andyjk15/cryptosky-report
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

28/04 5 final?

Browse Source
This commit is contained in:
Andy Sotheran 2019-04-28 20:10:34 +01:00
parent bc76ef7791
commit 064e38ca4a
8 changed files with 323 additions and 243 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

7
document.aux
View File

@ -295,8 +295,9 @@
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{\numberline {14}Conclusion and Future Improvements}{89}{section.14}} \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{\numberline {14}Conclusion and Future Improvements}{89}{section.14}}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {14.1}Conclusion}{89}{subsection.14.1}} \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {14.1}Conclusion}{89}{subsection.14.1}}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {14.2}Future Improvements}{90}{subsection.14.2}} \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {14.2}Future Improvements}{90}{subsection.14.2}}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{\numberline {15}Appendices}{97}{section.15}} \abx@aux@segm{0}{0}{langdectNLTK}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {15.1}Appendix A - Project Initiation Document}{97}{subsection.15.1}} \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{\numberline {15}Appendices}{98}{section.15}}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {15.1}Appendix A - Project Initiation Document}{98}{subsection.15.1}}
\abx@aux@refcontextdefaultsdone \abx@aux@refcontextdefaultsdone
\abx@aux@defaultrefcontext{0}{SaTdpsmm}{none/global//global/global} \abx@aux@defaultrefcontext{0}{SaTdpsmm}{none/global//global/global}
\abx@aux@defaultrefcontext{0}{nlAeiBTCPSO}{none/global//global/global} \abx@aux@defaultrefcontext{0}{nlAeiBTCPSO}{none/global//global/global}
@ -349,4 +350,4 @@
\abx@aux@defaultrefcontext{0}{SpamOrHamGit}{none/global//global/global} \abx@aux@defaultrefcontext{0}{SpamOrHamGit}{none/global//global/global}
\abx@aux@defaultrefcontext{0}{MBE}{none/global//global/global} \abx@aux@defaultrefcontext{0}{MBE}{none/global//global/global}
\abx@aux@defaultrefcontext{0}{TwitterTerms}{none/global//global/global} \abx@aux@defaultrefcontext{0}{TwitterTerms}{none/global//global/global}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {15.2}Appendix B - Log book}{110}{subsection.15.2}} \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {15.2}Appendix B - Log book}{111}{subsection.15.2}}

1
document.bcf
View File

@ -2018,6 +2018,7 @@
<bcf:citekey order="92">MBE</bcf:citekey> <bcf:citekey order="92">MBE</bcf:citekey>
<bcf:citekey order="93">VADERPaper</bcf:citekey> <bcf:citekey order="93">VADERPaper</bcf:citekey>
<bcf:citekey order="94">TwitterTerms</bcf:citekey> <bcf:citekey order="94">TwitterTerms</bcf:citekey>
<bcf:citekey order="95">langdectNLTK</bcf:citekey>
<bcf:citekey order="0">*</bcf:citekey> <bcf:citekey order="0">*</bcf:citekey>
</bcf:section> </bcf:section>
<!-- SORTING TEMPLATES --> <!-- SORTING TEMPLATES -->

54
document.blg
View File

@ -1,29 +1,29 @@
[0] Config.pm:302> INFO - This is Biber 2.9 [0] Config.pm:302> INFO - This is Biber 2.9
[0] Config.pm:305> INFO - Logfile is 'document.blg' [0] Config.pm:305> INFO - Logfile is 'document.blg'
[21] biber:313> INFO - === Sun Apr 28, 2019, 17:50:48 [19] biber:313> INFO - === Sun Apr 28, 2019, 20:09:58
[37] Biber.pm:371> INFO - Reading 'document.bcf' [33] Biber.pm:371> INFO - Reading 'document.bcf'
[89] Biber.pm:854> INFO - Using all citekeys in bib section 0 [80] Biber.pm:854> INFO - Using all citekeys in bib section 0
[99] Biber.pm:3981> INFO - Processing section 0 [89] Biber.pm:3981> INFO - Processing section 0
[107] Biber.pm:4154> INFO - Looking for bibtex format file 'report.bib' for section 0 [97] Biber.pm:4154> INFO - Looking for bibtex format file 'report.bib' for section 0
[109] bibtex.pm:1468> INFO - LaTeX decoding ... [98] bibtex.pm:1468> INFO - LaTeX decoding ...
