8792323369555364,The Hitchhiker's Guide to the Galaxy,0.5672872066497803,4.087518235317492,0.546647310256958,4.474187102026901,-0.09550157189369207,-3.353385118129289,-0.0168306827545166,-1.594954765071365
+Dune,Tlaloc,0.5012189149856567,0.7486960201354296,0.4670414626598358,0.070786805708445,Dune,0.5124073624610901,3.8070235424098406,0.542407751083374,1.1899244749396642,-0.01118844747543335,-3.058327522274411,-0.07536628842353821,-1.1191376692312192
+The Hitchhiker's Guide to the Galaxy,Constant Mown,0.4446617364883423,0.3350513854588815,0.5357279777526855,1.584814100444835,The Hitchhiker's Guide to the Galaxy,0.5038566589355469,3.265715467731482,0.4810433089733124,3.086949363020123,-0.05919492244720459,-2.9306640822726004,0.05468466877937317,-1.502135262575288
+The Lord of the Rings,Ancalagon,0.5332438945770264,1.3377617161546485,0.6009135246276855,1.4144417320430205,The Lord of the Rings,0.5745759010314941,4.189269457296343,0.6052698493003845,4.544569991484027,-0.04133200645446777,-2.851507741141695,-0.004356324672698975,-3.130128259441007
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.4561991989612579,0.5018064406777262,0.5188992023468018,1.040299760549525,The Hitchhiker's Guide to the Galaxy,0.558274507522583,3.1433265221504385,0.511775553226471,0.8516334959792943,-0.10207530856132513,-2.6415200814727124,0.0071236491203308105,0.18866626457023072
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,0.4077497720718384,0.3879200827809871,0.5317800045013428,3.631708981719817,The Hitchhiker's Guide to the Galaxy,0.4990079998970032,2.7655560556335304,0.5291802883148193,2.0222538527401874,-0.0912582278251648,-2.377635972852543,0.0025997161865234375,1.6094551289796297
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,0.506938099861145,3.108880398631926,0.5965229272842407,3.48934247178035,The Hitchhiker's Guide to the Galaxy,0.5566425323486328,5.327887898814819,0.5682133436203003,4.149285679691731,-0.04970443248748779,-2.219007500182893,0.02830958366394043,-0.6599432079113812
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,0.3960185945034027,0.5478944495090049,0.5309251546859741,3.0383673200038266,The Hitchhiker's Guide to the Galaxy,0.5163652896881104,2.7351682821906733,0.5477356910705566,3.51385000822408,-0.12034669518470764,-2.1872738326816683,-0.01681053638458252,-0.4754826882202532
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.3563226461410522,0.2968392444170915,0.538632333278656,2.1133419090118397,The Hitchhiker's Guide to the Galaxy,0.5384833216667175,2.4184494776517766,0.6105626225471497,7.005432719867193,-0.18216067552566534,-2.1216102332346853,-0.07193028926849365,-4.892090810855354
+Dune,Farok,0.4914568066596985,0.2526507789809973,0.513570249080658,1.2662744929738627,Dune,0.5553319454193115,2.3081063709412537,0.5157051682472229,1.8509081586007976,-0.06387513875961304,-2.055455591960256,-0.0021349191665649414,-0.5846336656269349
+Twilight,Quil Ateara III,0.5086703896522522,1.3297878312640377,0.5293914675712585,0.6705967737576495,Twilight,0.5304310917854309,3.3693445809070885,0.5289638638496399,3.843474799960733,-0.02176070213317871,-2.039556749643051,0.00042760372161865234,-3.172878026203083
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,0.5095416307449341,1.5175507068390162,0.5432708859443665,1.765636244338519,The Hitchhiker's Guide to the Galaxy,0.519244909286499,3.550699065130454,0.5177202820777893,2.1707907641217323,-0.009703278541564941,-2.033148358291438,0.02555060386657715,-0.4051545197832134
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,0.361553281545639,0.5747696922517948,0.5487123727798462,1.4568019978263285,The Hitchhiker's Guide to the Galaxy,0.5174126625061035,2.4604352678384305,0.5381537079811096,3.3004362825008813,-0.15585938096046453,-1.8856655755866356,0.010558664798736572,-1.8436342846745528
+The Hitchhiker's Guide to the Galaxy,Loonquawl,0.4905512034893036,1.0880415049049648,0.5231997966766357,0.912282620068297,The Hitchhiker's Guide to the Galaxy,0.5401980876922607,2.7960738546327706,0.5393425226211548,1.8750551413304997,-0.04964688420295715,-1.7080323497278058,-0.016142725944519043,-0.9627725212622027
+Dune,Piter De Vries,0.5379225611686707,0.5988211129863868,0.526581346988678,0.9056059650963464,Dune,0.5457844734191895,2.264401020878476,0.5682894587516785,3.001800801270369,-0.007861912250518799,-1.6655799078920892,-0.04170811176300049,-2.0961948361740226
+The Hitchhiker's Guide to the Galaxy,Agda,0.5112017393112183,0.0090290968271346,0.5287888646125793,2.0108659815402974,The Hitchhiker's Guide to the Galaxy,0.5139344334602356,1.6046755314659846,0.5281763672828674,2.435745000064001,-0.002732694149017334,-1.59564643463885,0.0006124973297119141,-0.4248790185237037
+The Hitchhiker's Guide to the Galaxy,Roosta,0.4013340473175049,0.5160362064200719,0.5600486993789673,7.561060928517275,The Hitchhiker's Guide to the Galaxy,0.5169205665588379,2.102114009073872,0.5259182453155518,5.666003639061062,-0.11558651924133301,-1.5860778026538003,0.03413045406341553,1.8950572894562132
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.4221406280994415,0.5328247346765147,0.5135451555252075,1.5380454113971236,The Hitchhiker's Guide to the Galaxy,0.5255253911018372,2.0622431163773225,0.5286298394203186,1.3716973750191226,-0.10338476300239569,-1.5294183817008078,-0.015084683895111084,0.166348036378001
+The Hitchhiker's Guide to the Galaxy,The Lord,0.3071805536746979,0.539492840010531,0.5095160007476807,3.5966796013484585,The Hitchhiker's Guide to the Galaxy,0.5007612705230713,2.066419580043978,0.5112965703010559,1.3281270743648217,-0.1935807168483734,-1.526926740033447,-0.0017805695533752441,2.268552526983637
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,0.424543023109436,0.5671710824059766,0.4711781740188598,0.9350327254876516,The Hitchhiker's Guide to the Galaxy,0.5663809180259705,2.074380728007357,0.5443081259727478,2.531551998571767,-0.14183789491653448,-1.5072096456013806,-0.073129951953888,-1.5965192730841153
+The Hitchhiker's Guide to the Galaxy,Mella,0.481859028339386,0.3536485779118626,0.5125448703765869,3.864342768834259,The Hitchhiker's Guide to the Galaxy,0.487587034702301,1.8086497148552143,0.5032673478126526,2.9962824801325185,-0.005728006362915039,-1.4550011369433518,0.009277522563934326,0.8680602887017406
+The Hunger Games,Hilarius Heavensbee,0.4951103627681732,0.7161396962156683,0.5291473865509033,1.248197113966103,The Hunger Games,0.5345776081085205,2.11777440643859,0.5213660597801208,2.95474443474159,-0.03946724534034729,-1.4016347102229219,0.007781326770782471,-1.706547320775487
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,0.4701345562934875,0.4745346768104099,0.5366035103797913,0.945121595575924,The Hitchhiker's Guide to the Galaxy,0.509372889995575,1.866133674698825,0.5305003523826599,2.344663893372813,-0.03923833370208746,-1.3915989978884151,0.006103157997131348,-1.3995422977968888
+Dune,Piter de Vries,0.5492623448371887,0.7538928578703038,0.5279063582420349,0.1856799652173605,Dune,0.5234078764915466,2.121741244796618,0.5473734140396118,2.341555622457318,0.02585446834564209,-1.3678483869263145,-0.019467055797576904,-2.1558756572399576
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5109764337539673,3.494924471198232,0.523297131061554,2.332563684862649,The Hitchhiker's Guide to the Galaxy,0.5784218311309814,4.851148934817749,0.5522536039352417,2.5080001062957518,-0.06744539737701416,-1.3562244636195167,-0.028956472873687744,-0.17543642143310256
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4683612883090973,0.6472498624723172,0.4973364174365997,3.2147789399329074,The Hitchhiker's Guide to the Galaxy,0.4801921248435974,1.9751599362663192,0.4648252129554748,4.165068703849383,-0.011830836534500122,-1.3279100737940022,0.03251120448112488,-0.9502897639164756
+Dune,Glossu Rabban Harkonnen,0.5234180092811584,1.040041833978686,0.5540176033973694,1.0121267484968228,Dune,0.5142450332641602,2.34971710324303,0.5398516654968262,3.508803037015137,0.009172976016998291,-1.309675269264344,0.014165937900543213,-2.496676288518314
+Dune,Wensicia Corrino,0.5032896399497986,0.5391336026435865,0.5432509183883667,0.4904736340133676,Dune,0.5715660452842712,1.819849624453167,0.5675203800201416,0.9927692781062312,-0.06827640533447266,-1.2807160218095806,-0.024269461631774902,-0.5022956440928636
+Dune,Elrood Corrino IX,0.4567656815052032,0.4789964367943902,0.525293231010437,3.7146401915141753,Dune,0.5237322449684143,1.7444766368832163,0.5411025285720825,2.93718753271404,-0.06696656346321112,-1.2654802000888261,-0.015809297561645508,0.7774526588001351
+Dune,Iakin Nefud,0.4791484773159027,0.2640108801746009,0.5199869871139526,0.98270983524692,Dune,0.5314460396766663,1.5068754477787645,0.5381607413291931,1.2583039126290727,-0.05229756236076355,-1.2428645676041636,-0.01817375421524048,-0.2755940773821527
+Dune,Anirul Corrino,0.477915495634079,0.5785452349450044,0.5409173369407654,2.184465197505393,Dune,0.5521725416183472,1.7887946758179385,0.5885332226753235,2.588326357345893,-0.07425704598426819,-1.210249440872934,-0.047615885734558105,-0.4038611598405
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,0.4925911724567413,0.4585229949614054,0.5219084620475769,2.089596555298776,The Hitchhiker's Guide to the Galaxy,0.4621201157569885,1.6535225458766083,0.5127925276756287,4.510724437648572,0.030471056699752752,-1.194999550915203,0.009115934371948242,-2.421127882349796
+Dune,Otheym,0.4998379051685333,0.9750208906999622,0.5489936470985413,1.6242758905300028,Dune,0.5967943072319031,2.07091631715095,0.5572136640548706,2.31686868074298,-0.09695640206336975,-1.0958954264509877,-0.008220016956329346,-0.6925927902129774
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,0.4893811643123626,0.5788952977260052,0.4645346999168396,0.1847243935123878,The Hitchhiker's Guide to the Galaxy,0.5017083287239075,1.667916825646644,0.5132248997688293,0.986423940066365,-0.012327164411544855,-1.0890215279206386,-0.048690199851989746,-0.8016995465539772
+The Hitchhiker's Guide to the Galaxy,Number One,0.4428691864013672,0.377350079843268,0.5162665843963623,1.3980420177545387,The Hitchhiker's Guide to the Galaxy,0.5280580520629883,1.4328597399698952,0.493426501750946,0.9568505357678344,-0.0851888656616211,-1.0555096601266272,0.022840082645416315,0.4411914819867043
+The Hitchhiker's Guide to the Galaxy,Lallafa,0.3855247795581817,0.3642502465315573,0.5176847577095032,0.9539209876634652,The Hitchhiker's Guide to the Galaxy,0.5180431008338928,1.4061786046354934,0.5211470723152161,0.9665751629373902,-0.13251832127571112,-1.041928358103936,-0.0034623146057128906,-0.012654175273924984
+Dune,Aramsham,0.4641391634941101,0.4544422923442146,0.4845773875713348,0.8127568286147788,Dune,0.5344614386558533,1.4950078491961325,0.558563232421875,1.4762572326855694,-0.07032227516174316,-1.0405655568519179,-0.07398584485054022,-0.6635004040707906
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.4119135737419128,0.3797633349632493,0.4842294752597809,0.9820755274381016,The Hitchhiker's Guide to the Galaxy,0.4907255470752716,1.351894932353983,0.5306002497673035,1.626699947685858,-0.07881197333335882,-0.9721315973907337,-0.04637077450752258,-0.6446244202477563
+The Hunger Games,Vipsania Sickle,0.4687986373901367,0.6673281913400538,0.4317727088928222,0.0093496491249441,The Hunger Games,0.494323194026947,1.5781923253593952,0.5286621451377869,2.421608415197159,-0.025524556636810303,-0.9108641340193414,-0.09688943624496466,-2.4122587660722146
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,0.4718965590000152,0.732566560752424,0.5031888484954834,0.9387981627860932,The Hitchhiker's Guide to the Galaxy,0.4947773516178131,1.620227868508112,0.5117180347442627,1.048460238003262,-0.022880792617797907,-0.887661307755688,-0.008529186248779297,-0.10966207521716875
+The Hitchhiker's Guide to the Galaxy,Russell,0.3510933518409729,0.1425238221075055,0.4901808202266693,1.2995699622920482,The Hitchhiker's Guide to the Galaxy,0.4608912467956543,0.9779045702858556,0.5067327618598938,1.3193558646808417,-0.1097978949546814,-0.8353807481783502,-0.016551941633224487,-0.019785902388793408
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,0.3291886150836944,0.4689406271306049,0.5459449291229248,1.4302111081764557,The Hitchhiker's Guide to the Galaxy,0.4951694905757904,1.255892682117142,0.5399518013000488,1.751950865087436,-0.165980875492096,-0.786952054986537,0.0059931278228759766,-0.32173975691098033
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,0.4703220129013061,0.7222041232070177,0.50676429271698,1.3777189736983275,The Hitchhiker's Guide to the Galaxy,0.4774085283279419,1.5053924682447637,0.5095489621162415,0.74077942371084,-0.007086515426635798,-0.783188345037746,-0.0027846693992614746,0.6369395499874875
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,0.49622243642807,0.7685041051682417,0.5458606481552124,1.4505408685686187,The Hitchhiker's Guide to the Galaxy,0.5102677345275879,1.5426929913351373,0.5362627506256104,2.2513618535087176,-0.014045298099517878,-0.7741888861668955,0.00959789752960205,-0.8008209849400989
+The Hitchhiker's Guide to the Galaxy,Random Dent,0.4872552454471588,0.730590806312388,0.5017336010932922,0.5736767084024997,The Hitchhiker's Guide to the Galaxy,0.473728746175766,1.4937575705922388,0.4956254959106445,0.950463493923778,0.013526499271392822,-0.7631667642798508,0.006108105182647761,-0.3767867855212783
+Dune,Edric,0.507510781288147,0.7897315362747146,0.5188983678817749,0.3442989693934002,Dune,0.4717606902122497,1.5474047775962123,0.5060545206069946,1.0497433254976,0.03575009107589727,-0.7576732413214977,0.012843847274780273,-0.7054443561041999
+The Hitchhiker's Guide to the Galaxy,Captain,0.427333116531372,0.5894758492741129,0.514319658279419,1.5084252457658365,The Hitchhiker's Guide to the Galaxy,0.4852561056613922,1.3337660049817803,0.5076146721839905,0.9621542476535582,-0.0579229891300202,-0.7442901557076674,0.006704986095428467,0.5462709981122783
+The Hitchhiker's Guide to the Galaxy,Number Two,0.4727605879306793,0.5012591080546629,0.5356969833374023,1.3391366496133603,The Hitchhiker's Guide to the Galaxy,0.5003491044044495,1.2324191217297131,0.5516855120658875,1.8112055895966903,-0.02758851647377014,-0.7311600136750502,-0.015988528728485107,-0.47206893998333
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.4613436758518219,0.3191123091025339,0.570511519908905,1.989116101173145,The Hitchhiker's Guide to the Galaxy,0.5236223936080933,1.0433548950697888,0.5911267399787903,2.4572819478109995,-0.06227871775627136,-0.724242585967255,-0.020615220069885254,-0.46816584663785443
+The Hitchhiker's Guide to the Galaxy,Barman,0.4852215051651001,0.892994337150235,0.53641277551651,1.711163363707738,The Hitchhiker's Guide to the Galaxy,0.511643648147583,1.608056616499328,0.5494937896728516,1.9716792377981351,-0.02642214298248291,-0.7150622793490929,-0.013081014156341553,-0.2605158740903972
+The Hitchhiker's Guide to the Galaxy,Hactar,0.3989352285861969,0.7576601357314339,0.5416232943534851,0.7711947173289098,The Hitchhiker's Guide to the Galaxy,0.5371614098548889,1.459193337851069,0.574628472328186,1.092209836230405,-0.13822618126869202,-0.7015332021196352,-0.03300517797470093,-0.32101511890149514
+Dune,Abulurd Harkonnen,0.4777737557888031,0.4430687366664146,0.5658541917800903,1.861695997521908,Dune,0.5195108652114868,1.1375128614763077,0.563437819480896,0.8915872034693118,-0.041737109422683716,-0.6944441248098931,0.002416372299194336,0.9701087940525963
+Twilight,Santiago,0.4853374063968658,0.5795768905286605,0.4533033072948456,0.0020581764638911,Twilight,0.500321090221405,1.2468754962383273,0.4711087644100189,0.1209499717076706,-0.01498368382453924,-0.6672986057096668,-0.01780545711517334,-0.1188917952437795
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.3995009064674377,0.2916095789617625,0.5061356425285339,2.919661862620716,The Hitchhiker's Guide to the Galaxy,0.4509778022766113,0.9562000321919004,0.5595822334289551,2.624409782313436,-0.051476895809173584,-0.6645904532301379,-0.05344659090042114,0.29525208030728
+Twilight,Randall,0.5105313062667847,0.7926058356692781,0.5362573862075806,0.6021940269499707,Twilight,0.553048312664032,1.454575429737306,0.5498643517494202,3.8130195171475982,-0.042517006397247314,-0.6619695940680278,-0.0136069655418396,-3.2108254901976276
+Dune,Bellonda,0.5110083222389221,1.4250345742292878,0.5434740781784058,1.319385444025332,Dune,0.566320538520813,2.080836282967017,0.572908878326416,3.142909773513882,-0.05531221628189087,-0.6558017087377292,-0.029434800148010254,-1.8235243294885497
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.4988266229629516,0.8692090518030713,0.5272074341773987,5.493615467566085,The Hitchhiker's Guide to the Galaxy,0.5014403462409973,1.5210810540607456,0.5499670505523682,2.281380024832352,-0.00261372327804571,-0.6518720022576743,-0.022759616374969482,3.2122354427337325
+Dune,Tertius Eileen Anteac,0.5171214938163757,0.9599716945215118,0.5144374966621399,0.2580117834826692,Dune,0.4842688739299774,1.6092160416916077,0.5371854901313782,0.9017624269997888,0.032852619886398315,-0.6492443471700959,-0.02274799346923828,-0.6437506435171196
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.3751438558101654,0.6959301679234284,0.5332341194152832,4.491338073974113,The Hitchhiker's Guide to the Galaxy,0.5172088146209717,1.3230990334518309,0.5507286787033081,3.484903478663206,-0.14206495881080627,-0.6271688655284025,-0.017494559288024902,1.0064345953109068
+Dune,Margot Fenring,0.5196251273155212,1.287933709101413,0.587001383304596,0.4281066526230737,Dune,0.5554811954498291,1.886456070361856,0.5722024440765381,3.858722627527751,-0.03585606813430786,-0.5985223612604431,0.014798939228057861,-3.4306159749046774
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,0.3139541745185852,0.3622527754839205,0.5040284395217896,1.7450559279627826,The Hitchhiker's Guide to the Galaxy,0.4787600934505462,0.9577454175059584,0.4993785619735718,1.5612964447779745,-0.164805918931961,-0.5954926420220379,0.0046498775482177734,0.18375948318480817
+Dune,Nayla,0.4786968827247619,0.6588261872586595,0.5447108149528503,2.623758321475784,Dune,0.5117801427841187,1.2422612366213277,0.5429883599281311,1.5111770122717076,-0.033083260059356745,-0.5834350493626682,0.0017224550247192383,1.1125813092040762
+Dune,Tylwyth Waff,0.509412407875061,1.1437715938563466,0.451562762260437,0.058983343730529,Dune,0.5559523701667786,1.7187419585481665,0.5639292001724243,1.6008048102770898,-0.04653996229171753,-0.5749703646918198,-0.1123664379119873,-1.5418214665465608
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.322559654712677,0.4345295743733599,0.487070620059967,1.1780212850157157,The Hitchhiker's Guide to the Galaxy,0.450519859790802,1.0020379796927297,0.5223364233970642,1.4941446530390217,-0.127960205078125,-0.5675084053193697,-0.035265803337097223,-0.316123368023306
+The Hitchhiker's Guide to the Galaxy,Allitnils,0.4362064599990845,0.3346937327370324,0.4490273594856262,1.3148000331605807,The Hitchhiker's Guide to the Galaxy,0.4965316355228424,0.8980947810572045,0.5122107267379761,1.7813170644012286,-0.060325175523757935,-0.5634010483201721,-0.06318336725234985,-0.4665170312406479
+Dune,Octa Butler,0.4880781173706054,0.6217094571902593,0.4583471715450287,0.1195954437816999,Dune,0.5055363774299622,1.1788144831676244,0.5349791646003723,0.9440785315735382,-0.017458260059356745,-0.5571050259773651,-0.07663199305534363,-0.8244830877918383
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,0.4809923768043518,1.477938828676986,0.5316513776779175,5.388965569722715,The Hitchhiker's Guide to the Galaxy,0.5110021829605103,2.0183648713233,0.5350873470306396,4.865023727382481,-0.030009806156158447,-0.5404260426463139,-0.003435969352722168,0.5239418423402338
+Dune,Chani Kynes,0.519978404045105,0.6258408328432263,0.507990837097168,0.180328439611831,Dune,0.5317520499229431,1.1616693733240029,0.5398597121238708,1.4438592161520991,-0.011773645877838135,-0.5358285404807765,-0.03186887502670288,-1.2635307765402681
+Dune,Lichna,0.4484536945819855,0.3209750417245773,0.5563443303108215,1.0913543433308168,Dune,0.5000667572021484,0.8253871268352208,0.5714812278747559,2.2966022270097417,-0.051613062620162964,-0.5044120851106435,-0.015136897563934326,-1.2052478836789249
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,0.4957469999790191,0.4318234513995117,0.5307592153549194,1.3733599282782645,The Hitchhiker's Guide to the Galaxy,0.4696454703807831,0.8978039968744738,0.5031110644340515,1.1097740115014256,0.02610152959823603,-0.46598054547496204,0.02764815092086792,0.26358591677683885
+Twilight,Collin Littlesea,0.4267337918281555,0.1959290491151384,0.4282884001731872,0.2757751569891288,Twilight,0.4317830801010132,0.6549329661210603,0.4445505440235138,0.8581127887388902,-0.005049288272857666,-0.4590039170059219,-0.016262143850326594,-0.5823376317497614
+Dune,Stilgar,0.497808039188385,0.5928535300523808,0.5342109203338623,0.0981198917767718,Dune,0.4978335201740265,1.050191588802027,0.5372103452682495,0.4579809007162451,-2.5480985641479492e-05,-0.45733805874964617,-0.002999424934387207,-0.35986100893947326
+Dune,Marty,0.4792817533016205,0.7280740326746394,0.4993573129177093,0.1588863758641067,Dune,0.5066540837287903,1.1714954308479877,0.5216068029403687,1.8426423024082883,-0.0273723304271698,-0.44342139817334825,-0.022249490022659357,-1.6837559265441815
+Dune,Norma Cenva,0.4278644323348999,0.3453006718812716,0.5005387663841248,1.3120403501803808,Dune,0.5233030319213867,0.778264812852435,0.555372953414917,2.386279260997153,-0.09543859958648682,-0.43296414097116337,-0.054834187030792236,-1.074238910816772
+Twilight,Senna,0.5137305855751038,0.7764955341732236,0.4481615424156189,0.0017553523032034,Twilight,0.5020114183425903,1.1654473847385365,0.5421069860458374,3.339938662868396,0.011719167232513428,-0.3889518505653129,-0.0939454436302185,-3.3381833105651926
+Twilight,Rebecca Black,0.4915410280227661,0.918700707863489,0.4832848310470581,0.2138217510688916,Twilight,0.4971699118614197,1.2935049089247452,0.517520546913147,3.558757023917906,-0.0056288838386535645,-0.3748042010612562,-0.03423571586608887,-3.344935272849014
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,0.5009537935256958,0.8650247165365152,0.5307431817054749,2.131904644327854,The Hitchhiker's Guide to the Galaxy,0.4902479350566864,1.2326925936283584,0.5304598212242126,2.1115138981949566,0.0107058584690094,-0.3676678770918431,0.00028336048126220703,0.020390746132897597
+Dune,Hayt,0.5157616138458252,1.1372734117655994,0.5824491381645203,3.2943028197495816,Dune,0.5623521208763123,1.488815995076424,0.5540022253990173,2.7630196330461185,-0.04659050703048706,-0.35154258331082455,0.02844691276550293,0.5312831867034631
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,0.4657743871212005,2.6638920729684443,0.546289324760437,1.816169121645537,The Hitchhiker's Guide to the Galaxy,0.5517412424087524,3.014383230731099,0.5583321452140808,5.972646482817048,-0.08596685528755194,-0.3504911577626548,-0.012042820453643799,-4.156477361171511
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.4920307099819183,6.379823034810391,0.5519132018089294,5.594354917271374,The Hitchhiker's Guide to the Galaxy,0.5289682745933533,6.720129576328287,0.5723767876625061,4.958258342843732,-0.03693756461143499,-0.3403065415178963,-0.02046358585357666,0.6360965744276417
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,0.4871600866317749,0.8266789267927431,0.5505149364471436,0.5544471130203781,The Hitchhiker's Guide to the Galaxy,0.5678676962852478,1.1610192491706892,0.5612878203392029,1.4139129371358898,-0.0807076096534729,-0.3343403223779461,-0.010772883892059326,-0.8594658241155118
+Twilight,Brady Fuller,0.414991170167923,0.2777492253670694,0.3972945213317871,0.2222973154747086,Twilight,0.4130733013153076,0.6068299589117829,0.4249446392059326,0.6052303750544059,0.0019178688526153564,-0.3290807335447135,-0.027650117874145508,-0.3829330595796973
+Dune,Pardot Kynes,0.5138195753097534,0.3631800161713162,0.54291170835495,0.1188006488069928,Dune,0.548527717590332,0.672247439672272,0.5399633049964905,0.0884621745392188,-0.03470814228057861,-0.3090674235009558,0.0029484033584594727,0.030338474267774
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,0.3952953815460205,0.2783315400326001,0.5313194990158081,1.1784301044494518,The Hitchhiker's Guide to the Galaxy,0.4955277740955353,0.5778292685825147,0.4897610247135162,0.6143910796859021,-0.10023239254951477,-0.29949772854991463,0.041558474302291926,0.5640390247635497
+Dune,Korba,0.5202980637550354,0.919296385613698,0.5151761174201965,1.1408700423282307,Dune,0.4850527346134186,1.211352121437672,0.5010478496551514,1.7559935864881495,0.03524532914161682,-0.2920557358239739,0.014128267765045166,-0.6151235441599188
+Dune,Tyekanik,0.4869306087493896,0.5850379611842363,0.5662058591842651,3.932007099913652,Dune,0.5200982689857483,0.8706128152474562,0.5710911154747009,1.0321123382009028,-0.0331676602363587,-0.2855748540632198,-0.004885256290435791,2.8998947617127495
+The Hitchhiker's Guide to the Galaxy,Caveman,0.4493281543254852,0.8532140394068194,0.4843088090419769,1.553444973821121,The Hitchhiker's Guide to the Galaxy,0.4620581865310669,1.1378235127068754,0.511817455291748,2.426670574784131,-0.01273003220558172,-0.28460947330005604,-0.027508646249771174,-0.8732256009630102
+Dune,Rhombur Vernius,0.4708586931228637,0.1710636479778642,0.5153435468673706,0.3311951378907922,Dune,0.5298475623130798,0.4492802922201242,0.5671092867851257,0.2153144695845419,-0.05898886919021612,-0.27821664424226,-0.05176573991775513,0.1158806683062503
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,0.4999342858791351,0.976077601788665,0.5409278273582458,1.6172071174414118,The Hitchhiker's Guide to the Galaxy,0.5057948231697083,1.244740878257223,0.5356009006500244,1.521336768726183,-0.005860537290573176,-0.2686632764685579,0.0053269267082214355,0.09587034871522881
+The Hitchhiker's Guide to the Galaxy,Haggunenons,0.4784274697303772,0.0611463148321988,0.5442502498626709,0.7159532413067194,The Hitchhiker's Guide to the Galaxy,0.5453197956085205,0.3291761873612753,0.5468650460243225,0.920699640644659,-0.06689232587814331,-0.2680298725290765,-0.0026147961616516113,-0.2047463993379396
+Dune,Mohandas Suk,0.4980094134807586,0.777807305732695,0.4519886970520019,0.0335985023101957,Dune,0.4978834688663482,1.0267002706159707,0.540614664554596,1.529749728452501,0.0001259446144104004,-0.24889296488327572,-0.08862596750259405,-1.4961512261423053
+The Hunger Games,Treech,0.4814959466457367,0.1205940027584875,0.5275515913963318,0.020602210904005,The Hunger Games,0.4770993590354919,0.3687356863387556,0.4976861178874969,0.1049643699751414,0.0043965876102448065,-0.24814168358026809,0.029865473508834894,-0.0843621590711364
+The Lord of the Rings,Peregrin Took,0.5051109790802002,0.0387485409175478,0.5279164910316467,0.014012182356224,The Lord of the Rings,0.5318484306335449,0.2692060335335933,0.5542590618133545,0.2374488441743688,-0.026737451553344727,-0.23045749261604548,-0.026342570781707764,-0.22343666181814478
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.4778609573841095,2.822516176868135,0.5188731551170349,6.296859603897407,The Hitchhiker's Guide to the Galaxy,0.5397637486457825,3.052210660958916,0.5244671106338501,6.27272596489698,-0.061902791261672974,-0.22969448409078108,-0.0055939555168151855,0.024133639000426754
+Dune,Schwangyu,0.5012314915657043,1.6685941357419745,0.5462884306907654,2.5507629847737583,Dune,0.5511276125907898,1.8958544366122756,0.5603456497192383,3.75076187459884,-0.04989612102508545,-0.22726030087030114,-0.0140572190284729,-1.1999988898250815
+Dune,Tyros Reffa,0.4748443067073822,0.6859880148079427,0.5335310101509094,0.5082867544066283,Dune,0.4846203923225403,0.8964724246466521,0.5130773186683655,0.7053993910320941,-0.009776085615158081,-0.21048440983870942,0.020453691482543945,-0.19711263662546585
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,0.4946290254592895,0.788683257973526,0.5325215458869934,1.4285529850515457,The Hitchhiker's Guide to the Galaxy,0.5036670565605164,0.995913763020436,0.5276214480400085,5.068278898090996,-0.009038031101226862,-0.20723050504690999,0.004900097846984863,-3.6397259130394497
+Twilight,Rachel Black,0.4595691263675689,0.2576749869769676,0.5207951068878174,0.0190418830757729,Twilight,0.4946772158145904,0.4461437557674763,0.5062205791473389,0.2900946600663232,-0.035108089447021484,-0.18846876879050867,0.014574527740478516,-0.27105277699055025
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.5088934302330017,4.318724304727283,0.5321364998817444,6.693953706336869,The Hitchhiker's Guide to the Galaxy,0.4827904403209686,4.507037385340246,0.4820026457309723,3.286594095395597,0.026102989912033137,-0.18831308061296337,0.050133854150772095,3.4073596109412714
+Dune,Ramallo,0.4951575994491577,0.9747248480575008,0.5169386267662048,0.7338078391350811,Dune,0.5678929090499878,1.154690518665489,0.5771474838256836,1.2469760206362497,-0.07273530960083008,-0.17996567060798818,-0.06020885705947876,-0.5131681815011686
+The Hunger Games,Lucretius Flickerman,0.4977657794952392,0.1629415961848473,0.5035482048988342,0.0133227253071535,The Hunger Games,0.4888031184673309,0.3311301477382859,0.5430733561515808,0.4712395986169309,0.008962661027908325,-0.16818855155343862,-0.03952515125274658,-0.4579168733097774
+Dune,Hedley Tuek,0.4864819049835205,0.7164396077823254,0.5281742215156555,1.6249834470605626,Dune,0.5025479197502136,0.8595255704490478,0.5215905904769897,1.2034179134975411,-0.016066014766693115,-0.14308596266672235,0.0065836310386657715,0.4215655335630215
+Dune,Glossu Rabban,0.5158686637878418,0.9112838441922432,0.5629866123199463,0.508575296527618,Dune,0.5129092931747437,1.0069395582773502,0.4982693493366241,0.8636006270233796,0.0029593706130981445,-0.09565571408510698,0.0647172629833222,-0.35502533049576157
+Dune,Irulan Corrino,0.5143793225288391,0.3348602584278514,0.5152375102043152,0.0094716067630267,Dune,0.5549029111862183,0.3883706492553182,0.5475248694419861,0.0924784031698652,-0.04052358865737915,-0.053510390827466836,-0.0322873592376709,-0.0830067964068385
+The Hunger Games,Palmyra Monty,0.487560361623764,1.3511176525859887,0.5095211863517761,6.760745934657895,The Hunger Games,0.4658852517604828,1.4012232545944838,0.5263291597366333,2.776145655403921,0.021675109863281194,-0.05010560200849512,-0.016807973384857178,3.984600279253974
+The Lord of the Rings,Túrin,0.5115970969200134,0.0049511909120823,0.5016611218452454,5.695012396675375e-07,The Lord of the Rings,0.5421173572540283,0.0429806611634024,0.5550504326820374,0.0017625311475901,-0.030520260334014893,-0.0380294702513201,-0.05338931083679199,-0.0017619616463504324
+The Lord of the Rings,Círdan,0.5244083404541016,0.0041011724128416,0.5692238807678223,0.0052680420482716,The Lord of the Rings,0.5649707317352295,0.0396925836048516,0.5829378366470337,0.0174921897736828,-0.04056239128112793,-0.03559141119201,-0.013713955879211426,-0.012224147725411201
+Dune,Leto I Atreides,0.4957177937030792,0.0713538467969338,0.5478718876838684,0.0030558619291654,Dune,0.5601571798324585,0.1023989904643914,0.5555311441421509,0.0417155261758025,-0.06443938612937927,-0.0310451436674576,-0.007659256458282471,-0.0386596642466371
+Twilight,Paul Lahote,0.4901941120624542,0.0053238377358169,0.5420800447463989,0.0003242660314437,Twilight,0.5150099992752075,0.0303382441467537,0.5465271472930908,0.0221356357462167,-0.024815887212753296,-0.0250144064109368,-0.0044471025466918945,-0.021811369714773002
+The Hunger Games,Casca Highbottom,0.4940409958362579,0.0587936886949867,0.4224543273448944,1.3918421137300102e-09,The Hunger Games,0.5193358063697815,0.067383490854419,0.5250967144966125,0.0839281652098627,-0.025294810533523615,-0.008589802159432301,-0.10264238715171814,-0.08392816381802058
+Twilight,Bree Tanner,0.4895860850811004,0.0027619723448355,0.5328367352485657,4.932456015088068e-07,Twilight,0.5580485463142395,0.0113079999916323,0.5131526589393616,0.0001464595674742,-0.0684624612331391,-0.0085460276467968,0.0196840763092041,-0.00014596632187269118
+Twilight,Kate,0.5082175731658936,0.0092909007967654,0.5042892098426819,3.1359330333416675e-06,Twilight,0.4700287282466888,0.011458645602367,0.522560179233551,0.0005613060321858,0.03818884491920477,-0.0021677448056016003,-0.01827096939086914,-0.0005581700991524582
+Harry Potter,Katie Bell,0.4919006526470184,0.0001769203239268,0.5337795615196228,9.19940473134516e-10,Harry Potter,0.5012985467910767,0.0004962681969855,0.5672582387924194,4.619072452139013e-05,-0.009397894144058283,-0.0003193478730587,-0.03347867727279663,-4.6189804580916995e-05
+The Hunger Games,Effie Trinket,0.5257339477539062,7.600320478722381e-05,0.5627817511558533,5.603280758866763e-09,The Hunger Games,0.5359324812889099,8.321606180910708e-05,0.5681807994842529,3.933899465304202e-14,-0.010198533535003662,-7.212857021883268e-06,-0.005399048328399658,5.60324141987211e-09
+The Lord of the Rings,Gollum,0.4888666868209839,9.018845864385908e-07,0.5417248010635376,2.7974571228520384e-07,The Lord of the Rings,0.4790458977222442,2.474754774110922e-28,0.5469645857810974,4.741465540436228e-07,0.00982078909873968,9.018845864385908e-07,-0.0052397847175598145,-1.9440084175841898e-07
+Twilight,Alec,0.4980205297470093,5.69776817895873e-05,0.5346221327781677,0.0001958884672121,Twilight,0.4573462605476379,3.3593638855767326e-08,0.5198443531990051,0.0005200181715442,0.04067426919937139,5.694408815073153e-05,0.014777779579162598,-0.00032412970433209995
+Twilight,James,0.4843384027481079,0.0001932872771006,0.5438632369041443,7.270975490567214e-08,Twilight,0.4569451510906219,1.873352245885299e-12,0.5209974050521851,5.469161351854039e-06,0.027393251657486017,0.00019328727522724775,0.02286583185195923,-5.396451596948367e-06
+The Lord of the Rings,Thorin II,0.5045325756072998,0.0007322934482175,0.5158685445785522,6.198932369864243e-14,The Lord of the Rings,0.5464227199554443,0.0004284126620413,0.575333297252655,0.0027267432030499,-0.04189014434814453,0.00030388078617619996,-0.05946475267410278,-0.0027267432029879106
+Twilight,Seth Clearwater,0.4928677082061767,0.0003410076353034,0.5481706857681274,1.3472232653530088e-08,Twilight,0.5169409513473511,5.498352064403032e-07,0.5414804816246033,5.633002374780094e-05,-0.024073243141174372,0.00034045780009695967,0.00669020414352417,-5.631655151514741e-05
+Twilight,Irina,0.470138281583786,0.0024579253265756,0.5045228004455566,1.5320277844471137e-05,Twilight,0.4536858797073364,0.0013092396599973,0.4939875900745392,0.0013506494225449,0.016452401876449585,0.0011486856665783,0.010535210371017456,-0.001335329144700429
+Twilight,Billy Black,0.5037399530410767,0.0011753254804401,0.5305846333503723,3.265647245663343e-08,Twilight,0.5093494057655334,2.3591983499352122e-07,0.5355236530303955,0.0005672443480786,-0.005609452724456787,0.0011750895606051066,-0.004939019680023193,-0.0005672116916061433
+Twilight,Peter,0.4881868064403534,0.0055139473766313,0.5223390460014343,3.571632622594117e-07,Twilight,0.477811336517334,0.0035910733978483,0.5113801956176758,8.112589315640874e-05,0.01037546992301941,0.0019228739787829998,0.010958850383758545,-8.076872989414934e-05
+Twilight,Nahuel,0.4806161224842071,0.0030237759400889,0.4974486529827118,4.074022142901286e-06,Twilight,0.487690657377243,3.267971768044545e-06,0.5109698176383972,0.0100261470848423,-0.007074534893035889,0.0030205079683208558,-0.013521164655685425,-0.010022073062699399
+Harry Potter,Cormac McLaggen,0.5016866326332092,0.0045685164798883,0.5371431112289429,4.969169167102703e-05,Harry Potter,0.5474498867988586,0.0013196453172605,0.5296474099159241,0.0006933806875067,-0.045763254165649414,0.0032488711626278,0.007495701313018799,-0.0006436889958356729
+The Lord of the Rings,Watcher in the Water,0.509591817855835,0.0042405603228484,0.5722002983093262,0.0050986009448787,The Lord of the Rings,0.58259117603302,0.0008455740605946,0.6002125144004822,0.0048471313602718,-0.07299935817718506,0.0033949862622538,-0.028012216091156006,0.00025146958460689917
+The Lord of the Rings,Gil-galad,0.5118858814239502,0.0068857499924548,0.5715324282646179,0.0005677095052421,The Lord of the Rings,0.6103127002716064,0.0028920199616459,0.5794858336448669,0.0144161097849405,-0.09842681884765625,0.0039937300308089,-0.007953405380249023,-0.0138484002796984
+The Lord of the Rings,Tom Bombadil,0.5555573105812073,0.0046206003765287,0.5867260694503784,0.0001369321232673,The Lord of the Rings,0.560651421546936,0.0005328502053433,0.5672776699066162,0.0005428128490563,-0.00509411096572876,0.004087750171185399,0.019448399543762207,-0.00040588072578900004
+Twilight,Leah Clearwater,0.5022733211517334,0.0041175914692589,0.5302123427391052,4.384355372214623e-07,Twilight,0.5080369710922241,8.0013803633786e-08,0.5539224147796631,0.0024517969115172,-0.005763649940490723,0.004117511455455266,-0.02371007204055786,-0.0024513584759799784
+Dune,Darwi Odrade,0.536483108997345,0.0083372774090292,0.551603376865387,8.973373912887733e-05,Dune,0.5547276735305786,0.002377769984988,0.5509737133979797,0.0001683148322433,-0.018244564533233643,0.0059595074240412,0.0006296634674072266,-7.858109311442267e-05
+The Lord of the Rings,Samwise Gamgee,0.516346275806427,0.0086353743028511,0.5517829060554504,6.587088113698992e-06,The Lord of the Rings,0.5425846576690674,3.937179946292413e-10,0.5823348760604858,0.0002485532633412,-0.02623838186264038,0.008635373909133106,-0.0305519700050354,-0.00024196617522750103
+The Hunger Games,Clemensia Dovecote,0.4968879520893097,0.0170611288397921,0.523499071598053,0.0001008222030743,The Hunger Games,0.5120881795883179,0.0047036399681221,0.5367035269737244,0.0222355032350336,-0.015200227499008179,0.01235748887167,-0.013204455375671387,-0.0221346810319593
+The Lord of the Rings,Bard,0.5050056576728821,0.0263558218554472,0.5294986367225647,3.8916732286303865e-05,The Lord of the Rings,0.5035655498504639,0.0116677526904767,0.5629619359970093,0.0031130032542259,0.0014401078224182129,0.0146880691649705,-0.03346329927444458,-0.003074086521939596
+The Lord of the Rings,Thranduil,0.5080153346061707,0.015795075382359,0.5616160035133362,0.0010448700161254,The Lord of the Rings,0.515102207660675,3.7983051277183866e-11,0.5661547780036926,0.0140890316963217,-0.0070868730545043945,0.01579507534437595,-0.004538774490356445,-0.0130441616801963
+The Lord of the Rings,Celeborn,0.5215296149253845,0.0167471083468386,0.5615239143371582,2.142140399366893e-05,The Lord of the Rings,0.4809964895248413,3.0929334752995546e-11,0.5626426339149475,0.00886908460637,0.04053312540054321,0.016747108315909264,-0.0011187195777893066,-0.008847663202376331
+The Lord of the Rings,Isildur,0.5210660099983215,0.0171125267976959,0.5709381103515625,0.0036278594316332,The Lord of the Rings,0.514318585395813,0.0002690887948658,0.54621821641922,0.0173277243707655,0.006747424602508545,0.0168434380028301,0.02471989393234253,-0.0136998649391323
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+Harry Potter,Vincent Crabbe,0.4900419116020202,0.019456977760415,0.5308857560157776,9.875276038060636e-07,Harry Potter,0.4622730612754822,1.1250639826776048e-08,0.5160602331161499,0.0004350931133402,0.02776885032653803,0.019456966509775173,0.014825522899627686,-0.00043410558573639396
+The Lord of the Rings,Radagast,0.506693422794342,0.0213537349432444,0.5546278357505798,1.0152234499330084e-06,The Lord of the Rings,0.5262231826782227,1.7547469280061835e-05,0.5205216407775879,2.6606774322600487e-05,-0.019529759883880615,0.021336187473964336,0.03410619497299194,-2.559155087266748e-05
+Twilight,Emily Young,0.4844948351383209,0.0241715203413158,0.5346267819404602,0.0071704607373847,Twilight,0.4843425154685974,5.8861067356876075e-08,0.4932059049606323,0.0021554370112846,0.00015231966972351074,0.024171461480248443,0.04142087697982788,0.005015023726100101
+Twilight,Tanya,0.4948145747184753,0.0279751042987792,0.5204833745956421,8.002467585252991e-06,Twilight,0.4598340392112732,3.2839210098507054e-15,0.511573314666748,9.316443602184018e-07,0.03498053550720209,0.027975104298775914,0.008910059928894043,7.0708232250345894e-06
+Twilight,Caius,0.5130079388618469,0.0324452166180314,0.5396819114685059,1.3461209166752e-05,Twilight,0.5032059550285339,0.004225557163603,0.5385996103286743,0.0044691226682601,0.009801983833312988,0.028219659454428402,0.001082301139831543,-0.004455661459093348
+The Hunger Games,Coral,0.5041736960411072,0.0364129919837355,0.5333076119422913,0.0004916603460607,The Hunger Games,0.4890300333499908,0.0080261692520166,0.5262603163719177,0.0648888114158943,0.015143662691116389,0.0283868227317189,0.007047295570373535,-0.0643971510698336
+Twilight,Jane,0.5112879276275635,0.0299260924886111,0.5439932942390442,2.910038324003551e-06,Twilight,0.4662284553050995,7.231129503729666e-06,0.498564600944519,7.089014437417576e-08,0.04505947232246399,0.02991886135910737,0.0454286932945252,2.839148179629375e-06
+Twilight,Demetri,0.5160878300666809,0.0362002180763083,0.5621719360351562,3.9644251217159456e-05,Twilight,0.5109078884124756,8.155717012021489e-05,0.545673668384552,0.0394128451447977,0.005179941654205322,0.03611866090618809,0.016498267650604248,-0.03937320089358054
+Dune,Jessica Atreides,0.4802019000053406,0.4161399961091878,0.4718683063983917,0.0930419518554409,Dune,0.4973728954792022,0.376441262810641,0.4970850646495819,0.4108089338864428,-0.01717099547386164,0.039698733298546784,-0.025216758251190186,-0.3177669820310019
+Dune,Shando Vernius,0.4806986451148987,0.7962298181287515,0.5127638578414917,0.5847123792064839,Dune,0.5465232133865356,0.7520822598278919,0.5261800289154053,0.8021177618208027,-0.06582456827163696,0.04414755830085959,-0.013416171073913574,-0.21740538261431885
+Dune,Siona Atreides,0.525655210018158,0.760034515851974,0.5492343306541443,0.1137882348869456,Dune,0.5566157698631287,0.7132382625515441,0.554270327091217,0.2215421654128753,-0.030960559844970703,0.04679625330042991,-0.005035996437072754,-0.1077539305259297
+Twilight,Riley Biers,0.4901560544967651,0.0527097632436116,0.5125524401664734,0.0001648423605823,Twilight,0.5229548811912537,0.0005162053381782,0.5178256630897522,0.0029624085757236,-0.03279882669448858,0.0521935579054334,-0.005273222923278809,-0.0027975662151413
+Twilight,Amun,0.507752001285553,0.0532664143586604,0.4271788001060486,2.712021848055028e-15,Twilight,0.4475617110729217,0.0002119297826385,0.5199306011199951,0.0018816264449106,0.06019029021263128,0.053054484576021896,-0.09275180101394653,-0.001881626444907888
+Dune,Quintinius Violet Chenoeh,0.4865981042385101,0.059151077314588,0.5501734614372253,0.0001830646333515,Dune,0.503670334815979,0.003929017584763,0.5365883708000183,0.0071388692042059,-0.017072230577468928,0.055222059729824996,0.013585090637207031,-0.0069558045708544005
+The Hunger Games,Mizzen,0.52642822265625,0.0647341297750277,0.4569679498672485,8.724480654851951e-09,The Hunger Games,0.4994212985038757,0.0027858218807353,0.5460163354873657,0.0096939378827912,0.027006924152374323,0.0619483078942924,-0.08904838562011724,-0.009693929158310544
+Dune,Tio Holtzman,0.5274263620376587,0.515163478282085,0.5471019148826599,0.023445820625701,Dune,0.5365378260612488,0.4520475765011633,0.5751590132713318,0.2024374726113764,-0.009111464023590088,0.06311590178092169,-0.028057098388671875,-0.1789916519856754
+Twilight,Jessica Stanley,0.4544233083724975,0.0662294271312639,0.5578256249427795,9.421336264408823e-05,Twilight,0.5203374624252319,2.209583549370973e-06,0.5668190717697144,0.0473474140753404,-0.06591415405273443,0.06622721754771453,-0.008993446826934814,-0.04725320071269631
+Twilight,Felix,0.5224718451499939,0.0693820901641001,0.5610885620117188,0.0005803898269925,Twilight,0.488877922296524,1.5009940594018296e-05,0.5447016954421997,0.0014592390895059,0.033593922853469904,0.06936708022350609,0.016386866569519043,-0.0008788492625134
+Twilight,Carmen,0.4952872097492218,0.0745045757995176,0.4914722442626953,0.0001590148750256,Twilight,0.4769243597984314,0.0020450478101498,0.529487669467926,0.0667213460788601,0.018362849950790405,0.07245952798936779,-0.03801542520523071,-0.0665623312038345
+Twilight,Huilen,0.4822165071964264,0.0970548485684503,0.4986706674098968,0.0099519003700454,Twilight,0.5121077299118042,0.0233117597090182,0.4981113970279693,0.0021069506874706,-0.029891222715377808,0.0737430888594321,0.0005592703819274902,0.007844949682574799
+Twilight,Eleazar,0.5092800259590149,0.0770331382266352,0.5318141579627991,0.0042686269341244,Twilight,0.4954434037208557,8.21575146284907e-06,0.5252564549446106,0.0046762128614364,0.01383662223815918,0.07702492247517236,0.0065577030181884766,-0.000407585927312
+Twilight,Mexican coven,0.4761538505554199,0.617374634753648,0.5001615285873413,0.279628874873398,Twilight,0.4998178482055664,0.5380650017431479,0.512706995010376,0.4692169152583046,-0.023663997650146484,0.07930963301050009,-0.012545466423034668,-0.18958804038490662
+Harry Potter,Padma Patil,0.4924223721027374,0.0811999984045298,0.5555651187896729,0.0015191952303639,Harry Potter,0.4872567057609558,6.378623810573792e-06,0.5460124611854553,0.0552383572989323,0.005165666341781616,0.08119361978071922,0.00955265760421753,-0.053719162068568395
+Twilight,Mike Newton,0.5011588335037231,0.141374825432708,0.5439550280570984,0.0013103557818105,Twilight,0.509818971157074,0.0566707227136515,0.5195896625518799,0.0013125449480526,-0.00866013765335083,0.08470410271905648,0.024365365505218506,-2.189166242100044e-06
+Harry Potter,Harry Potter,0.4443931877613067,0.087749434911205,0.4571187496185303,0.4741091192206796,Harry Potter,0.4013104438781738,2.3430883707773023e-302,0.4515830278396606,1.8861245582152952e-90,0.043082743883132935,0.087749434911205,0.005535721778869684,0.4741091192206796
+Twilight,Laurent,0.4904041588306427,0.0904030974613761,0.526269257068634,0.0005237260678788,Twilight,0.4753958880901336,0.0014116932360878,0.5218551158905029,0.0066333819862924,0.015008270740509089,0.08899140422528831,0.0044141411781311035,-0.0061096559184136
+The Lord of the Rings,Boromir,0.5241677165031433,0.1181406419667116,0.5525522828102112,0.0054846795923469,The Lord of the Rings,0.487245500087738,0.0267726651457569,0.5577863454818726,0.0760962279419869,0.03692221641540533,0.09136797682095471,-0.005234062671661377,-0.07061154834964
+Harry Potter,Hermione Granger,0.4517130553722381,0.0933303298809143,0.4399486184120178,0.4492240611908405,Harry Potter,0.3828257620334625,0.0,0.452903002500534,1.365026639534582e-49,0.06888729333877558,0.0933303298809143,-0.01295438408851618,0.4492240611908405
+Twilight,Marcus,0.4986763596534729,0.0955367626922656,0.5225239396095276,0.0002537160997281,Twilight,0.5242221355438232,0.0003123954626464,0.5059548616409302,0.0002575812630279,-0.025545775890350342,0.0952243672296192,0.016569077968597412,-3.865163299800038e-06
+Dune,Alef Burzmali,0.4665161967277527,0.982452391156567,0.5583000183105469,2.8614034158046757,Dune,0.5303556323051453,0.8859958499328504,0.5734409093856812,2.9636699586674617,-0.06383943557739258,0.09645654122371661,-0.015140891075134277,-0.10226654286278603
+Twilight,Garrett,0.4824860095977783,0.1012772571840393,0.5020184516906738,0.0170618728211953,Twilight,0.4718561172485351,0.000427357599277,0.5253652334213257,0.0422177982688839,0.01062989234924322,0.10084989958476229,-0.023346781730651855,-0.0251559254476886
+The Hunger Games,Katniss Everdeen,0.4845563769340515,0.1099882937826055,0.4817208051681518,1.510473580635784,The Hunger Games,0.4919271767139435,3.5075124594518224e-74,0.5602644085884094,3.947301730599182e-27,-0.007370799779891968,0.1099882937826055,-0.07854360342025762,1.510473580635784
+The Lord of the Rings,Balin,0.5085909962654114,0.1189396903892646,0.5512982606887817,0.000619367526984,The Lord of the Rings,0.5153865814208984,0.0037171150859989,0.5659844875335693,0.0089930416383406,-0.0067955851554870605,0.1152225753032657,-0.014686226844787598,-0.008373674111356599
+Dune,Dama,0.4721208810806274,0.6013867057595473,0.5488190054893494,1.4037338737375893,Dune,0.4485619664192199,0.4845491510995697,0.5121527910232544,0.7110396160190182,0.02355891466140747,0.11683755465997764,0.03666621446609497,0.6926942577185711
+The Lord of the Rings,Beorn,0.5323838591575623,0.4035582584195729,0.5768317580223083,0.0997077545284254,The Lord of the Rings,0.5743336081504822,0.2859192303420603,0.598109781742096,0.1540755443137909,-0.04194974899291992,0.11763902807751259,-0.021278023719787598,-0.054367789785365495
+Twilight,Tia,0.4881680905818939,0.121222893372583,0.5040939450263977,6.961811002554015e-05,Twilight,0.4475622475147247,0.0001213449980344,0.5206810235977173,0.1201431568196889,0.040605843067169245,0.1211015483745486,-0.01658707857131958,-0.12007353870966336
+The Lord of the Rings,Gríma,0.5452985763549805,0.1250742541756265,0.5739209651947021,0.0014445505754212,The Lord of the Rings,0.5414962768554688,0.0014040690327283,0.5831183195114136,0.0226204631359317,0.0038022994995117188,0.12367018514289821,-0.009197354316711426,-0.0211759125605105
+The Lord of the Rings,Gimli,0.5107972621917725,0.1344380169885839,0.5312908291816711,0.0010502826036163,The Lord of the Rings,0.4835466742515564,1.7847412999035477e-06,0.5416079163551331,0.0246381498587795,0.027250587940216064,0.134436232247284,-0.010317087173461914,-0.0235878672551632
+Dune,Serena Butler,0.5059524774551392,0.1368107426912096,0.5279148817062378,6.365008228406361e-05,Dune,0.5420154333114624,0.001153885083131,0.5333322882652283,0.0049335653498528,-0.03606295585632324,0.1356568576080786,-0.0054174065589904785,-0.004869915267568737
+Dune,Norma Cevna,0.504818320274353,0.9409330621425288,0.528740406036377,0.6579051343177426,Dune,0.5122960805892944,0.7993872527996245,0.5158432126045227,0.6773874968887998,-0.007477760314941406,0.14154580934290428,0.012897193431854248,-0.019482362571057288
+Twilight,Jared Cameron,0.4876453280448913,0.202755256826061,0.5355255603790283,0.0052561758728482,Twilight,0.5024563670158386,0.0557968494229464,0.5359641909599304,0.0320030351326334,-0.014811038970947321,0.14695840740311458,-0.0004386305809020996,-0.026746859259785205
+Twilight,Charlotte,0.475521981716156,0.2087086186847072,0.5121451616287231,0.0037026609804836,Twilight,0.5051864385604858,0.0596528866898714,0.5192722082138062,0.2376004493509231,-0.029664456844329834,0.1490557319948358,-0.007127046585083008,-0.23389778837043948
+Twilight,Sam Uley,0.4465399384498596,0.1580871110863526,0.4652275443077087,0.715707424161233,Twilight,0.5355950593948364,3.600960145056e-05,0.540189266204834,1.1542121422218382e-05,-0.0890551209449768,0.15805110148490203,-0.0749617218971253,0.7156958820398108
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,0.4581269919872284,1.1332647343625395,0.5268608331680298,1.5980802997919823,The Hitchhiker's Guide to the Galaxy,0.4566085934638977,0.9668784992035736,0.5390203595161438,2.0755742165154047,0.0015183985233306885,0.1663862351589659,-0.012159526348114014,-0.47749391672342245
+The Hunger Games,Festus Creed,0.5137855410575867,0.4488251552008332,0.4304147660732269,1.1489411666581085e-07,The Hunger Games,0.4831237196922302,0.2742316573049203,0.5206208825111389,0.3036459530122752,0.030661821365356445,0.17459349789591294,-0.09020611643791204,-0.30364583811815854
+The Lord of the Rings,Thráin II,0.5144786238670349,0.207425169155333,0.5409236550331116,0.101525871987325,The Lord of the Rings,0.5807884335517883,0.0296818214378983,0.5639391541481018,0.0503974339656662,-0.06630980968475342,0.1777433477174347,-0.023015499114990234,0.051128438021658805
+The Lord of the Rings,Éowyn,0.5037795305252075,0.361386855873899,0.5493127107620239,0.0015152985022966,The Lord of the Rings,0.5752246379852295,0.1766522094437725,0.5742315649986267,0.0361872465904922,-0.07144510746002197,0.18473464643012652,-0.024918854236602783,-0.034671948088195605
+Twilight,Zafrina,0.4987817406654358,0.2025233082579344,0.5411728620529175,0.0028857634549945,Twilight,0.5134309530258179,0.0060094369545604,0.5406683683395386,0.0198820398641118,-0.01464921236038208,0.196513871303374,0.0005044937133789062,-0.0169962764091173
+Twilight,Renesmee Cullen,0.4533692896366119,0.2003957739847295,0.449503093957901,0.6336242809830143,Twilight,0.497202605009079,3.8947510848525565e-11,0.4866980016231537,1.0830165529302885e-12,-0.043833315372467097,0.20039577394578198,-0.037194907665252686,0.6336242809819312
+The Lord of the Rings,Maedhros,0.5247319340705872,0.2123965678051731,0.5603326559066772,0.0002969941491448,The Lord of the Rings,0.5822654962539673,0.0118733455624457,0.5654446482658386,0.0303042822961876,-0.05753356218338013,0.2005232222427274,-0.005111992359161377,-0.0300072881470428
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4900446832180023,1.1360314227027488,0.4767529368400574,4.434786665064095,The Hitchhiker's Guide to the Galaxy,0.4678911566734314,0.9307606330728296,0.4485040605068207,5.86522394679092,0.022153526544570923,0.20527078962991918,0.028248876333236694,-1.4304372817268245
+Twilight,Kachiri,0.511444628238678,1.431598498390504,0.4789679944515228,0.1002454252921603,Twilight,0.5337878465652466,1.2243431248416543,0.5379436016082764,3.230076547233832,-0.022343218326568604,0.2072553735488496,-0.05897560715675354,-3.1298311219416717
+Dune,Zufa Cenva,0.4905062317848205,0.4587798233452558,0.5150262713432312,0.0418490094817323,Dune,0.5469627380371094,0.2514755578288763,0.5501323938369751,0.497377813153401,-0.056456506252288874,0.20730426551637948,-0.035106122493743896,-0.4555288036716687
+Dune,Daniel,0.5189328193664551,1.777215148070226,0.5223586559295654,0.8866722560686856,Dune,0.4878224730491638,1.5604541803826115,0.5150571465492249,2.135764787601336,0.03111034631729126,0.21676096768761455,0.007301509380340576,-1.2490925315326504
+Twilight,Vasilii,0.4976499378681183,1.2087148512733323,0.524995744228363,0.7252319602120292,Twilight,0.4868839085102081,0.9821019779920626,0.5375935435295105,1.6325823342779708,0.010766029357910212,0.22661287328126978,-0.012597799301147461,-0.9073503740659417
+Dune,Minotauros Atreides,0.4936800599098205,1.0926740097497365,0.5304136872291565,0.1683827785651912,Dune,0.4983564913272857,0.8598707847609885,0.5270689725875854,1.0406608076188153,-0.00467643141746521,0.23280322498874795,0.003344714641571045,-0.8722780290536241
+Twilight,Tyler Crowley,0.5106507539749146,0.3095111610422963,0.5545148253440857,0.0622954379124793,Twilight,0.5305580496788025,0.0755971518111978,0.5499755144119263,0.2944422307977792,-0.01990729570388794,0.2339140092310985,0.004539310932159424,-0.2321467928852999
+The Lord of the Rings,Thingol,0.4958104193210602,0.2436274625626812,0.5246247053146362,0.0049826164501031,The Lord of the Rings,0.5166316032409668,0.0077201613206518,0.5382469296455383,0.2264463580282318,-0.020821183919906616,0.2359073012420294,-0.0136222243309021,-0.2214637415781287
+Dune,Kwisatz Haderach,0.5288949608802795,0.6063077049825519,0.5786898732185364,0.003697619306239,Dune,0.527566134929657,0.3652673873188247,0.5783027410507202,0.6787766995793216,0.0013288259506225586,0.24104031766372724,0.0003871321678161621,-0.6750790802730826
+Harry Potter,Seamus Finnigan,0.4365192055702209,0.2414835028043452,0.4489688575267792,0.4189462516119065,Harry Potter,0.5138559937477112,6.541696306138895e-16,0.5381180644035339,2.4033985258907307e-06,-0.07733678817749029,0.24148350280434452,-0.08914920687675476,0.41894384821338065
+Dune,Shaddam Corrino IV,0.4909803569316864,0.4651901071166394,0.484107106924057,0.2707872922110672,Dune,0.4910401105880737,0.2161713518518647,0.5092676877975464,0.5253868339563927,-5.975365638727359e-05,0.24901875526477468,-0.02516058087348938,-0.25459954174532556
+Twilight,Benjamin,0.5235551595687866,0.2703467370796133,0.5271337032318115,1.699205690109834e-05,Twilight,0.5174652934074402,0.021134095012226,0.4865785241127014,8.920801700391271e-07,0.0060898661613464355,0.24921264206738733,0.04055517911911011,1.6099976731059215e-05
+Dune,Helena Atreides,0.4995802938938141,0.6356990969259351,0.54463130235672,0.2251058415891642,Dune,0.55311119556427,0.3863628588487818,0.5335257053375244,0.2456276973392827,-0.05353090167045593,0.24933623807715327,0.011105597019195557,-0.0205218557501185
+The Lord of the Rings,Ungoliant,0.5175648331642151,0.5045119669209628,0.5658931136131287,0.1311805506644553,The Lord of the Rings,0.524909496307373,0.2464164812303801,0.5736237168312073,0.7277688611379045,-0.007344663143157959,0.2580954856905827,-0.007730603218078613,-0.5965883104734492
+Dune,Moneo Atreides,0.4783799648284912,0.4628469607843391,0.5353717803955078,0.0102032453119768,Dune,0.5522628426551819,0.2040862951867797,0.5395599007606506,0.032820311689115,-0.07388287782669067,0.2587606655975594,-0.004188120365142822,-0.0226170663771382
+The Lord of the Rings,Fíli and Kíli,0.5192292332649231,0.2731083845726587,0.5307999849319458,3.5865667022029726e-06,The Lord of the Rings,0.5735980868339539,0.0009851667951868,0.5889543890953064,0.1636460379511975,-0.05436885356903076,0.2721232177774719,-0.058154404163360596,-0.1636424513844953
+The Lord of the Rings,Thrór,0.5086534023284912,0.3902141821370657,0.5392593145370483,0.0189457615107746,The Lord of the Rings,0.5830733180046082,0.1168014483449544,0.5529870390892029,0.0606224964542881,-0.07441991567611694,0.2734127337921113,-0.013727724552154541,-0.041676734943513497
+The Hunger Games,Haymitch Abernathy,0.4719663858413696,0.2746674204021431,0.4384087026119232,1.578231987325297,The Hunger Games,0.4491443932056427,1.2683325876099306e-41,0.5349822640419006,2.641567310653902e-21,0.022821992635726873,0.2746674204021431,-0.09657356142997742,1.578231987325297
+Twilight,Victoria,0.4694638848304748,0.2857169373512564,0.4436642229557037,0.6672516060492069,Twilight,0.4500223100185394,2.4296132185068976e-12,0.5165584683418274,4.3097260621781655e-09,0.019441574811935425,0.2857169373488268,-0.07289424538612371,0.6672516017394808
+The Hitchhiker's Guide to the Galaxy,Prak,0.3869447112083435,1.1668621031031616,0.5115901231765747,0.5061764822984539,The Hitchhiker's Guide to the Galaxy,0.4743108451366424,0.8805545389287109,0.5147708058357239,0.2908535552733367,-0.0873661339282989,0.2863075641744507,-0.00318068265914917,0.21532292702511724
+Dune,Alia Atreides,0.4822726249694824,0.5359149302021396,0.4800700843334198,0.3977599518639994,Dune,0.4886529445648193,0.2486703479700113,0.5153259038925171,0.6871300640953478,-0.0063803195953368586,0.28724458223212834,-0.03525581955909729,-0.28937011223134845
+The Lord of the Rings,Arwen,0.5305920243263245,0.3775532856238124,0.5569050312042236,0.0198458560674264,The Lord of the Rings,0.493246465921402,0.0876554934573564,0.531183660030365,0.2635930426979998,0.037345558404922485,0.289897792166456,0.025721371173858643,-0.24374718663057343
+The Hunger Games,Reaper Ash,0.495331734418869,0.2943598198840083,0.4755721688270569,4.42166229972471e-06,The Hunger Games,0.4778136610984802,0.0003236972647869,0.5199940204620361,0.0091448316415742,0.017518073320388794,0.29403612261922135,-0.04442185163497925,-0.009140409979274476
+The Lord of the Rings,Denethor II,0.5090440511703491,0.4427748040732883,0.5393776297569275,0.0150714007096932,The Lord of the Rings,0.5417104363441467,0.1426756873688543,0.5651096701622009,0.4485476149051312,-0.03266638517379761,0.300099116704434,-0.025732040405273438,-0.43347621419543797
+Dune,Murbella,0.5210418105125427,0.4673540113703712,0.5690101981163025,0.0237317653805878,Dune,0.5431306958198547,0.1647578209637947,0.5540927648544312,0.3209911285770032,-0.02208888530731201,0.3025961904065765,0.014917433261871338,-0.2972593631964154
+Twilight,Heidi,0.4885730743408203,0.3045840415013427,0.4366976916790008,5.880942816393087e-09,Twilight,0.4520511627197265,0.0001680023447723,0.471882551908493,0.0009332466402578,0.036521911621093806,0.3044160391565704,-0.03518486022949219,-0.0009332407593149836
+Twilight,Kebi,0.5147552490234375,0.3721088239934548,0.4482637941837311,6.781821117860223e-06,Twilight,0.4648018479347229,0.0602315246081563,0.5248673558235168,0.5233448042994691,0.0499534010887146,0.3118772993852985,-0.07660356163978577,-0.5233380224783512
+Twilight,Aro,0.4622293412685394,0.3203764627510057,0.4565318822860718,1.161789809079368,Twilight,0.4543935358524322,9.889850379521285e-13,0.5243455767631531,8.342864762593227e-07,0.007835805416107178,0.3203764627500167,-0.0678136944770813,1.1617889747928916
+Dune,Gaius Helen Mohiam,0.5053005814552307,0.5883202830516998,0.5277078747749329,0.486373662513295,Dune,0.526899516582489,0.2654334195320227,0.5729935765266418,1.7485603659038411,-0.0215989351272583,0.3228868635196771,-0.045285701751708984,-1.262186703390546
+Dune,Ziarenko Javid,0.4817750751972198,1.2164039946239296,0.412378579378128,0.003792379896148,Dune,0.467689573764801,0.8923458602015979,0.5024972558021545,0.9705700571787712,0.014085501432418768,0.32405813442233167,-0.09011867642402654,-0.9667776772826232
+Dune,Paulus Atreides,0.5223171710968018,0.5989475974585898,0.5316929817199707,0.503055581073807,Dune,0.5355798602104187,0.271578043577058,0.5614880919456482,0.4179249168729293,-0.013262689113616943,0.3273695538815318,-0.02979511022567749,0.08513066420087767
+Harry Potter,Bartemius Crouch Junior,0.4792044460773468,0.3325170388966956,0.4619598388671875,0.6034569700781027,Harry Potter,0.5438398122787476,2.068045174634521e-09,0.5474404096603394,1.3919049480481646e-09,-0.06463536620140076,0.3325170368286504,-0.08548057079315186,0.6034569686861978
+Dune,Victor Atreides,0.5053738355636597,0.8780493156250442,0.5219838619232178,0.6441260360836389,Dune,0.5181224346160889,0.5430793792140399,0.5632820129394531,1.9181918906205708,-0.0127485990524292,0.33496993641100425,-0.04129815101623535,-1.2740658545369319
+The Lord of the Rings,Shelob,0.5020247101783752,0.3466171382980677,0.5636788010597229,0.0397422885959737,The Lord of the Rings,0.5028041005134583,1.2144310358752952e-12,0.5753321647644043,0.2937028728612532,-0.0007793903350830078,0.34661713829685326,-0.011653363704681396,-0.25396058426527945
+The Lord of the Rings,Smaug,0.4648820757865906,0.3524463914799617,0.4800652265548706,1.3515472953976442,The Lord of the Rings,0.5015507340431213,5.0048383037670566e-12,0.5529960989952087,5.611996296469298e-07,-0.03666865825653076,0.3524463914749569,-0.07293087244033813,1.3515467341980145
+Harry Potter,Dean Thomas,0.4422601759433746,0.3565506139410043,0.4590863287448883,1.938231684929948,Harry Potter,0.4910069108009338,1.964056739711877e-21,0.5423886179924011,6.595244790795994e-09,-0.048746734857559204,0.3565506139410043,-0.08330228924751282,1.9382316783347031
+Dune,Leto Atreides II,0.435349702835083,0.3584839649690369,0.4671371281147003,1.162239077604367,Dune,0.5101075768470764,0.0009207827013981,0.5217192769050598,0.000183900062533,-0.07475787401199341,0.3575631822676388,-0.0545821487903595,1.162055177541834
+Dune,Scytale,0.5065829157829285,0.9726858826492012,0.533208966255188,0.0221545722323805,Dune,0.521210253238678,0.5930412116541532,0.5328407883644104,0.2677262583362687,-0.014627337455749512,0.37964467099504795,0.0003681778907775879,-0.2455716861038882
+The Hunger Games,Lysistrata Vickers,0.5213034749031067,0.3922486209001253,0.4561924338340759,3.3421247235283436e-10,The Hunger Games,0.530523419380188,0.0118625476820695,0.5598405003547668,0.0343174409523811,-0.009219944477081299,0.3803860732180558,-0.10364806652069092,-0.03431744061816863
+Dune,Leto Atreides I,0.4865462183952331,0.4045024875718957,0.4962663054466247,0.024227455622362,Dune,0.4105958044528961,0.0206977719287023,0.4836027324199676,0.50074308350192,0.07595041394233698,0.3838047156431934,0.012663573026657104,-0.476515627879558
+Dune,Mapes,0.4613449871540069,0.4332185225362724,0.542668879032135,0.9897316516413972,Dune,0.5276244282722473,0.0458423124801677,0.5413835644721985,2.2664236242419347,-0.06627944111824041,0.38737621005610473,0.0012853145599365234,-1.2766919726005375
+Twilight,Mary,0.4860509932041168,0.7267298526381508,0.4364092946052551,0.0079322244466564,Twilight,0.4660108685493469,0.3373203105847336,0.5035999417304993,0.5700600729471494,0.020040124654769897,0.3894095420534172,-0.06719064712524414,-0.562127848500493
+The Lord of the Rings,Lúthien,0.502149760723114,0.409620335566205,0.5771726965904236,0.0454235640070587,The Lord of the Rings,0.5956390500068665,0.0112333518610646,0.5993440747261047,0.0595055290157494,-0.09348928928375244,0.39838698370514036,-0.022171378135681152,-0.014081965008690703
+Dune,Jehanne Butler,0.4977191984653473,1.160610281011882,0.5291381478309631,0.3361658627024659,Dune,0.5041056871414185,0.7578706297314075,0.511239230632782,0.7765911703854489,-0.006386488676071167,0.4027396512804744,0.017898917198181152,-0.440425307682983
+The Hunger Games,Alma Coin,0.4886846244335174,0.468572036166586,0.5130079388618469,2.4837320395148105e-05,The Hunger Games,0.5310269594192505,0.0579975632837664,0.507499635219574,0.0027280961559054,-0.04234233498573309,0.41057447288281956,0.005508303642272949,-0.0027032588355102517
+Dune,Raquella Berto-Anirul,0.4950067400932312,0.6736190323678809,0.5390993356704712,0.2187400306732795,Dune,0.5327244997024536,0.2562112091315427,0.5556399822235107,1.244242900357726,-0.03771775960922241,0.4174078232363382,-0.01654064655303955,-1.0255028696844466
+Twilight,Sue Clearwater,0.5133580565452576,0.4495958995794494,0.5527017712593079,0.0077884962486747,Twilight,0.5145647525787354,0.0258926919519143,0.5306036472320557,0.012183993251342,-0.0012066960334777832,0.4237032076275351,0.022098124027252197,-0.0043954970026672995
+The Lord of the Rings,Melian,0.5110530853271484,0.907273705024486,0.558221161365509,0.6104079360669264,The Lord of the Rings,0.568642795085907,0.4820294146165659,0.5772488117218018,0.5859594915320728,-0.057589709758758545,0.4252442904079201,-0.019027650356292725,0.02444844453485362
+Twilight,Charlie Swan,0.4213856756687164,0.4498903362913304,0.4323393404483795,1.666027704785033,Twilight,0.50819993019104,1.7029831075784686e-20,0.5111526250839233,1.0789891481000245e-15,-0.08681425452232366,0.4498903362913304,-0.07881328463554382,1.6660277047850318
+Dune,Bijaz,0.5071148872375488,0.6462591931943981,0.5156342387199402,0.0504894065961158,Dune,0.500070333480835,0.194777491022945,0.5213509202003479,0.9725980765421376,0.007044553756713867,0.45148170217145306,-0.005716681480407715,-0.9221086699460218
+The Hunger Games,Livia Cardew,0.4863074123859405,1.0567839430066268,0.43594691157341,0.0002431795767737,The Hunger Games,0.4969425797462463,0.601184000557319,0.5460469126701355,1.993355810689457,-0.010635167360305786,0.4555999424493078,-0.11010000109672552,-1.9931126311126834
+Twilight,Ephraim Black,0.4526848793029785,0.5033109066451074,0.5182806849479675,0.0905480977732796,Twilight,0.495035707950592,0.0450036994060215,0.5283763408660889,0.9754689028889536,-0.04235082864761347,0.45830720723908586,-0.010095655918121338,-0.8849208051156741
+Dune,Jamis,0.4976398944854736,0.4601588857393504,0.5307971239089966,0.0620733998485597,Dune,0.4380188286304474,4.0357943122665017e-08,0.5405598878860474,0.0628581234073116,0.05962106585502619,0.4601588453814073,-0.009762763977050781,-0.0007847235587519
+The Lord of the Rings,Bilbo Baggins,0.4849622249603271,0.4667388614757454,0.4552127122879028,1.5087656836859384,The Lord of the Rings,0.4778127372264862,5.997080118325448e-93,0.5490546822547913,5.605650315565308e-07,0.007149487733840887,0.4667388614757454,-0.09384196996688848,1.508765123120907
+Twilight,Lauren Mallory,0.4392404556274414,0.4852898117353846,0.550056517124176,0.0953384896121278,Twilight,0.5076858997344971,0.0148204148834229,0.5188787579536438,1.9971218720906192,-0.06844544410705566,0.4704693968519617,0.031177759170532227,-1.9017833824784913
+Harry Potter,Ronald Weasley,0.4654512703418731,0.4721455504174071,0.4626748859882355,0.1901574130328153,Harry Potter,0.4568961858749389,3.0121077517168323e-67,0.4556145966053009,1.5991470488320035e-30,0.008555084466934204,0.4721455504174071,0.00706028938293457,0.1901574130328153
+Dune,Vorian Atreides,0.4654883146286011,0.4810919510127356,0.461676150560379,0.6263714752302175,Dune,0.5141591429710388,1.5746219723473062e-11,0.5186734795570374,2.5327050753729173e-14,-0.048670828342437744,0.48109195099698937,-0.05699732899665838,0.6263714752301922
+Dune,Liet Kynes,0.5239098072052002,1.0709727789405448,0.5483620166778564,0.3553751776220851,Dune,0.5779098868370056,0.5893175192449547,0.5671825408935547,0.5113138194072281,-0.05400007963180542,0.4816552596955901,-0.018820524215698242,-0.155938641785143
+Twilight,Quil Ateara V,0.5131765604019165,0.5332838435645686,0.5482388138771057,0.0046602708874737,Twilight,0.5615991950035095,0.0493345792024236,0.5382692217826843,0.0347674485236213,-0.04842263460159302,0.48394926436214497,0.009969592094421387,-0.0301071776361476
+The Lord of the Rings,Legolas,0.449033111333847,0.4938407484802042,0.4525555372238159,0.7749630835867346,The Lord of the Rings,0.5186892151832581,4.7944220802678974e-24,0.583724319934845,2.8502492893339547e-09,-0.06965610384941107,0.4938407484802042,-0.13116878271102905,0.7749630807364853
+Dune,Alma Mavis Taraza,0.5058012008666992,1.3960892703791925,0.4692151844501495,0.0009345553339762,Dune,0.5149604678153992,0.8999436439874243,0.5610169768333435,0.9030535975180288,-0.009159266948699951,0.4961456263917682,-0.09180179238319403,-0.9021190421840526
+Harry Potter,Angelina Johnson,0.4544048607349396,0.4981234406919799,0.4686422944068908,0.4752837056976108,Harry Potter,0.4537081718444824,1.8427468955960171e-16,0.4713198542594909,9.816952547824026e-11,0.0006966888904571533,0.4981234406919797,-0.0026775598526000977,0.4752837055994413
+Dune,Gurney Halleck,0.5444483160972595,0.5339192887295017,0.5520815253257751,0.0189497470896588,Dune,0.4746912121772766,0.0132546012270145,0.5403727293014526,0.0163296967836743,0.06975710391998291,0.5206646875024872,0.01170879602432251,0.0026200503059845004
+The Lord of the Rings,Meriadoc Brandybuck,0.5133464932441711,0.5250487917458937,0.550666332244873,0.0315829500147008,The Lord of the Rings,0.5441402792930603,0.0021317408663048,0.562679648399353,0.6799241297925943,-0.03079378604888916,0.5229170508795888,-0.01201331615447998,-0.6483411797778935
+Dune,Hwi Noree,0.5152681469917297,1.0109310615941849,0.5379900336265564,0.1518654640025657,Dune,0.5299132466316223,0.4767344742662933,0.5516391396522522,0.8540949176886722,-0.014645099639892578,0.5341965873278915,-0.0136491060256958,-0.7022294536861065
+The Hitchhiker's Guide to the Galaxy,God,0.4983585476875305,2.80915199636638,0.5157172679901123,3.0529506712113665,The Hitchhiker's Guide to the Galaxy,0.538847804069519,2.2596122948759985,0.5220323801040649,1.4293852203350672,-0.040489256381988525,0.5495397014903816,-0.006315112113952637,1.6235654508762993
+Dune,Xavier Harkonnen,0.5392778515815735,0.6381818425165202,0.5134580135345459,0.0014583260076786,Dune,0.5171380639076233,0.0743896149171771,0.5296557545661926,0.026693979818351,0.022139787673950195,0.5637922275993431,-0.01619774103164673,-0.0252356538106724
+Dune,Miles Teg,0.557686984539032,0.6657775249077086,0.5225208401679993,0.0391958714219403,Dune,0.5230474472045898,0.0899397912265296,0.5156404376029968,0.1163706711457741,0.03463953733444214,0.575837733681179,0.006880402565002441,-0.07717479972383379
+Dune,Ghanima Atreides,0.4968699812889099,0.8369040135915626,0.5,0.0190412889652953,Dune,0.5155541300773621,0.2499762320736255,0.5028332471847534,0.453167202126176,-0.01868414878845215,0.5869277815179371,-0.002833247184753418,-0.4341259131608807
+Twilight,Embry Call,0.4736196398735046,0.6357518729027831,0.5026254653930664,0.0012737631569219,Twilight,0.4495475590229034,1.2256301981221556e-05,0.5312647819519043,0.1356989120483769,0.024072080850601196,0.6357396166008019,-0.02863931655883789,-0.134425148891455
+Dune,Liet-Kynes,0.5251116156578064,0.7487577307844114,0.544280469417572,1.1512298258502456,Dune,0.4854009747505188,0.1085691714704211,0.5855634212493896,0.9576363986833852,0.0397106409072876,0.6401885593139903,-0.04128295183181763,0.19359342716686034
+The Lord of the Rings,Théoden,0.5182898044586182,0.7738611620859397,0.5532655715942383,0.0117856317736442,The Lord of the Rings,0.5545390844345093,0.1281139861151609,0.562267005443573,0.0641638199573162,-0.03624927997589111,0.6457471759707788,-0.009001433849334717,-0.05237818818367199
+Dune,Marcus Claire Luyseyal,0.4881881177425384,1.7373048076086937,0.5107654929161072,2.478274282387815,Dune,0.4626936614513397,1.0868284645373023,0.5031079053878784,1.939214834068864,0.025494456291198675,0.6504763430713913,0.00765758752822876,0.5390594483189513
+Dune,Lucilla,0.5099300146102905,1.401826511542328,0.5361635088920593,0.4152892026386919,Dune,0.5077373385429382,0.7368252249282593,0.5373562574386597,1.3430112354343922,0.002192676067352295,0.6650012866140688,-0.0011927485466003418,-0.9277220327957003
+The Lord of the Rings,Saruman,0.4527406990528106,0.6746712656900681,0.482961505651474,3.480506052068393,The Lord of the Rings,0.4671428799629211,5.896204108889357e-98,0.5533922910690308,1.1844731084685679e-11,-0.014402180910110474,0.6746712656900681,-0.07043078541755676,3.480506052056548
+The Hitchhiker's Guide to the Galaxy,Lintilla,0.4855124652385711,1.233854575936455,0.5066788196563721,0.1356336097707527,The Hitchhiker's Guide to the Galaxy,0.5287073850631714,0.558869123703348,0.5504475831985474,0.5872657301781092,-0.043194919824600275,0.674985452233107,-0.04376876354217529,-0.45163212040735656
+Twilight,Eric Yorkie,0.500085711479187,0.7050694621904712,0.5122127532958984,0.0416485098261703,Twilight,0.4972875118255615,0.0263127727884052,0.5217227935791016,0.016041407862509,0.0027981996536254883,0.678756689402066,-0.009510040283203125,0.0256071019636613
+Dune,Harah,0.4790497124195099,0.7169978842049008,0.5105242133140564,0.0005540146539405,Dune,0.4883544445037842,0.0001861030552235,0.5431880950927734,0.117351796543035,-0.009304732084274292,0.7168117811496774,-0.03266388177871704,-0.1167977818890945
+The Hunger Games,Felix Ravinstill,0.5016847252845764,2.291929646798982,0.4419227540493011,0.0122104275031614,The Hunger Games,0.5140994787216187,1.570545047804901,0.5395987629890442,1.752262925950918,-0.012414753437042236,0.721384598994081,-0.0976760089397431,-1.7400524984477566
+The Lord of the Rings,Glaurung,0.5107595324516296,1.0976330498120732,0.5491192936897278,0.2809735471299492,The Lord of the Rings,0.5535544753074646,0.3629630472734391,0.5826680660247803,0.8313548871362959,-0.04279494285583496,0.7346700025386341,-0.03354877233505249,-0.5503813400063466
+Dune,Duncan Idaho,0.4306022822856903,0.7432827616520465,0.4569325149059295,0.985797118046122,Dune,0.4661685228347778,7.297284294208589e-05,0.4469107091426849,0.000229876418894,-0.03556624054908747,0.7432097888091045,0.010021805763244629,0.985567241627228
+The Lord of the Rings,Morgoth,0.4952822923660278,0.7517437502222779,0.5033573508262634,3.605734869013335,The Lord of the Rings,0.5276913642883301,5.316404165253476e-17,0.5421412587165833,1.5246684081734516e-13,-0.0324090719223023,0.7517437502222779,-0.038783907890319824,3.6057348690131827
+The Hunger Games,Dill,0.4879874885082245,0.9374200025446748,0.4474625587463379,0.0008715085921698,The Hunger Games,0.510287880897522,0.1673106770659258,0.5264093279838562,0.3645071642658643,-0.022300392389297485,0.770109325478749,-0.07894676923751831,-0.36363565567369455
+Dune,Hasimir Fenring,0.5153005123138428,1.5385246976002915,0.5507274270057678,1.985205607864301,Dune,0.5189106464385986,0.7464248043860787,0.5208718776702881,1.5108144082637671,-0.0036101341247558594,0.7920998932142128,0.029855549335479736,0.4743911996005339
+The Lord of the Rings,Aragorn II,0.5159305930137634,0.8487244291573735,0.4953894317150116,2.043826256497426,The Lord of the Rings,0.5183244943618774,1.4765109316005042e-08,0.5439724326133728,6.747405139781331e-12,-0.0023939013481140137,0.8487244143922641,-0.048583000898361206,2.0438262564906786
+Dune,Thufir Hawat,0.5405481457710266,0.892894372436974,0.5702359080314636,0.0228922649099119,Dune,0.4564379751682281,0.0023243158719375,0.5546550154685974,0.0420107217075216,0.08411017060279852,0.8905700565650365,0.015580892562866211,-0.0191184567976097
