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\contentsline {section}{Abstract}{1}{section*.1}
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\contentsline {section}{Acknowledgements}{2}{section*.2}
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\contentsline {section}{Glossary}{3}{section*.3}
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\contentsline {section}{Introduction}{6}{section*.5}
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\contentsline {section}{Problem Articulation}{8}{section*.6}
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\contentsline {subsection}{Problem Statement}{8}{section*.7}
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\contentsline {subsection}{Stakeholders}{8}{section*.8}
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\contentsline {subsection}{Project Motivation}{9}{section*.9}
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\contentsline {subsection}{Technical Specification}{10}{section*.10}
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\contentsline {subsection}{Project Constraints}{11}{section*.11}
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\contentsline {section}{Literature Review}{12}{section*.12}
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\contentsline {subsection}{Existing Tools}{12}{section*.13}
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\contentsline {subsection}{Related research}{12}{section*.14}
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\contentsline {subsection}{Data Collection}{13}{section*.15}
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\contentsline {subsubsection}{Twitter and Twitter API}{13}{section*.16}
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\contentsline {subsubsection}{Tweepy Python Package}{14}{section*.17}
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\contentsline {subsection}{Sentiment Analysis}{14}{section*.18}
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\contentsline {subsubsection}{Natural Language Processing}{14}{section*.19}
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\contentsline {subsubsection}{Valence Aware Dictionary and sEntiment Reasoning}{15}{section*.20}
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\contentsline {subsection}{Neural Networks}{15}{section*.21}
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\contentsline {subsubsection}{Recurrent Neural Network (RNN)}{16}{section*.22}
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\contentsline {subsubsection}{Long-Short Term Memory (LSTM)}{17}{section*.23}
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\contentsline {subsubsection}{Keras and TensorFlow}{18}{section*.24}
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\contentsline {subsubsection}{Optimisers}{19}{section*.25}
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\contentsline {subsection}{Machine Learning}{20}{section*.26}
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\contentsline {subsubsection}{Naive Bayes}{20}{section*.27}
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\contentsline {section}{Solution Approach}{22}{section*.28}
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\contentsline {subsection}{Data gathering}{22}{section*.29}
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\contentsline {subsection}{Spam Filtering}{23}{section*.30}
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\contentsline {subsection}{Language Detection}{23}{section*.31}
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\contentsline {subsection}{Solution Summary}{23}{section*.32}
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\contentsline {subsection}{Requirements}{23}{section*.33}
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\contentsline {subsection}{Data flow Overview}{23}{section*.34}
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\contentsline {subsection}{Packages, Tools and Techniques}{23}{section*.35}
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\contentsline {section}{System Design and Implementation}{24}{section*.36}
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\contentsline {subsection}{Data collection}{24}{section*.37}
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\contentsline {subsubsection}{Price Time-series Data}{24}{section*.38}
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\contentsline {subsection}{Data processing}{24}{section*.39}
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\contentsline {subsubsection}{Preprocessing}{24}{section*.40}
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\contentsline {paragraph}{Tweet Filtering}{24}{section*.41}
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\contentsline {paragraph}{Text Cleaning}{24}{section*.42}
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\contentsline {paragraph}{Ngram based Language detection filtering}{24}{section*.43}
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\contentsline {subsubsection}{Spam Filtering}{24}{section*.44}
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\contentsline {paragraph}{Tweet Processing}{24}{section*.45}
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\contentsline {paragraph}{Naive Bayes model}{24}{section*.46}
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\contentsline {subsection}{Sentiment Analysis}{24}{section*.47}
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\contentsline {subsubsection}{VADER}{24}{section*.48}
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\contentsline {subsection}{Recurrent Neural Network - LSTM}{24}{section*.49}
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\contentsline {subsubsection}{Training and Testing Model}{24}{section*.50}
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\contentsline {subsubsection}{Scoring and Validation}{24}{section*.51}
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\contentsline {subsubsection}{Future Prediction Forecasting}{24}{section*.52}
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\contentsline {section}{Testing: Verification and Reflection}{25}{section*.53}
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\contentsline {section}{Discussion: Contribution and Reflection}{26}{section*.54}
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\contentsline {subsection}{Limitations}{26}{section*.55}
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\contentsline {section}{Conclusion and Future Improvements}{27}{section*.56}
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\contentsline {subsection}{Conclusion}{27}{section*.57}
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\contentsline {subsection}{Future Improvements}{27}{section*.58}
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\contentsline {section}{Appendices}{31}{section*.60}
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\contentsline {subsection}{Appendix A - Project Initiation Document}{31}{section*.61}
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\contentsline {subsection}{Appendix B - Log book}{44}{section*.62}