[154] bibtex.pm:1294> INFO - Found BibTeX data source 'report.bib' [140] bibtex.pm:1294> INFO - Found BibTeX data source 'report.bib'
[170] Utils.pm:169> WARN - year field 'Dec 15, 2016' in entry 'dropoutM' is not an integer - this will probably not sort properly. [158] Utils.pm:169> WARN - year field 'Mar 13, 2016' in entry 'LSTMdia' is not an integer - this will probably not sort properly.
[183] Utils.pm:169> WARN - year field 'Apr 7, 2018' in entry 'RMSEMAE' is not an integer - this will probably not sort properly. [161] Utils.pm:169> WARN - year field 'Sep 8, 2017' in entry 'MAPE' is not an integer - this will probably not sort properly.
[196] Utils.pm:169> WARN - year field 'Feb 26, 2018' in entry 'StemvsLem' is not an integer - this will probably not sort properly. [166] Utils.pm:169> WARN - year field 'Aug 2, 2017' in entry 'SpamCScratch' is not an integer - this will probably not sort properly.
[210] Utils.pm:169> WARN - year field 'Effective: May 25, 2018' in entry 'TwitterTerms' is not an integer - this will probably not sort properly. [178] Utils.pm:169> WARN - year field 'Effective: May 25, 2018' in entry 'TwitterTerms' is not an integer - this will probably not sort properly.
[212] Utils.pm:169> WARN - year field 'Aug 2, 2017' in entry 'SpamCScratch' is not an integer - this will probably not sort properly. [187] Utils.pm:169> WARN - year field 'Feb 26, 2018' in entry 'StemvsLem' is not an integer - this will probably not sort properly.
[222] Utils.pm:169> WARN - Name "Mairal, J., Ponce, J., Sapiro, G., Zisserman, A." has too many commas: skipping name [192] Utils.pm:169> WARN - year field 'Dec 15, 2016' in entry 'dropoutM' is not an integer - this will probably not sort properly.
[240] Utils.pm:169> WARN - year field 'Mar 13, 2016' in entry 'LSTMdia' is not an integer - this will probably not sort properly. [226] Utils.pm:169> WARN - Name "Mairal, J., Ponce, J., Sapiro, G., Zisserman, A." has too many commas: skipping name
[275] Utils.pm:169> WARN - year field 'Sep 8, 2017' in entry 'MAPE' is not an integer - this will probably not sort properly. [232] Utils.pm:169> WARN - year field 'Mar 23, 2016' in entry 'MBE' is not an integer - this will probably not sort properly.
[277] Utils.pm:169> WARN - year field 'Aug 2, 2017' in entry 'SpamOrHamGit' is not an integer - this will probably not sort properly. [237] Utils.pm:169> WARN - year field 'Aug 2, 2017' in entry 'SpamOrHamGit' is not an integer - this will probably not sort properly.
[282] Utils.pm:169> WARN - year field 'Oct 16, 2018' in entry 'MSE' is not an integer - this will probably not sort properly. [244] Utils.pm:169> WARN - year field 'Oct 16, 2018' in entry 'MSE' is not an integer - this will probably not sort properly.
[297] Utils.pm:169> WARN - year field 'Mar 23, 2016' in entry 'MBE' is not an integer - this will probably not sort properly. [278] Utils.pm:169> WARN - year field 'Apr 7, 2018' in entry 'RMSEMAE' is not an integer - this will probably not sort properly.