+Dune,Kailea Vernius,0.5006990432739258,1.2819557902143066,0.5422921180725098,0.5114421845178385,Dune,0.5170943737030029,0.3752516692902247,0.5739883184432983,0.7558099218848111,-0.01639533042907715,0.9067041209240819,-0.031696200370788574,-0.2443677373669726
+Harry Potter,Rita Skeeter,0.4587719142436981,0.9114597085491148,0.4738492369651794,1.0104308133364373,Harry Potter,0.4429920613765716,2.1620884269442426e-18,0.5543853044509888,5.9324980022154e-07,0.01577985286712652,0.9114597085491148,-0.08053606748580938,1.010430220086637
+The Hunger Games,Coriolanus Snow,0.4579843580722809,0.9129836935607708,0.4332753419876098,1.7283589187069268,The Hunger Games,0.4886925816535949,1.7029677076940517e-18,0.518031120300293,7.187736589710056e-17,-0.03070822358131403,0.9129836935607708,-0.08475577831268316,1.7283589187069268
+Twilight,Sasha,0.5193257927894592,1.3981505767285414,0.4952841997146606,0.0391430500603783,Twilight,0.4636020064353943,0.434826142440545,0.5213740468025208,0.3945277143916048,0.05572378635406494,0.9633244342879963,-0.026089847087860163,-0.3553846643312265
+Dune,Lady Jessica,0.527129590511322,1.0146471545741351,0.4561772346496582,0.0774615841061969,Dune,0.4113405346870422,0.0023579364569927,0.5031242370605469,0.5388505817298004,0.11578905582427984,1.0122892181171423,-0.04694700241088867,-0.46138899762360347
+Dune,Paul Atreides,0.475263386964798,1.0560189280223136,0.4689085483551025,0.6532529036219028,Dune,0.4406875669956207,2.358466546337092e-14,0.4551504552364349,2.737971189246936e-07,0.034575819969177246,1.05601892802229,0.013758093118667603,0.6532526298247838
+The Lord of the Rings,Celebrimbor,0.5067253708839417,1.057553330185533,0.5297908186912537,4.509701427063241,The Lord of the Rings,0.516136646270752,1.3411937602809202e-06,0.5013521313667297,5.955852752708689e-11,-0.009411275386810303,1.0575519889917728,0.028438687324523926,4.509701427003683
+Harry Potter,Myrtle Warren,0.4804550409317016,1.0701752161855695,0.4709806740283966,2.919664660674945,Harry Potter,0.508208155632019,1.076582645255686e-05,0.5474299788475037,2.642506336340502e-06,-0.02775311470031744,1.070164450359117,-0.07644930481910706,2.9196620181686086
+Twilight,J. Jenks,0.5021610856056213,1.1749364426276203,0.5415865182876587,0.0636886270483935,Twilight,0.5219054818153381,0.094675581562965,0.5259211659431458,0.0063786709959909,-0.019744396209716797,1.0802608610646554,0.01566535234451294,0.05730995605240259
+Dune,Feyd-Rautha Harkonnen,0.5162959694862366,1.1772004111068048,0.4807954728603363,0.3885420702506556,Dune,0.5048120021820068,0.0491797741805462,0.5505842566490173,0.2825709889059585,0.011483967304229736,1.1280206369262586,-0.06978878378868103,0.10597108134469713
+The Lord of the Rings,Frodo Baggins,0.4845083951950073,1.1586468251538449,0.4625139534473419,1.4225173697938494,The Lord of the Rings,0.4864082634449005,2.1745984994112282e-17,0.5676297545433044,1.848452970455668e-08,-0.0018998682498931885,1.1586468251538449,-0.10511580109596252,1.4225173513093197
+Dune,Wellington Yueh,0.5484734773635864,1.4385439187818103,0.5203583240509033,0.0994703658148618,Dune,0.4970987439155578,0.2325143240007675,0.5185472369194031,0.2033587989177272,0.05137473344802862,1.2060295947810429,0.0018110871315002441,-0.10388843310286541
+The Lord of the Rings,Éomer,0.5233268737792969,1.31307278010033,0.5731189846992493,0.0120439070935844,The Lord of the Rings,0.569170355796814,0.066327741860287,0.5846097469329834,0.0604223548725145,-0.04584348201751709,1.246745038240043,-0.01149076223373413,-0.048378447778930106
+The Lord of the Rings,Treebeard,0.5185574889183044,1.2924189206223544,0.5584478378295898,0.0426045557781971,The Lord of the Rings,0.4938358664512634,0.0103694590954731,0.5689936876296997,0.3546676867674176,0.024721622467041016,1.2820494615268814,-0.010545849800109863,-0.3120631309892205
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,0.498556911945343,2.340850178909282,0.5353698134422302,2.77695805865376,The Hitchhiker's Guide to the Galaxy,0.518623411655426,1.0481372819919772,0.5506841540336609,3.3942237237839783,-0.020066499710083008,1.292712896917305,-0.015314340591430664,-0.6172656651302182
+The Lord of the Rings,Shadowfax,0.5600701570510864,3.11919735731716,0.5659462809562683,1.640608785919145,The Lord of the Rings,0.6224778294563293,1.7175942891378289,0.6148388385772705,1.9714219260473624,-0.06240767240524292,1.4016030681793312,-0.0488925576210022,-0.3308131401282175
+The Lord of the Rings,Halbarad,0.5402034521102905,1.5555165009375898,0.5443882346153259,0.9193734631361064,The Lord of the Rings,0.4990382194519043,0.1382394741821053,0.5650730133056641,1.5125902145942676,0.04116523265838623,1.4172770267554844,-0.020684778690338135,-0.5932167514581612
+Dune,Logno,0.5146032571792603,1.9106249426370372,0.5130771398544312,0.2751950568614628,Dune,0.5045991539955139,0.4669420713972166,0.523835301399231,1.217815646928167,0.010004103183746338,1.4436828712398206,-0.010758161544799805,-0.9426205900667042
+The Lord of the Rings,Sauron,0.4608953893184662,1.53141237184999,0.4845940172672272,3.1077663702399985,The Lord of the Rings,0.4822040498256683,1.5777603004678571e-62,0.5719515085220337,1.2221334063712123e-19,-0.021308660507202093,1.53141237184999,-0.08735749125480652,3.1077663702399985
+The Lord of the Rings,Galadriel,0.4836136102676391,1.6749693381935893,0.4992484152317047,3.2063685807969784,The Lord of the Rings,0.5415364503860474,4.372329747200607e-11,0.5580785274505615,7.375608451744264e-10,-0.05792284011840826,1.674969338149866,-0.05883011221885681,3.2063685800594177
+The Lord of the Rings,Gandalf,0.4683649241924286,1.8641340440344576,0.479445606470108,2.943566129836775,The Lord of the Rings,0.4894548654556274,3.482748800879476e-39,0.5559438467025757,8.537526913583036e-14,-0.021089941263198797,1.8641340440344576,-0.0764982402324677,2.9435661298366895
+The Lord of the Rings,Elrond,0.4814432561397552,1.9066771373142477,0.4988417327404022,2.981981024107577,The Lord of the Rings,0.5360152721405029,2.839668591472706e-05,0.5335156321525574,1.633587481324431e-05,-0.054572016000747736,1.906648740628333,-0.03467389941215515,2.9819646882327637
+The Lord of the Rings,Khamûl,0.5237871408462524,2.43887942795052,0.5735595226287842,0.1545603458683955,The Lord of the Rings,0.5351359248161316,0.4660404983610751,0.5849636793136597,1.381356707874084,-0.01134878396987915,1.9728389295894448,-0.011404156684875488,-1.2267963620056885
+The Lord of the Rings,Faramir,0.4891777634620666,1.9933056139062688,0.4946576356887817,1.0009769697555702,The Lord of the Rings,0.4902814328670501,1.67007031583667e-22,0.5523663759231567,4.15414819828084e-05,-0.0011036694049835205,1.9933056139062688,-0.057708740234375056,1.0009354282735874
+Twilight,Harry Clearwater,0.5209450721740723,2.484474152342066,0.5603581666946411,0.2954096021337358,Twilight,0.534866988658905,0.1401510615761508,0.5757616758346558,1.7593148768518931,-0.013921916484832764,2.3443230907659154,-0.015403509140014648,-1.4639052747181573
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.4171024262905121,2.9120419274441147,0.5268067121505737,0.4504755133943672,The Hitchhiker's Guide to the Galaxy,0.524772584438324,0.4754265145147631,0.5391592383384705,1.6993015589938314,-0.10767015814781189,2.436615412929352,-0.012352526187896729,-1.2488260455994642
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,0.4984708130359649,2.5810864289806434,0.529952347278595,0.4140006520024565,The Hitchhiker's Guide to the Galaxy,0.4938448667526245,0.0661239444775259,0.5206273794174194,0.1932430384039708,0.004625946283340399,2.5149624845031173,0.009324967861175537,0.2207576135984857
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.5063257217407227,4.814829618872357,0.5402927994728088,1.1890879353641042,The Hitchhiker's Guide to the Galaxy,0.5064576864242554,1.4415529324090486,0.5332200527191162,2.406554908545643,-0.00013196468353271484,3.373276686463309,0.007072746753692627,-1.2174669731815388
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5712370276451111,10.386016033098292,0.5231562852859497,2.245254897374209,The Hitchhiker's Guide to the Galaxy,0.5403741002082825,3.0068773709123358,0.551992654800415,8.413546322822135,0.030862927436828613,7.379138662185956,-0.028836369514465332,-6.168291425447927
diff --git a/ressources/data/total_comparisson/normal_eval2_comparisonwF.csv b/ressources/data/total_comparisson/normal_eval2_comparisonwF.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4d2d8c8eaa6d34566f42bd122359b7af34fe99ce
--- /dev/null
+++ b/ressources/data/total_comparisson/normal_eval2_comparisonwF.csv
@@ -0,0 +1,312 @@
+Book_1,Character,F1_1,h_1,wF1_1,wh_1,Book_2,F1_2,h_2,wF1_2,wh_2,F1c,hc,wF1c,whc
+The Lord of the Rings,Legolas,0.449033111333847,0.4938407484802042,0.4525555372238159,0.7749630835867346,The Lord of the Rings,0.5186892151832581,4.7944220802678974e-24,0.583724319934845,2.8502492893339547e-09,-0.06965610384941107,0.4938407484802042,-0.13116878271102905,0.7749630807364853
+Dune,Tylwyth Waff,0.509412407875061,1.1437715938563466,0.451562762260437,0.058983343730529,Dune,0.5559523701667786,1.7187419585481665,0.5639292001724243,1.6008048102770898,-0.04653996229171753,-0.5749703646918198,-0.1123664379119873,-1.5418214665465608
+The Hunger Games,Livia Cardew,0.4863074123859405,1.0567839430066268,0.43594691157341,0.0002431795767737,The Hunger Games,0.4969425797462463,0.601184000557319,0.5460469126701355,1.993355810689457,-0.010635167360305786,0.4555999424493078,-0.11010000109672552,-1.9931126311126834
+The Lord of the Rings,Frodo Baggins,0.4845083951950073,1.1586468251538449,0.4625139534473419,1.4225173697938494,The Lord of the Rings,0.4864082634449005,2.1745984994112282e-17,0.5676297545433044,1.848452970455668e-08,-0.0018998682498931885,1.1586468251538449,-0.10511580109596252,1.4225173513093197
+The Hunger Games,Lysistrata Vickers,0.5213034749031067,0.3922486209001253,0.4561924338340759,3.3421247235283436e-10,The Hunger Games,0.530523419380188,0.0118625476820695,0.5598405003547668,0.0343174409523811,-0.009219944477081299,0.3803860732180558,-0.10364806652069092,-0.03431744061816863
+The Hunger Games,Casca Highbottom,0.4940409958362579,0.0587936886949867,0.4224543273448944,1.3918421137300102e-09,The Hunger Games,0.5193358063697815,0.067383490854419,0.5250967144966125,0.0839281652098627,-0.025294810533523615,-0.008589802159432301,-0.10264238715171814,-0.08392816381802058
+The Hunger Games,Felix Ravinstill,0.5016847252845764,2.291929646798982,0.4419227540493011,0.0122104275031614,The Hunger Games,0.5140994787216187,1.570545047804901,0.5395987629890442,1.752262925950918,-0.012414753437042236,0.721384598994081,-0.0976760089397431,-1.7400524984477566
+The Hunger Games,Vipsania Sickle,0.4687986373901367,0.6673281913400538,0.4317727088928222,0.0093496491249441,The Hunger Games,0.494323194026947,1.5781923253593952,0.5286621451377869,2.421608415197159,-0.025524556636810303,-0.9108641340193414,-0.09688943624496466,-2.4122587660722146
+The Hunger Games,Haymitch Abernathy,0.4719663858413696,0.2746674204021431,0.4384087026119232,1.578231987325297,The Hunger Games,0.4491443932056427,1.2683325876099306e-41,0.5349822640419006,2.641567310653902e-21,0.022821992635726873,0.2746674204021431,-0.09657356142997742,1.578231987325297
+Twilight,Senna,0.5137305855751038,0.7764955341732236,0.4481615424156189,0.0017553523032034,Twilight,0.5020114183425903,1.1654473847385365,0.5421069860458374,3.339938662868396,0.011719167232513428,-0.3889518505653129,-0.0939454436302185,-3.3381833105651926
+The Lord of the Rings,Bilbo Baggins,0.4849622249603271,0.4667388614757454,0.4552127122879028,1.5087656836859384,The Lord of the Rings,0.4778127372264862,5.997080118325448e-93,0.5490546822547913,5.605650315565308e-07,0.007149487733840887,0.4667388614757454,-0.09384196996688848,1.508765123120907
+Twilight,Amun,0.507752001285553,0.0532664143586604,0.4271788001060486,2.712021848055028e-15,Twilight,0.4475617110729217,0.0002119297826385,0.5199306011199951,0.0018816264449106,0.06019029021263128,0.053054484576021896,-0.09275180101394653,-0.001881626444907888
+Dune,Alma Mavis Taraza,0.5058012008666992,1.3960892703791925,0.4692151844501495,0.0009345553339762,Dune,0.5149604678153992,0.8999436439874243,0.5610169768333435,0.9030535975180288,-0.009159266948699951,0.4961456263917682,-0.09180179238319403,-0.9021190421840526
+The Hunger Games,Festus Creed,0.5137855410575867,0.4488251552008332,0.4304147660732269,1.1489411666581085e-07,The Hunger Games,0.4831237196922302,0.2742316573049203,0.5206208825111389,0.3036459530122752,0.030661821365356445,0.17459349789591294,-0.09020611643791204,-0.30364583811815854
+Dune,Ziarenko Javid,0.4817750751972198,1.2164039946239296,0.412378579378128,0.003792379896148,Dune,0.467689573764801,0.8923458602015979,0.5024972558021545,0.9705700571787712,0.014085501432418768,0.32405813442233167,-0.09011867642402654,-0.9667776772826232
+Harry Potter,Seamus Finnigan,0.4365192055702209,0.2414835028043452,0.4489688575267792,0.4189462516119065,Harry Potter,0.5138559937477112,6.541696306138895e-16,0.5381180644035339,2.4033985258907307e-06,-0.07733678817749029,0.24148350280434452,-0.08914920687675476,0.41894384821338065
+The Hunger Games,Mizzen,0.52642822265625,0.0647341297750277,0.4569679498672485,8.724480654851951e-09,The Hunger Games,0.4994212985038757,0.0027858218807353,0.5460163354873657,0.0096939378827912,0.027006924152374323,0.0619483078942924,-0.08904838562011724,-0.009693929158310544
+Dune,Mohandas Suk,0.4980094134807586,0.777807305732695,0.4519886970520019,0.0335985023101957,Dune,0.4978834688663482,1.0267002706159707,0.540614664554596,1.529749728452501,0.0001259446144104004,-0.24889296488327572,-0.08862596750259405,-1.4961512261423053
+The Lord of the Rings,Sauron,0.4608953893184662,1.53141237184999,0.4845940172672272,3.1077663702399985,The Lord of the Rings,0.4822040498256683,1.5777603004678571e-62,0.5719515085220337,1.2221334063712123e-19,-0.021308660507202093,1.53141237184999,-0.08735749125480652,3.1077663702399985
+Harry Potter,Bartemius Crouch Junior,0.4792044460773468,0.3325170388966956,0.4619598388671875,0.6034569700781027,Harry Potter,0.5438398122787476,2.068045174634521e-09,0.5474404096603394,1.3919049480481646e-09,-0.06463536620140076,0.3325170368286504,-0.08548057079315186,0.6034569686861978
+The Hunger Games,Coriolanus Snow,0.4579843580722809,0.9129836935607708,0.4332753419876098,1.7283589187069268,The Hunger Games,0.4886925816535949,1.7029677076940517e-18,0.518031120300293,7.187736589710056e-17,-0.03070822358131403,0.9129836935607708,-0.08475577831268316,1.7283589187069268
+Harry Potter,Dean Thomas,0.4422601759433746,0.3565506139410043,0.4590863287448883,1.938231684929948,Harry Potter,0.4910069108009338,1.964056739711877e-21,0.5423886179924011,6.595244790795994e-09,-0.048746734857559204,0.3565506139410043,-0.08330228924751282,1.9382316783347031
+Harry Potter,Rita Skeeter,0.4587719142436981,0.9114597085491148,0.4738492369651794,1.0104308133364373,Harry Potter,0.4429920613765716,2.1620884269442426e-18,0.5543853044509888,5.9324980022154e-07,0.01577985286712652,0.9114597085491148,-0.08053606748580938,1.010430220086637
+The Hunger Games,Dill,0.4879874885082245,0.9374200025446748,0.4474625587463379,0.0008715085921698,The Hunger Games,0.510287880897522,0.1673106770659258,0.5264093279838562,0.3645071642658643,-0.022300392389297485,0.770109325478749,-0.07894676923751831,-0.36363565567369455
+Twilight,Charlie Swan,0.4213856756687164,0.4498903362913304,0.4323393404483795,1.666027704785033,Twilight,0.50819993019104,1.7029831075784686e-20,0.5111526250839233,1.0789891481000245e-15,-0.08681425452232366,0.4498903362913304,-0.07881328463554382,1.6660277047850318
+The Hunger Games,Katniss Everdeen,0.4845563769340515,0.1099882937826055,0.4817208051681518,1.510473580635784,The Hunger Games,0.4919271767139435,3.5075124594518224e-74,0.5602644085884094,3.947301730599182e-27,-0.007370799779891968,0.1099882937826055,-0.07854360342025762,1.510473580635784
+Dune,Octa Butler,0.4880781173706054,0.6217094571902593,0.4583471715450287,0.1195954437816999,Dune,0.5055363774299622,1.1788144831676244,0.5349791646003723,0.9440785315735382,-0.017458260059356745,-0.5571050259773651,-0.07663199305534363,-0.8244830877918383
+Twilight,Kebi,0.5147552490234375,0.3721088239934548,0.4482637941837311,6.781821117860223e-06,Twilight,0.4648018479347229,0.0602315246081563,0.5248673558235168,0.5233448042994691,0.0499534010887146,0.3118772993852985,-0.07660356163978577,-0.5233380224783512
+The Lord of the Rings,Gandalf,0.4683649241924286,1.8641340440344576,0.479445606470108,2.943566129836775,The Lord of the Rings,0.4894548654556274,3.482748800879476e-39,0.5559438467025757,8.537526913583036e-14,-0.021089941263198797,1.8641340440344576,-0.0764982402324677,2.9435661298366895
+Harry Potter,Myrtle Warren,0.4804550409317016,1.0701752161855695,0.4709806740283966,2.919664660674945,Harry Potter,0.508208155632019,1.076582645255686e-05,0.5474299788475037,2.642506336340502e-06,-0.02775311470031744,1.070164450359117,-0.07644930481910706,2.9196620181686086
+Dune,Tlaloc,0.5012189149856567,0.7486960201354296,0.4670414626598358,0.070786805708445,Dune,0.5124073624610901,3.8070235424098406,0.542407751083374,1.1899244749396642,-0.01118844747543335,-3.058327522274411,-0.07536628842353821,-1.1191376692312192
+Twilight,Sam Uley,0.4465399384498596,0.1580871110863526,0.4652275443077087,0.715707424161233,Twilight,0.5355950593948364,3.600960145056e-05,0.540189266204834,1.1542121422218382e-05,-0.0890551209449768,0.15805110148490203,-0.0749617218971253,0.7156958820398108
+Dune,Aramsham,0.4641391634941101,0.4544422923442146,0.4845773875713348,0.8127568286147788,Dune,0.5344614386558533,1.4950078491961325,0.558563232421875,1.4762572326855694,-0.07032227516174316,-1.0405655568519179,-0.07398584485054022,-0.6635004040707906
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,0.424543023109436,0.5671710824059766,0.4711781740188598,0.9350327254876516,The Hitchhiker's Guide to the Galaxy,0.5663809180259705,2.074380728007357,0.5443081259727478,2.531551998571767,-0.14183789491653448,-1.5072096456013806,-0.073129951953888,-1.5965192730841153
+The Lord of the Rings,Smaug,0.4648820757865906,0.3524463914799617,0.4800652265548706,1.3515472953976442,The Lord of the Rings,0.5015507340431213,5.0048383037670566e-12,0.5529960989952087,5.611996296469298e-07,-0.03666865825653076,0.3524463914749569,-0.07293087244033813,1.3515467341980145
+Twilight,Victoria,0.4694638848304748,0.2857169373512564,0.4436642229557037,0.6672516060492069,Twilight,0.4500223100185394,2.4296132185068976e-12,0.5165584683418274,4.3097260621781655e-09,0.019441574811935425,0.2857169373488268,-0.07289424538612371,0.6672516017394808
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.3563226461410522,0.2968392444170915,0.538632333278656,2.1133419090118397,The Hitchhiker's Guide to the Galaxy,0.5384833216667175,2.4184494776517766,0.6105626225471497,7.005432719867193,-0.18216067552566534,-2.1216102332346853,-0.07193028926849365,-4.892090810855354
+The Lord of the Rings,Saruman,0.4527406990528106,0.6746712656900681,0.482961505651474,3.480506052068393,The Lord of the Rings,0.4671428799629211,5.896204108889357e-98,0.5533922910690308,1.1844731084685679e-11,-0.014402180910110474,0.6746712656900681,-0.07043078541755676,3.480506052056548
+Dune,Feyd-Rautha Harkonnen,0.5162959694862366,1.1772004111068048,0.4807954728603363,0.3885420702506556,Dune,0.5048120021820068,0.0491797741805462,0.5505842566490173,0.2825709889059585,0.011483967304229736,1.1280206369262586,-0.06978878378868103,0.10597108134469713
+Twilight,Aro,0.4622293412685394,0.3203764627510057,0.4565318822860718,1.161789809079368,Twilight,0.4543935358524322,9.889850379521285e-13,0.5243455767631531,8.342864762593227e-07,0.007835805416107178,0.3203764627500167,-0.0678136944770813,1.1617889747928916
+Twilight,Mary,0.4860509932041168,0.7267298526381508,0.4364092946052551,0.0079322244466564,Twilight,0.4660108685493469,0.3373203105847336,0.5035999417304993,0.5700600729471494,0.020040124654769897,0.3894095420534172,-0.06719064712524414,-0.562127848500493
+The Hitchhiker's Guide to the Galaxy,Allitnils,0.4362064599990845,0.3346937327370324,0.4490273594856262,1.3148000331605807,The Hitchhiker's Guide to the Galaxy,0.4965316355228424,0.8980947810572045,0.5122107267379761,1.7813170644012286,-0.060325175523757935,-0.5634010483201721,-0.06318336725234985,-0.4665170312406479
+Dune,Ramallo,0.4951575994491577,0.9747248480575008,0.5169386267662048,0.7338078391350811,Dune,0.5678929090499878,1.154690518665489,0.5771474838256836,1.2469760206362497,-0.07273530960083008,-0.17996567060798818,-0.06020885705947876,-0.5131681815011686
+The Lord of the Rings,Thorin II,0.5045325756072998,0.0007322934482175,0.5158685445785522,6.198932369864243e-14,The Lord of the Rings,0.5464227199554443,0.0004284126620413,0.575333297252655,0.0027267432030499,-0.04189014434814453,0.00030388078617619996,-0.05946475267410278,-0.0027267432029879106
+Twilight,Kachiri,0.511444628238678,1.431598498390504,0.4789679944515228,0.1002454252921603,Twilight,0.5337878465652466,1.2243431248416543,0.5379436016082764,3.230076547233832,-0.022343218326568604,0.2072553735488496,-0.05897560715675354,-3.1298311219416717
+The Lord of the Rings,Galadriel,0.4836136102676391,1.6749693381935893,0.4992484152317047,3.2063685807969784,The Lord of the Rings,0.5415364503860474,4.372329747200607e-11,0.5580785274505615,7.375608451744264e-10,-0.05792284011840826,1.674969338149866,-0.05883011221885681,3.2063685800594177
+The Lord of the Rings,Fíli and Kíli,0.5192292332649231,0.2731083845726587,0.5307999849319458,3.5865667022029726e-06,The Lord of the Rings,0.5735980868339539,0.0009851667951868,0.5889543890953064,0.1636460379511975,-0.05436885356903076,0.2721232177774719,-0.058154404163360596,-0.1636424513844953
+The Lord of the Rings,Faramir,0.4891777634620666,1.9933056139062688,0.4946576356887817,1.0009769697555702,The Lord of the Rings,0.4902814328670501,1.67007031583667e-22,0.5523663759231567,4.15414819828084e-05,-0.0011036694049835205,1.9933056139062688,-0.057708740234375056,1.0009354282735874
+Dune,Vorian Atreides,0.4654883146286011,0.4810919510127356,0.461676150560379,0.6263714752302175,Dune,0.5141591429710388,1.5746219723473062e-11,0.5186734795570374,2.5327050753729173e-14,-0.048670828342437744,0.48109195099698937,-0.05699732899665838,0.6263714752301922
+Dune,Norma Cenva,0.4278644323348999,0.3453006718812716,0.5005387663841248,1.3120403501803808,Dune,0.5233030319213867,0.778264812852435,0.555372953414917,2.386279260997153,-0.09543859958648682,-0.43296414097116337,-0.054834187030792236,-1.074238910816772
+Dune,Leto Atreides II,0.435349702835083,0.3584839649690369,0.4671371281147003,1.162239077604367,Dune,0.5101075768470764,0.0009207827013981,0.5217192769050598,0.000183900062533,-0.07475787401199341,0.3575631822676388,-0.0545821487903595,1.162055177541834
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.3995009064674377,0.2916095789617625,0.5061356425285339,2.919661862620716,The Hitchhiker's Guide to the Galaxy,0.4509778022766113,0.9562000321919004,0.5595822334289551,2.624409782313436,-0.051476895809173584,-0.6645904532301379,-0.05344659090042114,0.29525208030728
+The Lord of the Rings,Túrin,0.5115970969200134,0.0049511909120823,0.5016611218452454,5.695012396675375e-07,The Lord of the Rings,0.5421173572540283,0.0429806611634024,0.5550504326820374,0.0017625311475901,-0.030520260334014893,-0.0380294702513201,-0.05338931083679199,-0.0017619616463504324
+Dune,Rhombur Vernius,0.4708586931228637,0.1710636479778642,0.5153435468673706,0.3311951378907922,Dune,0.5298475623130798,0.4492802922201242,0.5671092867851257,0.2153144695845419,-0.05898886919021612,-0.27821664424226,-0.05176573991775513,0.1158806683062503
+The Lord of the Rings,Shadowfax,0.5600701570510864,3.11919735731716,0.5659462809562683,1.640608785919145,The Lord of the Rings,0.6224778294563293,1.7175942891378289,0.6148388385772705,1.9714219260473624,-0.06240767240524292,1.4016030681793312,-0.0488925576210022,-0.3308131401282175
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,0.4893811643123626,0.5788952977260052,0.4645346999168396,0.1847243935123878,The Hitchhiker's Guide to the Galaxy,0.5017083287239075,1.667916825646644,0.5132248997688293,0.986423940066365,-0.012327164411544855,-1.0890215279206386,-0.048690199851989746,-0.8016995465539772
+The Lord of the Rings,Aragorn II,0.5159305930137634,0.8487244291573735,0.4953894317150116,2.043826256497426,The Lord of the Rings,0.5183244943618774,1.4765109316005042e-08,0.5439724326133728,6.747405139781331e-12,-0.0023939013481140137,0.8487244143922641,-0.048583000898361206,2.0438262564906786
+Dune,Anirul Corrino,0.477915495634079,0.5785452349450044,0.5409173369407654,2.184465197505393,Dune,0.5521725416183472,1.7887946758179385,0.5885332226753235,2.588326357345893,-0.07425704598426819,-1.210249440872934,-0.047615885734558105,-0.4038611598405
+Dune,Lady Jessica,0.527129590511322,1.0146471545741351,0.4561772346496582,0.0774615841061969,Dune,0.4113405346870422,0.0023579364569927,0.5031242370605469,0.5388505817298004,0.11578905582427984,1.0122892181171423,-0.04694700241088867,-0.46138899762360347
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.4119135737419128,0.3797633349632493,0.4842294752597809,0.9820755274381016,The Hitchhiker's Guide to the Galaxy,0.4907255470752716,1.351894932353983,0.5306002497673035,1.626699947685858,-0.07881197333335882,-0.9721315973907337,-0.04637077450752258,-0.6446244202477563
+Dune,Gaius Helen Mohiam,0.5053005814552307,0.5883202830516998,0.5277078747749329,0.486373662513295,Dune,0.526899516582489,0.2654334195320227,0.5729935765266418,1.7485603659038411,-0.0215989351272583,0.3228868635196771,-0.045285701751708984,-1.262186703390546
+The Hunger Games,Reaper Ash,0.495331734418869,0.2943598198840083,0.4755721688270569,4.42166229972471e-06,The Hunger Games,0.4778136610984802,0.0003236972647869,0.5199940204620361,0.0091448316415742,0.017518073320388794,0.29403612261922135,-0.04442185163497925,-0.009140409979274476
+The Hitchhiker's Guide to the Galaxy,Lintilla,0.4855124652385711,1.233854575936455,0.5066788196563721,0.1356336097707527,The Hitchhiker's Guide to the Galaxy,0.5287073850631714,0.558869123703348,0.5504475831985474,0.5872657301781092,-0.043194919824600275,0.674985452233107,-0.04376876354217529,-0.45163212040735656
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,0.4108148217201233,0.3765649406570394,0.5255516171455383,3.246125440506177,The Hitchhiker's Guide to the Galaxy,0.5522434115409851,4.391415220193749,0.5681037306785583,5.109643200946081,-0.14142858982086182,-4.014850279536709,-0.04255211353302002,-1.8635177604399042
+Dune,Piter De Vries,0.5379225611686707,0.5988211129863868,0.526581346988678,0.9056059650963464,Dune,0.5457844734191895,2.264401020878476,0.5682894587516785,3.001800801270369,-0.007861912250518799,-1.6655799078920892,-0.04170811176300049,-2.0961948361740226
+Dune,Victor Atreides,0.5053738355636597,0.8780493156250442,0.5219838619232178,0.6441260360836389,Dune,0.5181224346160889,0.5430793792140399,0.5632820129394531,1.9181918906205708,-0.0127485990524292,0.33496993641100425,-0.04129815101623535,-1.2740658545369319
+Dune,Liet-Kynes,0.5251116156578064,0.7487577307844114,0.544280469417572,1.1512298258502456,Dune,0.4854009747505188,0.1085691714704211,0.5855634212493896,0.9576363986833852,0.0397106409072876,0.6401885593139903,-0.04128295183181763,0.19359342716686034
+The Hunger Games,Lucretius Flickerman,0.4977657794952392,0.1629415961848473,0.5035482048988342,0.0133227253071535,The Hunger Games,0.4888031184673309,0.3311301477382859,0.5430733561515808,0.4712395986169309,0.008962661027908325,-0.16818855155343862,-0.03952515125274658,-0.4579168733097774
+The Lord of the Rings,Morgoth,0.4952822923660278,0.7517437502222779,0.5033573508262634,3.605734869013335,The Lord of the Rings,0.5276913642883301,5.316404165253476e-17,0.5421412587165833,1.5246684081734516e-13,-0.0324090719223023,0.7517437502222779,-0.038783907890319824,3.6057348690131827
+Twilight,Carmen,0.4952872097492218,0.0745045757995176,0.4914722442626953,0.0001590148750256,Twilight,0.4769243597984314,0.0020450478101498,0.529487669467926,0.0667213460788601,0.018362849950790405,0.07245952798936779,-0.03801542520523071,-0.0665623312038345
+Twilight,Renesmee Cullen,0.4533692896366119,0.2003957739847295,0.449503093957901,0.6336242809830143,Twilight,0.497202605009079,3.8947510848525565e-11,0.4866980016231537,1.0830165529302885e-12,-0.043833315372467097,0.20039577394578198,-0.037194907665252686,0.6336242809819312
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.3234719932079315,0.3146953704338651,0.491729736328125,3.674797705066148,The Hitchhiker's Guide to the Galaxy,0.4816323816776275,4.000186235659046,0.5285906791687012,6.886287217357911,-0.158160388469696,-3.685490865225181,-0.03686094284057617,-3.2114895122917626
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.322559654712677,0.4345295743733599,0.487070620059967,1.1780212850157157,The Hitchhiker's Guide to the Galaxy,0.450519859790802,1.0020379796927297,0.5223364233970642,1.4941446530390217,-0.127960205078125,-0.5675084053193697,-0.035265803337097223,-0.316123368023306
+Dune,Alia Atreides,0.4822726249694824,0.5359149302021396,0.4800700843334198,0.3977599518639994,Dune,0.4886529445648193,0.2486703479700113,0.5153259038925171,0.6871300640953478,-0.0063803195953368586,0.28724458223212834,-0.03525581955909729,-0.28937011223134845
+Twilight,Heidi,0.4885730743408203,0.3045840415013427,0.4366976916790008,5.880942816393087e-09,Twilight,0.4520511627197265,0.0001680023447723,0.471882551908493,0.0009332466402578,0.036521911621093806,0.3044160391565704,-0.03518486022949219,-0.0009332407593149836
+Dune,Zufa Cenva,0.4905062317848205,0.4587798233452558,0.5150262713432312,0.0418490094817323,Dune,0.5469627380371094,0.2514755578288763,0.5501323938369751,0.497377813153401,-0.056456506252288874,0.20730426551637948,-0.035106122493743896,-0.4555288036716687
+The Lord of the Rings,Elrond,0.4814432561397552,1.9066771373142477,0.4988417327404022,2.981981024107577,The Lord of the Rings,0.5360152721405029,2.839668591472706e-05,0.5335156321525574,1.633587481324431e-05,-0.054572016000747736,1.906648740628333,-0.03467389941215515,2.9819646882327637
+Twilight,Rebecca Black,0.4915410280227661,0.918700707863489,0.4832848310470581,0.2138217510688916,Twilight,0.4971699118614197,1.2935049089247452,0.517520546913147,3.558757023917906,-0.0056288838386535645,-0.3748042010612562,-0.03423571586608887,-3.344935272849014
+The Lord of the Rings,Glaurung,0.5107595324516296,1.0976330498120732,0.5491192936897278,0.2809735471299492,The Lord of the Rings,0.5535544753074646,0.3629630472734391,0.5826680660247803,0.8313548871362959,-0.04279494285583496,0.7346700025386341,-0.03354877233505249,-0.5503813400063466
+Harry Potter,Katie Bell,0.4919006526470184,0.0001769203239268,0.5337795615196228,9.19940473134516e-10,Harry Potter,0.5012985467910767,0.0004962681969855,0.5672582387924194,4.619072452139013e-05,-0.009397894144058283,-0.0003193478730587,-0.03347867727279663,-4.6189804580916995e-05
+The Lord of the Rings,Bard,0.5050056576728821,0.0263558218554472,0.5294986367225647,3.8916732286303865e-05,The Lord of the Rings,0.5035655498504639,0.0116677526904767,0.5629619359970093,0.0031130032542259,0.0014401078224182129,0.0146880691649705,-0.03346329927444458,-0.003074086521939596
+The Hitchhiker's Guide to the Galaxy,Hactar,0.3989352285861969,0.7576601357314339,0.5416232943534851,0.7711947173289098,The Hitchhiker's Guide to the Galaxy,0.5371614098548889,1.459193337851069,0.574628472328186,1.092209836230405,-0.13822618126869202,-0.7015332021196352,-0.03300517797470093,-0.32101511890149514
+Dune,Harah,0.4790497124195099,0.7169978842049008,0.5105242133140564,0.0005540146539405,Dune,0.4883544445037842,0.0001861030552235,0.5431880950927734,0.117351796543035,-0.009304732084274292,0.7168117811496774,-0.03266388177871704,-0.1167977818890945
+Dune,Irulan Corrino,0.5143793225288391,0.3348602584278514,0.5152375102043152,0.0094716067630267,Dune,0.5549029111862183,0.3883706492553182,0.5475248694419861,0.0924784031698652,-0.04052358865737915,-0.053510390827466836,-0.0322873592376709,-0.0830067964068385
+Dune,Chani Kynes,0.519978404045105,0.6258408328432263,0.507990837097168,0.180328439611831,Dune,0.5317520499229431,1.1616693733240029,0.5398597121238708,1.4438592161520991,-0.011773645877838135,-0.5358285404807765,-0.03186887502670288,-1.2635307765402681
+Dune,Kailea Vernius,0.5006990432739258,1.2819557902143066,0.5422921180725098,0.5114421845178385,Dune,0.5170943737030029,0.3752516692902247,0.5739883184432983,0.7558099218848111,-0.01639533042907715,0.9067041209240819,-0.031696200370788574,-0.2443677373669726
+The Lord of the Rings,Samwise Gamgee,0.516346275806427,0.0086353743028511,0.5517829060554504,6.587088113698992e-06,The Lord of the Rings,0.5425846576690674,3.937179946292413e-10,0.5823348760604858,0.0002485532633412,-0.02623838186264038,0.008635373909133106,-0.0305519700050354,-0.00024196617522750103
+Dune,Paulus Atreides,0.5223171710968018,0.5989475974585898,0.5316929817199707,0.503055581073807,Dune,0.5355798602104187,0.271578043577058,0.5614880919456482,0.4179249168729293,-0.013262689113616943,0.3273695538815318,-0.02979511022567749,0.08513066420087767
+Dune,Bellonda,0.5110083222389221,1.4250345742292878,0.5434740781784058,1.319385444025332,Dune,0.566320538520813,2.080836282967017,0.572908878326416,3.142909773513882,-0.05531221628189087,-0.6558017087377292,-0.029434800148010254,-1.8235243294885497
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5109764337539673,3.494924471198232,0.523297131061554,2.332563684862649,The Hitchhiker's Guide to the Galaxy,0.5784218311309814,4.851148934817749,0.5522536039352417,2.5080001062957518,-0.06744539737701416,-1.3562244636195167,-0.028956472873687744,-0.17543642143310256
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5712370276451111,10.386016033098292,0.5231562852859497,2.245254897374209,The Hitchhiker's Guide to the Galaxy,0.5403741002082825,3.0068773709123358,0.551992654800415,8.413546322822135,0.030862927436828613,7.379138662185956,-0.028836369514465332,-6.168291425447927
+Twilight,Embry Call,0.4736196398735046,0.6357518729027831,0.5026254653930664,0.0012737631569219,Twilight,0.4495475590229034,1.2256301981221556e-05,0.5312647819519043,0.1356989120483769,0.024072080850601196,0.6357396166008019,-0.02863931655883789,-0.134425148891455
+Dune,Tio Holtzman,0.5274263620376587,0.515163478282085,0.5471019148826599,0.023445820625701,Dune,0.5365378260612488,0.4520475765011633,0.5751590132713318,0.2024374726113764,-0.009111464023590088,0.06311590178092169,-0.028057098388671875,-0.1789916519856754
+The Lord of the Rings,Watcher in the Water,0.509591817855835,0.0042405603228484,0.5722002983093262,0.0050986009448787,The Lord of the Rings,0.58259117603302,0.0008455740605946,0.6002125144004822,0.0048471313602718,-0.07299935817718506,0.0033949862622538,-0.028012216091156006,0.00025146958460689917
+Twilight,Brady Fuller,0.414991170167923,0.2777492253670694,0.3972945213317871,0.2222973154747086,Twilight,0.4130733013153076,0.6068299589117829,0.4249446392059326,0.6052303750544059,0.0019178688526153564,-0.3290807335447135,-0.027650117874145508,-0.3829330595796973
+The Hitchhiker's Guide to the Galaxy,Caveman,0.4493281543254852,0.8532140394068194,0.4843088090419769,1.553444973821121,The Hitchhiker's Guide to the Galaxy,0.4620581865310669,1.1378235127068754,0.511817455291748,2.426670574784131,-0.01273003220558172,-0.28460947330005604,-0.027508646249771174,-0.8732256009630102
+The Lord of the Rings,Peregrin Took,0.5051109790802002,0.0387485409175478,0.5279164910316467,0.014012182356224,The Lord of the Rings,0.5318484306335449,0.2692060335335933,0.5542590618133545,0.2374488441743688,-0.026737451553344727,-0.23045749261604548,-0.026342570781707764,-0.22343666181814478
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.4806388914585113,0.7287256191933535,0.5445906519889832,3.1585595168792167,The Hitchhiker's Guide to the Galaxy,0.5966795682907104,7.6688246058673775,0.5707736015319824,4.145647728569833,-0.11604067683219915,-6.940098986674024,-0.026182949542999268,-0.9870882116906166
+Twilight,Sasha,0.5193257927894592,1.3981505767285414,0.4952841997146606,0.0391430500603783,Twilight,0.4636020064353943,0.434826142440545,0.5213740468025208,0.3945277143916048,0.05572378635406494,0.9633244342879963,-0.026089847087860163,-0.3553846643312265
+The Lord of the Rings,Denethor II,0.5090440511703491,0.4427748040732883,0.5393776297569275,0.0150714007096932,The Lord of the Rings,0.5417104363441467,0.1426756873688543,0.5651096701622009,0.4485476149051312,-0.03266638517379761,0.300099116704434,-0.025732040405273438,-0.43347621419543797
+Dune,Jessica Atreides,0.4802019000053406,0.4161399961091878,0.4718683063983917,0.0930419518554409,Dune,0.4973728954792022,0.376441262810641,0.4970850646495819,0.4108089338864428,-0.01717099547386164,0.039698733298546784,-0.025216758251190186,-0.3177669820310019
+Dune,Shaddam Corrino IV,0.4909803569316864,0.4651901071166394,0.484107106924057,0.2707872922110672,Dune,0.4910401105880737,0.2161713518518647,0.5092676877975464,0.5253868339563927,-5.975365638727359e-05,0.24901875526477468,-0.02516058087348938,-0.25459954174532556
+The Lord of the Rings,Éowyn,0.5037795305252075,0.361386855873899,0.5493127107620239,0.0015152985022966,The Lord of the Rings,0.5752246379852295,0.1766522094437725,0.5742315649986267,0.0361872465904922,-0.07144510746002197,0.18473464643012652,-0.024918854236602783,-0.034671948088195605
+Dune,Wensicia Corrino,0.5032896399497986,0.5391336026435865,0.5432509183883667,0.4904736340133676,Dune,0.5715660452842712,1.819849624453167,0.5675203800201416,0.9927692781062312,-0.06827640533447266,-1.2807160218095806,-0.024269461631774902,-0.5022956440928636
+Twilight,Leah Clearwater,0.5022733211517334,0.0041175914692589,0.5302123427391052,4.384355372214623e-07,Twilight,0.5080369710922241,8.0013803633786e-08,0.5539224147796631,0.0024517969115172,-0.005763649940490723,0.004117511455455266,-0.02371007204055786,-0.0024513584759799784
+Twilight,Garrett,0.4824860095977783,0.1012772571840393,0.5020184516906738,0.0170618728211953,Twilight,0.4718561172485351,0.000427357599277,0.5253652334213257,0.0422177982688839,0.01062989234924322,0.10084989958476229,-0.023346781730651855,-0.0251559254476886
+The Lord of the Rings,Thráin II,0.5144786238670349,0.207425169155333,0.5409236550331116,0.101525871987325,The Lord of the Rings,0.5807884335517883,0.0296818214378983,0.5639391541481018,0.0503974339656662,-0.06630980968475342,0.1777433477174347,-0.023015499114990234,0.051128438021658805
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.4988266229629516,0.8692090518030713,0.5272074341773987,5.493615467566085,The Hitchhiker's Guide to the Galaxy,0.5014403462409973,1.5210810540607456,0.5499670505523682,2.281380024832352,-0.00261372327804571,-0.6518720022576743,-0.022759616374969482,3.2122354427337325
+Dune,Tertius Eileen Anteac,0.5171214938163757,0.9599716945215118,0.5144374966621399,0.2580117834826692,Dune,0.4842688739299774,1.6092160416916077,0.5371854901313782,0.9017624269997888,0.032852619886398315,-0.6492443471700959,-0.02274799346923828,-0.6437506435171196
+Dune,Marty,0.4792817533016205,0.7280740326746394,0.4993573129177093,0.1588863758641067,Dune,0.5066540837287903,1.1714954308479877,0.5216068029403687,1.8426423024082883,-0.0273723304271698,-0.44342139817334825,-0.022249490022659357,-1.6837559265441815
+The Lord of the Rings,Lúthien,0.502149760723114,0.409620335566205,0.5771726965904236,0.0454235640070587,The Lord of the Rings,0.5956390500068665,0.0112333518610646,0.5993440747261047,0.0595055290157494,-0.09348928928375244,0.39838698370514036,-0.022171378135681152,-0.014081965008690703
+The Lord of the Rings,Beorn,0.5323838591575623,0.4035582584195729,0.5768317580223083,0.0997077545284254,The Lord of the Rings,0.5743336081504822,0.2859192303420603,0.598109781742096,0.1540755443137909,-0.04194974899291992,0.11763902807751259,-0.021278023719787598,-0.054367789785365495
+The Lord of the Rings,Halbarad,0.5402034521102905,1.5555165009375898,0.5443882346153259,0.9193734631361064,The Lord of the Rings,0.4990382194519043,0.1382394741821053,0.5650730133056641,1.5125902145942676,0.04116523265838623,1.4172770267554844,-0.020684778690338135,-0.5932167514581612
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.4613436758518219,0.3191123091025339,0.570511519908905,1.989116101173145,The Hitchhiker's Guide to the Galaxy,0.5236223936080933,1.0433548950697888,0.5911267399787903,2.4572819478109995,-0.06227871775627136,-0.724242585967255,-0.020615220069885254,-0.46816584663785443
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.4920307099819183,6.379823034810391,0.5519132018089294,5.594354917271374,The Hitchhiker's Guide to the Galaxy,0.5289682745933533,6.720129576328287,0.5723767876625061,4.958258342843732,-0.03693756461143499,-0.3403065415178963,-0.02046358585357666,0.6360965744276417
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,0.4905094504356384,0.5909423247352042,0.5002472996711731,1.8500763634272333,The Hitchhiker's Guide to the Galaxy,0.5236132144927979,3.957909785382811,0.5205970406532288,1.3806195933359589,-0.033103764057159424,-3.366967460647607,-0.020349740982055664,0.4694567700912744
+Dune,Sheeana Brugh,0.5043639540672302,0.5192340812650102,0.5130999088287354,0.0895398934958691,Dune,0.5689539313316345,3.879076295351741,0.5332396626472473,2.092447271800819,-0.0645899772644043,-3.3598422140867306,-0.020139753818511963,-2.00290737830495
+Dune,Piter de Vries,0.5492623448371887,0.7538928578703038,0.5279063582420349,0.1856799652173605,Dune,0.5234078764915466,2.121741244796618,0.5473734140396118,2.341555622457318,0.02585446834564209,-1.3678483869263145,-0.019467055797576904,-2.1558756572399576
+The Lord of the Rings,Melian,0.5110530853271484,0.907273705024486,0.558221161365509,0.6104079360669264,The Lord of the Rings,0.568642795085907,0.4820294146165659,0.5772488117218018,0.5859594915320728,-0.057589709758758545,0.4252442904079201,-0.019027650356292725,0.02444844453485362
+Dune,Liet Kynes,0.5239098072052002,1.0709727789405448,0.5483620166778564,0.3553751776220851,Dune,0.5779098868370056,0.5893175192449547,0.5671825408935547,0.5113138194072281,-0.05400007963180542,0.4816552596955901,-0.018820524215698242,-0.155938641785143
+Twilight,Kate,0.5082175731658936,0.0092909007967654,0.5042892098426819,3.1359330333416675e-06,Twilight,0.4700287282466888,0.011458645602367,0.522560179233551,0.0005613060321858,0.03818884491920477,-0.0021677448056016003,-0.01827096939086914,-0.0005581700991524582
+Dune,Iakin Nefud,0.4791484773159027,0.2640108801746009,0.5199869871139526,0.98270983524692,Dune,0.5314460396766663,1.5068754477787645,0.5381607413291931,1.2583039126290727,-0.05229756236076355,-1.2428645676041636,-0.01817375421524048,-0.2755940773821527
+Twilight,Santiago,0.4853374063968658,0.5795768905286605,0.4533033072948456,0.0020581764638911,Twilight,0.500321090221405,1.2468754962383273,0.4711087644100189,0.1209499717076706,-0.01498368382453924,-0.6672986057096668,-0.01780545711517334,-0.1188917952437795
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.3751438558101654,0.6959301679234284,0.5332341194152832,4.491338073974113,The Hitchhiker's Guide to the Galaxy,0.5172088146209717,1.3230990334518309,0.5507286787033081,3.484903478663206,-0.14206495881080627,-0.6271688655284025,-0.017494559288024902,1.0064345953109068
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,0.4717856347560882,0.734133117188203,0.5298166275024414,2.8792323369555364,The Hitchhiker's Guide to the Galaxy,0.5672872066497803,4.087518235317492,0.546647310256958,4.474187102026901,-0.09550157189369207,-3.353385118129289,-0.0168306827545166,-1.594954765071365
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,0.3960185945034027,0.5478944495090049,0.5309251546859741,3.0383673200038266,The Hitchhiker's Guide to the Galaxy,0.5163652896881104,2.7351682821906733,0.5477356910705566,3.51385000822408,-0.12034669518470764,-2.1872738326816683,-0.01681053638458252,-0.4754826882202532
+The Hunger Games,Palmyra Monty,0.487560361623764,1.3511176525859887,0.5095211863517761,6.760745934657895,The Hunger Games,0.4658852517604828,1.4012232545944838,0.5263291597366333,2.776145655403921,0.021675109863281194,-0.05010560200849512,-0.016807973384857178,3.984600279253974
+Twilight,Tia,0.4881680905818939,0.121222893372583,0.5040939450263977,6.961811002554015e-05,Twilight,0.4475622475147247,0.0001213449980344,0.5206810235977173,0.1201431568196889,0.040605843067169245,0.1211015483745486,-0.01658707857131958,-0.12007353870966336
+The Hitchhiker's Guide to the Galaxy,Russell,0.3510933518409729,0.1425238221075055,0.4901808202266693,1.2995699622920482,The Hitchhiker's Guide to the Galaxy,0.4608912467956543,0.9779045702858556,0.5067327618598938,1.3193558646808417,-0.1097978949546814,-0.8353807481783502,-0.016551941633224487,-0.019785902388793408
+Dune,Raquella Berto-Anirul,0.4950067400932312,0.6736190323678809,0.5390993356704712,0.2187400306732795,Dune,0.5327244997024536,0.2562112091315427,0.5556399822235107,1.244242900357726,-0.03771775960922241,0.4174078232363382,-0.01654064655303955,-1.0255028696844466
+Twilight,Collin Littlesea,0.4267337918281555,0.1959290491151384,0.4282884001731872,0.2757751569891288,Twilight,0.4317830801010132,0.6549329661210603,0.4445505440235138,0.8581127887388902,-0.005049288272857666,-0.4590039170059219,-0.016262143850326594,-0.5823376317497614
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.4379906356334686,0.5884191202262163,0.5056959390640259,2.533949332902004,The Hitchhiker's Guide to the Galaxy,0.5995125770568848,17.001846737223865,0.5219007730484009,2.133263321573577,-0.1615219414234162,-16.413427616997648,-0.016204833984375,0.40068601132842696
+Dune,Xavier Harkonnen,0.5392778515815735,0.6381818425165202,0.5134580135345459,0.0014583260076786,Dune,0.5171380639076233,0.0743896149171771,0.5296557545661926,0.026693979818351,0.022139787673950195,0.5637922275993431,-0.01619774103164673,-0.0252356538106724
+The Hitchhiker's Guide to the Galaxy,Loonquawl,0.4905512034893036,1.0880415049049648,0.5231997966766357,0.912282620068297,The Hitchhiker's Guide to the Galaxy,0.5401980876922607,2.7960738546327706,0.5393425226211548,1.8750551413304997,-0.04964688420295715,-1.7080323497278058,-0.016142725944519043,-0.9627725212622027
+The Hitchhiker's Guide to the Galaxy,Number Two,0.4727605879306793,0.5012591080546629,0.5356969833374023,1.3391366496133603,The Hitchhiker's Guide to the Galaxy,0.5003491044044495,1.2324191217297131,0.5516855120658875,1.8112055895966903,-0.02758851647377014,-0.7311600136750502,-0.015988528728485107,-0.47206893998333
+Dune,Elrood Corrino IX,0.4567656815052032,0.4789964367943902,0.525293231010437,3.7146401915141753,Dune,0.5237322449684143,1.7444766368832163,0.5411025285720825,2.93718753271404,-0.06696656346321112,-1.2654802000888261,-0.015809297561645508,0.7774526588001351
+Twilight,Harry Clearwater,0.5209450721740723,2.484474152342066,0.5603581666946411,0.2954096021337358,Twilight,0.534866988658905,0.1401510615761508,0.5757616758346558,1.7593148768518931,-0.013921916484832764,2.3443230907659154,-0.015403509140014648,-1.4639052747181573
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,0.498556911945343,2.340850178909282,0.5353698134422302,2.77695805865376,The Hitchhiker's Guide to the Galaxy,0.518623411655426,1.0481372819919772,0.5506841540336609,3.3942237237839783,-0.020066499710083008,1.292712896917305,-0.015314340591430664,-0.6172656651302182
+Dune,Alef Burzmali,0.4665161967277527,0.982452391156567,0.5583000183105469,2.8614034158046757,Dune,0.5303556323051453,0.8859958499328504,0.5734409093856812,2.9636699586674617,-0.06383943557739258,0.09645654122371661,-0.015140891075134277,-0.10226654286278603
+Dune,Lichna,0.4484536945819855,0.3209750417245773,0.5563443303108215,1.0913543433308168,Dune,0.5000667572021484,0.8253871268352208,0.5714812278747559,2.2966022270097417,-0.051613062620162964,-0.5044120851106435,-0.015136897563934326,-1.2052478836789249
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.4221406280994415,0.5328247346765147,0.5135451555252075,1.5380454113971236,The Hitchhiker's Guide to the Galaxy,0.5255253911018372,2.0622431163773225,0.5286298394203186,1.3716973750191226,-0.10338476300239569,-1.5294183817008078,-0.015084683895111084,0.166348036378001
+The Lord of the Rings,Balin,0.5085909962654114,0.1189396903892646,0.5512982606887817,0.000619367526984,The Lord of the Rings,0.5153865814208984,0.0037171150859989,0.5659844875335693,0.0089930416383406,-0.0067955851554870605,0.1152225753032657,-0.014686226844787598,-0.008373674111356599
+Dune,Schwangyu,0.5012314915657043,1.6685941357419745,0.5462884306907654,2.5507629847737583,Dune,0.5511276125907898,1.8958544366122756,0.5603456497192383,3.75076187459884,-0.04989612102508545,-0.22726030087030114,-0.0140572190284729,-1.1999988898250815
+The Lord of the Rings,Thrór,0.5086534023284912,0.3902141821370657,0.5392593145370483,0.0189457615107746,The Lord of the Rings,0.5830733180046082,0.1168014483449544,0.5529870390892029,0.0606224964542881,-0.07441991567611694,0.2734127337921113,-0.013727724552154541,-0.041676734943513497
+The Lord of the Rings,Círdan,0.5244083404541016,0.0041011724128416,0.5692238807678223,0.0052680420482716,The Lord of the Rings,0.5649707317352295,0.0396925836048516,0.5829378366470337,0.0174921897736828,-0.04056239128112793,-0.03559141119201,-0.013713955879211426,-0.012224147725411201
+Dune,Hwi Noree,0.5152681469917297,1.0109310615941849,0.5379900336265564,0.1518654640025657,Dune,0.5299132466316223,0.4767344742662933,0.5516391396522522,0.8540949176886722,-0.014645099639892578,0.5341965873278915,-0.0136491060256958,-0.7022294536861065
+The Lord of the Rings,Thingol,0.4958104193210602,0.2436274625626812,0.5246247053146362,0.0049826164501031,The Lord of the Rings,0.5166316032409668,0.0077201613206518,0.5382469296455383,0.2264463580282318,-0.020821183919906616,0.2359073012420294,-0.0136222243309021,-0.2214637415781287
+Twilight,Randall,0.5105313062667847,0.7926058356692781,0.5362573862075806,0.6021940269499707,Twilight,0.553048312664032,1.454575429737306,0.5498643517494202,3.8130195171475982,-0.042517006397247314,-0.6619695940680278,-0.0136069655418396,-3.2108254901976276
+Twilight,Nahuel,0.4806161224842071,0.0030237759400889,0.4974486529827118,4.074022142901286e-06,Twilight,0.487690657377243,3.267971768044545e-06,0.5109698176383972,0.0100261470848423,-0.007074534893035889,0.0030205079683208558,-0.013521164655685425,-0.010022073062699399
+Dune,Shando Vernius,0.4806986451148987,0.7962298181287515,0.5127638578414917,0.5847123792064839,Dune,0.5465232133865356,0.7520822598278919,0.5261800289154053,0.8021177618208027,-0.06582456827163696,0.04414755830085959,-0.013416171073913574,-0.21740538261431885
+The Hunger Games,Clemensia Dovecote,0.4968879520893097,0.0170611288397921,0.523499071598053,0.0001008222030743,The Hunger Games,0.5120881795883179,0.0047036399681221,0.5367035269737244,0.0222355032350336,-0.015200227499008179,0.01235748887167,-0.013204455375671387,-0.0221346810319593
+The Hitchhiker's Guide to the Galaxy,Barman,0.4852215051651001,0.892994337150235,0.53641277551651,1.711163363707738,The Hitchhiker's Guide to the Galaxy,0.511643648147583,1.608056616499328,0.5494937896728516,1.9716792377981351,-0.02642214298248291,-0.7150622793490929,-0.013081014156341553,-0.2605158740903972
+Harry Potter,Hermione Granger,0.4517130553722381,0.0933303298809143,0.4399486184120178,0.4492240611908405,Harry Potter,0.3828257620334625,0.0,0.452903002500534,1.365026639534582e-49,0.06888729333877558,0.0933303298809143,-0.01295438408851618,0.4492240611908405
+Twilight,Vasilii,0.4976499378681183,1.2087148512733323,0.524995744228363,0.7252319602120292,Twilight,0.4868839085102081,0.9821019779920626,0.5375935435295105,1.6325823342779708,0.010766029357910212,0.22661287328126978,-0.012597799301147461,-0.9073503740659417
+Twilight,Mexican coven,0.4761538505554199,0.617374634753648,0.5001615285873413,0.279628874873398,Twilight,0.4998178482055664,0.5380650017431479,0.512706995010376,0.4692169152583046,-0.023663997650146484,0.07930963301050009,-0.012545466423034668,-0.18958804038490662
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.4171024262905121,2.9120419274441147,0.5268067121505737,0.4504755133943672,The Hitchhiker's Guide to the Galaxy,0.524772584438324,0.4754265145147631,0.5391592383384705,1.6993015589938314,-0.10767015814781189,2.436615412929352,-0.012352526187896729,-1.2488260455994642
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,0.4581269919872284,1.1332647343625395,0.5268608331680298,1.5980802997919823,The Hitchhiker's Guide to the Galaxy,0.4566085934638977,0.9668784992035736,0.5390203595161438,2.0755742165154047,0.0015183985233306885,0.1663862351589659,-0.012159526348114014,-0.47749391672342245
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,0.4657743871212005,2.6638920729684443,0.546289324760437,1.816169121645537,The Hitchhiker's Guide to the Galaxy,0.5517412424087524,3.014383230731099,0.5583321452140808,5.972646482817048,-0.08596685528755194,-0.3504911577626548,-0.012042820453643799,-4.156477361171511
+The Lord of the Rings,Meriadoc Brandybuck,0.5133464932441711,0.5250487917458937,0.550666332244873,0.0315829500147008,The Lord of the Rings,0.5441402792930603,0.0021317408663048,0.562679648399353,0.6799241297925943,-0.03079378604888916,0.5229170508795888,-0.01201331615447998,-0.6483411797778935
+The Lord of the Rings,Shelob,0.5020247101783752,0.3466171382980677,0.5636788010597229,0.0397422885959737,The Lord of the Rings,0.5028041005134583,1.2144310358752952e-12,0.5753321647644043,0.2937028728612532,-0.0007793903350830078,0.34661713829685326,-0.011653363704681396,-0.25396058426527945
+The Lord of the Rings,Éomer,0.5233268737792969,1.31307278010033,0.5731189846992493,0.0120439070935844,The Lord of the Rings,0.569170355796814,0.066327741860287,0.5846097469329834,0.0604223548725145,-0.04584348201751709,1.246745038240043,-0.01149076223373413,-0.048378447778930106
+The Lord of the Rings,Khamûl,0.5237871408462524,2.43887942795052,0.5735595226287842,0.1545603458683955,The Lord of the Rings,0.5351359248161316,0.4660404983610751,0.5849636793136597,1.381356707874084,-0.01134878396987915,1.9728389295894448,-0.011404156684875488,-1.2267963620056885
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,0.4871600866317749,0.8266789267927431,0.5505149364471436,0.5544471130203781,The Hitchhiker's Guide to the Galaxy,0.5678676962852478,1.1610192491706892,0.5612878203392029,1.4139129371358898,-0.0807076096534729,-0.3343403223779461,-0.010772883892059326,-0.8594658241155118
+Dune,Logno,0.5146032571792603,1.9106249426370372,0.5130771398544312,0.2751950568614628,Dune,0.5045991539955139,0.4669420713972166,0.523835301399231,1.217815646928167,0.010004103183746338,1.4436828712398206,-0.010758161544799805,-0.9426205900667042
+The Lord of the Rings,Treebeard,0.5185574889183044,1.2924189206223544,0.5584478378295898,0.0426045557781971,The Lord of the Rings,0.4938358664512634,0.0103694590954731,0.5689936876296997,0.3546676867674176,0.024721622467041016,1.2820494615268814,-0.010545849800109863,-0.3120631309892205
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.4790807068347931,1.1817041078963724,0.5179263353347778,5.0785527838217,The Hitchhiker's Guide to the Galaxy,0.5013925433158875,4.9671203983264665,0.5283668041229248,7.481179459003158,-0.02231183648109436,-3.785416290430094,-0.010440468788146973,-2.402626675181458
+The Lord of the Rings,Gimli,0.5107972621917725,0.1344380169885839,0.5312908291816711,0.0010502826036163,The Lord of the Rings,0.4835466742515564,1.7847412999035477e-06,0.5416079163551331,0.0246381498587795,0.027250587940216064,0.134436232247284,-0.010317087173461914,-0.0235878672551632
+Twilight,Ephraim Black,0.4526848793029785,0.5033109066451074,0.5182806849479675,0.0905480977732796,Twilight,0.495035707950592,0.0450036994060215,0.5283763408660889,0.9754689028889536,-0.04235082864761347,0.45830720723908586,-0.010095655918121338,-0.8849208051156741
+Dune,Jamis,0.4976398944854736,0.4601588857393504,0.5307971239089966,0.0620733998485597,Dune,0.4380188286304474,4.0357943122665017e-08,0.5405598878860474,0.0628581234073116,0.05962106585502619,0.4601588453814073,-0.009762763977050781,-0.0007847235587519
+Twilight,Eric Yorkie,0.500085711479187,0.7050694621904712,0.5122127532958984,0.0416485098261703,Twilight,0.4972875118255615,0.0263127727884052,0.5217227935791016,0.016041407862509,0.0027981996536254883,0.678756689402066,-0.009510040283203125,0.0256071019636613
+The Lord of the Rings,Gríma,0.5452985763549805,0.1250742541756265,0.5739209651947021,0.0014445505754212,The Lord of the Rings,0.5414962768554688,0.0014040690327283,0.5831183195114136,0.0226204631359317,0.0038022994995117188,0.12367018514289821,-0.009197354316711426,-0.0211759125605105
+The Lord of the Rings,Théoden,0.5182898044586182,0.7738611620859397,0.5532655715942383,0.0117856317736442,The Lord of the Rings,0.5545390844345093,0.1281139861151609,0.562267005443573,0.0641638199573162,-0.03624927997589111,0.6457471759707788,-0.009001433849334717,-0.05237818818367199
+Twilight,Jessica Stanley,0.4544233083724975,0.0662294271312639,0.5578256249427795,9.421336264408823e-05,Twilight,0.5203374624252319,2.209583549370973e-06,0.5668190717697144,0.0473474140753404,-0.06591415405273443,0.06622721754771453,-0.008993446826934814,-0.04725320071269631
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,0.4718965590000152,0.732566560752424,0.5031888484954834,0.9387981627860932,The Hitchhiker's Guide to the Galaxy,0.4947773516178131,1.620227868508112,0.5117180347442627,1.048460238003262,-0.022880792617797907,-0.887661307755688,-0.008529186248779297,-0.10966207521716875
+Dune,Otheym,0.4998379051685333,0.9750208906999622,0.5489936470985413,1.6242758905300028,Dune,0.5967943072319031,2.07091631715095,0.5572136640548706,2.31686868074298,-0.09695640206336975,-1.0958954264509877,-0.008220016956329346,-0.6925927902129774
+The Lord of the Rings,Gil-galad,0.5118858814239502,0.0068857499924548,0.5715324282646179,0.0005677095052421,The Lord of the Rings,0.6103127002716064,0.0028920199616459,0.5794858336448669,0.0144161097849405,-0.09842681884765625,0.0039937300308089,-0.007953405380249023,-0.0138484002796984
+The Lord of the Rings,Ungoliant,0.5175648331642151,0.5045119669209628,0.5658931136131287,0.1311805506644553,The Lord of the Rings,0.524909496307373,0.2464164812303801,0.5736237168312073,0.7277688611379045,-0.007344663143157959,0.2580954856905827,-0.007730603218078613,-0.5965883104734492
+Dune,Leto I Atreides,0.4957177937030792,0.0713538467969338,0.5478718876838684,0.0030558619291654,Dune,0.5601571798324585,0.1023989904643914,0.5555311441421509,0.0417155261758025,-0.06443938612937927,-0.0310451436674576,-0.007659256458282471,-0.0386596642466371
+Twilight,Charlotte,0.475521981716156,0.2087086186847072,0.5121451616287231,0.0037026609804836,Twilight,0.5051864385604858,0.0596528866898714,0.5192722082138062,0.2376004493509231,-0.029664456844329834,0.1490557319948358,-0.007127046585083008,-0.23389778837043948
+The Hitchhiker's Guide to the Galaxy,God,0.4983585476875305,2.80915199636638,0.5157172679901123,3.0529506712113665,The Hitchhiker's Guide to the Galaxy,0.538847804069519,2.2596122948759985,0.5220323801040649,1.4293852203350672,-0.040489256381988525,0.5495397014903816,-0.006315112113952637,1.6235654508762993
+Dune,Bijaz,0.5071148872375488,0.6462591931943981,0.5156342387199402,0.0504894065961158,Dune,0.500070333480835,0.194777491022945,0.5213509202003479,0.9725980765421376,0.007044553756713867,0.45148170217145306,-0.005716681480407715,-0.9221086699460218
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.4778609573841095,2.822516176868135,0.5188731551170349,6.296859603897407,The Hitchhiker's Guide to the Galaxy,0.5397637486457825,3.052210660958916,0.5244671106338501,6.27272596489698,-0.061902791261672974,-0.22969448409078108,-0.0055939555168151855,0.024133639000426754
+Dune,Serena Butler,0.5059524774551392,0.1368107426912096,0.5279148817062378,6.365008228406361e-05,Dune,0.5420154333114624,0.001153885083131,0.5333322882652283,0.0049335653498528,-0.03606295585632324,0.1356568576080786,-0.0054174065589904785,-0.004869915267568737
+The Hunger Games,Effie Trinket,0.5257339477539062,7.600320478722381e-05,0.5627817511558533,5.603280758866763e-09,The Hunger Games,0.5359324812889099,8.321606180910708e-05,0.5681807994842529,3.933899465304202e-14,-0.010198533535003662,-7.212857021883268e-06,-0.005399048328399658,5.60324141987211e-09
+Twilight,Riley Biers,0.4901560544967651,0.0527097632436116,0.5125524401664734,0.0001648423605823,Twilight,0.5229548811912537,0.0005162053381782,0.5178256630897522,0.0029624085757236,-0.03279882669448858,0.0521935579054334,-0.005273222923278809,-0.0027975662151413
+The Lord of the Rings,Gollum,0.4888666868209839,9.018845864385908e-07,0.5417248010635376,2.7974571228520384e-07,The Lord of the Rings,0.4790458977222442,2.474754774110922e-28,0.5469645857810974,4.741465540436228e-07,0.00982078909873968,9.018845864385908e-07,-0.0052397847175598145,-1.9440084175841898e-07
+The Lord of the Rings,Boromir,0.5241677165031433,0.1181406419667116,0.5525522828102112,0.0054846795923469,The Lord of the Rings,0.487245500087738,0.0267726651457569,0.5577863454818726,0.0760962279419869,0.03692221641540533,0.09136797682095471,-0.005234062671661377,-0.07061154834964
+The Lord of the Rings,Maedhros,0.5247319340705872,0.2123965678051731,0.5603326559066772,0.0002969941491448,The Lord of the Rings,0.5822654962539673,0.0118733455624457,0.5654446482658386,0.0303042822961876,-0.05753356218338013,0.2005232222427274,-0.005111992359161377,-0.0300072881470428
+Dune,Siona Atreides,0.525655210018158,0.760034515851974,0.5492343306541443,0.1137882348869456,Dune,0.5566157698631287,0.7132382625515441,0.554270327091217,0.2215421654128753,-0.030960559844970703,0.04679625330042991,-0.005035996437072754,-0.1077539305259297
+Twilight,Billy Black,0.5037399530410767,0.0011753254804401,0.5305846333503723,3.265647245663343e-08,Twilight,0.5093494057655334,2.3591983499352122e-07,0.5355236530303955,0.0005672443480786,-0.005609452724456787,0.0011750895606051066,-0.004939019680023193,-0.0005672116916061433
+Dune,Tyekanik,0.4869306087493896,0.5850379611842363,0.5662058591842651,3.932007099913652,Dune,0.5200982689857483,0.8706128152474562,0.5710911154747009,1.0321123382009028,-0.0331676602363587,-0.2855748540632198,-0.004885256290435791,2.8998947617127495
+The Lord of the Rings,Thranduil,0.5080153346061707,0.015795075382359,0.5616160035133362,0.0010448700161254,The Lord of the Rings,0.515102207660675,3.7983051277183866e-11,0.5661547780036926,0.0140890316963217,-0.0070868730545043945,0.01579507534437595,-0.004538774490356445,-0.0130441616801963
+Twilight,Paul Lahote,0.4901941120624542,0.0053238377358169,0.5420800447463989,0.0003242660314437,Twilight,0.5150099992752075,0.0303382441467537,0.5465271472930908,0.0221356357462167,-0.024815887212753296,-0.0250144064109368,-0.0044471025466918945,-0.021811369714773002
+The Lord of the Rings,Ancalagon,0.5332438945770264,1.3377617161546485,0.6009135246276855,1.4144417320430205,The Lord of the Rings,0.5745759010314941,4.189269457296343,0.6052698493003845,4.544569991484027,-0.04133200645446777,-2.851507741141695,-0.004356324672698975,-3.130128259441007
+Dune,Moneo Atreides,0.4783799648284912,0.4628469607843391,0.5353717803955078,0.0102032453119768,Dune,0.5522628426551819,0.2040862951867797,0.5395599007606506,0.032820311689115,-0.07388287782669067,0.2587606655975594,-0.004188120365142822,-0.0226170663771382
+The Hitchhiker's Guide to the Galaxy,Lallafa,0.3855247795581817,0.3642502465315573,0.5176847577095032,0.9539209876634652,The Hitchhiker's Guide to the Galaxy,0.5180431008338928,1.4061786046354934,0.5211470723152161,0.9665751629373902,-0.13251832127571112,-1.041928358103936,-0.0034623146057128906,-0.012654175273924984
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,0.4809923768043518,1.477938828676986,0.5316513776779175,5.388965569722715,The Hitchhiker's Guide to the Galaxy,0.5110021829605103,2.0183648713233,0.5350873470306396,4.865023727382481,-0.030009806156158447,-0.5404260426463139,-0.003435969352722168,0.5239418423402338
+The Hitchhiker's Guide to the Galaxy,Prak,0.3869447112083435,1.1668621031031616,0.5115901231765747,0.5061764822984539,The Hitchhiker's Guide to the Galaxy,0.4743108451366424,0.8805545389287109,0.5147708058357239,0.2908535552733367,-0.0873661339282989,0.2863075641744507,-0.00318068265914917,0.21532292702511724
+Dune,Stilgar,0.497808039188385,0.5928535300523808,0.5342109203338623,0.0981198917767718,Dune,0.4978335201740265,1.050191588802027,0.5372103452682495,0.4579809007162451,-2.5480985641479492e-05,-0.45733805874964617,-0.002999424934387207,-0.35986100893947326
+Dune,Ghanima Atreides,0.4968699812889099,0.8369040135915626,0.5,0.0190412889652953,Dune,0.5155541300773621,0.2499762320736255,0.5028332471847534,0.453167202126176,-0.01868414878845215,0.5869277815179371,-0.002833247184753418,-0.4341259131608807
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,0.4703220129013061,0.7222041232070177,0.50676429271698,1.3777189736983275,The Hitchhiker's Guide to the Galaxy,0.4774085283279419,1.5053924682447637,0.5095489621162415,0.74077942371084,-0.007086515426635798,-0.783188345037746,-0.0027846693992614746,0.6369395499874875
+Harry Potter,Angelina Johnson,0.4544048607349396,0.4981234406919799,0.4686422944068908,0.4752837056976108,Harry Potter,0.4537081718444824,1.8427468955960171e-16,0.4713198542594909,9.816952547824026e-11,0.0006966888904571533,0.4981234406919797,-0.0026775598526000977,0.4752837055994413
+The Hitchhiker's Guide to the Galaxy,Haggunenons,0.4784274697303772,0.0611463148321988,0.5442502498626709,0.7159532413067194,The Hitchhiker's Guide to the Galaxy,0.5453197956085205,0.3291761873612753,0.5468650460243225,0.920699640644659,-0.06689232587814331,-0.2680298725290765,-0.0026147961616516113,-0.2047463993379396
+Dune,Farok,0.4914568066596985,0.2526507789809973,0.513570249080658,1.2662744929738627,Dune,0.5553319454193115,2.3081063709412537,0.5157051682472229,1.8509081586007976,-0.06387513875961304,-2.055455591960256,-0.0021349191665649414,-0.5846336656269349
+The Hitchhiker's Guide to the Galaxy,The Lord,0.3071805536746979,0.539492840010531,0.5095160007476807,3.5966796013484585,The Hitchhiker's Guide to the Galaxy,0.5007612705230713,2.066419580043978,0.5112965703010559,1.3281270743648217,-0.1935807168483734,-1.526926740033447,-0.0017805695533752441,2.268552526983637
+Dune,Lucilla,0.5099300146102905,1.401826511542328,0.5361635088920593,0.4152892026386919,Dune,0.5077373385429382,0.7368252249282593,0.5373562574386597,1.3430112354343922,0.002192676067352295,0.6650012866140688,-0.0011927485466003418,-0.9277220327957003
+The Lord of the Rings,Celeborn,0.5215296149253845,0.0167471083468386,0.5615239143371582,2.142140399366893e-05,The Lord of the Rings,0.4809964895248413,3.0929334752995546e-11,0.5626426339149475,0.00886908460637,0.04053312540054321,0.016747108315909264,-0.0011187195777893066,-0.008847663202376331
+Twilight,Jared Cameron,0.4876453280448913,0.202755256826061,0.5355255603790283,0.0052561758728482,Twilight,0.5024563670158386,0.0557968494229464,0.5359641909599304,0.0320030351326334,-0.014811038970947321,0.14695840740311458,-0.0004386305809020996,-0.026746859259785205
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,0.5009537935256958,0.8650247165365152,0.5307431817054749,2.131904644327854,The Hitchhiker's Guide to the Galaxy,0.4902479350566864,1.2326925936283584,0.5304598212242126,2.1115138981949566,0.0107058584690094,-0.3676678770918431,0.00028336048126220703,0.020390746132897597
+Dune,Scytale,0.5065829157829285,0.9726858826492012,0.533208966255188,0.0221545722323805,Dune,0.521210253238678,0.5930412116541532,0.5328407883644104,0.2677262583362687,-0.014627337455749512,0.37964467099504795,0.0003681778907775879,-0.2455716861038882
+Dune,Kwisatz Haderach,0.5288949608802795,0.6063077049825519,0.5786898732185364,0.003697619306239,Dune,0.527566134929657,0.3652673873188247,0.5783027410507202,0.6787766995793216,0.0013288259506225586,0.24104031766372724,0.0003871321678161621,-0.6750790802730826
+Twilight,Quil Ateara III,0.5086703896522522,1.3297878312640377,0.5293914675712585,0.6705967737576495,Twilight,0.5304310917854309,3.3693445809070885,0.5289638638496399,3.843474799960733,-0.02176070213317871,-2.039556749643051,0.00042760372161865234,-3.172878026203083
+Twilight,Zafrina,0.4987817406654358,0.2025233082579344,0.5411728620529175,0.0028857634549945,Twilight,0.5134309530258179,0.0060094369545604,0.5406683683395386,0.0198820398641118,-0.01464921236038208,0.196513871303374,0.0005044937133789062,-0.0169962764091173
+Twilight,Huilen,0.4822165071964264,0.0970548485684503,0.4986706674098968,0.0099519003700454,Twilight,0.5121077299118042,0.0233117597090182,0.4981113970279693,0.0021069506874706,-0.029891222715377808,0.0737430888594321,0.0005592703819274902,0.007844949682574799
+The Hitchhiker's Guide to the Galaxy,Agda,0.5112017393112183,0.0090290968271346,0.5287888646125793,2.0108659815402974,The Hitchhiker's Guide to the Galaxy,0.5139344334602356,1.6046755314659846,0.5281763672828674,2.435745000064001,-0.002732694149017334,-1.59564643463885,0.0006124973297119141,-0.4248790185237037
+Dune,Darwi Odrade,0.536483108997345,0.0083372774090292,0.551603376865387,8.973373912887733e-05,Dune,0.5547276735305786,0.002377769984988,0.5509737133979797,0.0001683148322433,-0.018244564533233643,0.0059595074240412,0.0006296634674072266,-7.858109311442267e-05
+Twilight,Caius,0.5130079388618469,0.0324452166180314,0.5396819114685059,1.3461209166752e-05,Twilight,0.5032059550285339,0.004225557163603,0.5385996103286743,0.0044691226682601,0.009801983833312988,0.028219659454428402,0.001082301139831543,-0.004455661459093348
+Dune,Mapes,0.4613449871540069,0.4332185225362724,0.542668879032135,0.9897316516413972,Dune,0.5276244282722473,0.0458423124801677,0.5413835644721985,2.2664236242419347,-0.06627944111824041,0.38737621005610473,0.0012853145599365234,-1.2766919726005375
+Dune,Nayla,0.4786968827247619,0.6588261872586595,0.5447108149528503,2.623758321475784,Dune,0.5117801427841187,1.2422612366213277,0.5429883599281311,1.5111770122717076,-0.033083260059356745,-0.5834350493626682,0.0017224550247192383,1.1125813092040762
+Dune,Wellington Yueh,0.5484734773635864,1.4385439187818103,0.5203583240509033,0.0994703658148618,Dune,0.4970987439155578,0.2325143240007675,0.5185472369194031,0.2033587989177272,0.05137473344802862,1.2060295947810429,0.0018110871315002441,-0.10388843310286541
+Dune,Abulurd Harkonnen,0.4777737557888031,0.4430687366664146,0.5658541917800903,1.861695997521908,Dune,0.5195108652114868,1.1375128614763077,0.563437819480896,0.8915872034693118,-0.041737109422683716,-0.6944441248098931,0.002416372299194336,0.9701087940525963
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,0.4077497720718384,0.3879200827809871,0.5317800045013428,3.631708981719817,The Hitchhiker's Guide to the Galaxy,0.4990079998970032,2.7655560556335304,0.5291802883148193,2.0222538527401874,-0.0912582278251648,-2.377635972852543,0.0025997161865234375,1.6094551289796297
+Dune,Pardot Kynes,0.5138195753097534,0.3631800161713162,0.54291170835495,0.1188006488069928,Dune,0.548527717590332,0.672247439672272,0.5399633049964905,0.0884621745392188,-0.03470814228057861,-0.3090674235009558,0.0029484033584594727,0.030338474267774
+Dune,Minotauros Atreides,0.4936800599098205,1.0926740097497365,0.5304136872291565,0.1683827785651912,Dune,0.4983564913272857,0.8598707847609885,0.5270689725875854,1.0406608076188153,-0.00467643141746521,0.23280322498874795,0.003344714641571045,-0.8722780290536241
+Twilight,Laurent,0.4904041588306427,0.0904030974613761,0.526269257068634,0.0005237260678788,Twilight,0.4753958880901336,0.0014116932360878,0.5218551158905029,0.0066333819862924,0.015008270740509089,0.08899140422528831,0.0044141411781311035,-0.0061096559184136
+Twilight,Tyler Crowley,0.5106507539749146,0.3095111610422963,0.5545148253440857,0.0622954379124793,Twilight,0.5305580496788025,0.0755971518111978,0.5499755144119263,0.2944422307977792,-0.01990729570388794,0.2339140092310985,0.004539310932159424,-0.2321467928852999
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,0.3139541745185852,0.3622527754839205,0.5040284395217896,1.7450559279627826,The Hitchhiker's Guide to the Galaxy,0.4787600934505462,0.9577454175059584,0.4993785619735718,1.5612964447779745,-0.164805918931961,-0.5954926420220379,0.0046498775482177734,0.18375948318480817
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,0.4946290254592895,0.788683257973526,0.5325215458869934,1.4285529850515457,The Hitchhiker's Guide to the Galaxy,0.5036670565605164,0.995913763020436,0.5276214480400085,5.068278898090996,-0.009038031101226862,-0.20723050504690999,0.004900097846984863,-3.6397259130394497
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,0.4999342858791351,0.976077601788665,0.5409278273582458,1.6172071174414118,The Hitchhiker's Guide to the Galaxy,0.5057948231697083,1.244740878257223,0.5356009006500244,1.521336768726183,-0.005860537290573176,-0.2686632764685579,0.0053269267082214355,0.09587034871522881
+The Hunger Games,Alma Coin,0.4886846244335174,0.468572036166586,0.5130079388618469,2.4837320395148105e-05,The Hunger Games,0.5310269594192505,0.0579975632837664,0.507499635219574,0.0027280961559054,-0.04234233498573309,0.41057447288281956,0.005508303642272949,-0.0027032588355102517
+Harry Potter,Harry Potter,0.4443931877613067,0.087749434911205,0.4571187496185303,0.4741091192206796,Harry Potter,0.4013104438781738,2.3430883707773023e-302,0.4515830278396606,1.8861245582152952e-90,0.043082743883132935,0.087749434911205,0.005535721778869684,0.4741091192206796
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,0.3291886150836944,0.4689406271306049,0.5459449291229248,1.4302111081764557,The Hitchhiker's Guide to the Galaxy,0.4951694905757904,1.255892682117142,0.5399518013000488,1.751950865087436,-0.165980875492096,-0.786952054986537,0.0059931278228759766,-0.32173975691098033
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,0.4701345562934875,0.4745346768104099,0.5366035103797913,0.945121595575924,The Hitchhiker's Guide to the Galaxy,0.509372889995575,1.866133674698825,0.5305003523826599,2.344663893372813,-0.03923833370208746,-1.3915989978884151,0.006103157997131348,-1.3995422977968888
+The Hitchhiker's Guide to the Galaxy,Random Dent,0.4872552454471588,0.730590806312388,0.5017336010932922,0.5736767084024997,The Hitchhiker's Guide to the Galaxy,0.473728746175766,1.4937575705922388,0.4956254959106445,0.950463493923778,0.013526499271392822,-0.7631667642798508,0.006108105182647761,-0.3767867855212783
+Twilight,Eleazar,0.5092800259590149,0.0770331382266352,0.5318141579627991,0.0042686269341244,Twilight,0.4954434037208557,8.21575146284907e-06,0.5252564549446106,0.0046762128614364,0.01383662223815918,0.07702492247517236,0.0065577030181884766,-0.000407585927312
+Dune,Hedley Tuek,0.4864819049835205,0.7164396077823254,0.5281742215156555,1.6249834470605626,Dune,0.5025479197502136,0.8595255704490478,0.5215905904769897,1.2034179134975411,-0.016066014766693115,-0.14308596266672235,0.0065836310386657715,0.4215655335630215
+Twilight,Seth Clearwater,0.4928677082061767,0.0003410076353034,0.5481706857681274,1.3472232653530088e-08,Twilight,0.5169409513473511,5.498352064403032e-07,0.5414804816246033,5.633002374780094e-05,-0.024073243141174372,0.00034045780009695967,0.00669020414352417,-5.631655151514741e-05
+The Hitchhiker's Guide to the Galaxy,Captain,0.427333116531372,0.5894758492741129,0.514319658279419,1.5084252457658365,The Hitchhiker's Guide to the Galaxy,0.4852561056613922,1.3337660049817803,0.5076146721839905,0.9621542476535582,-0.0579229891300202,-0.7442901557076674,0.006704986095428467,0.5462709981122783
