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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}{7}{section*.5}
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\contentsline {section}{Problem Articulation}{9}{section*.6}
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\contentsline {subsection}{Problem Statement}{9}{section*.7}
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\contentsline {subsection}{Stakeholders}{9}{section*.8}
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\contentsline {subsection}{Project Motivation}{10}{section*.9}
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\contentsline {subsection}{Technical Specification}{11}{section*.10}
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\contentsline {subsection}{Project Constraints}{12}{section*.11}
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\contentsline {section}{Literature Review}{13}{section*.12}
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\contentsline {subsection}{Existing Tools}{13}{section*.13}
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\contentsline {subsection}{Related research}{13}{section*.14}
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\contentsline {subsection}{Data Collection}{14}{section*.15}
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\contentsline {subsubsection}{Twitter and Twitter API}{14}{section*.16}
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\contentsline {subsubsection}{Tweepy Python Package}{15}{section*.17}
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\contentsline {subsection}{Sentiment Analysis}{15}{section*.18}
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\contentsline {subsubsection}{Natural Language Processing}{15}{section*.19}
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\contentsline {subsubsection}{Valence Aware Dictionary and sEntiment Reasoning}{16}{section*.20}
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\contentsline {subsection}{Neural Networks}{16}{section*.21}
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\contentsline {subsubsection}{Recurrent Neural Network (RNN)}{17}{section*.22}
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\contentsline {subsubsection}{Long-Short Term Memory (LSTM)}{18}{section*.23}
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\contentsline {subsubsection}{Keras and TensorFlow}{19}{section*.24}
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\contentsline {subsubsection}{Optimisers}{20}{section*.25}
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\contentsline {subsection}{Machine Learning}{21}{section*.26}
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\contentsline {subsubsection}{Naive Bayes}{21}{section*.27}
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\contentsline {section}{Solution Approach}{23}{section*.28}
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\contentsline {subsection}{Data gathering}{23}{section*.29}
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\contentsline {subsection}{Data pre-processing}{24}{section*.30}
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\contentsline {subsection}{Spam Filtering}{24}{section*.31}
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\contentsline {subsection}{Language Detection}{24}{section*.32}
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\contentsline {subsection}{Sentiment Analysis}{25}{section*.33}
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\contentsline {subsection}{Neural Network}{25}{section*.34}
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\contentsline {subsection}{Price Forecasting}{26}{section*.36}
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\contentsline {subsection}{Frontend Application}{26}{section*.37}
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\contentsline {subsection}{With reference to Initial PID}{27}{section*.38}
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\contentsline {subsection}{Solution Summary}{27}{section*.39}
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\contentsline {subsection}{Data flow Overview}{27}{section*.40}
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\contentsline {section}{System Design}{29}{section*.41}
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\contentsline {subsection}{Dataflow Designs}{29}{section*.42}
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\contentsline {subsection}{UML Component Design}{35}{section*.43}
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\contentsline {subsection}{Interface Design}{35}{section*.44}
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\contentsline {section}{Implementation}{36}{section*.46}
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\contentsline {subsection}{Data collection}{36}{section*.47}
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\contentsline {subsubsection}{Price Time-series Data}{36}{section*.48}
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\contentsline {subsection}{Data processing}{36}{section*.49}
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\contentsline {subsubsection}{Preprocessing}{36}{section*.50}
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\contentsline {paragraph}{Tweet Filtering}{36}{section*.51}
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\contentsline {paragraph}{Text Cleaning}{36}{section*.52}
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\contentsline {paragraph}{Ngram based Language detection filtering}{36}{section*.53}
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\contentsline {subsubsection}{Spam Filtering}{36}{section*.54}
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\contentsline {paragraph}{Tweet Processing}{36}{section*.55}
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\contentsline {paragraph}{Naive Bayes model}{36}{section*.56}
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\contentsline {subsection}{Sentiment Analysis}{36}{section*.57}
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\contentsline {subsubsection}{VADER}{36}{section*.58}
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\contentsline {subsection}{Recurrent Neural Network - LSTM}{36}{section*.59}
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\contentsline {subsubsection}{Training and Testing Model}{36}{section*.60}
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\contentsline {subsubsection}{Scoring and Validation}{36}{section*.61}
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\contentsline {subsubsection}{Future Prediction Forecasting}{36}{section*.62}
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\contentsline {section}{Testing: Verification and Reflection}{37}{section*.63}
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\contentsline {section}{Discussion: Contribution and Reflection}{38}{section*.64}
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\contentsline {subsection}{Limitations}{38}{section*.65}
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\contentsline {section}{Conclusion and Future Improvements}{39}{section*.66}
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\contentsline {subsection}{Conclusion}{39}{section*.67}
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\contentsline {subsection}{Future Improvements}{39}{section*.68}
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\contentsline {section}{Appendices}{43}{section*.70}
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\contentsline {subsection}{Appendix A - Project Initiation Document}{43}{section*.71}
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\contentsline {subsection}{Appendix B - Log book}{56}{section*.72}