[320] Utils.pm:169> WARN - BibTeX subsystem: warning: comma(s) at end of name (removing) [288] Utils.pm:169> WARN - BibTeX subsystem: warning: comma(s) at end of name (removing)
[320] Utils.pm:169> WARN - BibTeX subsystem: author, warning: comma(s) at end of name (removing) [288] Utils.pm:169> WARN - BibTeX subsystem: author, warning: comma(s) at end of name (removing)
[348] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'normalization = NFD' with 'normalization = prenormalized' [313] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'normalization = NFD' with 'normalization = prenormalized'
[348] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'variable = shifted' with 'variable = non-ignorable' [313] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'variable = shifted' with 'variable = non-ignorable'
[348] Biber.pm:3809> INFO - Sorting list 'none/global//global/global' of type 'entry' with template 'none' and locale 'en-US' [313] Biber.pm:3809> INFO - Sorting list 'none/global//global/global' of type 'entry' with template 'none' and locale 'en-US'
[348] Biber.pm:3815> INFO - No sort tailoring available for locale 'en-US' [313] Biber.pm:3815> INFO - No sort tailoring available for locale 'en-US'
[375] bbl.pm:617> INFO - Writing 'document.bbl' with encoding 'ascii' [337] bbl.pm:617> INFO - Writing 'document.bbl' with encoding 'ascii'
[393] bbl.pm:720> INFO - Output to document.bbl [354] bbl.pm:720> INFO - Output to document.bbl
[394] Biber.pm:110> INFO - WARNINGS: 13 [354] Biber.pm:110> INFO - WARNINGS: 13

437
document.log
View File

@ -1,4 +1,4 @@
This is pdfTeX, Version 3.14159265-2.6-1.40.18 (TeX Live 2017/Debian) (preloaded format=pdflatex 2018.10.16) 28 APR 2019 19:03 This is pdfTeX, Version 3.14159265-2.6-1.40.18 (TeX Live 2017/Debian) (preloaded format=pdflatex 2018.10.16) 28 APR 2019 20:09
entering extended mode entering extended mode
restricted \write18 enabled. restricted \write18 enabled.
%&-line parsing enabled. %&-line parsing enabled.
@ -849,22 +849,22 @@ File: english.lbx 2017/12/19 v3.10 biblatex localization (PK/JW/AB)
(./document.aux) (./document.aux)
\openout1 = `document.aux'. \openout1 = `document.aux'.
LaTeX Font Info: Checking defaults for OML/cmm/m/it on input line 108. LaTeX Font Info: Checking defaults for OML/cmm/m/it on input line 107.
LaTeX Font Info: ... okay on input line 108. LaTeX Font Info: ... okay on input line 107.
LaTeX Font Info: Checking defaults for T1/cmr/m/n on input line 108. LaTeX Font Info: Checking defaults for T1/cmr/m/n on input line 107.
LaTeX Font Info: ... okay on input line 108. LaTeX Font Info: ... okay on input line 107.
LaTeX Font Info: Checking defaults for OT1/cmr/m/n on input line 108. LaTeX Font Info: Checking defaults for OT1/cmr/m/n on input line 107.
LaTeX Font Info: ... okay on input line 108. LaTeX Font Info: ... okay on input line 107.
LaTeX Font Info: Checking defaults for OMS/cmsy/m/n on input line 108. LaTeX Font Info: Checking defaults for OMS/cmsy/m/n on input line 107.
LaTeX Font Info: ... okay on input line 108. LaTeX Font Info: ... okay on input line 107.
LaTeX Font Info: Checking defaults for OMX/cmex/m/n on input line 108. LaTeX Font Info: Checking defaults for OMX/cmex/m/n on input line 107.
LaTeX Font Info: ... okay on input line 108. LaTeX Font Info: ... okay on input line 107.
LaTeX Font Info: Checking defaults for U/cmr/m/n on input line 108. LaTeX Font Info: Checking defaults for U/cmr/m/n on input line 107.
LaTeX Font Info: ... okay on input line 108. LaTeX Font Info: ... okay on input line 107.
LaTeX Font Info: Checking defaults for PD1/pdf/m/n on input line 108. LaTeX Font Info: Checking defaults for PD1/pdf/m/n on input line 107.
LaTeX Font Info: ... okay on input line 108. LaTeX Font Info: ... okay on input line 107.
LaTeX Font Info: Checking defaults for PU/pdf/m/n on input line 108. LaTeX Font Info: Checking defaults for PU/pdf/m/n on input line 107.
LaTeX Font Info: ... okay on input line 108. LaTeX Font Info: ... okay on input line 107.
(/usr/share/texlive/texmf-dist/tex/context/base/mkii/supp-pdf.mkii (/usr/share/texlive/texmf-dist/tex/context/base/mkii/supp-pdf.mkii
[Loading MPS to PDF converter (version 2006.09.02).] [Loading MPS to PDF converter (version 2006.09.02).]
@ -960,9 +960,9 @@ Package biblatex Warning: Biber reported the following issues
A." has too many commas: skipping name. A." has too many commas: skipping name.
) )
Package biblatex Info: Reference section=0 on input line 108. Package biblatex Info: Reference section=0 on input line 107.
Package biblatex Info: Reference segment=0 on input line 108. Package biblatex Info: Reference segment=0 on input line 107.
Package hyperref Info: Link coloring OFF on input line 108. Package hyperref Info: Link coloring OFF on input line 107.