+Dune,Miles Teg,0.557686984539032,0.6657775249077086,0.5225208401679993,0.0391958714219403,Dune,0.5230474472045898,0.0899397912265296,0.5156404376029968,0.1163706711457741,0.03463953733444214,0.575837733681179,0.006880402565002441,-0.07717479972383379
+The Hunger Games,Coral,0.5041736960411072,0.0364129919837355,0.5333076119422913,0.0004916603460607,The Hunger Games,0.4890300333499908,0.0080261692520166,0.5262603163719177,0.0648888114158943,0.015143662691116389,0.0283868227317189,0.007047295570373535,-0.0643971510698336
+Harry Potter,Ronald Weasley,0.4654512703418731,0.4721455504174071,0.4626748859882355,0.1901574130328153,Harry Potter,0.4568961858749389,3.0121077517168323e-67,0.4556145966053009,1.5991470488320035e-30,0.008555084466934204,0.4721455504174071,0.00706028938293457,0.1901574130328153
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.5063257217407227,4.814829618872357,0.5402927994728088,1.1890879353641042,The Hitchhiker's Guide to the Galaxy,0.5064576864242554,1.4415529324090486,0.5332200527191162,2.406554908545643,-0.00013196468353271484,3.373276686463309,0.007072746753692627,-1.2174669731815388
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.4561991989612579,0.5018064406777262,0.5188992023468018,1.040299760549525,The Hitchhiker's Guide to the Galaxy,0.558274507522583,3.1433265221504385,0.511775553226471,0.8516334959792943,-0.10207530856132513,-2.6415200814727124,0.0071236491203308105,0.18866626457023072
+Dune,Daniel,0.5189328193664551,1.777215148070226,0.5223586559295654,0.8866722560686856,Dune,0.4878224730491638,1.5604541803826115,0.5150571465492249,2.135764787601336,0.03111034631729126,0.21676096768761455,0.007301509380340576,-1.2490925315326504
+Harry Potter,Cormac McLaggen,0.5016866326332092,0.0045685164798883,0.5371431112289429,4.969169167102703e-05,Harry Potter,0.5474498867988586,0.0013196453172605,0.5296474099159241,0.0006933806875067,-0.045763254165649414,0.0032488711626278,0.007495701313018799,-0.0006436889958356729
+Dune,Marcus Claire Luyseyal,0.4881881177425384,1.7373048076086937,0.5107654929161072,2.478274282387815,Dune,0.4626936614513397,1.0868284645373023,0.5031079053878784,1.939214834068864,0.025494456291198675,0.6504763430713913,0.00765758752822876,0.5390594483189513
+The Hunger Games,Hilarius Heavensbee,0.4951103627681732,0.7161396962156683,0.5291473865509033,1.248197113966103,The Hunger Games,0.5345776081085205,2.11777440643859,0.5213660597801208,2.95474443474159,-0.03946724534034729,-1.4016347102229219,0.007781326770782471,-1.706547320775487
+Twilight,Tanya,0.4948145747184753,0.0279751042987792,0.5204833745956421,8.002467585252991e-06,Twilight,0.4598340392112732,3.2839210098507054e-15,0.511573314666748,9.316443602184018e-07,0.03498053550720209,0.027975104298775914,0.008910059928894043,7.0708232250345894e-06
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,0.4925911724567413,0.4585229949614054,0.5219084620475769,2.089596555298776,The Hitchhiker's Guide to the Galaxy,0.4621201157569885,1.6535225458766083,0.5127925276756287,4.510724437648572,0.030471056699752752,-1.194999550915203,0.009115934371948242,-2.421127882349796
+The Hitchhiker's Guide to the Galaxy,Mella,0.481859028339386,0.3536485779118626,0.5125448703765869,3.864342768834259,The Hitchhiker's Guide to the Galaxy,0.487587034702301,1.8086497148552143,0.5032673478126526,2.9962824801325185,-0.005728006362915039,-1.4550011369433518,0.009277522563934326,0.8680602887017406
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,0.4984708130359649,2.5810864289806434,0.529952347278595,0.4140006520024565,The Hitchhiker's Guide to the Galaxy,0.4938448667526245,0.0661239444775259,0.5206273794174194,0.1932430384039708,0.004625946283340399,2.5149624845031173,0.009324967861175537,0.2207576135984857
+Harry Potter,Padma Patil,0.4924223721027374,0.0811999984045298,0.5555651187896729,0.0015191952303639,Harry Potter,0.4872567057609558,6.378623810573792e-06,0.5460124611854553,0.0552383572989323,0.005165666341781616,0.08119361978071922,0.00955265760421753,-0.053719162068568395
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,0.49622243642807,0.7685041051682417,0.5458606481552124,1.4505408685686187,The Hitchhiker's Guide to the Galaxy,0.5102677345275879,1.5426929913351373,0.5362627506256104,2.2513618535087176,-0.014045298099517878,-0.7741888861668955,0.00959789752960205,-0.8008209849400989
+Twilight,Quil Ateara V,0.5131765604019165,0.5332838435645686,0.5482388138771057,0.0046602708874737,Twilight,0.5615991950035095,0.0493345792024236,0.5382692217826843,0.0347674485236213,-0.04842263460159302,0.48394926436214497,0.009969592094421387,-0.0301071776361476
+Dune,Duncan Idaho,0.4306022822856903,0.7432827616520465,0.4569325149059295,0.985797118046122,Dune,0.4661685228347778,7.297284294208589e-05,0.4469107091426849,0.000229876418894,-0.03556624054908747,0.7432097888091045,0.010021805763244629,0.985567241627228
+Twilight,Irina,0.470138281583786,0.0024579253265756,0.5045228004455566,1.5320277844471137e-05,Twilight,0.4536858797073364,0.0013092396599973,0.4939875900745392,0.0013506494225449,0.016452401876449585,0.0011486856665783,0.010535210371017456,-0.001335329144700429
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,0.361553281545639,0.5747696922517948,0.5487123727798462,1.4568019978263285,The Hitchhiker's Guide to the Galaxy,0.5174126625061035,2.4604352678384305,0.5381537079811096,3.3004362825008813,-0.15585938096046453,-1.8856655755866356,0.010558664798736572,-1.8436342846745528
+Twilight,Peter,0.4881868064403534,0.0055139473766313,0.5223390460014343,3.571632622594117e-07,Twilight,0.477811336517334,0.0035910733978483,0.5113801956176758,8.112589315640874e-05,0.01037546992301941,0.0019228739787829998,0.010958850383758545,-8.076872989414934e-05
+Dune,Helena Atreides,0.4995802938938141,0.6356990969259351,0.54463130235672,0.2251058415891642,Dune,0.55311119556427,0.3863628588487818,0.5335257053375244,0.2456276973392827,-0.05353090167045593,0.24933623807715327,0.011105597019195557,-0.0205218557501185
+Dune,Gurney Halleck,0.5444483160972595,0.5339192887295017,0.5520815253257751,0.0189497470896588,Dune,0.4746912121772766,0.0132546012270145,0.5403727293014526,0.0163296967836743,0.06975710391998291,0.5206646875024872,0.01170879602432251,0.0026200503059845004
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.5010707974433899,1.112097138724288,0.5338650941848755,3.4558857645636705,The Hitchhiker's Guide to the Galaxy,0.5280703902244568,11.006996540280486,0.521700382232666,6.962456970037287,-0.026999592781066895,-9.894899401556199,0.012164711952209473,-3.506571205473617
+Dune,Leto Atreides I,0.4865462183952331,0.4045024875718957,0.4962663054466247,0.024227455622362,Dune,0.4105958044528961,0.0206977719287023,0.4836027324199676,0.50074308350192,0.07595041394233698,0.3838047156431934,0.012663573026657104,-0.476515627879558
+Dune,Edric,0.507510781288147,0.7897315362747146,0.5188983678817749,0.3442989693934002,Dune,0.4717606902122497,1.5474047775962123,0.5060545206069946,1.0497433254976,0.03575009107589727,-0.7576732413214977,0.012843847274780273,-0.7054443561041999
+Dune,Norma Cevna,0.504818320274353,0.9409330621425288,0.528740406036377,0.6579051343177426,Dune,0.5122960805892944,0.7993872527996245,0.5158432126045227,0.6773874968887998,-0.007477760314941406,0.14154580934290428,0.012897193431854248,-0.019482362571057288
+Dune,Quintinius Violet Chenoeh,0.4865981042385101,0.059151077314588,0.5501734614372253,0.0001830646333515,Dune,0.503670334815979,0.003929017584763,0.5365883708000183,0.0071388692042059,-0.017072230577468928,0.055222059729824996,0.013585090637207031,-0.0069558045708544005
+Dune,Paul Atreides,0.475263386964798,1.0560189280223136,0.4689085483551025,0.6532529036219028,Dune,0.4406875669956207,2.358466546337092e-14,0.4551504552364349,2.737971189246936e-07,0.034575819969177246,1.05601892802229,0.013758093118667603,0.6532526298247838
+Dune,Korba,0.5202980637550354,0.919296385613698,0.5151761174201965,1.1408700423282307,Dune,0.4850527346134186,1.211352121437672,0.5010478496551514,1.7559935864881495,0.03524532914161682,-0.2920557358239739,0.014128267765045166,-0.6151235441599188
+Dune,Glossu Rabban Harkonnen,0.5234180092811584,1.040041833978686,0.5540176033973694,1.0121267484968228,Dune,0.5142450332641602,2.34971710324303,0.5398516654968262,3.508803037015137,0.009172976016998291,-1.309675269264344,0.014165937900543213,-2.496676288518314
+Twilight,Rachel Black,0.4595691263675689,0.2576749869769676,0.5207951068878174,0.0190418830757729,Twilight,0.4946772158145904,0.4461437557674763,0.5062205791473389,0.2900946600663232,-0.035108089447021484,-0.18846876879050867,0.014574527740478516,-0.27105277699055025
+Twilight,Alec,0.4980205297470093,5.69776817895873e-05,0.5346221327781677,0.0001958884672121,Twilight,0.4573462605476379,3.3593638855767326e-08,0.5198443531990051,0.0005200181715442,0.04067426919937139,5.694408815073153e-05,0.014777779579162598,-0.00032412970433209995
+Dune,Margot Fenring,0.5196251273155212,1.287933709101413,0.587001383304596,0.4281066526230737,Dune,0.5554811954498291,1.886456070361856,0.5722024440765381,3.858722627527751,-0.03585606813430786,-0.5985223612604431,0.014798939228057861,-3.4306159749046774
+Harry Potter,Vincent Crabbe,0.4900419116020202,0.019456977760415,0.5308857560157776,9.875276038060636e-07,Harry Potter,0.4622730612754822,1.1250639826776048e-08,0.5160602331161499,0.0004350931133402,0.02776885032653803,0.019456966509775173,0.014825522899627686,-0.00043410558573639396
+Dune,Murbella,0.5210418105125427,0.4673540113703712,0.5690101981163025,0.0237317653805878,Dune,0.5431306958198547,0.1647578209637947,0.5540927648544312,0.3209911285770032,-0.02208888530731201,0.3025961904065765,0.014917433261871338,-0.2972593631964154
+Dune,Thufir Hawat,0.5405481457710266,0.892894372436974,0.5702359080314636,0.0228922649099119,Dune,0.4564379751682281,0.0023243158719375,0.5546550154685974,0.0420107217075216,0.08411017060279852,0.8905700565650365,0.015580892562866211,-0.0191184567976097
+Twilight,J. Jenks,0.5021610856056213,1.1749364426276203,0.5415865182876587,0.0636886270483935,Twilight,0.5219054818153381,0.094675581562965,0.5259211659431458,0.0063786709959909,-0.019744396209716797,1.0802608610646554,0.01566535234451294,0.05730995605240259
+Twilight,Felix,0.5224718451499939,0.0693820901641001,0.5610885620117188,0.0005803898269925,Twilight,0.488877922296524,1.5009940594018296e-05,0.5447016954421997,0.0014592390895059,0.033593922853469904,0.06936708022350609,0.016386866569519043,-0.0008788492625134
+Twilight,Demetri,0.5160878300666809,0.0362002180763083,0.5621719360351562,3.9644251217159456e-05,Twilight,0.5109078884124756,8.155717012021489e-05,0.545673668384552,0.0394128451447977,0.005179941654205322,0.03611866090618809,0.016498267650604248,-0.03937320089358054
+Twilight,Marcus,0.4986763596534729,0.0955367626922656,0.5225239396095276,0.0002537160997281,Twilight,0.5242221355438232,0.0003123954626464,0.5059548616409302,0.0002575812630279,-0.025545775890350342,0.0952243672296192,0.016569077968597412,-3.865163299800038e-06
+Dune,Jehanne Butler,0.4977191984653473,1.160610281011882,0.5291381478309631,0.3361658627024659,Dune,0.5041056871414185,0.7578706297314075,0.511239230632782,0.7765911703854489,-0.006386488676071167,0.4027396512804744,0.017898917198181152,-0.440425307682983
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.4843844473361969,0.5442587992941074,0.5540450811386108,3.018975403984865,The Hitchhiker's Guide to the Galaxy,0.5200538635253906,3.951519228743921,0.5353698134422302,2.8489468857505824,-0.035669416189193726,-3.4072604294498134,0.018675267696380615,0.17002851823428244
+The Lord of the Rings,Tom Bombadil,0.5555573105812073,0.0046206003765287,0.5867260694503784,0.0001369321232673,The Lord of the Rings,0.560651421546936,0.0005328502053433,0.5672776699066162,0.0005428128490563,-0.00509411096572876,0.004087750171185399,0.019448399543762207,-0.00040588072578900004
+Twilight,Bree Tanner,0.4895860850811004,0.0027619723448355,0.5328367352485657,4.932456015088068e-07,Twilight,0.5580485463142395,0.0113079999916323,0.5131526589393616,0.0001464595674742,-0.0684624612331391,-0.0085460276467968,0.0196840763092041,-0.00014596632187269118
+Dune,Tyros Reffa,0.4748443067073822,0.6859880148079427,0.5335310101509094,0.5082867544066283,Dune,0.4846203923225403,0.8964724246466521,0.5130773186683655,0.7053993910320941,-0.009776085615158081,-0.21048440983870942,0.020453691482543945,-0.19711263662546585
+Twilight,Sue Clearwater,0.5133580565452576,0.4495958995794494,0.5527017712593079,0.0077884962486747,Twilight,0.5145647525787354,0.0258926919519143,0.5306036472320557,0.012183993251342,-0.0012066960334777832,0.4237032076275351,0.022098124027252197,-0.0043954970026672995
+The Hitchhiker's Guide to the Galaxy,Number One,0.4428691864013672,0.377350079843268,0.5162665843963623,1.3980420177545387,The Hitchhiker's Guide to the Galaxy,0.5280580520629883,1.4328597399698952,0.493426501750946,0.9568505357678344,-0.0851888656616211,-1.0555096601266272,0.022840082645416315,0.4411914819867043
+Twilight,James,0.4843384027481079,0.0001932872771006,0.5438632369041443,7.270975490567214e-08,Twilight,0.4569451510906219,1.873352245885299e-12,0.5209974050521851,5.469161351854039e-06,0.027393251657486017,0.00019328727522724775,0.02286583185195923,-5.396451596948367e-06
+Twilight,Mike Newton,0.5011588335037231,0.141374825432708,0.5439550280570984,0.0013103557818105,Twilight,0.509818971157074,0.0566707227136515,0.5195896625518799,0.0013125449480526,-0.00866013765335083,0.08470410271905648,0.024365365505218506,-2.189166242100044e-06
+The Lord of the Rings,Isildur,0.5210660099983215,0.0171125267976959,0.5709381103515625,0.0036278594316332,The Lord of the Rings,0.514318585395813,0.0002690887948658,0.54621821641922,0.0173277243707655,0.006747424602508545,0.0168434380028301,0.02471989393234253,-0.0136998649391323
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,0.5095416307449341,1.5175507068390162,0.5432708859443665,1.765636244338519,The Hitchhiker's Guide to the Galaxy,0.519244909286499,3.550699065130454,0.5177202820777893,2.1707907641217323,-0.009703278541564941,-2.033148358291438,0.02555060386657715,-0.4051545197832134
+The Lord of the Rings,Arwen,0.5305920243263245,0.3775532856238124,0.5569050312042236,0.0198458560674264,The Lord of the Rings,0.493246465921402,0.0876554934573564,0.531183660030365,0.2635930426979998,0.037345558404922485,0.289897792166456,0.025721371173858643,-0.24374718663057343
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,0.4957469999790191,0.4318234513995117,0.5307592153549194,1.3733599282782645,The Hitchhiker's Guide to the Galaxy,0.4696454703807831,0.8978039968744738,0.5031110644340515,1.1097740115014256,0.02610152959823603,-0.46598054547496204,0.02764815092086792,0.26358591677683885
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4900446832180023,1.1360314227027488,0.4767529368400574,4.434786665064095,The Hitchhiker's Guide to the Galaxy,0.4678911566734314,0.9307606330728296,0.4485040605068207,5.86522394679092,0.022153526544570923,0.20527078962991918,0.028248876333236694,-1.4304372817268245
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,0.506938099861145,3.108880398631926,0.5965229272842407,3.48934247178035,The Hitchhiker's Guide to the Galaxy,0.5566425323486328,5.327887898814819,0.5682133436203003,4.149285679691731,-0.04970443248748779,-2.219007500182893,0.02830958366394043,-0.6599432079113812
+The Lord of the Rings,Celebrimbor,0.5067253708839417,1.057553330185533,0.5297908186912537,4.509701427063241,The Lord of the Rings,0.516136646270752,1.3411937602809202e-06,0.5013521313667297,5.955852752708689e-11,-0.009411275386810303,1.0575519889917728,0.028438687324523926,4.509701427003683
+Dune,Hayt,0.5157616138458252,1.1372734117655994,0.5824491381645203,3.2943028197495816,Dune,0.5623521208763123,1.488815995076424,0.5540022253990173,2.7630196330461185,-0.04659050703048706,-0.35154258331082455,0.02844691276550293,0.5312831867034631
+Dune,Hasimir Fenring,0.5153005123138428,1.5385246976002915,0.5507274270057678,1.985205607864301,Dune,0.5189106464385986,0.7464248043860787,0.5208718776702881,1.5108144082637671,-0.0036101341247558594,0.7920998932142128,0.029855549335479736,0.4743911996005339
+The Hunger Games,Treech,0.4814959466457367,0.1205940027584875,0.5275515913963318,0.020602210904005,The Hunger Games,0.4770993590354919,0.3687356863387556,0.4976861178874969,0.1049643699751414,0.0043965876102448065,-0.24814168358026809,0.029865473508834894,-0.0843621590711364
+Twilight,Lauren Mallory,0.4392404556274414,0.4852898117353846,0.550056517124176,0.0953384896121278,Twilight,0.5076858997344971,0.0148204148834229,0.5188787579536438,1.9971218720906192,-0.06844544410705566,0.4704693968519617,0.031177759170532227,-1.9017833824784913
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4683612883090973,0.6472498624723172,0.4973364174365997,3.2147789399329074,The Hitchhiker's Guide to the Galaxy,0.4801921248435974,1.9751599362663192,0.4648252129554748,4.165068703849383,-0.011830836534500122,-1.3279100737940022,0.03251120448112488,-0.9502897639164756
+The Lord of the Rings,Radagast,0.506693422794342,0.0213537349432444,0.5546278357505798,1.0152234499330084e-06,The Lord of the Rings,0.5262231826782227,1.7547469280061835e-05,0.5205216407775879,2.6606774322600487e-05,-0.019529759883880615,0.021336187473964336,0.03410619497299194,-2.559155087266748e-05
+The Hitchhiker's Guide to the Galaxy,Roosta,0.4013340473175049,0.5160362064200719,0.5600486993789673,7.561060928517275,The Hitchhiker's Guide to the Galaxy,0.5169205665588379,2.102114009073872,0.5259182453155518,5.666003639061062,-0.11558651924133301,-1.5860778026538003,0.03413045406341553,1.8950572894562132
+Twilight,Angela Weber,0.5035080909729004,0.0211686308059395,0.5863727331161499,0.0001996363772614,Twilight,0.5237318873405457,0.0032600961595887,0.5503565073013306,0.0799621913934073,-0.020223796367645264,0.0179085346463508,0.036016225814819336,-0.07976255501614589
+Dune,Dama,0.4721208810806274,0.6013867057595473,0.5488190054893494,1.4037338737375893,Dune,0.4485619664192199,0.4845491510995697,0.5121527910232544,0.7110396160190182,0.02355891466140747,0.11683755465997764,0.03666621446609497,0.6926942577185711
+Twilight,Benjamin,0.5235551595687866,0.2703467370796133,0.5271337032318115,1.699205690109834e-05,Twilight,0.5174652934074402,0.021134095012226,0.4865785241127014,8.920801700391271e-07,0.0060898661613464355,0.24921264206738733,0.04055517911911011,1.6099976731059215e-05
+Twilight,Emily Young,0.4844948351383209,0.0241715203413158,0.5346267819404602,0.0071704607373847,Twilight,0.4843425154685974,5.8861067356876075e-08,0.4932059049606323,0.0021554370112846,0.00015231966972351074,0.024171461480248443,0.04142087697982788,0.005015023726100101
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,0.3952953815460205,0.2783315400326001,0.5313194990158081,1.1784301044494518,The Hitchhiker's Guide to the Galaxy,0.4955277740955353,0.5778292685825147,0.4897610247135162,0.6143910796859021,-0.10023239254951477,-0.29949772854991463,0.041558474302291926,0.5640390247635497
+Twilight,Jane,0.5112879276275635,0.0299260924886111,0.5439932942390442,2.910038324003551e-06,Twilight,0.4662284553050995,7.231129503729666e-06,0.498564600944519,7.089014437417576e-08,0.04505947232246399,0.02991886135910737,0.0454286932945252,2.839148179629375e-06
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.5088934302330017,4.318724304727283,0.5321364998817444,6.693953706336869,The Hitchhiker's Guide to the Galaxy,0.4827904403209686,4.507037385340246,0.4820026457309723,3.286594095395597,0.026102989912033137,-0.18831308061296337,0.050133854150772095,3.4073596109412714
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.4835208356380462,0.8531443032854303,0.5800648927688599,10.905864690592557,The Hitchhiker's Guide to the Galaxy,0.5089417099952698,4.67116185980418,0.5259667634963989,6.319423488592738,-0.025420874357223566,-3.81801755651875,0.05409812927246094,4.586441201999818
+The Hitchhiker's Guide to the Galaxy,Constant Mown,0.4446617364883423,0.3350513854588815,0.5357279777526855,1.584814100444835,The Hitchhiker's Guide to the Galaxy,0.5038566589355469,3.265715467731482,0.4810433089733124,3.086949363020123,-0.05919492244720459,-2.9306640822726004,0.05468466877937317,-1.502135262575288
+Dune,Glossu Rabban,0.5158686637878418,0.9112838441922432,0.5629866123199463,0.508575296527618,Dune,0.5129092931747437,1.0069395582773502,0.4982693493366241,0.8636006270233796,0.0029593706130981445,-0.09565571408510698,0.0647172629833222,-0.35502533049576157
diff --git a/ressources/data/total_comparisson/normal_eval2_comparisonwh.csv b/ressources/data/total_comparisson/normal_eval2_comparisonwh.csv
new file mode 100644
index 0000000000000000000000000000000000000000..13b1f620fc30d91cd48cbf37f9aad4b7ec8ac914
--- /dev/null
+++ b/ressources/data/total_comparisson/normal_eval2_comparisonwh.csv
@@ -0,0 +1,312 @@
+Book_1,Character,F1_1,h_1,wF1_1,wh_1,Book_2,F1_2,h_2,wF1_2,wh_2,F1c,hc,wF1c,whc
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5712370276451111,10.386016033098292,0.5231562852859497,2.245254897374209,The Hitchhiker's Guide to the Galaxy,0.5403741002082825,3.0068773709123358,0.551992654800415,8.413546322822135,0.030862927436828613,7.379138662185956,-0.028836369514465332,-6.168291425447927
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.3563226461410522,0.2968392444170915,0.538632333278656,2.1133419090118397,The Hitchhiker's Guide to the Galaxy,0.5384833216667175,2.4184494776517766,0.6105626225471497,7.005432719867193,-0.18216067552566534,-2.1216102332346853,-0.07193028926849365,-4.892090810855354
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,0.4657743871212005,2.6638920729684443,0.546289324760437,1.816169121645537,The Hitchhiker's Guide to the Galaxy,0.5517412424087524,3.014383230731099,0.5583321452140808,5.972646482817048,-0.08596685528755194,-0.3504911577626548,-0.012042820453643799,-4.156477361171511
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,0.4946290254592895,0.788683257973526,0.5325215458869934,1.4285529850515457,The Hitchhiker's Guide to the Galaxy,0.5036670565605164,0.995913763020436,0.5276214480400085,5.068278898090996,-0.009038031101226862,-0.20723050504690999,0.004900097846984863,-3.6397259130394497
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.5010707974433899,1.112097138724288,0.5338650941848755,3.4558857645636705,The Hitchhiker's Guide to the Galaxy,0.5280703902244568,11.006996540280486,0.521700382232666,6.962456970037287,-0.026999592781066895,-9.894899401556199,0.012164711952209473,-3.506571205473617
+Dune,Margot Fenring,0.5196251273155212,1.287933709101413,0.587001383304596,0.4281066526230737,Dune,0.5554811954498291,1.886456070361856,0.5722024440765381,3.858722627527751,-0.03585606813430786,-0.5985223612604431,0.014798939228057861,-3.4306159749046774
+Twilight,Rebecca Black,0.4915410280227661,0.918700707863489,0.4832848310470581,0.2138217510688916,Twilight,0.4971699118614197,1.2935049089247452,0.517520546913147,3.558757023917906,-0.0056288838386535645,-0.3748042010612562,-0.03423571586608887,-3.344935272849014
+Twilight,Senna,0.5137305855751038,0.7764955341732236,0.4481615424156189,0.0017553523032034,Twilight,0.5020114183425903,1.1654473847385365,0.5421069860458374,3.339938662868396,0.011719167232513428,-0.3889518505653129,-0.0939454436302185,-3.3381833105651926
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.3234719932079315,0.3146953704338651,0.491729736328125,3.674797705066148,The Hitchhiker's Guide to the Galaxy,0.4816323816776275,4.000186235659046,0.5285906791687012,6.886287217357911,-0.158160388469696,-3.685490865225181,-0.03686094284057617,-3.2114895122917626
+Twilight,Randall,0.5105313062667847,0.7926058356692781,0.5362573862075806,0.6021940269499707,Twilight,0.553048312664032,1.454575429737306,0.5498643517494202,3.8130195171475982,-0.042517006397247314,-0.6619695940680278,-0.0136069655418396,-3.2108254901976276
+Twilight,Quil Ateara III,0.5086703896522522,1.3297878312640377,0.5293914675712585,0.6705967737576495,Twilight,0.5304310917854309,3.3693445809070885,0.5289638638496399,3.843474799960733,-0.02176070213317871,-2.039556749643051,0.00042760372161865234,-3.172878026203083
+The Lord of the Rings,Ancalagon,0.5332438945770264,1.3377617161546485,0.6009135246276855,1.4144417320430205,The Lord of the Rings,0.5745759010314941,4.189269457296343,0.6052698493003845,4.544569991484027,-0.04133200645446777,-2.851507741141695,-0.004356324672698975,-3.130128259441007
+Twilight,Kachiri,0.511444628238678,1.431598498390504,0.4789679944515228,0.1002454252921603,Twilight,0.5337878465652466,1.2243431248416543,0.5379436016082764,3.230076547233832,-0.022343218326568604,0.2072553735488496,-0.05897560715675354,-3.1298311219416717
+Dune,Glossu Rabban Harkonnen,0.5234180092811584,1.040041833978686,0.5540176033973694,1.0121267484968228,Dune,0.5142450332641602,2.34971710324303,0.5398516654968262,3.508803037015137,0.009172976016998291,-1.309675269264344,0.014165937900543213,-2.496676288518314
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,0.4925911724567413,0.4585229949614054,0.5219084620475769,2.089596555298776,The Hitchhiker's Guide to the Galaxy,0.4621201157569885,1.6535225458766083,0.5127925276756287,4.510724437648572,0.030471056699752752,-1.194999550915203,0.009115934371948242,-2.421127882349796
+The Hunger Games,Vipsania Sickle,0.4687986373901367,0.6673281913400538,0.4317727088928222,0.0093496491249441,The Hunger Games,0.494323194026947,1.5781923253593952,0.5286621451377869,2.421608415197159,-0.025524556636810303,-0.9108641340193414,-0.09688943624496466,-2.4122587660722146
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.4790807068347931,1.1817041078963724,0.5179263353347778,5.0785527838217,The Hitchhiker's Guide to the Galaxy,0.5013925433158875,4.9671203983264665,0.5283668041229248,7.481179459003158,-0.02231183648109436,-3.785416290430094,-0.010440468788146973,-2.402626675181458
+Dune,Piter de Vries,0.5492623448371887,0.7538928578703038,0.5279063582420349,0.1856799652173605,Dune,0.5234078764915466,2.121741244796618,0.5473734140396118,2.341555622457318,0.02585446834564209,-1.3678483869263145,-0.019467055797576904,-2.1558756572399576
+Dune,Piter De Vries,0.5379225611686707,0.5988211129863868,0.526581346988678,0.9056059650963464,Dune,0.5457844734191895,2.264401020878476,0.5682894587516785,3.001800801270369,-0.007861912250518799,-1.6655799078920892,-0.04170811176300049,-2.0961948361740226
+Dune,Sheeana Brugh,0.5043639540672302,0.5192340812650102,0.5130999088287354,0.0895398934958691,Dune,0.5689539313316345,3.879076295351741,0.5332396626472473,2.092447271800819,-0.0645899772644043,-3.3598422140867306,-0.020139753818511963,-2.00290737830495
+The Hunger Games,Livia Cardew,0.4863074123859405,1.0567839430066268,0.43594691157341,0.0002431795767737,The Hunger Games,0.4969425797462463,0.601184000557319,0.5460469126701355,1.993355810689457,-0.010635167360305786,0.4555999424493078,-0.11010000109672552,-1.9931126311126834
+Twilight,Lauren Mallory,0.4392404556274414,0.4852898117353846,0.550056517124176,0.0953384896121278,Twilight,0.5076858997344971,0.0148204148834229,0.5188787579536438,1.9971218720906192,-0.06844544410705566,0.4704693968519617,0.031177759170532227,-1.9017833824784913
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,0.4108148217201233,0.3765649406570394,0.5255516171455383,3.246125440506177,The Hitchhiker's Guide to the Galaxy,0.5522434115409851,4.391415220193749,0.5681037306785583,5.109643200946081,-0.14142858982086182,-4.014850279536709,-0.04255211353302002,-1.8635177604399042
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,0.361553281545639,0.5747696922517948,0.5487123727798462,1.4568019978263285,The Hitchhiker's Guide to the Galaxy,0.5174126625061035,2.4604352678384305,0.5381537079811096,3.3004362825008813,-0.15585938096046453,-1.8856655755866356,0.010558664798736572,-1.8436342846745528
+Dune,Bellonda,0.5110083222389221,1.4250345742292878,0.5434740781784058,1.319385444025332,Dune,0.566320538520813,2.080836282967017,0.572908878326416,3.142909773513882,-0.05531221628189087,-0.6558017087377292,-0.029434800148010254,-1.8235243294885497
+The Hunger Games,Felix Ravinstill,0.5016847252845764,2.291929646798982,0.4419227540493011,0.0122104275031614,The Hunger Games,0.5140994787216187,1.570545047804901,0.5395987629890442,1.752262925950918,-0.012414753437042236,0.721384598994081,-0.0976760089397431,-1.7400524984477566
+The Hunger Games,Hilarius Heavensbee,0.4951103627681732,0.7161396962156683,0.5291473865509033,1.248197113966103,The Hunger Games,0.5345776081085205,2.11777440643859,0.5213660597801208,2.95474443474159,-0.03946724534034729,-1.4016347102229219,0.007781326770782471,-1.706547320775487
+Dune,Marty,0.4792817533016205,0.7280740326746394,0.4993573129177093,0.1588863758641067,Dune,0.5066540837287903,1.1714954308479877,0.5216068029403687,1.8426423024082883,-0.0273723304271698,-0.44342139817334825,-0.022249490022659357,-1.6837559265441815
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,0.424543023109436,0.5671710824059766,0.4711781740188598,0.9350327254876516,The Hitchhiker's Guide to the Galaxy,0.5663809180259705,2.074380728007357,0.5443081259727478,2.531551998571767,-0.14183789491653448,-1.5072096456013806,-0.073129951953888,-1.5965192730841153
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,0.4717856347560882,0.734133117188203,0.5298166275024414,2.8792323369555364,The Hitchhiker's Guide to the Galaxy,0.5672872066497803,4.087518235317492,0.546647310256958,4.474187102026901,-0.09550157189369207,-3.353385118129289,-0.0168306827545166,-1.594954765071365
+Dune,Tylwyth Waff,0.509412407875061,1.1437715938563466,0.451562762260437,0.058983343730529,Dune,0.5559523701667786,1.7187419585481665,0.5639292001724243,1.6008048102770898,-0.04653996229171753,-0.5749703646918198,-0.1123664379119873,-1.5418214665465608
+The Hitchhiker's Guide to the Galaxy,Constant Mown,0.4446617364883423,0.3350513854588815,0.5357279777526855,1.584814100444835,The Hitchhiker's Guide to the Galaxy,0.5038566589355469,3.265715467731482,0.4810433089733124,3.086949363020123,-0.05919492244720459,-2.9306640822726004,0.05468466877937317,-1.502135262575288
+Dune,Mohandas Suk,0.4980094134807586,0.777807305732695,0.4519886970520019,0.0335985023101957,Dune,0.4978834688663482,1.0267002706159707,0.540614664554596,1.529749728452501,0.0001259446144104004,-0.24889296488327572,-0.08862596750259405,-1.4961512261423053
+Twilight,Harry Clearwater,0.5209450721740723,2.484474152342066,0.5603581666946411,0.2954096021337358,Twilight,0.534866988658905,0.1401510615761508,0.5757616758346558,1.7593148768518931,-0.013921916484832764,2.3443230907659154,-0.015403509140014648,-1.4639052747181573
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4900446832180023,1.1360314227027488,0.4767529368400574,4.434786665064095,The Hitchhiker's Guide to the Galaxy,0.4678911566734314,0.9307606330728296,0.4485040605068207,5.86522394679092,0.022153526544570923,0.20527078962991918,0.028248876333236694,-1.4304372817268245
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,0.4701345562934875,0.4745346768104099,0.5366035103797913,0.945121595575924,The Hitchhiker's Guide to the Galaxy,0.509372889995575,1.866133674698825,0.5305003523826599,2.344663893372813,-0.03923833370208746,-1.3915989978884151,0.006103157997131348,-1.3995422977968888
+Dune,Mapes,0.4613449871540069,0.4332185225362724,0.542668879032135,0.9897316516413972,Dune,0.5276244282722473,0.0458423124801677,0.5413835644721985,2.2664236242419347,-0.06627944111824041,0.38737621005610473,0.0012853145599365234,-1.2766919726005375
+Dune,Victor Atreides,0.5053738355636597,0.8780493156250442,0.5219838619232178,0.6441260360836389,Dune,0.5181224346160889,0.5430793792140399,0.5632820129394531,1.9181918906205708,-0.0127485990524292,0.33496993641100425,-0.04129815101623535,-1.2740658545369319
+Dune,Chani Kynes,0.519978404045105,0.6258408328432263,0.507990837097168,0.180328439611831,Dune,0.5317520499229431,1.1616693733240029,0.5398597121238708,1.4438592161520991,-0.011773645877838135,-0.5358285404807765,-0.03186887502670288,-1.2635307765402681
+Dune,Gaius Helen Mohiam,0.5053005814552307,0.5883202830516998,0.5277078747749329,0.486373662513295,Dune,0.526899516582489,0.2654334195320227,0.5729935765266418,1.7485603659038411,-0.0215989351272583,0.3228868635196771,-0.045285701751708984,-1.262186703390546
+Dune,Daniel,0.5189328193664551,1.777215148070226,0.5223586559295654,0.8866722560686856,Dune,0.4878224730491638,1.5604541803826115,0.5150571465492249,2.135764787601336,0.03111034631729126,0.21676096768761455,0.007301509380340576,-1.2490925315326504
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.4171024262905121,2.9120419274441147,0.5268067121505737,0.4504755133943672,The Hitchhiker's Guide to the Galaxy,0.524772584438324,0.4754265145147631,0.5391592383384705,1.6993015589938314,-0.10767015814781189,2.436615412929352,-0.012352526187896729,-1.2488260455994642
+The Lord of the Rings,Khamûl,0.5237871408462524,2.43887942795052,0.5735595226287842,0.1545603458683955,The Lord of the Rings,0.5351359248161316,0.4660404983610751,0.5849636793136597,1.381356707874084,-0.01134878396987915,1.9728389295894448,-0.011404156684875488,-1.2267963620056885
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.5063257217407227,4.814829618872357,0.5402927994728088,1.1890879353641042,The Hitchhiker's Guide to the Galaxy,0.5064576864242554,1.4415529324090486,0.5332200527191162,2.406554908545643,-0.00013196468353271484,3.373276686463309,0.007072746753692627,-1.2174669731815388
+Dune,Lichna,0.4484536945819855,0.3209750417245773,0.5563443303108215,1.0913543433308168,Dune,0.5000667572021484,0.8253871268352208,0.5714812278747559,2.2966022270097417,-0.051613062620162964,-0.5044120851106435,-0.015136897563934326,-1.2052478836789249
+Dune,Schwangyu,0.5012314915657043,1.6685941357419745,0.5462884306907654,2.5507629847737583,Dune,0.5511276125907898,1.8958544366122756,0.5603456497192383,3.75076187459884,-0.04989612102508545,-0.22726030087030114,-0.0140572190284729,-1.1999988898250815
+Dune,Tlaloc,0.5012189149856567,0.7486960201354296,0.4670414626598358,0.070786805708445,Dune,0.5124073624610901,3.8070235424098406,0.542407751083374,1.1899244749396642,-0.01118844747543335,-3.058327522274411,-0.07536628842353821,-1.1191376692312192
+Dune,Norma Cenva,0.4278644323348999,0.3453006718812716,0.5005387663841248,1.3120403501803808,Dune,0.5233030319213867,0.778264812852435,0.555372953414917,2.386279260997153,-0.09543859958648682,-0.43296414097116337,-0.054834187030792236,-1.074238910816772
+Dune,Raquella Berto-Anirul,0.4950067400932312,0.6736190323678809,0.5390993356704712,0.2187400306732795,Dune,0.5327244997024536,0.2562112091315427,0.5556399822235107,1.244242900357726,-0.03771775960922241,0.4174078232363382,-0.01654064655303955,-1.0255028696844466
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.4806388914585113,0.7287256191933535,0.5445906519889832,3.1585595168792167,The Hitchhiker's Guide to the Galaxy,0.5966795682907104,7.6688246058673775,0.5707736015319824,4.145647728569833,-0.11604067683219915,-6.940098986674024,-0.026182949542999268,-0.9870882116906166
+Dune,Ziarenko Javid,0.4817750751972198,1.2164039946239296,0.412378579378128,0.003792379896148,Dune,0.467689573764801,0.8923458602015979,0.5024972558021545,0.9705700571787712,0.014085501432418768,0.32405813442233167,-0.09011867642402654,-0.9667776772826232
+The Hitchhiker's Guide to the Galaxy,Loonquawl,0.4905512034893036,1.0880415049049648,0.5231997966766357,0.912282620068297,The Hitchhiker's Guide to the Galaxy,0.5401980876922607,2.7960738546327706,0.5393425226211548,1.8750551413304997,-0.04964688420295715,-1.7080323497278058,-0.016142725944519043,-0.9627725212622027
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4683612883090973,0.6472498624723172,0.4973364174365997,3.2147789399329074,The Hitchhiker's Guide to the Galaxy,0.4801921248435974,1.9751599362663192,0.4648252129554748,4.165068703849383,-0.011830836534500122,-1.3279100737940022,0.03251120448112488,-0.9502897639164756
+Dune,Logno,0.5146032571792603,1.9106249426370372,0.5130771398544312,0.2751950568614628,Dune,0.5045991539955139,0.4669420713972166,0.523835301399231,1.217815646928167,0.010004103183746338,1.4436828712398206,-0.010758161544799805,-0.9426205900667042
+Dune,Lucilla,0.5099300146102905,1.401826511542328,0.5361635088920593,0.4152892026386919,Dune,0.5077373385429382,0.7368252249282593,0.5373562574386597,1.3430112354343922,0.002192676067352295,0.6650012866140688,-0.0011927485466003418,-0.9277220327957003
+Dune,Bijaz,0.5071148872375488,0.6462591931943981,0.5156342387199402,0.0504894065961158,Dune,0.500070333480835,0.194777491022945,0.5213509202003479,0.9725980765421376,0.007044553756713867,0.45148170217145306,-0.005716681480407715,-0.9221086699460218
+Twilight,Vasilii,0.4976499378681183,1.2087148512733323,0.524995744228363,0.7252319602120292,Twilight,0.4868839085102081,0.9821019779920626,0.5375935435295105,1.6325823342779708,0.010766029357910212,0.22661287328126978,-0.012597799301147461,-0.9073503740659417
+Dune,Alma Mavis Taraza,0.5058012008666992,1.3960892703791925,0.4692151844501495,0.0009345553339762,Dune,0.5149604678153992,0.8999436439874243,0.5610169768333435,0.9030535975180288,-0.009159266948699951,0.4961456263917682,-0.09180179238319403,-0.9021190421840526
+Twilight,Ephraim Black,0.4526848793029785,0.5033109066451074,0.5182806849479675,0.0905480977732796,Twilight,0.495035707950592,0.0450036994060215,0.5283763408660889,0.9754689028889536,-0.04235082864761347,0.45830720723908586,-0.010095655918121338,-0.8849208051156741
+The Hitchhiker's Guide to the Galaxy,Caveman,0.4493281543254852,0.8532140394068194,0.4843088090419769,1.553444973821121,The Hitchhiker's Guide to the Galaxy,0.4620581865310669,1.1378235127068754,0.511817455291748,2.426670574784131,-0.01273003220558172,-0.28460947330005604,-0.027508646249771174,-0.8732256009630102
+Dune,Minotauros Atreides,0.4936800599098205,1.0926740097497365,0.5304136872291565,0.1683827785651912,Dune,0.4983564913272857,0.8598707847609885,0.5270689725875854,1.0406608076188153,-0.00467643141746521,0.23280322498874795,0.003344714641571045,-0.8722780290536241
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,0.4871600866317749,0.8266789267927431,0.5505149364471436,0.5544471130203781,The Hitchhiker's Guide to the Galaxy,0.5678676962852478,1.1610192491706892,0.5612878203392029,1.4139129371358898,-0.0807076096534729,-0.3343403223779461,-0.010772883892059326,-0.8594658241155118
+Dune,Octa Butler,0.4880781173706054,0.6217094571902593,0.4583471715450287,0.1195954437816999,Dune,0.5055363774299622,1.1788144831676244,0.5349791646003723,0.9440785315735382,-0.017458260059356745,-0.5571050259773651,-0.07663199305534363,-0.8244830877918383
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,0.4893811643123626,0.5788952977260052,0.4645346999168396,0.1847243935123878,The Hitchhiker's Guide to the Galaxy,0.5017083287239075,1.667916825646644,0.5132248997688293,0.986423940066365,-0.012327164411544855,-1.0890215279206386,-0.048690199851989746,-0.8016995465539772
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,0.49622243642807,0.7685041051682417,0.5458606481552124,1.4505408685686187,The Hitchhiker's Guide to the Galaxy,0.5102677345275879,1.5426929913351373,0.5362627506256104,2.2513618535087176,-0.014045298099517878,-0.7741888861668955,0.00959789752960205,-0.8008209849400989
+Dune,Edric,0.507510781288147,0.7897315362747146,0.5188983678817749,0.3442989693934002,Dune,0.4717606902122497,1.5474047775962123,0.5060545206069946,1.0497433254976,0.03575009107589727,-0.7576732413214977,0.012843847274780273,-0.7054443561041999
+Dune,Hwi Noree,0.5152681469917297,1.0109310615941849,0.5379900336265564,0.1518654640025657,Dune,0.5299132466316223,0.4767344742662933,0.5516391396522522,0.8540949176886722,-0.014645099639892578,0.5341965873278915,-0.0136491060256958,-0.7022294536861065
+Dune,Otheym,0.4998379051685333,0.9750208906999622,0.5489936470985413,1.6242758905300028,Dune,0.5967943072319031,2.07091631715095,0.5572136640548706,2.31686868074298,-0.09695640206336975,-1.0958954264509877,-0.008220016956329346,-0.6925927902129774
+Dune,Kwisatz Haderach,0.5288949608802795,0.6063077049825519,0.5786898732185364,0.003697619306239,Dune,0.527566134929657,0.3652673873188247,0.5783027410507202,0.6787766995793216,0.0013288259506225586,0.24104031766372724,0.0003871321678161621,-0.6750790802730826
+Dune,Aramsham,0.4641391634941101,0.4544422923442146,0.4845773875713348,0.8127568286147788,Dune,0.5344614386558533,1.4950078491961325,0.558563232421875,1.4762572326855694,-0.07032227516174316,-1.0405655568519179,-0.07398584485054022,-0.6635004040707906
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,0.506938099861145,3.108880398631926,0.5965229272842407,3.48934247178035,The Hitchhiker's Guide to the Galaxy,0.5566425323486328,5.327887898814819,0.5682133436203003,4.149285679691731,-0.04970443248748779,-2.219007500182893,0.02830958366394043,-0.6599432079113812
+The Lord of the Rings,Meriadoc Brandybuck,0.5133464932441711,0.5250487917458937,0.550666332244873,0.0315829500147008,The Lord of the Rings,0.5441402792930603,0.0021317408663048,0.562679648399353,0.6799241297925943,-0.03079378604888916,0.5229170508795888,-0.01201331615447998,-0.6483411797778935
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.4119135737419128,0.3797633349632493,0.4842294752597809,0.9820755274381016,The Hitchhiker's Guide to the Galaxy,0.4907255470752716,1.351894932353983,0.5306002497673035,1.626699947685858,-0.07881197333335882,-0.9721315973907337,-0.04637077450752258,-0.6446244202477563
+Dune,Tertius Eileen Anteac,0.5171214938163757,0.9599716945215118,0.5144374966621399,0.2580117834826692,Dune,0.4842688739299774,1.6092160416916077,0.5371854901313782,0.9017624269997888,0.032852619886398315,-0.6492443471700959,-0.02274799346923828,-0.6437506435171196
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,0.498556911945343,2.340850178909282,0.5353698134422302,2.77695805865376,The Hitchhiker's Guide to the Galaxy,0.518623411655426,1.0481372819919772,0.5506841540336609,3.3942237237839783,-0.020066499710083008,1.292712896917305,-0.015314340591430664,-0.6172656651302182
+Dune,Korba,0.5202980637550354,0.919296385613698,0.5151761174201965,1.1408700423282307,Dune,0.4850527346134186,1.211352121437672,0.5010478496551514,1.7559935864881495,0.03524532914161682,-0.2920557358239739,0.014128267765045166,-0.6151235441599188
+The Lord of the Rings,Ungoliant,0.5175648331642151,0.5045119669209628,0.5658931136131287,0.1311805506644553,The Lord of the Rings,0.524909496307373,0.2464164812303801,0.5736237168312073,0.7277688611379045,-0.007344663143157959,0.2580954856905827,-0.007730603218078613,-0.5965883104734492
+The Lord of the Rings,Halbarad,0.5402034521102905,1.5555165009375898,0.5443882346153259,0.9193734631361064,The Lord of the Rings,0.4990382194519043,0.1382394741821053,0.5650730133056641,1.5125902145942676,0.04116523265838623,1.4172770267554844,-0.020684778690338135,-0.5932167514581612
+Dune,Farok,0.4914568066596985,0.2526507789809973,0.513570249080658,1.2662744929738627,Dune,0.5553319454193115,2.3081063709412537,0.5157051682472229,1.8509081586007976,-0.06387513875961304,-2.055455591960256,-0.0021349191665649414,-0.5846336656269349
+Twilight,Collin Littlesea,0.4267337918281555,0.1959290491151384,0.4282884001731872,0.2757751569891288,Twilight,0.4317830801010132,0.6549329661210603,0.4445505440235138,0.8581127887388902,-0.005049288272857666,-0.4590039170059219,-0.016262143850326594,-0.5823376317497614
+Twilight,Mary,0.4860509932041168,0.7267298526381508,0.4364092946052551,0.0079322244466564,Twilight,0.4660108685493469,0.3373203105847336,0.5035999417304993,0.5700600729471494,0.020040124654769897,0.3894095420534172,-0.06719064712524414,-0.562127848500493
+The Lord of the Rings,Glaurung,0.5107595324516296,1.0976330498120732,0.5491192936897278,0.2809735471299492,The Lord of the Rings,0.5535544753074646,0.3629630472734391,0.5826680660247803,0.8313548871362959,-0.04279494285583496,0.7346700025386341,-0.03354877233505249,-0.5503813400063466
+Twilight,Kebi,0.5147552490234375,0.3721088239934548,0.4482637941837311,6.781821117860223e-06,Twilight,0.4648018479347229,0.0602315246081563,0.5248673558235168,0.5233448042994691,0.0499534010887146,0.3118772993852985,-0.07660356163978577,-0.5233380224783512
+Dune,Ramallo,0.4951575994491577,0.9747248480575008,0.5169386267662048,0.7338078391350811,Dune,0.5678929090499878,1.154690518665489,0.5771474838256836,1.2469760206362497,-0.07273530960083008,-0.17996567060798818,-0.06020885705947876,-0.5131681815011686
+Dune,Wensicia Corrino,0.5032896399497986,0.5391336026435865,0.5432509183883667,0.4904736340133676,Dune,0.5715660452842712,1.819849624453167,0.5675203800201416,0.9927692781062312,-0.06827640533447266,-1.2807160218095806,-0.024269461631774902,-0.5022956440928636
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,0.4581269919872284,1.1332647343625395,0.5268608331680298,1.5980802997919823,The Hitchhiker's Guide to the Galaxy,0.4566085934638977,0.9668784992035736,0.5390203595161438,2.0755742165154047,0.0015183985233306885,0.1663862351589659,-0.012159526348114014,-0.47749391672342245
+Dune,Leto Atreides I,0.4865462183952331,0.4045024875718957,0.4962663054466247,0.024227455622362,Dune,0.4105958044528961,0.0206977719287023,0.4836027324199676,0.50074308350192,0.07595041394233698,0.3838047156431934,0.012663573026657104,-0.476515627879558
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,0.3960185945034027,0.5478944495090049,0.5309251546859741,3.0383673200038266,The Hitchhiker's Guide to the Galaxy,0.5163652896881104,2.7351682821906733,0.5477356910705566,3.51385000822408,-0.12034669518470764,-2.1872738326816683,-0.01681053638458252,-0.4754826882202532
+The Hitchhiker's Guide to the Galaxy,Number Two,0.4727605879306793,0.5012591080546629,0.5356969833374023,1.3391366496133603,The Hitchhiker's Guide to the Galaxy,0.5003491044044495,1.2324191217297131,0.5516855120658875,1.8112055895966903,-0.02758851647377014,-0.7311600136750502,-0.015988528728485107,-0.47206893998333
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.4613436758518219,0.3191123091025339,0.570511519908905,1.989116101173145,The Hitchhiker's Guide to the Galaxy,0.5236223936080933,1.0433548950697888,0.5911267399787903,2.4572819478109995,-0.06227871775627136,-0.724242585967255,-0.020615220069885254,-0.46816584663785443
+The Hitchhiker's Guide to the Galaxy,Allitnils,0.4362064599990845,0.3346937327370324,0.4490273594856262,1.3148000331605807,The Hitchhiker's Guide to the Galaxy,0.4965316355228424,0.8980947810572045,0.5122107267379761,1.7813170644012286,-0.060325175523757935,-0.5634010483201721,-0.06318336725234985,-0.4665170312406479
+Dune,Lady Jessica,0.527129590511322,1.0146471545741351,0.4561772346496582,0.0774615841061969,Dune,0.4113405346870422,0.0023579364569927,0.5031242370605469,0.5388505817298004,0.11578905582427984,1.0122892181171423,-0.04694700241088867,-0.46138899762360347
+The Hunger Games,Lucretius Flickerman,0.4977657794952392,0.1629415961848473,0.5035482048988342,0.0133227253071535,The Hunger Games,0.4888031184673309,0.3311301477382859,0.5430733561515808,0.4712395986169309,0.008962661027908325,-0.16818855155343862,-0.03952515125274658,-0.4579168733097774
+Dune,Zufa Cenva,0.4905062317848205,0.4587798233452558,0.5150262713432312,0.0418490094817323,Dune,0.5469627380371094,0.2514755578288763,0.5501323938369751,0.497377813153401,-0.056456506252288874,0.20730426551637948,-0.035106122493743896,-0.4555288036716687
+The Hitchhiker's Guide to the Galaxy,Lintilla,0.4855124652385711,1.233854575936455,0.5066788196563721,0.1356336097707527,The Hitchhiker's Guide to the Galaxy,0.5287073850631714,0.558869123703348,0.5504475831985474,0.5872657301781092,-0.043194919824600275,0.674985452233107,-0.04376876354217529,-0.45163212040735656
+Dune,Jehanne Butler,0.4977191984653473,1.160610281011882,0.5291381478309631,0.3361658627024659,Dune,0.5041056871414185,0.7578706297314075,0.511239230632782,0.7765911703854489,-0.006386488676071167,0.4027396512804744,0.017898917198181152,-0.440425307682983
+Dune,Ghanima Atreides,0.4968699812889099,0.8369040135915626,0.5,0.0190412889652953,Dune,0.5155541300773621,0.2499762320736255,0.5028332471847534,0.453167202126176,-0.01868414878845215,0.5869277815179371,-0.002833247184753418,-0.4341259131608807
+The Lord of the Rings,Denethor II,0.5090440511703491,0.4427748040732883,0.5393776297569275,0.0150714007096932,The Lord of the Rings,0.5417104363441467,0.1426756873688543,0.5651096701622009,0.4485476149051312,-0.03266638517379761,0.300099116704434,-0.025732040405273438,-0.43347621419543797
+The Hitchhiker's Guide to the Galaxy,Agda,0.5112017393112183,0.0090290968271346,0.5287888646125793,2.0108659815402974,The Hitchhiker's Guide to the Galaxy,0.5139344334602356,1.6046755314659846,0.5281763672828674,2.435745000064001,-0.002732694149017334,-1.59564643463885,0.0006124973297119141,-0.4248790185237037
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,0.5095416307449341,1.5175507068390162,0.5432708859443665,1.765636244338519,The Hitchhiker's Guide to the Galaxy,0.519244909286499,3.550699065130454,0.5177202820777893,2.1707907641217323,-0.009703278541564941,-2.033148358291438,0.02555060386657715,-0.4051545197832134
+Dune,Anirul Corrino,0.477915495634079,0.5785452349450044,0.5409173369407654,2.184465197505393,Dune,0.5521725416183472,1.7887946758179385,0.5885332226753235,2.588326357345893,-0.07425704598426819,-1.210249440872934,-0.047615885734558105,-0.4038611598405
+Twilight,Brady Fuller,0.414991170167923,0.2777492253670694,0.3972945213317871,0.2222973154747086,Twilight,0.4130733013153076,0.6068299589117829,0.4249446392059326,0.6052303750544059,0.0019178688526153564,-0.3290807335447135,-0.027650117874145508,-0.3829330595796973
+The Hitchhiker's Guide to the Galaxy,Random Dent,0.4872552454471588,0.730590806312388,0.5017336010932922,0.5736767084024997,The Hitchhiker's Guide to the Galaxy,0.473728746175766,1.4937575705922388,0.4956254959106445,0.950463493923778,0.013526499271392822,-0.7631667642798508,0.006108105182647761,-0.3767867855212783
+The Hunger Games,Dill,0.4879874885082245,0.9374200025446748,0.4474625587463379,0.0008715085921698,The Hunger Games,0.510287880897522,0.1673106770659258,0.5264093279838562,0.3645071642658643,-0.022300392389297485,0.770109325478749,-0.07894676923751831,-0.36363565567369455
+Dune,Stilgar,0.497808039188385,0.5928535300523808,0.5342109203338623,0.0981198917767718,Dune,0.4978335201740265,1.050191588802027,0.5372103452682495,0.4579809007162451,-2.5480985641479492e-05,-0.45733805874964617,-0.002999424934387207,-0.35986100893947326
+Twilight,Sasha,0.5193257927894592,1.3981505767285414,0.4952841997146606,0.0391430500603783,Twilight,0.4636020064353943,0.434826142440545,0.5213740468025208,0.3945277143916048,0.05572378635406494,0.9633244342879963,-0.026089847087860163,-0.3553846643312265
+Dune,Glossu Rabban,0.5158686637878418,0.9112838441922432,0.5629866123199463,0.508575296527618,Dune,0.5129092931747437,1.0069395582773502,0.4982693493366241,0.8636006270233796,0.0029593706130981445,-0.09565571408510698,0.0647172629833222,-0.35502533049576157
+The Lord of the Rings,Shadowfax,0.5600701570510864,3.11919735731716,0.5659462809562683,1.640608785919145,The Lord of the Rings,0.6224778294563293,1.7175942891378289,0.6148388385772705,1.9714219260473624,-0.06240767240524292,1.4016030681793312,-0.0488925576210022,-0.3308131401282175
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,0.3291886150836944,0.4689406271306049,0.5459449291229248,1.4302111081764557,The Hitchhiker's Guide to the Galaxy,0.4951694905757904,1.255892682117142,0.5399518013000488,1.751950865087436,-0.165980875492096,-0.786952054986537,0.0059931278228759766,-0.32173975691098033
+The Hitchhiker's Guide to the Galaxy,Hactar,0.3989352285861969,0.7576601357314339,0.5416232943534851,0.7711947173289098,The Hitchhiker's Guide to the Galaxy,0.5371614098548889,1.459193337851069,0.574628472328186,1.092209836230405,-0.13822618126869202,-0.7015332021196352,-0.03300517797470093,-0.32101511890149514
+Dune,Jessica Atreides,0.4802019000053406,0.4161399961091878,0.4718683063983917,0.0930419518554409,Dune,0.4973728954792022,0.376441262810641,0.4970850646495819,0.4108089338864428,-0.01717099547386164,0.039698733298546784,-0.025216758251190186,-0.3177669820310019
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.322559654712677,0.4345295743733599,0.487070620059967,1.1780212850157157,The Hitchhiker's Guide to the Galaxy,0.450519859790802,1.0020379796927297,0.5223364233970642,1.4941446530390217,-0.127960205078125,-0.5675084053193697,-0.035265803337097223,-0.316123368023306
+The Lord of the Rings,Treebeard,0.5185574889183044,1.2924189206223544,0.5584478378295898,0.0426045557781971,The Lord of the Rings,0.4938358664512634,0.0103694590954731,0.5689936876296997,0.3546676867674176,0.024721622467041016,1.2820494615268814,-0.010545849800109863,-0.3120631309892205
+The Hunger Games,Festus Creed,0.5137855410575867,0.4488251552008332,0.4304147660732269,1.1489411666581085e-07,The Hunger Games,0.4831237196922302,0.2742316573049203,0.5206208825111389,0.3036459530122752,0.030661821365356445,0.17459349789591294,-0.09020611643791204,-0.30364583811815854
+Dune,Murbella,0.5210418105125427,0.4673540113703712,0.5690101981163025,0.0237317653805878,Dune,0.5431306958198547,0.1647578209637947,0.5540927648544312,0.3209911285770032,-0.02208888530731201,0.3025961904065765,0.014917433261871338,-0.2972593631964154
+Dune,Alia Atreides,0.4822726249694824,0.5359149302021396,0.4800700843334198,0.3977599518639994,Dune,0.4886529445648193,0.2486703479700113,0.5153259038925171,0.6871300640953478,-0.0063803195953368586,0.28724458223212834,-0.03525581955909729,-0.28937011223134845
+Dune,Iakin Nefud,0.4791484773159027,0.2640108801746009,0.5199869871139526,0.98270983524692,Dune,0.5314460396766663,1.5068754477787645,0.5381607413291931,1.2583039126290727,-0.05229756236076355,-1.2428645676041636,-0.01817375421524048,-0.2755940773821527
+Twilight,Rachel Black,0.4595691263675689,0.2576749869769676,0.5207951068878174,0.0190418830757729,Twilight,0.4946772158145904,0.4461437557674763,0.5062205791473389,0.2900946600663232,-0.035108089447021484,-0.18846876879050867,0.014574527740478516,-0.27105277699055025
+The Hitchhiker's Guide to the Galaxy,Barman,0.4852215051651001,0.892994337150235,0.53641277551651,1.711163363707738,The Hitchhiker's Guide to the Galaxy,0.511643648147583,1.608056616499328,0.5494937896728516,1.9716792377981351,-0.02642214298248291,-0.7150622793490929,-0.013081014156341553,-0.2605158740903972
+Dune,Shaddam Corrino IV,0.4909803569316864,0.4651901071166394,0.484107106924057,0.2707872922110672,Dune,0.4910401105880737,0.2161713518518647,0.5092676877975464,0.5253868339563927,-5.975365638727359e-05,0.24901875526477468,-0.02516058087348938,-0.25459954174532556
+The Lord of the Rings,Shelob,0.5020247101783752,0.3466171382980677,0.5636788010597229,0.0397422885959737,The Lord of the Rings,0.5028041005134583,1.2144310358752952e-12,0.5753321647644043,0.2937028728612532,-0.0007793903350830078,0.34661713829685326,-0.011653363704681396,-0.25396058426527945
+Dune,Scytale,0.5065829157829285,0.9726858826492012,0.533208966255188,0.0221545722323805,Dune,0.521210253238678,0.5930412116541532,0.5328407883644104,0.2677262583362687,-0.014627337455749512,0.37964467099504795,0.0003681778907775879,-0.2455716861038882
+Dune,Kailea Vernius,0.5006990432739258,1.2819557902143066,0.5422921180725098,0.5114421845178385,Dune,0.5170943737030029,0.3752516692902247,0.5739883184432983,0.7558099218848111,-0.01639533042907715,0.9067041209240819,-0.031696200370788574,-0.2443677373669726
+The Lord of the Rings,Arwen,0.5305920243263245,0.3775532856238124,0.5569050312042236,0.0198458560674264,The Lord of the Rings,0.493246465921402,0.0876554934573564,0.531183660030365,0.2635930426979998,0.037345558404922485,0.289897792166456,0.025721371173858643,-0.24374718663057343
+Twilight,Charlotte,0.475521981716156,0.2087086186847072,0.5121451616287231,0.0037026609804836,Twilight,0.5051864385604858,0.0596528866898714,0.5192722082138062,0.2376004493509231,-0.029664456844329834,0.1490557319948358,-0.007127046585083008,-0.23389778837043948
+Twilight,Tyler Crowley,0.5106507539749146,0.3095111610422963,0.5545148253440857,0.0622954379124793,Twilight,0.5305580496788025,0.0755971518111978,0.5499755144119263,0.2944422307977792,-0.01990729570388794,0.2339140092310985,0.004539310932159424,-0.2321467928852999
+The Lord of the Rings,Peregrin Took,0.5051109790802002,0.0387485409175478,0.5279164910316467,0.014012182356224,The Lord of the Rings,0.5318484306335449,0.2692060335335933,0.5542590618133545,0.2374488441743688,-0.026737451553344727,-0.23045749261604548,-0.026342570781707764,-0.22343666181814478
+The Lord of the Rings,Thingol,0.4958104193210602,0.2436274625626812,0.5246247053146362,0.0049826164501031,The Lord of the Rings,0.5166316032409668,0.0077201613206518,0.5382469296455383,0.2264463580282318,-0.020821183919906616,0.2359073012420294,-0.0136222243309021,-0.2214637415781287
+Dune,Shando Vernius,0.4806986451148987,0.7962298181287515,0.5127638578414917,0.5847123792064839,Dune,0.5465232133865356,0.7520822598278919,0.5261800289154053,0.8021177618208027,-0.06582456827163696,0.04414755830085959,-0.013416171073913574,-0.21740538261431885
+The Hitchhiker's Guide to the Galaxy,Haggunenons,0.4784274697303772,0.0611463148321988,0.5442502498626709,0.7159532413067194,The Hitchhiker's Guide to the Galaxy,0.5453197956085205,0.3291761873612753,0.5468650460243225,0.920699640644659,-0.06689232587814331,-0.2680298725290765,-0.0026147961616516113,-0.2047463993379396
+Dune,Tyros Reffa,0.4748443067073822,0.6859880148079427,0.5335310101509094,0.5082867544066283,Dune,0.4846203923225403,0.8964724246466521,0.5130773186683655,0.7053993910320941,-0.009776085615158081,-0.21048440983870942,0.020453691482543945,-0.19711263662546585
+Twilight,Mexican coven,0.4761538505554199,0.617374634753648,0.5001615285873413,0.279628874873398,Twilight,0.4998178482055664,0.5380650017431479,0.512706995010376,0.4692169152583046,-0.023663997650146484,0.07930963301050009,-0.012545466423034668,-0.18958804038490662
+Dune,Tio Holtzman,0.5274263620376587,0.515163478282085,0.5471019148826599,0.023445820625701,Dune,0.5365378260612488,0.4520475765011633,0.5751590132713318,0.2024374726113764,-0.009111464023590088,0.06311590178092169,-0.028057098388671875,-0.1789916519856754
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5109764337539673,3.494924471198232,0.523297131061554,2.332563684862649,The Hitchhiker's Guide to the Galaxy,0.5784218311309814,4.851148934817749,0.5522536039352417,2.5080001062957518,-0.06744539737701416,-1.3562244636195167,-0.028956472873687744,-0.17543642143310256
+The Lord of the Rings,Fíli and Kíli,0.5192292332649231,0.2731083845726587,0.5307999849319458,3.5865667022029726e-06,The Lord of the Rings,0.5735980868339539,0.0009851667951868,0.5889543890953064,0.1636460379511975,-0.05436885356903076,0.2721232177774719,-0.058154404163360596,-0.1636424513844953
+Dune,Liet Kynes,0.5239098072052002,1.0709727789405448,0.5483620166778564,0.3553751776220851,Dune,0.5779098868370056,0.5893175192449547,0.5671825408935547,0.5113138194072281,-0.05400007963180542,0.4816552596955901,-0.018820524215698242,-0.155938641785143
+Twilight,Embry Call,0.4736196398735046,0.6357518729027831,0.5026254653930664,0.0012737631569219,Twilight,0.4495475590229034,1.2256301981221556e-05,0.5312647819519043,0.1356989120483769,0.024072080850601196,0.6357396166008019,-0.02863931655883789,-0.134425148891455
+Twilight,Tia,0.4881680905818939,0.121222893372583,0.5040939450263977,6.961811002554015e-05,Twilight,0.4475622475147247,0.0001213449980344,0.5206810235977173,0.1201431568196889,0.040605843067169245,0.1211015483745486,-0.01658707857131958,-0.12007353870966336
+Twilight,Santiago,0.4853374063968658,0.5795768905286605,0.4533033072948456,0.0020581764638911,Twilight,0.500321090221405,1.2468754962383273,0.4711087644100189,0.1209499717076706,-0.01498368382453924,-0.6672986057096668,-0.01780545711517334,-0.1188917952437795
+Dune,Harah,0.4790497124195099,0.7169978842049008,0.5105242133140564,0.0005540146539405,Dune,0.4883544445037842,0.0001861030552235,0.5431880950927734,0.117351796543035,-0.009304732084274292,0.7168117811496774,-0.03266388177871704,-0.1167977818890945
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,0.4718965590000152,0.732566560752424,0.5031888484954834,0.9387981627860932,The Hitchhiker's Guide to the Galaxy,0.4947773516178131,1.620227868508112,0.5117180347442627,1.048460238003262,-0.022880792617797907,-0.887661307755688,-0.008529186248779297,-0.10966207521716875
+Dune,Siona Atreides,0.525655210018158,0.760034515851974,0.5492343306541443,0.1137882348869456,Dune,0.5566157698631287,0.7132382625515441,0.554270327091217,0.2215421654128753,-0.030960559844970703,0.04679625330042991,-0.005035996437072754,-0.1077539305259297
+Dune,Wellington Yueh,0.5484734773635864,1.4385439187818103,0.5203583240509033,0.0994703658148618,Dune,0.4970987439155578,0.2325143240007675,0.5185472369194031,0.2033587989177272,0.05137473344802862,1.2060295947810429,0.0018110871315002441,-0.10388843310286541
+Dune,Alef Burzmali,0.4665161967277527,0.982452391156567,0.5583000183105469,2.8614034158046757,Dune,0.5303556323051453,0.8859958499328504,0.5734409093856812,2.9636699586674617,-0.06383943557739258,0.09645654122371661,-0.015140891075134277,-0.10226654286278603
+The Hunger Games,Treech,0.4814959466457367,0.1205940027584875,0.5275515913963318,0.020602210904005,The Hunger Games,0.4770993590354919,0.3687356863387556,0.4976861178874969,0.1049643699751414,0.0043965876102448065,-0.24814168358026809,0.029865473508834894,-0.0843621590711364
+The Hunger Games,Casca Highbottom,0.4940409958362579,0.0587936886949867,0.4224543273448944,1.3918421137300102e-09,The Hunger Games,0.5193358063697815,0.067383490854419,0.5250967144966125,0.0839281652098627,-0.025294810533523615,-0.008589802159432301,-0.10264238715171814,-0.08392816381802058
+Dune,Irulan Corrino,0.5143793225288391,0.3348602584278514,0.5152375102043152,0.0094716067630267,Dune,0.5549029111862183,0.3883706492553182,0.5475248694419861,0.0924784031698652,-0.04052358865737915,-0.053510390827466836,-0.0322873592376709,-0.0830067964068385
+Twilight,Angela Weber,0.5035080909729004,0.0211686308059395,0.5863727331161499,0.0001996363772614,Twilight,0.5237318873405457,0.0032600961595887,0.5503565073013306,0.0799621913934073,-0.020223796367645264,0.0179085346463508,0.036016225814819336,-0.07976255501614589
+Dune,Miles Teg,0.557686984539032,0.6657775249077086,0.5225208401679993,0.0391958714219403,Dune,0.5230474472045898,0.0899397912265296,0.5156404376029968,0.1163706711457741,0.03463953733444214,0.575837733681179,0.006880402565002441,-0.07717479972383379
+The Lord of the Rings,Boromir,0.5241677165031433,0.1181406419667116,0.5525522828102112,0.0054846795923469,The Lord of the Rings,0.487245500087738,0.0267726651457569,0.5577863454818726,0.0760962279419869,0.03692221641540533,0.09136797682095471,-0.005234062671661377,-0.07061154834964
+Twilight,Carmen,0.4952872097492218,0.0745045757995176,0.4914722442626953,0.0001590148750256,Twilight,0.4769243597984314,0.0020450478101498,0.529487669467926,0.0667213460788601,0.018362849950790405,0.07245952798936779,-0.03801542520523071,-0.0665623312038345
+The Hunger Games,Coral,0.5041736960411072,0.0364129919837355,0.5333076119422913,0.0004916603460607,The Hunger Games,0.4890300333499908,0.0080261692520166,0.5262603163719177,0.0648888114158943,0.015143662691116389,0.0283868227317189,0.007047295570373535,-0.0643971510698336
+The Lord of the Rings,Beorn,0.5323838591575623,0.4035582584195729,0.5768317580223083,0.0997077545284254,The Lord of the Rings,0.5743336081504822,0.2859192303420603,0.598109781742096,0.1540755443137909,-0.04194974899291992,0.11763902807751259,-0.021278023719787598,-0.054367789785365495
+Harry Potter,Padma Patil,0.4924223721027374,0.0811999984045298,0.5555651187896729,0.0015191952303639,Harry Potter,0.4872567057609558,6.378623810573792e-06,0.5460124611854553,0.0552383572989323,0.005165666341781616,0.08119361978071922,0.00955265760421753,-0.053719162068568395
+The Lord of the Rings,Théoden,0.5182898044586182,0.7738611620859397,0.5532655715942383,0.0117856317736442,The Lord of the Rings,0.5545390844345093,0.1281139861151609,0.562267005443573,0.0641638199573162,-0.03624927997589111,0.6457471759707788,-0.009001433849334717,-0.05237818818367199
+The Lord of the Rings,Éomer,0.5233268737792969,1.31307278010033,0.5731189846992493,0.0120439070935844,The Lord of the Rings,0.569170355796814,0.066327741860287,0.5846097469329834,0.0604223548725145,-0.04584348201751709,1.246745038240043,-0.01149076223373413,-0.048378447778930106
+Twilight,Jessica Stanley,0.4544233083724975,0.0662294271312639,0.5578256249427795,9.421336264408823e-05,Twilight,0.5203374624252319,2.209583549370973e-06,0.5668190717697144,0.0473474140753404,-0.06591415405273443,0.06622721754771453,-0.008993446826934814,-0.04725320071269631
+The Lord of the Rings,Thrór,0.5086534023284912,0.3902141821370657,0.5392593145370483,0.0189457615107746,The Lord of the Rings,0.5830733180046082,0.1168014483449544,0.5529870390892029,0.0606224964542881,-0.07441991567611694,0.2734127337921113,-0.013727724552154541,-0.041676734943513497
+Twilight,Demetri,0.5160878300666809,0.0362002180763083,0.5621719360351562,3.9644251217159456e-05,Twilight,0.5109078884124756,8.155717012021489e-05,0.545673668384552,0.0394128451447977,0.005179941654205322,0.03611866090618809,0.016498267650604248,-0.03937320089358054
+Dune,Leto I Atreides,0.4957177937030792,0.0713538467969338,0.5478718876838684,0.0030558619291654,Dune,0.5601571798324585,0.1023989904643914,0.5555311441421509,0.0417155261758025,-0.06443938612937927,-0.0310451436674576,-0.007659256458282471,-0.0386596642466371
+The Lord of the Rings,Éowyn,0.5037795305252075,0.361386855873899,0.5493127107620239,0.0015152985022966,The Lord of the Rings,0.5752246379852295,0.1766522094437725,0.5742315649986267,0.0361872465904922,-0.07144510746002197,0.18473464643012652,-0.024918854236602783,-0.034671948088195605
+The Hunger Games,Lysistrata Vickers,0.5213034749031067,0.3922486209001253,0.4561924338340759,3.3421247235283436e-10,The Hunger Games,0.530523419380188,0.0118625476820695,0.5598405003547668,0.0343174409523811,-0.009219944477081299,0.3803860732180558,-0.10364806652069092,-0.03431744061816863
+Twilight,Quil Ateara V,0.5131765604019165,0.5332838435645686,0.5482388138771057,0.0046602708874737,Twilight,0.5615991950035095,0.0493345792024236,0.5382692217826843,0.0347674485236213,-0.04842263460159302,0.48394926436214497,0.009969592094421387,-0.0301071776361476
+The Lord of the Rings,Maedhros,0.5247319340705872,0.2123965678051731,0.5603326559066772,0.0002969941491448,The Lord of the Rings,0.5822654962539673,0.0118733455624457,0.5654446482658386,0.0303042822961876,-0.05753356218338013,0.2005232222427274,-0.005111992359161377,-0.0300072881470428
+Twilight,Jared Cameron,0.4876453280448913,0.202755256826061,0.5355255603790283,0.0052561758728482,Twilight,0.5024563670158386,0.0557968494229464,0.5359641909599304,0.0320030351326334,-0.014811038970947321,0.14695840740311458,-0.0004386305809020996,-0.026746859259785205
+Dune,Xavier Harkonnen,0.5392778515815735,0.6381818425165202,0.5134580135345459,0.0014583260076786,Dune,0.5171380639076233,0.0743896149171771,0.5296557545661926,0.026693979818351,0.022139787673950195,0.5637922275993431,-0.01619774103164673,-0.0252356538106724
+Twilight,Garrett,0.4824860095977783,0.1012772571840393,0.5020184516906738,0.0170618728211953,Twilight,0.4718561172485351,0.000427357599277,0.5253652334213257,0.0422177982688839,0.01062989234924322,0.10084989958476229,-0.023346781730651855,-0.0251559254476886
+The Lord of the Rings,Gimli,0.5107972621917725,0.1344380169885839,0.5312908291816711,0.0010502826036163,The Lord of the Rings,0.4835466742515564,1.7847412999035477e-06,0.5416079163551331,0.0246381498587795,0.027250587940216064,0.134436232247284,-0.010317087173461914,-0.0235878672551632
+Dune,Moneo Atreides,0.4783799648284912,0.4628469607843391,0.5353717803955078,0.0102032453119768,Dune,0.5522628426551819,0.2040862951867797,0.5395599007606506,0.032820311689115,-0.07388287782669067,0.2587606655975594,-0.004188120365142822,-0.0226170663771382
+The Hunger Games,Clemensia Dovecote,0.4968879520893097,0.0170611288397921,0.523499071598053,0.0001008222030743,The Hunger Games,0.5120881795883179,0.0047036399681221,0.5367035269737244,0.0222355032350336,-0.015200227499008179,0.01235748887167,-0.013204455375671387,-0.0221346810319593
+Twilight,Paul Lahote,0.4901941120624542,0.0053238377358169,0.5420800447463989,0.0003242660314437,Twilight,0.5150099992752075,0.0303382441467537,0.5465271472930908,0.0221356357462167,-0.024815887212753296,-0.0250144064109368,-0.0044471025466918945,-0.021811369714773002
+The Lord of the Rings,Gríma,0.5452985763549805,0.1250742541756265,0.5739209651947021,0.0014445505754212,The Lord of the Rings,0.5414962768554688,0.0014040690327283,0.5831183195114136,0.0226204631359317,0.0038022994995117188,0.12367018514289821,-0.009197354316711426,-0.0211759125605105
+Dune,Helena Atreides,0.4995802938938141,0.6356990969259351,0.54463130235672,0.2251058415891642,Dune,0.55311119556427,0.3863628588487818,0.5335257053375244,0.2456276973392827,-0.05353090167045593,0.24933623807715327,0.011105597019195557,-0.0205218557501185
+The Hitchhiker's Guide to the Galaxy,Russell,0.3510933518409729,0.1425238221075055,0.4901808202266693,1.2995699622920482,The Hitchhiker's Guide to the Galaxy,0.4608912467956543,0.9779045702858556,0.5067327618598938,1.3193558646808417,-0.1097978949546814,-0.8353807481783502,-0.016551941633224487,-0.019785902388793408
+Dune,Norma Cevna,0.504818320274353,0.9409330621425288,0.528740406036377,0.6579051343177426,Dune,0.5122960805892944,0.7993872527996245,0.5158432126045227,0.6773874968887998,-0.007477760314941406,0.14154580934290428,0.012897193431854248,-0.019482362571057288
+Dune,Thufir Hawat,0.5405481457710266,0.892894372436974,0.5702359080314636,0.0228922649099119,Dune,0.4564379751682281,0.0023243158719375,0.5546550154685974,0.0420107217075216,0.08411017060279852,0.8905700565650365,0.015580892562866211,-0.0191184567976097
+Twilight,Zafrina,0.4987817406654358,0.2025233082579344,0.5411728620529175,0.0028857634549945,Twilight,0.5134309530258179,0.0060094369545604,0.5406683683395386,0.0198820398641118,-0.01464921236038208,0.196513871303374,0.0005044937133789062,-0.0169962764091173
+The Lord of the Rings,Lúthien,0.502149760723114,0.409620335566205,0.5771726965904236,0.0454235640070587,The Lord of the Rings,0.5956390500068665,0.0112333518610646,0.5993440747261047,0.0595055290157494,-0.09348928928375244,0.39838698370514036,-0.022171378135681152,-0.014081965008690703
+The Lord of the Rings,Gil-galad,0.5118858814239502,0.0068857499924548,0.5715324282646179,0.0005677095052421,The Lord of the Rings,0.6103127002716064,0.0028920199616459,0.5794858336448669,0.0144161097849405,-0.09842681884765625,0.0039937300308089,-0.007953405380249023,-0.0138484002796984
+The Lord of the Rings,Isildur,0.5210660099983215,0.0171125267976959,0.5709381103515625,0.0036278594316332,The Lord of the Rings,0.514318585395813,0.0002690887948658,0.54621821641922,0.0173277243707655,0.006747424602508545,0.0168434380028301,0.02471989393234253,-0.0136998649391323
+The Lord of the Rings,Thranduil,0.5080153346061707,0.015795075382359,0.5616160035133362,0.0010448700161254,The Lord of the Rings,0.515102207660675,3.7983051277183866e-11,0.5661547780036926,0.0140890316963217,-0.0070868730545043945,0.01579507534437595,-0.004538774490356445,-0.0130441616801963
+The Hitchhiker's Guide to the Galaxy,Lallafa,0.3855247795581817,0.3642502465315573,0.5176847577095032,0.9539209876634652,The Hitchhiker's Guide to the Galaxy,0.5180431008338928,1.4061786046354934,0.5211470723152161,0.9665751629373902,-0.13251832127571112,-1.041928358103936,-0.0034623146057128906,-0.012654175273924984
+The Lord of the Rings,Círdan,0.5244083404541016,0.0041011724128416,0.5692238807678223,0.0052680420482716,The Lord of the Rings,0.5649707317352295,0.0396925836048516,0.5829378366470337,0.0174921897736828,-0.04056239128112793,-0.03559141119201,-0.013713955879211426,-0.012224147725411201
+Twilight,Nahuel,0.4806161224842071,0.0030237759400889,0.4974486529827118,4.074022142901286e-06,Twilight,0.487690657377243,3.267971768044545e-06,0.5109698176383972,0.0100261470848423,-0.007074534893035889,0.0030205079683208558,-0.013521164655685425,-0.010022073062699399
+The Hunger Games,Mizzen,0.52642822265625,0.0647341297750277,0.4569679498672485,8.724480654851951e-09,The Hunger Games,0.4994212985038757,0.0027858218807353,0.5460163354873657,0.0096939378827912,0.027006924152374323,0.0619483078942924,-0.08904838562011724,-0.009693929158310544
+The Hunger Games,Reaper Ash,0.495331734418869,0.2943598198840083,0.4755721688270569,4.42166229972471e-06,The Hunger Games,0.4778136610984802,0.0003236972647869,0.5199940204620361,0.0091448316415742,0.017518073320388794,0.29403612261922135,-0.04442185163497925,-0.009140409979274476
+The Lord of the Rings,Celeborn,0.5215296149253845,0.0167471083468386,0.5615239143371582,2.142140399366893e-05,The Lord of the Rings,0.4809964895248413,3.0929334752995546e-11,0.5626426339149475,0.00886908460637,0.04053312540054321,0.016747108315909264,-0.0011187195777893066,-0.008847663202376331
+The Lord of the Rings,Balin,0.5085909962654114,0.1189396903892646,0.5512982606887817,0.000619367526984,The Lord of the Rings,0.5153865814208984,0.0037171150859989,0.5659844875335693,0.0089930416383406,-0.0067955851554870605,0.1152225753032657,-0.014686226844787598,-0.008373674111356599
+Dune,Quintinius Violet Chenoeh,0.4865981042385101,0.059151077314588,0.5501734614372253,0.0001830646333515,Dune,0.503670334815979,0.003929017584763,0.5365883708000183,0.0071388692042059,-0.017072230577468928,0.055222059729824996,0.013585090637207031,-0.0069558045708544005
+Twilight,Laurent,0.4904041588306427,0.0904030974613761,0.526269257068634,0.0005237260678788,Twilight,0.4753958880901336,0.0014116932360878,0.5218551158905029,0.0066333819862924,0.015008270740509089,0.08899140422528831,0.0044141411781311035,-0.0061096559184136
+Dune,Serena Butler,0.5059524774551392,0.1368107426912096,0.5279148817062378,6.365008228406361e-05,Dune,0.5420154333114624,0.001153885083131,0.5333322882652283,0.0049335653498528,-0.03606295585632324,0.1356568576080786,-0.0054174065589904785,-0.004869915267568737
+Twilight,Caius,0.5130079388618469,0.0324452166180314,0.5396819114685059,1.3461209166752e-05,Twilight,0.5032059550285339,0.004225557163603,0.5385996103286743,0.0044691226682601,0.009801983833312988,0.028219659454428402,0.001082301139831543,-0.004455661459093348
+Twilight,Sue Clearwater,0.5133580565452576,0.4495958995794494,0.5527017712593079,0.0077884962486747,Twilight,0.5145647525787354,0.0258926919519143,0.5306036472320557,0.012183993251342,-0.0012066960334777832,0.4237032076275351,0.022098124027252197,-0.0043954970026672995
+The Lord of the Rings,Bard,0.5050056576728821,0.0263558218554472,0.5294986367225647,3.8916732286303865e-05,The Lord of the Rings,0.5035655498504639,0.0116677526904767,0.5629619359970093,0.0031130032542259,0.0014401078224182129,0.0146880691649705,-0.03346329927444458,-0.003074086521939596
+Twilight,Riley Biers,0.4901560544967651,0.0527097632436116,0.5125524401664734,0.0001648423605823,Twilight,0.5229548811912537,0.0005162053381782,0.5178256630897522,0.0029624085757236,-0.03279882669448858,0.0521935579054334,-0.005273222923278809,-0.0027975662151413
+The Lord of the Rings,Thorin II,0.5045325756072998,0.0007322934482175,0.5158685445785522,6.198932369864243e-14,The Lord of the Rings,0.5464227199554443,0.0004284126620413,0.575333297252655,0.0027267432030499,-0.04189014434814453,0.00030388078617619996,-0.05946475267410278,-0.0027267432029879106
+The Hunger Games,Alma Coin,0.4886846244335174,0.468572036166586,0.5130079388618469,2.4837320395148105e-05,The Hunger Games,0.5310269594192505,0.0579975632837664,0.507499635219574,0.0027280961559054,-0.04234233498573309,0.41057447288281956,0.005508303642272949,-0.0027032588355102517
+Twilight,Leah Clearwater,0.5022733211517334,0.0041175914692589,0.5302123427391052,4.384355372214623e-07,Twilight,0.5080369710922241,8.0013803633786e-08,0.5539224147796631,0.0024517969115172,-0.005763649940490723,0.004117511455455266,-0.02371007204055786,-0.0024513584759799784
+Twilight,Amun,0.507752001285553,0.0532664143586604,0.4271788001060486,2.712021848055028e-15,Twilight,0.4475617110729217,0.0002119297826385,0.5199306011199951,0.0018816264449106,0.06019029021263128,0.053054484576021896,-0.09275180101394653,-0.001881626444907888
+The Lord of the Rings,Túrin,0.5115970969200134,0.0049511909120823,0.5016611218452454,5.695012396675375e-07,The Lord of the Rings,0.5421173572540283,0.0429806611634024,0.5550504326820374,0.0017625311475901,-0.030520260334014893,-0.0380294702513201,-0.05338931083679199,-0.0017619616463504324
+Twilight,Irina,0.470138281583786,0.0024579253265756,0.5045228004455566,1.5320277844471137e-05,Twilight,0.4536858797073364,0.0013092396599973,0.4939875900745392,0.0013506494225449,0.016452401876449585,0.0011486856665783,0.010535210371017456,-0.001335329144700429
+Twilight,Heidi,0.4885730743408203,0.3045840415013427,0.4366976916790008,5.880942816393087e-09,Twilight,0.4520511627197265,0.0001680023447723,0.471882551908493,0.0009332466402578,0.036521911621093806,0.3044160391565704,-0.03518486022949219,-0.0009332407593149836
+Twilight,Felix,0.5224718451499939,0.0693820901641001,0.5610885620117188,0.0005803898269925,Twilight,0.488877922296524,1.5009940594018296e-05,0.5447016954421997,0.0014592390895059,0.033593922853469904,0.06936708022350609,0.016386866569519043,-0.0008788492625134
+Dune,Jamis,0.4976398944854736,0.4601588857393504,0.5307971239089966,0.0620733998485597,Dune,0.4380188286304474,4.0357943122665017e-08,0.5405598878860474,0.0628581234073116,0.05962106585502619,0.4601588453814073,-0.009762763977050781,-0.0007847235587519
+Harry Potter,Cormac McLaggen,0.5016866326332092,0.0045685164798883,0.5371431112289429,4.969169167102703e-05,Harry Potter,0.5474498867988586,0.0013196453172605,0.5296474099159241,0.0006933806875067,-0.045763254165649414,0.0032488711626278,0.007495701313018799,-0.0006436889958356729
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+Twilight,Kate,0.5082175731658936,0.0092909007967654,0.5042892098426819,3.1359330333416675e-06,Twilight,0.4700287282466888,0.011458645602367,0.522560179233551,0.0005613060321858,0.03818884491920477,-0.0021677448056016003,-0.01827096939086914,-0.0005581700991524582
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+Twilight,Eleazar,0.5092800259590149,0.0770331382266352,0.5318141579627991,0.0042686269341244,Twilight,0.4954434037208557,8.21575146284907e-06,0.5252564549446106,0.0046762128614364,0.01383662223815918,0.07702492247517236,0.0065577030181884766,-0.000407585927312
+The Lord of the Rings,Tom Bombadil,0.5555573105812073,0.0046206003765287,0.5867260694503784,0.0001369321232673,The Lord of the Rings,0.560651421546936,0.0005328502053433,0.5672776699066162,0.0005428128490563,-0.00509411096572876,0.004087750171185399,0.019448399543762207,-0.00040588072578900004
+Twilight,Alec,0.4980205297470093,5.69776817895873e-05,0.5346221327781677,0.0001958884672121,Twilight,0.4573462605476379,3.3593638855767326e-08,0.5198443531990051,0.0005200181715442,0.04067426919937139,5.694408815073153e-05,0.014777779579162598,-0.00032412970433209995
+The Lord of the Rings,Samwise Gamgee,0.516346275806427,0.0086353743028511,0.5517829060554504,6.587088113698992e-06,The Lord of the Rings,0.5425846576690674,3.937179946292413e-10,0.5823348760604858,0.0002485532633412,-0.02623838186264038,0.008635373909133106,-0.0305519700050354,-0.00024196617522750103
+Twilight,Bree Tanner,0.4895860850811004,0.0027619723448355,0.5328367352485657,4.932456015088068e-07,Twilight,0.5580485463142395,0.0113079999916323,0.5131526589393616,0.0001464595674742,-0.0684624612331391,-0.0085460276467968,0.0196840763092041,-0.00014596632187269118
+Twilight,Peter,0.4881868064403534,0.0055139473766313,0.5223390460014343,3.571632622594117e-07,Twilight,0.477811336517334,0.0035910733978483,0.5113801956176758,8.112589315640874e-05,0.01037546992301941,0.0019228739787829998,0.010958850383758545,-8.076872989414934e-05
+Dune,Darwi Odrade,0.536483108997345,0.0083372774090292,0.551603376865387,8.973373912887733e-05,Dune,0.5547276735305786,0.002377769984988,0.5509737133979797,0.0001683148322433,-0.018244564533233643,0.0059595074240412,0.0006296634674072266,-7.858109311442267e-05
+Twilight,Seth Clearwater,0.4928677082061767,0.0003410076353034,0.5481706857681274,1.3472232653530088e-08,Twilight,0.5169409513473511,5.498352064403032e-07,0.5414804816246033,5.633002374780094e-05,-0.024073243141174372,0.00034045780009695967,0.00669020414352417,-5.631655151514741e-05
+Harry Potter,Katie Bell,0.4919006526470184,0.0001769203239268,0.5337795615196228,9.19940473134516e-10,Harry Potter,0.5012985467910767,0.0004962681969855,0.5672582387924194,4.619072452139013e-05,-0.009397894144058283,-0.0003193478730587,-0.03347867727279663,-4.6189804580916995e-05
+The Lord of the Rings,Radagast,0.506693422794342,0.0213537349432444,0.5546278357505798,1.0152234499330084e-06,The Lord of the Rings,0.5262231826782227,1.7547469280061835e-05,0.5205216407775879,2.6606774322600487e-05,-0.019529759883880615,0.021336187473964336,0.03410619497299194,-2.559155087266748e-05
+Twilight,James,0.4843384027481079,0.0001932872771006,0.5438632369041443,7.270975490567214e-08,Twilight,0.4569451510906219,1.873352245885299e-12,0.5209974050521851,5.469161351854039e-06,0.027393251657486017,0.00019328727522724775,0.02286583185195923,-5.396451596948367e-06
+Twilight,Marcus,0.4986763596534729,0.0955367626922656,0.5225239396095276,0.0002537160997281,Twilight,0.5242221355438232,0.0003123954626464,0.5059548616409302,0.0002575812630279,-0.025545775890350342,0.0952243672296192,0.016569077968597412,-3.865163299800038e-06
+Twilight,Mike Newton,0.5011588335037231,0.141374825432708,0.5439550280570984,0.0013103557818105,Twilight,0.509818971157074,0.0566707227136515,0.5195896625518799,0.0013125449480526,-0.00866013765335083,0.08470410271905648,0.024365365505218506,-2.189166242100044e-06
+The Lord of the Rings,Gollum,0.4888666868209839,9.018845864385908e-07,0.5417248010635376,2.7974571228520384e-07,The Lord of the Rings,0.4790458977222442,2.474754774110922e-28,0.5469645857810974,4.741465540436228e-07,0.00982078909873968,9.018845864385908e-07,-0.0052397847175598145,-1.9440084175841898e-07
+The Hunger Games,Effie Trinket,0.5257339477539062,7.600320478722381e-05,0.5627817511558533,5.603280758866763e-09,The Hunger Games,0.5359324812889099,8.321606180910708e-05,0.5681807994842529,3.933899465304202e-14,-0.010198533535003662,-7.212857021883268e-06,-0.005399048328399658,5.60324141987211e-09
+Twilight,Jane,0.5112879276275635,0.0299260924886111,0.5439932942390442,2.910038324003551e-06,Twilight,0.4662284553050995,7.231129503729666e-06,0.498564600944519,7.089014437417576e-08,0.04505947232246399,0.02991886135910737,0.0454286932945252,2.839148179629375e-06
+Twilight,Tanya,0.4948145747184753,0.0279751042987792,0.5204833745956421,8.002467585252991e-06,Twilight,0.4598340392112732,3.2839210098507054e-15,0.511573314666748,9.316443602184018e-07,0.03498053550720209,0.027975104298775914,0.008910059928894043,7.0708232250345894e-06
+Twilight,Benjamin,0.5235551595687866,0.2703467370796133,0.5271337032318115,1.699205690109834e-05,Twilight,0.5174652934074402,0.021134095012226,0.4865785241127014,8.920801700391271e-07,0.0060898661613464355,0.24921264206738733,0.04055517911911011,1.6099976731059215e-05
+The Lord of the Rings,Watcher in the Water,0.509591817855835,0.0042405603228484,0.5722002983093262,0.0050986009448787,The Lord of the Rings,0.58259117603302,0.0008455740605946,0.6002125144004822,0.0048471313602718,-0.07299935817718506,0.0033949862622538,-0.028012216091156006,0.00025146958460689917
+Dune,Gurney Halleck,0.5444483160972595,0.5339192887295017,0.5520815253257751,0.0189497470896588,Dune,0.4746912121772766,0.0132546012270145,0.5403727293014526,0.0163296967836743,0.06975710391998291,0.5206646875024872,0.01170879602432251,0.0026200503059845004
+Twilight,Emily Young,0.4844948351383209,0.0241715203413158,0.5346267819404602,0.0071704607373847,Twilight,0.4843425154685974,5.8861067356876075e-08,0.4932059049606323,0.0021554370112846,0.00015231966972351074,0.024171461480248443,0.04142087697982788,0.005015023726100101
+Twilight,Huilen,0.4822165071964264,0.0970548485684503,0.4986706674098968,0.0099519003700454,Twilight,0.5121077299118042,0.0233117597090182,0.4981113970279693,0.0021069506874706,-0.029891222715377808,0.0737430888594321,0.0005592703819274902,0.007844949682574799
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,0.5009537935256958,0.8650247165365152,0.5307431817054749,2.131904644327854,The Hitchhiker's Guide to the Galaxy,0.4902479350566864,1.2326925936283584,0.5304598212242126,2.1115138981949566,0.0107058584690094,-0.3676678770918431,0.00028336048126220703,0.020390746132897597
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.4778609573841095,2.822516176868135,0.5188731551170349,6.296859603897407,The Hitchhiker's Guide to the Galaxy,0.5397637486457825,3.052210660958916,0.5244671106338501,6.27272596489698,-0.061902791261672974,-0.22969448409078108,-0.0055939555168151855,0.024133639000426754
+The Lord of the Rings,Melian,0.5110530853271484,0.907273705024486,0.558221161365509,0.6104079360669264,The Lord of the Rings,0.568642795085907,0.4820294146165659,0.5772488117218018,0.5859594915320728,-0.057589709758758545,0.4252442904079201,-0.019027650356292725,0.02444844453485362
+Twilight,Eric Yorkie,0.500085711479187,0.7050694621904712,0.5122127532958984,0.0416485098261703,Twilight,0.4972875118255615,0.0263127727884052,0.5217227935791016,0.016041407862509,0.0027981996536254883,0.678756689402066,-0.009510040283203125,0.0256071019636613
+Dune,Pardot Kynes,0.5138195753097534,0.3631800161713162,0.54291170835495,0.1188006488069928,Dune,0.548527717590332,0.672247439672272,0.5399633049964905,0.0884621745392188,-0.03470814228057861,-0.3090674235009558,0.0029484033584594727,0.030338474267774
+The Lord of the Rings,Thráin II,0.5144786238670349,0.207425169155333,0.5409236550331116,0.101525871987325,The Lord of the Rings,0.5807884335517883,0.0296818214378983,0.5639391541481018,0.0503974339656662,-0.06630980968475342,0.1777433477174347,-0.023015499114990234,0.051128438021658805
+Twilight,J. Jenks,0.5021610856056213,1.1749364426276203,0.5415865182876587,0.0636886270483935,Twilight,0.5219054818153381,0.094675581562965,0.5259211659431458,0.0063786709959909,-0.019744396209716797,1.0802608610646554,0.01566535234451294,0.05730995605240259
+Dune,Paulus Atreides,0.5223171710968018,0.5989475974585898,0.5316929817199707,0.503055581073807,Dune,0.5355798602104187,0.271578043577058,0.5614880919456482,0.4179249168729293,-0.013262689113616943,0.3273695538815318,-0.02979511022567749,0.08513066420087767
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,0.4999342858791351,0.976077601788665,0.5409278273582458,1.6172071174414118,The Hitchhiker's Guide to the Galaxy,0.5057948231697083,1.244740878257223,0.5356009006500244,1.521336768726183,-0.005860537290573176,-0.2686632764685579,0.0053269267082214355,0.09587034871522881
+Dune,Feyd-Rautha Harkonnen,0.5162959694862366,1.1772004111068048,0.4807954728603363,0.3885420702506556,Dune,0.5048120021820068,0.0491797741805462,0.5505842566490173,0.2825709889059585,0.011483967304229736,1.1280206369262586,-0.06978878378868103,0.10597108134469713
+Dune,Rhombur Vernius,0.4708586931228637,0.1710636479778642,0.5153435468673706,0.3311951378907922,Dune,0.5298475623130798,0.4492802922201242,0.5671092867851257,0.2153144695845419,-0.05898886919021612,-0.27821664424226,-0.05176573991775513,0.1158806683062503
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.4221406280994415,0.5328247346765147,0.5135451555252075,1.5380454113971236,The Hitchhiker's Guide to the Galaxy,0.5255253911018372,2.0622431163773225,0.5286298394203186,1.3716973750191226,-0.10338476300239569,-1.5294183817008078,-0.015084683895111084,0.166348036378001
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.4843844473361969,0.5442587992941074,0.5540450811386108,3.018975403984865,The Hitchhiker's Guide to the Galaxy,0.5200538635253906,3.951519228743921,0.5353698134422302,2.8489468857505824,-0.035669416189193726,-3.4072604294498134,0.018675267696380615,0.17002851823428244
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,0.3139541745185852,0.3622527754839205,0.5040284395217896,1.7450559279627826,The Hitchhiker's Guide to the Galaxy,0.4787600934505462,0.9577454175059584,0.4993785619735718,1.5612964447779745,-0.164805918931961,-0.5954926420220379,0.0046498775482177734,0.18375948318480817
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.4561991989612579,0.5018064406777262,0.5188992023468018,1.040299760549525,The Hitchhiker's Guide to the Galaxy,0.558274507522583,3.1433265221504385,0.511775553226471,0.8516334959792943,-0.10207530856132513,-2.6415200814727124,0.0071236491203308105,0.18866626457023072
+Harry Potter,Ronald Weasley,0.4654512703418731,0.4721455504174071,0.4626748859882355,0.1901574130328153,Harry Potter,0.4568961858749389,3.0121077517168323e-67,0.4556145966053009,1.5991470488320035e-30,0.008555084466934204,0.4721455504174071,0.00706028938293457,0.1901574130328153
+Dune,Liet-Kynes,0.5251116156578064,0.7487577307844114,0.544280469417572,1.1512298258502456,Dune,0.4854009747505188,0.1085691714704211,0.5855634212493896,0.9576363986833852,0.0397106409072876,0.6401885593139903,-0.04128295183181763,0.19359342716686034
+The Hitchhiker's Guide to the Galaxy,Prak,0.3869447112083435,1.1668621031031616,0.5115901231765747,0.5061764822984539,The Hitchhiker's Guide to the Galaxy,0.4743108451366424,0.8805545389287109,0.5147708058357239,0.2908535552733367,-0.0873661339282989,0.2863075641744507,-0.00318068265914917,0.21532292702511724
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,0.4984708130359649,2.5810864289806434,0.529952347278595,0.4140006520024565,The Hitchhiker's Guide to the Galaxy,0.4938448667526245,0.0661239444775259,0.5206273794174194,0.1932430384039708,0.004625946283340399,2.5149624845031173,0.009324967861175537,0.2207576135984857
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,0.4957469999790191,0.4318234513995117,0.5307592153549194,1.3733599282782645,The Hitchhiker's Guide to the Galaxy,0.4696454703807831,0.8978039968744738,0.5031110644340515,1.1097740115014256,0.02610152959823603,-0.46598054547496204,0.02764815092086792,0.26358591677683885
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.3995009064674377,0.2916095789617625,0.5061356425285339,2.919661862620716,The Hitchhiker's Guide to the Galaxy,0.4509778022766113,0.9562000321919004,0.5595822334289551,2.624409782313436,-0.051476895809173584,-0.6645904532301379,-0.05344659090042114,0.29525208030728
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.4379906356334686,0.5884191202262163,0.5056959390640259,2.533949332902004,The Hitchhiker's Guide to the Galaxy,0.5995125770568848,17.001846737223865,0.5219007730484009,2.133263321573577,-0.1615219414234162,-16.413427616997648,-0.016204833984375,0.40068601132842696
+Harry Potter,Seamus Finnigan,0.4365192055702209,0.2414835028043452,0.4489688575267792,0.4189462516119065,Harry Potter,0.5138559937477112,6.541696306138895e-16,0.5381180644035339,2.4033985258907307e-06,-0.07733678817749029,0.24148350280434452,-0.08914920687675476,0.41894384821338065
+Dune,Hedley Tuek,0.4864819049835205,0.7164396077823254,0.5281742215156555,1.6249834470605626,Dune,0.5025479197502136,0.8595255704490478,0.5215905904769897,1.2034179134975411,-0.016066014766693115,-0.14308596266672235,0.0065836310386657715,0.4215655335630215
+The Hitchhiker's Guide to the Galaxy,Number One,0.4428691864013672,0.377350079843268,0.5162665843963623,1.3980420177545387,The Hitchhiker's Guide to the Galaxy,0.5280580520629883,1.4328597399698952,0.493426501750946,0.9568505357678344,-0.0851888656616211,-1.0555096601266272,0.022840082645416315,0.4411914819867043
+Harry Potter,Hermione Granger,0.4517130553722381,0.0933303298809143,0.4399486184120178,0.4492240611908405,Harry Potter,0.3828257620334625,0.0,0.452903002500534,1.365026639534582e-49,0.06888729333877558,0.0933303298809143,-0.01295438408851618,0.4492240611908405
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,0.4905094504356384,0.5909423247352042,0.5002472996711731,1.8500763634272333,The Hitchhiker's Guide to the Galaxy,0.5236132144927979,3.957909785382811,0.5205970406532288,1.3806195933359589,-0.033103764057159424,-3.366967460647607,-0.020349740982055664,0.4694567700912744
+Harry Potter,Harry Potter,0.4443931877613067,0.087749434911205,0.4571187496185303,0.4741091192206796,Harry Potter,0.4013104438781738,2.3430883707773023e-302,0.4515830278396606,1.8861245582152952e-90,0.043082743883132935,0.087749434911205,0.005535721778869684,0.4741091192206796
+Dune,Hasimir Fenring,0.5153005123138428,1.5385246976002915,0.5507274270057678,1.985205607864301,Dune,0.5189106464385986,0.7464248043860787,0.5208718776702881,1.5108144082637671,-0.0036101341247558594,0.7920998932142128,0.029855549335479736,0.4743911996005339
+Harry Potter,Angelina Johnson,0.4544048607349396,0.4981234406919799,0.4686422944068908,0.4752837056976108,Harry Potter,0.4537081718444824,1.8427468955960171e-16,0.4713198542594909,9.816952547824026e-11,0.0006966888904571533,0.4981234406919797,-0.0026775598526000977,0.4752837055994413
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,0.4809923768043518,1.477938828676986,0.5316513776779175,5.388965569722715,The Hitchhiker's Guide to the Galaxy,0.5110021829605103,2.0183648713233,0.5350873470306396,4.865023727382481,-0.030009806156158447,-0.5404260426463139,-0.003435969352722168,0.5239418423402338
+Dune,Hayt,0.5157616138458252,1.1372734117655994,0.5824491381645203,3.2943028197495816,Dune,0.5623521208763123,1.488815995076424,0.5540022253990173,2.7630196330461185,-0.04659050703048706,-0.35154258331082455,0.02844691276550293,0.5312831867034631
+Dune,Marcus Claire Luyseyal,0.4881881177425384,1.7373048076086937,0.5107654929161072,2.478274282387815,Dune,0.4626936614513397,1.0868284645373023,0.5031079053878784,1.939214834068864,0.025494456291198675,0.6504763430713913,0.00765758752822876,0.5390594483189513
+The Hitchhiker's Guide to the Galaxy,Captain,0.427333116531372,0.5894758492741129,0.514319658279419,1.5084252457658365,The Hitchhiker's Guide to the Galaxy,0.4852561056613922,1.3337660049817803,0.5076146721839905,0.9621542476535582,-0.0579229891300202,-0.7442901557076674,0.006704986095428467,0.5462709981122783
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,0.3952953815460205,0.2783315400326001,0.5313194990158081,1.1784301044494518,The Hitchhiker's Guide to the Galaxy,0.4955277740955353,0.5778292685825147,0.4897610247135162,0.6143910796859021,-0.10023239254951477,-0.29949772854991463,0.041558474302291926,0.5640390247635497
+Harry Potter,Bartemius Crouch Junior,0.4792044460773468,0.3325170388966956,0.4619598388671875,0.6034569700781027,Harry Potter,0.5438398122787476,2.068045174634521e-09,0.5474404096603394,1.3919049480481646e-09,-0.06463536620140076,0.3325170368286504,-0.08548057079315186,0.6034569686861978
+Dune,Vorian Atreides,0.4654883146286011,0.4810919510127356,0.461676150560379,0.6263714752302175,Dune,0.5141591429710388,1.5746219723473062e-11,0.5186734795570374,2.5327050753729173e-14,-0.048670828342437744,0.48109195099698937,-0.05699732899665838,0.6263714752301922
+Twilight,Renesmee Cullen,0.4533692896366119,0.2003957739847295,0.449503093957901,0.6336242809830143,Twilight,0.497202605009079,3.8947510848525565e-11,0.4866980016231537,1.0830165529302885e-12,-0.043833315372467097,0.20039577394578198,-0.037194907665252686,0.6336242809819312
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.4920307099819183,6.379823034810391,0.5519132018089294,5.594354917271374,The Hitchhiker's Guide to the Galaxy,0.5289682745933533,6.720129576328287,0.5723767876625061,4.958258342843732,-0.03693756461143499,-0.3403065415178963,-0.02046358585357666,0.6360965744276417
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,0.4703220129013061,0.7222041232070177,0.50676429271698,1.3777189736983275,The Hitchhiker's Guide to the Galaxy,0.4774085283279419,1.5053924682447637,0.5095489621162415,0.74077942371084,-0.007086515426635798,-0.783188345037746,-0.0027846693992614746,0.6369395499874875
+Dune,Paul Atreides,0.475263386964798,1.0560189280223136,0.4689085483551025,0.6532529036219028,Dune,0.4406875669956207,2.358466546337092e-14,0.4551504552364349,2.737971189246936e-07,0.034575819969177246,1.05601892802229,0.013758093118667603,0.6532526298247838
+Twilight,Victoria,0.4694638848304748,0.2857169373512564,0.4436642229557037,0.6672516060492069,Twilight,0.4500223100185394,2.4296132185068976e-12,0.5165584683418274,4.3097260621781655e-09,0.019441574811935425,0.2857169373488268,-0.07289424538612371,0.6672516017394808
+Dune,Dama,0.4721208810806274,0.6013867057595473,0.5488190054893494,1.4037338737375893,Dune,0.4485619664192199,0.4845491510995697,0.5121527910232544,0.7110396160190182,0.02355891466140747,0.11683755465997764,0.03666621446609497,0.6926942577185711
+Twilight,Sam Uley,0.4465399384498596,0.1580871110863526,0.4652275443077087,0.715707424161233,Twilight,0.5355950593948364,3.600960145056e-05,0.540189266204834,1.1542121422218382e-05,-0.0890551209449768,0.15805110148490203,-0.0749617218971253,0.7156958820398108
+The Lord of the Rings,Legolas,0.449033111333847,0.4938407484802042,0.4525555372238159,0.7749630835867346,The Lord of the Rings,0.5186892151832581,4.7944220802678974e-24,0.583724319934845,2.8502492893339547e-09,-0.06965610384941107,0.4938407484802042,-0.13116878271102905,0.7749630807364853
+Dune,Elrood Corrino IX,0.4567656815052032,0.4789964367943902,0.525293231010437,3.7146401915141753,Dune,0.5237322449684143,1.7444766368832163,0.5411025285720825,2.93718753271404,-0.06696656346321112,-1.2654802000888261,-0.015809297561645508,0.7774526588001351
+The Hitchhiker's Guide to the Galaxy,Mella,0.481859028339386,0.3536485779118626,0.5125448703765869,3.864342768834259,The Hitchhiker's Guide to the Galaxy,0.487587034702301,1.8086497148552143,0.5032673478126526,2.9962824801325185,-0.005728006362915039,-1.4550011369433518,0.009277522563934326,0.8680602887017406
+Dune,Abulurd Harkonnen,0.4777737557888031,0.4430687366664146,0.5658541917800903,1.861695997521908,Dune,0.5195108652114868,1.1375128614763077,0.563437819480896,0.8915872034693118,-0.041737109422683716,-0.6944441248098931,0.002416372299194336,0.9701087940525963
+Dune,Duncan Idaho,0.4306022822856903,0.7432827616520465,0.4569325149059295,0.985797118046122,Dune,0.4661685228347778,7.297284294208589e-05,0.4469107091426849,0.000229876418894,-0.03556624054908747,0.7432097888091045,0.010021805763244629,0.985567241627228
+The Lord of the Rings,Faramir,0.4891777634620666,1.9933056139062688,0.4946576356887817,1.0009769697555702,The Lord of the Rings,0.4902814328670501,1.67007031583667e-22,0.5523663759231567,4.15414819828084e-05,-0.0011036694049835205,1.9933056139062688,-0.057708740234375056,1.0009354282735874
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.3751438558101654,0.6959301679234284,0.5332341194152832,4.491338073974113,The Hitchhiker's Guide to the Galaxy,0.5172088146209717,1.3230990334518309,0.5507286787033081,3.484903478663206,-0.14206495881080627,-0.6271688655284025,-0.017494559288024902,1.0064345953109068
+Harry Potter,Rita Skeeter,0.4587719142436981,0.9114597085491148,0.4738492369651794,1.0104308133364373,Harry Potter,0.4429920613765716,2.1620884269442426e-18,0.5543853044509888,5.9324980022154e-07,0.01577985286712652,0.9114597085491148,-0.08053606748580938,1.010430220086637
+Dune,Nayla,0.4786968827247619,0.6588261872586595,0.5447108149528503,2.623758321475784,Dune,0.5117801427841187,1.2422612366213277,0.5429883599281311,1.5111770122717076,-0.033083260059356745,-0.5834350493626682,0.0017224550247192383,1.1125813092040762
+Twilight,Aro,0.4622293412685394,0.3203764627510057,0.4565318822860718,1.161789809079368,Twilight,0.4543935358524322,9.889850379521285e-13,0.5243455767631531,8.342864762593227e-07,0.007835805416107178,0.3203764627500167,-0.0678136944770813,1.1617889747928916
+Dune,Leto Atreides II,0.435349702835083,0.3584839649690369,0.4671371281147003,1.162239077604367,Dune,0.5101075768470764,0.0009207827013981,0.5217192769050598,0.000183900062533,-0.07475787401199341,0.3575631822676388,-0.0545821487903595,1.162055177541834
+The Lord of the Rings,Smaug,0.4648820757865906,0.3524463914799617,0.4800652265548706,1.3515472953976442,The Lord of the Rings,0.5015507340431213,5.0048383037670566e-12,0.5529960989952087,5.611996296469298e-07,-0.03666865825653076,0.3524463914749569,-0.07293087244033813,1.3515467341980145
+The Lord of the Rings,Frodo Baggins,0.4845083951950073,1.1586468251538449,0.4625139534473419,1.4225173697938494,The Lord of the Rings,0.4864082634449005,2.1745984994112282e-17,0.5676297545433044,1.848452970455668e-08,-0.0018998682498931885,1.1586468251538449,-0.10511580109596252,1.4225173513093197
+The Lord of the Rings,Bilbo Baggins,0.4849622249603271,0.4667388614757454,0.4552127122879028,1.5087656836859384,The Lord of the Rings,0.4778127372264862,5.997080118325448e-93,0.5490546822547913,5.605650315565308e-07,0.007149487733840887,0.4667388614757454,-0.09384196996688848,1.508765123120907
+The Hunger Games,Katniss Everdeen,0.4845563769340515,0.1099882937826055,0.4817208051681518,1.510473580635784,The Hunger Games,0.4919271767139435,3.5075124594518224e-74,0.5602644085884094,3.947301730599182e-27,-0.007370799779891968,0.1099882937826055,-0.07854360342025762,1.510473580635784
+The Hunger Games,Haymitch Abernathy,0.4719663858413696,0.2746674204021431,0.4384087026119232,1.578231987325297,The Hunger Games,0.4491443932056427,1.2683325876099306e-41,0.5349822640419006,2.641567310653902e-21,0.022821992635726873,0.2746674204021431,-0.09657356142997742,1.578231987325297
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,0.4077497720718384,0.3879200827809871,0.5317800045013428,3.631708981719817,The Hitchhiker's Guide to the Galaxy,0.4990079998970032,2.7655560556335304,0.5291802883148193,2.0222538527401874,-0.0912582278251648,-2.377635972852543,0.0025997161865234375,1.6094551289796297
+The Hitchhiker's Guide to the Galaxy,God,0.4983585476875305,2.80915199636638,0.5157172679901123,3.0529506712113665,The Hitchhiker's Guide to the Galaxy,0.538847804069519,2.2596122948759985,0.5220323801040649,1.4293852203350672,-0.040489256381988525,0.5495397014903816,-0.006315112113952637,1.6235654508762993
+Twilight,Charlie Swan,0.4213856756687164,0.4498903362913304,0.4323393404483795,1.666027704785033,Twilight,0.50819993019104,1.7029831075784686e-20,0.5111526250839233,1.0789891481000245e-15,-0.08681425452232366,0.4498903362913304,-0.07881328463554382,1.6660277047850318
+The Hunger Games,Coriolanus Snow,0.4579843580722809,0.9129836935607708,0.4332753419876098,1.7283589187069268,The Hunger Games,0.4886925816535949,1.7029677076940517e-18,0.518031120300293,7.187736589710056e-17,-0.03070822358131403,0.9129836935607708,-0.08475577831268316,1.7283589187069268
+The Hitchhiker's Guide to the Galaxy,Roosta,0.4013340473175049,0.5160362064200719,0.5600486993789673,7.561060928517275,The Hitchhiker's Guide to the Galaxy,0.5169205665588379,2.102114009073872,0.5259182453155518,5.666003639061062,-0.11558651924133301,-1.5860778026538003,0.03413045406341553,1.8950572894562132
+Harry Potter,Dean Thomas,0.4422601759433746,0.3565506139410043,0.4590863287448883,1.938231684929948,Harry Potter,0.4910069108009338,1.964056739711877e-21,0.5423886179924011,6.595244790795994e-09,-0.048746734857559204,0.3565506139410043,-0.08330228924751282,1.9382316783347031
+The Lord of the Rings,Aragorn II,0.5159305930137634,0.8487244291573735,0.4953894317150116,2.043826256497426,The Lord of the Rings,0.5183244943618774,1.4765109316005042e-08,0.5439724326133728,6.747405139781331e-12,-0.0023939013481140137,0.8487244143922641,-0.048583000898361206,2.0438262564906786
+The Hitchhiker's Guide to the Galaxy,The Lord,0.3071805536746979,0.539492840010531,0.5095160007476807,3.5966796013484585,The Hitchhiker's Guide to the Galaxy,0.5007612705230713,2.066419580043978,0.5112965703010559,1.3281270743648217,-0.1935807168483734,-1.526926740033447,-0.0017805695533752441,2.268552526983637
+Dune,Tyekanik,0.4869306087493896,0.5850379611842363,0.5662058591842651,3.932007099913652,Dune,0.5200982689857483,0.8706128152474562,0.5710911154747009,1.0321123382009028,-0.0331676602363587,-0.2855748540632198,-0.004885256290435791,2.8998947617127495
+Harry Potter,Myrtle Warren,0.4804550409317016,1.0701752161855695,0.4709806740283966,2.919664660674945,Harry Potter,0.508208155632019,1.076582645255686e-05,0.5474299788475037,2.642506336340502e-06,-0.02775311470031744,1.070164450359117,-0.07644930481910706,2.9196620181686086
+The Lord of the Rings,Gandalf,0.4683649241924286,1.8641340440344576,0.479445606470108,2.943566129836775,The Lord of the Rings,0.4894548654556274,3.482748800879476e-39,0.5559438467025757,8.537526913583036e-14,-0.021089941263198797,1.8641340440344576,-0.0764982402324677,2.9435661298366895
+The Lord of the Rings,Elrond,0.4814432561397552,1.9066771373142477,0.4988417327404022,2.981981024107577,The Lord of the Rings,0.5360152721405029,2.839668591472706e-05,0.5335156321525574,1.633587481324431e-05,-0.054572016000747736,1.906648740628333,-0.03467389941215515,2.9819646882327637
+The Lord of the Rings,Sauron,0.4608953893184662,1.53141237184999,0.4845940172672272,3.1077663702399985,The Lord of the Rings,0.4822040498256683,1.5777603004678571e-62,0.5719515085220337,1.2221334063712123e-19,-0.021308660507202093,1.53141237184999,-0.08735749125480652,3.1077663702399985
+The Lord of the Rings,Galadriel,0.4836136102676391,1.6749693381935893,0.4992484152317047,3.2063685807969784,The Lord of the Rings,0.5415364503860474,4.372329747200607e-11,0.5580785274505615,7.375608451744264e-10,-0.05792284011840826,1.674969338149866,-0.05883011221885681,3.2063685800594177
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.4988266229629516,0.8692090518030713,0.5272074341773987,5.493615467566085,The Hitchhiker's Guide to the Galaxy,0.5014403462409973,1.5210810540607456,0.5499670505523682,2.281380024832352,-0.00261372327804571,-0.6518720022576743,-0.022759616374969482,3.2122354427337325
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.5088934302330017,4.318724304727283,0.5321364998817444,6.693953706336869,The Hitchhiker's Guide to the Galaxy,0.4827904403209686,4.507037385340246,0.4820026457309723,3.286594095395597,0.026102989912033137,-0.18831308061296337,0.050133854150772095,3.4073596109412714
+The Lord of the Rings,Saruman,0.4527406990528106,0.6746712656900681,0.482961505651474,3.480506052068393,The Lord of the Rings,0.4671428799629211,5.896204108889357e-98,0.5533922910690308,1.1844731084685679e-11,-0.014402180910110474,0.6746712656900681,-0.07043078541755676,3.480506052056548
+The Lord of the Rings,Morgoth,0.4952822923660278,0.7517437502222779,0.5033573508262634,3.605734869013335,The Lord of the Rings,0.5276913642883301,5.316404165253476e-17,0.5421412587165833,1.5246684081734516e-13,-0.0324090719223023,0.7517437502222779,-0.038783907890319824,3.6057348690131827
+The Hunger Games,Palmyra Monty,0.487560361623764,1.3511176525859887,0.5095211863517761,6.760745934657895,The Hunger Games,0.4658852517604828,1.4012232545944838,0.5263291597366333,2.776145655403921,0.021675109863281194,-0.05010560200849512,-0.016807973384857178,3.984600279253974
+The Lord of the Rings,Celebrimbor,0.5067253708839417,1.057553330185533,0.5297908186912537,4.509701427063241,The Lord of the Rings,0.516136646270752,1.3411937602809202e-06,0.5013521313667297,5.955852752708689e-11,-0.009411275386810303,1.0575519889917728,0.028438687324523926,4.509701427003683
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.4835208356380462,0.8531443032854303,0.5800648927688599,10.905864690592557,The Hitchhiker's Guide to the Galaxy,0.5089417099952698,4.67116185980418,0.5259667634963989,6.319423488592738,-0.025420874357223566,-3.81801755651875,0.05409812927246094,4.586441201999818
diff --git a/ressources/data/total_comparisson/normal_eval_comparisonF.csv b/ressources/data/total_comparisson/normal_eval_comparisonF.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bebcc17b8e8d37b931b22dff5adb4e80de0d06d
--- /dev/null
+++ b/ressources/data/total_comparisson/normal_eval_comparisonF.csv
@@ -0,0 +1,312 @@
+Book_1,Character,F1_1,h_1,wF1_1,wh_1,Book_2,F1_2,h_2,wF1_2,wh_2,F1c,hc,wF1c,whc
+The Lord of the Rings,Lúthien,0.4240851700305938,1.3768888823489491e-10,0.5941258072853088,0.1462831108081908,The Lord of the Rings,0.5956390500068665,0.0112333518610646,0.5993440747261047,0.0595055290157494,-0.17155387997627264,-0.011233351723375713,-0.0052182674407958984,0.08677758179244141
+Dune,Ramallo,0.4325161278247833,0.0687161399514886,0.501629650592804,1.872451841371104,Dune,0.5678929090499878,1.154690518665489,0.5771474838256836,1.2469760206362497,-0.13537678122520447,-1.0859743787140004,-0.07551783323287964,0.6254758207348543
+Dune,Aramsham,0.4058475792407989,0.8238137072393069,0.4876619875431061,0.9168460982084708,Dune,0.5344614386558533,1.4950078491961325,0.558563232421875,1.4762572326855694,-0.12861385941505438,-0.6711941419568256,-0.07090124487876892,-0.5594111344770986
+The Lord of the Rings,Beorn,0.4574282765388489,7.964547045271094e-06,0.6069895625114441,0.5130365078530041,The Lord of the Rings,0.5743336081504822,0.2859192303420603,0.598109781742096,0.1540755443137909,-0.1169053316116333,-0.285911265795015,0.008879780769348145,0.35896096353921325
+The Lord of the Rings,Gil-galad,0.4937008917331695,2.8875881748037804e-14,0.5870011448860168,0.0041511127078988,The Lord of the Rings,0.6103127002716064,0.0028920199616459,0.5794858336448669,0.0144161097849405,-0.11661180853843695,-0.0028920199616170243,0.007515311241149902,-0.0102649970770417
+The Lord of the Rings,Thráin II,0.4682380259037018,6.8213707629566455e-09,0.5730043649673462,0.0226963133225233,The Lord of the Rings,0.5807884335517883,0.0296818214378983,0.5639391541481018,0.0503974339656662,-0.11255040764808655,-0.029681814616527538,0.009065210819244385,-0.0277011206431429
+Twilight,Randall,0.4445645213127136,0.2113762974976194,0.4651248753070831,0.1869984820936673,Twilight,0.553048312664032,1.454575429737306,0.5498643517494202,3.8130195171475982,-0.10848379135131836,-1.2431991322396865,-0.08473947644233709,-3.626021035053931
+Dune,Kailea Vernius,0.4088099002838135,3.335268626224189e-07,0.5558974742889404,0.6014721844717049,Dune,0.5170943737030029,0.3752516692902247,0.5739883184432983,0.7558099218848111,-0.10828447341918945,-0.37525133576336206,-0.01809084415435791,-0.1543377374131062
+The Hitchhiker's Guide to the Galaxy,Hactar,0.4329808056354522,0.0638868818155731,0.5714038014411926,2.182541127424045,The Hitchhiker's Guide to the Galaxy,0.5371614098548889,1.459193337851069,0.574628472328186,1.092209836230405,-0.1041806042194367,-1.395306456035496,-0.003224670886993408,1.0903312911936403
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.4219990670681,0.0333257116217055,0.5657427310943604,4.5520837618766254,The Hitchhiker's Guide to the Galaxy,0.524772584438324,0.4754265145147631,0.5391592383384705,1.6993015589938314,-0.102773517370224,-0.4421008028930576,0.026583492755889893,2.852782202882794
+The Lord of the Rings,Thrór,0.4825860559940338,7.743723490880978e-06,0.5413334965705872,0.2404470966108232,The Lord of the Rings,0.5830733180046082,0.1168014483449544,0.5529870390892029,0.0606224964542881,-0.10048726201057434,-0.11679370462146352,-0.011653542518615723,0.1798246001565351
+The Lord of the Rings,Melian,0.4705244600772857,0.0005430458619563,0.5702692866325378,1.151224722893621,The Lord of the Rings,0.568642795085907,0.4820294146165659,0.5772488117218018,0.5859594915320728,-0.09811833500862127,-0.4814863687546096,-0.006979525089263916,0.5652652313615482
+The Lord of the Rings,Ancalagon,0.477145254611969,0.0110481038998085,0.5791114568710327,2.0878972244703298,The Lord of the Rings,0.5745759010314941,4.189269457296343,0.6052698493003845,4.544569991484027,-0.09743064641952515,-4.178221353396535,-0.026158392429351807,-2.4566727670136976
+The Hitchhiker's Guide to the Galaxy,Lintilla,0.4331122636795044,0.0054116694166139,0.5091831088066101,0.2562651870653857,The Hitchhiker's Guide to the Galaxy,0.5287073850631714,0.558869123703348,0.5504475831985474,0.5872657301781092,-0.09559512138366699,-0.5534574542867341,-0.041264474391937256,-0.33100054311272353
+Twilight,Rebecca Black,0.4065530896186828,0.094421984457344,0.4780859351158142,1.0728798273423112,Twilight,0.4971699118614197,1.2935049089247452,0.517520546913147,3.558757023917906,-0.09061682224273687,-1.1990829244674013,-0.039434611797332764,-2.4858771965755944
+Dune,Tio Holtzman,0.4509092569351196,5.580479411464467e-05,0.5041067600250244,0.0065064358970146,Dune,0.5365378260612488,0.4520475765011633,0.5751590132713318,0.2024374726113764,-0.0856285691261292,-0.45199177170704863,-0.07105225324630737,-0.1959310367143618
+Dune,Tlaloc,0.4285541176795959,0.0118315451596015,0.5015847682952881,0.9321172489174157,Dune,0.5124073624610901,3.8070235424098406,0.542407751083374,1.1899244749396642,-0.0838532447814942,-3.7951919972502393,-0.04082298278808594,-0.2578072260222486
+The Lord of the Rings,Legolas,0.4352049231529236,0.4679468441090048,0.4515453577041626,1.3105177750316803,The Lord of the Rings,0.5186892151832581,4.7944220802678974e-24,0.583724319934845,2.8502492893339547e-09,-0.08348429203033447,0.4679468441090048,-0.13217896223068237,1.310517772181431
+The Hunger Games,Coriolanus Snow,0.4087497889995575,0.3796436125093209,0.4526492655277252,1.5742954966856622,The Hunger Games,0.4886925816535949,1.7029677076940517e-18,0.518031120300293,7.187736589710056e-17,-0.07994279265403742,0.3796436125093209,-0.06538185477256775,1.5742954966856622
+Dune,Zufa Cenva,0.4670575857162475,0.0112104319609969,0.5524097681045532,0.3717184737716069,Dune,0.5469627380371094,0.2514755578288763,0.5501323938369751,0.497377813153401,-0.07990515232086187,-0.2402651258678794,0.002277374267578125,-0.12565933938179413
+The Lord of the Rings,Maedhros,0.5035333037376404,2.6845660125638523e-09,0.5534624457359314,0.0007071572139962,The Lord of the Rings,0.5822654962539673,0.0118733455624457,0.5654446482658386,0.0303042822961876,-0.0787321925163269,-0.011873342877879688,-0.011982202529907227,-0.0295971250821914
+The Hunger Games,Lysistrata Vickers,0.4519827663898468,7.61478911561517e-07,0.4958251416683197,0.0011258190365234,The Hunger Games,0.530523419380188,0.0118625476820695,0.5598405003547668,0.0343174409523811,-0.07854065299034119,-0.011861786203157938,-0.06401535868644714,-0.0331916219158577
+Dune,Leto Atreides II,0.4332444071769714,1.0353937872588983,0.4626670479774475,1.236763637671174,Dune,0.5101075768470764,0.0009207827013981,0.5217192769050598,0.000183900062533,-0.07686316967010504,1.0344730045575001,-0.059052228927612305,1.236579737608641
+The Hunger Games,Dill,0.4356289803981781,0.0002891011143852,0.4885352551937103,0.0960276098361049,The Hunger Games,0.510287880897522,0.1673106770659258,0.5264093279838562,0.3645071642658643,-0.07465890049934387,-0.1670215759515406,-0.037874072790145874,-0.26847955442975946
+The Hunger Games,Mizzen,0.4259211421012878,1.2010382943299564e-06,0.4469455778598785,1.869939636121712e-07,The Hunger Games,0.4994212985038757,0.0027858218807353,0.5460163354873657,0.0096939378827912,-0.07350015640258789,-0.00278462084244097,-0.09907075762748724,-0.009693750888827587
+Dune,Chani Kynes,0.4593413472175598,0.765399971568981,0.4882956147193908,0.8681908027060506,Dune,0.5317520499229431,1.1616693733240029,0.5398597121238708,1.4438592161520991,-0.0724107027053833,-0.3962694017550219,-0.051564097404480036,-0.5756684134460485
+Twilight,Sam Uley,0.4657468497753143,0.7360231784276465,0.4671300649642944,0.9117944123315556,Twilight,0.5355950593948364,3.600960145056e-05,0.540189266204834,1.1542121422218382e-05,-0.06984820961952215,0.735987168826196,-0.0730592012405396,0.9117828702101334
+The Lord of the Rings,Morgoth,0.4580369889736175,1.168327412862539,0.4980153143405914,1.836967770407093,The Lord of the Rings,0.5276913642883301,5.316404165253476e-17,0.5421412587165833,1.5246684081734516e-13,-0.06965437531471258,1.168327412862539,-0.04412594437599188,1.8369677704069405
+The Lord of the Rings,Thorin II,0.4779637455940246,1.9999888091541057e-19,0.5533391833305359,1.7823173898844698e-06,The Lord of the Rings,0.5464227199554443,0.0004284126620413,0.575333297252655,0.0027267432030499,-0.06845897436141973,-0.0004284126620412998,-0.02199411392211914,-0.0027249608856600156
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,0.4998741745948791,0.0022159234741147,0.5546774864196777,0.9447810135592936,The Hitchhiker's Guide to the Galaxy,0.5678676962852478,1.1610192491706892,0.5612878203392029,1.4139129371358898,-0.06799352169036871,-1.1588033256965746,-0.0066103339195251465,-0.4691319235765963
+The Lord of the Rings,Círdan,0.4970964193344116,1.1359558026426888e-15,0.5533652901649475,0.0023556687549475,The Lord of the Rings,0.5649707317352295,0.0396925836048516,0.5829378366470337,0.0174921897736828,-0.06787431240081787,-0.039692583604850465,-0.02957254648208618,-0.0151365210187353
+Twilight,Vasilii,0.4197364151477813,0.0006704062509159,0.4228555858135223,0.0588528301541689,Twilight,0.4868839085102081,0.9821019779920626,0.5375935435295105,1.6325823342779708,-0.06714749336242676,-0.9814315717411467,-0.11473795771598821,-1.573729504123802
+The Hitchhiker's Guide to the Galaxy,God,0.4720796644687652,0.000474325132103,0.5213883519172668,2.9978883732699493,The Hitchhiker's Guide to the Galaxy,0.538847804069519,2.2596122948759985,0.5220323801040649,1.4293852203350672,-0.06676813960075384,-2.2591379697438954,-0.0006440281867980957,1.568503152934882
+Dune,Jehanne Butler,0.4389314949512481,0.0288194764317802,0.4444078803062439,0.0512613213413012,Dune,0.5041056871414185,0.7578706297314075,0.511239230632782,0.7765911703854489,-0.06517419219017034,-0.7290511532996273,-0.06683135032653809,-0.7253298490441477
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,0.4536094069480896,0.3031424793759491,0.5627984404563904,3.105531301877437,The Hitchhiker's Guide to the Galaxy,0.518623411655426,1.0481372819919772,0.5506841540336609,3.3942237237839783,-0.06501400470733643,-0.744994802616028,0.012114286422729492,-0.28869242190654143
+Harry Potter,Bartemius Crouch Junior,0.4790416359901428,3.9225961309581856,0.4808548986911773,3.138785448592562,Harry Potter,0.5438398122787476,2.068045174634521e-09,0.5474404096603394,1.3919049480481646e-09,-0.06479817628860474,3.9225961288901403,-0.06658551096916204,3.1387854472006573
+The Hitchhiker's Guide to the Galaxy,Number Two,0.43616983294487,0.9727470646024056,0.4991006553173065,1.892146497758362,The Hitchhiker's Guide to the Galaxy,0.5003491044044495,1.2324191217297131,0.5516855120658875,1.8112055895966903,-0.06417927145957947,-0.25967205712730757,-0.05258485674858093,0.08094090816167165
+Twilight,Renesmee Cullen,0.4330266118049621,0.6311994326354685,0.4501892328262329,0.6259689675029592,Twilight,0.497202605009079,3.8947510848525565e-11,0.4866980016231537,1.0830165529302885e-12,-0.06417599320411688,0.631199432596521,-0.036508768796920776,0.6259689675018761
+The Lord of the Rings,Shadowfax,0.558815598487854,0.2268558574927122,0.5979445576667786,1.6379879568324147,The Lord of the Rings,0.6224778294563293,1.7175942891378289,0.6148388385772705,1.9714219260473624,-0.06366223096847534,-1.4907384316451167,-0.016894280910491943,-0.3334339692149477
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,0.460065096616745,1.8494015249277385,0.5477994680404663,2.8131422225838065,The Hitchhiker's Guide to the Galaxy,0.5236132144927979,3.957909785382811,0.5205970406532288,1.3806195933359589,-0.06354811787605286,-2.1085082604550727,0.02720242738723755,1.4325226292478477
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.5367152690887451,2.4596168074797715,0.5372061729431152,2.8103312219034,The Hitchhiker's Guide to the Galaxy,0.5995125770568848,17.001846737223865,0.5219007730484009,2.133263321573577,-0.06279730796813965,-14.542229929744092,0.015305399894714355,0.6770679003298228
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,0.5043528079986572,1.1397913126863477,0.5355144143104553,3.3542247691558065,The Hitchhiker's Guide to the Galaxy,0.5663809180259705,2.074380728007357,0.5443081259727478,2.531551998571767,-0.06202811002731323,-0.9345894153210095,-0.00879371166229248,0.8226727705840395
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.4553157687187195,0.5980317027887777,0.496841698884964,2.427544772938232,The Hitchhiker's Guide to the Galaxy,0.5172088146209717,1.3230990334518309,0.5507286787033081,3.484903478663206,-0.0618930459022522,-0.7250673306630532,-0.053886979818344116,-1.0573587057249743
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5167138576507568,0.3045699755027859,0.5419318079948425,4.214868428260779,The Hitchhiker's Guide to the Galaxy,0.5784218311309814,4.851148934817749,0.5522536039352417,2.5080001062957518,-0.06170797348022461,-4.546578959314963,-0.01032179594039917,1.7068683219650271
+Harry Potter,Seamus Finnigan,0.4527804553508758,1.5254552835269637,0.4320342540740967,1.6758501032135402,Harry Potter,0.5138559937477112,6.541696306138895e-16,0.5381180644035339,2.4033985258907307e-06,-0.06107553839683538,1.525455283526963,-0.10608381032943726,1.6758476998150142
+The Lord of the Rings,Glaurung,0.4925675988197326,0.0105043637293916,0.5601674318313599,0.5209951886978874,The Lord of the Rings,0.5535544753074646,0.3629630472734391,0.5826680660247803,0.8313548871362959,-0.06098687648773199,-0.35245868354404747,-0.02250063419342041,-0.3103596984384085
+Twilight,Charlie Swan,0.4474963545799255,0.6579660924865371,0.4262187480926513,1.7776992499067172,Twilight,0.50819993019104,1.7029831075784686e-20,0.5111526250839233,1.0789891481000245e-15,-0.06070357561111456,0.6579660924865371,-0.08493387699127203,1.7776992499067161
+The Hunger Games,Coral,0.4286750257015228,4.980235540597977e-07,0.4535006880760193,4.3197941769261226e-08,The Hunger Games,0.4890300333499908,0.0080261692520166,0.5262603163719177,0.0648888114158943,-0.06035500764846796,-0.00802567122846254,-0.07275962829589844,-0.06488876821795253
+Twilight,Santiago,0.4405513107776642,0.0113096824479289,0.4655430316925049,0.0218416827716768,Twilight,0.500321090221405,1.2468754962383273,0.4711087644100189,0.1209499717076706,-0.059769779443740845,-1.2355658137903984,-0.005565732717514038,-0.0991082889359938
+Dune,Piter de Vries,0.463932991027832,0.7901284138439427,0.5120517611503601,1.5202778799386392,Dune,0.5234078764915466,2.121741244796618,0.5473734140396118,2.341555622457318,-0.059474885463714655,-1.3316128309526754,-0.03532165288925171,-0.821277742518679
+Dune,Shando Vernius,0.4891597926616668,0.1598593751666299,0.5207884311676025,0.4678524818639373,Dune,0.5465232133865356,0.7520822598278919,0.5261800289154053,0.8021177618208027,-0.05736342072486883,-0.592222884661262,-0.005391597747802734,-0.33426527995686545
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.4491147696971893,0.167543472843609,0.4874661862850189,3.8898089760996233,The Hitchhiker's Guide to the Galaxy,0.5064576864242554,1.4415529324090486,0.5332200527191162,2.406554908545643,-0.057342916727066096,-1.2740094595654397,-0.04575386643409729,1.4832540675539803
+Harry Potter,Myrtle Warren,0.4512809216976166,4.066192632689464,0.4595744013786316,4.842941977938914,Harry Potter,0.508208155632019,1.076582645255686e-05,0.5474299788475037,2.642506336340502e-06,-0.056927233934402466,4.066181866863012,-0.08785557746887207,4.842939335432577
+The Hitchhiker's Guide to the Galaxy,Agda,0.4573055505752563,1.421807429387134,0.5298096537590027,6.014122812135902,The Hitchhiker's Guide to the Galaxy,0.5139344334602356,1.6046755314659846,0.5281763672828674,2.435745000064001,-0.056628882884979304,-0.18286810207885074,0.001633286476135254,3.578377812071901
+Dune,Liet Kynes,0.5218409895896912,1.278225329638197,0.5362000465393066,0.7457589774633218,Dune,0.5779098868370056,0.5893175192449547,0.5671825408935547,0.5113138194072281,-0.05606889724731445,0.6889078103932422,-0.030982494354248047,0.23444515805609367
+Dune,Leto I Atreides,0.504253625869751,0.0099520281209106,0.5509100556373596,0.1195720031412774,Dune,0.5601571798324585,0.1023989904643914,0.5555311441421509,0.0417155261758025,-0.05590355396270752,-0.09244696234348079,-0.00462108850479126,0.0778564769654749
+The Hunger Games,Livia Cardew,0.4411150813102722,0.0011644289971937,0.4497662484645843,0.018320461370184,The Hunger Games,0.4969425797462463,0.601184000557319,0.5460469126701355,1.993355810689457,-0.055827498435974066,-0.6000195715601253,-0.0962806642055512,-1.9750353493192732
+Twilight,Lauren Mallory,0.452099472284317,0.0881345951046566,0.4402539134025574,0.0103526996278594,Twilight,0.5076858997344971,0.0148204148834229,0.5188787579536438,1.9971218720906192,-0.055586427450180054,0.0733141802212337,-0.07862484455108643,-1.9867691724627599
+Dune,Tyros Reffa,0.42983078956604,0.1327862233708681,0.4983071088790893,1.1056474255429347,Dune,0.4846203923225403,0.8964724246466521,0.5130773186683655,0.7053993910320941,-0.0547896027565003,-0.763686201275784,-0.014770209789276179,0.40024803451084057
+Dune,Elrood Corrino IX,0.4714115262031555,1.3470757706131942,0.5571887493133545,3.313130230889499,Dune,0.5237322449684143,1.7444766368832163,0.5411025285720825,2.93718753271404,-0.05232071876525879,-0.39740086627002214,0.016086220741271973,0.375942698175459
+Twilight,Quil Ateara V,0.5100683569908142,0.1399546709235932,0.561724066734314,0.0447618215796129,Twilight,0.5615991950035095,0.0493345792024236,0.5382692217826843,0.0347674485236213,-0.05153083801269531,0.09062009172116961,0.02345484495162964,0.009994373055991601
+Dune,Lichna,0.4485637843608856,1.328797911591771,0.4464889764785766,0.7906917182421546,Dune,0.5000667572021484,0.8253871268352208,0.5714812278747559,2.2966022270097417,-0.05150297284126282,0.5034107847565502,-0.12499225139617925,-1.5059105087675873
+The Hunger Games,Alma Coin,0.4811421930789947,2.95861523989604e-20,0.5374076962471008,0.0030204198098382,The Hunger Games,0.5310269594192505,0.0579975632837664,0.507499635219574,0.0027280961559054,-0.04988476634025579,-0.0579975632837664,0.029908061027526855,0.0002923236539328
+The Lord of the Rings,Túrin,0.4932235479354858,1.9729607394382167e-10,0.4993710517883301,2.1667083816749173e-05,The Lord of the Rings,0.5421173572540283,0.0429806611634024,0.5550504326820374,0.0017625311475901,-0.048893809318542536,-0.042980660966106324,-0.055679380893707275,-0.001740864063773351
+The Hitchhiker's Guide to the Galaxy,Number One,0.4791897237300873,1.594780988308329,0.5081092715263367,1.295263558473435,The Hitchhiker's Guide to the Galaxy,0.5280580520629883,1.4328597399698952,0.493426501750946,0.9568505357678344,-0.048868328332901,0.1619212483384338,0.01468276977539068,0.3384130227056007
+The Lord of the Rings,Galadriel,0.4945986270904541,1.1028929795254774,0.498959481716156,2.6947653102196303,The Lord of the Rings,0.5415364503860474,4.372329747200607e-11,0.5580785274505615,7.375608451744264e-10,-0.04693782329559326,1.1028929794817541,-0.05911904573440552,2.6947653094820696
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,0.4723850190639496,0.3463285279502558,0.526846706867218,1.3370309332758832,The Hitchhiker's Guide to the Galaxy,0.519244909286499,3.550699065130454,0.5177202820777893,2.1707907641217323,-0.04685989022254944,-3.2043705371801985,0.009126424789428711,-0.8337598308458491
+Dune,Helena Atreides,0.5068652033805847,0.1119035016338069,0.5462532639503479,0.3454311405400564,Dune,0.55311119556427,0.3863628588487818,0.5335257053375244,0.2456276973392827,-0.0462459921836853,-0.2744593572149749,0.012727558612823486,0.09980344320077372
+Dune,Octa Butler,0.4596191346645355,0.0260518392912217,0.5119488835334778,0.9994224406668474,Dune,0.5055363774299622,1.1788144831676244,0.5349791646003723,0.9440785315735382,-0.045917242765426636,-1.1527626438764027,-0.02303028106689453,0.05534390909330922
+Dune,Irulan Corrino,0.5094133019447327,0.0134960327501953,0.5159376263618469,0.0779417916071164,Dune,0.5549029111862183,0.3883706492553182,0.5475248694419861,0.0924784031698652,-0.045489609241485596,-0.37487461650512294,-0.03158724308013916,-0.01453661156274881
+The Hitchhiker's Guide to the Galaxy,Allitnils,0.4514158368110657,0.7028346729424548,0.4638689458370209,1.177709601829284,The Hitchhiker's Guide to the Galaxy,0.4965316355228424,0.8980947810572045,0.5122107267379761,1.7813170644012286,-0.04511579871177673,-0.1952601081147497,-0.0483417809009552,-0.6036074625719445
+Dune,Otheym,0.5519803762435913,1.9190665607807564,0.488323450088501,0.4175151666718351,Dune,0.5967943072319031,2.07091631715095,0.5572136640548706,2.31686868074298,-0.04481393098831177,-0.1518497563701935,-0.06889021396636963,-1.899353514071145
+Dune,Duncan Idaho,0.4214058220386505,1.0528955818498733,0.4439141750335693,2.1972041209773283,Dune,0.4661685228347778,7.297284294208589e-05,0.4469107091426849,0.000229876418894,-0.044762700796127264,1.0528226090069313,-0.0029965341091156006,2.1969742445584344
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.4645183086395263,1.170952580145992,0.5418444275856018,7.01581392016772,The Hitchhiker's Guide to the Galaxy,0.5089417099952698,4.67116185980418,0.5259667634963989,6.319423488592738,-0.044423401355743464,-3.5002092796581885,0.01587766408920288,0.696390431574982
+Dune,Feyd-Rautha Harkonnen,0.460873395204544,1.219083792235549,0.4707494080066681,0.8714558397648315,Dune,0.5048120021820068,0.0491797741805462,0.5505842566490173,0.2825709889059585,-0.043938606977462824,1.1699040180550029,-0.07983484864234924,0.5888848508588731
+The Hitchhiker's Guide to the Galaxy,Haggunenons,0.5025545358657837,0.4367676940461874,0.5594968795776367,1.4825687364523716,The Hitchhiker's Guide to the Galaxy,0.5453197956085205,0.3291761873612753,0.5468650460243225,0.920699640644659,-0.042765259742736816,0.10759150668491213,0.012631833553314209,0.5618690958077126
+The Hitchhiker's Guide to the Galaxy,Lallafa,0.4753203988075256,0.7379222995063882,0.5090602040290833,1.4554464099777698,The Hitchhiker's Guide to the Galaxy,0.5180431008338928,1.4061786046354934,0.5211470723152161,0.9665751629373902,-0.04272270202636724,-0.6682563051291052,-0.012086868286132812,0.48887124704037954
+Dune,Mohandas Suk,0.4551697373390198,0.2720735772913702,0.5508387684822083,1.4002093038690775,Dune,0.4978834688663482,1.0267002706159707,0.540614664554596,1.529749728452501,-0.042713731527328436,-0.7546266933246004,0.010224103927612305,-0.12954042458342352
+The Hunger Games,Katniss Everdeen,0.4497995972633362,1.4265105776332534,0.474838376045227,2.195442424563712,The Hunger Games,0.4919271767139435,3.5075124594518224e-74,0.5602644085884094,3.947301730599182e-27,-0.0421275794506073,1.4265105776332534,-0.08542603254318243,2.195442424563712
+Dune,Vorian Atreides,0.4723348021507263,0.7620755642897297,0.4491121768951416,1.0658716977179965,Dune,0.5141591429710388,1.5746219723473062e-11,0.5186734795570374,2.5327050753729173e-14,-0.0418243408203125,0.7620755642739835,-0.06956130266189575,1.0658716977179712
+Dune,Rhombur Vernius,0.4880791306495666,0.0403226233838716,0.5621006488800049,0.4523142109796731,Dune,0.5298475623130798,0.4492802922201242,0.5671092867851257,0.2153144695845419,-0.04176843166351324,-0.4089576688362526,-0.00500863790512085,0.23699974139513122
+Dune,Jessica Atreides,0.4570485055446625,0.144439164385024,0.4733946025371551,0.5619218432663521,Dune,0.4973728954792022,0.376441262810641,0.4970850646495819,0.4108089338864428,-0.04032438993453974,-0.232002098425617,-0.023690462112426813,0.1511129093799093
+The Lord of the Rings,Éowyn,0.5354081392288208,0.0446670784607137,0.5591710209846497,0.0808981344760647,The Lord of the Rings,0.5752246379852295,0.1766522094437725,0.5742315649986267,0.0361872465904922,-0.03981649875640869,-0.1319851309830588,-0.01506054401397705,0.044710887885572495
+Twilight,Bree Tanner,0.5183275938034058,2.555710534939857e-06,0.5305123329162598,4.429474834340514e-05,Twilight,0.5580485463142395,0.0113079999916323,0.5131526589393616,0.0001464595674742,-0.03972095251083374,-0.01130544428109736,0.017359673976898193,-0.00010216481913079486
+The Lord of the Rings,Fíli and Kíli,0.535077691078186,0.0390663683312621,0.6048795580863953,0.1515881549037747,The Lord of the Rings,0.5735980868339539,0.0009851667951868,0.5889543890953064,0.1636460379511975,-0.03852039575576782,0.0380812015360753,0.015925168991088867,-0.012057883047422807
+Dune,Anirul Corrino,0.5136567950248718,1.876669671550019,0.5680137276649475,2.9275031075382563,Dune,0.5521725416183472,1.7887946758179385,0.5885332226753235,2.588326357345893,-0.03851574659347534,0.08787499573208057,-0.020519495010375977,0.3391767501923635
+The Hitchhiker's Guide to the Galaxy,Mella,0.4520410597324371,1.4347506010220392,0.5313006639480591,8.1670382369449,The Hitchhiker's Guide to the Galaxy,0.487587034702301,1.8086497148552143,0.5032673478126526,2.9962824801325185,-0.03554597496986395,-0.3738991138331751,0.028033316135406494,5.170755756812382
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,0.460536777973175,1.4569908972698322,0.4859395027160644,1.0203099039770764,The Hitchhiker's Guide to the Galaxy,0.4955277740955353,0.5778292685825147,0.4897610247135162,0.6143910796859021,-0.034990996122360285,0.8791616286873175,-0.0038215219974517822,0.4059188242911743
+Dune,Sheeana Brugh,0.5340063571929932,0.9987176212057696,0.5581178069114685,2.533198754228731,Dune,0.5689539313316345,3.879076295351741,0.5332396626472473,2.092447271800819,-0.03494757413864136,-2.8803586741459712,0.02487814426422119,0.44075148242791196
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.5244225859642029,3.808853748013472,0.4926845729351043,1.0361474155167532,The Hitchhiker's Guide to the Galaxy,0.558274507522583,3.1433265221504385,0.511775553226471,0.8516334959792943,-0.03385192155838013,0.6655272258630336,-0.019090980291366633,0.18451391953745888
+The Hitchhiker's Guide to the Galaxy,Prak,0.4407698810100555,0.1180049148389614,0.514369547367096,0.4189564750491458,The Hitchhiker's Guide to the Galaxy,0.4743108451366424,0.8805545389287109,0.5147708058357239,0.2908535552733367,-0.033540964126586914,-0.7625496240897496,-0.0004012584686279297,0.12810291977580912
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,0.4658540189266205,2.2053176174830877,0.5554378628730774,1.6235163327564248,The Hitchhiker's Guide to the Galaxy,0.4990079998970032,2.7655560556335304,0.5291802883148193,2.0222538527401874,-0.03315398097038269,-0.5602384381504426,0.026257574558258057,-0.3987375199837626
+The Hunger Games,Casca Highbottom,0.4864108562469482,0.0053927922680926,0.4324418902397156,2.4006125507516925e-06,The Hunger Games,0.5193358063697815,0.067383490854419,0.5250967144966125,0.0839281652098627,-0.03292495012283331,-0.0619906985863264,-0.09265482425689697,-0.08392576459731195
+The Lord of the Rings,Frodo Baggins,0.4546349644660949,1.7198854026994104,0.4846213757991791,1.250914683541555,The Lord of the Rings,0.4864082634449005,2.1745984994112282e-17,0.5676297545433044,1.848452970455668e-08,-0.0317732989788056,1.7198854026994104,-0.08300837874412537,1.2509146650570253
+Dune,Scytale,0.4897126257419586,0.4730752657490815,0.5085275173187256,0.5772822226475126,Dune,0.521210253238678,0.5930412116541532,0.5328407883644104,0.2677262583362687,-0.03149762749671936,-0.11996594590507176,-0.024313271045684814,0.30955596431124394
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,0.4459331035614013,0.9297680416501386,0.5080600380897522,1.226444792424524,The Hitchhiker's Guide to the Galaxy,0.4774085283279419,1.5053924682447637,0.5095489621162415,0.74077942371084,-0.03147542476654058,-0.5756244265946251,-0.0014889240264892578,0.48566536871368404
+Harry Potter,Dean Thomas,0.4605115950107574,1.521156044271354,0.448440670967102,1.828053777490866,Harry Potter,0.4910069108009338,1.964056739711877e-21,0.5423886179924011,6.595244790795994e-09,-0.03049531579017639,1.521156044271354,-0.09394794702529913,1.8280537708956213
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.4977446794509887,4.313830727905722,0.5375468134880066,9.833476668039363,The Hitchhiker's Guide to the Galaxy,0.5280703902244568,11.006996540280486,0.521700382232666,6.962456970037287,-0.030325710773468073,-6.693165812374764,0.015846431255340576,2.871019698002076
+Twilight,Collin Littlesea,0.4015692770481109,0.3932931368504643,0.4368025660514831,0.3934013293951621,Twilight,0.4317830801010132,0.6549329661210603,0.4445505440235138,0.8581127887388902,-0.030213803052902277,-0.26163982927059604,-0.007747977972030695,-0.4647114593437281
+Twilight,Aro,0.4243939220905304,0.460612241210917,0.4378767609596252,0.6814359492698534,Twilight,0.4543935358524322,9.889850379521285e-13,0.5243455767631531,8.342864762593227e-07,-0.0299996137619018,0.460612241209928,-0.08646881580352789,0.6814351149833772
+Dune,Serena Butler,0.512681782245636,0.0034786939474873,0.5410799384117126,0.0026481038198425,Dune,0.5420154333114624,0.001153885083131,0.5333322882652283,0.0049335653498528,-0.029333651065826416,0.0023248088643563003,0.007747650146484375,-0.0022854615300103003
+Dune,Norma Cenva,0.494139552116394,1.279041748836781,0.5010496973991394,0.8907502084443788,Dune,0.5233030319213867,0.778264812852435,0.555372953414917,2.386279260997153,-0.02916347980499273,0.5007769359843459,-0.05432325601577759,-1.495529052552774
+The Hunger Games,Felix Ravinstill,0.485382467508316,0.2378235069555312,0.4536113142967224,0.3712447120353729,The Hunger Games,0.5140994787216187,1.570545047804901,0.5395987629890442,1.752262925950918,-0.028717011213302668,-1.3327215408493698,-0.08598744869232178,-1.381018213915545
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,0.5388432741165161,4.580215516699263,0.5233867764472961,2.5792795717445203,The Hitchhiker's Guide to the Galaxy,0.5672872066497803,4.087518235317492,0.546647310256958,4.474187102026901,-0.02844393253326416,0.49269728138177094,-0.023260533809661865,-1.894907530282381
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.5684916377067566,1.600421665398035,0.5986104011535645,5.373714248134763,The Hitchhiker's Guide to the Galaxy,0.5966795682907104,7.6688246058673775,0.5707736015319824,4.145647728569833,-0.028187930583953857,-6.068402940469342,0.02783679962158203,1.2280665195649298
+Twilight,Sasha,0.4354710578918457,0.0038431673822077,0.5104660987854004,1.085126858305472,Twilight,0.4636020064353943,0.434826142440545,0.5213740468025208,0.3945277143916048,-0.028130948543548584,-0.4309829750583373,-0.010907948017120361,0.6905991439138672
+The Hunger Games,Vipsania Sickle,0.4668054580688476,0.0091408931120802,0.4577060341835022,0.2628891810579304,The Hunger Games,0.494323194026947,1.5781923253593952,0.5286621451377869,2.421608415197159,-0.02751773595809942,-1.569051432247315,-0.07095611095428467,-2.1587192341392285
+Twilight,Rachel Black,0.4674018919467926,0.0019080303123256,0.4487326741218567,0.0005745818831719,Twilight,0.4946772158145904,0.4461437557674763,0.5062205791473389,0.2900946600663232,-0.027275323867797796,-0.44423572545515067,-0.05748790502548218,-0.2895200781831513
+The Lord of the Rings,Thranduil,0.4878326654434204,1.3411993964995826e-27,0.5475040078163147,0.0032064112663925,The Lord of the Rings,0.515102207660675,3.7983051277183866e-11,0.5661547780036926,0.0140890316963217,-0.02726954221725464,-3.7983051277183866e-11,-0.01865077018737793,-0.0108826204299292
+The Lord of the Rings,Éomer,0.5421885848045349,0.0170643806662626,0.5727627873420715,0.0765165006720312,The Lord of the Rings,0.569170355796814,0.066327741860287,0.5846097469329834,0.0604223548725145,-0.026981770992279053,-0.0492633611940244,-0.011846959590911865,0.016094145799516693
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,0.4854157567024231,1.8566239223449013,0.5276848077774048,5.14095889510766,The Hitchhiker's Guide to the Galaxy,0.5110021829605103,2.0183648713233,0.5350873470306396,4.865023727382481,-0.025586426258087158,-0.16174094897839852,-0.007402539253234863,0.2759351677251791
+The Lord of the Rings,Watcher in the Water,0.5586118102073669,0.0005535213703505,0.5981280207633972,0.0051045433536228,The Lord of the Rings,0.58259117603302,0.0008455740605946,0.6002125144004822,0.0048471313602718,-0.023979365825653076,-0.00029205269024409994,-0.002084493637084961,0.00025741199335099947
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,0.528576135635376,3.3641340015274275,0.5669288635253906,6.084616931515877,The Hitchhiker's Guide to the Galaxy,0.5522434115409851,4.391415220193749,0.5681037306785583,5.109643200946081,-0.02366727590560913,-1.0272812186663214,-0.0011748671531677246,0.9749737305697961
+Twilight,Quil Ateara III,0.5075376033782959,1.6239529934461778,0.5255942344665527,1.253521363478485,Twilight,0.5304310917854309,3.3693445809070885,0.5289638638496399,3.843474799960733,-0.02289348840713501,-1.7453915874609107,-0.003369629383087158,-2.589953436482248
+Dune,Alia Atreides,0.4658108353614807,0.3335438271517829,0.4670486748218536,0.1940878944588636,Dune,0.4886529445648193,0.2486703479700113,0.5153259038925171,0.6871300640953478,-0.022842109203338568,0.08487347918177157,-0.04827722907066351,-0.49304216963648423
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,0.4720154106616974,1.902039103801027,0.5031870007514954,2.457118678686294,The Hitchhiker's Guide to the Galaxy,0.4947773516178131,1.620227868508112,0.5117180347442627,1.048460238003262,-0.022761940956115723,0.28181123529291496,-0.008531033992767334,1.4086584406830323
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,0.5344204902648926,4.215717009037368,0.4994305968284607,2.7808154040086315,The Hitchhiker's Guide to the Galaxy,0.5566425323486328,5.327887898814819,0.5682133436203003,4.149285679691731,-0.022222042083740234,-1.1121708897774507,-0.0687827467918396,-1.3684702756830998
+Dune,Farok,0.5331273078918457,2.0201251314036,0.5111566185951233,0.8885105448392211,Dune,0.5553319454193115,2.3081063709412537,0.5157051682472229,1.8509081586007976,-0.02220463752746582,-0.28798123953765353,-0.004548549652099609,-0.9623976137615765
+The Hitchhiker's Guide to the Galaxy,The Lord,0.4792201817035675,1.354531018545949,0.5172358751296997,3.7359408086054313,The Hitchhiker's Guide to the Galaxy,0.5007612705230713,2.066419580043978,0.5112965703010559,1.3281270743648217,-0.021541088819503784,-0.711888561498029,0.005939304828643799,2.4078137342406096
+Dune,Piter De Vries,0.5243019461631775,1.1976779929079375,0.524216890335083,1.2231867428278729,Dune,0.5457844734191895,2.264401020878476,0.5682894587516785,3.001800801270369,-0.021482527256011963,-1.0667230279705386,-0.04407256841659546,-1.778614058442496
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,0.4745515286922455,1.8897915120627369,0.4854231774806976,1.4991200642594105,The Hitchhiker's Guide to the Galaxy,0.4951694905757904,1.255892682117142,0.5399518013000488,1.751950865087436,-0.020617961883544922,0.633898829945595,-0.05452862381935125,-0.25283080082802556
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,0.531345784664154,0.967506182327614,0.5462780594825745,4.615148925284156,The Hitchhiker's Guide to the Galaxy,0.5517412424087524,3.014383230731099,0.5583321452140808,5.972646482817048,-0.02039545774459839,-2.046877048403485,-0.012054085731506348,-1.3574975575328914
+Dune,Victor Atreides,0.4980299174785614,0.2910350286240949,0.5519011616706848,0.6685790952560978,Dune,0.5181224346160889,0.5430793792140399,0.5632820129394531,1.9181918906205708,-0.020092517137527466,-0.252044350589945,-0.01138085126876831,-1.249612795364473
+Dune,Moneo Atreides,0.5322074890136719,0.1221604302703853,0.552431046962738,0.0376465890712522,Dune,0.5522628426551819,0.2040862951867797,0.5395599007606506,0.032820311689115,-0.02005535364151001,-0.0819258649163944,0.012871146202087402,0.004826277382137201
+Dune,Ghanima Atreides,0.4960546195507049,0.4661478620566122,0.507136881351471,0.6183888868445536,Dune,0.5155541300773621,0.2499762320736255,0.5028332471847534,0.453167202126176,-0.01949951052665716,0.2161716299829867,0.004303634166717529,0.16522168471837761
+The Hitchhiker's Guide to the Galaxy,Constant Mown,0.4848194122314453,2.6657217316758315,0.4528148770332336,1.86553460742644,The Hitchhiker's Guide to the Galaxy,0.5038566589355469,3.265715467731482,0.4810433089733124,3.086949363020123,-0.019037246704101562,-0.5999937360556507,-0.02822843194007879,-1.221414755593683
+Dune,Hedley Tuek,0.4837548434734344,1.07362282470827,0.5231477618217468,1.5332853064468446,Dune,0.5025479197502136,0.8595255704490478,0.5215905904769897,1.2034179134975411,-0.01879307627677923,0.2140972542592222,0.00155717134475708,0.32986739294930345
+Dune,Hayt,0.5439981818199158,3.035260854687782,0.5676808953285217,1.8890437314339483,Dune,0.5623521208763123,1.488815995076424,0.5540022253990173,2.7630196330461185,-0.018353939056396484,1.546444859611358,0.013678669929504395,-0.8739759016121702
+Dune,Raquella Berto-Anirul,0.5147691369056702,0.0505092472857887,0.5281753540039062,0.2529816771656182,Dune,0.5327244997024536,0.2562112091315427,0.5556399822235107,1.244242900357726,-0.017955362796783447,-0.205701961845754,-0.027464628219604492,-0.9912612231921079
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.5021933913230896,3.3008269824014618,0.5471504330635071,4.551225292467061,The Hitchhiker's Guide to the Galaxy,0.5200538635253906,3.951519228743921,0.5353698134422302,2.8489468857505824,-0.017860472202301025,-0.6506922463424591,0.011780619621276855,1.7022784067164785
+Twilight,Marcus,0.5064879059791565,0.000135643522374,0.5018938779830933,9.792731027764253e-06,Twilight,0.5242221355438232,0.0003123954626464,0.5059548616409302,0.0002575812630279,-0.017734229564666748,-0.0001767519402724,-0.004060983657836914,-0.00024778853200013576
+The Hunger Games,Haymitch Abernathy,0.4316339194774627,1.134473813765434,0.4425918161869049,1.229173845922611,The Hunger Games,0.4491443932056427,1.2683325876099306e-41,0.5349822640419006,2.641567310653902e-21,-0.017510473728179987,1.134473813765434,-0.09239044785499573,1.229173845922611
+The Lord of the Rings,Samwise Gamgee,0.5255295634269714,0.0002127983320222,0.5717642307281494,0.0005201358644656,The Lord of the Rings,0.5425846576690674,3.937179946292413e-10,0.5823348760604858,0.0002485532633412,-0.017055094242095947,0.00021279793830420539,-0.010570645332336426,0.0002715826011244
+Twilight,Riley Biers,0.5060179233551025,5.831605686072552e-05,0.5028755068778992,0.0007274335295509,Twilight,0.5229548811912537,0.0005162053381782,0.5178256630897522,0.0029624085757236,-0.016936957836151123,-0.0004578892813174745,-0.014950156211853027,-0.0022349750461727
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.5228808522224426,1.413300164165216,0.5617323517799377,5.506559981534626,The Hitchhiker's Guide to the Galaxy,0.5397637486457825,3.052210660958916,0.5244671106338501,6.27272596489698,-0.016882896423339844,-1.6389104967937,0.037265241146087646,-0.7661659833623542
+Dune,Minotauros Atreides,0.481614202260971,0.1604432397909353,0.5114316344261169,0.3985008488922756,Dune,0.4983564913272857,0.8598707847609885,0.5270689725875854,1.0406608076188153,-0.016742289066314697,-0.6994275449700532,-0.015637338161468506,-0.6421599587265396
+Dune,Tyekanik,0.5045052170753479,0.8605449177709994,0.5404890775680542,1.138484106188053,Dune,0.5200982689857483,0.8706128152474562,0.5710911154747009,1.0321123382009028,-0.01559305191040039,-0.010067897476456755,-0.03060203790664673,0.10637176798715031
+Dune,Siona Atreides,0.5410712957382202,0.5836693720482895,0.5667243003845215,0.1415506545006138,Dune,0.5566157698631287,0.7132382625515441,0.554270327091217,0.2215421654128753,-0.015544474124908447,-0.1295688905032546,0.012453973293304443,-0.0799915109122615
+The Lord of the Rings,Celebrimbor,0.5008432269096375,0.3055048819347499,0.5453246831893921,4.317380873481824,The Lord of the Rings,0.516136646270752,1.3411937602809202e-06,0.5013521313667297,5.955852752708689e-11,-0.015293419361114502,0.3055035407409896,0.043972551822662354,4.317380873422265
+The Lord of the Rings,Bilbo Baggins,0.4629913568496704,0.7427334673811882,0.4710036516189575,0.7643137653901765,The Lord of the Rings,0.4778127372264862,5.997080118325448e-93,0.5490546822547913,5.605650315565308e-07,-0.014821380376815796,0.7427334673811882,-0.07805103063583374,0.764313204825145
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,0.4869276583194732,0.3086540700572138,0.4509564638137817,0.2733458965409725,The Hitchhiker's Guide to the Galaxy,0.5017083287239075,1.667916825646644,0.5132248997688293,0.986423940066365,-0.01478067040443426,-1.35926275558943,-0.06226843595504766,-0.7130780435253925
+Twilight,Jessica Stanley,0.5055686235427856,0.0003780182242173,0.5701385736465454,0.0041601556336921,Twilight,0.5203374624252319,2.209583549370973e-06,0.5668190717697144,0.0473474140753404,-0.014768838882446289,0.000375808640667929,0.0033195018768310547,-0.0431872584416483
+Dune,Marty,0.4924050271511078,0.932898749248838,0.5335819125175476,1.646799387111592,Dune,0.5066540837287903,1.1714954308479877,0.5216068029403687,1.8426423024082883,-0.014249056577682495,-0.2385966815991497,0.011975109577178955,-0.19584291529669628
+Dune,Alef Burzmali,0.5161446928977966,1.0354349672963867,0.5568660497665405,1.6205280729583174,Dune,0.5303556323051453,0.8859958499328504,0.5734409093856812,2.9636699586674617,-0.014210939407348633,0.14943911736353632,-0.016574859619140625,-1.3431418857091444
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.4875471293926239,4.7026631692738174,0.5063191056251526,6.556842986455579,The Hitchhiker's Guide to the Galaxy,0.5013925433158875,4.9671203983264665,0.5283668041229248,7.481179459003158,-0.01384541392326355,-0.264457229052649,-0.022047698497772217,-0.9243364725475791
+Dune,Norma Cevna,0.4986927509307861,0.2939918557389265,0.5146554112434387,1.1904821789395426,Dune,0.5122960805892944,0.7993872527996245,0.5158432126045227,0.6773874968887998,-0.013603329658508356,-0.505395397060698,-0.0011878013610839844,0.5130946820507427
+The Lord of the Rings,Elrond,0.5225498080253601,2.1405124896213987,0.5052364468574524,2.5439314310177656,The Lord of the Rings,0.5360152721405029,2.839668591472706e-05,0.5335156321525574,1.633587481324431e-05,-0.013465464115142822,2.140484092935484,-0.02827918529510498,2.5439150951429523
+Dune,Murbella,0.5306856632232666,0.1161153578347403,0.5490666627883911,0.311518693349403,Dune,0.5431306958198547,0.1647578209637947,0.5540927648544312,0.3209911285770032,-0.012445032596588135,-0.04864246312905442,-0.005026102066040039,-0.009472435227600162
+Harry Potter,Angelina Johnson,0.4413478076457977,0.4817691565597695,0.4609935581684112,1.61538573750937,Harry Potter,0.4537081718444824,1.8427468955960171e-16,0.4713198542594909,9.816952547824026e-11,-0.012360364198684748,0.4817691565597693,-0.010326296091079712,1.6153857374112006
+Dune,Shaddam Corrino IV,0.4789293706417084,0.1121077979174268,0.4741994738578796,0.1294522849521067,Dune,0.4910401105880737,0.2161713518518647,0.5092676877975464,0.5253868339563927,-0.012110739946365301,-0.1040635539344379,-0.035068213939666804,-0.39593454900428604
+Dune,Xavier Harkonnen,0.5057855248451233,0.0001623178149653,0.5143126249313354,0.0432104443771766,Dune,0.5171380639076233,0.0743896149171771,0.5296557545661926,0.026693979818351,-0.0113525390625,-0.0742272971022118,-0.015343129634857178,0.016516464558825602
+The Hunger Games,Clemensia Dovecote,0.5008890628814697,1.6014022585481102e-05,0.4638417661190033,4.811672253580727e-08,The Hunger Games,0.5120881795883179,0.0047036399681221,0.5367035269737244,0.0222355032350336,-0.011199116706848145,-0.004687625945536619,-0.07286176085472107,-0.022235455118311064