(/usr/share/texlive/texmf-dist/tex/latex/hyperref/nameref.sty (/usr/share/texlive/texmf-dist/tex/latex/hyperref/nameref.sty
Package: nameref 2016/05/21 v2.44 Cross-referencing by name of section Package: nameref 2016/05/21 v2.44 Cross-referencing by name of section
@ -971,9 +971,9 @@ Package: gettitlestring 2016/05/16 v1.5 Cleanup title references (HO)
) )
\c@section@level=\count357 \c@section@level=\count357
) )
LaTeX Info: Redefining \ref on input line 108. LaTeX Info: Redefining \ref on input line 107.
LaTeX Info: Redefining \pageref on input line 108. LaTeX Info: Redefining \pageref on input line 107.
LaTeX Info: Redefining \nameref on input line 108. LaTeX Info: Redefining \nameref on input line 107.
(./document.out) (./document.out) (./document.out) (./document.out)
\@outlinefile=\write5 \@outlinefile=\write5
@ -982,14 +982,14 @@ LaTeX Info: Redefining \nameref on input line 108.
<images/reading_logo.png, id=357, 504.88625pt x 183.68625pt> <images/reading_logo.png, id=357, 504.88625pt x 183.68625pt>
File: images/reading_logo.png Graphic file (type png) File: images/reading_logo.png Graphic file (type png)
<use images/reading_logo.png> <use images/reading_logo.png>
Package pdftex.def Info: images/reading_logo.png used on input line 111. Package pdftex.def Info: images/reading_logo.png used on input line 110.
(pdftex.def) Requested size: 170.71916pt x 56.9057pt. (pdftex.def) Requested size: 170.71916pt x 56.9057pt.
LaTeX Font Info: Try loading font information for U+msa on input line 111. LaTeX Font Info: Try loading font information for U+msa on input line 110.
(/usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsa.fd (/usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsa.fd
File: umsa.fd 2013/01/14 v3.01 AMS symbols A File: umsa.fd 2013/01/14 v3.01 AMS symbols A
) )
LaTeX Font Info: Try loading font information for U+msb on input line 111. LaTeX Font Info: Try loading font information for U+msb on input line 110.
(/usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsb.fd (/usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsb.fd
File: umsb.fd 2013/01/14 v3.01 AMS symbols B File: umsb.fd 2013/01/14 v3.01 AMS symbols B
@ -1002,36 +1002,36 @@ File: umsb.fd 2013/01/14 v3.01 AMS symbols B
\openout6 = `document.toc'. \openout6 = `document.toc'.
[9] [10] [11] [9] [10] [11]
LaTeX Font Info: Try loading font information for OMS+cmr on input line 225. LaTeX Font Info: Try loading font information for OMS+cmr on input line 224.
(/usr/share/texlive/texmf-dist/tex/latex/base/omscmr.fd (/usr/share/texlive/texmf-dist/tex/latex/base/omscmr.fd
File: omscmr.fd 2014/09/29 v2.5h Standard LaTeX font definitions File: omscmr.fd 2014/09/29 v2.5h Standard LaTeX font definitions
) )
LaTeX Font Info: Font shape `OMS/cmr/m/n' in size <12> not available LaTeX Font Info: Font shape `OMS/cmr/m/n' in size <12> not available
(Font) Font shape `OMS/cmsy/m/n' tried instead on input line 225. (Font) Font shape `OMS/cmsy/m/n' tried instead on input line 224.
[12] [13] [14] [12] [13] [14]
Underfull \hbox (badness 10000) in paragraph at lines 241--243 Underfull \hbox (badness 10000) in paragraph at lines 240--242
[] []
Underfull \hbox (badness 10000) in paragraph at lines 250--252 Underfull \hbox (badness 10000) in paragraph at lines 249--251
[] []
Underfull \hbox (badness 10000) in paragraph at lines 260--262 Underfull \hbox (badness 10000) in paragraph at lines 259--261
[] []
[15] [15]
Underfull \hbox (badness 10000) in paragraph at lines 270--272 Underfull \hbox (badness 10000) in paragraph at lines 269--271
[] []
Underfull \hbox (badness 10000) in paragraph at lines 279--281 Underfull \hbox (badness 10000) in paragraph at lines 278--280
[] []
@ -1039,64 +1039,64 @@ Underfull \hbox (badness 10000) in paragraph at lines 279--281
<images/perceptron.png, id=601, 706.64pt x 392.46625pt> <images/perceptron.png, id=601, 706.64pt x 392.46625pt>
File: images/perceptron.png Graphic file (type png) File: images/perceptron.png Graphic file (type png)
<use images/perceptron.png> <use images/perceptron.png>
Package pdftex.def Info: images/perceptron.png used on input line 387. Package pdftex.def Info: images/perceptron.png used on input line 386.