+The Hunger Games,Hilarius Heavensbee,0.5234611630439758,2.0099604890001523,0.5248605608940125,0.90694244099205,The Hunger Games,0.5345776081085205,2.11777440643859,0.5213660597801208,2.95474443474159,-0.011116445064544678,-0.10781391743843782,0.0034945011138916016,-2.04780199374954
+Twilight,Victoria,0.439033567905426,0.6875448458491541,0.4483987092971802,0.7681029253884348,Twilight,0.4500223100185394,2.4296132185068976e-12,0.5165584683418274,4.3097260621781655e-09,-0.010988742113113348,0.6875448458467245,-0.06815975904464722,0.7681029210787088
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.5128700733184814,1.946174109013354,0.5239087343215942,2.7189349347234626,The Hitchhiker's Guide to the Galaxy,0.5236223936080933,1.0433548950697888,0.5911267399787903,2.4572819478109995,-0.010752320289611816,0.9028192139435651,-0.06721800565719604,0.2616529869124631
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,0.4988591372966766,0.1258692840482537,0.4810832440853119,0.3714832006276615,The Hitchhiker's Guide to the Galaxy,0.509372889995575,1.866133674698825,0.5305003523826599,2.344663893372813,-0.010513752698898371,-1.7402643906505713,-0.04941710829734802,-1.9731806927451512
+Harry Potter,Ronald Weasley,0.4466086626052856,0.5717791795437712,0.4628472924232483,0.8329823782588229,Harry Potter,0.4568961858749389,3.0121077517168323e-67,0.4556145966053009,1.5991470488320035e-30,-0.01028752326965332,0.5717791795437712,0.007232695817947388,0.8329823782588229
+The Lord of the Rings,Théoden,0.5443832278251648,0.0742075913758281,0.5772528052330017,0.1807967875535116,The Lord of the Rings,0.5545390844345093,0.1281139861151609,0.562267005443573,0.0641638199573162,-0.010155856609344482,-0.0539063947393328,0.014985799789428711,0.11663296759619542
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,0.5077013373374939,2.7731462138051746,0.5334528088569641,2.335238629716953,The Hitchhiker's Guide to the Galaxy,0.5174126625061035,2.4604352678384305,0.5381537079811096,3.3004362825008813,-0.00971132516860962,0.3127109459667441,-0.004700899124145508,-0.9651976527839281
+Dune,Logno,0.4954418241977691,0.8754907556427473,0.4983513653278351,0.6225424791607346,Dune,0.5045991539955139,0.4669420713972166,0.523835301399231,1.217815646928167,-0.009157329797744806,0.40854868424553065,-0.025483936071395874,-0.5952731677674323
+The Lord of the Rings,Radagast,0.5174330472946167,0.00017497649855,0.5598633289337158,0.0032167003587381,The Lord of the Rings,0.5262231826782227,1.7547469280061835e-05,0.5205216407775879,2.6606774322600487e-05,-0.008790135383605957,0.00015742902926993817,0.03934168815612793,0.0031900935844154992
+Harry Potter,Rita Skeeter,0.4344606101512909,0.5426442446824509,0.4388675093650818,1.2415302305645854,Harry Potter,0.4429920613765716,2.1620884269442426e-18,0.5543853044509888,5.9324980022154e-07,-0.008531451225280706,0.5426442446824509,-0.11551779508590698,1.2415296373147853
+The Lord of the Rings,Thingol,0.5081369876861572,4.428451715613721e-05,0.5225947499275208,0.0055173497932467,The Lord of the Rings,0.5166316032409668,0.0077201613206518,0.5382469296455383,0.2264463580282318,-0.00849461555480957,-0.007675876803495663,-0.015652179718017578,-0.2209290082349851
+Dune,Schwangyu,0.542707085609436,2.5322962807125675,0.4593090415000915,1.3245332225874222,Dune,0.5511276125907898,1.8958544366122756,0.5603456497192383,3.75076187459884,-0.00842052698135376,0.6364418441002919,-0.10103660821914678,-2.4262286520114174
+Dune,Edric,0.4637089073657989,1.474504801773972,0.4967652559280395,1.1583227412688253,Dune,0.4717606902122497,1.5474047775962123,0.5060545206069946,1.0497433254976,-0.008051782846450806,-0.07289997582224039,-0.009289264678955134,0.10857941577122521
+The Lord of the Rings,Khamûl,0.5273112654685974,0.3111839518759664,0.5779586434364319,1.5488645441375015,The Lord of the Rings,0.5351359248161316,0.4660404983610751,0.5849636793136597,1.381356707874084,-0.00782465934753418,-0.15485654648510866,-0.007005035877227783,0.16750783626341748
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.5309005975723267,1.657872944449094,0.5062478184700012,1.0521555069322066,The Hitchhiker's Guide to the Galaxy,0.5384833216667175,2.4184494776517766,0.6105626225471497,7.005432719867193,-0.007582724094390869,-0.7605765332026826,-0.10431480407714844,-5.953277212934987
+Harry Potter,Cormac McLaggen,0.5400038957595825,0.0082151004331804,0.530128002166748,0.0002208664604471,Harry Potter,0.5474498867988586,0.0013196453172605,0.5296474099159241,0.0006933806875067,-0.007445991039276123,0.0068954551159199,0.0004805922508239746,-0.00047251422705959996
+Dune,Alma Mavis Taraza,0.5075234174728394,0.6880329098557795,0.4995601177215576,0.2924849668415627,Dune,0.5149604678153992,0.8999436439874243,0.5610169768333435,0.9030535975180288,-0.0074370503425598145,-0.21191073413164485,-0.06145685911178589,-0.6105686306764662
+Twilight,Charlotte,0.4985171854496002,0.0262960061436414,0.4373162090778351,7.300929998184094e-06,Twilight,0.5051864385604858,0.0596528866898714,0.5192722082138062,0.2376004493509231,-0.00666925311088562,-0.03335688054623,-0.08195599913597107,-0.2375931484209249
+Twilight,Heidi,0.4454536139965057,1.0930883456035096e-07,0.4894866943359375,0.0184495655810594,Twilight,0.4520511627197265,0.0001680023447723,0.471882551908493,0.0009332466402578,-0.006597548723220825,-0.00016789303593773964,0.017604142427444514,0.0175163189408016
+The Lord of the Rings,Smaug,0.4951056838035583,1.369934426713461,0.5086314678192139,1.0657703146783388,The Lord of the Rings,0.5015507340431213,5.0048383037670566e-12,0.5529960989952087,5.611996296469298e-07,-0.006445050239563044,1.369934426708456,-0.04436463117599487,1.0657697534787092
+Twilight,Brady Fuller,0.4072178900241852,0.4258262646188319,0.3713338673114776,0.1247171649284515,Twilight,0.4130733013153076,0.6068299589117829,0.4249446392059326,0.6052303750544059,-0.0058554112911224365,-0.18100369429295105,-0.05361077189445501,-0.4805132101259544
+The Lord of the Rings,Aragorn II,0.514411449432373,1.2754050915206687,0.49165078997612,1.2727238428741576,The Lord of the Rings,0.5183244943618774,1.4765109316005042e-08,0.5439724326133728,6.747405139781331e-12,-0.0039130449295043945,1.2754050767555594,-0.05232164263725281,1.2727238428674101
+The Lord of the Rings,Sauron,0.4784235060214996,1.6349855311995525,0.473971426486969,3.107573119386748,The Lord of the Rings,0.4822040498256683,1.5777603004678571e-62,0.5719515085220337,1.2221334063712123e-19,-0.003780543804168701,1.6349855311995525,-0.0979800820350647,3.107573119386748
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,0.4750292301177978,0.8398734947705285,0.4932797253131866,1.082886502347771,The Hitchhiker's Guide to the Galaxy,0.4787600934505462,0.9577454175059584,0.4993785619735718,1.5612964447779745,-0.003730863332748413,-0.1178719227354299,-0.006098836660385187,-0.4784099424302035
+The Hunger Games,Reaper Ash,0.4743912518024444,0.0004285614472345,0.4919630885124206,0.007660071244621,The Hunger Games,0.4778136610984802,0.0003236972647869,0.5199940204620361,0.0091448316415742,-0.003422409296035822,0.00010486418244760003,-0.028030931949615534,-0.0014847603969532011
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.5224384665489197,2.6783508235738216,0.5182178020477295,2.607389714298064,The Hitchhiker's Guide to the Galaxy,0.5255253911018372,2.0622431163773225,0.5286298394203186,1.3716973750191226,-0.0030869245529174805,0.6161077071964991,-0.010412037372589111,1.2356923392789416
+The Hunger Games,Festus Creed,0.4804655015468597,0.0004364852600695,0.5087020397186279,0.0077027971029612,The Hunger Games,0.4831237196922302,0.2742316573049203,0.5206208825111389,0.3036459530122752,-0.002658218145370539,-0.27379517204485077,-0.011918842792510986,-0.295943155909314
+Twilight,Ephraim Black,0.4925296306610107,0.3658229524051135,0.5327481627464294,0.7108240690539922,Twilight,0.495035707950592,0.0450036994060215,0.5283763408660889,0.9754689028889536,-0.002506077289581299,0.320819252999092,0.004371821880340576,-0.2646448338349614
+Dune,Wensicia Corrino,0.5699851512908936,1.352215822644708,0.5664901733398438,1.7340149761303842,Dune,0.5715660452842712,1.819849624453167,0.5675203800201416,0.9927692781062312,-0.0015808939933776855,-0.4676338018084589,-0.0010302066802978516,0.7412456980241531
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4794408977031708,2.500813108490748,0.5032950639724731,3.402245075624442,The Hitchhiker's Guide to the Galaxy,0.4801921248435974,1.9751599362663192,0.4648252129554748,4.165068703849383,-0.0007512271404266357,0.5256531722244286,0.038469851016998347,-0.762823628224941
+Dune,Gaius Helen Mohiam,0.526836097240448,1.1550383866306306,0.5425923466682434,1.538226544406715,Dune,0.526899516582489,0.2654334195320227,0.5729935765266418,1.7485603659038411,-6.341934204101562e-05,0.8896049670986079,-0.030401229858398438,-0.2103338214971262
+The Lord of the Rings,Ungoliant,0.5248897075653076,0.0068898861689286,0.55659019947052,0.4206666712385319,The Lord of the Rings,0.524909496307373,0.2464164812303801,0.5736237168312073,0.7277688611379045,-1.9788742065429688e-05,-0.2395265950614515,-0.017033517360687256,-0.3071021898993726
+The Lord of the Rings,Bard,0.5038110613822937,0.0044467726571034,0.5618695616722107,0.0068535072910567,The Lord of the Rings,0.5035655498504639,0.0116677526904767,0.5629619359970093,0.0031130032542259,0.000245511531829834,-0.0072209800333733,-0.001092374324798584,0.0037405040368307997
+The Lord of the Rings,Faramir,0.4913611710071563,0.8622361224149409,0.4823136627674103,1.0867150159587091,The Lord of the Rings,0.4902814328670501,1.67007031583667e-22,0.5523663759231567,4.15414819828084e-05,0.0010797381401062012,0.8622361224149409,-0.07005271315574646,1.0866734744767264
+Twilight,James,0.4592633545398712,2.1330016673097883e-08,0.5340688228607178,0.00052318268686,Twilight,0.4569451510906219,1.873352245885299e-12,0.5209974050521851,5.469161351854039e-06,0.002318203449249323,2.1328143320851998e-08,0.013071417808532715,0.000517713525508146
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.452880322933197,1.4072647612067786,0.4860747456550598,1.3931414530091124,The Hitchhiker's Guide to the Galaxy,0.450519859790802,1.0020379796927297,0.5223364233970642,1.4941446530390217,0.0023604631423950195,0.4052267815140489,-0.036261677742004395,-0.10100320002990926
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.4535467624664306,2.1617533355470595,0.4651680290699005,1.5026311790084164,The Hitchhiker's Guide to the Galaxy,0.4509778022766113,0.9562000321919004,0.5595822334289551,2.624409782313436,0.002568960189819336,1.205553303355159,-0.09441420435905457,-1.1217786033050194
+The Lord of the Rings,Gandalf,0.493848979473114,0.7690076168971675,0.4897597432136535,2.593182433548461,The Lord of the Rings,0.4894548654556274,3.482748800879476e-39,0.5559438467025757,8.537526913583036e-14,0.004394114017486628,0.7690076168971675,-0.06618410348892217,2.5931824335483755
+Twilight,Zafrina,0.5180833339691162,0.0561211749005394,0.5461707711219788,0.1718688423167518,Twilight,0.5134309530258179,0.0060094369545604,0.5406683683395386,0.0198820398641118,0.00465238094329834,0.050111737945979,0.0055024027824401855,0.15198680245264
+The Lord of the Rings,Denethor II,0.5466106534004211,0.1223507951938338,0.5836129784584045,0.3042194992237594,The Lord of the Rings,0.5417104363441467,0.1426756873688543,0.5651096701622009,0.4485476149051312,0.004900217056274414,-0.02032489217502051,0.018503308296203613,-0.14432811568137177
+Twilight,Seth Clearwater,0.5219919085502625,2.6690509572979773e-05,0.5368380546569824,2.2557357816646632e-08,Twilight,0.5169409513473511,5.498352064403032e-07,0.5414804816246033,5.633002374780094e-05,0.005050957202911377,2.614067436653947e-05,-0.00464242696762085,-5.630746638998429e-05
+Dune,Darwi Odrade,0.5599603652954102,0.0043853748137809,0.5430006980895996,0.0014113899537567,Dune,0.5547276735305786,0.002377769984988,0.5509737133979797,0.0001683148322433,0.005232691764831543,0.0020076048287929003,-0.007973015308380127,0.0012430751215134
+Dune,Korba,0.4905959963798523,1.9028732015359175,0.4283231496810913,0.0761158108795646,Dune,0.4850527346134186,1.211352121437672,0.5010478496551514,1.7559935864881495,0.005543261766433716,0.6915210800982456,-0.07272469997406006,-1.679877775608585
+The Lord of the Rings,Saruman,0.4741404950618744,0.8696719536245657,0.4654025435447693,1.2235656275977629,The Lord of the Rings,0.4671428799629211,5.896204108889357e-98,0.5533922910690308,1.1844731084685679e-11,0.006997615098953303,0.8696719536245657,-0.08798974752426147,1.2235656275859181
+Dune,Wellington Yueh,0.5041899085044861,0.4257537731570264,0.5070567727088928,0.2773105966965404,Dune,0.4970987439155578,0.2325143240007675,0.5185472369194031,0.2033587989177272,0.007091164588928278,0.1932394491562589,-0.011490464210510254,0.0739517977788132
+Twilight,Mexican coven,0.5069307088851929,0.0362351906965213,0.4671769738197326,0.0880664320824296,Twilight,0.4998178482055664,0.5380650017431479,0.512706995010376,0.4692169152583046,0.007112860679626465,-0.5018298110466266,-0.045530021190643366,-0.381150483175875
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,0.5130603909492493,2.195416666697422,0.5294987559318542,2.83372619940594,The Hitchhiker's Guide to the Galaxy,0.5057948231697083,1.244740878257223,0.5356009006500244,1.521336768726183,0.007265567779541016,0.9506757884401991,-0.006102144718170166,1.3123894306797572
+Dune,Margot Fenring,0.5632591843605042,0.0901246651570515,0.5906767249107361,1.5331309572850005,Dune,0.5554811954498291,1.886456070361856,0.5722024440765381,3.858722627527751,0.007777988910675049,-1.7963314052048045,0.018474280834197998,-2.3255916702427504
+Twilight,Paul Lahote,0.5231663584709167,0.0037034459416706,0.4577199518680572,9.125731580496854e-11,Twilight,0.5150099992752075,0.0303382441467537,0.5465271472930908,0.0221356357462167,0.008156359195709229,-0.0266347982050831,-0.08880719542503362,-0.022135635654959386
+Dune,Stilgar,0.5065039992332458,0.3521997169623891,0.532167375087738,0.5102105680812854,Dune,0.4978335201740265,1.050191588802027,0.5372103452682495,0.4579809007162451,0.00867047905921936,-0.6979918718396378,-0.005042970180511475,0.05222966736504031
+Dune,Harah,0.4979162812232971,0.0725353494553252,0.5090550184249878,0.0058115788910207,Dune,0.4883544445037842,0.0001861030552235,0.5431880950927734,0.117351796543035,0.00956183671951294,0.0723492464001017,-0.034133076667785645,-0.1115402176520143
+The Hunger Games,Palmyra Monty,0.4756408631801605,2.723208990680631,0.5241082310676575,3.4981564388107538,The Hunger Games,0.4658852517604828,1.4012232545944838,0.5263291597366333,2.776145655403921,0.009755611419677734,1.3219857360861471,-0.00222092866897583,0.7220107834068328
+Twilight,Billy Black,0.5193422436714172,0.0001874504207676,0.5135833621025085,2.3514188956747863e-06,Twilight,0.5093494057655334,2.3591983499352122e-07,0.5355236530303955,0.0005672443480786,0.009992837905883789,0.00018721450093260646,-0.021940290927886963,-0.0005648929291829252
+Twilight,Caius,0.5134718418121338,0.0041258673936078,0.524796724319458,0.0036320872433338,Twilight,0.5032059550285339,0.004225557163603,0.5385996103286743,0.0044691226682601,0.010265886783599854,-9.968976999519957e-05,-0.013802886009216309,-0.0008370354249262997
+Dune,Hwi Noree,0.5402935743331909,0.9546559571623304,0.5494601726531982,0.328316116884358,Dune,0.5299132466316223,0.4767344742662933,0.5516391396522522,0.8540949176886722,0.010380327701568604,0.47792148289603714,-0.002178966999053955,-0.5257788008043142
+The Hitchhiker's Guide to the Galaxy,Roosta,0.5273421406745911,4.546129077375875,0.526216983795166,4.499983689897789,The Hitchhiker's Guide to the Galaxy,0.5169205665588379,2.102114009073872,0.5259182453155518,5.666003639061062,0.010421574115753174,2.444015068302003,0.0002987384796142578,-1.1660199491632728
+Twilight,Kachiri,0.5447333455085754,0.92798029818798,0.4272400140762329,0.0480980095476665,Twilight,0.5337878465652466,1.2243431248416543,0.5379436016082764,3.230076547233832,0.010945498943328857,-0.2963628266536743,-0.11070358753204346,-3.1819785376861653
+The Hitchhiker's Guide to the Galaxy,Caveman,0.4730314910411834,1.0964563631165871,0.4764082133769989,3.0170284945414987,The Hitchhiker's Guide to the Galaxy,0.4620581865310669,1.1378235127068754,0.511817455291748,2.426670574784131,0.010973304510116522,-0.04136714959028831,-0.035409241914749146,0.5903579197573676
+The Lord of the Rings,Peregrin Took,0.5437358021736145,0.0542727872519525,0.5529078841209412,0.1864921831796264,The Lord of the Rings,0.5318484306335449,0.2692060335335933,0.5542590618133545,0.2374488441743688,0.01188737154006958,-0.2149332462816408,-0.00135117769241333,-0.050956660994742387
+Twilight,Harry Clearwater,0.5476050972938538,0.0438943956407439,0.5528291463851929,0.988138735717682,Twilight,0.534866988658905,0.1401510615761508,0.5757616758346558,1.7593148768518931,0.01273810863494873,-0.09625666593540688,-0.02293252944946289,-0.7711761411342112
+Dune,Daniel,0.5007641315460205,1.631312666915827,0.5122811198234558,1.1045714636700712,Dune,0.4878224730491638,1.5604541803826115,0.5150571465492249,2.135764787601336,0.01294165849685669,0.07085848653321558,-0.002776026725769043,-1.031193323931265
+Twilight,Eleazar,0.5085576176643372,0.0235834368810516,0.471886932849884,2.449435515698204e-05,Twilight,0.4954434037208557,8.21575146284907e-06,0.5252564549446106,0.0046762128614364,0.013114213943481445,0.02357522112958875,-0.05336952209472662,-0.0046517185062794186
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,0.484935998916626,2.711765617333668,0.541314423084259,1.1895178198195084,The Hitchhiker's Guide to the Galaxy,0.4696454703807831,0.8978039968744738,0.5031110644340515,1.1097740115014256,0.015290528535842896,1.8139616204591942,0.03820335865020752,0.07974380831808281
+Dune,Bellonda,0.5828205943107605,3.054110317840824,0.592597246170044,3.691212952707253,Dune,0.566320538520813,2.080836282967017,0.572908878326416,3.142909773513882,0.01650005578994751,0.9732740348738069,0.01968836784362793,0.548303179193371
+The Lord of the Rings,Meriadoc Brandybuck,0.561441957950592,0.0648408954241231,0.5652663707733154,0.9112354140815888,The Lord of the Rings,0.5441402792930603,0.0021317408663048,0.562679648399353,0.6799241297925943,0.01730167865753174,0.0627091545578183,0.0025867223739624023,0.2313112842889945
+Dune,Tylwyth Waff,0.5741361379623413,5.170779834619342,0.4583922624588012,0.1531923656668821,Dune,0.5559523701667786,1.7187419585481665,0.5639292001724243,1.6008048102770898,0.018183767795562744,3.4520378760711754,-0.1055369377136231,-1.4476124446102077
+Twilight,Kate,0.4886078834533691,0.0004188823951983,0.501785933971405,3.64939274318443e-05,Twilight,0.4700287282466888,0.011458645602367,0.522560179233551,0.0005613060321858,0.018579155206680298,-0.0110397632071687,-0.020774245262145996,-0.0005248121047539557
+Twilight,Senna,0.5209641456604004,0.1763051382946032,0.4448743462562561,0.0162425166037513,Twilight,0.5020114183425903,1.1654473847385365,0.5421069860458374,3.339938662868396,0.01895272731781006,-0.9891422464439332,-0.0972326397895813,-3.3236961462646444
+The Hunger Games,Lucretius Flickerman,0.5081245303153992,1.4047005526211074e-06,0.5309379696846008,0.3740077622090239,The Hunger Games,0.4888031184673309,0.3311301477382859,0.5430733561515808,0.4712395986169309,0.019321411848068293,-0.3311287430377333,-0.01213538646697998,-0.097231836407907
+Dune,Abulurd Harkonnen,0.5403276085853577,2.013332878603165,0.5230582356452942,2.1064208263373607,Dune,0.5195108652114868,1.1375128614763077,0.563437819480896,0.8915872034693118,0.02081674337387085,0.8758200171268573,-0.04037958383560181,1.214833622868049
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,0.5244877934455872,1.6782123801521862,0.4863301217556,3.513824218687684,The Hitchhiker's Guide to the Galaxy,0.5036670565605164,0.995913763020436,0.5276214480400085,5.068278898090996,0.0208207368850708,0.6822986171317502,-0.04129132628440857,-1.5544546794033116
+Dune,Mapes,0.5485497713088989,2.672092425420998,0.4881096184253692,0.6152978619282995,Dune,0.5276244282722473,0.0458423124801677,0.5413835644721985,2.2664236242419347,0.02092534303665161,2.62625011294083,-0.05327394604682928,-1.6511257623136353
+The Hitchhiker's Guide to the Galaxy,Loonquawl,0.5614513754844666,1.0392012009479468,0.5413311123847961,1.8312584658984103,The Hitchhiker's Guide to the Galaxy,0.5401980876922607,2.7960738546327706,0.5393425226211548,1.8750551413304997,0.02125328779220581,-1.7568726536848238,0.0019885897636413574,-0.043796675432089316
+Twilight,Leah Clearwater,0.5293238162994385,8.166267693146855e-05,0.518864095211029,6.573006431824589e-06,Twilight,0.5080369710922241,8.0013803633786e-08,0.5539224147796631,0.0024517969115172,0.021286845207214355,8.158266312783477e-05,-0.03505831956863403,-0.0024452239050853754
+Dune,Bijaz,0.5214598178863525,0.274879842394981,0.5157041549682617,0.2647359742327518,Dune,0.500070333480835,0.194777491022945,0.5213509202003479,0.9725980765421376,0.021389484405517578,0.08010235137203597,-0.005646765232086182,-0.7078621023093858
+Twilight,Angela Weber,0.5451338291168213,0.0179369636990772,0.5681806206703186,0.0080092662495488,Twilight,0.5237318873405457,0.0032600961595887,0.5503565073013306,0.0799621913934073,0.021401941776275635,0.014676867539488499,0.017824113368988037,-0.0719529251438585
+Twilight,Jared Cameron,0.5240994691848755,0.0186014665449711,0.532151997089386,0.0067800101584847,Twilight,0.5024563670158386,0.0557968494229464,0.5359641909599304,0.0320030351326334,0.021643102169036865,-0.0371953828779753,-0.0038121938705444336,-0.025223024974148703
+Twilight,Nahuel,0.5094461441040039,0.0122782688457226,0.4904480576515198,1.6070452396395075e-05,Twilight,0.487690657377243,3.267971768044545e-06,0.5109698176383972,0.0100261470848423,0.02175548672676092,0.012275000873954556,-0.02052175998687744,-0.010010076632445906
+Twilight,Garrett,0.4939342439174652,0.0974875565247484,0.4706915915012359,7.563791265191502e-06,Twilight,0.4718561172485351,0.000427357599277,0.5253652334213257,0.0422177982688839,0.02207812666893011,0.0970601989254714,-0.05467364192008978,-0.04221023447761871
+Dune,Glossu Rabban Harkonnen,0.5374839901924133,2.346730239086161,0.5518556237220764,3.595008864263438,Dune,0.5142450332641602,2.34971710324303,0.5398516654968262,3.508803037015137,0.023238956928253174,-0.0029868641568691068,0.012003958225250244,0.08620582724830106
+The Lord of the Rings,Tom Bombadil,0.5839139819145203,3.449736913810358e-05,0.574947714805603,0.000480317382217,The Lord of the Rings,0.560651421546936,0.0005328502053433,0.5672776699066162,0.0005428128490563,0.02326256036758423,-0.0004983528362051963,0.007670044898986816,-6.249546683930005e-05
+Twilight,Eric Yorkie,0.5205509662628174,0.0642821243823755,0.5471195578575134,0.1757533347555896,Twilight,0.4972875118255615,0.0263127727884052,0.5217227935791016,0.016041407862509,0.02326345443725586,0.0379693515939703,0.025396764278411865,0.1597119268930806
+The Lord of the Rings,Gríma,0.5651068687438965,0.0263081311492341,0.5924745798110962,0.0689119201878415,The Lord of the Rings,0.5414962768554688,0.0014040690327283,0.5831183195114136,0.0226204631359317,0.023610591888427734,0.0249040621165058,0.009356260299682617,0.04629145705190979
+Twilight,Sue Clearwater,0.5386261343955994,0.2446133009175692,0.5701732635498047,0.0704058026402606,Twilight,0.5145647525787354,0.0258926919519143,0.5306036472320557,0.012183993251342,0.024061381816864014,0.2187206089656549,0.03956961631774902,0.0582218093889186
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.5069112777709961,3.1382313033558216,0.5113053321838379,4.395576469021057,The Hitchhiker's Guide to the Galaxy,0.4827904403209686,4.507037385340246,0.4820026457309723,3.286594095395597,0.02412083745002752,-1.3688060819844248,0.0293026864528656,1.1089823736254596
+Twilight,Emily Young,0.5085493326187134,7.213279249480357e-06,0.5158069729804993,0.0330255215871768,Twilight,0.4843425154685974,5.8861067356876075e-08,0.4932059049606323,0.0021554370112846,0.024206817150115967,7.154418182123481e-06,0.022601068019866943,0.0308700845758922
+Dune,Glossu Rabban,0.5381055474281311,2.142668830782992,0.5276147723197937,1.656558769139198,Dune,0.5129092931747437,1.0069395582773502,0.4982693493366241,0.8636006270233796,0.02519625425338745,1.135729272505642,0.02934542298316961,0.7929581421158185
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,0.4822753369808197,2.544482997403323,0.5229754447937012,1.666027704785033,The Hitchhiker's Guide to the Galaxy,0.4566085934638977,0.9668784992035736,0.5390203595161438,2.0755742165154047,0.025666743516921997,1.5776044981997495,-0.016044914722442627,-0.4095465117303718
+Harry Potter,Katie Bell,0.5273134112358093,2.134555659548249e-05,0.5541184544563293,6.941469957752831e-05,Harry Potter,0.5012985467910767,0.0004962681969855,0.5672582387924194,4.619072452139013e-05,0.026014864444732666,-0.0004749226403900175,-0.013139784336090088,2.3223975056138177e-05
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,0.5203325748443604,0.4796580016301606,0.5363255739212036,1.6535834987703122,The Hitchhiker's Guide to the Galaxy,0.4938448667526245,0.0661239444775259,0.5206273794174194,0.1932430384039708,0.02648770809173584,0.4135340571526347,0.01569819450378418,1.4603404603663415
+Twilight,Benjamin,0.5442827343940735,0.0002199300895121,0.4993562400341034,3.5617777723742515e-06,Twilight,0.5174652934074402,0.021134095012226,0.4865785241127014,8.920801700391271e-07,0.0268174409866333,-0.0209141649227139,0.012777715921401978,2.6696976023351244e-06
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,0.4889803230762481,0.0982620976643629,0.5009781122207642,1.4467308498254026,The Hitchhiker's Guide to the Galaxy,0.4621201157569885,1.6535225458766083,0.5127925276756287,4.510724437648572,0.026860207319259588,-1.5552604482122454,-0.011814415454864502,-3.0639935878231697
+The Hitchhiker's Guide to the Galaxy,Russell,0.4884125888347626,1.8988536444481336,0.4713529944419861,3.520367733124405,The Hitchhiker's Guide to the Galaxy,0.4608912467956543,0.9779045702858556,0.5067327618598938,1.3193558646808417,0.027521342039108276,0.920949074162278,-0.035379767417907715,2.2010118684435636
+The Hitchhiker's Guide to the Galaxy,Random Dent,0.5012661218643188,1.1383587611249018,0.4745690524578094,0.1524974019494977,The Hitchhiker's Guide to the Galaxy,0.473728746175766,1.4937575705922388,0.4956254959106445,0.950463493923778,0.027537375688552856,-0.35539880946733704,-0.021056443452835083,-0.7979660919742804
+The Hitchhiker's Guide to the Galaxy,Barman,0.5393004417419434,4.006915173714827,0.5009679794311523,1.4300801901079685,The Hitchhiker's Guide to the Galaxy,0.511643648147583,1.608056616499328,0.5494937896728516,1.9716792377981351,0.02765679359436035,2.398858557215499,-0.04852581024169922,-0.5415990476901666
+Dune,Hasimir Fenring,0.547031044960022,3.7819609171032647,0.5571539402008057,1.9510502823437563,Dune,0.5189106464385986,0.7464248043860787,0.5208718776702881,1.5108144082637671,0.02812039852142334,3.035536112717186,0.03628206253051758,0.4402358740799892
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4964897036552429,1.9219703990808992,0.4972619116306305,4.186321044159038,The Hitchhiker's Guide to the Galaxy,0.4678911566734314,0.9307606330728296,0.4485040605068207,5.86522394679092,0.028598546981811523,0.9912097660080695,0.048757851123809814,-1.678902902631882
+Dune,Pardot Kynes,0.5781580805778503,0.667386054851426,0.5367116928100586,0.4363991678386836,Dune,0.548527717590332,0.672247439672272,0.5399633049964905,0.0884621745392188,0.02963036298751831,-0.004861384820845971,-0.0032516121864318848,0.3479369932994648
+Dune,Quintinius Violet Chenoeh,0.5333386659622192,0.0006095256747923,0.4813452661037445,2.004955329972975e-05,Dune,0.503670334815979,0.003929017584763,0.5365883708000183,0.0071388692042059,0.029668331146240234,-0.0033194919099707003,-0.055243104696273804,-0.00711881965090617
+Dune,Lucilla,0.5374746918678284,2.789838649157089,0.5433661341667175,4.21780433563992,Dune,0.5077373385429382,0.7368252249282593,0.5373562574386597,1.3430112354343922,0.029737353324890137,2.05301342422883,0.006009876728057861,2.8747931002055283
+The Hunger Games,Treech,0.5075646638870239,0.117626392781118,0.4749631881713867,0.0002962613432383,The Hunger Games,0.4770993590354919,0.3687356863387556,0.4976861178874969,0.1049643699751414,0.030465304851532038,-0.25110929355763756,-0.022722929716110174,-0.1046681086319031
+Twilight,J. Jenks,0.5524166822433472,0.2216549059922535,0.4394181370735168,0.0001588303121254,Twilight,0.5219054818153381,0.094675581562965,0.5259211659431458,0.0063786709959909,0.030511200428009033,0.1269793244292885,-0.08650302886962896,-0.006219840683865501
+Harry Potter,Padma Patil,0.5182434916496277,0.0007101262299604,0.5555219054222107,0.0044738017133605,Harry Potter,0.4872567057609558,6.378623810573792e-06,0.5460124611854553,0.0552383572989323,0.030986785888671875,0.0007037476061498262,0.009509444236755371,-0.050764555585571795
+Twilight,Mike Newton,0.5422773957252502,0.0228071631416192,0.5342537760734558,0.0119840056601496,Twilight,0.509818971157074,0.0566707227136515,0.5195896625518799,0.0013125449480526,0.03245842456817627,-0.0338635595720323,0.014664113521575928,0.010671460712097
+Twilight,Tyler Crowley,0.5633716583251953,1.140472973049515,0.554145872592926,0.4903717002677769,Twilight,0.5305580496788025,0.0755971518111978,0.5499755144119263,0.2944422307977792,0.03281360864639282,1.0648758212383171,0.004170358180999756,0.19592946946999767
+Twilight,Laurent,0.5089563727378845,0.0012824595639473,0.5217602252960205,0.0286178367409613,Twilight,0.4753958880901336,0.0014116932360878,0.5218551158905029,0.0066333819862924,0.03356048464775091,-0.00012923367214050002,-9.489059448242188e-05,0.0219844547546689
+Dune,Nayla,0.5458073019981384,1.1268773215155374,0.5432273745536804,1.7074506944108572,Dune,0.5117801427841187,1.2422612366213277,0.5429883599281311,1.5111770122717076,0.034027159214019775,-0.11538391510579027,0.0002390146255493164,0.19627368213914953
+Twilight,Tanya,0.4943207502365112,2.3001461533403246e-07,0.5129669904708862,1.017026482000468e-06,Twilight,0.4598340392112732,3.2839210098507054e-15,0.511573314666748,9.316443602184018e-07,0.03448671102523798,2.3001461205011146e-07,0.0013936758041381836,8.538212178206627e-08
+Twilight,Carmen,0.5116759538650513,0.0083180897352118,0.4351828396320343,4.641500438336512e-07,Twilight,0.4769243597984314,0.0020450478101498,0.529487669467926,0.0667213460788601,0.03475159406661987,0.006273041925062,-0.09430482983589172,-0.06672088192881627
+Dune,Kwisatz Haderach,0.562592089176178,0.2092850384260413,0.5722053050994873,0.8231619434607415,Dune,0.527566134929657,0.3652673873188247,0.5783027410507202,0.6787766995793216,0.035025954246520996,-0.1559823488927834,-0.00609743595123291,0.14438524388141982
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,0.5453110933303833,6.22332899740104,0.4888273477554321,1.7581331973296717,The Hitchhiker's Guide to the Galaxy,0.5102677345275879,1.5426929913351373,0.5362627506256104,2.2513618535087176,0.03504335880279541,4.680636006065903,-0.04743540287017828,-0.493228656179046
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.5641388893127441,6.758901834977475,0.5593463778495789,9.166721456417331,The Hitchhiker's Guide to the Galaxy,0.5289682745933533,6.720129576328287,0.5723767876625061,4.958258342843732,0.03517061471939087,0.038772258649188096,-0.013030409812927246,4.2084631135735995
+Dune,Paul Atreides,0.477653831243515,1.4512494341597175,0.4664964973926544,1.45505341540141,Dune,0.4406875669956207,2.358466546337092e-14,0.4551504552364349,2.737971189246936e-07,0.03696626424789429,1.451249434159694,0.011346042156219538,1.4550531416042911
+Dune,Dama,0.4857421815395355,1.715304963446476,0.4941137433052063,0.6593159783259328,Dune,0.4485619664192199,0.4845491510995697,0.5121527910232544,0.7110396160190182,0.03718021512031561,1.2307558123469065,-0.018039047718048096,-0.05172363769308541
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.5296612977981567,1.509792747521029,0.5141420960426331,3.454116112209741,The Hitchhiker's Guide to the Galaxy,0.4907255470752716,1.351894932353983,0.5306002497673035,1.626699947685858,0.03893575072288513,0.15789781516704604,-0.01645815372467041,1.8274161645238831
+The Lord of the Rings,Isildur,0.5536698698997498,0.0001405835555204,0.5754685997962952,0.0019145160582926,The Lord of the Rings,0.514318585395813,0.0002690887948658,0.54621821641922,0.0173277243707655,0.03935128450393677,-0.00012850523934539998,0.029250383377075195,-0.015413208312472901
+Dune,Paulus Atreides,0.5753435492515564,0.7760784009369951,0.5783288478851318,0.6385111652421047,Dune,0.5355798602104187,0.271578043577058,0.5614880919456482,0.4179249168729293,0.039763689041137695,0.5045003573599371,0.016840755939483643,0.2205862483691754
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.5412886142730713,3.643808150265752,0.5502378940582275,5.653932292970884,The Hitchhiker's Guide to the Galaxy,0.5014403462409973,1.5210810540607456,0.5499670505523682,2.281380024832352,0.039848268032073975,2.122727096205007,0.000270843505859375,3.372552268138532
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,0.5320996642112732,2.2800785875024605,0.5120303630828857,2.9196774427018526,The Hitchhiker's Guide to the Galaxy,0.4902479350566864,1.2326925936283584,0.5304598212242126,2.1115138981949566,0.04185172915458679,1.0473859938741021,-0.018429458141326904,0.808163544506896
+The Lord of the Rings,Balin,0.5572898387908936,6.873337123824756e-05,0.5653225183486938,0.0107615077965567,The Lord of the Rings,0.5153865814208984,0.0037171150859989,0.5659844875335693,0.0089930416383406,0.04190325736999512,-0.003648381714760652,-0.0006619691848754883,0.0017684661582161015
+Twilight,Jane,0.5082261562347412,0.0001358791583441,0.5344328284263611,1.017502052202691e-05,Twilight,0.4662284553050995,7.231129503729666e-06,0.498564600944519,7.089014437417576e-08,0.041997700929641724,0.00012864802884037034,0.035868227481842097,1.0104130377652734e-05
+Twilight,Huilen,0.5564388036727905,0.4284589161086818,0.503710150718689,0.0176898436123173,Twilight,0.5121077299118042,0.0233117597090182,0.4981113970279693,0.0021069506874706,0.04433107376098633,0.4051471563996636,0.00559875369071966,0.0155828929248467
+Dune,Iakin Nefud,0.5762370824813843,3.774862952073259,0.5554256439208984,1.3726203168044029,Dune,0.5314460396766663,1.5068754477787645,0.5381607413291931,1.2583039126290727,0.04479104280471802,2.267987504294495,0.017264902591705322,0.11431640417533018
+Twilight,Irina,0.4988650679588318,0.0077706609258345,0.5048238039016724,0.0002198406798161,Twilight,0.4536858797073364,0.0013092396599973,0.4939875900745392,0.0013506494225449,0.04517918825149536,0.0064614212658372,0.010836213827133179,-0.0011308087427288002
+The Hunger Games,Effie Trinket,0.5815386772155762,3.0792937880716245e-06,0.5591163039207458,1.2126429404944133e-06,The Hunger Games,0.5359324812889099,8.321606180910708e-05,0.5681807994842529,3.933899465304202e-14,0.04560619592666626,-8.013676802103546e-05,-0.00906449556350708,1.2126429011554186e-06
+The Lord of the Rings,Gimli,0.5303179025650024,0.0018958562640058,0.5486525297164917,0.007278140322566,The Lord of the Rings,0.4835466742515564,1.7847412999035477e-06,0.5416079163551331,0.0246381498587795,0.046771228313446045,0.0018940715227058966,0.007044613361358643,-0.0173600095362135
+Twilight,Felix,0.5359938740730286,0.0005091215912758,0.438522458076477,1.548957681363193e-10,Twilight,0.488877922296524,1.5009940594018296e-05,0.5447016954421997,0.0014592390895059,0.04711595177650457,0.0004941116506817817,-0.10617923736572271,-0.001459238934610132
+Harry Potter,Harry Potter,0.4503121674060821,0.5536328923594419,0.4723129868507385,0.9263211683672428,Harry Potter,0.4013104438781738,2.3430883707773023e-302,0.4515830278396606,1.8861245582152952e-90,0.049001723527908325,0.5536328923594419,0.020729959011077936,0.9263211683672428
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,0.5655339360237122,1.9738671343872247,0.4687610566616058,2.227910665168056,The Hitchhiker's Guide to the Galaxy,0.5163652896881104,2.7351682821906733,0.5477356910705566,3.51385000822408,0.04916864633560181,-0.7613011478034486,-0.07897463440895086,-1.285939343056024
+The Lord of the Rings,Halbarad,0.5482879281044006,0.0377240224085869,0.5678908228874207,1.2505198519541445,The Lord of the Rings,0.4990382194519043,0.1382394741821053,0.5650730133056641,1.5125902145942676,0.04924970865249634,-0.1005154517735184,0.002817809581756592,-0.26207036264012307
+Twilight,Demetri,0.5613125562667847,0.0012281161893588,0.5580273866653442,0.0040244895400104,Twilight,0.5109078884124756,8.155717012021489e-05,0.545673668384552,0.0394128451447977,0.05040466785430908,0.001146559019238585,0.012353718280792236,-0.0353883556047873
+Dune,Miles Teg,0.5735767483711243,0.5392183891587967,0.5745278596878052,0.3328531911163241,Dune,0.5230474472045898,0.0899397912265296,0.5156404376029968,0.1163706711457741,0.050529301166534424,0.4492785979322671,0.05888742208480835,0.21648251997055
+Dune,Gurney Halleck,0.5254309177398682,0.0210078510281879,0.5530193448066711,0.076351204570937,Dune,0.4746912121772766,0.0132546012270145,0.5403727293014526,0.0163296967836743,0.05073970556259155,0.0077532498011734004,0.012646615505218506,0.0600215077872627
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5912110805511475,12.419892748137844,0.5154204964637756,1.6728761877985672,The Hitchhiker's Guide to the Galaxy,0.5403741002082825,3.0068773709123358,0.551992654800415,8.413546322822135,0.05083698034286499,9.41301537722551,-0.036572158336639404,-6.740670135023568
+The Hitchhiker's Guide to the Galaxy,Captain,0.5367289185523987,2.805112306823628,0.5163926482200623,1.8205771236547,The Hitchhiker's Guide to the Galaxy,0.4852561056613922,1.3337660049817803,0.5076146721839905,0.9621542476535582,0.05147281289100647,1.4713463018418478,0.008777976036071777,0.8584228760011418
+The Lord of the Rings,Gollum,0.5312132835388184,0.0012175108716184,0.5351508259773254,0.0002608758122073,The Lord of the Rings,0.4790458977222442,2.474754774110922e-28,0.5469645857810974,4.741465540436228e-07,0.05216738581657415,0.0012175108716184,-0.011813759803771973,0.00026040166565325637
+Dune,Tertius Eileen Anteac,0.5371912717819214,1.3095758687498087,0.4741029441356659,0.0657697811943477,Dune,0.4842688739299774,1.6092160416916077,0.5371854901313782,0.9017624269997888,0.05292239785194397,-0.299640172941799,-0.06308254599571228,-0.8359926458054411
+Dune,Liet-Kynes,0.5388694405555725,0.7744858351693394,0.5246624946594238,0.6364821227227504,Dune,0.4854009747505188,0.1085691714704211,0.5855634212493896,0.9576363986833852,0.05346846580505371,0.6659166636989183,-0.06090092658996582,-0.32115427596063484
+Dune,Ziarenko Javid,0.5213062167167664,0.7372080900214711,0.4195296764373779,0.1327686030114251,Dune,0.467689573764801,0.8923458602015979,0.5024972558021545,0.9705700571787712,0.05361664295196533,-0.15513777018012676,-0.08296757936477667,-0.8378014541673461
+Dune,Leto Atreides I,0.4644840657711029,0.1561335935662264,0.4951279759407043,0.440357396190372,Dune,0.4105958044528961,0.0206977719287023,0.4836027324199676,0.50074308350192,0.05388826131820679,0.1354358216375241,0.011525243520736694,-0.060385687311547975
+Twilight,Mary,0.5204862356185913,1.4050623647905562,0.5231702923774719,1.023507485669433,Twilight,0.4660108685493469,0.3373203105847336,0.5035999417304993,0.5700600729471494,0.054475367069244385,1.0677420542058227,0.019570350646972656,0.4534474127222836
+The Lord of the Rings,Arwen,0.5495935678482056,0.0917615574909407,0.5545570254325867,0.4326173121468185,The Lord of the Rings,0.493246465921402,0.0876554934573564,0.531183660030365,0.2635930426979998,0.05634710192680359,0.004106064033584295,0.02337336540222168,0.16902426944881865
+The Lord of the Rings,Shelob,0.5592805743217468,0.0758405306378195,0.5853018164634705,0.3406007945047815,The Lord of the Rings,0.5028041005134583,1.2144310358752952e-12,0.5753321647644043,0.2937028728612532,0.056476473808288574,0.07584053063660506,0.009969651699066162,0.046897921643528295
+Dune,Lady Jessica,0.468407541513443,0.2028299003667993,0.4681082963943481,0.3171852694143707,Dune,0.4113405346870422,0.0023579364569927,0.5031242370605469,0.5388505817298004,0.05706700682640081,0.2004719639098066,-0.035015940666198786,-0.22166531231542969
+Twilight,Amun,0.5048414468765259,0.0363424946666695,0.4782496392726898,0.0001141380678301,Twilight,0.4475617110729217,0.0002119297826385,0.5199306011199951,0.0018816264449106,0.05727973580360418,0.036130564884031,-0.0416809618473053,-0.0017674883770805
+Harry Potter,Vincent Crabbe,0.5198566317558289,0.0006169246388136,0.5248391628265381,0.0007503214476635,Harry Potter,0.4622730612754822,1.1250639826776048e-08,0.5160602331161499,0.0004350931133402,0.05758357048034668,0.0006169133881737733,0.008778929710388184,0.00031522833432329997
+The Lord of the Rings,Celeborn,0.5386183857917786,8.960520794475933e-07,0.5627967715263367,0.0024571792711473,The Lord of the Rings,0.4809964895248413,3.0929334752995546e-11,0.5626426339149475,0.00886908460637,0.057621896266937256,8.960211501128403e-07,0.00015413761138916016,-0.006411905335222701
+Twilight,Peter,0.5418391227722168,0.0016953537711623,0.5076555609703064,1.2035564024001924e-05,Twilight,0.477811336517334,0.0035910733978483,0.5113801956176758,8.112589315640874e-05,0.06402778625488281,-0.001895719626686,-0.0037246346473693848,-6.909032913240683e-05
+Twilight,Embry Call,0.5151413679122925,0.0214462358855365,0.5060939192771912,0.0093058597417683,Twilight,0.4495475590229034,1.2256301981221556e-05,0.5312647819519043,0.1356989120483769,0.0655938088893891,0.02143397958355528,-0.025170862674713135,-0.12639305230660858
+Twilight,Tia,0.5152443051338196,8.281582664851085e-06,0.4440155327320099,2.194075915816099e-07,Twilight,0.4475622475147247,0.0001213449980344,0.5206810235977173,0.1201431568196889,0.0676820576190949,-0.00011306341536954892,-0.0766654908657074,-0.12014293741209732
+Dune,Thufir Hawat,0.5250611901283264,0.0538646829607475,0.5541090965270996,0.034884852362595,Dune,0.4564379751682281,0.0023243158719375,0.5546550154685974,0.0420107217075216,0.06862321496009832,0.05154036708881,-0.0005459189414978027,-0.007125869344926601
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.5510367751121521,4.235283767584108,0.5142906308174133,5.053041068047337,The Hitchhiker's Guide to the Galaxy,0.4816323816776275,4.000186235659046,0.5285906791687012,6.886287217357911,0.06940439343452459,0.2350975319250619,-0.014300048351287842,-1.8332461493105736
+Harry Potter,Hermione Granger,0.4524604678153991,0.704830134611921,0.4401030540466308,1.4039408463334415,Harry Potter,0.3828257620334625,0.0,0.452903002500534,1.365026639534582e-49,0.06963470578193659,0.704830134611921,-0.012799948453903198,1.4039408463334415
+Twilight,Alec,0.528445303440094,0.0011680431373348,0.515385627746582,2.8397931685995056e-05,Twilight,0.4573462605476379,3.3593638855767326e-08,0.5198443531990051,0.0005200181715442,0.07109904289245611,0.0011680095436959442,-0.004458725452423096,-0.0004916202398582049
+Dune,Marcus Claire Luyseyal,0.5409387946128845,5.817468506746241,0.4750081300735473,1.6040966020982437,Dune,0.4626936614513397,1.0868284645373023,0.5031079053878784,1.939214834068864,0.0782451331615448,4.730640042208939,-0.02809977531433111,-0.3351182319706203
+The Lord of the Rings,Boromir,0.567672073841095,0.0269396313274863,0.542649507522583,0.0314407638735158,The Lord of the Rings,0.487245500087738,0.0267726651457569,0.5577863454818726,0.0760962279419869,0.08042657375335699,0.00016696618172939992,-0.01513683795928955,-0.044655464068471096
+Twilight,Kebi,0.5474962592124939,0.0136361783219434,0.5137883424758911,0.0668578732688211,Twilight,0.4648018479347229,0.0602315246081563,0.5248673558235168,0.5233448042994691,0.082694411277771,-0.046595346286212896,-0.011079013347625732,-0.45648693103064797
+The Lord of the Rings,Treebeard,0.5894725322723389,0.0374304636551114,0.5587906837463379,0.6738879374362026,The Lord of the Rings,0.4938358664512634,0.0103694590954731,0.5689936876296997,0.3546676867674176,0.09563666582107544,0.0270610045596383,-0.010203003883361816,0.31922025066878496
+Dune,Jamis,0.5443645715713501,0.0881118874436091,0.5378723740577698,0.1472962292049995,Dune,0.4380188286304474,4.0357943122665017e-08,0.5405598878860474,0.0628581234073116,0.10634574294090271,0.08811184708566597,-0.002687513828277588,0.08443810579768789
diff --git a/ressources/data/total_comparisson/normal_eval_comparisonh.csv b/ressources/data/total_comparisson/normal_eval_comparisonh.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5ee7a5932623d5140b0d935eda1d8e0d302000d8
--- /dev/null
+++ b/ressources/data/total_comparisson/normal_eval_comparisonh.csv
@@ -0,0 +1,312 @@
+Book_1,Character,F1_1,h_1,wF1_1,wh_1,Book_2,F1_2,h_2,wF1_2,wh_2,F1c,hc,wF1c,whc
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.5367152690887451,2.4596168074797715,0.5372061729431152,2.8103312219034,The Hitchhiker's Guide to the Galaxy,0.5995125770568848,17.001846737223865,0.5219007730484009,2.133263321573577,-0.06279730796813965,-14.542229929744092,0.015305399894714355,0.6770679003298228
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.4977446794509887,4.313830727905722,0.5375468134880066,9.833476668039363,The Hitchhiker's Guide to the Galaxy,0.5280703902244568,11.006996540280486,0.521700382232666,6.962456970037287,-0.030325710773468073,-6.693165812374764,0.015846431255340576,2.871019698002076
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.5684916377067566,1.600421665398035,0.5986104011535645,5.373714248134763,The Hitchhiker's Guide to the Galaxy,0.5966795682907104,7.6688246058673775,0.5707736015319824,4.145647728569833,-0.028187930583953857,-6.068402940469342,0.02783679962158203,1.2280665195649298
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5167138576507568,0.3045699755027859,0.5419318079948425,4.214868428260779,The Hitchhiker's Guide to the Galaxy,0.5784218311309814,4.851148934817749,0.5522536039352417,2.5080001062957518,-0.06170797348022461,-4.546578959314963,-0.01032179594039917,1.7068683219650271
+The Lord of the Rings,Ancalagon,0.477145254611969,0.0110481038998085,0.5791114568710327,2.0878972244703298,The Lord of the Rings,0.5745759010314941,4.189269457296343,0.6052698493003845,4.544569991484027,-0.09743064641952515,-4.178221353396535,-0.026158392429351807,-2.4566727670136976
+Dune,Tlaloc,0.4285541176795959,0.0118315451596015,0.5015847682952881,0.9321172489174157,Dune,0.5124073624610901,3.8070235424098406,0.542407751083374,1.1899244749396642,-0.0838532447814942,-3.7951919972502393,-0.04082298278808594,-0.2578072260222486
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.4645183086395263,1.170952580145992,0.5418444275856018,7.01581392016772,The Hitchhiker's Guide to the Galaxy,0.5089417099952698,4.67116185980418,0.5259667634963989,6.319423488592738,-0.044423401355743464,-3.5002092796581885,0.01587766408920288,0.696390431574982
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,0.4723850190639496,0.3463285279502558,0.526846706867218,1.3370309332758832,The Hitchhiker's Guide to the Galaxy,0.519244909286499,3.550699065130454,0.5177202820777893,2.1707907641217323,-0.04685989022254944,-3.2043705371801985,0.009126424789428711,-0.8337598308458491
+Dune,Sheeana Brugh,0.5340063571929932,0.9987176212057696,0.5581178069114685,2.533198754228731,Dune,0.5689539313316345,3.879076295351741,0.5332396626472473,2.092447271800819,-0.03494757413864136,-2.8803586741459712,0.02487814426422119,0.44075148242791196
+The Hitchhiker's Guide to the Galaxy,God,0.4720796644687652,0.000474325132103,0.5213883519172668,2.9978883732699493,The Hitchhiker's Guide to the Galaxy,0.538847804069519,2.2596122948759985,0.5220323801040649,1.4293852203350672,-0.06676813960075384,-2.2591379697438954,-0.0006440281867980957,1.568503152934882
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,0.460065096616745,1.8494015249277385,0.5477994680404663,2.8131422225838065,The Hitchhiker's Guide to the Galaxy,0.5236132144927979,3.957909785382811,0.5205970406532288,1.3806195933359589,-0.06354811787605286,-2.1085082604550727,0.02720242738723755,1.4325226292478477
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,0.531345784664154,0.967506182327614,0.5462780594825745,4.615148925284156,The Hitchhiker's Guide to the Galaxy,0.5517412424087524,3.014383230731099,0.5583321452140808,5.972646482817048,-0.02039545774459839,-2.046877048403485,-0.012054085731506348,-1.3574975575328914
+Dune,Margot Fenring,0.5632591843605042,0.0901246651570515,0.5906767249107361,1.5331309572850005,Dune,0.5554811954498291,1.886456070361856,0.5722024440765381,3.858722627527751,0.007777988910675049,-1.7963314052048045,0.018474280834197998,-2.3255916702427504
+The Hitchhiker's Guide to the Galaxy,Loonquawl,0.5614513754844666,1.0392012009479468,0.5413311123847961,1.8312584658984103,The Hitchhiker's Guide to the Galaxy,0.5401980876922607,2.7960738546327706,0.5393425226211548,1.8750551413304997,0.02125328779220581,-1.7568726536848238,0.0019885897636413574,-0.043796675432089316
+Twilight,Quil Ateara III,0.5075376033782959,1.6239529934461778,0.5255942344665527,1.253521363478485,Twilight,0.5304310917854309,3.3693445809070885,0.5289638638496399,3.843474799960733,-0.02289348840713501,-1.7453915874609107,-0.003369629383087158,-2.589953436482248
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,0.4988591372966766,0.1258692840482537,0.4810832440853119,0.3714832006276615,The Hitchhiker's Guide to the Galaxy,0.509372889995575,1.866133674698825,0.5305003523826599,2.344663893372813,-0.010513752698898371,-1.7402643906505713,-0.04941710829734802,-1.9731806927451512
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.5228808522224426,1.413300164165216,0.5617323517799377,5.506559981534626,The Hitchhiker's Guide to the Galaxy,0.5397637486457825,3.052210660958916,0.5244671106338501,6.27272596489698,-0.016882896423339844,-1.6389104967937,0.037265241146087646,-0.7661659833623542
+The Hunger Games,Vipsania Sickle,0.4668054580688476,0.0091408931120802,0.4577060341835022,0.2628891810579304,The Hunger Games,0.494323194026947,1.5781923253593952,0.5286621451377869,2.421608415197159,-0.02751773595809942,-1.569051432247315,-0.07095611095428467,-2.1587192341392285
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,0.4889803230762481,0.0982620976643629,0.5009781122207642,1.4467308498254026,The Hitchhiker's Guide to the Galaxy,0.4621201157569885,1.6535225458766083,0.5127925276756287,4.510724437648572,0.026860207319259588,-1.5552604482122454,-0.011814415454864502,-3.0639935878231697
+The Lord of the Rings,Shadowfax,0.558815598487854,0.2268558574927122,0.5979445576667786,1.6379879568324147,The Lord of the Rings,0.6224778294563293,1.7175942891378289,0.6148388385772705,1.9714219260473624,-0.06366223096847534,-1.4907384316451167,-0.016894280910491943,-0.3334339692149477
+The Hitchhiker's Guide to the Galaxy,Hactar,0.4329808056354522,0.0638868818155731,0.5714038014411926,2.182541127424045,The Hitchhiker's Guide to the Galaxy,0.5371614098548889,1.459193337851069,0.574628472328186,1.092209836230405,-0.1041806042194367,-1.395306456035496,-0.003224670886993408,1.0903312911936403
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.5069112777709961,3.1382313033558216,0.5113053321838379,4.395576469021057,The Hitchhiker's Guide to the Galaxy,0.4827904403209686,4.507037385340246,0.4820026457309723,3.286594095395597,0.02412083745002752,-1.3688060819844248,0.0293026864528656,1.1089823736254596
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,0.4869276583194732,0.3086540700572138,0.4509564638137817,0.2733458965409725,The Hitchhiker's Guide to the Galaxy,0.5017083287239075,1.667916825646644,0.5132248997688293,0.986423940066365,-0.01478067040443426,-1.35926275558943,-0.06226843595504766,-0.7130780435253925
+The Hunger Games,Felix Ravinstill,0.485382467508316,0.2378235069555312,0.4536113142967224,0.3712447120353729,The Hunger Games,0.5140994787216187,1.570545047804901,0.5395987629890442,1.752262925950918,-0.028717011213302668,-1.3327215408493698,-0.08598744869232178,-1.381018213915545
+Dune,Piter de Vries,0.463932991027832,0.7901284138439427,0.5120517611503601,1.5202778799386392,Dune,0.5234078764915466,2.121741244796618,0.5473734140396118,2.341555622457318,-0.059474885463714655,-1.3316128309526754,-0.03532165288925171,-0.821277742518679
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.4491147696971893,0.167543472843609,0.4874661862850189,3.8898089760996233,The Hitchhiker's Guide to the Galaxy,0.5064576864242554,1.4415529324090486,0.5332200527191162,2.406554908545643,-0.057342916727066096,-1.2740094595654397,-0.04575386643409729,1.4832540675539803
+Twilight,Randall,0.4445645213127136,0.2113762974976194,0.4651248753070831,0.1869984820936673,Twilight,0.553048312664032,1.454575429737306,0.5498643517494202,3.8130195171475982,-0.10848379135131836,-1.2431991322396865,-0.08473947644233709,-3.626021035053931
+Twilight,Santiago,0.4405513107776642,0.0113096824479289,0.4655430316925049,0.0218416827716768,Twilight,0.500321090221405,1.2468754962383273,0.4711087644100189,0.1209499717076706,-0.059769779443740845,-1.2355658137903984,-0.005565732717514038,-0.0991082889359938
+Twilight,Rebecca Black,0.4065530896186828,0.094421984457344,0.4780859351158142,1.0728798273423112,Twilight,0.4971699118614197,1.2935049089247452,0.517520546913147,3.558757023917906,-0.09061682224273687,-1.1990829244674013,-0.039434611797332764,-2.4858771965755944
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,0.4998741745948791,0.0022159234741147,0.5546774864196777,0.9447810135592936,The Hitchhiker's Guide to the Galaxy,0.5678676962852478,1.1610192491706892,0.5612878203392029,1.4139129371358898,-0.06799352169036871,-1.1588033256965746,-0.0066103339195251465,-0.4691319235765963
+Dune,Octa Butler,0.4596191346645355,0.0260518392912217,0.5119488835334778,0.9994224406668474,Dune,0.5055363774299622,1.1788144831676244,0.5349791646003723,0.9440785315735382,-0.045917242765426636,-1.1527626438764027,-0.02303028106689453,0.05534390909330922
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,0.5344204902648926,4.215717009037368,0.4994305968284607,2.7808154040086315,The Hitchhiker's Guide to the Galaxy,0.5566425323486328,5.327887898814819,0.5682133436203003,4.149285679691731,-0.022222042083740234,-1.1121708897774507,-0.0687827467918396,-1.3684702756830998
+Dune,Ramallo,0.4325161278247833,0.0687161399514886,0.501629650592804,1.872451841371104,Dune,0.5678929090499878,1.154690518665489,0.5771474838256836,1.2469760206362497,-0.13537678122520447,-1.0859743787140004,-0.07551783323287964,0.6254758207348543
+Dune,Piter De Vries,0.5243019461631775,1.1976779929079375,0.524216890335083,1.2231867428278729,Dune,0.5457844734191895,2.264401020878476,0.5682894587516785,3.001800801270369,-0.021482527256011963,-1.0667230279705386,-0.04407256841659546,-1.778614058442496
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,0.528576135635376,3.3641340015274275,0.5669288635253906,6.084616931515877,The Hitchhiker's Guide to the Galaxy,0.5522434115409851,4.391415220193749,0.5681037306785583,5.109643200946081,-0.02366727590560913,-1.0272812186663214,-0.0011748671531677246,0.9749737305697961
+Twilight,Senna,0.5209641456604004,0.1763051382946032,0.4448743462562561,0.0162425166037513,Twilight,0.5020114183425903,1.1654473847385365,0.5421069860458374,3.339938662868396,0.01895272731781006,-0.9891422464439332,-0.0972326397895813,-3.3236961462646444
+Twilight,Vasilii,0.4197364151477813,0.0006704062509159,0.4228555858135223,0.0588528301541689,Twilight,0.4868839085102081,0.9821019779920626,0.5375935435295105,1.6325823342779708,-0.06714749336242676,-0.9814315717411467,-0.11473795771598821,-1.573729504123802
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,0.5043528079986572,1.1397913126863477,0.5355144143104553,3.3542247691558065,The Hitchhiker's Guide to the Galaxy,0.5663809180259705,2.074380728007357,0.5443081259727478,2.531551998571767,-0.06202811002731323,-0.9345894153210095,-0.00879371166229248,0.8226727705840395
+Dune,Tyros Reffa,0.42983078956604,0.1327862233708681,0.4983071088790893,1.1056474255429347,Dune,0.4846203923225403,0.8964724246466521,0.5130773186683655,0.7053993910320941,-0.0547896027565003,-0.763686201275784,-0.014770209789276179,0.40024803451084057
+The Hitchhiker's Guide to the Galaxy,Prak,0.4407698810100555,0.1180049148389614,0.514369547367096,0.4189564750491458,The Hitchhiker's Guide to the Galaxy,0.4743108451366424,0.8805545389287109,0.5147708058357239,0.2908535552733367,-0.033540964126586914,-0.7625496240897496,-0.0004012584686279297,0.12810291977580912
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,0.5655339360237122,1.9738671343872247,0.4687610566616058,2.227910665168056,The Hitchhiker's Guide to the Galaxy,0.5163652896881104,2.7351682821906733,0.5477356910705566,3.51385000822408,0.04916864633560181,-0.7613011478034486,-0.07897463440895086,-1.285939343056024
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.5309005975723267,1.657872944449094,0.5062478184700012,1.0521555069322066,The Hitchhiker's Guide to the Galaxy,0.5384833216667175,2.4184494776517766,0.6105626225471497,7.005432719867193,-0.007582724094390869,-0.7605765332026826,-0.10431480407714844,-5.953277212934987
+Dune,Mohandas Suk,0.4551697373390198,0.2720735772913702,0.5508387684822083,1.4002093038690775,Dune,0.4978834688663482,1.0267002706159707,0.540614664554596,1.529749728452501,-0.042713731527328436,-0.7546266933246004,0.010224103927612305,-0.12954042458342352
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,0.4536094069480896,0.3031424793759491,0.5627984404563904,3.105531301877437,The Hitchhiker's Guide to the Galaxy,0.518623411655426,1.0481372819919772,0.5506841540336609,3.3942237237839783,-0.06501400470733643,-0.744994802616028,0.012114286422729492,-0.28869242190654143
+Dune,Jehanne Butler,0.4389314949512481,0.0288194764317802,0.4444078803062439,0.0512613213413012,Dune,0.5041056871414185,0.7578706297314075,0.511239230632782,0.7765911703854489,-0.06517419219017034,-0.7290511532996273,-0.06683135032653809,-0.7253298490441477
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.4553157687187195,0.5980317027887777,0.496841698884964,2.427544772938232,The Hitchhiker's Guide to the Galaxy,0.5172088146209717,1.3230990334518309,0.5507286787033081,3.484903478663206,-0.0618930459022522,-0.7250673306630532,-0.053886979818344116,-1.0573587057249743
+The Hitchhiker's Guide to the Galaxy,The Lord,0.4792201817035675,1.354531018545949,0.5172358751296997,3.7359408086054313,The Hitchhiker's Guide to the Galaxy,0.5007612705230713,2.066419580043978,0.5112965703010559,1.3281270743648217,-0.021541088819503784,-0.711888561498029,0.005939304828643799,2.4078137342406096
+Dune,Minotauros Atreides,0.481614202260971,0.1604432397909353,0.5114316344261169,0.3985008488922756,Dune,0.4983564913272857,0.8598707847609885,0.5270689725875854,1.0406608076188153,-0.016742289066314697,-0.6994275449700532,-0.015637338161468506,-0.6421599587265396
+Dune,Stilgar,0.5065039992332458,0.3521997169623891,0.532167375087738,0.5102105680812854,Dune,0.4978335201740265,1.050191588802027,0.5372103452682495,0.4579809007162451,0.00867047905921936,-0.6979918718396378,-0.005042970180511475,0.05222966736504031
+Dune,Aramsham,0.4058475792407989,0.8238137072393069,0.4876619875431061,0.9168460982084708,Dune,0.5344614386558533,1.4950078491961325,0.558563232421875,1.4762572326855694,-0.12861385941505438,-0.6711941419568256,-0.07090124487876892,-0.5594111344770986
+The Hitchhiker's Guide to the Galaxy,Lallafa,0.4753203988075256,0.7379222995063882,0.5090602040290833,1.4554464099777698,The Hitchhiker's Guide to the Galaxy,0.5180431008338928,1.4061786046354934,0.5211470723152161,0.9665751629373902,-0.04272270202636724,-0.6682563051291052,-0.012086868286132812,0.48887124704037954
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.5021933913230896,3.3008269824014618,0.5471504330635071,4.551225292467061,The Hitchhiker's Guide to the Galaxy,0.5200538635253906,3.951519228743921,0.5353698134422302,2.8489468857505824,-0.017860472202301025,-0.6506922463424591,0.011780619621276855,1.7022784067164785
+The Hunger Games,Livia Cardew,0.4411150813102722,0.0011644289971937,0.4497662484645843,0.018320461370184,The Hunger Games,0.4969425797462463,0.601184000557319,0.5460469126701355,1.993355810689457,-0.055827498435974066,-0.6000195715601253,-0.0962806642055512,-1.9750353493192732
+The Hitchhiker's Guide to the Galaxy,Constant Mown,0.4848194122314453,2.6657217316758315,0.4528148770332336,1.86553460742644,The Hitchhiker's Guide to the Galaxy,0.5038566589355469,3.265715467731482,0.4810433089733124,3.086949363020123,-0.019037246704101562,-0.5999937360556507,-0.02822843194007879,-1.221414755593683
+Dune,Shando Vernius,0.4891597926616668,0.1598593751666299,0.5207884311676025,0.4678524818639373,Dune,0.5465232133865356,0.7520822598278919,0.5261800289154053,0.8021177618208027,-0.05736342072486883,-0.592222884661262,-0.005391597747802734,-0.33426527995686545
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,0.4459331035614013,0.9297680416501386,0.5080600380897522,1.226444792424524,The Hitchhiker's Guide to the Galaxy,0.4774085283279419,1.5053924682447637,0.5095489621162415,0.74077942371084,-0.03147542476654058,-0.5756244265946251,-0.0014889240264892578,0.48566536871368404
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,0.4658540189266205,2.2053176174830877,0.5554378628730774,1.6235163327564248,The Hitchhiker's Guide to the Galaxy,0.4990079998970032,2.7655560556335304,0.5291802883148193,2.0222538527401874,-0.03315398097038269,-0.5602384381504426,0.026257574558258057,-0.3987375199837626
+The Hitchhiker's Guide to the Galaxy,Lintilla,0.4331122636795044,0.0054116694166139,0.5091831088066101,0.2562651870653857,The Hitchhiker's Guide to the Galaxy,0.5287073850631714,0.558869123703348,0.5504475831985474,0.5872657301781092,-0.09559512138366699,-0.5534574542867341,-0.041264474391937256,-0.33100054311272353
+Dune,Norma Cevna,0.4986927509307861,0.2939918557389265,0.5146554112434387,1.1904821789395426,Dune,0.5122960805892944,0.7993872527996245,0.5158432126045227,0.6773874968887998,-0.013603329658508356,-0.505395397060698,-0.0011878013610839844,0.5130946820507427
+Twilight,Mexican coven,0.5069307088851929,0.0362351906965213,0.4671769738197326,0.0880664320824296,Twilight,0.4998178482055664,0.5380650017431479,0.512706995010376,0.4692169152583046,0.007112860679626465,-0.5018298110466266,-0.045530021190643366,-0.381150483175875
+The Lord of the Rings,Melian,0.4705244600772857,0.0005430458619563,0.5702692866325378,1.151224722893621,The Lord of the Rings,0.568642795085907,0.4820294146165659,0.5772488117218018,0.5859594915320728,-0.09811833500862127,-0.4814863687546096,-0.006979525089263916,0.5652652313615482
+Dune,Wensicia Corrino,0.5699851512908936,1.352215822644708,0.5664901733398438,1.7340149761303842,Dune,0.5715660452842712,1.819849624453167,0.5675203800201416,0.9927692781062312,-0.0015808939933776855,-0.4676338018084589,-0.0010302066802978516,0.7412456980241531
+Dune,Tio Holtzman,0.4509092569351196,5.580479411464467e-05,0.5041067600250244,0.0065064358970146,Dune,0.5365378260612488,0.4520475765011633,0.5751590132713318,0.2024374726113764,-0.0856285691261292,-0.45199177170704863,-0.07105225324630737,-0.1959310367143618
+Twilight,Rachel Black,0.4674018919467926,0.0019080303123256,0.4487326741218567,0.0005745818831719,Twilight,0.4946772158145904,0.4461437557674763,0.5062205791473389,0.2900946600663232,-0.027275323867797796,-0.44423572545515067,-0.05748790502548218,-0.2895200781831513
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.4219990670681,0.0333257116217055,0.5657427310943604,4.5520837618766254,The Hitchhiker's Guide to the Galaxy,0.524772584438324,0.4754265145147631,0.5391592383384705,1.6993015589938314,-0.102773517370224,-0.4421008028930576,0.026583492755889893,2.852782202882794
+Twilight,Sasha,0.4354710578918457,0.0038431673822077,0.5104660987854004,1.085126858305472,Twilight,0.4636020064353943,0.434826142440545,0.5213740468025208,0.3945277143916048,-0.028130948543548584,-0.4309829750583373,-0.010907948017120361,0.6905991439138672
+Dune,Rhombur Vernius,0.4880791306495666,0.0403226233838716,0.5621006488800049,0.4523142109796731,Dune,0.5298475623130798,0.4492802922201242,0.5671092867851257,0.2153144695845419,-0.04176843166351324,-0.4089576688362526,-0.00500863790512085,0.23699974139513122
+Dune,Elrood Corrino IX,0.4714115262031555,1.3470757706131942,0.5571887493133545,3.313130230889499,Dune,0.5237322449684143,1.7444766368832163,0.5411025285720825,2.93718753271404,-0.05232071876525879,-0.39740086627002214,0.016086220741271973,0.375942698175459
+Dune,Chani Kynes,0.4593413472175598,0.765399971568981,0.4882956147193908,0.8681908027060506,Dune,0.5317520499229431,1.1616693733240029,0.5398597121238708,1.4438592161520991,-0.0724107027053833,-0.3962694017550219,-0.051564097404480036,-0.5756684134460485
+Dune,Kailea Vernius,0.4088099002838135,3.335268626224189e-07,0.5558974742889404,0.6014721844717049,Dune,0.5170943737030029,0.3752516692902247,0.5739883184432983,0.7558099218848111,-0.10828447341918945,-0.37525133576336206,-0.01809084415435791,-0.1543377374131062
+Dune,Irulan Corrino,0.5094133019447327,0.0134960327501953,0.5159376263618469,0.0779417916071164,Dune,0.5549029111862183,0.3883706492553182,0.5475248694419861,0.0924784031698652,-0.045489609241485596,-0.37487461650512294,-0.03158724308013916,-0.01453661156274881
+The Hitchhiker's Guide to the Galaxy,Mella,0.4520410597324371,1.4347506010220392,0.5313006639480591,8.1670382369449,The Hitchhiker's Guide to the Galaxy,0.487587034702301,1.8086497148552143,0.5032673478126526,2.9962824801325185,-0.03554597496986395,-0.3738991138331751,0.028033316135406494,5.170755756812382
+The Hitchhiker's Guide to the Galaxy,Random Dent,0.5012661218643188,1.1383587611249018,0.4745690524578094,0.1524974019494977,The Hitchhiker's Guide to the Galaxy,0.473728746175766,1.4937575705922388,0.4956254959106445,0.950463493923778,0.027537375688552856,-0.35539880946733704,-0.021056443452835083,-0.7979660919742804
+The Lord of the Rings,Glaurung,0.4925675988197326,0.0105043637293916,0.5601674318313599,0.5209951886978874,The Lord of the Rings,0.5535544753074646,0.3629630472734391,0.5826680660247803,0.8313548871362959,-0.06098687648773199,-0.35245868354404747,-0.02250063419342041,-0.3103596984384085
+The Hunger Games,Lucretius Flickerman,0.5081245303153992,1.4047005526211074e-06,0.5309379696846008,0.3740077622090239,The Hunger Games,0.4888031184673309,0.3311301477382859,0.5430733561515808,0.4712395986169309,0.019321411848068293,-0.3311287430377333,-0.01213538646697998,-0.097231836407907
+Dune,Tertius Eileen Anteac,0.5371912717819214,1.3095758687498087,0.4741029441356659,0.0657697811943477,Dune,0.4842688739299774,1.6092160416916077,0.5371854901313782,0.9017624269997888,0.05292239785194397,-0.299640172941799,-0.06308254599571228,-0.8359926458054411
+Twilight,Kachiri,0.5447333455085754,0.92798029818798,0.4272400140762329,0.0480980095476665,Twilight,0.5337878465652466,1.2243431248416543,0.5379436016082764,3.230076547233832,0.010945498943328857,-0.2963628266536743,-0.11070358753204346,-3.1819785376861653
+Dune,Farok,0.5331273078918457,2.0201251314036,0.5111566185951233,0.8885105448392211,Dune,0.5553319454193115,2.3081063709412537,0.5157051682472229,1.8509081586007976,-0.02220463752746582,-0.28798123953765353,-0.004548549652099609,-0.9623976137615765
+The Lord of the Rings,Beorn,0.4574282765388489,7.964547045271094e-06,0.6069895625114441,0.5130365078530041,The Lord of the Rings,0.5743336081504822,0.2859192303420603,0.598109781742096,0.1540755443137909,-0.1169053316116333,-0.285911265795015,0.008879780769348145,0.35896096353921325
+Dune,Helena Atreides,0.5068652033805847,0.1119035016338069,0.5462532639503479,0.3454311405400564,Dune,0.55311119556427,0.3863628588487818,0.5335257053375244,0.2456276973392827,-0.0462459921836853,-0.2744593572149749,0.012727558612823486,0.09980344320077372
+The Hunger Games,Festus Creed,0.4804655015468597,0.0004364852600695,0.5087020397186279,0.0077027971029612,The Hunger Games,0.4831237196922302,0.2742316573049203,0.5206208825111389,0.3036459530122752,-0.002658218145370539,-0.27379517204485077,-0.011918842792510986,-0.295943155909314
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.4875471293926239,4.7026631692738174,0.5063191056251526,6.556842986455579,The Hitchhiker's Guide to the Galaxy,0.5013925433158875,4.9671203983264665,0.5283668041229248,7.481179459003158,-0.01384541392326355,-0.264457229052649,-0.022047698497772217,-0.9243364725475791
+Twilight,Collin Littlesea,0.4015692770481109,0.3932931368504643,0.4368025660514831,0.3934013293951621,Twilight,0.4317830801010132,0.6549329661210603,0.4445505440235138,0.8581127887388902,-0.030213803052902277,-0.26163982927059604,-0.007747977972030695,-0.4647114593437281
+The Hitchhiker's Guide to the Galaxy,Number Two,0.43616983294487,0.9727470646024056,0.4991006553173065,1.892146497758362,The Hitchhiker's Guide to the Galaxy,0.5003491044044495,1.2324191217297131,0.5516855120658875,1.8112055895966903,-0.06417927145957947,-0.25967205712730757,-0.05258485674858093,0.08094090816167165
+Dune,Victor Atreides,0.4980299174785614,0.2910350286240949,0.5519011616706848,0.6685790952560978,Dune,0.5181224346160889,0.5430793792140399,0.5632820129394531,1.9181918906205708,-0.020092517137527466,-0.252044350589945,-0.01138085126876831,-1.249612795364473
+The Hunger Games,Treech,0.5075646638870239,0.117626392781118,0.4749631881713867,0.0002962613432383,The Hunger Games,0.4770993590354919,0.3687356863387556,0.4976861178874969,0.1049643699751414,0.030465304851532038,-0.25110929355763756,-0.022722929716110174,-0.1046681086319031
+Dune,Zufa Cenva,0.4670575857162475,0.0112104319609969,0.5524097681045532,0.3717184737716069,Dune,0.5469627380371094,0.2514755578288763,0.5501323938369751,0.497377813153401,-0.07990515232086187,-0.2402651258678794,0.002277374267578125,-0.12565933938179413
+The Lord of the Rings,Ungoliant,0.5248897075653076,0.0068898861689286,0.55659019947052,0.4206666712385319,The Lord of the Rings,0.524909496307373,0.2464164812303801,0.5736237168312073,0.7277688611379045,-1.9788742065429688e-05,-0.2395265950614515,-0.017033517360687256,-0.3071021898993726
+Dune,Marty,0.4924050271511078,0.932898749248838,0.5335819125175476,1.646799387111592,Dune,0.5066540837287903,1.1714954308479877,0.5216068029403687,1.8426423024082883,-0.014249056577682495,-0.2385966815991497,0.011975109577178955,-0.19584291529669628
+Dune,Jessica Atreides,0.4570485055446625,0.144439164385024,0.4733946025371551,0.5619218432663521,Dune,0.4973728954792022,0.376441262810641,0.4970850646495819,0.4108089338864428,-0.04032438993453974,-0.232002098425617,-0.023690462112426813,0.1511129093799093
+The Lord of the Rings,Peregrin Took,0.5437358021736145,0.0542727872519525,0.5529078841209412,0.1864921831796264,The Lord of the Rings,0.5318484306335449,0.2692060335335933,0.5542590618133545,0.2374488441743688,0.01188737154006958,-0.2149332462816408,-0.00135117769241333,-0.050956660994742387
+Dune,Alma Mavis Taraza,0.5075234174728394,0.6880329098557795,0.4995601177215576,0.2924849668415627,Dune,0.5149604678153992,0.8999436439874243,0.5610169768333435,0.9030535975180288,-0.0074370503425598145,-0.21191073413164485,-0.06145685911178589,-0.6105686306764662
+Dune,Raquella Berto-Anirul,0.5147691369056702,0.0505092472857887,0.5281753540039062,0.2529816771656182,Dune,0.5327244997024536,0.2562112091315427,0.5556399822235107,1.244242900357726,-0.017955362796783447,-0.205701961845754,-0.027464628219604492,-0.9912612231921079
+The Hitchhiker's Guide to the Galaxy,Allitnils,0.4514158368110657,0.7028346729424548,0.4638689458370209,1.177709601829284,The Hitchhiker's Guide to the Galaxy,0.4965316355228424,0.8980947810572045,0.5122107267379761,1.7813170644012286,-0.04511579871177673,-0.1952601081147497,-0.0483417809009552,-0.6036074625719445
+The Hitchhiker's Guide to the Galaxy,Agda,0.4573055505752563,1.421807429387134,0.5298096537590027,6.014122812135902,The Hitchhiker's Guide to the Galaxy,0.5139344334602356,1.6046755314659846,0.5281763672828674,2.435745000064001,-0.056628882884979304,-0.18286810207885074,0.001633286476135254,3.578377812071901
+Twilight,Brady Fuller,0.4072178900241852,0.4258262646188319,0.3713338673114776,0.1247171649284515,Twilight,0.4130733013153076,0.6068299589117829,0.4249446392059326,0.6052303750544059,-0.0058554112911224365,-0.18100369429295105,-0.05361077189445501,-0.4805132101259544
+The Hunger Games,Dill,0.4356289803981781,0.0002891011143852,0.4885352551937103,0.0960276098361049,The Hunger Games,0.510287880897522,0.1673106770659258,0.5264093279838562,0.3645071642658643,-0.07465890049934387,-0.1670215759515406,-0.037874072790145874,-0.26847955442975946
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,0.4854157567024231,1.8566239223449013,0.5276848077774048,5.14095889510766,The Hitchhiker's Guide to the Galaxy,0.5110021829605103,2.0183648713233,0.5350873470306396,4.865023727382481,-0.025586426258087158,-0.16174094897839852,-0.007402539253234863,0.2759351677251791
+Dune,Kwisatz Haderach,0.562592089176178,0.2092850384260413,0.5722053050994873,0.8231619434607415,Dune,0.527566134929657,0.3652673873188247,0.5783027410507202,0.6787766995793216,0.035025954246520996,-0.1559823488927834,-0.00609743595123291,0.14438524388141982
+Dune,Ziarenko Javid,0.5213062167167664,0.7372080900214711,0.4195296764373779,0.1327686030114251,Dune,0.467689573764801,0.8923458602015979,0.5024972558021545,0.9705700571787712,0.05361664295196533,-0.15513777018012676,-0.08296757936477667,-0.8378014541673461
+The Lord of the Rings,Khamûl,0.5273112654685974,0.3111839518759664,0.5779586434364319,1.5488645441375015,The Lord of the Rings,0.5351359248161316,0.4660404983610751,0.5849636793136597,1.381356707874084,-0.00782465934753418,-0.15485654648510866,-0.007005035877227783,0.16750783626341748
+Dune,Otheym,0.5519803762435913,1.9190665607807564,0.488323450088501,0.4175151666718351,Dune,0.5967943072319031,2.07091631715095,0.5572136640548706,2.31686868074298,-0.04481393098831177,-0.1518497563701935,-0.06889021396636963,-1.899353514071145
+The Lord of the Rings,Éowyn,0.5354081392288208,0.0446670784607137,0.5591710209846497,0.0808981344760647,The Lord of the Rings,0.5752246379852295,0.1766522094437725,0.5742315649986267,0.0361872465904922,-0.03981649875640869,-0.1319851309830588,-0.01506054401397705,0.044710887885572495
+Dune,Siona Atreides,0.5410712957382202,0.5836693720482895,0.5667243003845215,0.1415506545006138,Dune,0.5566157698631287,0.7132382625515441,0.554270327091217,0.2215421654128753,-0.015544474124908447,-0.1295688905032546,0.012453973293304443,-0.0799915109122615
+Dune,Scytale,0.4897126257419586,0.4730752657490815,0.5085275173187256,0.5772822226475126,Dune,0.521210253238678,0.5930412116541532,0.5328407883644104,0.2677262583362687,-0.03149762749671936,-0.11996594590507176,-0.024313271045684814,0.30955596431124394
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,0.4750292301177978,0.8398734947705285,0.4932797253131866,1.082886502347771,The Hitchhiker's Guide to the Galaxy,0.4787600934505462,0.9577454175059584,0.4993785619735718,1.5612964447779745,-0.003730863332748413,-0.1178719227354299,-0.006098836660385187,-0.4784099424302035
+The Lord of the Rings,Thrór,0.4825860559940338,7.743723490880978e-06,0.5413334965705872,0.2404470966108232,The Lord of the Rings,0.5830733180046082,0.1168014483449544,0.5529870390892029,0.0606224964542881,-0.10048726201057434,-0.11679370462146352,-0.011653542518615723,0.1798246001565351
+Dune,Nayla,0.5458073019981384,1.1268773215155374,0.5432273745536804,1.7074506944108572,Dune,0.5117801427841187,1.2422612366213277,0.5429883599281311,1.5111770122717076,0.034027159214019775,-0.11538391510579027,0.0002390146255493164,0.19627368213914953