(pdftex.def) Requested size: 284.52713pt x 170.72142pt. (pdftex.def) Requested size: 284.52713pt x 170.72142pt.
[24 <./images/perceptron.png>] [24 <./images/perceptron.png>]
<images/rnn_ffn.png, id=615, 844.15375pt x 342.27875pt> <images/rnn_ffn.png, id=615, 844.15375pt x 342.27875pt>
File: images/rnn_ffn.png Graphic file (type png) File: images/rnn_ffn.png Graphic file (type png)
<use images/rnn_ffn.png> <use images/rnn_ffn.png>
Package pdftex.def Info: images/rnn_ffn.png used on input line 407. Package pdftex.def Info: images/rnn_ffn.png used on input line 406.
(pdftex.def) Requested size: 426.80307pt x 170.72112pt. (pdftex.def) Requested size: 426.80307pt x 170.72112pt.
[25 <./images/rnn_ffn.png>] [25 <./images/rnn_ffn.png>]
<images/lstm.png, id=630, 1160.335pt x 1029.8475pt> <images/lstm.png, id=630, 1160.335pt x 1029.8475pt>
File: images/lstm.png Graphic file (type png) File: images/lstm.png Graphic file (type png)
<use images/lstm.png> <use images/lstm.png>
Package pdftex.def Info: images/lstm.png used on input line 425. Package pdftex.def Info: images/lstm.png used on input line 424.
(pdftex.def) Requested size: 256.07123pt x 199.1616pt. (pdftex.def) Requested size: 256.07123pt x 199.1616pt.
[26 <./images/lstm.png>] [27] [28] [29] [30] [26 <./images/lstm.png>] [27] [28] [29] [30]
Overfull \hbox (4.49005pt too wide) detected at line 532 Overfull \hbox (4.49005pt too wide) detected at line 531
\OML/cmm/m/it/12 Probability of Outcome \OMS/cmsy/m/n/12 \ \OML/cmm/m/it/12 E \OML/cmm/m/it/12 Probability of Outcome \OMS/cmsy/m/n/12 \ \OML/cmm/m/it/12 E
vidence \OT1/cmr/m/n/12 = [] vidence \OT1/cmr/m/n/12 = []
[] []
Underfull \hbox (badness 10000) in paragraph at lines 542--545 Underfull \hbox (badness 10000) in paragraph at lines 541--544
[] []
[31] [31]
Underfull \hbox (badness 10000) in paragraph at lines 559--561 Underfull \hbox (badness 10000) in paragraph at lines 558--560
[] []
Overfull \hbox (9.8438pt too wide) detected at line 564 Overfull \hbox (9.8438pt too wide) detected at line 563
\OML/cmm/m/it/12 P\OT1/cmr/m/n/12 (\OML/cmm/m/it/12 w\OMS/cmsy/m/n/12 j\OML/cmm \OML/cmm/m/it/12 P\OT1/cmr/m/n/12 (\OML/cmm/m/it/12 w\OMS/cmsy/m/n/12 j\OML/cmm
/m/it/12 spam\OT1/cmr/m/n/12 ) = [] /m/it/12 spam\OT1/cmr/m/n/12 ) = []
[] []
[32] [33] [32] [33]
Underfull \hbox (badness 10000) in paragraph at lines 581--583 Underfull \hbox (badness 10000) in paragraph at lines 580--582
[] []
Underfull \hbox (badness 10000) in paragraph at lines 585--587 Underfull \hbox (badness 10000) in paragraph at lines 584--586
[] []
Underfull \hbox (badness 10000) in paragraph at lines 588--592 Underfull \hbox (badness 10000) in paragraph at lines 587--591
[] []
Underfull \hbox (badness 10000) in paragraph at lines 593--595 Underfull \hbox (badness 10000) in paragraph at lines 592--594
[] []
Underfull \hbox (badness 10000) in paragraph at lines 596--600 Underfull \hbox (badness 10000) in paragraph at lines 595--599
[] []
@ -1104,25 +1104,25 @@ Underfull \hbox (badness 10000) in paragraph at lines 596--600
<images/Generic_Flow.png, id=769, 1900.09875pt x 529.98pt> <images/Generic_Flow.png, id=769, 1900.09875pt x 529.98pt>
File: images/Generic_Flow.png Graphic file (type png) File: images/Generic_Flow.png Graphic file (type png)
<use images/Generic_Flow.png> <use images/Generic_Flow.png>
Package pdftex.def Info: images/Generic_Flow.png used on input line 693. Package pdftex.def Info: images/Generic_Flow.png used on input line 692.