+The Hunger Games,Hilarius Heavensbee,0.5234611630439758,2.0099604890001523,0.5248605608940125,0.90694244099205,The Hunger Games,0.5345776081085205,2.11777440643859,0.5213660597801208,2.95474443474159,-0.011116445064544678,-0.10781391743843782,0.0034945011138916016,-2.04780199374954
+Dune,Shaddam Corrino IV,0.4789293706417084,0.1121077979174268,0.4741994738578796,0.1294522849521067,Dune,0.4910401105880737,0.2161713518518647,0.5092676877975464,0.5253868339563927,-0.012110739946365301,-0.1040635539344379,-0.035068213939666804,-0.39593454900428604
+The Lord of the Rings,Halbarad,0.5482879281044006,0.0377240224085869,0.5678908228874207,1.2505198519541445,The Lord of the Rings,0.4990382194519043,0.1382394741821053,0.5650730133056641,1.5125902145942676,0.04924970865249634,-0.1005154517735184,0.002817809581756592,-0.26207036264012307
+Twilight,Harry Clearwater,0.5476050972938538,0.0438943956407439,0.5528291463851929,0.988138735717682,Twilight,0.534866988658905,0.1401510615761508,0.5757616758346558,1.7593148768518931,0.01273810863494873,-0.09625666593540688,-0.02293252944946289,-0.7711761411342112
+Dune,Leto I Atreides,0.504253625869751,0.0099520281209106,0.5509100556373596,0.1195720031412774,Dune,0.5601571798324585,0.1023989904643914,0.5555311441421509,0.0417155261758025,-0.05590355396270752,-0.09244696234348079,-0.00462108850479126,0.0778564769654749
+Dune,Moneo Atreides,0.5322074890136719,0.1221604302703853,0.552431046962738,0.0376465890712522,Dune,0.5522628426551819,0.2040862951867797,0.5395599007606506,0.032820311689115,-0.02005535364151001,-0.0819258649163944,0.012871146202087402,0.004826277382137201
+Dune,Xavier Harkonnen,0.5057855248451233,0.0001623178149653,0.5143126249313354,0.0432104443771766,Dune,0.5171380639076233,0.0743896149171771,0.5296557545661926,0.026693979818351,-0.0113525390625,-0.0742272971022118,-0.015343129634857178,0.016516464558825602
+Dune,Edric,0.4637089073657989,1.474504801773972,0.4967652559280395,1.1583227412688253,Dune,0.4717606902122497,1.5474047775962123,0.5060545206069946,1.0497433254976,-0.008051782846450806,-0.07289997582224039,-0.009289264678955134,0.10857941577122521
+The Hunger Games,Casca Highbottom,0.4864108562469482,0.0053927922680926,0.4324418902397156,2.4006125507516925e-06,The Hunger Games,0.5193358063697815,0.067383490854419,0.5250967144966125,0.0839281652098627,-0.03292495012283331,-0.0619906985863264,-0.09265482425689697,-0.08392576459731195
+The Hunger Games,Alma Coin,0.4811421930789947,2.95861523989604e-20,0.5374076962471008,0.0030204198098382,The Hunger Games,0.5310269594192505,0.0579975632837664,0.507499635219574,0.0027280961559054,-0.04988476634025579,-0.0579975632837664,0.029908061027526855,0.0002923236539328
+The Lord of the Rings,Théoden,0.5443832278251648,0.0742075913758281,0.5772528052330017,0.1807967875535116,The Lord of the Rings,0.5545390844345093,0.1281139861151609,0.562267005443573,0.0641638199573162,-0.010155856609344482,-0.0539063947393328,0.014985799789428711,0.11663296759619542
+The Lord of the Rings,Éomer,0.5421885848045349,0.0170643806662626,0.5727627873420715,0.0765165006720312,The Lord of the Rings,0.569170355796814,0.066327741860287,0.5846097469329834,0.0604223548725145,-0.026981770992279053,-0.0492633611940244,-0.011846959590911865,0.016094145799516693
+Dune,Murbella,0.5306856632232666,0.1161153578347403,0.5490666627883911,0.311518693349403,Dune,0.5431306958198547,0.1647578209637947,0.5540927648544312,0.3209911285770032,-0.012445032596588135,-0.04864246312905442,-0.005026102066040039,-0.009472435227600162
+Twilight,Kebi,0.5474962592124939,0.0136361783219434,0.5137883424758911,0.0668578732688211,Twilight,0.4648018479347229,0.0602315246081563,0.5248673558235168,0.5233448042994691,0.082694411277771,-0.046595346286212896,-0.011079013347625732,-0.45648693103064797
+The Lord of the Rings,Túrin,0.4932235479354858,1.9729607394382167e-10,0.4993710517883301,2.1667083816749173e-05,The Lord of the Rings,0.5421173572540283,0.0429806611634024,0.5550504326820374,0.0017625311475901,-0.048893809318542536,-0.042980660966106324,-0.055679380893707275,-0.001740864063773351
+The Hitchhiker's Guide to the Galaxy,Caveman,0.4730314910411834,1.0964563631165871,0.4764082133769989,3.0170284945414987,The Hitchhiker's Guide to the Galaxy,0.4620581865310669,1.1378235127068754,0.511817455291748,2.426670574784131,0.010973304510116522,-0.04136714959028831,-0.035409241914749146,0.5903579197573676
+The Lord of the Rings,Círdan,0.4970964193344116,1.1359558026426888e-15,0.5533652901649475,0.0023556687549475,The Lord of the Rings,0.5649707317352295,0.0396925836048516,0.5829378366470337,0.0174921897736828,-0.06787431240081787,-0.039692583604850465,-0.02957254648208618,-0.0151365210187353
+Twilight,Jared Cameron,0.5240994691848755,0.0186014665449711,0.532151997089386,0.0067800101584847,Twilight,0.5024563670158386,0.0557968494229464,0.5359641909599304,0.0320030351326334,0.021643102169036865,-0.0371953828779753,-0.0038121938705444336,-0.025223024974148703
+Twilight,Mike Newton,0.5422773957252502,0.0228071631416192,0.5342537760734558,0.0119840056601496,Twilight,0.509818971157074,0.0566707227136515,0.5195896625518799,0.0013125449480526,0.03245842456817627,-0.0338635595720323,0.014664113521575928,0.010671460712097
+Twilight,Charlotte,0.4985171854496002,0.0262960061436414,0.4373162090778351,7.300929998184094e-06,Twilight,0.5051864385604858,0.0596528866898714,0.5192722082138062,0.2376004493509231,-0.00666925311088562,-0.03335688054623,-0.08195599913597107,-0.2375931484209249
+The Lord of the Rings,Thráin II,0.4682380259037018,6.8213707629566455e-09,0.5730043649673462,0.0226963133225233,The Lord of the Rings,0.5807884335517883,0.0296818214378983,0.5639391541481018,0.0503974339656662,-0.11255040764808655,-0.029681814616527538,0.009065210819244385,-0.0277011206431429
+Twilight,Paul Lahote,0.5231663584709167,0.0037034459416706,0.4577199518680572,9.125731580496854e-11,Twilight,0.5150099992752075,0.0303382441467537,0.5465271472930908,0.0221356357462167,0.008156359195709229,-0.0266347982050831,-0.08880719542503362,-0.022135635654959386
+Twilight,Benjamin,0.5442827343940735,0.0002199300895121,0.4993562400341034,3.5617777723742515e-06,Twilight,0.5174652934074402,0.021134095012226,0.4865785241127014,8.920801700391271e-07,0.0268174409866333,-0.0209141649227139,0.012777715921401978,2.6696976023351244e-06
+The Lord of the Rings,Denethor II,0.5466106534004211,0.1223507951938338,0.5836129784584045,0.3042194992237594,The Lord of the Rings,0.5417104363441467,0.1426756873688543,0.5651096701622009,0.4485476149051312,0.004900217056274414,-0.02032489217502051,0.018503308296203613,-0.14432811568137177
+The Lord of the Rings,Maedhros,0.5035333037376404,2.6845660125638523e-09,0.5534624457359314,0.0007071572139962,The Lord of the Rings,0.5822654962539673,0.0118733455624457,0.5654446482658386,0.0303042822961876,-0.0787321925163269,-0.011873342877879688,-0.011982202529907227,-0.0295971250821914
+The Hunger Games,Lysistrata Vickers,0.4519827663898468,7.61478911561517e-07,0.4958251416683197,0.0011258190365234,The Hunger Games,0.530523419380188,0.0118625476820695,0.5598405003547668,0.0343174409523811,-0.07854065299034119,-0.011861786203157938,-0.06401535868644714,-0.0331916219158577
+Twilight,Bree Tanner,0.5183275938034058,2.555710534939857e-06,0.5305123329162598,4.429474834340514e-05,Twilight,0.5580485463142395,0.0113079999916323,0.5131526589393616,0.0001464595674742,-0.03972095251083374,-0.01130544428109736,0.017359673976898193,-0.00010216481913079486
+The Lord of the Rings,Lúthien,0.4240851700305938,1.3768888823489491e-10,0.5941258072853088,0.1462831108081908,The Lord of the Rings,0.5956390500068665,0.0112333518610646,0.5993440747261047,0.0595055290157494,-0.17155387997627264,-0.011233351723375713,-0.0052182674407958984,0.08677758179244141
+Twilight,Kate,0.4886078834533691,0.0004188823951983,0.501785933971405,3.64939274318443e-05,Twilight,0.4700287282466888,0.011458645602367,0.522560179233551,0.0005613060321858,0.018579155206680298,-0.0110397632071687,-0.020774245262145996,-0.0005248121047539557
+Dune,Tyekanik,0.5045052170753479,0.8605449177709994,0.5404890775680542,1.138484106188053,Dune,0.5200982689857483,0.8706128152474562,0.5710911154747009,1.0321123382009028,-0.01559305191040039,-0.010067897476456755,-0.03060203790664673,0.10637176798715031
+The Hunger Games,Coral,0.4286750257015228,4.980235540597977e-07,0.4535006880760193,4.3197941769261226e-08,The Hunger Games,0.4890300333499908,0.0080261692520166,0.5262603163719177,0.0648888114158943,-0.06035500764846796,-0.00802567122846254,-0.07275962829589844,-0.06488876821795253
+The Lord of the Rings,Thingol,0.5081369876861572,4.428451715613721e-05,0.5225947499275208,0.0055173497932467,The Lord of the Rings,0.5166316032409668,0.0077201613206518,0.5382469296455383,0.2264463580282318,-0.00849461555480957,-0.007675876803495663,-0.015652179718017578,-0.2209290082349851
+The Lord of the Rings,Bard,0.5038110613822937,0.0044467726571034,0.5618695616722107,0.0068535072910567,The Lord of the Rings,0.5035655498504639,0.0116677526904767,0.5629619359970093,0.0031130032542259,0.000245511531829834,-0.0072209800333733,-0.001092374324798584,0.0037405040368307997
+Dune,Pardot Kynes,0.5781580805778503,0.667386054851426,0.5367116928100586,0.4363991678386836,Dune,0.548527717590332,0.672247439672272,0.5399633049964905,0.0884621745392188,0.02963036298751831,-0.004861384820845971,-0.0032516121864318848,0.3479369932994648
+The Hunger Games,Clemensia Dovecote,0.5008890628814697,1.6014022585481102e-05,0.4638417661190033,4.811672253580727e-08,The Hunger Games,0.5120881795883179,0.0047036399681221,0.5367035269737244,0.0222355032350336,-0.011199116706848145,-0.004687625945536619,-0.07286176085472107,-0.022235455118311064
+The Lord of the Rings,Balin,0.5572898387908936,6.873337123824756e-05,0.5653225183486938,0.0107615077965567,The Lord of the Rings,0.5153865814208984,0.0037171150859989,0.5659844875335693,0.0089930416383406,0.04190325736999512,-0.003648381714760652,-0.0006619691848754883,0.0017684661582161015
+Dune,Quintinius Violet Chenoeh,0.5333386659622192,0.0006095256747923,0.4813452661037445,2.004955329972975e-05,Dune,0.503670334815979,0.003929017584763,0.5365883708000183,0.0071388692042059,0.029668331146240234,-0.0033194919099707003,-0.055243104696273804,-0.00711881965090617
+Dune,Glossu Rabban Harkonnen,0.5374839901924133,2.346730239086161,0.5518556237220764,3.595008864263438,Dune,0.5142450332641602,2.34971710324303,0.5398516654968262,3.508803037015137,0.023238956928253174,-0.0029868641568691068,0.012003958225250244,0.08620582724830106
+The Lord of the Rings,Gil-galad,0.4937008917331695,2.8875881748037804e-14,0.5870011448860168,0.0041511127078988,The Lord of the Rings,0.6103127002716064,0.0028920199616459,0.5794858336448669,0.0144161097849405,-0.11661180853843695,-0.0028920199616170243,0.007515311241149902,-0.0102649970770417
+The Hunger Games,Mizzen,0.4259211421012878,1.2010382943299564e-06,0.4469455778598785,1.869939636121712e-07,The Hunger Games,0.4994212985038757,0.0027858218807353,0.5460163354873657,0.0096939378827912,-0.07350015640258789,-0.00278462084244097,-0.09907075762748724,-0.009693750888827587
+Twilight,Peter,0.5418391227722168,0.0016953537711623,0.5076555609703064,1.2035564024001924e-05,Twilight,0.477811336517334,0.0035910733978483,0.5113801956176758,8.112589315640874e-05,0.06402778625488281,-0.001895719626686,-0.0037246346473693848,-6.909032913240683e-05
+The Lord of the Rings,Tom Bombadil,0.5839139819145203,3.449736913810358e-05,0.574947714805603,0.000480317382217,The Lord of the Rings,0.560651421546936,0.0005328502053433,0.5672776699066162,0.0005428128490563,0.02326256036758423,-0.0004983528362051963,0.007670044898986816,-6.249546683930005e-05
+Harry Potter,Katie Bell,0.5273134112358093,2.134555659548249e-05,0.5541184544563293,6.941469957752831e-05,Harry Potter,0.5012985467910767,0.0004962681969855,0.5672582387924194,4.619072452139013e-05,0.026014864444732666,-0.0004749226403900175,-0.013139784336090088,2.3223975056138177e-05
+Twilight,Riley Biers,0.5060179233551025,5.831605686072552e-05,0.5028755068778992,0.0007274335295509,Twilight,0.5229548811912537,0.0005162053381782,0.5178256630897522,0.0029624085757236,-0.016936957836151123,-0.0004578892813174745,-0.014950156211853027,-0.0022349750461727
+The Lord of the Rings,Thorin II,0.4779637455940246,1.9999888091541057e-19,0.5533391833305359,1.7823173898844698e-06,The Lord of the Rings,0.5464227199554443,0.0004284126620413,0.575333297252655,0.0027267432030499,-0.06845897436141973,-0.0004284126620412998,-0.02199411392211914,-0.0027249608856600156
+The Lord of the Rings,Watcher in the Water,0.5586118102073669,0.0005535213703505,0.5981280207633972,0.0051045433536228,The Lord of the Rings,0.58259117603302,0.0008455740605946,0.6002125144004822,0.0048471313602718,-0.023979365825653076,-0.00029205269024409994,-0.002084493637084961,0.00025741199335099947
+Twilight,Marcus,0.5064879059791565,0.000135643522374,0.5018938779830933,9.792731027764253e-06,Twilight,0.5242221355438232,0.0003123954626464,0.5059548616409302,0.0002575812630279,-0.017734229564666748,-0.0001767519402724,-0.004060983657836914,-0.00024778853200013576
+Twilight,Heidi,0.4454536139965057,1.0930883456035096e-07,0.4894866943359375,0.0184495655810594,Twilight,0.4520511627197265,0.0001680023447723,0.471882551908493,0.0009332466402578,-0.006597548723220825,-0.00016789303593773964,0.017604142427444514,0.0175163189408016
+Twilight,Laurent,0.5089563727378845,0.0012824595639473,0.5217602252960205,0.0286178367409613,Twilight,0.4753958880901336,0.0014116932360878,0.5218551158905029,0.0066333819862924,0.03356048464775091,-0.00012923367214050002,-9.489059448242188e-05,0.0219844547546689
+The Lord of the Rings,Isildur,0.5536698698997498,0.0001405835555204,0.5754685997962952,0.0019145160582926,The Lord of the Rings,0.514318585395813,0.0002690887948658,0.54621821641922,0.0173277243707655,0.03935128450393677,-0.00012850523934539998,0.029250383377075195,-0.015413208312472901
+Twilight,Tia,0.5152443051338196,8.281582664851085e-06,0.4440155327320099,2.194075915816099e-07,Twilight,0.4475622475147247,0.0001213449980344,0.5206810235977173,0.1201431568196889,0.0676820576190949,-0.00011306341536954892,-0.0766654908657074,-0.12014293741209732
+Twilight,Caius,0.5134718418121338,0.0041258673936078,0.524796724319458,0.0036320872433338,Twilight,0.5032059550285339,0.004225557163603,0.5385996103286743,0.0044691226682601,0.010265886783599854,-9.968976999519957e-05,-0.013802886009216309,-0.0008370354249262997
+The Hunger Games,Effie Trinket,0.5815386772155762,3.0792937880716245e-06,0.5591163039207458,1.2126429404944133e-06,The Hunger Games,0.5359324812889099,8.321606180910708e-05,0.5681807994842529,3.933899465304202e-14,0.04560619592666626,-8.013676802103546e-05,-0.00906449556350708,1.2126429011554186e-06
+The Lord of the Rings,Thranduil,0.4878326654434204,1.3411993964995826e-27,0.5475040078163147,0.0032064112663925,The Lord of the Rings,0.515102207660675,3.7983051277183866e-11,0.5661547780036926,0.0140890316963217,-0.02726954221725464,-3.7983051277183866e-11,-0.01865077018737793,-0.0108826204299292
+Twilight,James,0.4592633545398712,2.1330016673097883e-08,0.5340688228607178,0.00052318268686,Twilight,0.4569451510906219,1.873352245885299e-12,0.5209974050521851,5.469161351854039e-06,0.002318203449249323,2.1328143320851998e-08,0.013071417808532715,0.000517713525508146
+Twilight,Tanya,0.4943207502365112,2.3001461533403246e-07,0.5129669904708862,1.017026482000468e-06,Twilight,0.4598340392112732,3.2839210098507054e-15,0.511573314666748,9.316443602184018e-07,0.03448671102523798,2.3001461205011146e-07,0.0013936758041381836,8.538212178206627e-08
+The Lord of the Rings,Celeborn,0.5386183857917786,8.960520794475933e-07,0.5627967715263367,0.0024571792711473,The Lord of the Rings,0.4809964895248413,3.0929334752995546e-11,0.5626426339149475,0.00886908460637,0.057621896266937256,8.960211501128403e-07,0.00015413761138916016,-0.006411905335222701
+Twilight,Emily Young,0.5085493326187134,7.213279249480357e-06,0.5158069729804993,0.0330255215871768,Twilight,0.4843425154685974,5.8861067356876075e-08,0.4932059049606323,0.0021554370112846,0.024206817150115967,7.154418182123481e-06,0.022601068019866943,0.0308700845758922
+Twilight,Seth Clearwater,0.5219919085502625,2.6690509572979773e-05,0.5368380546569824,2.2557357816646632e-08,Twilight,0.5169409513473511,5.498352064403032e-07,0.5414804816246033,5.633002374780094e-05,0.005050957202911377,2.614067436653947e-05,-0.00464242696762085,-5.630746638998429e-05
+Twilight,Leah Clearwater,0.5293238162994385,8.166267693146855e-05,0.518864095211029,6.573006431824589e-06,Twilight,0.5080369710922241,8.0013803633786e-08,0.5539224147796631,0.0024517969115172,0.021286845207214355,8.158266312783477e-05,-0.03505831956863403,-0.0024452239050853754
+The Hunger Games,Reaper Ash,0.4743912518024444,0.0004285614472345,0.4919630885124206,0.007660071244621,The Hunger Games,0.4778136610984802,0.0003236972647869,0.5199940204620361,0.0091448316415742,-0.003422409296035822,0.00010486418244760003,-0.028030931949615534,-0.0014847603969532011
+Twilight,Jane,0.5082261562347412,0.0001358791583441,0.5344328284263611,1.017502052202691e-05,Twilight,0.4662284553050995,7.231129503729666e-06,0.498564600944519,7.089014437417576e-08,0.041997700929641724,0.00012864802884037034,0.035868227481842097,1.0104130377652734e-05
+The Lord of the Rings,Radagast,0.5174330472946167,0.00017497649855,0.5598633289337158,0.0032167003587381,The Lord of the Rings,0.5262231826782227,1.7547469280061835e-05,0.5205216407775879,2.6606774322600487e-05,-0.008790135383605957,0.00015742902926993817,0.03934168815612793,0.0031900935844154992
+The Lord of the Rings,Boromir,0.567672073841095,0.0269396313274863,0.542649507522583,0.0314407638735158,The Lord of the Rings,0.487245500087738,0.0267726651457569,0.5577863454818726,0.0760962279419869,0.08042657375335699,0.00016696618172939992,-0.01513683795928955,-0.044655464068471096
+Twilight,Billy Black,0.5193422436714172,0.0001874504207676,0.5135833621025085,2.3514188956747863e-06,Twilight,0.5093494057655334,2.3591983499352122e-07,0.5355236530303955,0.0005672443480786,0.009992837905883789,0.00018721450093260646,-0.021940290927886963,-0.0005648929291829252
+The Lord of the Rings,Samwise Gamgee,0.5255295634269714,0.0002127983320222,0.5717642307281494,0.0005201358644656,The Lord of the Rings,0.5425846576690674,3.937179946292413e-10,0.5823348760604858,0.0002485532633412,-0.017055094242095947,0.00021279793830420539,-0.010570645332336426,0.0002715826011244
+Twilight,Jessica Stanley,0.5055686235427856,0.0003780182242173,0.5701385736465454,0.0041601556336921,Twilight,0.5203374624252319,2.209583549370973e-06,0.5668190717697144,0.0473474140753404,-0.014768838882446289,0.000375808640667929,0.0033195018768310547,-0.0431872584416483
+Twilight,Felix,0.5359938740730286,0.0005091215912758,0.438522458076477,1.548957681363193e-10,Twilight,0.488877922296524,1.5009940594018296e-05,0.5447016954421997,0.0014592390895059,0.04711595177650457,0.0004941116506817817,-0.10617923736572271,-0.001459238934610132
+Harry Potter,Vincent Crabbe,0.5198566317558289,0.0006169246388136,0.5248391628265381,0.0007503214476635,Harry Potter,0.4622730612754822,1.1250639826776048e-08,0.5160602331161499,0.0004350931133402,0.05758357048034668,0.0006169133881737733,0.008778929710388184,0.00031522833432329997
+Harry Potter,Padma Patil,0.5182434916496277,0.0007101262299604,0.5555219054222107,0.0044738017133605,Harry Potter,0.4872567057609558,6.378623810573792e-06,0.5460124611854553,0.0552383572989323,0.030986785888671875,0.0007037476061498262,0.009509444236755371,-0.050764555585571795
+Twilight,Demetri,0.5613125562667847,0.0012281161893588,0.5580273866653442,0.0040244895400104,Twilight,0.5109078884124756,8.155717012021489e-05,0.545673668384552,0.0394128451447977,0.05040466785430908,0.001146559019238585,0.012353718280792236,-0.0353883556047873
+Twilight,Alec,0.528445303440094,0.0011680431373348,0.515385627746582,2.8397931685995056e-05,Twilight,0.4573462605476379,3.3593638855767326e-08,0.5198443531990051,0.0005200181715442,0.07109904289245611,0.0011680095436959442,-0.004458725452423096,-0.0004916202398582049
+The Lord of the Rings,Gollum,0.5312132835388184,0.0012175108716184,0.5351508259773254,0.0002608758122073,The Lord of the Rings,0.4790458977222442,2.474754774110922e-28,0.5469645857810974,4.741465540436228e-07,0.05216738581657415,0.0012175108716184,-0.011813759803771973,0.00026040166565325637
+The Lord of the Rings,Gimli,0.5303179025650024,0.0018958562640058,0.5486525297164917,0.007278140322566,The Lord of the Rings,0.4835466742515564,1.7847412999035477e-06,0.5416079163551331,0.0246381498587795,0.046771228313446045,0.0018940715227058966,0.007044613361358643,-0.0173600095362135
+Dune,Darwi Odrade,0.5599603652954102,0.0043853748137809,0.5430006980895996,0.0014113899537567,Dune,0.5547276735305786,0.002377769984988,0.5509737133979797,0.0001683148322433,0.005232691764831543,0.0020076048287929003,-0.007973015308380127,0.0012430751215134
+Dune,Serena Butler,0.512681782245636,0.0034786939474873,0.5410799384117126,0.0026481038198425,Dune,0.5420154333114624,0.001153885083131,0.5333322882652283,0.0049335653498528,-0.029333651065826416,0.0023248088643563003,0.007747650146484375,-0.0022854615300103003
+The Lord of the Rings,Arwen,0.5495935678482056,0.0917615574909407,0.5545570254325867,0.4326173121468185,The Lord of the Rings,0.493246465921402,0.0876554934573564,0.531183660030365,0.2635930426979998,0.05634710192680359,0.004106064033584295,0.02337336540222168,0.16902426944881865
+Twilight,Carmen,0.5116759538650513,0.0083180897352118,0.4351828396320343,4.641500438336512e-07,Twilight,0.4769243597984314,0.0020450478101498,0.529487669467926,0.0667213460788601,0.03475159406661987,0.006273041925062,-0.09430482983589172,-0.06672088192881627
+Twilight,Irina,0.4988650679588318,0.0077706609258345,0.5048238039016724,0.0002198406798161,Twilight,0.4536858797073364,0.0013092396599973,0.4939875900745392,0.0013506494225449,0.04517918825149536,0.0064614212658372,0.010836213827133179,-0.0011308087427288002
+Harry Potter,Cormac McLaggen,0.5400038957595825,0.0082151004331804,0.530128002166748,0.0002208664604471,Harry Potter,0.5474498867988586,0.0013196453172605,0.5296474099159241,0.0006933806875067,-0.007445991039276123,0.0068954551159199,0.0004805922508239746,-0.00047251422705959996
+Dune,Gurney Halleck,0.5254309177398682,0.0210078510281879,0.5530193448066711,0.076351204570937,Dune,0.4746912121772766,0.0132546012270145,0.5403727293014526,0.0163296967836743,0.05073970556259155,0.0077532498011734004,0.012646615505218506,0.0600215077872627
+Twilight,Nahuel,0.5094461441040039,0.0122782688457226,0.4904480576515198,1.6070452396395075e-05,Twilight,0.487690657377243,3.267971768044545e-06,0.5109698176383972,0.0100261470848423,0.02175548672676092,0.012275000873954556,-0.02052175998687744,-0.010010076632445906
+Twilight,Angela Weber,0.5451338291168213,0.0179369636990772,0.5681806206703186,0.0080092662495488,Twilight,0.5237318873405457,0.0032600961595887,0.5503565073013306,0.0799621913934073,0.021401941776275635,0.014676867539488499,0.017824113368988037,-0.0719529251438585
+Twilight,Embry Call,0.5151413679122925,0.0214462358855365,0.5060939192771912,0.0093058597417683,Twilight,0.4495475590229034,1.2256301981221556e-05,0.5312647819519043,0.1356989120483769,0.0655938088893891,0.02143397958355528,-0.025170862674713135,-0.12639305230660858
+Twilight,Eleazar,0.5085576176643372,0.0235834368810516,0.471886932849884,2.449435515698204e-05,Twilight,0.4954434037208557,8.21575146284907e-06,0.5252564549446106,0.0046762128614364,0.013114213943481445,0.02357522112958875,-0.05336952209472662,-0.0046517185062794186
+The Lord of the Rings,Gríma,0.5651068687438965,0.0263081311492341,0.5924745798110962,0.0689119201878415,The Lord of the Rings,0.5414962768554688,0.0014040690327283,0.5831183195114136,0.0226204631359317,0.023610591888427734,0.0249040621165058,0.009356260299682617,0.04629145705190979
+The Lord of the Rings,Treebeard,0.5894725322723389,0.0374304636551114,0.5587906837463379,0.6738879374362026,The Lord of the Rings,0.4938358664512634,0.0103694590954731,0.5689936876296997,0.3546676867674176,0.09563666582107544,0.0270610045596383,-0.010203003883361816,0.31922025066878496
+Twilight,Amun,0.5048414468765259,0.0363424946666695,0.4782496392726898,0.0001141380678301,Twilight,0.4475617110729217,0.0002119297826385,0.5199306011199951,0.0018816264449106,0.05727973580360418,0.036130564884031,-0.0416809618473053,-0.0017674883770805
+Twilight,Eric Yorkie,0.5205509662628174,0.0642821243823755,0.5471195578575134,0.1757533347555896,Twilight,0.4972875118255615,0.0263127727884052,0.5217227935791016,0.016041407862509,0.02326345443725586,0.0379693515939703,0.025396764278411865,0.1597119268930806
+The Lord of the Rings,Fíli and Kíli,0.535077691078186,0.0390663683312621,0.6048795580863953,0.1515881549037747,The Lord of the Rings,0.5735980868339539,0.0009851667951868,0.5889543890953064,0.1636460379511975,-0.03852039575576782,0.0380812015360753,0.015925168991088867,-0.012057883047422807
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.5641388893127441,6.758901834977475,0.5593463778495789,9.166721456417331,The Hitchhiker's Guide to the Galaxy,0.5289682745933533,6.720129576328287,0.5723767876625061,4.958258342843732,0.03517061471939087,0.038772258649188096,-0.013030409812927246,4.2084631135735995
+Twilight,Zafrina,0.5180833339691162,0.0561211749005394,0.5461707711219788,0.1718688423167518,Twilight,0.5134309530258179,0.0060094369545604,0.5406683683395386,0.0198820398641118,0.00465238094329834,0.050111737945979,0.0055024027824401855,0.15198680245264
+Dune,Thufir Hawat,0.5250611901283264,0.0538646829607475,0.5541090965270996,0.034884852362595,Dune,0.4564379751682281,0.0023243158719375,0.5546550154685974,0.0420107217075216,0.06862321496009832,0.05154036708881,-0.0005459189414978027,-0.007125869344926601
+The Lord of the Rings,Meriadoc Brandybuck,0.561441957950592,0.0648408954241231,0.5652663707733154,0.9112354140815888,The Lord of the Rings,0.5441402792930603,0.0021317408663048,0.562679648399353,0.6799241297925943,0.01730167865753174,0.0627091545578183,0.0025867223739624023,0.2313112842889945
+Dune,Daniel,0.5007641315460205,1.631312666915827,0.5122811198234558,1.1045714636700712,Dune,0.4878224730491638,1.5604541803826115,0.5150571465492249,2.135764787601336,0.01294165849685669,0.07085848653321558,-0.002776026725769043,-1.031193323931265
+Dune,Harah,0.4979162812232971,0.0725353494553252,0.5090550184249878,0.0058115788910207,Dune,0.4883544445037842,0.0001861030552235,0.5431880950927734,0.117351796543035,0.00956183671951294,0.0723492464001017,-0.034133076667785645,-0.1115402176520143
+Twilight,Lauren Mallory,0.452099472284317,0.0881345951046566,0.4402539134025574,0.0103526996278594,Twilight,0.5076858997344971,0.0148204148834229,0.5188787579536438,1.9971218720906192,-0.055586427450180054,0.0733141802212337,-0.07862484455108643,-1.9867691724627599
+The Lord of the Rings,Shelob,0.5592805743217468,0.0758405306378195,0.5853018164634705,0.3406007945047815,The Lord of the Rings,0.5028041005134583,1.2144310358752952e-12,0.5753321647644043,0.2937028728612532,0.056476473808288574,0.07584053063660506,0.009969651699066162,0.046897921643528295
+Dune,Bijaz,0.5214598178863525,0.274879842394981,0.5157041549682617,0.2647359742327518,Dune,0.500070333480835,0.194777491022945,0.5213509202003479,0.9725980765421376,0.021389484405517578,0.08010235137203597,-0.005646765232086182,-0.7078621023093858
+Dune,Alia Atreides,0.4658108353614807,0.3335438271517829,0.4670486748218536,0.1940878944588636,Dune,0.4886529445648193,0.2486703479700113,0.5153259038925171,0.6871300640953478,-0.022842109203338568,0.08487347918177157,-0.04827722907066351,-0.49304216963648423
+Dune,Anirul Corrino,0.5136567950248718,1.876669671550019,0.5680137276649475,2.9275031075382563,Dune,0.5521725416183472,1.7887946758179385,0.5885332226753235,2.588326357345893,-0.03851574659347534,0.08787499573208057,-0.020519495010375977,0.3391767501923635
+Dune,Jamis,0.5443645715713501,0.0881118874436091,0.5378723740577698,0.1472962292049995,Dune,0.4380188286304474,4.0357943122665017e-08,0.5405598878860474,0.0628581234073116,0.10634574294090271,0.08811184708566597,-0.002687513828277588,0.08443810579768789
+Twilight,Quil Ateara V,0.5100683569908142,0.1399546709235932,0.561724066734314,0.0447618215796129,Twilight,0.5615991950035095,0.0493345792024236,0.5382692217826843,0.0347674485236213,-0.05153083801269531,0.09062009172116961,0.02345484495162964,0.009994373055991601
+Twilight,Garrett,0.4939342439174652,0.0974875565247484,0.4706915915012359,7.563791265191502e-06,Twilight,0.4718561172485351,0.000427357599277,0.5253652334213257,0.0422177982688839,0.02207812666893011,0.0970601989254714,-0.05467364192008978,-0.04221023447761871
+The Hitchhiker's Guide to the Galaxy,Haggunenons,0.5025545358657837,0.4367676940461874,0.5594968795776367,1.4825687364523716,The Hitchhiker's Guide to the Galaxy,0.5453197956085205,0.3291761873612753,0.5468650460243225,0.920699640644659,-0.042765259742736816,0.10759150668491213,0.012631833553314209,0.5618690958077126
+Twilight,J. Jenks,0.5524166822433472,0.2216549059922535,0.4394181370735168,0.0001588303121254,Twilight,0.5219054818153381,0.094675581562965,0.5259211659431458,0.0063786709959909,0.030511200428009033,0.1269793244292885,-0.08650302886962896,-0.006219840683865501
+Dune,Leto Atreides I,0.4644840657711029,0.1561335935662264,0.4951279759407043,0.440357396190372,Dune,0.4105958044528961,0.0206977719287023,0.4836027324199676,0.50074308350192,0.05388826131820679,0.1354358216375241,0.011525243520736694,-0.060385687311547975
+Dune,Alef Burzmali,0.5161446928977966,1.0354349672963867,0.5568660497665405,1.6205280729583174,Dune,0.5303556323051453,0.8859958499328504,0.5734409093856812,2.9636699586674617,-0.014210939407348633,0.14943911736353632,-0.016574859619140625,-1.3431418857091444
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.5296612977981567,1.509792747521029,0.5141420960426331,3.454116112209741,The Hitchhiker's Guide to the Galaxy,0.4907255470752716,1.351894932353983,0.5306002497673035,1.626699947685858,0.03893575072288513,0.15789781516704604,-0.01645815372467041,1.8274161645238831
+The Hitchhiker's Guide to the Galaxy,Number One,0.4791897237300873,1.594780988308329,0.5081092715263367,1.295263558473435,The Hitchhiker's Guide to the Galaxy,0.5280580520629883,1.4328597399698952,0.493426501750946,0.9568505357678344,-0.048868328332901,0.1619212483384338,0.01468276977539068,0.3384130227056007
+Dune,Wellington Yueh,0.5041899085044861,0.4257537731570264,0.5070567727088928,0.2773105966965404,Dune,0.4970987439155578,0.2325143240007675,0.5185472369194031,0.2033587989177272,0.007091164588928278,0.1932394491562589,-0.011490464210510254,0.0739517977788132
+Dune,Lady Jessica,0.468407541513443,0.2028299003667993,0.4681082963943481,0.3171852694143707,Dune,0.4113405346870422,0.0023579364569927,0.5031242370605469,0.5388505817298004,0.05706700682640081,0.2004719639098066,-0.035015940666198786,-0.22166531231542969
+Dune,Hedley Tuek,0.4837548434734344,1.07362282470827,0.5231477618217468,1.5332853064468446,Dune,0.5025479197502136,0.8595255704490478,0.5215905904769897,1.2034179134975411,-0.01879307627677923,0.2140972542592222,0.00155717134475708,0.32986739294930345
+Dune,Ghanima Atreides,0.4960546195507049,0.4661478620566122,0.507136881351471,0.6183888868445536,Dune,0.5155541300773621,0.2499762320736255,0.5028332471847534,0.453167202126176,-0.01949951052665716,0.2161716299829867,0.004303634166717529,0.16522168471837761
+Twilight,Sue Clearwater,0.5386261343955994,0.2446133009175692,0.5701732635498047,0.0704058026402606,Twilight,0.5145647525787354,0.0258926919519143,0.5306036472320557,0.012183993251342,0.024061381816864014,0.2187206089656549,0.03956961631774902,0.0582218093889186
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.5510367751121521,4.235283767584108,0.5142906308174133,5.053041068047337,The Hitchhiker's Guide to the Galaxy,0.4816323816776275,4.000186235659046,0.5285906791687012,6.886287217357911,0.06940439343452459,0.2350975319250619,-0.014300048351287842,-1.8332461493105736
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,0.4720154106616974,1.902039103801027,0.5031870007514954,2.457118678686294,The Hitchhiker's Guide to the Galaxy,0.4947773516178131,1.620227868508112,0.5117180347442627,1.048460238003262,-0.022761940956115723,0.28181123529291496,-0.008531033992767334,1.4086584406830323
+The Lord of the Rings,Celebrimbor,0.5008432269096375,0.3055048819347499,0.5453246831893921,4.317380873481824,The Lord of the Rings,0.516136646270752,1.3411937602809202e-06,0.5013521313667297,5.955852752708689e-11,-0.015293419361114502,0.3055035407409896,0.043972551822662354,4.317380873422265
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,0.5077013373374939,2.7731462138051746,0.5334528088569641,2.335238629716953,The Hitchhiker's Guide to the Galaxy,0.5174126625061035,2.4604352678384305,0.5381537079811096,3.3004362825008813,-0.00971132516860962,0.3127109459667441,-0.004700899124145508,-0.9651976527839281
+Twilight,Ephraim Black,0.4925296306610107,0.3658229524051135,0.5327481627464294,0.7108240690539922,Twilight,0.495035707950592,0.0450036994060215,0.5283763408660889,0.9754689028889536,-0.002506077289581299,0.320819252999092,0.004371821880340576,-0.2646448338349614
+The Hunger Games,Coriolanus Snow,0.4087497889995575,0.3796436125093209,0.4526492655277252,1.5742954966856622,The Hunger Games,0.4886925816535949,1.7029677076940517e-18,0.518031120300293,7.187736589710056e-17,-0.07994279265403742,0.3796436125093209,-0.06538185477256775,1.5742954966856622
+Twilight,Huilen,0.5564388036727905,0.4284589161086818,0.503710150718689,0.0176898436123173,Twilight,0.5121077299118042,0.0233117597090182,0.4981113970279693,0.0021069506874706,0.04433107376098633,0.4051471563996636,0.00559875369071966,0.0155828929248467
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.452880322933197,1.4072647612067786,0.4860747456550598,1.3931414530091124,The Hitchhiker's Guide to the Galaxy,0.450519859790802,1.0020379796927297,0.5223364233970642,1.4941446530390217,0.0023604631423950195,0.4052267815140489,-0.036261677742004395,-0.10100320002990926
+Dune,Logno,0.4954418241977691,0.8754907556427473,0.4983513653278351,0.6225424791607346,Dune,0.5045991539955139,0.4669420713972166,0.523835301399231,1.217815646928167,-0.009157329797744806,0.40854868424553065,-0.025483936071395874,-0.5952731677674323
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,0.5203325748443604,0.4796580016301606,0.5363255739212036,1.6535834987703122,The Hitchhiker's Guide to the Galaxy,0.4938448667526245,0.0661239444775259,0.5206273794174194,0.1932430384039708,0.02648770809173584,0.4135340571526347,0.01569819450378418,1.4603404603663415
+Dune,Miles Teg,0.5735767483711243,0.5392183891587967,0.5745278596878052,0.3328531911163241,Dune,0.5230474472045898,0.0899397912265296,0.5156404376029968,0.1163706711457741,0.050529301166534424,0.4492785979322671,0.05888742208480835,0.21648251997055
+Twilight,Aro,0.4243939220905304,0.460612241210917,0.4378767609596252,0.6814359492698534,Twilight,0.4543935358524322,9.889850379521285e-13,0.5243455767631531,8.342864762593227e-07,-0.0299996137619018,0.460612241209928,-0.08646881580352789,0.6814351149833772
+The Lord of the Rings,Legolas,0.4352049231529236,0.4679468441090048,0.4515453577041626,1.3105177750316803,The Lord of the Rings,0.5186892151832581,4.7944220802678974e-24,0.583724319934845,2.8502492893339547e-09,-0.08348429203033447,0.4679468441090048,-0.13217896223068237,1.310517772181431
+Dune,Hwi Noree,0.5402935743331909,0.9546559571623304,0.5494601726531982,0.328316116884358,Dune,0.5299132466316223,0.4767344742662933,0.5516391396522522,0.8540949176886722,0.010380327701568604,0.47792148289603714,-0.002178966999053955,-0.5257788008043142
+Harry Potter,Angelina Johnson,0.4413478076457977,0.4817691565597695,0.4609935581684112,1.61538573750937,Harry Potter,0.4537081718444824,1.8427468955960171e-16,0.4713198542594909,9.816952547824026e-11,-0.012360364198684748,0.4817691565597693,-0.010326296091079712,1.6153857374112006
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,0.5388432741165161,4.580215516699263,0.5233867764472961,2.5792795717445203,The Hitchhiker's Guide to the Galaxy,0.5672872066497803,4.087518235317492,0.546647310256958,4.474187102026901,-0.02844393253326416,0.49269728138177094,-0.023260533809661865,-1.894907530282381
+Dune,Norma Cenva,0.494139552116394,1.279041748836781,0.5010496973991394,0.8907502084443788,Dune,0.5233030319213867,0.778264812852435,0.555372953414917,2.386279260997153,-0.02916347980499273,0.5007769359843459,-0.05432325601577759,-1.495529052552774
+Dune,Lichna,0.4485637843608856,1.328797911591771,0.4464889764785766,0.7906917182421546,Dune,0.5000667572021484,0.8253871268352208,0.5714812278747559,2.2966022270097417,-0.05150297284126282,0.5034107847565502,-0.12499225139617925,-1.5059105087675873
+Dune,Paulus Atreides,0.5753435492515564,0.7760784009369951,0.5783288478851318,0.6385111652421047,Dune,0.5355798602104187,0.271578043577058,0.5614880919456482,0.4179249168729293,0.039763689041137695,0.5045003573599371,0.016840755939483643,0.2205862483691754
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4794408977031708,2.500813108490748,0.5032950639724731,3.402245075624442,The Hitchhiker's Guide to the Galaxy,0.4801921248435974,1.9751599362663192,0.4648252129554748,4.165068703849383,-0.0007512271404266357,0.5256531722244286,0.038469851016998347,-0.762823628224941
+Harry Potter,Rita Skeeter,0.4344606101512909,0.5426442446824509,0.4388675093650818,1.2415302305645854,Harry Potter,0.4429920613765716,2.1620884269442426e-18,0.5543853044509888,5.9324980022154e-07,-0.008531451225280706,0.5426442446824509,-0.11551779508590698,1.2415296373147853
+Harry Potter,Harry Potter,0.4503121674060821,0.5536328923594419,0.4723129868507385,0.9263211683672428,Harry Potter,0.4013104438781738,2.3430883707773023e-302,0.4515830278396606,1.8861245582152952e-90,0.049001723527908325,0.5536328923594419,0.020729959011077936,0.9263211683672428
+Harry Potter,Ronald Weasley,0.4466086626052856,0.5717791795437712,0.4628472924232483,0.8329823782588229,Harry Potter,0.4568961858749389,3.0121077517168323e-67,0.4556145966053009,1.5991470488320035e-30,-0.01028752326965332,0.5717791795437712,0.007232695817947388,0.8329823782588229
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.5224384665489197,2.6783508235738216,0.5182178020477295,2.607389714298064,The Hitchhiker's Guide to the Galaxy,0.5255253911018372,2.0622431163773225,0.5286298394203186,1.3716973750191226,-0.0030869245529174805,0.6161077071964991,-0.010412037372589111,1.2356923392789416
+Twilight,Renesmee Cullen,0.4330266118049621,0.6311994326354685,0.4501892328262329,0.6259689675029592,Twilight,0.497202605009079,3.8947510848525565e-11,0.4866980016231537,1.0830165529302885e-12,-0.06417599320411688,0.631199432596521,-0.036508768796920776,0.6259689675018761
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,0.4745515286922455,1.8897915120627369,0.4854231774806976,1.4991200642594105,The Hitchhiker's Guide to the Galaxy,0.4951694905757904,1.255892682117142,0.5399518013000488,1.751950865087436,-0.020617961883544922,0.633898829945595,-0.05452862381935125,-0.25283080082802556
+Dune,Schwangyu,0.542707085609436,2.5322962807125675,0.4593090415000915,1.3245332225874222,Dune,0.5511276125907898,1.8958544366122756,0.5603456497192383,3.75076187459884,-0.00842052698135376,0.6364418441002919,-0.10103660821914678,-2.4262286520114174
+Twilight,Charlie Swan,0.4474963545799255,0.6579660924865371,0.4262187480926513,1.7776992499067172,Twilight,0.50819993019104,1.7029831075784686e-20,0.5111526250839233,1.0789891481000245e-15,-0.06070357561111456,0.6579660924865371,-0.08493387699127203,1.7776992499067161
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.5244225859642029,3.808853748013472,0.4926845729351043,1.0361474155167532,The Hitchhiker's Guide to the Galaxy,0.558274507522583,3.1433265221504385,0.511775553226471,0.8516334959792943,-0.03385192155838013,0.6655272258630336,-0.019090980291366633,0.18451391953745888
+Dune,Liet-Kynes,0.5388694405555725,0.7744858351693394,0.5246624946594238,0.6364821227227504,Dune,0.4854009747505188,0.1085691714704211,0.5855634212493896,0.9576363986833852,0.05346846580505371,0.6659166636989183,-0.06090092658996582,-0.32115427596063484
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,0.5244877934455872,1.6782123801521862,0.4863301217556,3.513824218687684,The Hitchhiker's Guide to the Galaxy,0.5036670565605164,0.995913763020436,0.5276214480400085,5.068278898090996,0.0208207368850708,0.6822986171317502,-0.04129132628440857,-1.5544546794033116
+Twilight,Victoria,0.439033567905426,0.6875448458491541,0.4483987092971802,0.7681029253884348,Twilight,0.4500223100185394,2.4296132185068976e-12,0.5165584683418274,4.3097260621781655e-09,-0.010988742113113348,0.6875448458467245,-0.06815975904464722,0.7681029210787088
+Dune,Liet Kynes,0.5218409895896912,1.278225329638197,0.5362000465393066,0.7457589774633218,Dune,0.5779098868370056,0.5893175192449547,0.5671825408935547,0.5113138194072281,-0.05606889724731445,0.6889078103932422,-0.030982494354248047,0.23444515805609367
+Dune,Korba,0.4905959963798523,1.9028732015359175,0.4283231496810913,0.0761158108795646,Dune,0.4850527346134186,1.211352121437672,0.5010478496551514,1.7559935864881495,0.005543261766433716,0.6915210800982456,-0.07272469997406006,-1.679877775608585
+Harry Potter,Hermione Granger,0.4524604678153991,0.704830134611921,0.4401030540466308,1.4039408463334415,Harry Potter,0.3828257620334625,0.0,0.452903002500534,1.365026639534582e-49,0.06963470578193659,0.704830134611921,-0.012799948453903198,1.4039408463334415
+Twilight,Sam Uley,0.4657468497753143,0.7360231784276465,0.4671300649642944,0.9117944123315556,Twilight,0.5355950593948364,3.600960145056e-05,0.540189266204834,1.1542121422218382e-05,-0.06984820961952215,0.735987168826196,-0.0730592012405396,0.9117828702101334
+The Lord of the Rings,Bilbo Baggins,0.4629913568496704,0.7427334673811882,0.4710036516189575,0.7643137653901765,The Lord of the Rings,0.4778127372264862,5.997080118325448e-93,0.5490546822547913,5.605650315565308e-07,-0.014821380376815796,0.7427334673811882,-0.07805103063583374,0.764313204825145
+Dune,Vorian Atreides,0.4723348021507263,0.7620755642897297,0.4491121768951416,1.0658716977179965,Dune,0.5141591429710388,1.5746219723473062e-11,0.5186734795570374,2.5327050753729173e-14,-0.0418243408203125,0.7620755642739835,-0.06956130266189575,1.0658716977179712
+The Lord of the Rings,Gandalf,0.493848979473114,0.7690076168971675,0.4897597432136535,2.593182433548461,The Lord of the Rings,0.4894548654556274,3.482748800879476e-39,0.5559438467025757,8.537526913583036e-14,0.004394114017486628,0.7690076168971675,-0.06618410348892217,2.5931824335483755
+The Lord of the Rings,Faramir,0.4913611710071563,0.8622361224149409,0.4823136627674103,1.0867150159587091,The Lord of the Rings,0.4902814328670501,1.67007031583667e-22,0.5523663759231567,4.15414819828084e-05,0.0010797381401062012,0.8622361224149409,-0.07005271315574646,1.0866734744767264
+The Lord of the Rings,Saruman,0.4741404950618744,0.8696719536245657,0.4654025435447693,1.2235656275977629,The Lord of the Rings,0.4671428799629211,5.896204108889357e-98,0.5533922910690308,1.1844731084685679e-11,0.006997615098953303,0.8696719536245657,-0.08798974752426147,1.2235656275859181
+Dune,Abulurd Harkonnen,0.5403276085853577,2.013332878603165,0.5230582356452942,2.1064208263373607,Dune,0.5195108652114868,1.1375128614763077,0.563437819480896,0.8915872034693118,0.02081674337387085,0.8758200171268573,-0.04037958383560181,1.214833622868049
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,0.460536777973175,1.4569908972698322,0.4859395027160644,1.0203099039770764,The Hitchhiker's Guide to the Galaxy,0.4955277740955353,0.5778292685825147,0.4897610247135162,0.6143910796859021,-0.034990996122360285,0.8791616286873175,-0.0038215219974517822,0.4059188242911743
+Dune,Gaius Helen Mohiam,0.526836097240448,1.1550383866306306,0.5425923466682434,1.538226544406715,Dune,0.526899516582489,0.2654334195320227,0.5729935765266418,1.7485603659038411,-6.341934204101562e-05,0.8896049670986079,-0.030401229858398438,-0.2103338214971262
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.5128700733184814,1.946174109013354,0.5239087343215942,2.7189349347234626,The Hitchhiker's Guide to the Galaxy,0.5236223936080933,1.0433548950697888,0.5911267399787903,2.4572819478109995,-0.010752320289611816,0.9028192139435651,-0.06721800565719604,0.2616529869124631
+The Hitchhiker's Guide to the Galaxy,Russell,0.4884125888347626,1.8988536444481336,0.4713529944419861,3.520367733124405,The Hitchhiker's Guide to the Galaxy,0.4608912467956543,0.9779045702858556,0.5067327618598938,1.3193558646808417,0.027521342039108276,0.920949074162278,-0.035379767417907715,2.2010118684435636
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,0.5130603909492493,2.195416666697422,0.5294987559318542,2.83372619940594,The Hitchhiker's Guide to the Galaxy,0.5057948231697083,1.244740878257223,0.5356009006500244,1.521336768726183,0.007265567779541016,0.9506757884401991,-0.006102144718170166,1.3123894306797572
+Dune,Bellonda,0.5828205943107605,3.054110317840824,0.592597246170044,3.691212952707253,Dune,0.566320538520813,2.080836282967017,0.572908878326416,3.142909773513882,0.01650005578994751,0.9732740348738069,0.01968836784362793,0.548303179193371
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4964897036552429,1.9219703990808992,0.4972619116306305,4.186321044159038,The Hitchhiker's Guide to the Galaxy,0.4678911566734314,0.9307606330728296,0.4485040605068207,5.86522394679092,0.028598546981811523,0.9912097660080695,0.048757851123809814,-1.678902902631882
+Dune,Leto Atreides II,0.4332444071769714,1.0353937872588983,0.4626670479774475,1.236763637671174,Dune,0.5101075768470764,0.0009207827013981,0.5217192769050598,0.000183900062533,-0.07686316967010504,1.0344730045575001,-0.059052228927612305,1.236579737608641
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,0.5320996642112732,2.2800785875024605,0.5120303630828857,2.9196774427018526,The Hitchhiker's Guide to the Galaxy,0.4902479350566864,1.2326925936283584,0.5304598212242126,2.1115138981949566,0.04185172915458679,1.0473859938741021,-0.018429458141326904,0.808163544506896
+Dune,Duncan Idaho,0.4214058220386505,1.0528955818498733,0.4439141750335693,2.1972041209773283,Dune,0.4661685228347778,7.297284294208589e-05,0.4469107091426849,0.000229876418894,-0.044762700796127264,1.0528226090069313,-0.0029965341091156006,2.1969742445584344
+Twilight,Tyler Crowley,0.5633716583251953,1.140472973049515,0.554145872592926,0.4903717002677769,Twilight,0.5305580496788025,0.0755971518111978,0.5499755144119263,0.2944422307977792,0.03281360864639282,1.0648758212383171,0.004170358180999756,0.19592946946999767
+Twilight,Mary,0.5204862356185913,1.4050623647905562,0.5231702923774719,1.023507485669433,Twilight,0.4660108685493469,0.3373203105847336,0.5035999417304993,0.5700600729471494,0.054475367069244385,1.0677420542058227,0.019570350646972656,0.4534474127222836
+The Lord of the Rings,Galadriel,0.4945986270904541,1.1028929795254774,0.498959481716156,2.6947653102196303,The Lord of the Rings,0.5415364503860474,4.372329747200607e-11,0.5580785274505615,7.375608451744264e-10,-0.04693782329559326,1.1028929794817541,-0.05911904573440552,2.6947653094820696
+The Hunger Games,Haymitch Abernathy,0.4316339194774627,1.134473813765434,0.4425918161869049,1.229173845922611,The Hunger Games,0.4491443932056427,1.2683325876099306e-41,0.5349822640419006,2.641567310653902e-21,-0.017510473728179987,1.134473813765434,-0.09239044785499573,1.229173845922611
+Dune,Glossu Rabban,0.5381055474281311,2.142668830782992,0.5276147723197937,1.656558769139198,Dune,0.5129092931747437,1.0069395582773502,0.4982693493366241,0.8636006270233796,0.02519625425338745,1.135729272505642,0.02934542298316961,0.7929581421158185
+The Lord of the Rings,Morgoth,0.4580369889736175,1.168327412862539,0.4980153143405914,1.836967770407093,The Lord of the Rings,0.5276913642883301,5.316404165253476e-17,0.5421412587165833,1.5246684081734516e-13,-0.06965437531471258,1.168327412862539,-0.04412594437599188,1.8369677704069405
+Dune,Feyd-Rautha Harkonnen,0.460873395204544,1.219083792235549,0.4707494080066681,0.8714558397648315,Dune,0.5048120021820068,0.0491797741805462,0.5505842566490173,0.2825709889059585,-0.043938606977462824,1.1699040180550029,-0.07983484864234924,0.5888848508588731
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.4535467624664306,2.1617533355470595,0.4651680290699005,1.5026311790084164,The Hitchhiker's Guide to the Galaxy,0.4509778022766113,0.9562000321919004,0.5595822334289551,2.624409782313436,0.002568960189819336,1.205553303355159,-0.09441420435905457,-1.1217786033050194
+Dune,Dama,0.4857421815395355,1.715304963446476,0.4941137433052063,0.6593159783259328,Dune,0.4485619664192199,0.4845491510995697,0.5121527910232544,0.7110396160190182,0.03718021512031561,1.2307558123469065,-0.018039047718048096,-0.05172363769308541
+The Lord of the Rings,Aragorn II,0.514411449432373,1.2754050915206687,0.49165078997612,1.2727238428741576,The Lord of the Rings,0.5183244943618774,1.4765109316005042e-08,0.5439724326133728,6.747405139781331e-12,-0.0039130449295043945,1.2754050767555594,-0.05232164263725281,1.2727238428674101
+The Hunger Games,Palmyra Monty,0.4756408631801605,2.723208990680631,0.5241082310676575,3.4981564388107538,The Hunger Games,0.4658852517604828,1.4012232545944838,0.5263291597366333,2.776145655403921,0.009755611419677734,1.3219857360861471,-0.00222092866897583,0.7220107834068328
+The Lord of the Rings,Smaug,0.4951056838035583,1.369934426713461,0.5086314678192139,1.0657703146783388,The Lord of the Rings,0.5015507340431213,5.0048383037670566e-12,0.5529960989952087,5.611996296469298e-07,-0.006445050239563044,1.369934426708456,-0.04436463117599487,1.0657697534787092
+The Hunger Games,Katniss Everdeen,0.4497995972633362,1.4265105776332534,0.474838376045227,2.195442424563712,The Hunger Games,0.4919271767139435,3.5075124594518224e-74,0.5602644085884094,3.947301730599182e-27,-0.0421275794506073,1.4265105776332534,-0.08542603254318243,2.195442424563712
+Dune,Paul Atreides,0.477653831243515,1.4512494341597175,0.4664964973926544,1.45505341540141,Dune,0.4406875669956207,2.358466546337092e-14,0.4551504552364349,2.737971189246936e-07,0.03696626424789429,1.451249434159694,0.011346042156219538,1.4550531416042911
+The Hitchhiker's Guide to the Galaxy,Captain,0.5367289185523987,2.805112306823628,0.5163926482200623,1.8205771236547,The Hitchhiker's Guide to the Galaxy,0.4852561056613922,1.3337660049817803,0.5076146721839905,0.9621542476535582,0.05147281289100647,1.4713463018418478,0.008777976036071777,0.8584228760011418
+Harry Potter,Dean Thomas,0.4605115950107574,1.521156044271354,0.448440670967102,1.828053777490866,Harry Potter,0.4910069108009338,1.964056739711877e-21,0.5423886179924011,6.595244790795994e-09,-0.03049531579017639,1.521156044271354,-0.09394794702529913,1.8280537708956213
+Harry Potter,Seamus Finnigan,0.4527804553508758,1.5254552835269637,0.4320342540740967,1.6758501032135402,Harry Potter,0.5138559937477112,6.541696306138895e-16,0.5381180644035339,2.4033985258907307e-06,-0.06107553839683538,1.525455283526963,-0.10608381032943726,1.6758476998150142
+Dune,Hayt,0.5439981818199158,3.035260854687782,0.5676808953285217,1.8890437314339483,Dune,0.5623521208763123,1.488815995076424,0.5540022253990173,2.7630196330461185,-0.018353939056396484,1.546444859611358,0.013678669929504395,-0.8739759016121702
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,0.4822753369808197,2.544482997403323,0.5229754447937012,1.666027704785033,The Hitchhiker's Guide to the Galaxy,0.4566085934638977,0.9668784992035736,0.5390203595161438,2.0755742165154047,0.025666743516921997,1.5776044981997495,-0.016044914722442627,-0.4095465117303718
+The Lord of the Rings,Sauron,0.4784235060214996,1.6349855311995525,0.473971426486969,3.107573119386748,The Lord of the Rings,0.4822040498256683,1.5777603004678571e-62,0.5719515085220337,1.2221334063712123e-19,-0.003780543804168701,1.6349855311995525,-0.0979800820350647,3.107573119386748
+The Lord of the Rings,Frodo Baggins,0.4546349644660949,1.7198854026994104,0.4846213757991791,1.250914683541555,The Lord of the Rings,0.4864082634449005,2.1745984994112282e-17,0.5676297545433044,1.848452970455668e-08,-0.0317732989788056,1.7198854026994104,-0.08300837874412537,1.2509146650570253
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,0.484935998916626,2.711765617333668,0.541314423084259,1.1895178198195084,The Hitchhiker's Guide to the Galaxy,0.4696454703807831,0.8978039968744738,0.5031110644340515,1.1097740115014256,0.015290528535842896,1.8139616204591942,0.03820335865020752,0.07974380831808281
+Dune,Lucilla,0.5374746918678284,2.789838649157089,0.5433661341667175,4.21780433563992,Dune,0.5077373385429382,0.7368252249282593,0.5373562574386597,1.3430112354343922,0.029737353324890137,2.05301342422883,0.006009876728057861,2.8747931002055283
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.5412886142730713,3.643808150265752,0.5502378940582275,5.653932292970884,The Hitchhiker's Guide to the Galaxy,0.5014403462409973,1.5210810540607456,0.5499670505523682,2.281380024832352,0.039848268032073975,2.122727096205007,0.000270843505859375,3.372552268138532
+The Lord of the Rings,Elrond,0.5225498080253601,2.1405124896213987,0.5052364468574524,2.5439314310177656,The Lord of the Rings,0.5360152721405029,2.839668591472706e-05,0.5335156321525574,1.633587481324431e-05,-0.013465464115142822,2.140484092935484,-0.02827918529510498,2.5439150951429523
+Dune,Iakin Nefud,0.5762370824813843,3.774862952073259,0.5554256439208984,1.3726203168044029,Dune,0.5314460396766663,1.5068754477787645,0.5381607413291931,1.2583039126290727,0.04479104280471802,2.267987504294495,0.017264902591705322,0.11431640417533018
+The Hitchhiker's Guide to the Galaxy,Barman,0.5393004417419434,4.006915173714827,0.5009679794311523,1.4300801901079685,The Hitchhiker's Guide to the Galaxy,0.511643648147583,1.608056616499328,0.5494937896728516,1.9716792377981351,0.02765679359436035,2.398858557215499,-0.04852581024169922,-0.5415990476901666
+The Hitchhiker's Guide to the Galaxy,Roosta,0.5273421406745911,4.546129077375875,0.526216983795166,4.499983689897789,The Hitchhiker's Guide to the Galaxy,0.5169205665588379,2.102114009073872,0.5259182453155518,5.666003639061062,0.010421574115753174,2.444015068302003,0.0002987384796142578,-1.1660199491632728
+Dune,Mapes,0.5485497713088989,2.672092425420998,0.4881096184253692,0.6152978619282995,Dune,0.5276244282722473,0.0458423124801677,0.5413835644721985,2.2664236242419347,0.02092534303665161,2.62625011294083,-0.05327394604682928,-1.6511257623136353
+Dune,Hasimir Fenring,0.547031044960022,3.7819609171032647,0.5571539402008057,1.9510502823437563,Dune,0.5189106464385986,0.7464248043860787,0.5208718776702881,1.5108144082637671,0.02812039852142334,3.035536112717186,0.03628206253051758,0.4402358740799892
+Dune,Tylwyth Waff,0.5741361379623413,5.170779834619342,0.4583922624588012,0.1531923656668821,Dune,0.5559523701667786,1.7187419585481665,0.5639292001724243,1.6008048102770898,0.018183767795562744,3.4520378760711754,-0.1055369377136231,-1.4476124446102077
+Harry Potter,Bartemius Crouch Junior,0.4790416359901428,3.9225961309581856,0.4808548986911773,3.138785448592562,Harry Potter,0.5438398122787476,2.068045174634521e-09,0.5474404096603394,1.3919049480481646e-09,-0.06479817628860474,3.9225961288901403,-0.06658551096916204,3.1387854472006573
+Harry Potter,Myrtle Warren,0.4512809216976166,4.066192632689464,0.4595744013786316,4.842941977938914,Harry Potter,0.508208155632019,1.076582645255686e-05,0.5474299788475037,2.642506336340502e-06,-0.056927233934402466,4.066181866863012,-0.08785557746887207,4.842939335432577
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,0.5453110933303833,6.22332899740104,0.4888273477554321,1.7581331973296717,The Hitchhiker's Guide to the Galaxy,0.5102677345275879,1.5426929913351373,0.5362627506256104,2.2513618535087176,0.03504335880279541,4.680636006065903,-0.04743540287017828,-0.493228656179046
+Dune,Marcus Claire Luyseyal,0.5409387946128845,5.817468506746241,0.4750081300735473,1.6040966020982437,Dune,0.4626936614513397,1.0868284645373023,0.5031079053878784,1.939214834068864,0.0782451331615448,4.730640042208939,-0.02809977531433111,-0.3351182319706203
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5912110805511475,12.419892748137844,0.5154204964637756,1.6728761877985672,The Hitchhiker's Guide to the Galaxy,0.5403741002082825,3.0068773709123358,0.551992654800415,8.413546322822135,0.05083698034286499,9.41301537722551,-0.036572158336639404,-6.740670135023568
diff --git a/ressources/data/total_comparisson/normal_eval_comparisonwF.csv b/ressources/data/total_comparisson/normal_eval_comparisonwF.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c7235004bfa830636d69d1f2f74d27db6313782a
--- /dev/null
+++ b/ressources/data/total_comparisson/normal_eval_comparisonwF.csv
@@ -0,0 +1,312 @@
+Book_1,Character,F1_1,h_1,wF1_1,wh_1,Book_2,F1_2,h_2,wF1_2,wh_2,F1c,hc,wF1c,whc
+The Lord of the Rings,Legolas,0.4352049231529236,0.4679468441090048,0.4515453577041626,1.3105177750316803,The Lord of the Rings,0.5186892151832581,4.7944220802678974e-24,0.583724319934845,2.8502492893339547e-09,-0.08348429203033447,0.4679468441090048,-0.13217896223068237,1.310517772181431
+Dune,Lichna,0.4485637843608856,1.328797911591771,0.4464889764785766,0.7906917182421546,Dune,0.5000667572021484,0.8253871268352208,0.5714812278747559,2.2966022270097417,-0.05150297284126282,0.5034107847565502,-0.12499225139617925,-1.5059105087675873
+Harry Potter,Rita Skeeter,0.4344606101512909,0.5426442446824509,0.4388675093650818,1.2415302305645854,Harry Potter,0.4429920613765716,2.1620884269442426e-18,0.5543853044509888,5.9324980022154e-07,-0.008531451225280706,0.5426442446824509,-0.11551779508590698,1.2415296373147853
+Twilight,Vasilii,0.4197364151477813,0.0006704062509159,0.4228555858135223,0.0588528301541689,Twilight,0.4868839085102081,0.9821019779920626,0.5375935435295105,1.6325823342779708,-0.06714749336242676,-0.9814315717411467,-0.11473795771598821,-1.573729504123802
+Twilight,Kachiri,0.5447333455085754,0.92798029818798,0.4272400140762329,0.0480980095476665,Twilight,0.5337878465652466,1.2243431248416543,0.5379436016082764,3.230076547233832,0.010945498943328857,-0.2963628266536743,-0.11070358753204346,-3.1819785376861653
+Twilight,Felix,0.5359938740730286,0.0005091215912758,0.438522458076477,1.548957681363193e-10,Twilight,0.488877922296524,1.5009940594018296e-05,0.5447016954421997,0.0014592390895059,0.04711595177650457,0.0004941116506817817,-0.10617923736572271,-0.001459238934610132
+Harry Potter,Seamus Finnigan,0.4527804553508758,1.5254552835269637,0.4320342540740967,1.6758501032135402,Harry Potter,0.5138559937477112,6.541696306138895e-16,0.5381180644035339,2.4033985258907307e-06,-0.06107553839683538,1.525455283526963,-0.10608381032943726,1.6758476998150142
+Dune,Tylwyth Waff,0.5741361379623413,5.170779834619342,0.4583922624588012,0.1531923656668821,Dune,0.5559523701667786,1.7187419585481665,0.5639292001724243,1.6008048102770898,0.018183767795562744,3.4520378760711754,-0.1055369377136231,-1.4476124446102077
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.5309005975723267,1.657872944449094,0.5062478184700012,1.0521555069322066,The Hitchhiker's Guide to the Galaxy,0.5384833216667175,2.4184494776517766,0.6105626225471497,7.005432719867193,-0.007582724094390869,-0.7605765332026826,-0.10431480407714844,-5.953277212934987
+Dune,Schwangyu,0.542707085609436,2.5322962807125675,0.4593090415000915,1.3245332225874222,Dune,0.5511276125907898,1.8958544366122756,0.5603456497192383,3.75076187459884,-0.00842052698135376,0.6364418441002919,-0.10103660821914678,-2.4262286520114174
+The Hunger Games,Mizzen,0.4259211421012878,1.2010382943299564e-06,0.4469455778598785,1.869939636121712e-07,The Hunger Games,0.4994212985038757,0.0027858218807353,0.5460163354873657,0.0096939378827912,-0.07350015640258789,-0.00278462084244097,-0.09907075762748724,-0.009693750888827587
+The Lord of the Rings,Sauron,0.4784235060214996,1.6349855311995525,0.473971426486969,3.107573119386748,The Lord of the Rings,0.4822040498256683,1.5777603004678571e-62,0.5719515085220337,1.2221334063712123e-19,-0.003780543804168701,1.6349855311995525,-0.0979800820350647,3.107573119386748
+Twilight,Senna,0.5209641456604004,0.1763051382946032,0.4448743462562561,0.0162425166037513,Twilight,0.5020114183425903,1.1654473847385365,0.5421069860458374,3.339938662868396,0.01895272731781006,-0.9891422464439332,-0.0972326397895813,-3.3236961462646444
+The Hunger Games,Livia Cardew,0.4411150813102722,0.0011644289971937,0.4497662484645843,0.018320461370184,The Hunger Games,0.4969425797462463,0.601184000557319,0.5460469126701355,1.993355810689457,-0.055827498435974066,-0.6000195715601253,-0.0962806642055512,-1.9750353493192732
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.4535467624664306,2.1617533355470595,0.4651680290699005,1.5026311790084164,The Hitchhiker's Guide to the Galaxy,0.4509778022766113,0.9562000321919004,0.5595822334289551,2.624409782313436,0.002568960189819336,1.205553303355159,-0.09441420435905457,-1.1217786033050194
+Twilight,Carmen,0.5116759538650513,0.0083180897352118,0.4351828396320343,4.641500438336512e-07,Twilight,0.4769243597984314,0.0020450478101498,0.529487669467926,0.0667213460788601,0.03475159406661987,0.006273041925062,-0.09430482983589172,-0.06672088192881627
+Harry Potter,Dean Thomas,0.4605115950107574,1.521156044271354,0.448440670967102,1.828053777490866,Harry Potter,0.4910069108009338,1.964056739711877e-21,0.5423886179924011,6.595244790795994e-09,-0.03049531579017639,1.521156044271354,-0.09394794702529913,1.8280537708956213
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+The Hunger Games,Haymitch Abernathy,0.4316339194774627,1.134473813765434,0.4425918161869049,1.229173845922611,The Hunger Games,0.4491443932056427,1.2683325876099306e-41,0.5349822640419006,2.641567310653902e-21,-0.017510473728179987,1.134473813765434,-0.09239044785499573,1.229173845922611
+Twilight,Paul Lahote,0.5231663584709167,0.0037034459416706,0.4577199518680572,9.125731580496854e-11,Twilight,0.5150099992752075,0.0303382441467537,0.5465271472930908,0.0221356357462167,0.008156359195709229,-0.0266347982050831,-0.08880719542503362,-0.022135635654959386
+The Lord of the Rings,Saruman,0.4741404950618744,0.8696719536245657,0.4654025435447693,1.2235656275977629,The Lord of the Rings,0.4671428799629211,5.896204108889357e-98,0.5533922910690308,1.1844731084685679e-11,0.006997615098953303,0.8696719536245657,-0.08798974752426147,1.2235656275859181
+Harry Potter,Myrtle Warren,0.4512809216976166,4.066192632689464,0.4595744013786316,4.842941977938914,Harry Potter,0.508208155632019,1.076582645255686e-05,0.5474299788475037,2.642506336340502e-06,-0.056927233934402466,4.066181866863012,-0.08785557746887207,4.842939335432577
+Twilight,J. Jenks,0.5524166822433472,0.2216549059922535,0.4394181370735168,0.0001588303121254,Twilight,0.5219054818153381,0.094675581562965,0.5259211659431458,0.0063786709959909,0.030511200428009033,0.1269793244292885,-0.08650302886962896,-0.006219840683865501
+Twilight,Aro,0.4243939220905304,0.460612241210917,0.4378767609596252,0.6814359492698534,Twilight,0.4543935358524322,9.889850379521285e-13,0.5243455767631531,8.342864762593227e-07,-0.0299996137619018,0.460612241209928,-0.08646881580352789,0.6814351149833772
+The Hunger Games,Felix Ravinstill,0.485382467508316,0.2378235069555312,0.4536113142967224,0.3712447120353729,The Hunger Games,0.5140994787216187,1.570545047804901,0.5395987629890442,1.752262925950918,-0.028717011213302668,-1.3327215408493698,-0.08598744869232178,-1.381018213915545
+The Hunger Games,Katniss Everdeen,0.4497995972633362,1.4265105776332534,0.474838376045227,2.195442424563712,The Hunger Games,0.4919271767139435,3.5075124594518224e-74,0.5602644085884094,3.947301730599182e-27,-0.0421275794506073,1.4265105776332534,-0.08542603254318243,2.195442424563712
+Twilight,Charlie Swan,0.4474963545799255,0.6579660924865371,0.4262187480926513,1.7776992499067172,Twilight,0.50819993019104,1.7029831075784686e-20,0.5111526250839233,1.0789891481000245e-15,-0.06070357561111456,0.6579660924865371,-0.08493387699127203,1.7776992499067161
+Twilight,Randall,0.4445645213127136,0.2113762974976194,0.4651248753070831,0.1869984820936673,Twilight,0.553048312664032,1.454575429737306,0.5498643517494202,3.8130195171475982,-0.10848379135131836,-1.2431991322396865,-0.08473947644233709,-3.626021035053931
+The Lord of the Rings,Frodo Baggins,0.4546349644660949,1.7198854026994104,0.4846213757991791,1.250914683541555,The Lord of the Rings,0.4864082634449005,2.1745984994112282e-17,0.5676297545433044,1.848452970455668e-08,-0.0317732989788056,1.7198854026994104,-0.08300837874412537,1.2509146650570253
+Dune,Ziarenko Javid,0.5213062167167664,0.7372080900214711,0.4195296764373779,0.1327686030114251,Dune,0.467689573764801,0.8923458602015979,0.5024972558021545,0.9705700571787712,0.05361664295196533,-0.15513777018012676,-0.08296757936477667,-0.8378014541673461
+Twilight,Charlotte,0.4985171854496002,0.0262960061436414,0.4373162090778351,7.300929998184094e-06,Twilight,0.5051864385604858,0.0596528866898714,0.5192722082138062,0.2376004493509231,-0.00666925311088562,-0.03335688054623,-0.08195599913597107,-0.2375931484209249
+Dune,Feyd-Rautha Harkonnen,0.460873395204544,1.219083792235549,0.4707494080066681,0.8714558397648315,Dune,0.5048120021820068,0.0491797741805462,0.5505842566490173,0.2825709889059585,-0.043938606977462824,1.1699040180550029,-0.07983484864234924,0.5888848508588731
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+Twilight,Lauren Mallory,0.452099472284317,0.0881345951046566,0.4402539134025574,0.0103526996278594,Twilight,0.5076858997344971,0.0148204148834229,0.5188787579536438,1.9971218720906192,-0.055586427450180054,0.0733141802212337,-0.07862484455108643,-1.9867691724627599
+The Lord of the Rings,Bilbo Baggins,0.4629913568496704,0.7427334673811882,0.4710036516189575,0.7643137653901765,The Lord of the Rings,0.4778127372264862,5.997080118325448e-93,0.5490546822547913,5.605650315565308e-07,-0.014821380376815796,0.7427334673811882,-0.07805103063583374,0.764313204825145
+Twilight,Tia,0.5152443051338196,8.281582664851085e-06,0.4440155327320099,2.194075915816099e-07,Twilight,0.4475622475147247,0.0001213449980344,0.5206810235977173,0.1201431568196889,0.0676820576190949,-0.00011306341536954892,-0.0766654908657074,-0.12014293741209732
+Dune,Ramallo,0.4325161278247833,0.0687161399514886,0.501629650592804,1.872451841371104,Dune,0.5678929090499878,1.154690518665489,0.5771474838256836,1.2469760206362497,-0.13537678122520447,-1.0859743787140004,-0.07551783323287964,0.6254758207348543
+Twilight,Sam Uley,0.4657468497753143,0.7360231784276465,0.4671300649642944,0.9117944123315556,Twilight,0.5355950593948364,3.600960145056e-05,0.540189266204834,1.1542121422218382e-05,-0.06984820961952215,0.735987168826196,-0.0730592012405396,0.9117828702101334
+The Hunger Games,Clemensia Dovecote,0.5008890628814697,1.6014022585481102e-05,0.4638417661190033,4.811672253580727e-08,The Hunger Games,0.5120881795883179,0.0047036399681221,0.5367035269737244,0.0222355032350336,-0.011199116706848145,-0.004687625945536619,-0.07286176085472107,-0.022235455118311064
+The Hunger Games,Coral,0.4286750257015228,4.980235540597977e-07,0.4535006880760193,4.3197941769261226e-08,The Hunger Games,0.4890300333499908,0.0080261692520166,0.5262603163719177,0.0648888114158943,-0.06035500764846796,-0.00802567122846254,-0.07275962829589844,-0.06488876821795253
+Dune,Korba,0.4905959963798523,1.9028732015359175,0.4283231496810913,0.0761158108795646,Dune,0.4850527346134186,1.211352121437672,0.5010478496551514,1.7559935864881495,0.005543261766433716,0.6915210800982456,-0.07272469997406006,-1.679877775608585
+Dune,Tio Holtzman,0.4509092569351196,5.580479411464467e-05,0.5041067600250244,0.0065064358970146,Dune,0.5365378260612488,0.4520475765011633,0.5751590132713318,0.2024374726113764,-0.0856285691261292,-0.45199177170704863,-0.07105225324630737,-0.1959310367143618
+The Hunger Games,Vipsania Sickle,0.4668054580688476,0.0091408931120802,0.4577060341835022,0.2628891810579304,The Hunger Games,0.494323194026947,1.5781923253593952,0.5286621451377869,2.421608415197159,-0.02751773595809942,-1.569051432247315,-0.07095611095428467,-2.1587192341392285
+Dune,Aramsham,0.4058475792407989,0.8238137072393069,0.4876619875431061,0.9168460982084708,Dune,0.5344614386558533,1.4950078491961325,0.558563232421875,1.4762572326855694,-0.12861385941505438,-0.6711941419568256,-0.07090124487876892,-0.5594111344770986
+The Lord of the Rings,Faramir,0.4913611710071563,0.8622361224149409,0.4823136627674103,1.0867150159587091,The Lord of the Rings,0.4902814328670501,1.67007031583667e-22,0.5523663759231567,4.15414819828084e-05,0.0010797381401062012,0.8622361224149409,-0.07005271315574646,1.0866734744767264
+Dune,Vorian Atreides,0.4723348021507263,0.7620755642897297,0.4491121768951416,1.0658716977179965,Dune,0.5141591429710388,1.5746219723473062e-11,0.5186734795570374,2.5327050753729173e-14,-0.0418243408203125,0.7620755642739835,-0.06956130266189575,1.0658716977179712
+Dune,Otheym,0.5519803762435913,1.9190665607807564,0.488323450088501,0.4175151666718351,Dune,0.5967943072319031,2.07091631715095,0.5572136640548706,2.31686868074298,-0.04481393098831177,-0.1518497563701935,-0.06889021396636963,-1.899353514071145
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,0.5344204902648926,4.215717009037368,0.4994305968284607,2.7808154040086315,The Hitchhiker's Guide to the Galaxy,0.5566425323486328,5.327887898814819,0.5682133436203003,4.149285679691731,-0.022222042083740234,-1.1121708897774507,-0.0687827467918396,-1.3684702756830998
+Twilight,Victoria,0.439033567905426,0.6875448458491541,0.4483987092971802,0.7681029253884348,Twilight,0.4500223100185394,2.4296132185068976e-12,0.5165584683418274,4.3097260621781655e-09,-0.010988742113113348,0.6875448458467245,-0.06815975904464722,0.7681029210787088
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.5128700733184814,1.946174109013354,0.5239087343215942,2.7189349347234626,The Hitchhiker's Guide to the Galaxy,0.5236223936080933,1.0433548950697888,0.5911267399787903,2.4572819478109995,-0.010752320289611816,0.9028192139435651,-0.06721800565719604,0.2616529869124631
+Dune,Jehanne Butler,0.4389314949512481,0.0288194764317802,0.4444078803062439,0.0512613213413012,Dune,0.5041056871414185,0.7578706297314075,0.511239230632782,0.7765911703854489,-0.06517419219017034,-0.7290511532996273,-0.06683135032653809,-0.7253298490441477
+Harry Potter,Bartemius Crouch Junior,0.4790416359901428,3.9225961309581856,0.4808548986911773,3.138785448592562,Harry Potter,0.5438398122787476,2.068045174634521e-09,0.5474404096603394,1.3919049480481646e-09,-0.06479817628860474,3.9225961288901403,-0.06658551096916204,3.1387854472006573
+The Lord of the Rings,Gandalf,0.493848979473114,0.7690076168971675,0.4897597432136535,2.593182433548461,The Lord of the Rings,0.4894548654556274,3.482748800879476e-39,0.5559438467025757,8.537526913583036e-14,0.004394114017486628,0.7690076168971675,-0.06618410348892217,2.5931824335483755
+The Hunger Games,Coriolanus Snow,0.4087497889995575,0.3796436125093209,0.4526492655277252,1.5742954966856622,The Hunger Games,0.4886925816535949,1.7029677076940517e-18,0.518031120300293,7.187736589710056e-17,-0.07994279265403742,0.3796436125093209,-0.06538185477256775,1.5742954966856622
+The Hunger Games,Lysistrata Vickers,0.4519827663898468,7.61478911561517e-07,0.4958251416683197,0.0011258190365234,The Hunger Games,0.530523419380188,0.0118625476820695,0.5598405003547668,0.0343174409523811,-0.07854065299034119,-0.011861786203157938,-0.06401535868644714,-0.0331916219158577
+Dune,Tertius Eileen Anteac,0.5371912717819214,1.3095758687498087,0.4741029441356659,0.0657697811943477,Dune,0.4842688739299774,1.6092160416916077,0.5371854901313782,0.9017624269997888,0.05292239785194397,-0.299640172941799,-0.06308254599571228,-0.8359926458054411
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,0.4869276583194732,0.3086540700572138,0.4509564638137817,0.2733458965409725,The Hitchhiker's Guide to the Galaxy,0.5017083287239075,1.667916825646644,0.5132248997688293,0.986423940066365,-0.01478067040443426,-1.35926275558943,-0.06226843595504766,-0.7130780435253925
+Dune,Alma Mavis Taraza,0.5075234174728394,0.6880329098557795,0.4995601177215576,0.2924849668415627,Dune,0.5149604678153992,0.8999436439874243,0.5610169768333435,0.9030535975180288,-0.0074370503425598145,-0.21191073413164485,-0.06145685911178589,-0.6105686306764662
+Dune,Liet-Kynes,0.5388694405555725,0.7744858351693394,0.5246624946594238,0.6364821227227504,Dune,0.4854009747505188,0.1085691714704211,0.5855634212493896,0.9576363986833852,0.05346846580505371,0.6659166636989183,-0.06090092658996582,-0.32115427596063484
+The Lord of the Rings,Galadriel,0.4945986270904541,1.1028929795254774,0.498959481716156,2.6947653102196303,The Lord of the Rings,0.5415364503860474,4.372329747200607e-11,0.5580785274505615,7.375608451744264e-10,-0.04693782329559326,1.1028929794817541,-0.05911904573440552,2.6947653094820696
+Dune,Leto Atreides II,0.4332444071769714,1.0353937872588983,0.4626670479774475,1.236763637671174,Dune,0.5101075768470764,0.0009207827013981,0.5217192769050598,0.000183900062533,-0.07686316967010504,1.0344730045575001,-0.059052228927612305,1.236579737608641
+Twilight,Rachel Black,0.4674018919467926,0.0019080303123256,0.4487326741218567,0.0005745818831719,Twilight,0.4946772158145904,0.4461437557674763,0.5062205791473389,0.2900946600663232,-0.027275323867797796,-0.44423572545515067,-0.05748790502548218,-0.2895200781831513
+The Lord of the Rings,Túrin,0.4932235479354858,1.9729607394382167e-10,0.4993710517883301,2.1667083816749173e-05,The Lord of the Rings,0.5421173572540283,0.0429806611634024,0.5550504326820374,0.0017625311475901,-0.048893809318542536,-0.042980660966106324,-0.055679380893707275,-0.001740864063773351
+Dune,Quintinius Violet Chenoeh,0.5333386659622192,0.0006095256747923,0.4813452661037445,2.004955329972975e-05,Dune,0.503670334815979,0.003929017584763,0.5365883708000183,0.0071388692042059,0.029668331146240234,-0.0033194919099707003,-0.055243104696273804,-0.00711881965090617
+Twilight,Garrett,0.4939342439174652,0.0974875565247484,0.4706915915012359,7.563791265191502e-06,Twilight,0.4718561172485351,0.000427357599277,0.5253652334213257,0.0422177982688839,0.02207812666893011,0.0970601989254714,-0.05467364192008978,-0.04221023447761871
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,0.4745515286922455,1.8897915120627369,0.4854231774806976,1.4991200642594105,The Hitchhiker's Guide to the Galaxy,0.4951694905757904,1.255892682117142,0.5399518013000488,1.751950865087436,-0.020617961883544922,0.633898829945595,-0.05452862381935125,-0.25283080082802556
+Dune,Norma Cenva,0.494139552116394,1.279041748836781,0.5010496973991394,0.8907502084443788,Dune,0.5233030319213867,0.778264812852435,0.555372953414917,2.386279260997153,-0.02916347980499273,0.5007769359843459,-0.05432325601577759,-1.495529052552774
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.4553157687187195,0.5980317027887777,0.496841698884964,2.427544772938232,The Hitchhiker's Guide to the Galaxy,0.5172088146209717,1.3230990334518309,0.5507286787033081,3.484903478663206,-0.0618930459022522,-0.7250673306630532,-0.053886979818344116,-1.0573587057249743
+Twilight,Brady Fuller,0.4072178900241852,0.4258262646188319,0.3713338673114776,0.1247171649284515,Twilight,0.4130733013153076,0.6068299589117829,0.4249446392059326,0.6052303750544059,-0.0058554112911224365,-0.18100369429295105,-0.05361077189445501,-0.4805132101259544
+Twilight,Eleazar,0.5085576176643372,0.0235834368810516,0.471886932849884,2.449435515698204e-05,Twilight,0.4954434037208557,8.21575146284907e-06,0.5252564549446106,0.0046762128614364,0.013114213943481445,0.02357522112958875,-0.05336952209472662,-0.0046517185062794186
+Dune,Mapes,0.5485497713088989,2.672092425420998,0.4881096184253692,0.6152978619282995,Dune,0.5276244282722473,0.0458423124801677,0.5413835644721985,2.2664236242419347,0.02092534303665161,2.62625011294083,-0.05327394604682928,-1.6511257623136353
+The Hitchhiker's Guide to the Galaxy,Number Two,0.43616983294487,0.9727470646024056,0.4991006553173065,1.892146497758362,The Hitchhiker's Guide to the Galaxy,0.5003491044044495,1.2324191217297131,0.5516855120658875,1.8112055895966903,-0.06417927145957947,-0.25967205712730757,-0.05258485674858093,0.08094090816167165
+The Lord of the Rings,Aragorn II,0.514411449432373,1.2754050915206687,0.49165078997612,1.2727238428741576,The Lord of the Rings,0.5183244943618774,1.4765109316005042e-08,0.5439724326133728,6.747405139781331e-12,-0.0039130449295043945,1.2754050767555594,-0.05232164263725281,1.2727238428674101
+Dune,Chani Kynes,0.4593413472175598,0.765399971568981,0.4882956147193908,0.8681908027060506,Dune,0.5317520499229431,1.1616693733240029,0.5398597121238708,1.4438592161520991,-0.0724107027053833,-0.3962694017550219,-0.051564097404480036,-0.5756684134460485
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,0.4988591372966766,0.1258692840482537,0.4810832440853119,0.3714832006276615,The Hitchhiker's Guide to the Galaxy,0.509372889995575,1.866133674698825,0.5305003523826599,2.344663893372813,-0.010513752698898371,-1.7402643906505713,-0.04941710829734802,-1.9731806927451512
+The Hitchhiker's Guide to the Galaxy,Barman,0.5393004417419434,4.006915173714827,0.5009679794311523,1.4300801901079685,The Hitchhiker's Guide to the Galaxy,0.511643648147583,1.608056616499328,0.5494937896728516,1.9716792377981351,0.02765679359436035,2.398858557215499,-0.04852581024169922,-0.5415990476901666
+The Hitchhiker's Guide to the Galaxy,Allitnils,0.4514158368110657,0.7028346729424548,0.4638689458370209,1.177709601829284,The Hitchhiker's Guide to the Galaxy,0.4965316355228424,0.8980947810572045,0.5122107267379761,1.7813170644012286,-0.04511579871177673,-0.1952601081147497,-0.0483417809009552,-0.6036074625719445
+Dune,Alia Atreides,0.4658108353614807,0.3335438271517829,0.4670486748218536,0.1940878944588636,Dune,0.4886529445648193,0.2486703479700113,0.5153259038925171,0.6871300640953478,-0.022842109203338568,0.08487347918177157,-0.04827722907066351,-0.49304216963648423
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,0.5453110933303833,6.22332899740104,0.4888273477554321,1.7581331973296717,The Hitchhiker's Guide to the Galaxy,0.5102677345275879,1.5426929913351373,0.5362627506256104,2.2513618535087176,0.03504335880279541,4.680636006065903,-0.04743540287017828,-0.493228656179046
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.4491147696971893,0.167543472843609,0.4874661862850189,3.8898089760996233,The Hitchhiker's Guide to the Galaxy,0.5064576864242554,1.4415529324090486,0.5332200527191162,2.406554908545643,-0.057342916727066096,-1.2740094595654397,-0.04575386643409729,1.4832540675539803
+Twilight,Mexican coven,0.5069307088851929,0.0362351906965213,0.4671769738197326,0.0880664320824296,Twilight,0.4998178482055664,0.5380650017431479,0.512706995010376,0.4692169152583046,0.007112860679626465,-0.5018298110466266,-0.045530021190643366,-0.381150483175875
+The Lord of the Rings,Smaug,0.4951056838035583,1.369934426713461,0.5086314678192139,1.0657703146783388,The Lord of the Rings,0.5015507340431213,5.0048383037670566e-12,0.5529960989952087,5.611996296469298e-07,-0.006445050239563044,1.369934426708456,-0.04436463117599487,1.0657697534787092
+The Lord of the Rings,Morgoth,0.4580369889736175,1.168327412862539,0.4980153143405914,1.836967770407093,The Lord of the Rings,0.5276913642883301,5.316404165253476e-17,0.5421412587165833,1.5246684081734516e-13,-0.06965437531471258,1.168327412862539,-0.04412594437599188,1.8369677704069405
+Dune,Piter De Vries,0.5243019461631775,1.1976779929079375,0.524216890335083,1.2231867428278729,Dune,0.5457844734191895,2.264401020878476,0.5682894587516785,3.001800801270369,-0.021482527256011963,-1.0667230279705386,-0.04407256841659546,-1.778614058442496
+Twilight,Amun,0.5048414468765259,0.0363424946666695,0.4782496392726898,0.0001141380678301,Twilight,0.4475617110729217,0.0002119297826385,0.5199306011199951,0.0018816264449106,0.05727973580360418,0.036130564884031,-0.0416809618473053,-0.0017674883770805
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,0.5244877934455872,1.6782123801521862,0.4863301217556,3.513824218687684,The Hitchhiker's Guide to the Galaxy,0.5036670565605164,0.995913763020436,0.5276214480400085,5.068278898090996,0.0208207368850708,0.6822986171317502,-0.04129132628440857,-1.5544546794033116
+The Hitchhiker's Guide to the Galaxy,Lintilla,0.4331122636795044,0.0054116694166139,0.5091831088066101,0.2562651870653857,The Hitchhiker's Guide to the Galaxy,0.5287073850631714,0.558869123703348,0.5504475831985474,0.5872657301781092,-0.09559512138366699,-0.5534574542867341,-0.041264474391937256,-0.33100054311272353
+Dune,Tlaloc,0.4285541176795959,0.0118315451596015,0.5015847682952881,0.9321172489174157,Dune,0.5124073624610901,3.8070235424098406,0.542407751083374,1.1899244749396642,-0.0838532447814942,-3.7951919972502393,-0.04082298278808594,-0.2578072260222486
+Dune,Abulurd Harkonnen,0.5403276085853577,2.013332878603165,0.5230582356452942,2.1064208263373607,Dune,0.5195108652114868,1.1375128614763077,0.563437819480896,0.8915872034693118,0.02081674337387085,0.8758200171268573,-0.04037958383560181,1.214833622868049
+Twilight,Rebecca Black,0.4065530896186828,0.094421984457344,0.4780859351158142,1.0728798273423112,Twilight,0.4971699118614197,1.2935049089247452,0.517520546913147,3.558757023917906,-0.09061682224273687,-1.1990829244674013,-0.039434611797332764,-2.4858771965755944
+The Hunger Games,Dill,0.4356289803981781,0.0002891011143852,0.4885352551937103,0.0960276098361049,The Hunger Games,0.510287880897522,0.1673106770659258,0.5264093279838562,0.3645071642658643,-0.07465890049934387,-0.1670215759515406,-0.037874072790145874,-0.26847955442975946
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5912110805511475,12.419892748137844,0.5154204964637756,1.6728761877985672,The Hitchhiker's Guide to the Galaxy,0.5403741002082825,3.0068773709123358,0.551992654800415,8.413546322822135,0.05083698034286499,9.41301537722551,-0.036572158336639404,-6.740670135023568
+Twilight,Renesmee Cullen,0.4330266118049621,0.6311994326354685,0.4501892328262329,0.6259689675029592,Twilight,0.497202605009079,3.8947510848525565e-11,0.4866980016231537,1.0830165529302885e-12,-0.06417599320411688,0.631199432596521,-0.036508768796920776,0.6259689675018761
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.452880322933197,1.4072647612067786,0.4860747456550598,1.3931414530091124,The Hitchhiker's Guide to the Galaxy,0.450519859790802,1.0020379796927297,0.5223364233970642,1.4941446530390217,0.0023604631423950195,0.4052267815140489,-0.036261677742004395,-0.10100320002990926
+The Hitchhiker's Guide to the Galaxy,Caveman,0.4730314910411834,1.0964563631165871,0.4764082133769989,3.0170284945414987,The Hitchhiker's Guide to the Galaxy,0.4620581865310669,1.1378235127068754,0.511817455291748,2.426670574784131,0.010973304510116522,-0.04136714959028831,-0.035409241914749146,0.5903579197573676
+The Hitchhiker's Guide to the Galaxy,Russell,0.4884125888347626,1.8988536444481336,0.4713529944419861,3.520367733124405,The Hitchhiker's Guide to the Galaxy,0.4608912467956543,0.9779045702858556,0.5067327618598938,1.3193558646808417,0.027521342039108276,0.920949074162278,-0.035379767417907715,2.2010118684435636
+Dune,Piter de Vries,0.463932991027832,0.7901284138439427,0.5120517611503601,1.5202778799386392,Dune,0.5234078764915466,2.121741244796618,0.5473734140396118,2.341555622457318,-0.059474885463714655,-1.3316128309526754,-0.03532165288925171,-0.821277742518679
+Dune,Shaddam Corrino IV,0.4789293706417084,0.1121077979174268,0.4741994738578796,0.1294522849521067,Dune,0.4910401105880737,0.2161713518518647,0.5092676877975464,0.5253868339563927,-0.012110739946365301,-0.1040635539344379,-0.035068213939666804,-0.39593454900428604
+Twilight,Leah Clearwater,0.5293238162994385,8.166267693146855e-05,0.518864095211029,6.573006431824589e-06,Twilight,0.5080369710922241,8.0013803633786e-08,0.5539224147796631,0.0024517969115172,0.021286845207214355,8.158266312783477e-05,-0.03505831956863403,-0.0024452239050853754
+Dune,Lady Jessica,0.468407541513443,0.2028299003667993,0.4681082963943481,0.3171852694143707,Dune,0.4113405346870422,0.0023579364569927,0.5031242370605469,0.5388505817298004,0.05706700682640081,0.2004719639098066,-0.035015940666198786,-0.22166531231542969
+Dune,Harah,0.4979162812232971,0.0725353494553252,0.5090550184249878,0.0058115788910207,Dune,0.4883544445037842,0.0001861030552235,0.5431880950927734,0.117351796543035,0.00956183671951294,0.0723492464001017,-0.034133076667785645,-0.1115402176520143
+Dune,Irulan Corrino,0.5094133019447327,0.0134960327501953,0.5159376263618469,0.0779417916071164,Dune,0.5549029111862183,0.3883706492553182,0.5475248694419861,0.0924784031698652,-0.045489609241485596,-0.37487461650512294,-0.03158724308013916,-0.01453661156274881
+Dune,Liet Kynes,0.5218409895896912,1.278225329638197,0.5362000465393066,0.7457589774633218,Dune,0.5779098868370056,0.5893175192449547,0.5671825408935547,0.5113138194072281,-0.05606889724731445,0.6889078103932422,-0.030982494354248047,0.23444515805609367
+Dune,Tyekanik,0.5045052170753479,0.8605449177709994,0.5404890775680542,1.138484106188053,Dune,0.5200982689857483,0.8706128152474562,0.5710911154747009,1.0321123382009028,-0.01559305191040039,-0.010067897476456755,-0.03060203790664673,0.10637176798715031
+Dune,Gaius Helen Mohiam,0.526836097240448,1.1550383866306306,0.5425923466682434,1.538226544406715,Dune,0.526899516582489,0.2654334195320227,0.5729935765266418,1.7485603659038411,-6.341934204101562e-05,0.8896049670986079,-0.030401229858398438,-0.2103338214971262
+The Lord of the Rings,Círdan,0.4970964193344116,1.1359558026426888e-15,0.5533652901649475,0.0023556687549475,The Lord of the Rings,0.5649707317352295,0.0396925836048516,0.5829378366470337,0.0174921897736828,-0.06787431240081787,-0.039692583604850465,-0.02957254648208618,-0.0151365210187353
+The Lord of the Rings,Elrond,0.5225498080253601,2.1405124896213987,0.5052364468574524,2.5439314310177656,The Lord of the Rings,0.5360152721405029,2.839668591472706e-05,0.5335156321525574,1.633587481324431e-05,-0.013465464115142822,2.140484092935484,-0.02827918529510498,2.5439150951429523
+The Hitchhiker's Guide to the Galaxy,Constant Mown,0.4848194122314453,2.6657217316758315,0.4528148770332336,1.86553460742644,The Hitchhiker's Guide to the Galaxy,0.5038566589355469,3.265715467731482,0.4810433089733124,3.086949363020123,-0.019037246704101562,-0.5999937360556507,-0.02822843194007879,-1.221414755593683
+Dune,Marcus Claire Luyseyal,0.5409387946128845,5.817468506746241,0.4750081300735473,1.6040966020982437,Dune,0.4626936614513397,1.0868284645373023,0.5031079053878784,1.939214834068864,0.0782451331615448,4.730640042208939,-0.02809977531433111,-0.3351182319706203
+The Hunger Games,Reaper Ash,0.4743912518024444,0.0004285614472345,0.4919630885124206,0.007660071244621,The Hunger Games,0.4778136610984802,0.0003236972647869,0.5199940204620361,0.0091448316415742,-0.003422409296035822,0.00010486418244760003,-0.028030931949615534,-0.0014847603969532011
+Dune,Raquella Berto-Anirul,0.5147691369056702,0.0505092472857887,0.5281753540039062,0.2529816771656182,Dune,0.5327244997024536,0.2562112091315427,0.5556399822235107,1.244242900357726,-0.017955362796783447,-0.205701961845754,-0.027464628219604492,-0.9912612231921079
+The Lord of the Rings,Ancalagon,0.477145254611969,0.0110481038998085,0.5791114568710327,2.0878972244703298,The Lord of the Rings,0.5745759010314941,4.189269457296343,0.6052698493003845,4.544569991484027,-0.09743064641952515,-4.178221353396535,-0.026158392429351807,-2.4566727670136976
+Dune,Logno,0.4954418241977691,0.8754907556427473,0.4983513653278351,0.6225424791607346,Dune,0.5045991539955139,0.4669420713972166,0.523835301399231,1.217815646928167,-0.009157329797744806,0.40854868424553065,-0.025483936071395874,-0.5952731677674323
+Twilight,Embry Call,0.5151413679122925,0.0214462358855365,0.5060939192771912,0.0093058597417683,Twilight,0.4495475590229034,1.2256301981221556e-05,0.5312647819519043,0.1356989120483769,0.0655938088893891,0.02143397958355528,-0.025170862674713135,-0.12639305230660858
+Dune,Scytale,0.4897126257419586,0.4730752657490815,0.5085275173187256,0.5772822226475126,Dune,0.521210253238678,0.5930412116541532,0.5328407883644104,0.2677262583362687,-0.03149762749671936,-0.11996594590507176,-0.024313271045684814,0.30955596431124394
+Dune,Jessica Atreides,0.4570485055446625,0.144439164385024,0.4733946025371551,0.5619218432663521,Dune,0.4973728954792022,0.376441262810641,0.4970850646495819,0.4108089338864428,-0.04032438993453974,-0.232002098425617,-0.023690462112426813,0.1511129093799093
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,0.5388432741165161,4.580215516699263,0.5233867764472961,2.5792795717445203,The Hitchhiker's Guide to the Galaxy,0.5672872066497803,4.087518235317492,0.546647310256958,4.474187102026901,-0.02844393253326416,0.49269728138177094,-0.023260533809661865,-1.894907530282381
+Dune,Octa Butler,0.4596191346645355,0.0260518392912217,0.5119488835334778,0.9994224406668474,Dune,0.5055363774299622,1.1788144831676244,0.5349791646003723,0.9440785315735382,-0.045917242765426636,-1.1527626438764027,-0.02303028106689453,0.05534390909330922
+Twilight,Harry Clearwater,0.5476050972938538,0.0438943956407439,0.5528291463851929,0.988138735717682,Twilight,0.534866988658905,0.1401510615761508,0.5757616758346558,1.7593148768518931,0.01273810863494873,-0.09625666593540688,-0.02293252944946289,-0.7711761411342112
+The Hunger Games,Treech,0.5075646638870239,0.117626392781118,0.4749631881713867,0.0002962613432383,The Hunger Games,0.4770993590354919,0.3687356863387556,0.4976861178874969,0.1049643699751414,0.030465304851532038,-0.25110929355763756,-0.022722929716110174,-0.1046681086319031
+The Lord of the Rings,Glaurung,0.4925675988197326,0.0105043637293916,0.5601674318313599,0.5209951886978874,The Lord of the Rings,0.5535544753074646,0.3629630472734391,0.5826680660247803,0.8313548871362959,-0.06098687648773199,-0.35245868354404747,-0.02250063419342041,-0.3103596984384085
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.4875471293926239,4.7026631692738174,0.5063191056251526,6.556842986455579,The Hitchhiker's Guide to the Galaxy,0.5013925433158875,4.9671203983264665,0.5283668041229248,7.481179459003158,-0.01384541392326355,-0.264457229052649,-0.022047698497772217,-0.9243364725475791
+The Lord of the Rings,Thorin II,0.4779637455940246,1.9999888091541057e-19,0.5533391833305359,1.7823173898844698e-06,The Lord of the Rings,0.5464227199554443,0.0004284126620413,0.575333297252655,0.0027267432030499,-0.06845897436141973,-0.0004284126620412998,-0.02199411392211914,-0.0027249608856600156
+Twilight,Billy Black,0.5193422436714172,0.0001874504207676,0.5135833621025085,2.3514188956747863e-06,Twilight,0.5093494057655334,2.3591983499352122e-07,0.5355236530303955,0.0005672443480786,0.009992837905883789,0.00018721450093260646,-0.021940290927886963,-0.0005648929291829252
+The Hitchhiker's Guide to the Galaxy,Random Dent,0.5012661218643188,1.1383587611249018,0.4745690524578094,0.1524974019494977,The Hitchhiker's Guide to the Galaxy,0.473728746175766,1.4937575705922388,0.4956254959106445,0.950463493923778,0.027537375688552856,-0.35539880946733704,-0.021056443452835083,-0.7979660919742804
+Twilight,Kate,0.4886078834533691,0.0004188823951983,0.501785933971405,3.64939274318443e-05,Twilight,0.4700287282466888,0.011458645602367,0.522560179233551,0.0005613060321858,0.018579155206680298,-0.0110397632071687,-0.020774245262145996,-0.0005248121047539557
+Twilight,Nahuel,0.5094461441040039,0.0122782688457226,0.4904480576515198,1.6070452396395075e-05,Twilight,0.487690657377243,3.267971768044545e-06,0.5109698176383972,0.0100261470848423,0.02175548672676092,0.012275000873954556,-0.02052175998687744,-0.010010076632445906
+Dune,Anirul Corrino,0.5136567950248718,1.876669671550019,0.5680137276649475,2.9275031075382563,Dune,0.5521725416183472,1.7887946758179385,0.5885332226753235,2.588326357345893,-0.03851574659347534,0.08787499573208057,-0.020519495010375977,0.3391767501923635
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.5244225859642029,3.808853748013472,0.4926845729351043,1.0361474155167532,The Hitchhiker's Guide to the Galaxy,0.558274507522583,3.1433265221504385,0.511775553226471,0.8516334959792943,-0.03385192155838013,0.6655272258630336,-0.019090980291366633,0.18451391953745888
+The Lord of the Rings,Thranduil,0.4878326654434204,1.3411993964995826e-27,0.5475040078163147,0.0032064112663925,The Lord of the Rings,0.515102207660675,3.7983051277183866e-11,0.5661547780036926,0.0140890316963217,-0.02726954221725464,-3.7983051277183866e-11,-0.01865077018737793,-0.0108826204299292
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,0.5320996642112732,2.2800785875024605,0.5120303630828857,2.9196774427018526,The Hitchhiker's Guide to the Galaxy,0.4902479350566864,1.2326925936283584,0.5304598212242126,2.1115138981949566,0.04185172915458679,1.0473859938741021,-0.018429458141326904,0.808163544506896
+Dune,Kailea Vernius,0.4088099002838135,3.335268626224189e-07,0.5558974742889404,0.6014721844717049,Dune,0.5170943737030029,0.3752516692902247,0.5739883184432983,0.7558099218848111,-0.10828447341918945,-0.37525133576336206,-0.01809084415435791,-0.1543377374131062
+Dune,Dama,0.4857421815395355,1.715304963446476,0.4941137433052063,0.6593159783259328,Dune,0.4485619664192199,0.4845491510995697,0.5121527910232544,0.7110396160190182,0.03718021512031561,1.2307558123469065,-0.018039047718048096,-0.05172363769308541
+The Lord of the Rings,Ungoliant,0.5248897075653076,0.0068898861689286,0.55659019947052,0.4206666712385319,The Lord of the Rings,0.524909496307373,0.2464164812303801,0.5736237168312073,0.7277688611379045,-1.9788742065429688e-05,-0.2395265950614515,-0.017033517360687256,-0.3071021898993726
+The Lord of the Rings,Shadowfax,0.558815598487854,0.2268558574927122,0.5979445576667786,1.6379879568324147,The Lord of the Rings,0.6224778294563293,1.7175942891378289,0.6148388385772705,1.9714219260473624,-0.06366223096847534,-1.4907384316451167,-0.016894280910491943,-0.3334339692149477
+Dune,Alef Burzmali,0.5161446928977966,1.0354349672963867,0.5568660497665405,1.6205280729583174,Dune,0.5303556323051453,0.8859958499328504,0.5734409093856812,2.9636699586674617,-0.014210939407348633,0.14943911736353632,-0.016574859619140625,-1.3431418857091444
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.5296612977981567,1.509792747521029,0.5141420960426331,3.454116112209741,The Hitchhiker's Guide to the Galaxy,0.4907255470752716,1.351894932353983,0.5306002497673035,1.626699947685858,0.03893575072288513,0.15789781516704604,-0.01645815372467041,1.8274161645238831
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,0.4822753369808197,2.544482997403323,0.5229754447937012,1.666027704785033,The Hitchhiker's Guide to the Galaxy,0.4566085934638977,0.9668784992035736,0.5390203595161438,2.0755742165154047,0.025666743516921997,1.5776044981997495,-0.016044914722442627,-0.4095465117303718
+The Lord of the Rings,Thingol,0.5081369876861572,4.428451715613721e-05,0.5225947499275208,0.0055173497932467,The Lord of the Rings,0.5166316032409668,0.0077201613206518,0.5382469296455383,0.2264463580282318,-0.00849461555480957,-0.007675876803495663,-0.015652179718017578,-0.2209290082349851
+Dune,Minotauros Atreides,0.481614202260971,0.1604432397909353,0.5114316344261169,0.3985008488922756,Dune,0.4983564913272857,0.8598707847609885,0.5270689725875854,1.0406608076188153,-0.016742289066314697,-0.6994275449700532,-0.015637338161468506,-0.6421599587265396
+Dune,Xavier Harkonnen,0.5057855248451233,0.0001623178149653,0.5143126249313354,0.0432104443771766,Dune,0.5171380639076233,0.0743896149171771,0.5296557545661926,0.026693979818351,-0.0113525390625,-0.0742272971022118,-0.015343129634857178,0.016516464558825602
+The Lord of the Rings,Boromir,0.567672073841095,0.0269396313274863,0.542649507522583,0.0314407638735158,The Lord of the Rings,0.487245500087738,0.0267726651457569,0.5577863454818726,0.0760962279419869,0.08042657375335699,0.00016696618172939992,-0.01513683795928955,-0.044655464068471096
+The Lord of the Rings,Éowyn,0.5354081392288208,0.0446670784607137,0.5591710209846497,0.0808981344760647,The Lord of the Rings,0.5752246379852295,0.1766522094437725,0.5742315649986267,0.0361872465904922,-0.03981649875640869,-0.1319851309830588,-0.01506054401397705,0.044710887885572495
+Twilight,Riley Biers,0.5060179233551025,5.831605686072552e-05,0.5028755068778992,0.0007274335295509,Twilight,0.5229548811912537,0.0005162053381782,0.5178256630897522,0.0029624085757236,-0.016936957836151123,-0.0004578892813174745,-0.014950156211853027,-0.0022349750461727
+Dune,Tyros Reffa,0.42983078956604,0.1327862233708681,0.4983071088790893,1.1056474255429347,Dune,0.4846203923225403,0.8964724246466521,0.5130773186683655,0.7053993910320941,-0.0547896027565003,-0.763686201275784,-0.014770209789276179,0.40024803451084057
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.5510367751121521,4.235283767584108,0.5142906308174133,5.053041068047337,The Hitchhiker's Guide to the Galaxy,0.4816323816776275,4.000186235659046,0.5285906791687012,6.886287217357911,0.06940439343452459,0.2350975319250619,-0.014300048351287842,-1.8332461493105736
+Twilight,Caius,0.5134718418121338,0.0041258673936078,0.524796724319458,0.0036320872433338,Twilight,0.5032059550285339,0.004225557163603,0.5385996103286743,0.0044691226682601,0.010265886783599854,-9.968976999519957e-05,-0.013802886009216309,-0.0008370354249262997
+Harry Potter,Katie Bell,0.5273134112358093,2.134555659548249e-05,0.5541184544563293,6.941469957752831e-05,Harry Potter,0.5012985467910767,0.0004962681969855,0.5672582387924194,4.619072452139013e-05,0.026014864444732666,-0.0004749226403900175,-0.013139784336090088,2.3223975056138177e-05
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.5641388893127441,6.758901834977475,0.5593463778495789,9.166721456417331,The Hitchhiker's Guide to the Galaxy,0.5289682745933533,6.720129576328287,0.5723767876625061,4.958258342843732,0.03517061471939087,0.038772258649188096,-0.013030409812927246,4.2084631135735995
+Harry Potter,Hermione Granger,0.4524604678153991,0.704830134611921,0.4401030540466308,1.4039408463334415,Harry Potter,0.3828257620334625,0.0,0.452903002500534,1.365026639534582e-49,0.06963470578193659,0.704830134611921,-0.012799948453903198,1.4039408463334415
+The Hunger Games,Lucretius Flickerman,0.5081245303153992,1.4047005526211074e-06,0.5309379696846008,0.3740077622090239,The Hunger Games,0.4888031184673309,0.3311301477382859,0.5430733561515808,0.4712395986169309,0.019321411848068293,-0.3311287430377333,-0.01213538646697998,-0.097231836407907
+The Hitchhiker's Guide to the Galaxy,Lallafa,0.4753203988075256,0.7379222995063882,0.5090602040290833,1.4554464099777698,The Hitchhiker's Guide to the Galaxy,0.5180431008338928,1.4061786046354934,0.5211470723152161,0.9665751629373902,-0.04272270202636724,-0.6682563051291052,-0.012086868286132812,0.48887124704037954
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,0.531345784664154,0.967506182327614,0.5462780594825745,4.615148925284156,The Hitchhiker's Guide to the Galaxy,0.5517412424087524,3.014383230731099,0.5583321452140808,5.972646482817048,-0.02039545774459839,-2.046877048403485,-0.012054085731506348,-1.3574975575328914
+The Lord of the Rings,Maedhros,0.5035333037376404,2.6845660125638523e-09,0.5534624457359314,0.0007071572139962,The Lord of the Rings,0.5822654962539673,0.0118733455624457,0.5654446482658386,0.0303042822961876,-0.0787321925163269,-0.011873342877879688,-0.011982202529907227,-0.0295971250821914
+The Hunger Games,Festus Creed,0.4804655015468597,0.0004364852600695,0.5087020397186279,0.0077027971029612,The Hunger Games,0.4831237196922302,0.2742316573049203,0.5206208825111389,0.3036459530122752,-0.002658218145370539,-0.27379517204485077,-0.011918842792510986,-0.295943155909314
+The Lord of the Rings,Éomer,0.5421885848045349,0.0170643806662626,0.5727627873420715,0.0765165006720312,The Lord of the Rings,0.569170355796814,0.066327741860287,0.5846097469329834,0.0604223548725145,-0.026981770992279053,-0.0492633611940244,-0.011846959590911865,0.016094145799516693
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,0.4889803230762481,0.0982620976643629,0.5009781122207642,1.4467308498254026,The Hitchhiker's Guide to the Galaxy,0.4621201157569885,1.6535225458766083,0.5127925276756287,4.510724437648572,0.026860207319259588,-1.5552604482122454,-0.011814415454864502,-3.0639935878231697
+The Lord of the Rings,Gollum,0.5312132835388184,0.0012175108716184,0.5351508259773254,0.0002608758122073,The Lord of the Rings,0.4790458977222442,2.474754774110922e-28,0.5469645857810974,4.741465540436228e-07,0.05216738581657415,0.0012175108716184,-0.011813759803771973,0.00026040166565325637
+The Lord of the Rings,Thrór,0.4825860559940338,7.743723490880978e-06,0.5413334965705872,0.2404470966108232,The Lord of the Rings,0.5830733180046082,0.1168014483449544,0.5529870390892029,0.0606224964542881,-0.10048726201057434,-0.11679370462146352,-0.011653542518615723,0.1798246001565351
+Dune,Wellington Yueh,0.5041899085044861,0.4257537731570264,0.5070567727088928,0.2773105966965404,Dune,0.4970987439155578,0.2325143240007675,0.5185472369194031,0.2033587989177272,0.007091164588928278,0.1932394491562589,-0.011490464210510254,0.0739517977788132
+Dune,Victor Atreides,0.4980299174785614,0.2910350286240949,0.5519011616706848,0.6685790952560978,Dune,0.5181224346160889,0.5430793792140399,0.5632820129394531,1.9181918906205708,-0.020092517137527466,-0.252044350589945,-0.01138085126876831,-1.249612795364473
+Twilight,Kebi,0.5474962592124939,0.0136361783219434,0.5137883424758911,0.0668578732688211,Twilight,0.4648018479347229,0.0602315246081563,0.5248673558235168,0.5233448042994691,0.082694411277771,-0.046595346286212896,-0.011079013347625732,-0.45648693103064797
+Twilight,Sasha,0.4354710578918457,0.0038431673822077,0.5104660987854004,1.085126858305472,Twilight,0.4636020064353943,0.434826142440545,0.5213740468025208,0.3945277143916048,-0.028130948543548584,-0.4309829750583373,-0.010907948017120361,0.6905991439138672
+The Lord of the Rings,Samwise Gamgee,0.5255295634269714,0.0002127983320222,0.5717642307281494,0.0005201358644656,The Lord of the Rings,0.5425846576690674,3.937179946292413e-10,0.5823348760604858,0.0002485532633412,-0.017055094242095947,0.00021279793830420539,-0.010570645332336426,0.0002715826011244
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.5224384665489197,2.6783508235738216,0.5182178020477295,2.607389714298064,The Hitchhiker's Guide to the Galaxy,0.5255253911018372,2.0622431163773225,0.5286298394203186,1.3716973750191226,-0.0030869245529174805,0.6161077071964991,-0.010412037372589111,1.2356923392789416
+Harry Potter,Angelina Johnson,0.4413478076457977,0.4817691565597695,0.4609935581684112,1.61538573750937,Harry Potter,0.4537081718444824,1.8427468955960171e-16,0.4713198542594909,9.816952547824026e-11,-0.012360364198684748,0.4817691565597693,-0.010326296091079712,1.6153857374112006
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5167138576507568,0.3045699755027859,0.5419318079948425,4.214868428260779,The Hitchhiker's Guide to the Galaxy,0.5784218311309814,4.851148934817749,0.5522536039352417,2.5080001062957518,-0.06170797348022461,-4.546578959314963,-0.01032179594039917,1.7068683219650271
+The Lord of the Rings,Treebeard,0.5894725322723389,0.0374304636551114,0.5587906837463379,0.6738879374362026,The Lord of the Rings,0.4938358664512634,0.0103694590954731,0.5689936876296997,0.3546676867674176,0.09563666582107544,0.0270610045596383,-0.010203003883361816,0.31922025066878496
+Dune,Edric,0.4637089073657989,1.474504801773972,0.4967652559280395,1.1583227412688253,Dune,0.4717606902122497,1.5474047775962123,0.5060545206069946,1.0497433254976,-0.008051782846450806,-0.07289997582224039,-0.009289264678955134,0.10857941577122521
+The Hunger Games,Effie Trinket,0.5815386772155762,3.0792937880716245e-06,0.5591163039207458,1.2126429404944133e-06,The Hunger Games,0.5359324812889099,8.321606180910708e-05,0.5681807994842529,3.933899465304202e-14,0.04560619592666626,-8.013676802103546e-05,-0.00906449556350708,1.2126429011554186e-06
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,0.5043528079986572,1.1397913126863477,0.5355144143104553,3.3542247691558065,The Hitchhiker's Guide to the Galaxy,0.5663809180259705,2.074380728007357,0.5443081259727478,2.531551998571767,-0.06202811002731323,-0.9345894153210095,-0.00879371166229248,0.8226727705840395
+The Hitchhiker's Guide to the Galaxy,Reg Nullify,0.4720154106616974,1.902039103801027,0.5031870007514954,2.457118678686294,The Hitchhiker's Guide to the Galaxy,0.4947773516178131,1.620227868508112,0.5117180347442627,1.048460238003262,-0.022761940956115723,0.28181123529291496,-0.008531033992767334,1.4086584406830323
+Dune,Darwi Odrade,0.5599603652954102,0.0043853748137809,0.5430006980895996,0.0014113899537567,Dune,0.5547276735305786,0.002377769984988,0.5509737133979797,0.0001683148322433,0.005232691764831543,0.0020076048287929003,-0.007973015308380127,0.0012430751215134
+Twilight,Collin Littlesea,0.4015692770481109,0.3932931368504643,0.4368025660514831,0.3934013293951621,Twilight,0.4317830801010132,0.6549329661210603,0.4445505440235138,0.8581127887388902,-0.030213803052902277,-0.26163982927059604,-0.007747977972030695,-0.4647114593437281
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,0.4854157567024231,1.8566239223449013,0.5276848077774048,5.14095889510766,The Hitchhiker's Guide to the Galaxy,0.5110021829605103,2.0183648713233,0.5350873470306396,4.865023727382481,-0.025586426258087158,-0.16174094897839852,-0.007402539253234863,0.2759351677251791
+The Lord of the Rings,Khamûl,0.5273112654685974,0.3111839518759664,0.5779586434364319,1.5488645441375015,The Lord of the Rings,0.5351359248161316,0.4660404983610751,0.5849636793136597,1.381356707874084,-0.00782465934753418,-0.15485654648510866,-0.007005035877227783,0.16750783626341748
+The Lord of the Rings,Melian,0.4705244600772857,0.0005430458619563,0.5702692866325378,1.151224722893621,The Lord of the Rings,0.568642795085907,0.4820294146165659,0.5772488117218018,0.5859594915320728,-0.09811833500862127,-0.4814863687546096,-0.006979525089263916,0.5652652313615482
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,0.4998741745948791,0.0022159234741147,0.5546774864196777,0.9447810135592936,The Hitchhiker's Guide to the Galaxy,0.5678676962852478,1.1610192491706892,0.5612878203392029,1.4139129371358898,-0.06799352169036871,-1.1588033256965746,-0.0066103339195251465,-0.4691319235765963
+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,0.5130603909492493,2.195416666697422,0.5294987559318542,2.83372619940594,The Hitchhiker's Guide to the Galaxy,0.5057948231697083,1.244740878257223,0.5356009006500244,1.521336768726183,0.007265567779541016,0.9506757884401991,-0.006102144718170166,1.3123894306797572
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,0.4750292301177978,0.8398734947705285,0.4932797253131866,1.082886502347771,The Hitchhiker's Guide to the Galaxy,0.4787600934505462,0.9577454175059584,0.4993785619735718,1.5612964447779745,-0.003730863332748413,-0.1178719227354299,-0.006098836660385187,-0.4784099424302035
+Dune,Kwisatz Haderach,0.562592089176178,0.2092850384260413,0.5722053050994873,0.8231619434607415,Dune,0.527566134929657,0.3652673873188247,0.5783027410507202,0.6787766995793216,0.035025954246520996,-0.1559823488927834,-0.00609743595123291,0.14438524388141982
+Dune,Bijaz,0.5214598178863525,0.274879842394981,0.5157041549682617,0.2647359742327518,Dune,0.500070333480835,0.194777491022945,0.5213509202003479,0.9725980765421376,0.021389484405517578,0.08010235137203597,-0.005646765232086182,-0.7078621023093858
+Twilight,Santiago,0.4405513107776642,0.0113096824479289,0.4655430316925049,0.0218416827716768,Twilight,0.500321090221405,1.2468754962383273,0.4711087644100189,0.1209499717076706,-0.059769779443740845,-1.2355658137903984,-0.005565732717514038,-0.0991082889359938
+Dune,Shando Vernius,0.4891597926616668,0.1598593751666299,0.5207884311676025,0.4678524818639373,Dune,0.5465232133865356,0.7520822598278919,0.5261800289154053,0.8021177618208027,-0.05736342072486883,-0.592222884661262,-0.005391597747802734,-0.33426527995686545
+The Lord of the Rings,Lúthien,0.4240851700305938,1.3768888823489491e-10,0.5941258072853088,0.1462831108081908,The Lord of the Rings,0.5956390500068665,0.0112333518610646,0.5993440747261047,0.0595055290157494,-0.17155387997627264,-0.011233351723375713,-0.0052182674407958984,0.08677758179244141
+Dune,Stilgar,0.5065039992332458,0.3521997169623891,0.532167375087738,0.5102105680812854,Dune,0.4978335201740265,1.050191588802027,0.5372103452682495,0.4579809007162451,0.00867047905921936,-0.6979918718396378,-0.005042970180511475,0.05222966736504031
+Dune,Murbella,0.5306856632232666,0.1161153578347403,0.5490666627883911,0.311518693349403,Dune,0.5431306958198547,0.1647578209637947,0.5540927648544312,0.3209911285770032,-0.012445032596588135,-0.04864246312905442,-0.005026102066040039,-0.009472435227600162
+Dune,Rhombur Vernius,0.4880791306495666,0.0403226233838716,0.5621006488800049,0.4523142109796731,Dune,0.5298475623130798,0.4492802922201242,0.5671092867851257,0.2153144695845419,-0.04176843166351324,-0.4089576688362526,-0.00500863790512085,0.23699974139513122
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,0.5077013373374939,2.7731462138051746,0.5334528088569641,2.335238629716953,The Hitchhiker's Guide to the Galaxy,0.5174126625061035,2.4604352678384305,0.5381537079811096,3.3004362825008813,-0.00971132516860962,0.3127109459667441,-0.004700899124145508,-0.9651976527839281
+Twilight,Seth Clearwater,0.5219919085502625,2.6690509572979773e-05,0.5368380546569824,2.2557357816646632e-08,Twilight,0.5169409513473511,5.498352064403032e-07,0.5414804816246033,5.633002374780094e-05,0.005050957202911377,2.614067436653947e-05,-0.00464242696762085,-5.630746638998429e-05
+Dune,Leto I Atreides,0.504253625869751,0.0099520281209106,0.5509100556373596,0.1195720031412774,Dune,0.5601571798324585,0.1023989904643914,0.5555311441421509,0.0417155261758025,-0.05590355396270752,-0.09244696234348079,-0.00462108850479126,0.0778564769654749
+Dune,Farok,0.5331273078918457,2.0201251314036,0.5111566185951233,0.8885105448392211,Dune,0.5553319454193115,2.3081063709412537,0.5157051682472229,1.8509081586007976,-0.02220463752746582,-0.28798123953765353,-0.004548549652099609,-0.9623976137615765
+Twilight,Alec,0.528445303440094,0.0011680431373348,0.515385627746582,2.8397931685995056e-05,Twilight,0.4573462605476379,3.3593638855767326e-08,0.5198443531990051,0.0005200181715442,0.07109904289245611,0.0011680095436959442,-0.004458725452423096,-0.0004916202398582049
+Twilight,Marcus,0.5064879059791565,0.000135643522374,0.5018938779830933,9.792731027764253e-06,Twilight,0.5242221355438232,0.0003123954626464,0.5059548616409302,0.0002575812630279,-0.017734229564666748,-0.0001767519402724,-0.004060983657836914,-0.00024778853200013576
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,0.460536777973175,1.4569908972698322,0.4859395027160644,1.0203099039770764,The Hitchhiker's Guide to the Galaxy,0.4955277740955353,0.5778292685825147,0.4897610247135162,0.6143910796859021,-0.034990996122360285,0.8791616286873175,-0.0038215219974517822,0.4059188242911743
+Twilight,Jared Cameron,0.5240994691848755,0.0186014665449711,0.532151997089386,0.0067800101584847,Twilight,0.5024563670158386,0.0557968494229464,0.5359641909599304,0.0320030351326334,0.021643102169036865,-0.0371953828779753,-0.0038121938705444336,-0.025223024974148703
+Twilight,Peter,0.5418391227722168,0.0016953537711623,0.5076555609703064,1.2035564024001924e-05,Twilight,0.477811336517334,0.0035910733978483,0.5113801956176758,8.112589315640874e-05,0.06402778625488281,-0.001895719626686,-0.0037246346473693848,-6.909032913240683e-05
+Twilight,Quil Ateara III,0.5075376033782959,1.6239529934461778,0.5255942344665527,1.253521363478485,Twilight,0.5304310917854309,3.3693445809070885,0.5289638638496399,3.843474799960733,-0.02289348840713501,-1.7453915874609107,-0.003369629383087158,-2.589953436482248
+Dune,Pardot Kynes,0.5781580805778503,0.667386054851426,0.5367116928100586,0.4363991678386836,Dune,0.548527717590332,0.672247439672272,0.5399633049964905,0.0884621745392188,0.02963036298751831,-0.004861384820845971,-0.0032516121864318848,0.3479369932994648
+The Hitchhiker's Guide to the Galaxy,Hactar,0.4329808056354522,0.0638868818155731,0.5714038014411926,2.182541127424045,The Hitchhiker's Guide to the Galaxy,0.5371614098548889,1.459193337851069,0.574628472328186,1.092209836230405,-0.1041806042194367,-1.395306456035496,-0.003224670886993408,1.0903312911936403
+Dune,Duncan Idaho,0.4214058220386505,1.0528955818498733,0.4439141750335693,2.1972041209773283,Dune,0.4661685228347778,7.297284294208589e-05,0.4469107091426849,0.000229876418894,-0.044762700796127264,1.0528226090069313,-0.0029965341091156006,2.1969742445584344
+Dune,Daniel,0.5007641315460205,1.631312666915827,0.5122811198234558,1.1045714636700712,Dune,0.4878224730491638,1.5604541803826115,0.5150571465492249,2.135764787601336,0.01294165849685669,0.07085848653321558,-0.002776026725769043,-1.031193323931265
+Dune,Jamis,0.5443645715713501,0.0881118874436091,0.5378723740577698,0.1472962292049995,Dune,0.4380188286304474,4.0357943122665017e-08,0.5405598878860474,0.0628581234073116,0.10634574294090271,0.08811184708566597,-0.002687513828277588,0.08443810579768789
+The Hunger Games,Palmyra Monty,0.4756408631801605,2.723208990680631,0.5241082310676575,3.4981564388107538,The Hunger Games,0.4658852517604828,1.4012232545944838,0.5263291597366333,2.776145655403921,0.009755611419677734,1.3219857360861471,-0.00222092866897583,0.7220107834068328
+Dune,Hwi Noree,0.5402935743331909,0.9546559571623304,0.5494601726531982,0.328316116884358,Dune,0.5299132466316223,0.4767344742662933,0.5516391396522522,0.8540949176886722,0.010380327701568604,0.47792148289603714,-0.002178966999053955,-0.5257788008043142
+The Lord of the Rings,Watcher in the Water,0.5586118102073669,0.0005535213703505,0.5981280207633972,0.0051045433536228,The Lord of the Rings,0.58259117603302,0.0008455740605946,0.6002125144004822,0.0048471313602718,-0.023979365825653076,-0.00029205269024409994,-0.002084493637084961,0.00025741199335099947
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,0.4459331035614013,0.9297680416501386,0.5080600380897522,1.226444792424524,The Hitchhiker's Guide to the Galaxy,0.4774085283279419,1.5053924682447637,0.5095489621162415,0.74077942371084,-0.03147542476654058,-0.5756244265946251,-0.0014889240264892578,0.48566536871368404
+The Lord of the Rings,Peregrin Took,0.5437358021736145,0.0542727872519525,0.5529078841209412,0.1864921831796264,The Lord of the Rings,0.5318484306335449,0.2692060335335933,0.5542590618133545,0.2374488441743688,0.01188737154006958,-0.2149332462816408,-0.00135117769241333,-0.050956660994742387
+Dune,Norma Cevna,0.4986927509307861,0.2939918557389265,0.5146554112434387,1.1904821789395426,Dune,0.5122960805892944,0.7993872527996245,0.5158432126045227,0.6773874968887998,-0.013603329658508356,-0.505395397060698,-0.0011878013610839844,0.5130946820507427
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,0.528576135635376,3.3641340015274275,0.5669288635253906,6.084616931515877,The Hitchhiker's Guide to the Galaxy,0.5522434115409851,4.391415220193749,0.5681037306785583,5.109643200946081,-0.02366727590560913,-1.0272812186663214,-0.0011748671531677246,0.9749737305697961
+The Lord of the Rings,Bard,0.5038110613822937,0.0044467726571034,0.5618695616722107,0.0068535072910567,The Lord of the Rings,0.5035655498504639,0.0116677526904767,0.5629619359970093,0.0031130032542259,0.000245511531829834,-0.0072209800333733,-0.001092374324798584,0.0037405040368307997
+Dune,Wensicia Corrino,0.5699851512908936,1.352215822644708,0.5664901733398438,1.7340149761303842,Dune,0.5715660452842712,1.819849624453167,0.5675203800201416,0.9927692781062312,-0.0015808939933776855,-0.4676338018084589,-0.0010302066802978516,0.7412456980241531
+The Lord of the Rings,Balin,0.5572898387908936,6.873337123824756e-05,0.5653225183486938,0.0107615077965567,The Lord of the Rings,0.5153865814208984,0.0037171150859989,0.5659844875335693,0.0089930416383406,0.04190325736999512,-0.003648381714760652,-0.0006619691848754883,0.0017684661582161015
+The Hitchhiker's Guide to the Galaxy,God,0.4720796644687652,0.000474325132103,0.5213883519172668,2.9978883732699493,The Hitchhiker's Guide to the Galaxy,0.538847804069519,2.2596122948759985,0.5220323801040649,1.4293852203350672,-0.06676813960075384,-2.2591379697438954,-0.0006440281867980957,1.568503152934882
+Dune,Thufir Hawat,0.5250611901283264,0.0538646829607475,0.5541090965270996,0.034884852362595,Dune,0.4564379751682281,0.0023243158719375,0.5546550154685974,0.0420107217075216,0.06862321496009832,0.05154036708881,-0.0005459189414978027,-0.007125869344926601
+The Hitchhiker's Guide to the Galaxy,Prak,0.4407698810100555,0.1180049148389614,0.514369547367096,0.4189564750491458,The Hitchhiker's Guide to the Galaxy,0.4743108451366424,0.8805545389287109,0.5147708058357239,0.2908535552733367,-0.033540964126586914,-0.7625496240897496,-0.0004012584686279297,0.12810291977580912
+Twilight,Laurent,0.5089563727378845,0.0012824595639473,0.5217602252960205,0.0286178367409613,Twilight,0.4753958880901336,0.0014116932360878,0.5218551158905029,0.0066333819862924,0.03356048464775091,-0.00012923367214050002,-9.489059448242188e-05,0.0219844547546689
+The Lord of the Rings,Celeborn,0.5386183857917786,8.960520794475933e-07,0.5627967715263367,0.0024571792711473,The Lord of the Rings,0.4809964895248413,3.0929334752995546e-11,0.5626426339149475,0.00886908460637,0.057621896266937256,8.960211501128403e-07,0.00015413761138916016,-0.006411905335222701
+Dune,Nayla,0.5458073019981384,1.1268773215155374,0.5432273745536804,1.7074506944108572,Dune,0.5117801427841187,1.2422612366213277,0.5429883599281311,1.5111770122717076,0.034027159214019775,-0.11538391510579027,0.0002390146255493164,0.19627368213914953
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.5412886142730713,3.643808150265752,0.5502378940582275,5.653932292970884,The Hitchhiker's Guide to the Galaxy,0.5014403462409973,1.5210810540607456,0.5499670505523682,2.281380024832352,0.039848268032073975,2.122727096205007,0.000270843505859375,3.372552268138532
+The Hitchhiker's Guide to the Galaxy,Roosta,0.5273421406745911,4.546129077375875,0.526216983795166,4.499983689897789,The Hitchhiker's Guide to the Galaxy,0.5169205665588379,2.102114009073872,0.5259182453155518,5.666003639061062,0.010421574115753174,2.444015068302003,0.0002987384796142578,-1.1660199491632728
+Harry Potter,Cormac McLaggen,0.5400038957595825,0.0082151004331804,0.530128002166748,0.0002208664604471,Harry Potter,0.5474498867988586,0.0013196453172605,0.5296474099159241,0.0006933806875067,-0.007445991039276123,0.0068954551159199,0.0004805922508239746,-0.00047251422705959996
+Twilight,Tanya,0.4943207502365112,2.3001461533403246e-07,0.5129669904708862,1.017026482000468e-06,Twilight,0.4598340392112732,3.2839210098507054e-15,0.511573314666748,9.316443602184018e-07,0.03448671102523798,2.3001461205011146e-07,0.0013936758041381836,8.538212178206627e-08
+Dune,Hedley Tuek,0.4837548434734344,1.07362282470827,0.5231477618217468,1.5332853064468446,Dune,0.5025479197502136,0.8595255704490478,0.5215905904769897,1.2034179134975411,-0.01879307627677923,0.2140972542592222,0.00155717134475708,0.32986739294930345
+The Hitchhiker's Guide to the Galaxy,Agda,0.4573055505752563,1.421807429387134,0.5298096537590027,6.014122812135902,The Hitchhiker's Guide to the Galaxy,0.5139344334602356,1.6046755314659846,0.5281763672828674,2.435745000064001,-0.056628882884979304,-0.18286810207885074,0.001633286476135254,3.578377812071901
+The Hitchhiker's Guide to the Galaxy,Loonquawl,0.5614513754844666,1.0392012009479468,0.5413311123847961,1.8312584658984103,The Hitchhiker's Guide to the Galaxy,0.5401980876922607,2.7960738546327706,0.5393425226211548,1.8750551413304997,0.02125328779220581,-1.7568726536848238,0.0019885897636413574,-0.043796675432089316
+Dune,Zufa Cenva,0.4670575857162475,0.0112104319609969,0.5524097681045532,0.3717184737716069,Dune,0.5469627380371094,0.2514755578288763,0.5501323938369751,0.497377813153401,-0.07990515232086187,-0.2402651258678794,0.002277374267578125,-0.12565933938179413
+The Lord of the Rings,Meriadoc Brandybuck,0.561441957950592,0.0648408954241231,0.5652663707733154,0.9112354140815888,The Lord of the Rings,0.5441402792930603,0.0021317408663048,0.562679648399353,0.6799241297925943,0.01730167865753174,0.0627091545578183,0.0025867223739624023,0.2313112842889945
+The Lord of the Rings,Halbarad,0.5482879281044006,0.0377240224085869,0.5678908228874207,1.2505198519541445,The Lord of the Rings,0.4990382194519043,0.1382394741821053,0.5650730133056641,1.5125902145942676,0.04924970865249634,-0.1005154517735184,0.002817809581756592,-0.26207036264012307
+Twilight,Jessica Stanley,0.5055686235427856,0.0003780182242173,0.5701385736465454,0.0041601556336921,Twilight,0.5203374624252319,2.209583549370973e-06,0.5668190717697144,0.0473474140753404,-0.014768838882446289,0.000375808640667929,0.0033195018768310547,-0.0431872584416483
+The Hunger Games,Hilarius Heavensbee,0.5234611630439758,2.0099604890001523,0.5248605608940125,0.90694244099205,The Hunger Games,0.5345776081085205,2.11777440643859,0.5213660597801208,2.95474443474159,-0.011116445064544678,-0.10781391743843782,0.0034945011138916016,-2.04780199374954
+Twilight,Tyler Crowley,0.5633716583251953,1.140472973049515,0.554145872592926,0.4903717002677769,Twilight,0.5305580496788025,0.0755971518111978,0.5499755144119263,0.2944422307977792,0.03281360864639282,1.0648758212383171,0.004170358180999756,0.19592946946999767
+Dune,Ghanima Atreides,0.4960546195507049,0.4661478620566122,0.507136881351471,0.6183888868445536,Dune,0.5155541300773621,0.2499762320736255,0.5028332471847534,0.453167202126176,-0.01949951052665716,0.2161716299829867,0.004303634166717529,0.16522168471837761
+Twilight,Ephraim Black,0.4925296306610107,0.3658229524051135,0.5327481627464294,0.7108240690539922,Twilight,0.495035707950592,0.0450036994060215,0.5283763408660889,0.9754689028889536,-0.002506077289581299,0.320819252999092,0.004371821880340576,-0.2646448338349614
+Twilight,Zafrina,0.5180833339691162,0.0561211749005394,0.5461707711219788,0.1718688423167518,Twilight,0.5134309530258179,0.0060094369545604,0.5406683683395386,0.0198820398641118,0.00465238094329834,0.050111737945979,0.0055024027824401855,0.15198680245264
+Twilight,Huilen,0.5564388036727905,0.4284589161086818,0.503710150718689,0.0176898436123173,Twilight,0.5121077299118042,0.0233117597090182,0.4981113970279693,0.0021069506874706,0.04433107376098633,0.4051471563996636,0.00559875369071966,0.0155828929248467
+The Hitchhiker's Guide to the Galaxy,The Lord,0.4792201817035675,1.354531018545949,0.5172358751296997,3.7359408086054313,The Hitchhiker's Guide to the Galaxy,0.5007612705230713,2.066419580043978,0.5112965703010559,1.3281270743648217,-0.021541088819503784,-0.711888561498029,0.005939304828643799,2.4078137342406096
+Dune,Lucilla,0.5374746918678284,2.789838649157089,0.5433661341667175,4.21780433563992,Dune,0.5077373385429382,0.7368252249282593,0.5373562574386597,1.3430112354343922,0.029737353324890137,2.05301342422883,0.006009876728057861,2.8747931002055283
+The Lord of the Rings,Gimli,0.5303179025650024,0.0018958562640058,0.5486525297164917,0.007278140322566,The Lord of the Rings,0.4835466742515564,1.7847412999035477e-06,0.5416079163551331,0.0246381498587795,0.046771228313446045,0.0018940715227058966,0.007044613361358643,-0.0173600095362135
+Harry Potter,Ronald Weasley,0.4466086626052856,0.5717791795437712,0.4628472924232483,0.8329823782588229,Harry Potter,0.4568961858749389,3.0121077517168323e-67,0.4556145966053009,1.5991470488320035e-30,-0.01028752326965332,0.5717791795437712,0.007232695817947388,0.8329823782588229
+The Lord of the Rings,Gil-galad,0.4937008917331695,2.8875881748037804e-14,0.5870011448860168,0.0041511127078988,The Lord of the Rings,0.6103127002716064,0.0028920199616459,0.5794858336448669,0.0144161097849405,-0.11661180853843695,-0.0028920199616170243,0.007515311241149902,-0.0102649970770417
+The Lord of the Rings,Tom Bombadil,0.5839139819145203,3.449736913810358e-05,0.574947714805603,0.000480317382217,The Lord of the Rings,0.560651421546936,0.0005328502053433,0.5672776699066162,0.0005428128490563,0.02326256036758423,-0.0004983528362051963,0.007670044898986816,-6.249546683930005e-05
+Dune,Serena Butler,0.512681782245636,0.0034786939474873,0.5410799384117126,0.0026481038198425,Dune,0.5420154333114624,0.001153885083131,0.5333322882652283,0.0049335653498528,-0.029333651065826416,0.0023248088643563003,0.007747650146484375,-0.0022854615300103003
+The Hitchhiker's Guide to the Galaxy,Captain,0.5367289185523987,2.805112306823628,0.5163926482200623,1.8205771236547,The Hitchhiker's Guide to the Galaxy,0.4852561056613922,1.3337660049817803,0.5076146721839905,0.9621542476535582,0.05147281289100647,1.4713463018418478,0.008777976036071777,0.8584228760011418
+Harry Potter,Vincent Crabbe,0.5198566317558289,0.0006169246388136,0.5248391628265381,0.0007503214476635,Harry Potter,0.4622730612754822,1.1250639826776048e-08,0.5160602331161499,0.0004350931133402,0.05758357048034668,0.0006169133881737733,0.008778929710388184,0.00031522833432329997
+The Lord of the Rings,Beorn,0.4574282765388489,7.964547045271094e-06,0.6069895625114441,0.5130365078530041,The Lord of the Rings,0.5743336081504822,0.2859192303420603,0.598109781742096,0.1540755443137909,-0.1169053316116333,-0.285911265795015,0.008879780769348145,0.35896096353921325
+The Lord of the Rings,Thráin II,0.4682380259037018,6.8213707629566455e-09,0.5730043649673462,0.0226963133225233,The Lord of the Rings,0.5807884335517883,0.0296818214378983,0.5639391541481018,0.0503974339656662,-0.11255040764808655,-0.029681814616527538,0.009065210819244385,-0.0277011206431429
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,0.4723850190639496,0.3463285279502558,0.526846706867218,1.3370309332758832,The Hitchhiker's Guide to the Galaxy,0.519244909286499,3.550699065130454,0.5177202820777893,2.1707907641217323,-0.04685989022254944,-3.2043705371801985,0.009126424789428711,-0.8337598308458491
+The Lord of the Rings,Gríma,0.5651068687438965,0.0263081311492341,0.5924745798110962,0.0689119201878415,The Lord of the Rings,0.5414962768554688,0.0014040690327283,0.5831183195114136,0.0226204631359317,0.023610591888427734,0.0249040621165058,0.009356260299682617,0.04629145705190979
+Harry Potter,Padma Patil,0.5182434916496277,0.0007101262299604,0.5555219054222107,0.0044738017133605,Harry Potter,0.4872567057609558,6.378623810573792e-06,0.5460124611854553,0.0552383572989323,0.030986785888671875,0.0007037476061498262,0.009509444236755371,-0.050764555585571795
+The Lord of the Rings,Shelob,0.5592805743217468,0.0758405306378195,0.5853018164634705,0.3406007945047815,The Lord of the Rings,0.5028041005134583,1.2144310358752952e-12,0.5753321647644043,0.2937028728612532,0.056476473808288574,0.07584053063660506,0.009969651699066162,0.046897921643528295
+Dune,Mohandas Suk,0.4551697373390198,0.2720735772913702,0.5508387684822083,1.4002093038690775,Dune,0.4978834688663482,1.0267002706159707,0.540614664554596,1.529749728452501,-0.042713731527328436,-0.7546266933246004,0.010224103927612305,-0.12954042458342352
+Twilight,Irina,0.4988650679588318,0.0077706609258345,0.5048238039016724,0.0002198406798161,Twilight,0.4536858797073364,0.0013092396599973,0.4939875900745392,0.0013506494225449,0.04517918825149536,0.0064614212658372,0.010836213827133179,-0.0011308087427288002
+Dune,Paul Atreides,0.477653831243515,1.4512494341597175,0.4664964973926544,1.45505341540141,Dune,0.4406875669956207,2.358466546337092e-14,0.4551504552364349,2.737971189246936e-07,0.03696626424789429,1.451249434159694,0.011346042156219538,1.4550531416042911
+Dune,Leto Atreides I,0.4644840657711029,0.1561335935662264,0.4951279759407043,0.440357396190372,Dune,0.4105958044528961,0.0206977719287023,0.4836027324199676,0.50074308350192,0.05388826131820679,0.1354358216375241,0.011525243520736694,-0.060385687311547975
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.5021933913230896,3.3008269824014618,0.5471504330635071,4.551225292467061,The Hitchhiker's Guide to the Galaxy,0.5200538635253906,3.951519228743921,0.5353698134422302,2.8489468857505824,-0.017860472202301025,-0.6506922463424591,0.011780619621276855,1.7022784067164785
+Dune,Marty,0.4924050271511078,0.932898749248838,0.5335819125175476,1.646799387111592,Dune,0.5066540837287903,1.1714954308479877,0.5216068029403687,1.8426423024082883,-0.014249056577682495,-0.2385966815991497,0.011975109577178955,-0.19584291529669628
+Dune,Glossu Rabban Harkonnen,0.5374839901924133,2.346730239086161,0.5518556237220764,3.595008864263438,Dune,0.5142450332641602,2.34971710324303,0.5398516654968262,3.508803037015137,0.023238956928253174,-0.0029868641568691068,0.012003958225250244,0.08620582724830106
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,0.4536094069480896,0.3031424793759491,0.5627984404563904,3.105531301877437,The Hitchhiker's Guide to the Galaxy,0.518623411655426,1.0481372819919772,0.5506841540336609,3.3942237237839783,-0.06501400470733643,-0.744994802616028,0.012114286422729492,-0.28869242190654143
+Twilight,Demetri,0.5613125562667847,0.0012281161893588,0.5580273866653442,0.0040244895400104,Twilight,0.5109078884124756,8.155717012021489e-05,0.545673668384552,0.0394128451447977,0.05040466785430908,0.001146559019238585,0.012353718280792236,-0.0353883556047873
+Dune,Siona Atreides,0.5410712957382202,0.5836693720482895,0.5667243003845215,0.1415506545006138,Dune,0.5566157698631287,0.7132382625515441,0.554270327091217,0.2215421654128753,-0.015544474124908447,-0.1295688905032546,0.012453973293304443,-0.0799915109122615
+The Hitchhiker's Guide to the Galaxy,Haggunenons,0.5025545358657837,0.4367676940461874,0.5594968795776367,1.4825687364523716,The Hitchhiker's Guide to the Galaxy,0.5453197956085205,0.3291761873612753,0.5468650460243225,0.920699640644659,-0.042765259742736816,0.10759150668491213,0.012631833553314209,0.5618690958077126
+Dune,Gurney Halleck,0.5254309177398682,0.0210078510281879,0.5530193448066711,0.076351204570937,Dune,0.4746912121772766,0.0132546012270145,0.5403727293014526,0.0163296967836743,0.05073970556259155,0.0077532498011734004,0.012646615505218506,0.0600215077872627
+Dune,Helena Atreides,0.5068652033805847,0.1119035016338069,0.5462532639503479,0.3454311405400564,Dune,0.55311119556427,0.3863628588487818,0.5335257053375244,0.2456276973392827,-0.0462459921836853,-0.2744593572149749,0.012727558612823486,0.09980344320077372
+Twilight,Benjamin,0.5442827343940735,0.0002199300895121,0.4993562400341034,3.5617777723742515e-06,Twilight,0.5174652934074402,0.021134095012226,0.4865785241127014,8.920801700391271e-07,0.0268174409866333,-0.0209141649227139,0.012777715921401978,2.6696976023351244e-06
+Dune,Moneo Atreides,0.5322074890136719,0.1221604302703853,0.552431046962738,0.0376465890712522,Dune,0.5522628426551819,0.2040862951867797,0.5395599007606506,0.032820311689115,-0.02005535364151001,-0.0819258649163944,0.012871146202087402,0.004826277382137201
+Twilight,James,0.4592633545398712,2.1330016673097883e-08,0.5340688228607178,0.00052318268686,Twilight,0.4569451510906219,1.873352245885299e-12,0.5209974050521851,5.469161351854039e-06,0.002318203449249323,2.1328143320851998e-08,0.013071417808532715,0.000517713525508146
+Dune,Hayt,0.5439981818199158,3.035260854687782,0.5676808953285217,1.8890437314339483,Dune,0.5623521208763123,1.488815995076424,0.5540022253990173,2.7630196330461185,-0.018353939056396484,1.546444859611358,0.013678669929504395,-0.8739759016121702
+Twilight,Mike Newton,0.5422773957252502,0.0228071631416192,0.5342537760734558,0.0119840056601496,Twilight,0.509818971157074,0.0566707227136515,0.5195896625518799,0.0013125449480526,0.03245842456817627,-0.0338635595720323,0.014664113521575928,0.010671460712097
+The Hitchhiker's Guide to the Galaxy,Number One,0.4791897237300873,1.594780988308329,0.5081092715263367,1.295263558473435,The Hitchhiker's Guide to the Galaxy,0.5280580520629883,1.4328597399698952,0.493426501750946,0.9568505357678344,-0.048868328332901,0.1619212483384338,0.01468276977539068,0.3384130227056007
+The Lord of the Rings,Théoden,0.5443832278251648,0.0742075913758281,0.5772528052330017,0.1807967875535116,The Lord of the Rings,0.5545390844345093,0.1281139861151609,0.562267005443573,0.0641638199573162,-0.010155856609344482,-0.0539063947393328,0.014985799789428711,0.11663296759619542
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.5367152690887451,2.4596168074797715,0.5372061729431152,2.8103312219034,The Hitchhiker's Guide to the Galaxy,0.5995125770568848,17.001846737223865,0.5219007730484009,2.133263321573577,-0.06279730796813965,-14.542229929744092,0.015305399894714355,0.6770679003298228
+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,0.5203325748443604,0.4796580016301606,0.5363255739212036,1.6535834987703122,The Hitchhiker's Guide to the Galaxy,0.4938448667526245,0.0661239444775259,0.5206273794174194,0.1932430384039708,0.02648770809173584,0.4135340571526347,0.01569819450378418,1.4603404603663415
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.4977446794509887,4.313830727905722,0.5375468134880066,9.833476668039363,The Hitchhiker's Guide to the Galaxy,0.5280703902244568,11.006996540280486,0.521700382232666,6.962456970037287,-0.030325710773468073,-6.693165812374764,0.015846431255340576,2.871019698002076
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.4645183086395263,1.170952580145992,0.5418444275856018,7.01581392016772,The Hitchhiker's Guide to the Galaxy,0.5089417099952698,4.67116185980418,0.5259667634963989,6.319423488592738,-0.044423401355743464,-3.5002092796581885,0.01587766408920288,0.696390431574982
+The Lord of the Rings,Fíli and Kíli,0.535077691078186,0.0390663683312621,0.6048795580863953,0.1515881549037747,The Lord of the Rings,0.5735980868339539,0.0009851667951868,0.5889543890953064,0.1636460379511975,-0.03852039575576782,0.0380812015360753,0.015925168991088867,-0.012057883047422807
+Dune,Elrood Corrino IX,0.4714115262031555,1.3470757706131942,0.5571887493133545,3.313130230889499,Dune,0.5237322449684143,1.7444766368832163,0.5411025285720825,2.93718753271404,-0.05232071876525879,-0.39740086627002214,0.016086220741271973,0.375942698175459
+Dune,Paulus Atreides,0.5753435492515564,0.7760784009369951,0.5783288478851318,0.6385111652421047,Dune,0.5355798602104187,0.271578043577058,0.5614880919456482,0.4179249168729293,0.039763689041137695,0.5045003573599371,0.016840755939483643,0.2205862483691754
+Dune,Iakin Nefud,0.5762370824813843,3.774862952073259,0.5554256439208984,1.3726203168044029,Dune,0.5314460396766663,1.5068754477787645,0.5381607413291931,1.2583039126290727,0.04479104280471802,2.267987504294495,0.017264902591705322,0.11431640417533018
+Twilight,Bree Tanner,0.5183275938034058,2.555710534939857e-06,0.5305123329162598,4.429474834340514e-05,Twilight,0.5580485463142395,0.0113079999916323,0.5131526589393616,0.0001464595674742,-0.03972095251083374,-0.01130544428109736,0.017359673976898193,-0.00010216481913079486
+Twilight,Heidi,0.4454536139965057,1.0930883456035096e-07,0.4894866943359375,0.0184495655810594,Twilight,0.4520511627197265,0.0001680023447723,0.471882551908493,0.0009332466402578,-0.006597548723220825,-0.00016789303593773964,0.017604142427444514,0.0175163189408016
+Twilight,Angela Weber,0.5451338291168213,0.0179369636990772,0.5681806206703186,0.0080092662495488,Twilight,0.5237318873405457,0.0032600961595887,0.5503565073013306,0.0799621913934073,0.021401941776275635,0.014676867539488499,0.017824113368988037,-0.0719529251438585
+Dune,Margot Fenring,0.5632591843605042,0.0901246651570515,0.5906767249107361,1.5331309572850005,Dune,0.5554811954498291,1.886456070361856,0.5722024440765381,3.858722627527751,0.007777988910675049,-1.7963314052048045,0.018474280834197998,-2.3255916702427504
+The Lord of the Rings,Denethor II,0.5466106534004211,0.1223507951938338,0.5836129784584045,0.3042194992237594,The Lord of the Rings,0.5417104363441467,0.1426756873688543,0.5651096701622009,0.4485476149051312,0.004900217056274414,-0.02032489217502051,0.018503308296203613,-0.14432811568137177
+Twilight,Mary,0.5204862356185913,1.4050623647905562,0.5231702923774719,1.023507485669433,Twilight,0.4660108685493469,0.3373203105847336,0.5035999417304993,0.5700600729471494,0.054475367069244385,1.0677420542058227,0.019570350646972656,0.4534474127222836
+Dune,Bellonda,0.5828205943107605,3.054110317840824,0.592597246170044,3.691212952707253,Dune,0.566320538520813,2.080836282967017,0.572908878326416,3.142909773513882,0.01650005578994751,0.9732740348738069,0.01968836784362793,0.548303179193371
+Harry Potter,Harry Potter,0.4503121674060821,0.5536328923594419,0.4723129868507385,0.9263211683672428,Harry Potter,0.4013104438781738,2.3430883707773023e-302,0.4515830278396606,1.8861245582152952e-90,0.049001723527908325,0.5536328923594419,0.020729959011077936,0.9263211683672428
+Twilight,Emily Young,0.5085493326187134,7.213279249480357e-06,0.5158069729804993,0.0330255215871768,Twilight,0.4843425154685974,5.8861067356876075e-08,0.4932059049606323,0.0021554370112846,0.024206817150115967,7.154418182123481e-06,0.022601068019866943,0.0308700845758922
+The Lord of the Rings,Arwen,0.5495935678482056,0.0917615574909407,0.5545570254325867,0.4326173121468185,The Lord of the Rings,0.493246465921402,0.0876554934573564,0.531183660030365,0.2635930426979998,0.05634710192680359,0.004106064033584295,0.02337336540222168,0.16902426944881865
+Twilight,Quil Ateara V,0.5100683569908142,0.1399546709235932,0.561724066734314,0.0447618215796129,Twilight,0.5615991950035095,0.0493345792024236,0.5382692217826843,0.0347674485236213,-0.05153083801269531,0.09062009172116961,0.02345484495162964,0.009994373055991601
+Dune,Sheeana Brugh,0.5340063571929932,0.9987176212057696,0.5581178069114685,2.533198754228731,Dune,0.5689539313316345,3.879076295351741,0.5332396626472473,2.092447271800819,-0.03494757413864136,-2.8803586741459712,0.02487814426422119,0.44075148242791196
+Twilight,Eric Yorkie,0.5205509662628174,0.0642821243823755,0.5471195578575134,0.1757533347555896,Twilight,0.4972875118255615,0.0263127727884052,0.5217227935791016,0.016041407862509,0.02326345443725586,0.0379693515939703,0.025396764278411865,0.1597119268930806
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,0.4658540189266205,2.2053176174830877,0.5554378628730774,1.6235163327564248,The Hitchhiker's Guide to the Galaxy,0.4990079998970032,2.7655560556335304,0.5291802883148193,2.0222538527401874,-0.03315398097038269,-0.5602384381504426,0.026257574558258057,-0.3987375199837626
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.4219990670681,0.0333257116217055,0.5657427310943604,4.5520837618766254,The Hitchhiker's Guide to the Galaxy,0.524772584438324,0.4754265145147631,0.5391592383384705,1.6993015589938314,-0.102773517370224,-0.4421008028930576,0.026583492755889893,2.852782202882794
+The Hitchhiker's Guide to the Galaxy,Almighty Bob,0.460065096616745,1.8494015249277385,0.5477994680404663,2.8131422225838065,The Hitchhiker's Guide to the Galaxy,0.5236132144927979,3.957909785382811,0.5205970406532288,1.3806195933359589,-0.06354811787605286,-2.1085082604550727,0.02720242738723755,1.4325226292478477
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.5684916377067566,1.600421665398035,0.5986104011535645,5.373714248134763,The Hitchhiker's Guide to the Galaxy,0.5966795682907104,7.6688246058673775,0.5707736015319824,4.145647728569833,-0.028187930583953857,-6.068402940469342,0.02783679962158203,1.2280665195649298
+The Hitchhiker's Guide to the Galaxy,Mella,0.4520410597324371,1.4347506010220392,0.5313006639480591,8.1670382369449,The Hitchhiker's Guide to the Galaxy,0.487587034702301,1.8086497148552143,0.5032673478126526,2.9962824801325185,-0.03554597496986395,-0.3738991138331751,0.028033316135406494,5.170755756812382
+The Lord of the Rings,Isildur,0.5536698698997498,0.0001405835555204,0.5754685997962952,0.0019145160582926,The Lord of the Rings,0.514318585395813,0.0002690887948658,0.54621821641922,0.0173277243707655,0.03935128450393677,-0.00012850523934539998,0.029250383377075195,-0.015413208312472901
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.5069112777709961,3.1382313033558216,0.5113053321838379,4.395576469021057,The Hitchhiker's Guide to the Galaxy,0.4827904403209686,4.507037385340246,0.4820026457309723,3.286594095395597,0.02412083745002752,-1.3688060819844248,0.0293026864528656,1.1089823736254596
+Dune,Glossu Rabban,0.5381055474281311,2.142668830782992,0.5276147723197937,1.656558769139198,Dune,0.5129092931747437,1.0069395582773502,0.4982693493366241,0.8636006270233796,0.02519625425338745,1.135729272505642,0.02934542298316961,0.7929581421158185
+The Hunger Games,Alma Coin,0.4811421930789947,2.95861523989604e-20,0.5374076962471008,0.0030204198098382,The Hunger Games,0.5310269594192505,0.0579975632837664,0.507499635219574,0.0027280961559054,-0.04988476634025579,-0.0579975632837664,0.029908061027526855,0.0002923236539328
+Twilight,Jane,0.5082261562347412,0.0001358791583441,0.5344328284263611,1.017502052202691e-05,Twilight,0.4662284553050995,7.231129503729666e-06,0.498564600944519,7.089014437417576e-08,0.041997700929641724,0.00012864802884037034,0.035868227481842097,1.0104130377652734e-05
+Dune,Hasimir Fenring,0.547031044960022,3.7819609171032647,0.5571539402008057,1.9510502823437563,Dune,0.5189106464385986,0.7464248043860787,0.5208718776702881,1.5108144082637671,0.02812039852142334,3.035536112717186,0.03628206253051758,0.4402358740799892
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.5228808522224426,1.413300164165216,0.5617323517799377,5.506559981534626,The Hitchhiker's Guide to the Galaxy,0.5397637486457825,3.052210660958916,0.5244671106338501,6.27272596489698,-0.016882896423339844,-1.6389104967937,0.037265241146087646,-0.7661659833623542
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,0.484935998916626,2.711765617333668,0.541314423084259,1.1895178198195084,The Hitchhiker's Guide to the Galaxy,0.4696454703807831,0.8978039968744738,0.5031110644340515,1.1097740115014256,0.015290528535842896,1.8139616204591942,0.03820335865020752,0.07974380831808281
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4794408977031708,2.500813108490748,0.5032950639724731,3.402245075624442,The Hitchhiker's Guide to the Galaxy,0.4801921248435974,1.9751599362663192,0.4648252129554748,4.165068703849383,-0.0007512271404266357,0.5256531722244286,0.038469851016998347,-0.762823628224941
+The Lord of the Rings,Radagast,0.5174330472946167,0.00017497649855,0.5598633289337158,0.0032167003587381,The Lord of the Rings,0.5262231826782227,1.7547469280061835e-05,0.5205216407775879,2.6606774322600487e-05,-0.008790135383605957,0.00015742902926993817,0.03934168815612793,0.0031900935844154992
+Twilight,Sue Clearwater,0.5386261343955994,0.2446133009175692,0.5701732635498047,0.0704058026402606,Twilight,0.5145647525787354,0.0258926919519143,0.5306036472320557,0.012183993251342,0.024061381816864014,0.2187206089656549,0.03956961631774902,0.0582218093889186
+The Lord of the Rings,Celebrimbor,0.5008432269096375,0.3055048819347499,0.5453246831893921,4.317380873481824,The Lord of the Rings,0.516136646270752,1.3411937602809202e-06,0.5013521313667297,5.955852752708689e-11,-0.015293419361114502,0.3055035407409896,0.043972551822662354,4.317380873422265
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4964897036552429,1.9219703990808992,0.4972619116306305,4.186321044159038,The Hitchhiker's Guide to the Galaxy,0.4678911566734314,0.9307606330728296,0.4485040605068207,5.86522394679092,0.028598546981811523,0.9912097660080695,0.048757851123809814,-1.678902902631882
+Dune,Miles Teg,0.5735767483711243,0.5392183891587967,0.5745278596878052,0.3328531911163241,Dune,0.5230474472045898,0.0899397912265296,0.5156404376029968,0.1163706711457741,0.050529301166534424,0.4492785979322671,0.05888742208480835,0.21648251997055
diff --git a/ressources/data/total_comparisson/normal_eval_comparisonwh.csv b/ressources/data/total_comparisson/normal_eval_comparisonwh.csv
new file mode 100644
index 0000000000000000000000000000000000000000..59ad694ece4783deaa9c36f6e8bbac6939812b80
--- /dev/null
+++ b/ressources/data/total_comparisson/normal_eval_comparisonwh.csv
@@ -0,0 +1,312 @@
+Book_1,Character,F1_1,h_1,wF1_1,wh_1,Book_2,F1_2,h_2,wF1_2,wh_2,F1c,hc,wF1c,whc
+The Hitchhiker's Guide to the Galaxy,Majikthise,0.5912110805511475,12.419892748137844,0.5154204964637756,1.6728761877985672,The Hitchhiker's Guide to the Galaxy,0.5403741002082825,3.0068773709123358,0.551992654800415,8.413546322822135,0.05083698034286499,9.41301537722551,-0.036572158336639404,-6.740670135023568
+The Hitchhiker's Guide to the Galaxy,Great Hyperlobic Omnicognate Neutron Wrangler,0.5309005975723267,1.657872944449094,0.5062478184700012,1.0521555069322066,The Hitchhiker's Guide to the Galaxy,0.5384833216667175,2.4184494776517766,0.6105626225471497,7.005432719867193,-0.007582724094390869,-0.7605765332026826,-0.10431480407714844,-5.953277212934987
+Twilight,Randall,0.4445645213127136,0.2113762974976194,0.4651248753070831,0.1869984820936673,Twilight,0.553048312664032,1.454575429737306,0.5498643517494202,3.8130195171475982,-0.10848379135131836,-1.2431991322396865,-0.08473947644233709,-3.626021035053931
+Twilight,Senna,0.5209641456604004,0.1763051382946032,0.4448743462562561,0.0162425166037513,Twilight,0.5020114183425903,1.1654473847385365,0.5421069860458374,3.339938662868396,0.01895272731781006,-0.9891422464439332,-0.0972326397895813,-3.3236961462646444
+Twilight,Kachiri,0.5447333455085754,0.92798029818798,0.4272400140762329,0.0480980095476665,Twilight,0.5337878465652466,1.2243431248416543,0.5379436016082764,3.230076547233832,0.010945498943328857,-0.2963628266536743,-0.11070358753204346,-3.1819785376861653
+The Hitchhiker's Guide to the Galaxy,Gag Halfrunt,0.4889803230762481,0.0982620976643629,0.5009781122207642,1.4467308498254026,The Hitchhiker's Guide to the Galaxy,0.4621201157569885,1.6535225458766083,0.5127925276756287,4.510724437648572,0.026860207319259588,-1.5552604482122454,-0.011814415454864502,-3.0639935878231697
+Twilight,Quil Ateara III,0.5075376033782959,1.6239529934461778,0.5255942344665527,1.253521363478485,Twilight,0.5304310917854309,3.3693445809070885,0.5289638638496399,3.843474799960733,-0.02289348840713501,-1.7453915874609107,-0.003369629383087158,-2.589953436482248
+Twilight,Rebecca Black,0.4065530896186828,0.094421984457344,0.4780859351158142,1.0728798273423112,Twilight,0.4971699118614197,1.2935049089247452,0.517520546913147,3.558757023917906,-0.09061682224273687,-1.1990829244674013,-0.039434611797332764,-2.4858771965755944
+The Lord of the Rings,Ancalagon,0.477145254611969,0.0110481038998085,0.5791114568710327,2.0878972244703298,The Lord of the Rings,0.5745759010314941,4.189269457296343,0.6052698493003845,4.544569991484027,-0.09743064641952515,-4.178221353396535,-0.026158392429351807,-2.4566727670136976
+Dune,Schwangyu,0.542707085609436,2.5322962807125675,0.4593090415000915,1.3245332225874222,Dune,0.5511276125907898,1.8958544366122756,0.5603456497192383,3.75076187459884,-0.00842052698135376,0.6364418441002919,-0.10103660821914678,-2.4262286520114174
+Dune,Margot Fenring,0.5632591843605042,0.0901246651570515,0.5906767249107361,1.5331309572850005,Dune,0.5554811954498291,1.886456070361856,0.5722024440765381,3.858722627527751,0.007777988910675049,-1.7963314052048045,0.018474280834197998,-2.3255916702427504
+The Hunger Games,Vipsania Sickle,0.4668054580688476,0.0091408931120802,0.4577060341835022,0.2628891810579304,The Hunger Games,0.494323194026947,1.5781923253593952,0.5286621451377869,2.421608415197159,-0.02751773595809942,-1.569051432247315,-0.07095611095428467,-2.1587192341392285
+The Hunger Games,Hilarius Heavensbee,0.5234611630439758,2.0099604890001523,0.5248605608940125,0.90694244099205,The Hunger Games,0.5345776081085205,2.11777440643859,0.5213660597801208,2.95474443474159,-0.011116445064544678,-0.10781391743843782,0.0034945011138916016,-2.04780199374954
+Twilight,Lauren Mallory,0.452099472284317,0.0881345951046566,0.4402539134025574,0.0103526996278594,Twilight,0.5076858997344971,0.0148204148834229,0.5188787579536438,1.9971218720906192,-0.055586427450180054,0.0733141802212337,-0.07862484455108643,-1.9867691724627599
+The Hunger Games,Livia Cardew,0.4411150813102722,0.0011644289971937,0.4497662484645843,0.018320461370184,The Hunger Games,0.4969425797462463,0.601184000557319,0.5460469126701355,1.993355810689457,-0.055827498435974066,-0.6000195715601253,-0.0962806642055512,-1.9750353493192732
+The Hitchhiker's Guide to the Galaxy,Lady Cynthia Fitzmelton,0.4988591372966766,0.1258692840482537,0.4810832440853119,0.3714832006276615,The Hitchhiker's Guide to the Galaxy,0.509372889995575,1.866133674698825,0.5305003523826599,2.344663893372813,-0.010513752698898371,-1.7402643906505713,-0.04941710829734802,-1.9731806927451512
+Dune,Otheym,0.5519803762435913,1.9190665607807564,0.488323450088501,0.4175151666718351,Dune,0.5967943072319031,2.07091631715095,0.5572136640548706,2.31686868074298,-0.04481393098831177,-0.1518497563701935,-0.06889021396636963,-1.899353514071145
+The Hitchhiker's Guide to the Galaxy,Old Thrashbarg,0.5388432741165161,4.580215516699263,0.5233867764472961,2.5792795717445203,The Hitchhiker's Guide to the Galaxy,0.5672872066497803,4.087518235317492,0.546647310256958,4.474187102026901,-0.02844393253326416,0.49269728138177094,-0.023260533809661865,-1.894907530282381
+The Hitchhiker's Guide to the Galaxy,Emperor of the Galaxy,0.5510367751121521,4.235283767584108,0.5142906308174133,5.053041068047337,The Hitchhiker's Guide to the Galaxy,0.4816323816776275,4.000186235659046,0.5285906791687012,6.886287217357911,0.06940439343452459,0.2350975319250619,-0.014300048351287842,-1.8332461493105736
+Dune,Piter De Vries,0.5243019461631775,1.1976779929079375,0.524216890335083,1.2231867428278729,Dune,0.5457844734191895,2.264401020878476,0.5682894587516785,3.001800801270369,-0.021482527256011963,-1.0667230279705386,-0.04407256841659546,-1.778614058442496
+Dune,Korba,0.4905959963798523,1.9028732015359175,0.4283231496810913,0.0761158108795646,Dune,0.4850527346134186,1.211352121437672,0.5010478496551514,1.7559935864881495,0.005543261766433716,0.6915210800982456,-0.07272469997406006,-1.679877775608585
+The Hitchhiker's Guide to the Galaxy,Questular Rontok,0.4964897036552429,1.9219703990808992,0.4972619116306305,4.186321044159038,The Hitchhiker's Guide to the Galaxy,0.4678911566734314,0.9307606330728296,0.4485040605068207,5.86522394679092,0.028598546981811523,0.9912097660080695,0.048757851123809814,-1.678902902631882
+Dune,Mapes,0.5485497713088989,2.672092425420998,0.4881096184253692,0.6152978619282995,Dune,0.5276244282722473,0.0458423124801677,0.5413835644721985,2.2664236242419347,0.02092534303665161,2.62625011294083,-0.05327394604682928,-1.6511257623136353
+Twilight,Vasilii,0.4197364151477813,0.0006704062509159,0.4228555858135223,0.0588528301541689,Twilight,0.4868839085102081,0.9821019779920626,0.5375935435295105,1.6325823342779708,-0.06714749336242676,-0.9814315717411467,-0.11473795771598821,-1.573729504123802
+The Hitchhiker's Guide to the Galaxy,Lajestic Vantrashell of Lob,0.5244877934455872,1.6782123801521862,0.4863301217556,3.513824218687684,The Hitchhiker's Guide to the Galaxy,0.5036670565605164,0.995913763020436,0.5276214480400085,5.068278898090996,0.0208207368850708,0.6822986171317502,-0.04129132628440857,-1.5544546794033116
+Dune,Lichna,0.4485637843608856,1.328797911591771,0.4464889764785766,0.7906917182421546,Dune,0.5000667572021484,0.8253871268352208,0.5714812278747559,2.2966022270097417,-0.05150297284126282,0.5034107847565502,-0.12499225139617925,-1.5059105087675873
+Dune,Norma Cenva,0.494139552116394,1.279041748836781,0.5010496973991394,0.8907502084443788,Dune,0.5233030319213867,0.778264812852435,0.555372953414917,2.386279260997153,-0.02916347980499273,0.5007769359843459,-0.05432325601577759,-1.495529052552774
+Dune,Tylwyth Waff,0.5741361379623413,5.170779834619342,0.4583922624588012,0.1531923656668821,Dune,0.5559523701667786,1.7187419585481665,0.5639292001724243,1.6008048102770898,0.018183767795562744,3.4520378760711754,-0.1055369377136231,-1.4476124446102077
+The Hunger Games,Felix Ravinstill,0.485382467508316,0.2378235069555312,0.4536113142967224,0.3712447120353729,The Hunger Games,0.5140994787216187,1.570545047804901,0.5395987629890442,1.752262925950918,-0.028717011213302668,-1.3327215408493698,-0.08598744869232178,-1.381018213915545
+The Hitchhiker's Guide to the Galaxy,Great Circling Poets of Arium,0.5344204902648926,4.215717009037368,0.4994305968284607,2.7808154040086315,The Hitchhiker's Guide to the Galaxy,0.5566425323486328,5.327887898814819,0.5682133436203003,4.149285679691731,-0.022222042083740234,-1.1121708897774507,-0.0687827467918396,-1.3684702756830998
+The Hitchhiker's Guide to the Galaxy,Guide Mark II,0.531345784664154,0.967506182327614,0.5462780594825745,4.615148925284156,The Hitchhiker's Guide to the Galaxy,0.5517412424087524,3.014383230731099,0.5583321452140808,5.972646482817048,-0.02039545774459839,-2.046877048403485,-0.012054085731506348,-1.3574975575328914
+Dune,Alef Burzmali,0.5161446928977966,1.0354349672963867,0.5568660497665405,1.6205280729583174,Dune,0.5303556323051453,0.8859958499328504,0.5734409093856812,2.9636699586674617,-0.014210939407348633,0.14943911736353632,-0.016574859619140625,-1.3431418857091444
+The Hitchhiker's Guide to the Galaxy,Paul Neil Milne Johnstone,0.5655339360237122,1.9738671343872247,0.4687610566616058,2.227910665168056,The Hitchhiker's Guide to the Galaxy,0.5163652896881104,2.7351682821906733,0.5477356910705566,3.51385000822408,0.04916864633560181,-0.7613011478034486,-0.07897463440895086,-1.285939343056024
+Dune,Victor Atreides,0.4980299174785614,0.2910350286240949,0.5519011616706848,0.6685790952560978,Dune,0.5181224346160889,0.5430793792140399,0.5632820129394531,1.9181918906205708,-0.020092517137527466,-0.252044350589945,-0.01138085126876831,-1.249612795364473
+The Hitchhiker's Guide to the Galaxy,Constant Mown,0.4848194122314453,2.6657217316758315,0.4528148770332336,1.86553460742644,The Hitchhiker's Guide to the Galaxy,0.5038566589355469,3.265715467731482,0.4810433089733124,3.086949363020123,-0.019037246704101562,-0.5999937360556507,-0.02822843194007879,-1.221414755593683
+The Hitchhiker's Guide to the Galaxy,Roosta,0.5273421406745911,4.546129077375875,0.526216983795166,4.499983689897789,The Hitchhiker's Guide to the Galaxy,0.5169205665588379,2.102114009073872,0.5259182453155518,5.666003639061062,0.010421574115753174,2.444015068302003,0.0002987384796142578,-1.1660199491632728
+The Hitchhiker's Guide to the Galaxy,Gail Andrews,0.4535467624664306,2.1617533355470595,0.4651680290699005,1.5026311790084164,The Hitchhiker's Guide to the Galaxy,0.4509778022766113,0.9562000321919004,0.5595822334289551,2.624409782313436,0.002568960189819336,1.205553303355159,-0.09441420435905457,-1.1217786033050194
+The Hitchhiker's Guide to the Galaxy,Hurling Frootmig,0.4553157687187195,0.5980317027887777,0.496841698884964,2.427544772938232,The Hitchhiker's Guide to the Galaxy,0.5172088146209717,1.3230990334518309,0.5507286787033081,3.484903478663206,-0.0618930459022522,-0.7250673306630532,-0.053886979818344116,-1.0573587057249743
+Dune,Daniel,0.5007641315460205,1.631312666915827,0.5122811198234558,1.1045714636700712,Dune,0.4878224730491638,1.5604541803826115,0.5150571465492249,2.135764787601336,0.01294165849685669,0.07085848653321558,-0.002776026725769043,-1.031193323931265
+Dune,Raquella Berto-Anirul,0.5147691369056702,0.0505092472857887,0.5281753540039062,0.2529816771656182,Dune,0.5327244997024536,0.2562112091315427,0.5556399822235107,1.244242900357726,-0.017955362796783447,-0.205701961845754,-0.027464628219604492,-0.9912612231921079
+The Hitchhiker's Guide to the Galaxy,Effrafax of Wug,0.5077013373374939,2.7731462138051746,0.5334528088569641,2.335238629716953,The Hitchhiker's Guide to the Galaxy,0.5174126625061035,2.4604352678384305,0.5381537079811096,3.3004362825008813,-0.00971132516860962,0.3127109459667441,-0.004700899124145508,-0.9651976527839281
+Dune,Farok,0.5331273078918457,2.0201251314036,0.5111566185951233,0.8885105448392211,Dune,0.5553319454193115,2.3081063709412537,0.5157051682472229,1.8509081586007976,-0.02220463752746582,-0.28798123953765353,-0.004548549652099609,-0.9623976137615765
+The Hitchhiker's Guide to the Galaxy,Old Man on the Pole,0.4875471293926239,4.7026631692738174,0.5063191056251526,6.556842986455579,The Hitchhiker's Guide to the Galaxy,0.5013925433158875,4.9671203983264665,0.5283668041229248,7.481179459003158,-0.01384541392326355,-0.264457229052649,-0.022047698497772217,-0.9243364725475791
+Dune,Hayt,0.5439981818199158,3.035260854687782,0.5676808953285217,1.8890437314339483,Dune,0.5623521208763123,1.488815995076424,0.5540022253990173,2.7630196330461185,-0.018353939056396484,1.546444859611358,0.013678669929504395,-0.8739759016121702
+Dune,Ziarenko Javid,0.5213062167167664,0.7372080900214711,0.4195296764373779,0.1327686030114251,Dune,0.467689573764801,0.8923458602015979,0.5024972558021545,0.9705700571787712,0.05361664295196533,-0.15513777018012676,-0.08296757936477667,-0.8378014541673461
+Dune,Tertius Eileen Anteac,0.5371912717819214,1.3095758687498087,0.4741029441356659,0.0657697811943477,Dune,0.4842688739299774,1.6092160416916077,0.5371854901313782,0.9017624269997888,0.05292239785194397,-0.299640172941799,-0.06308254599571228,-0.8359926458054411
+The Hitchhiker's Guide to the Galaxy,Hillman Hunter,0.4723850190639496,0.3463285279502558,0.526846706867218,1.3370309332758832,The Hitchhiker's Guide to the Galaxy,0.519244909286499,3.550699065130454,0.5177202820777893,2.1707907641217323,-0.04685989022254944,-3.2043705371801985,0.009126424789428711,-0.8337598308458491
+Dune,Piter de Vries,0.463932991027832,0.7901284138439427,0.5120517611503601,1.5202778799386392,Dune,0.5234078764915466,2.121741244796618,0.5473734140396118,2.341555622457318,-0.059474885463714655,-1.3316128309526754,-0.03532165288925171,-0.821277742518679
+The Hitchhiker's Guide to the Galaxy,Random Dent,0.5012661218643188,1.1383587611249018,0.4745690524578094,0.1524974019494977,The Hitchhiker's Guide to the Galaxy,0.473728746175766,1.4937575705922388,0.4956254959106445,0.950463493923778,0.027537375688552856,-0.35539880946733704,-0.021056443452835083,-0.7979660919742804
+Twilight,Harry Clearwater,0.5476050972938538,0.0438943956407439,0.5528291463851929,0.988138735717682,Twilight,0.534866988658905,0.1401510615761508,0.5757616758346558,1.7593148768518931,0.01273810863494873,-0.09625666593540688,-0.02293252944946289,-0.7711761411342112
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Kwaltz,0.5228808522224426,1.413300164165216,0.5617323517799377,5.506559981534626,The Hitchhiker's Guide to the Galaxy,0.5397637486457825,3.052210660958916,0.5244671106338501,6.27272596489698,-0.016882896423339844,-1.6389104967937,0.037265241146087646,-0.7661659833623542
+The Hitchhiker's Guide to the Galaxy,Max Quordlepleen,0.4794408977031708,2.500813108490748,0.5032950639724731,3.402245075624442,The Hitchhiker's Guide to the Galaxy,0.4801921248435974,1.9751599362663192,0.4648252129554748,4.165068703849383,-0.0007512271404266357,0.5256531722244286,0.038469851016998347,-0.762823628224941
+Dune,Jehanne Butler,0.4389314949512481,0.0288194764317802,0.4444078803062439,0.0512613213413012,Dune,0.5041056871414185,0.7578706297314075,0.511239230632782,0.7765911703854489,-0.06517419219017034,-0.7290511532996273,-0.06683135032653809,-0.7253298490441477
+The Hitchhiker's Guide to the Galaxy,Rob McKenna,0.4869276583194732,0.3086540700572138,0.4509564638137817,0.2733458965409725,The Hitchhiker's Guide to the Galaxy,0.5017083287239075,1.667916825646644,0.5132248997688293,0.986423940066365,-0.01478067040443426,-1.35926275558943,-0.06226843595504766,-0.7130780435253925
+Dune,Bijaz,0.5214598178863525,0.274879842394981,0.5157041549682617,0.2647359742327518,Dune,0.500070333480835,0.194777491022945,0.5213509202003479,0.9725980765421376,0.021389484405517578,0.08010235137203597,-0.005646765232086182,-0.7078621023093858
+Dune,Minotauros Atreides,0.481614202260971,0.1604432397909353,0.5114316344261169,0.3985008488922756,Dune,0.4983564913272857,0.8598707847609885,0.5270689725875854,1.0406608076188153,-0.016742289066314697,-0.6994275449700532,-0.015637338161468506,-0.6421599587265396
+Dune,Alma Mavis Taraza,0.5075234174728394,0.6880329098557795,0.4995601177215576,0.2924849668415627,Dune,0.5149604678153992,0.8999436439874243,0.5610169768333435,0.9030535975180288,-0.0074370503425598145,-0.21191073413164485,-0.06145685911178589,-0.6105686306764662
+The Hitchhiker's Guide to the Galaxy,Allitnils,0.4514158368110657,0.7028346729424548,0.4638689458370209,1.177709601829284,The Hitchhiker's Guide to the Galaxy,0.4965316355228424,0.8980947810572045,0.5122107267379761,1.7813170644012286,-0.04511579871177673,-0.1952601081147497,-0.0483417809009552,-0.6036074625719445
+Dune,Logno,0.4954418241977691,0.8754907556427473,0.4983513653278351,0.6225424791607346,Dune,0.5045991539955139,0.4669420713972166,0.523835301399231,1.217815646928167,-0.009157329797744806,0.40854868424553065,-0.025483936071395874,-0.5952731677674323
+Dune,Chani Kynes,0.4593413472175598,0.765399971568981,0.4882956147193908,0.8681908027060506,Dune,0.5317520499229431,1.1616693733240029,0.5398597121238708,1.4438592161520991,-0.0724107027053833,-0.3962694017550219,-0.051564097404480036,-0.5756684134460485
+Dune,Aramsham,0.4058475792407989,0.8238137072393069,0.4876619875431061,0.9168460982084708,Dune,0.5344614386558533,1.4950078491961325,0.558563232421875,1.4762572326855694,-0.12861385941505438,-0.6711941419568256,-0.07090124487876892,-0.5594111344770986
+The Hitchhiker's Guide to the Galaxy,Barman,0.5393004417419434,4.006915173714827,0.5009679794311523,1.4300801901079685,The Hitchhiker's Guide to the Galaxy,0.511643648147583,1.608056616499328,0.5494937896728516,1.9716792377981351,0.02765679359436035,2.398858557215499,-0.04852581024169922,-0.5415990476901666
+Dune,Hwi Noree,0.5402935743331909,0.9546559571623304,0.5494601726531982,0.328316116884358,Dune,0.5299132466316223,0.4767344742662933,0.5516391396522522,0.8540949176886722,0.010380327701568604,0.47792148289603714,-0.002178966999053955,-0.5257788008043142
+The Hitchhiker's Guide to the Galaxy,Googleplex Starthinker,0.5453110933303833,6.22332899740104,0.4888273477554321,1.7581331973296717,The Hitchhiker's Guide to the Galaxy,0.5102677345275879,1.5426929913351373,0.5362627506256104,2.2513618535087176,0.03504335880279541,4.680636006065903,-0.04743540287017828,-0.493228656179046
+Dune,Alia Atreides,0.4658108353614807,0.3335438271517829,0.4670486748218536,0.1940878944588636,Dune,0.4886529445648193,0.2486703479700113,0.5153259038925171,0.6871300640953478,-0.022842109203338568,0.08487347918177157,-0.04827722907066351,-0.49304216963648423
+Twilight,Brady Fuller,0.4072178900241852,0.4258262646188319,0.3713338673114776,0.1247171649284515,Twilight,0.4130733013153076,0.6068299589117829,0.4249446392059326,0.6052303750544059,-0.0058554112911224365,-0.18100369429295105,-0.05361077189445501,-0.4805132101259544
+The Hitchhiker's Guide to the Galaxy,Pizpot Gargravarr,0.4750292301177978,0.8398734947705285,0.4932797253131866,1.082886502347771,The Hitchhiker's Guide to the Galaxy,0.4787600934505462,0.9577454175059584,0.4993785619735718,1.5612964447779745,-0.003730863332748413,-0.1178719227354299,-0.006098836660385187,-0.4784099424302035
+The Hitchhiker's Guide to the Galaxy,Golgafrinchans,0.4998741745948791,0.0022159234741147,0.5546774864196777,0.9447810135592936,The Hitchhiker's Guide to the Galaxy,0.5678676962852478,1.1610192491706892,0.5612878203392029,1.4139129371358898,-0.06799352169036871,-1.1588033256965746,-0.0066103339195251465,-0.4691319235765963
+Twilight,Collin Littlesea,0.4015692770481109,0.3932931368504643,0.4368025660514831,0.3934013293951621,Twilight,0.4317830801010132,0.6549329661210603,0.4445505440235138,0.8581127887388902,-0.030213803052902277,-0.26163982927059604,-0.007747977972030695,-0.4647114593437281
+Twilight,Kebi,0.5474962592124939,0.0136361783219434,0.5137883424758911,0.0668578732688211,Twilight,0.4648018479347229,0.0602315246081563,0.5248673558235168,0.5233448042994691,0.082694411277771,-0.046595346286212896,-0.011079013347625732,-0.45648693103064797
+The Hitchhiker's Guide to the Galaxy,Hig Hurtenflurst,0.4822753369808197,2.544482997403323,0.5229754447937012,1.666027704785033,The Hitchhiker's Guide to the Galaxy,0.4566085934638977,0.9668784992035736,0.5390203595161438,2.0755742165154047,0.025666743516921997,1.5776044981997495,-0.016044914722442627,-0.4095465117303718
+The Hitchhiker's Guide to the Galaxy,Judiciary Pag,0.4658540189266205,2.2053176174830877,0.5554378628730774,1.6235163327564248,The Hitchhiker's Guide to the Galaxy,0.4990079998970032,2.7655560556335304,0.5291802883148193,2.0222538527401874,-0.03315398097038269,-0.5602384381504426,0.026257574558258057,-0.3987375199837626
+Dune,Shaddam Corrino IV,0.4789293706417084,0.1121077979174268,0.4741994738578796,0.1294522849521067,Dune,0.4910401105880737,0.2161713518518647,0.5092676877975464,0.5253868339563927,-0.012110739946365301,-0.1040635539344379,-0.035068213939666804,-0.39593454900428604
+Twilight,Mexican coven,0.5069307088851929,0.0362351906965213,0.4671769738197326,0.0880664320824296,Twilight,0.4998178482055664,0.5380650017431479,0.512706995010376,0.4692169152583046,0.007112860679626465,-0.5018298110466266,-0.045530021190643366,-0.381150483175875
+Dune,Marcus Claire Luyseyal,0.5409387946128845,5.817468506746241,0.4750081300735473,1.6040966020982437,Dune,0.4626936614513397,1.0868284645373023,0.5031079053878784,1.939214834068864,0.0782451331615448,4.730640042208939,-0.02809977531433111,-0.3351182319706203
+Dune,Shando Vernius,0.4891597926616668,0.1598593751666299,0.5207884311676025,0.4678524818639373,Dune,0.5465232133865356,0.7520822598278919,0.5261800289154053,0.8021177618208027,-0.05736342072486883,-0.592222884661262,-0.005391597747802734,-0.33426527995686545
+The Lord of the Rings,Shadowfax,0.558815598487854,0.2268558574927122,0.5979445576667786,1.6379879568324147,The Lord of the Rings,0.6224778294563293,1.7175942891378289,0.6148388385772705,1.9714219260473624,-0.06366223096847534,-1.4907384316451167,-0.016894280910491943,-0.3334339692149477
+The Hitchhiker's Guide to the Galaxy,Lintilla,0.4331122636795044,0.0054116694166139,0.5091831088066101,0.2562651870653857,The Hitchhiker's Guide to the Galaxy,0.5287073850631714,0.558869123703348,0.5504475831985474,0.5872657301781092,-0.09559512138366699,-0.5534574542867341,-0.041264474391937256,-0.33100054311272353
+Dune,Liet-Kynes,0.5388694405555725,0.7744858351693394,0.5246624946594238,0.6364821227227504,Dune,0.4854009747505188,0.1085691714704211,0.5855634212493896,0.9576363986833852,0.05346846580505371,0.6659166636989183,-0.06090092658996582,-0.32115427596063484
+The Lord of the Rings,Glaurung,0.4925675988197326,0.0105043637293916,0.5601674318313599,0.5209951886978874,The Lord of the Rings,0.5535544753074646,0.3629630472734391,0.5826680660247803,0.8313548871362959,-0.06098687648773199,-0.35245868354404747,-0.02250063419342041,-0.3103596984384085
+The Lord of the Rings,Ungoliant,0.5248897075653076,0.0068898861689286,0.55659019947052,0.4206666712385319,The Lord of the Rings,0.524909496307373,0.2464164812303801,0.5736237168312073,0.7277688611379045,-1.9788742065429688e-05,-0.2395265950614515,-0.017033517360687256,-0.3071021898993726
+The Hunger Games,Festus Creed,0.4804655015468597,0.0004364852600695,0.5087020397186279,0.0077027971029612,The Hunger Games,0.4831237196922302,0.2742316573049203,0.5206208825111389,0.3036459530122752,-0.002658218145370539,-0.27379517204485077,-0.011918842792510986,-0.295943155909314
+Twilight,Rachel Black,0.4674018919467926,0.0019080303123256,0.4487326741218567,0.0005745818831719,Twilight,0.4946772158145904,0.4461437557674763,0.5062205791473389,0.2900946600663232,-0.027275323867797796,-0.44423572545515067,-0.05748790502548218,-0.2895200781831513
+The Hitchhiker's Guide to the Galaxy,Dan Streetmentioner,0.4536094069480896,0.3031424793759491,0.5627984404563904,3.105531301877437,The Hitchhiker's Guide to the Galaxy,0.518623411655426,1.0481372819919772,0.5506841540336609,3.3942237237839783,-0.06501400470733643,-0.744994802616028,0.012114286422729492,-0.28869242190654143
+The Hunger Games,Dill,0.4356289803981781,0.0002891011143852,0.4885352551937103,0.0960276098361049,The Hunger Games,0.510287880897522,0.1673106770659258,0.5264093279838562,0.3645071642658643,-0.07465890049934387,-0.1670215759515406,-0.037874072790145874,-0.26847955442975946
+Twilight,Ephraim Black,0.4925296306610107,0.3658229524051135,0.5327481627464294,0.7108240690539922,Twilight,0.495035707950592,0.0450036994060215,0.5283763408660889,0.9754689028889536,-0.002506077289581299,0.320819252999092,0.004371821880340576,-0.2646448338349614
+The Lord of the Rings,Halbarad,0.5482879281044006,0.0377240224085869,0.5678908228874207,1.2505198519541445,The Lord of the Rings,0.4990382194519043,0.1382394741821053,0.5650730133056641,1.5125902145942676,0.04924970865249634,-0.1005154517735184,0.002817809581756592,-0.26207036264012307
+Dune,Tlaloc,0.4285541176795959,0.0118315451596015,0.5015847682952881,0.9321172489174157,Dune,0.5124073624610901,3.8070235424098406,0.542407751083374,1.1899244749396642,-0.0838532447814942,-3.7951919972502393,-0.04082298278808594,-0.2578072260222486
+The Hitchhiker's Guide to the Galaxy,Enid Kapelsen,0.4745515286922455,1.8897915120627369,0.4854231774806976,1.4991200642594105,The Hitchhiker's Guide to the Galaxy,0.4951694905757904,1.255892682117142,0.5399518013000488,1.751950865087436,-0.020617961883544922,0.633898829945595,-0.05452862381935125,-0.25283080082802556
+Twilight,Charlotte,0.4985171854496002,0.0262960061436414,0.4373162090778351,7.300929998184094e-06,Twilight,0.5051864385604858,0.0596528866898714,0.5192722082138062,0.2376004493509231,-0.00666925311088562,-0.03335688054623,-0.08195599913597107,-0.2375931484209249
+Dune,Lady Jessica,0.468407541513443,0.2028299003667993,0.4681082963943481,0.3171852694143707,Dune,0.4113405346870422,0.0023579364569927,0.5031242370605469,0.5388505817298004,0.05706700682640081,0.2004719639098066,-0.035015940666198786,-0.22166531231542969
+The Lord of the Rings,Thingol,0.5081369876861572,4.428451715613721e-05,0.5225947499275208,0.0055173497932467,The Lord of the Rings,0.5166316032409668,0.0077201613206518,0.5382469296455383,0.2264463580282318,-0.00849461555480957,-0.007675876803495663,-0.015652179718017578,-0.2209290082349851
+Dune,Gaius Helen Mohiam,0.526836097240448,1.1550383866306306,0.5425923466682434,1.538226544406715,Dune,0.526899516582489,0.2654334195320227,0.5729935765266418,1.7485603659038411,-6.341934204101562e-05,0.8896049670986079,-0.030401229858398438,-0.2103338214971262
+Dune,Tio Holtzman,0.4509092569351196,5.580479411464467e-05,0.5041067600250244,0.0065064358970146,Dune,0.5365378260612488,0.4520475765011633,0.5751590132713318,0.2024374726113764,-0.0856285691261292,-0.45199177170704863,-0.07105225324630737,-0.1959310367143618
+Dune,Marty,0.4924050271511078,0.932898749248838,0.5335819125175476,1.646799387111592,Dune,0.5066540837287903,1.1714954308479877,0.5216068029403687,1.8426423024082883,-0.014249056577682495,-0.2385966815991497,0.011975109577178955,-0.19584291529669628
+Dune,Kailea Vernius,0.4088099002838135,3.335268626224189e-07,0.5558974742889404,0.6014721844717049,Dune,0.5170943737030029,0.3752516692902247,0.5739883184432983,0.7558099218848111,-0.10828447341918945,-0.37525133576336206,-0.01809084415435791,-0.1543377374131062
+The Lord of the Rings,Denethor II,0.5466106534004211,0.1223507951938338,0.5836129784584045,0.3042194992237594,The Lord of the Rings,0.5417104363441467,0.1426756873688543,0.5651096701622009,0.4485476149051312,0.004900217056274414,-0.02032489217502051,0.018503308296203613,-0.14432811568137177
+Dune,Mohandas Suk,0.4551697373390198,0.2720735772913702,0.5508387684822083,1.4002093038690775,Dune,0.4978834688663482,1.0267002706159707,0.540614664554596,1.529749728452501,-0.042713731527328436,-0.7546266933246004,0.010224103927612305,-0.12954042458342352
+Twilight,Embry Call,0.5151413679122925,0.0214462358855365,0.5060939192771912,0.0093058597417683,Twilight,0.4495475590229034,1.2256301981221556e-05,0.5312647819519043,0.1356989120483769,0.0655938088893891,0.02143397958355528,-0.025170862674713135,-0.12639305230660858
+Dune,Zufa Cenva,0.4670575857162475,0.0112104319609969,0.5524097681045532,0.3717184737716069,Dune,0.5469627380371094,0.2514755578288763,0.5501323938369751,0.497377813153401,-0.07990515232086187,-0.2402651258678794,0.002277374267578125,-0.12565933938179413
+Twilight,Tia,0.5152443051338196,8.281582664851085e-06,0.4440155327320099,2.194075915816099e-07,Twilight,0.4475622475147247,0.0001213449980344,0.5206810235977173,0.1201431568196889,0.0676820576190949,-0.00011306341536954892,-0.0766654908657074,-0.12014293741209732
+Dune,Harah,0.4979162812232971,0.0725353494553252,0.5090550184249878,0.0058115788910207,Dune,0.4883544445037842,0.0001861030552235,0.5431880950927734,0.117351796543035,0.00956183671951294,0.0723492464001017,-0.034133076667785645,-0.1115402176520143
+The Hunger Games,Treech,0.5075646638870239,0.117626392781118,0.4749631881713867,0.0002962613432383,The Hunger Games,0.4770993590354919,0.3687356863387556,0.4976861178874969,0.1049643699751414,0.030465304851532038,-0.25110929355763756,-0.022722929716110174,-0.1046681086319031
+The Hitchhiker's Guide to the Galaxy,Poodoo,0.452880322933197,1.4072647612067786,0.4860747456550598,1.3931414530091124,The Hitchhiker's Guide to the Galaxy,0.450519859790802,1.0020379796927297,0.5223364233970642,1.4941446530390217,0.0023604631423950195,0.4052267815140489,-0.036261677742004395,-0.10100320002990926
+Twilight,Santiago,0.4405513107776642,0.0113096824479289,0.4655430316925049,0.0218416827716768,Twilight,0.500321090221405,1.2468754962383273,0.4711087644100189,0.1209499717076706,-0.059769779443740845,-1.2355658137903984,-0.005565732717514038,-0.0991082889359938
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+The Hunger Games,Casca Highbottom,0.4864108562469482,0.0053927922680926,0.4324418902397156,2.4006125507516925e-06,The Hunger Games,0.5193358063697815,0.067383490854419,0.5250967144966125,0.0839281652098627,-0.03292495012283331,-0.0619906985863264,-0.09265482425689697,-0.08392576459731195
+Dune,Siona Atreides,0.5410712957382202,0.5836693720482895,0.5667243003845215,0.1415506545006138,Dune,0.5566157698631287,0.7132382625515441,0.554270327091217,0.2215421654128753,-0.015544474124908447,-0.1295688905032546,0.012453973293304443,-0.0799915109122615
+Twilight,Angela Weber,0.5451338291168213,0.0179369636990772,0.5681806206703186,0.0080092662495488,Twilight,0.5237318873405457,0.0032600961595887,0.5503565073013306,0.0799621913934073,0.021401941776275635,0.014676867539488499,0.017824113368988037,-0.0719529251438585
+Twilight,Carmen,0.5116759538650513,0.0083180897352118,0.4351828396320343,4.641500438336512e-07,Twilight,0.4769243597984314,0.0020450478101498,0.529487669467926,0.0667213460788601,0.03475159406661987,0.006273041925062,-0.09430482983589172,-0.06672088192881627
+The Hunger Games,Coral,0.4286750257015228,4.980235540597977e-07,0.4535006880760193,4.3197941769261226e-08,The Hunger Games,0.4890300333499908,0.0080261692520166,0.5262603163719177,0.0648888114158943,-0.06035500764846796,-0.00802567122846254,-0.07275962829589844,-0.06488876821795253
+Dune,Leto Atreides I,0.4644840657711029,0.1561335935662264,0.4951279759407043,0.440357396190372,Dune,0.4105958044528961,0.0206977719287023,0.4836027324199676,0.50074308350192,0.05388826131820679,0.1354358216375241,0.011525243520736694,-0.060385687311547975
+Dune,Dama,0.4857421815395355,1.715304963446476,0.4941137433052063,0.6593159783259328,Dune,0.4485619664192199,0.4845491510995697,0.5121527910232544,0.7110396160190182,0.03718021512031561,1.2307558123469065,-0.018039047718048096,-0.05172363769308541
+The Lord of the Rings,Peregrin Took,0.5437358021736145,0.0542727872519525,0.5529078841209412,0.1864921831796264,The Lord of the Rings,0.5318484306335449,0.2692060335335933,0.5542590618133545,0.2374488441743688,0.01188737154006958,-0.2149332462816408,-0.00135117769241333,-0.050956660994742387
+Harry Potter,Padma Patil,0.5182434916496277,0.0007101262299604,0.5555219054222107,0.0044738017133605,Harry Potter,0.4872567057609558,6.378623810573792e-06,0.5460124611854553,0.0552383572989323,0.030986785888671875,0.0007037476061498262,0.009509444236755371,-0.050764555585571795
+The Lord of the Rings,Boromir,0.567672073841095,0.0269396313274863,0.542649507522583,0.0314407638735158,The Lord of the Rings,0.487245500087738,0.0267726651457569,0.5577863454818726,0.0760962279419869,0.08042657375335699,0.00016696618172939992,-0.01513683795928955,-0.044655464068471096
+The Hitchhiker's Guide to the Galaxy,Loonquawl,0.5614513754844666,1.0392012009479468,0.5413311123847961,1.8312584658984103,The Hitchhiker's Guide to the Galaxy,0.5401980876922607,2.7960738546327706,0.5393425226211548,1.8750551413304997,0.02125328779220581,-1.7568726536848238,0.0019885897636413574,-0.043796675432089316
+Twilight,Jessica Stanley,0.5055686235427856,0.0003780182242173,0.5701385736465454,0.0041601556336921,Twilight,0.5203374624252319,2.209583549370973e-06,0.5668190717697144,0.0473474140753404,-0.014768838882446289,0.000375808640667929,0.0033195018768310547,-0.0431872584416483
+Twilight,Garrett,0.4939342439174652,0.0974875565247484,0.4706915915012359,7.563791265191502e-06,Twilight,0.4718561172485351,0.000427357599277,0.5253652334213257,0.0422177982688839,0.02207812666893011,0.0970601989254714,-0.05467364192008978,-0.04221023447761871
+Twilight,Demetri,0.5613125562667847,0.0012281161893588,0.5580273866653442,0.0040244895400104,Twilight,0.5109078884124756,8.155717012021489e-05,0.545673668384552,0.0394128451447977,0.05040466785430908,0.001146559019238585,0.012353718280792236,-0.0353883556047873
+The Hunger Games,Lysistrata Vickers,0.4519827663898468,7.61478911561517e-07,0.4958251416683197,0.0011258190365234,The Hunger Games,0.530523419380188,0.0118625476820695,0.5598405003547668,0.0343174409523811,-0.07854065299034119,-0.011861786203157938,-0.06401535868644714,-0.0331916219158577
+The Lord of the Rings,Maedhros,0.5035333037376404,2.6845660125638523e-09,0.5534624457359314,0.0007071572139962,The Lord of the Rings,0.5822654962539673,0.0118733455624457,0.5654446482658386,0.0303042822961876,-0.0787321925163269,-0.011873342877879688,-0.011982202529907227,-0.0295971250821914
+The Lord of the Rings,Thráin II,0.4682380259037018,6.8213707629566455e-09,0.5730043649673462,0.0226963133225233,The Lord of the Rings,0.5807884335517883,0.0296818214378983,0.5639391541481018,0.0503974339656662,-0.11255040764808655,-0.029681814616527538,0.009065210819244385,-0.0277011206431429
+Twilight,Jared Cameron,0.5240994691848755,0.0186014665449711,0.532151997089386,0.0067800101584847,Twilight,0.5024563670158386,0.0557968494229464,0.5359641909599304,0.0320030351326334,0.021643102169036865,-0.0371953828779753,-0.0038121938705444336,-0.025223024974148703
+The Hunger Games,Clemensia Dovecote,0.5008890628814697,1.6014022585481102e-05,0.4638417661190033,4.811672253580727e-08,The Hunger Games,0.5120881795883179,0.0047036399681221,0.5367035269737244,0.0222355032350336,-0.011199116706848145,-0.004687625945536619,-0.07286176085472107,-0.022235455118311064
+Twilight,Paul Lahote,0.5231663584709167,0.0037034459416706,0.4577199518680572,9.125731580496854e-11,Twilight,0.5150099992752075,0.0303382441467537,0.5465271472930908,0.0221356357462167,0.008156359195709229,-0.0266347982050831,-0.08880719542503362,-0.022135635654959386
+The Lord of the Rings,Gimli,0.5303179025650024,0.0018958562640058,0.5486525297164917,0.007278140322566,The Lord of the Rings,0.4835466742515564,1.7847412999035477e-06,0.5416079163551331,0.0246381498587795,0.046771228313446045,0.0018940715227058966,0.007044613361358643,-0.0173600095362135
+The Lord of the Rings,Isildur,0.5536698698997498,0.0001405835555204,0.5754685997962952,0.0019145160582926,The Lord of the Rings,0.514318585395813,0.0002690887948658,0.54621821641922,0.0173277243707655,0.03935128450393677,-0.00012850523934539998,0.029250383377075195,-0.015413208312472901
+The Lord of the Rings,Círdan,0.4970964193344116,1.1359558026426888e-15,0.5533652901649475,0.0023556687549475,The Lord of the Rings,0.5649707317352295,0.0396925836048516,0.5829378366470337,0.0174921897736828,-0.06787431240081787,-0.039692583604850465,-0.02957254648208618,-0.0151365210187353
+Dune,Irulan Corrino,0.5094133019447327,0.0134960327501953,0.5159376263618469,0.0779417916071164,Dune,0.5549029111862183,0.3883706492553182,0.5475248694419861,0.0924784031698652,-0.045489609241485596,-0.37487461650512294,-0.03158724308013916,-0.01453661156274881
+The Lord of the Rings,Fíli and Kíli,0.535077691078186,0.0390663683312621,0.6048795580863953,0.1515881549037747,The Lord of the Rings,0.5735980868339539,0.0009851667951868,0.5889543890953064,0.1636460379511975,-0.03852039575576782,0.0380812015360753,0.015925168991088867,-0.012057883047422807
+The Lord of the Rings,Thranduil,0.4878326654434204,1.3411993964995826e-27,0.5475040078163147,0.0032064112663925,The Lord of the Rings,0.515102207660675,3.7983051277183866e-11,0.5661547780036926,0.0140890316963217,-0.02726954221725464,-3.7983051277183866e-11,-0.01865077018737793,-0.0108826204299292
+The Lord of the Rings,Gil-galad,0.4937008917331695,2.8875881748037804e-14,0.5870011448860168,0.0041511127078988,The Lord of the Rings,0.6103127002716064,0.0028920199616459,0.5794858336448669,0.0144161097849405,-0.11661180853843695,-0.0028920199616170243,0.007515311241149902,-0.0102649970770417
+Twilight,Nahuel,0.5094461441040039,0.0122782688457226,0.4904480576515198,1.6070452396395075e-05,Twilight,0.487690657377243,3.267971768044545e-06,0.5109698176383972,0.0100261470848423,0.02175548672676092,0.012275000873954556,-0.02052175998687744,-0.010010076632445906
+The Hunger Games,Mizzen,0.4259211421012878,1.2010382943299564e-06,0.4469455778598785,1.869939636121712e-07,The Hunger Games,0.4994212985038757,0.0027858218807353,0.5460163354873657,0.0096939378827912,-0.07350015640258789,-0.00278462084244097,-0.09907075762748724,-0.009693750888827587
+Dune,Murbella,0.5306856632232666,0.1161153578347403,0.5490666627883911,0.311518693349403,Dune,0.5431306958198547,0.1647578209637947,0.5540927648544312,0.3209911285770032,-0.012445032596588135,-0.04864246312905442,-0.005026102066040039,-0.009472435227600162
+Dune,Thufir Hawat,0.5250611901283264,0.0538646829607475,0.5541090965270996,0.034884852362595,Dune,0.4564379751682281,0.0023243158719375,0.5546550154685974,0.0420107217075216,0.06862321496009832,0.05154036708881,-0.0005459189414978027,-0.007125869344926601
+Dune,Quintinius Violet Chenoeh,0.5333386659622192,0.0006095256747923,0.4813452661037445,2.004955329972975e-05,Dune,0.503670334815979,0.003929017584763,0.5365883708000183,0.0071388692042059,0.029668331146240234,-0.0033194919099707003,-0.055243104696273804,-0.00711881965090617
+The Lord of the Rings,Celeborn,0.5386183857917786,8.960520794475933e-07,0.5627967715263367,0.0024571792711473,The Lord of the Rings,0.4809964895248413,3.0929334752995546e-11,0.5626426339149475,0.00886908460637,0.057621896266937256,8.960211501128403e-07,0.00015413761138916016,-0.006411905335222701
+Twilight,J. Jenks,0.5524166822433472,0.2216549059922535,0.4394181370735168,0.0001588303121254,Twilight,0.5219054818153381,0.094675581562965,0.5259211659431458,0.0063786709959909,0.030511200428009033,0.1269793244292885,-0.08650302886962896,-0.006219840683865501
+Twilight,Eleazar,0.5085576176643372,0.0235834368810516,0.471886932849884,2.449435515698204e-05,Twilight,0.4954434037208557,8.21575146284907e-06,0.5252564549446106,0.0046762128614364,0.013114213943481445,0.02357522112958875,-0.05336952209472662,-0.0046517185062794186
+The Lord of the Rings,Thorin II,0.4779637455940246,1.9999888091541057e-19,0.5533391833305359,1.7823173898844698e-06,The Lord of the Rings,0.5464227199554443,0.0004284126620413,0.575333297252655,0.0027267432030499,-0.06845897436141973,-0.0004284126620412998,-0.02199411392211914,-0.0027249608856600156
+Twilight,Leah Clearwater,0.5293238162994385,8.166267693146855e-05,0.518864095211029,6.573006431824589e-06,Twilight,0.5080369710922241,8.0013803633786e-08,0.5539224147796631,0.0024517969115172,0.021286845207214355,8.158266312783477e-05,-0.03505831956863403,-0.0024452239050853754
+Dune,Serena Butler,0.512681782245636,0.0034786939474873,0.5410799384117126,0.0026481038198425,Dune,0.5420154333114624,0.001153885083131,0.5333322882652283,0.0049335653498528,-0.029333651065826416,0.0023248088643563003,0.007747650146484375,-0.0022854615300103003
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+The Lord of the Rings,Tom Bombadil,0.5839139819145203,3.449736913810358e-05,0.574947714805603,0.000480317382217,The Lord of the Rings,0.560651421546936,0.0005328502053433,0.5672776699066162,0.0005428128490563,0.02326256036758423,-0.0004983528362051963,0.007670044898986816,-6.249546683930005e-05
+Twilight,Seth Clearwater,0.5219919085502625,2.6690509572979773e-05,0.5368380546569824,2.2557357816646632e-08,Twilight,0.5169409513473511,5.498352064403032e-07,0.5414804816246033,5.633002374780094e-05,0.005050957202911377,2.614067436653947e-05,-0.00464242696762085,-5.630746638998429e-05
+Twilight,Tanya,0.4943207502365112,2.3001461533403246e-07,0.5129669904708862,1.017026482000468e-06,Twilight,0.4598340392112732,3.2839210098507054e-15,0.511573314666748,9.316443602184018e-07,0.03448671102523798,2.3001461205011146e-07,0.0013936758041381836,8.538212178206627e-08
+The Hunger Games,Effie Trinket,0.5815386772155762,3.0792937880716245e-06,0.5591163039207458,1.2126429404944133e-06,The Hunger Games,0.5359324812889099,8.321606180910708e-05,0.5681807994842529,3.933899465304202e-14,0.04560619592666626,-8.013676802103546e-05,-0.00906449556350708,1.2126429011554186e-06
+Twilight,Benjamin,0.5442827343940735,0.0002199300895121,0.4993562400341034,3.5617777723742515e-06,Twilight,0.5174652934074402,0.021134095012226,0.4865785241127014,8.920801700391271e-07,0.0268174409866333,-0.0209141649227139,0.012777715921401978,2.6696976023351244e-06
+Twilight,Jane,0.5082261562347412,0.0001358791583441,0.5344328284263611,1.017502052202691e-05,Twilight,0.4662284553050995,7.231129503729666e-06,0.498564600944519,7.089014437417576e-08,0.041997700929641724,0.00012864802884037034,0.035868227481842097,1.0104130377652734e-05
+Harry Potter,Katie Bell,0.5273134112358093,2.134555659548249e-05,0.5541184544563293,6.941469957752831e-05,Harry Potter,0.5012985467910767,0.0004962681969855,0.5672582387924194,4.619072452139013e-05,0.026014864444732666,-0.0004749226403900175,-0.013139784336090088,2.3223975056138177e-05
+The Lord of the Rings,Watcher in the Water,0.5586118102073669,0.0005535213703505,0.5981280207633972,0.0051045433536228,The Lord of the Rings,0.58259117603302,0.0008455740605946,0.6002125144004822,0.0048471313602718,-0.023979365825653076,-0.00029205269024409994,-0.002084493637084961,0.00025741199335099947
+The Lord of the Rings,Gollum,0.5312132835388184,0.0012175108716184,0.5351508259773254,0.0002608758122073,The Lord of the Rings,0.4790458977222442,2.474754774110922e-28,0.5469645857810974,4.741465540436228e-07,0.05216738581657415,0.0012175108716184,-0.011813759803771973,0.00026040166565325637
+The Lord of the Rings,Samwise Gamgee,0.5255295634269714,0.0002127983320222,0.5717642307281494,0.0005201358644656,The Lord of the Rings,0.5425846576690674,3.937179946292413e-10,0.5823348760604858,0.0002485532633412,-0.017055094242095947,0.00021279793830420539,-0.010570645332336426,0.0002715826011244
+The Hunger Games,Alma Coin,0.4811421930789947,2.95861523989604e-20,0.5374076962471008,0.0030204198098382,The Hunger Games,0.5310269594192505,0.0579975632837664,0.507499635219574,0.0027280961559054,-0.04988476634025579,-0.0579975632837664,0.029908061027526855,0.0002923236539328
+Harry Potter,Vincent Crabbe,0.5198566317558289,0.0006169246388136,0.5248391628265381,0.0007503214476635,Harry Potter,0.4622730612754822,1.1250639826776048e-08,0.5160602331161499,0.0004350931133402,0.05758357048034668,0.0006169133881737733,0.008778929710388184,0.00031522833432329997
+Twilight,James,0.4592633545398712,2.1330016673097883e-08,0.5340688228607178,0.00052318268686,Twilight,0.4569451510906219,1.873352245885299e-12,0.5209974050521851,5.469161351854039e-06,0.002318203449249323,2.1328143320851998e-08,0.013071417808532715,0.000517713525508146
+Dune,Darwi Odrade,0.5599603652954102,0.0043853748137809,0.5430006980895996,0.0014113899537567,Dune,0.5547276735305786,0.002377769984988,0.5509737133979797,0.0001683148322433,0.005232691764831543,0.0020076048287929003,-0.007973015308380127,0.0012430751215134
+The Lord of the Rings,Balin,0.5572898387908936,6.873337123824756e-05,0.5653225183486938,0.0107615077965567,The Lord of the Rings,0.5153865814208984,0.0037171150859989,0.5659844875335693,0.0089930416383406,0.04190325736999512,-0.003648381714760652,-0.0006619691848754883,0.0017684661582161015
+The Lord of the Rings,Radagast,0.5174330472946167,0.00017497649855,0.5598633289337158,0.0032167003587381,The Lord of the Rings,0.5262231826782227,1.7547469280061835e-05,0.5205216407775879,2.6606774322600487e-05,-0.008790135383605957,0.00015742902926993817,0.03934168815612793,0.0031900935844154992
+The Lord of the Rings,Bard,0.5038110613822937,0.0044467726571034,0.5618695616722107,0.0068535072910567,The Lord of the Rings,0.5035655498504639,0.0116677526904767,0.5629619359970093,0.0031130032542259,0.000245511531829834,-0.0072209800333733,-0.001092374324798584,0.0037405040368307997
+Dune,Moneo Atreides,0.5322074890136719,0.1221604302703853,0.552431046962738,0.0376465890712522,Dune,0.5522628426551819,0.2040862951867797,0.5395599007606506,0.032820311689115,-0.02005535364151001,-0.0819258649163944,0.012871146202087402,0.004826277382137201
+Twilight,Quil Ateara V,0.5100683569908142,0.1399546709235932,0.561724066734314,0.0447618215796129,Twilight,0.5615991950035095,0.0493345792024236,0.5382692217826843,0.0347674485236213,-0.05153083801269531,0.09062009172116961,0.02345484495162964,0.009994373055991601
+Twilight,Mike Newton,0.5422773957252502,0.0228071631416192,0.5342537760734558,0.0119840056601496,Twilight,0.509818971157074,0.0566707227136515,0.5195896625518799,0.0013125449480526,0.03245842456817627,-0.0338635595720323,0.014664113521575928,0.010671460712097
+Twilight,Huilen,0.5564388036727905,0.4284589161086818,0.503710150718689,0.0176898436123173,Twilight,0.5121077299118042,0.0233117597090182,0.4981113970279693,0.0021069506874706,0.04433107376098633,0.4051471563996636,0.00559875369071966,0.0155828929248467
+The Lord of the Rings,Éomer,0.5421885848045349,0.0170643806662626,0.5727627873420715,0.0765165006720312,The Lord of the Rings,0.569170355796814,0.066327741860287,0.5846097469329834,0.0604223548725145,-0.026981770992279053,-0.0492633611940244,-0.011846959590911865,0.016094145799516693
+Dune,Xavier Harkonnen,0.5057855248451233,0.0001623178149653,0.5143126249313354,0.0432104443771766,Dune,0.5171380639076233,0.0743896149171771,0.5296557545661926,0.026693979818351,-0.0113525390625,-0.0742272971022118,-0.015343129634857178,0.016516464558825602
+Twilight,Heidi,0.4454536139965057,1.0930883456035096e-07,0.4894866943359375,0.0184495655810594,Twilight,0.4520511627197265,0.0001680023447723,0.471882551908493,0.0009332466402578,-0.006597548723220825,-0.00016789303593773964,0.017604142427444514,0.0175163189408016
+Twilight,Laurent,0.5089563727378845,0.0012824595639473,0.5217602252960205,0.0286178367409613,Twilight,0.4753958880901336,0.0014116932360878,0.5218551158905029,0.0066333819862924,0.03356048464775091,-0.00012923367214050002,-9.489059448242188e-05,0.0219844547546689
+Twilight,Emily Young,0.5085493326187134,7.213279249480357e-06,0.5158069729804993,0.0330255215871768,Twilight,0.4843425154685974,5.8861067356876075e-08,0.4932059049606323,0.0021554370112846,0.024206817150115967,7.154418182123481e-06,0.022601068019866943,0.0308700845758922
+The Lord of the Rings,Éowyn,0.5354081392288208,0.0446670784607137,0.5591710209846497,0.0808981344760647,The Lord of the Rings,0.5752246379852295,0.1766522094437725,0.5742315649986267,0.0361872465904922,-0.03981649875640869,-0.1319851309830588,-0.01506054401397705,0.044710887885572495
+The Lord of the Rings,Gríma,0.5651068687438965,0.0263081311492341,0.5924745798110962,0.0689119201878415,The Lord of the Rings,0.5414962768554688,0.0014040690327283,0.5831183195114136,0.0226204631359317,0.023610591888427734,0.0249040621165058,0.009356260299682617,0.04629145705190979
+The Lord of the Rings,Shelob,0.5592805743217468,0.0758405306378195,0.5853018164634705,0.3406007945047815,The Lord of the Rings,0.5028041005134583,1.2144310358752952e-12,0.5753321647644043,0.2937028728612532,0.056476473808288574,0.07584053063660506,0.009969651699066162,0.046897921643528295
+Dune,Stilgar,0.5065039992332458,0.3521997169623891,0.532167375087738,0.5102105680812854,Dune,0.4978335201740265,1.050191588802027,0.5372103452682495,0.4579809007162451,0.00867047905921936,-0.6979918718396378,-0.005042970180511475,0.05222966736504031
+Dune,Octa Butler,0.4596191346645355,0.0260518392912217,0.5119488835334778,0.9994224406668474,Dune,0.5055363774299622,1.1788144831676244,0.5349791646003723,0.9440785315735382,-0.045917242765426636,-1.1527626438764027,-0.02303028106689453,0.05534390909330922
+Twilight,Sue Clearwater,0.5386261343955994,0.2446133009175692,0.5701732635498047,0.0704058026402606,Twilight,0.5145647525787354,0.0258926919519143,0.5306036472320557,0.012183993251342,0.024061381816864014,0.2187206089656549,0.03956961631774902,0.0582218093889186
+Dune,Gurney Halleck,0.5254309177398682,0.0210078510281879,0.5530193448066711,0.076351204570937,Dune,0.4746912121772766,0.0132546012270145,0.5403727293014526,0.0163296967836743,0.05073970556259155,0.0077532498011734004,0.012646615505218506,0.0600215077872627
+Dune,Wellington Yueh,0.5041899085044861,0.4257537731570264,0.5070567727088928,0.2773105966965404,Dune,0.4970987439155578,0.2325143240007675,0.5185472369194031,0.2033587989177272,0.007091164588928278,0.1932394491562589,-0.011490464210510254,0.0739517977788132
+Dune,Leto I Atreides,0.504253625869751,0.0099520281209106,0.5509100556373596,0.1195720031412774,Dune,0.5601571798324585,0.1023989904643914,0.5555311441421509,0.0417155261758025,-0.05590355396270752,-0.09244696234348079,-0.00462108850479126,0.0778564769654749
+The Hitchhiker's Guide to the Galaxy,Alice Beeblebrox,0.484935998916626,2.711765617333668,0.541314423084259,1.1895178198195084,The Hitchhiker's Guide to the Galaxy,0.4696454703807831,0.8978039968744738,0.5031110644340515,1.1097740115014256,0.015290528535842896,1.8139616204591942,0.03820335865020752,0.07974380831808281
+The Hitchhiker's Guide to the Galaxy,Number Two,0.43616983294487,0.9727470646024056,0.4991006553173065,1.892146497758362,The Hitchhiker's Guide to the Galaxy,0.5003491044044495,1.2324191217297131,0.5516855120658875,1.8112055895966903,-0.06417927145957947,-0.25967205712730757,-0.05258485674858093,0.08094090816167165
+Dune,Jamis,0.5443645715713501,0.0881118874436091,0.5378723740577698,0.1472962292049995,Dune,0.4380188286304474,4.0357943122665017e-08,0.5405598878860474,0.0628581234073116,0.10634574294090271,0.08811184708566597,-0.002687513828277588,0.08443810579768789
+Dune,Glossu Rabban Harkonnen,0.5374839901924133,2.346730239086161,0.5518556237220764,3.595008864263438,Dune,0.5142450332641602,2.34971710324303,0.5398516654968262,3.508803037015137,0.023238956928253174,-0.0029868641568691068,0.012003958225250244,0.08620582724830106
+The Lord of the Rings,Lúthien,0.4240851700305938,1.3768888823489491e-10,0.5941258072853088,0.1462831108081908,The Lord of the Rings,0.5956390500068665,0.0112333518610646,0.5993440747261047,0.0595055290157494,-0.17155387997627264,-0.011233351723375713,-0.0052182674407958984,0.08677758179244141
+Dune,Helena Atreides,0.5068652033805847,0.1119035016338069,0.5462532639503479,0.3454311405400564,Dune,0.55311119556427,0.3863628588487818,0.5335257053375244,0.2456276973392827,-0.0462459921836853,-0.2744593572149749,0.012727558612823486,0.09980344320077372
+Dune,Tyekanik,0.5045052170753479,0.8605449177709994,0.5404890775680542,1.138484106188053,Dune,0.5200982689857483,0.8706128152474562,0.5710911154747009,1.0321123382009028,-0.01559305191040039,-0.010067897476456755,-0.03060203790664673,0.10637176798715031
+Dune,Edric,0.4637089073657989,1.474504801773972,0.4967652559280395,1.1583227412688253,Dune,0.4717606902122497,1.5474047775962123,0.5060545206069946,1.0497433254976,-0.008051782846450806,-0.07289997582224039,-0.009289264678955134,0.10857941577122521
+Dune,Iakin Nefud,0.5762370824813843,3.774862952073259,0.5554256439208984,1.3726203168044029,Dune,0.5314460396766663,1.5068754477787645,0.5381607413291931,1.2583039126290727,0.04479104280471802,2.267987504294495,0.017264902591705322,0.11431640417533018
+The Lord of the Rings,Théoden,0.5443832278251648,0.0742075913758281,0.5772528052330017,0.1807967875535116,The Lord of the Rings,0.5545390844345093,0.1281139861151609,0.562267005443573,0.0641638199573162,-0.010155856609344482,-0.0539063947393328,0.014985799789428711,0.11663296759619542
+The Hitchhiker's Guide to the Galaxy,Prak,0.4407698810100555,0.1180049148389614,0.514369547367096,0.4189564750491458,The Hitchhiker's Guide to the Galaxy,0.4743108451366424,0.8805545389287109,0.5147708058357239,0.2908535552733367,-0.033540964126586914,-0.7625496240897496,-0.0004012584686279297,0.12810291977580912
+Dune,Kwisatz Haderach,0.562592089176178,0.2092850384260413,0.5722053050994873,0.8231619434607415,Dune,0.527566134929657,0.3652673873188247,0.5783027410507202,0.6787766995793216,0.035025954246520996,-0.1559823488927834,-0.00609743595123291,0.14438524388141982
+Dune,Jessica Atreides,0.4570485055446625,0.144439164385024,0.4733946025371551,0.5619218432663521,Dune,0.4973728954792022,0.376441262810641,0.4970850646495819,0.4108089338864428,-0.04032438993453974,-0.232002098425617,-0.023690462112426813,0.1511129093799093
+Twilight,Zafrina,0.5180833339691162,0.0561211749005394,0.5461707711219788,0.1718688423167518,Twilight,0.5134309530258179,0.0060094369545604,0.5406683683395386,0.0198820398641118,0.00465238094329834,0.050111737945979,0.0055024027824401855,0.15198680245264
+Twilight,Eric Yorkie,0.5205509662628174,0.0642821243823755,0.5471195578575134,0.1757533347555896,Twilight,0.4972875118255615,0.0263127727884052,0.5217227935791016,0.016041407862509,0.02326345443725586,0.0379693515939703,0.025396764278411865,0.1597119268930806
+Dune,Ghanima Atreides,0.4960546195507049,0.4661478620566122,0.507136881351471,0.6183888868445536,Dune,0.5155541300773621,0.2499762320736255,0.5028332471847534,0.453167202126176,-0.01949951052665716,0.2161716299829867,0.004303634166717529,0.16522168471837761
+The Lord of the Rings,Khamûl,0.5273112654685974,0.3111839518759664,0.5779586434364319,1.5488645441375015,The Lord of the Rings,0.5351359248161316,0.4660404983610751,0.5849636793136597,1.381356707874084,-0.00782465934753418,-0.15485654648510866,-0.007005035877227783,0.16750783626341748
+The Lord of the Rings,Arwen,0.5495935678482056,0.0917615574909407,0.5545570254325867,0.4326173121468185,The Lord of the Rings,0.493246465921402,0.0876554934573564,0.531183660030365,0.2635930426979998,0.05634710192680359,0.004106064033584295,0.02337336540222168,0.16902426944881865
+The Lord of the Rings,Thrór,0.4825860559940338,7.743723490880978e-06,0.5413334965705872,0.2404470966108232,The Lord of the Rings,0.5830733180046082,0.1168014483449544,0.5529870390892029,0.0606224964542881,-0.10048726201057434,-0.11679370462146352,-0.011653542518615723,0.1798246001565351
+The Hitchhiker's Guide to the Galaxy,Phouchg,0.5244225859642029,3.808853748013472,0.4926845729351043,1.0361474155167532,The Hitchhiker's Guide to the Galaxy,0.558274507522583,3.1433265221504385,0.511775553226471,0.8516334959792943,-0.03385192155838013,0.6655272258630336,-0.019090980291366633,0.18451391953745888
+Twilight,Tyler Crowley,0.5633716583251953,1.140472973049515,0.554145872592926,0.4903717002677769,Twilight,0.5305580496788025,0.0755971518111978,0.5499755144119263,0.2944422307977792,0.03281360864639282,1.0648758212383171,0.004170358180999756,0.19592946946999767
+Dune,Nayla,0.5458073019981384,1.1268773215155374,0.5432273745536804,1.7074506944108572,Dune,0.5117801427841187,1.2422612366213277,0.5429883599281311,1.5111770122717076,0.034027159214019775,-0.11538391510579027,0.0002390146255493164,0.19627368213914953
+Dune,Miles Teg,0.5735767483711243,0.5392183891587967,0.5745278596878052,0.3328531911163241,Dune,0.5230474472045898,0.0899397912265296,0.5156404376029968,0.1163706711457741,0.050529301166534424,0.4492785979322671,0.05888742208480835,0.21648251997055
+Dune,Paulus Atreides,0.5753435492515564,0.7760784009369951,0.5783288478851318,0.6385111652421047,Dune,0.5355798602104187,0.271578043577058,0.5614880919456482,0.4179249168729293,0.039763689041137695,0.5045003573599371,0.016840755939483643,0.2205862483691754
+The Lord of the Rings,Meriadoc Brandybuck,0.561441957950592,0.0648408954241231,0.5652663707733154,0.9112354140815888,The Lord of the Rings,0.5441402792930603,0.0021317408663048,0.562679648399353,0.6799241297925943,0.01730167865753174,0.0627091545578183,0.0025867223739624023,0.2313112842889945
+Dune,Liet Kynes,0.5218409895896912,1.278225329638197,0.5362000465393066,0.7457589774633218,Dune,0.5779098868370056,0.5893175192449547,0.5671825408935547,0.5113138194072281,-0.05606889724731445,0.6889078103932422,-0.030982494354248047,0.23444515805609367
+Dune,Rhombur Vernius,0.4880791306495666,0.0403226233838716,0.5621006488800049,0.4523142109796731,Dune,0.5298475623130798,0.4492802922201242,0.5671092867851257,0.2153144695845419,-0.04176843166351324,-0.4089576688362526,-0.00500863790512085,0.23699974139513122
+The Hitchhiker's Guide to the Galaxy,Garkbit,0.5128700733184814,1.946174109013354,0.5239087343215942,2.7189349347234626,The Hitchhiker's Guide to the Galaxy,0.5236223936080933,1.0433548950697888,0.5911267399787903,2.4572819478109995,-0.010752320289611816,0.9028192139435651,-0.06721800565719604,0.2616529869124631
+The Hitchhiker's Guide to the Galaxy,Humma Kavula,0.4854157567024231,1.8566239223449013,0.5276848077774048,5.14095889510766,The Hitchhiker's Guide to the Galaxy,0.5110021829605103,2.0183648713233,0.5350873470306396,4.865023727382481,-0.025586426258087158,-0.16174094897839852,-0.007402539253234863,0.2759351677251791
+Dune,Scytale,0.4897126257419586,0.4730752657490815,0.5085275173187256,0.5772822226475126,Dune,0.521210253238678,0.5930412116541532,0.5328407883644104,0.2677262583362687,-0.03149762749671936,-0.11996594590507176,-0.024313271045684814,0.30955596431124394
+The Lord of the Rings,Treebeard,0.5894725322723389,0.0374304636551114,0.5587906837463379,0.6738879374362026,The Lord of the Rings,0.4938358664512634,0.0103694590954731,0.5689936876296997,0.3546676867674176,0.09563666582107544,0.0270610045596383,-0.010203003883361816,0.31922025066878496
+Dune,Hedley Tuek,0.4837548434734344,1.07362282470827,0.5231477618217468,1.5332853064468446,Dune,0.5025479197502136,0.8595255704490478,0.5215905904769897,1.2034179134975411,-0.01879307627677923,0.2140972542592222,0.00155717134475708,0.32986739294930345
+The Hitchhiker's Guide to the Galaxy,Number One,0.4791897237300873,1.594780988308329,0.5081092715263367,1.295263558473435,The Hitchhiker's Guide to the Galaxy,0.5280580520629883,1.4328597399698952,0.493426501750946,0.9568505357678344,-0.048868328332901,0.1619212483384338,0.01468276977539068,0.3384130227056007
+Dune,Anirul Corrino,0.5136567950248718,1.876669671550019,0.5680137276649475,2.9275031075382563,Dune,0.5521725416183472,1.7887946758179385,0.5885332226753235,2.588326357345893,-0.03851574659347534,0.08787499573208057,-0.020519495010375977,0.3391767501923635
+Dune,Pardot Kynes,0.5781580805778503,0.667386054851426,0.5367116928100586,0.4363991678386836,Dune,0.548527717590332,0.672247439672272,0.5399633049964905,0.0884621745392188,0.02963036298751831,-0.004861384820845971,-0.0032516121864318848,0.3479369932994648
+The Lord of the Rings,Beorn,0.4574282765388489,7.964547045271094e-06,0.6069895625114441,0.5130365078530041,The Lord of the Rings,0.5743336081504822,0.2859192303420603,0.598109781742096,0.1540755443137909,-0.1169053316116333,-0.285911265795015,0.008879780769348145,0.35896096353921325
+Dune,Elrood Corrino IX,0.4714115262031555,1.3470757706131942,0.5571887493133545,3.313130230889499,Dune,0.5237322449684143,1.7444766368832163,0.5411025285720825,2.93718753271404,-0.05232071876525879,-0.39740086627002214,0.016086220741271973,0.375942698175459
+Dune,Tyros Reffa,0.42983078956604,0.1327862233708681,0.4983071088790893,1.1056474255429347,Dune,0.4846203923225403,0.8964724246466521,0.5130773186683655,0.7053993910320941,-0.0547896027565003,-0.763686201275784,-0.014770209789276179,0.40024803451084057
+The Hitchhiker's Guide to the Galaxy,Know-Nothing-Bozo,0.460536777973175,1.4569908972698322,0.4859395027160644,1.0203099039770764,The Hitchhiker's Guide to the Galaxy,0.4955277740955353,0.5778292685825147,0.4897610247135162,0.6143910796859021,-0.034990996122360285,0.8791616286873175,-0.0038215219974517822,0.4059188242911743
+Dune,Hasimir Fenring,0.547031044960022,3.7819609171032647,0.5571539402008057,1.9510502823437563,Dune,0.5189106464385986,0.7464248043860787,0.5208718776702881,1.5108144082637671,0.02812039852142334,3.035536112717186,0.03628206253051758,0.4402358740799892
+Dune,Sheeana Brugh,0.5340063571929932,0.9987176212057696,0.5581178069114685,2.533198754228731,Dune,0.5689539313316345,3.879076295351741,0.5332396626472473,2.092447271800819,-0.03494757413864136,-2.8803586741459712,0.02487814426422119,0.44075148242791196
+Twilight,Mary,0.5204862356185913,1.4050623647905562,0.5231702923774719,1.023507485669433,Twilight,0.4660108685493469,0.3373203105847336,0.5035999417304993,0.5700600729471494,0.054475367069244385,1.0677420542058227,0.019570350646972656,0.4534474127222836
+The Hitchhiker's Guide to the Galaxy,Lunkwill and Fook,0.4459331035614013,0.9297680416501386,0.5080600380897522,1.226444792424524,The Hitchhiker's Guide to the Galaxy,0.4774085283279419,1.5053924682447637,0.5095489621162415,0.74077942371084,-0.03147542476654058,-0.5756244265946251,-0.0014889240264892578,0.48566536871368404
+The Hitchhiker's Guide to the Galaxy,Lallafa,0.4753203988075256,0.7379222995063882,0.5090602040290833,1.4554464099777698,The Hitchhiker's Guide to the Galaxy,0.5180431008338928,1.4061786046354934,0.5211470723152161,0.9665751629373902,-0.04272270202636724,-0.6682563051291052,-0.012086868286132812,0.48887124704037954
+Dune,Norma Cevna,0.4986927509307861,0.2939918557389265,0.5146554112434387,1.1904821789395426,Dune,0.5122960805892944,0.7993872527996245,0.5158432126045227,0.6773874968887998,-0.013603329658508356,-0.505395397060698,-0.0011878013610839844,0.5130946820507427
+Dune,Bellonda,0.5828205943107605,3.054110317840824,0.592597246170044,3.691212952707253,Dune,0.566320538520813,2.080836282967017,0.572908878326416,3.142909773513882,0.01650005578994751,0.9732740348738069,0.01968836784362793,0.548303179193371
+The Hitchhiker's Guide to the Galaxy,Haggunenons,0.5025545358657837,0.4367676940461874,0.5594968795776367,1.4825687364523716,The Hitchhiker's Guide to the Galaxy,0.5453197956085205,0.3291761873612753,0.5468650460243225,0.920699640644659,-0.042765259742736816,0.10759150668491213,0.012631833553314209,0.5618690958077126
+The Lord of the Rings,Melian,0.4705244600772857,0.0005430458619563,0.5702692866325378,1.151224722893621,The Lord of the Rings,0.568642795085907,0.4820294146165659,0.5772488117218018,0.5859594915320728,-0.09811833500862127,-0.4814863687546096,-0.006979525089263916,0.5652652313615482
+Dune,Feyd-Rautha Harkonnen,0.460873395204544,1.219083792235549,0.4707494080066681,0.8714558397648315,Dune,0.5048120021820068,0.0491797741805462,0.5505842566490173,0.2825709889059585,-0.043938606977462824,1.1699040180550029,-0.07983484864234924,0.5888848508588731
+The Hitchhiker's Guide to the Galaxy,Caveman,0.4730314910411834,1.0964563631165871,0.4764082133769989,3.0170284945414987,The Hitchhiker's Guide to the Galaxy,0.4620581865310669,1.1378235127068754,0.511817455291748,2.426670574784131,0.010973304510116522,-0.04136714959028831,-0.035409241914749146,0.5903579197573676
+Dune,Ramallo,0.4325161278247833,0.0687161399514886,0.501629650592804,1.872451841371104,Dune,0.5678929090499878,1.154690518665489,0.5771474838256836,1.2469760206362497,-0.13537678122520447,-1.0859743787140004,-0.07551783323287964,0.6254758207348543
+Twilight,Renesmee Cullen,0.4330266118049621,0.6311994326354685,0.4501892328262329,0.6259689675029592,Twilight,0.497202605009079,3.8947510848525565e-11,0.4866980016231537,1.0830165529302885e-12,-0.06417599320411688,0.631199432596521,-0.036508768796920776,0.6259689675018761
+The Hitchhiker's Guide to the Galaxy,Grunthos the Flatulent,0.5367152690887451,2.4596168074797715,0.5372061729431152,2.8103312219034,The Hitchhiker's Guide to the Galaxy,0.5995125770568848,17.001846737223865,0.5219007730484009,2.133263321573577,-0.06279730796813965,-14.542229929744092,0.015305399894714355,0.6770679003298228
+Twilight,Aro,0.4243939220905304,0.460612241210917,0.4378767609596252,0.6814359492698534,Twilight,0.4543935358524322,9.889850379521285e-13,0.5243455767631531,8.342864762593227e-07,-0.0299996137619018,0.460612241209928,-0.08646881580352789,0.6814351149833772
+Twilight,Sasha,0.4354710578918457,0.0038431673822077,0.5104660987854004,1.085126858305472,Twilight,0.4636020064353943,0.434826142440545,0.5213740468025208,0.3945277143916048,-0.028130948543548584,-0.4309829750583373,-0.010907948017120361,0.6905991439138672
+The Hitchhiker's Guide to the Galaxy,Old Woman in the Cave,0.4645183086395263,1.170952580145992,0.5418444275856018,7.01581392016772,The Hitchhiker's Guide to the Galaxy,0.5089417099952698,4.67116185980418,0.5259667634963989,6.319423488592738,-0.044423401355743464,-3.5002092796581885,0.01587766408920288,0.696390431574982
+The Hunger Games,Palmyra Monty,0.4756408631801605,2.723208990680631,0.5241082310676575,3.4981564388107538,The Hunger Games,0.4658852517604828,1.4012232545944838,0.5263291597366333,2.776145655403921,0.009755611419677734,1.3219857360861471,-0.00222092866897583,0.7220107834068328
+Dune,Wensicia Corrino,0.5699851512908936,1.352215822644708,0.5664901733398438,1.7340149761303842,Dune,0.5715660452842712,1.819849624453167,0.5675203800201416,0.9927692781062312,-0.0015808939933776855,-0.4676338018084589,-0.0010302066802978516,0.7412456980241531
+The Lord of the Rings,Bilbo Baggins,0.4629913568496704,0.7427334673811882,0.4710036516189575,0.7643137653901765,The Lord of the Rings,0.4778127372264862,5.997080118325448e-93,0.5490546822547913,5.605650315565308e-07,-0.014821380376815796,0.7427334673811882,-0.07805103063583374,0.764313204825145
+Twilight,Victoria,0.439033567905426,0.6875448458491541,0.4483987092971802,0.7681029253884348,Twilight,0.4500223100185394,2.4296132185068976e-12,0.5165584683418274,4.3097260621781655e-09,-0.010988742113113348,0.6875448458467245,-0.06815975904464722,0.7681029210787088
+Dune,Glossu Rabban,0.5381055474281311,2.142668830782992,0.5276147723197937,1.656558769139198,Dune,0.5129092931747437,1.0069395582773502,0.4982693493366241,0.8636006270233796,0.02519625425338745,1.135729272505642,0.02934542298316961,0.7929581421158185
+The Hitchhiker's Guide to the Galaxy,Murray Bost Henson,0.5320996642112732,2.2800785875024605,0.5120303630828857,2.9196774427018526,The Hitchhiker's Guide to the Galaxy,0.4902479350566864,1.2326925936283584,0.5304598212242126,2.1115138981949566,0.04185172915458679,1.0473859938741021,-0.018429458141326904,0.808163544506896
+The Hitchhiker's Guide to the Galaxy,Genghis Khan,0.5043528079986572,1.1397913126863477,0.5355144143104553,3.3542247691558065,The Hitchhiker's Guide to the Galaxy,0.5663809180259705,2.074380728007357,0.5443081259727478,2.531551998571767,-0.06202811002731323,-0.9345894153210095,-0.00879371166229248,0.8226727705840395
+Harry Potter,Ronald Weasley,0.4466086626052856,0.5717791795437712,0.4628472924232483,0.8329823782588229,Harry Potter,0.4568961858749389,3.0121077517168323e-67,0.4556145966053009,1.5991470488320035e-30,-0.01028752326965332,0.5717791795437712,0.007232695817947388,0.8329823782588229
+The Hitchhiker's Guide to the Galaxy,Captain,0.5367289185523987,2.805112306823628,0.5163926482200623,1.8205771236547,The Hitchhiker's Guide to the Galaxy,0.4852561056613922,1.3337660049817803,0.5076146721839905,0.9621542476535582,0.05147281289100647,1.4713463018418478,0.008777976036071777,0.8584228760011418
+Twilight,Sam Uley,0.4657468497753143,0.7360231784276465,0.4671300649642944,0.9117944123315556,Twilight,0.5355950593948364,3.600960145056e-05,0.540189266204834,1.1542121422218382e-05,-0.06984820961952215,0.735987168826196,-0.0730592012405396,0.9117828702101334
+Harry Potter,Harry Potter,0.4503121674060821,0.5536328923594419,0.4723129868507385,0.9263211683672428,Harry Potter,0.4013104438781738,2.3430883707773023e-302,0.4515830278396606,1.8861245582152952e-90,0.049001723527908325,0.5536328923594419,0.020729959011077936,0.9263211683672428
+The Hitchhiker's Guide to the Galaxy,Great Green Arkleseizure,0.528576135635376,3.3641340015274275,0.5669288635253906,6.084616931515877,The Hitchhiker's Guide to the Galaxy,0.5522434115409851,4.391415220193749,0.5681037306785583,5.109643200946081,-0.02366727590560913,-1.0272812186663214,-0.0011748671531677246,0.9749737305697961
+The Lord of the Rings,Smaug,0.4951056838035583,1.369934426713461,0.5086314678192139,1.0657703146783388,The Lord of the Rings,0.5015507340431213,5.0048383037670566e-12,0.5529960989952087,5.611996296469298e-07,-0.006445050239563044,1.369934426708456,-0.04436463117599487,1.0657697534787092
+Dune,Vorian Atreides,0.4723348021507263,0.7620755642897297,0.4491121768951416,1.0658716977179965,Dune,0.5141591429710388,1.5746219723473062e-11,0.5186734795570374,2.5327050753729173e-14,-0.0418243408203125,0.7620755642739835,-0.06956130266189575,1.0658716977179712
+The Lord of the Rings,Faramir,0.4913611710071563,0.8622361224149409,0.4823136627674103,1.0867150159587091,The Lord of the Rings,0.4902814328670501,1.67007031583667e-22,0.5523663759231567,4.15414819828084e-05,0.0010797381401062012,0.8622361224149409,-0.07005271315574646,1.0866734744767264
+The Hitchhiker's Guide to the Galaxy,Hactar,0.4329808056354522,0.0638868818155731,0.5714038014411926,2.182541127424045,The Hitchhiker's Guide to the Galaxy,0.5371614098548889,1.459193337851069,0.574628472328186,1.092209836230405,-0.1041806042194367,-1.395306456035496,-0.003224670886993408,1.0903312911936403
+The Hitchhiker's Guide to the Galaxy,Mr Prosser,0.5069112777709961,3.1382313033558216,0.5113053321838379,4.395576469021057,The Hitchhiker's Guide to the Galaxy,0.4827904403209686,4.507037385340246,0.4820026457309723,3.286594095395597,0.02412083745002752,-1.3688060819844248,0.0293026864528656,1.1089823736254596
+Dune,Abulurd Harkonnen,0.5403276085853577,2.013332878603165,0.5230582356452942,2.1064208263373607,Dune,0.5195108652114868,1.1375128614763077,0.563437819480896,0.8915872034693118,0.02081674337387085,0.8758200171268573,-0.04037958383560181,1.214833622868049
+The Lord of the Rings,Saruman,0.4741404950618744,0.8696719536245657,0.4654025435447693,1.2235656275977629,The Lord of the Rings,0.4671428799629211,5.896204108889357e-98,0.5533922910690308,1.1844731084685679e-11,0.006997615098953303,0.8696719536245657,-0.08798974752426147,1.2235656275859181
+The Hitchhiker's Guide to the Galaxy,Eccentrica Gallumbits,0.5684916377067566,1.600421665398035,0.5986104011535645,5.373714248134763,The Hitchhiker's Guide to the Galaxy,0.5966795682907104,7.6688246058673775,0.5707736015319824,4.145647728569833,-0.028187930583953857,-6.068402940469342,0.02783679962158203,1.2280665195649298
+The Hunger Games,Haymitch Abernathy,0.4316339194774627,1.134473813765434,0.4425918161869049,1.229173845922611,The Hunger Games,0.4491443932056427,1.2683325876099306e-41,0.5349822640419006,2.641567310653902e-21,-0.017510473728179987,1.134473813765434,-0.09239044785499573,1.229173845922611
+The Hitchhiker's Guide to the Galaxy,Heimdall,0.5224384665489197,2.6783508235738216,0.5182178020477295,2.607389714298064,The Hitchhiker's Guide to the Galaxy,0.5255253911018372,2.0622431163773225,0.5286298394203186,1.3716973750191226,-0.0030869245529174805,0.6161077071964991,-0.010412037372589111,1.2356923392789416
+Dune,Leto Atreides II,0.4332444071769714,1.0353937872588983,0.4626670479774475,1.236763637671174,Dune,0.5101075768470764,0.0009207827013981,0.5217192769050598,0.000183900062533,-0.07686316967010504,1.0344730045575001,-0.059052228927612305,1.236579737608641
+Harry Potter,Rita Skeeter,0.4344606101512909,0.5426442446824509,0.4388675093650818,1.2415302305645854,Harry Potter,0.4429920613765716,2.1620884269442426e-18,0.5543853044509888,5.9324980022154e-07,-0.008531451225280706,0.5426442446824509,-0.11551779508590698,1.2415296373147853
+The Lord of the Rings,Frodo Baggins,0.4546349644660949,1.7198854026994104,0.4846213757991791,1.250914683541555,The Lord of the Rings,0.4864082634449005,2.1745984994112282e-17,0.5676297545433044,1.848452970455668e-08,-0.0317732989788056,1.7198854026994104,-0.08300837874412537,1.2509146650570253
+The Lord of the Rings,Aragorn II,0.514411449432373,1.2754050915206687,0.49165078997612,1.2727238428741576,The Lord of the Rings,0.5183244943618774,1.4765109316005042e-08,0.5439724326133728,6.747405139781331e-12,-0.0039130449295043945,1.2754050767555594,-0.05232164263725281,1.2727238428674101
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+The Hitchhiker's Guide to the Galaxy,Colin the Security Robot,0.5130603909492493,2.195416666697422,0.5294987559318542,2.83372619940594,The Hitchhiker's Guide to the Galaxy,0.5057948231697083,1.244740878257223,0.5356009006500244,1.521336768726183,0.007265567779541016,0.9506757884401991,-0.006102144718170166,1.3123894306797572
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+The Hitchhiker's Guide to the Galaxy,Reg Nullify,0.4720154106616974,1.902039103801027,0.5031870007514954,2.457118678686294,The Hitchhiker's Guide to the Galaxy,0.4947773516178131,1.620227868508112,0.5117180347442627,1.048460238003262,-0.022761940956115723,0.28181123529291496,-0.008531033992767334,1.4086584406830323
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+The Hitchhiker's Guide to the Galaxy,Frankie and Benjy,0.5203325748443604,0.4796580016301606,0.5363255739212036,1.6535834987703122,The Hitchhiker's Guide to the Galaxy,0.4938448667526245,0.0661239444775259,0.5206273794174194,0.1932430384039708,0.02648770809173584,0.4135340571526347,0.01569819450378418,1.4603404603663415
+The Hitchhiker's Guide to the Galaxy,Lig Lury Jr,0.4491147696971893,0.167543472843609,0.4874661862850189,3.8898089760996233,The Hitchhiker's Guide to the Galaxy,0.5064576864242554,1.4415529324090486,0.5332200527191162,2.406554908545643,-0.057342916727066096,-1.2740094595654397,-0.04575386643409729,1.4832540675539803
+The Hitchhiker's Guide to the Galaxy,God,0.4720796644687652,0.000474325132103,0.5213883519172668,2.9978883732699493,The Hitchhiker's Guide to the Galaxy,0.538847804069519,2.2596122948759985,0.5220323801040649,1.4293852203350672,-0.06676813960075384,-2.2591379697438954,-0.0006440281867980957,1.568503152934882
+The Hunger Games,Coriolanus Snow,0.4087497889995575,0.3796436125093209,0.4526492655277252,1.5742954966856622,The Hunger Games,0.4886925816535949,1.7029677076940517e-18,0.518031120300293,7.187736589710056e-17,-0.07994279265403742,0.3796436125093209,-0.06538185477256775,1.5742954966856622
+Harry Potter,Angelina Johnson,0.4413478076457977,0.4817691565597695,0.4609935581684112,1.61538573750937,Harry Potter,0.4537081718444824,1.8427468955960171e-16,0.4713198542594909,9.816952547824026e-11,-0.012360364198684748,0.4817691565597693,-0.010326296091079712,1.6153857374112006
+Harry Potter,Seamus Finnigan,0.4527804553508758,1.5254552835269637,0.4320342540740967,1.6758501032135402,Harry Potter,0.5138559937477112,6.541696306138895e-16,0.5381180644035339,2.4033985258907307e-06,-0.06107553839683538,1.525455283526963,-0.10608381032943726,1.6758476998150142
+The Hitchhiker's Guide to the Galaxy,Hotblack Desiato,0.5021933913230896,3.3008269824014618,0.5471504330635071,4.551225292467061,The Hitchhiker's Guide to the Galaxy,0.5200538635253906,3.951519228743921,0.5353698134422302,2.8489468857505824,-0.017860472202301025,-0.6506922463424591,0.011780619621276855,1.7022784067164785
+The Hitchhiker's Guide to the Galaxy,Oolon Colluphid,0.5167138576507568,0.3045699755027859,0.5419318079948425,4.214868428260779,The Hitchhiker's Guide to the Galaxy,0.5784218311309814,4.851148934817749,0.5522536039352417,2.5080001062957518,-0.06170797348022461,-4.546578959314963,-0.01032179594039917,1.7068683219650271
+Twilight,Charlie Swan,0.4474963545799255,0.6579660924865371,0.4262187480926513,1.7776992499067172,Twilight,0.50819993019104,1.7029831075784686e-20,0.5111526250839233,1.0789891481000245e-15,-0.06070357561111456,0.6579660924865371,-0.08493387699127203,1.7776992499067161
+The Hitchhiker's Guide to the Galaxy,Elvis Presley,0.5296612977981567,1.509792747521029,0.5141420960426331,3.454116112209741,The Hitchhiker's Guide to the Galaxy,0.4907255470752716,1.351894932353983,0.5306002497673035,1.626699947685858,0.03893575072288513,0.15789781516704604,-0.01645815372467041,1.8274161645238831
+Harry Potter,Dean Thomas,0.4605115950107574,1.521156044271354,0.448440670967102,1.828053777490866,Harry Potter,0.4910069108009338,1.964056739711877e-21,0.5423886179924011,6.595244790795994e-09,-0.03049531579017639,1.521156044271354,-0.09394794702529913,1.8280537708956213
+The Lord of the Rings,Morgoth,0.4580369889736175,1.168327412862539,0.4980153143405914,1.836967770407093,The Lord of the Rings,0.5276913642883301,5.316404165253476e-17,0.5421412587165833,1.5246684081734516e-13,-0.06965437531471258,1.168327412862539,-0.04412594437599188,1.8369677704069405
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+Dune,Duncan Idaho,0.4214058220386505,1.0528955818498733,0.4439141750335693,2.1972041209773283,Dune,0.4661685228347778,7.297284294208589e-05,0.4469107091426849,0.000229876418894,-0.044762700796127264,1.0528226090069313,-0.0029965341091156006,2.1969742445584344
+The Hitchhiker's Guide to the Galaxy,Russell,0.4884125888347626,1.8988536444481336,0.4713529944419861,3.520367733124405,The Hitchhiker's Guide to the Galaxy,0.4608912467956543,0.9779045702858556,0.5067327618598938,1.3193558646808417,0.027521342039108276,0.920949074162278,-0.035379767417907715,2.2010118684435636
+The Hitchhiker's Guide to the Galaxy,The Lord,0.4792201817035675,1.354531018545949,0.5172358751296997,3.7359408086054313,The Hitchhiker's Guide to the Galaxy,0.5007612705230713,2.066419580043978,0.5112965703010559,1.3281270743648217,-0.021541088819503784,-0.711888561498029,0.005939304828643799,2.4078137342406096
+The Lord of the Rings,Elrond,0.5225498080253601,2.1405124896213987,0.5052364468574524,2.5439314310177656,The Lord of the Rings,0.5360152721405029,2.839668591472706e-05,0.5335156321525574,1.633587481324431e-05,-0.013465464115142822,2.140484092935484,-0.02827918529510498,2.5439150951429523
+The Lord of the Rings,Gandalf,0.493848979473114,0.7690076168971675,0.4897597432136535,2.593182433548461,The Lord of the Rings,0.4894548654556274,3.482748800879476e-39,0.5559438467025757,8.537526913583036e-14,0.004394114017486628,0.7690076168971675,-0.06618410348892217,2.5931824335483755
+The Lord of the Rings,Galadriel,0.4945986270904541,1.1028929795254774,0.498959481716156,2.6947653102196303,The Lord of the Rings,0.5415364503860474,4.372329747200607e-11,0.5580785274505615,7.375608451744264e-10,-0.04693782329559326,1.1028929794817541,-0.05911904573440552,2.6947653094820696
+The Hitchhiker's Guide to the Galaxy,Ameglian Major Cow,0.4219990670681,0.0333257116217055,0.5657427310943604,4.5520837618766254,The Hitchhiker's Guide to the Galaxy,0.524772584438324,0.4754265145147631,0.5391592383384705,1.6993015589938314,-0.102773517370224,-0.4421008028930576,0.026583492755889893,2.852782202882794
+The Hitchhiker's Guide to the Galaxy,Ruler of the Universe,0.4977446794509887,4.313830727905722,0.5375468134880066,9.833476668039363,The Hitchhiker's Guide to the Galaxy,0.5280703902244568,11.006996540280486,0.521700382232666,6.962456970037287,-0.030325710773468073,-6.693165812374764,0.015846431255340576,2.871019698002076
+Dune,Lucilla,0.5374746918678284,2.789838649157089,0.5433661341667175,4.21780433563992,Dune,0.5077373385429382,0.7368252249282593,0.5373562574386597,1.3430112354343922,0.029737353324890137,2.05301342422883,0.006009876728057861,2.8747931002055283
+The Lord of the Rings,Sauron,0.4784235060214996,1.6349855311995525,0.473971426486969,3.107573119386748,The Lord of the Rings,0.4822040498256683,1.5777603004678571e-62,0.5719515085220337,1.2221334063712123e-19,-0.003780543804168701,1.6349855311995525,-0.0979800820350647,3.107573119386748
+Harry Potter,Bartemius Crouch Junior,0.4790416359901428,3.9225961309581856,0.4808548986911773,3.138785448592562,Harry Potter,0.5438398122787476,2.068045174634521e-09,0.5474404096603394,1.3919049480481646e-09,-0.06479817628860474,3.9225961288901403,-0.06658551096916204,3.1387854472006573
+The Hitchhiker's Guide to the Galaxy,Prostetnic Vogon Jeltz,0.5412886142730713,3.643808150265752,0.5502378940582275,5.653932292970884,The Hitchhiker's Guide to the Galaxy,0.5014403462409973,1.5210810540607456,0.5499670505523682,2.281380024832352,0.039848268032073975,2.122727096205007,0.000270843505859375,3.372552268138532
+The Hitchhiker's Guide to the Galaxy,Agda,0.4573055505752563,1.421807429387134,0.5298096537590027,6.014122812135902,The Hitchhiker's Guide to the Galaxy,0.5139344334602356,1.6046755314659846,0.5281763672828674,2.435745000064001,-0.056628882884979304,-0.18286810207885074,0.001633286476135254,3.578377812071901
+The Hitchhiker's Guide to the Galaxy,Vroomfondel,0.5641388893127441,6.758901834977475,0.5593463778495789,9.166721456417331,The Hitchhiker's Guide to the Galaxy,0.5289682745933533,6.720129576328287,0.5723767876625061,4.958258342843732,0.03517061471939087,0.038772258649188096,-0.013030409812927246,4.2084631135735995
+The Lord of the Rings,Celebrimbor,0.5008432269096375,0.3055048819347499,0.5453246831893921,4.317380873481824,The Lord of the Rings,0.516136646270752,1.3411937602809202e-06,0.5013521313667297,5.955852752708689e-11,-0.015293419361114502,0.3055035407409896,0.043972551822662354,4.317380873422265
+Harry Potter,Myrtle Warren,0.4512809216976166,4.066192632689464,0.4595744013786316,4.842941977938914,Harry Potter,0.508208155632019,1.076582645255686e-05,0.5474299788475037,2.642506336340502e-06,-0.056927233934402466,4.066181866863012,-0.08785557746887207,4.842939335432577
+The Hitchhiker's Guide to the Galaxy,Mella,0.4520410597324371,1.4347506010220392,0.5313006639480591,8.1670382369449,The Hitchhiker's Guide to the Galaxy,0.487587034702301,1.8086497148552143,0.5032673478126526,2.9962824801325185,-0.03554597496986395,-0.3738991138331751,0.028033316135406494,5.170755756812382
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diff --git a/summary.aux b/summary.aux
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