(pdftex.def) Requested size: 512.13474pt x 227.62009pt. (pdftex.def) Requested size: 512.13474pt x 227.62009pt.
Overfull \hbox (71.28728pt too wide) in paragraph at lines 693--694 Overfull \hbox (71.28728pt too wide) in paragraph at lines 692--693
[][] [][]
[] []
[41 <./images/Generic_Flow.png (PNG copy)>] [41 <./images/Generic_Flow.png (PNG copy)>]
Underfull \hbox (badness 10000) in paragraph at lines 704--706 Underfull \hbox (badness 10000) in paragraph at lines 703--705
[] []
<images/Dataflow.png, id=774, 3767.07375pt x 1526.70375pt> <images/Dataflow.png, id=774, 3767.07375pt x 1526.70375pt>
File: images/Dataflow.png Graphic file (type png) File: images/Dataflow.png Graphic file (type png)
<use images/Dataflow.png> <use images/Dataflow.png>
Package pdftex.def Info: images/Dataflow.png used on input line 709. Package pdftex.def Info: images/Dataflow.png used on input line 708.
(pdftex.def) Requested size: 512.09683pt x 227.62125pt. (pdftex.def) Requested size: 512.09683pt x 227.62125pt.
Overfull \hbox (71.24937pt too wide) in paragraph at lines 709--711 Overfull \hbox (71.24937pt too wide) in paragraph at lines 708--710
[] []
[] []
@ -1130,16 +1130,16 @@ Overfull \hbox (71.24937pt too wide) in paragraph at lines 709--711
<images/Data_Collector.png, id=779, 1152.305pt x 647.41875pt> <images/Data_Collector.png, id=779, 1152.305pt x 647.41875pt>
File: images/Data_Collector.png Graphic file (type png) File: images/Data_Collector.png Graphic file (type png)
<use images/Data_Collector.png> <use images/Data_Collector.png>
Package pdftex.def Info: images/Data_Collector.png used on input line 717. Package pdftex.def Info: images/Data_Collector.png used on input line 716.
(pdftex.def) Requested size: 426.78574pt x 227.61746pt. (pdftex.def) Requested size: 426.78574pt x 227.61746pt.
[43 <./images/Data_Collector.png (PNG copy)>] [43 <./images/Data_Collector.png (PNG copy)>]
<images/Analysis_Engine.png, id=785, 1658.195pt x 719.68875pt> <images/Analysis_Engine.png, id=785, 1658.195pt x 719.68875pt>
File: images/Analysis_Engine.png Graphic file (type png) File: images/Analysis_Engine.png Graphic file (type png)
<use images/Analysis_Engine.png> <use images/Analysis_Engine.png>
Package pdftex.def Info: images/Analysis_Engine.png used on input line 732. Package pdftex.def Info: images/Analysis_Engine.png used on input line 731.
(pdftex.def) Requested size: 483.67276pt x 227.62561pt. (pdftex.def) Requested size: 483.67276pt x 227.62561pt.
Overfull \hbox (42.8253pt too wide) in paragraph at lines 732--734 Overfull \hbox (42.8253pt too wide) in paragraph at lines 731--733
[] []
[] []
@ -1147,10 +1147,10 @@ Overfull \hbox (42.8253pt too wide) in paragraph at lines 732--734
<images/Neural_Network.png, id=795, 1502.61375pt x 1032.85875pt> <images/Neural_Network.png, id=795, 1502.61375pt x 1032.85875pt>
File: images/Neural_Network.png Graphic file (type png) File: images/Neural_Network.png Graphic file (type png)
<use images/Neural_Network.png> <use images/Neural_Network.png>
Package pdftex.def Info: images/Neural_Network.png used on input line 750. Package pdftex.def Info: images/Neural_Network.png used on input line 749.
(pdftex.def) Requested size: 483.6893pt x 341.42757pt. (pdftex.def) Requested size: 483.6893pt x 341.42757pt.
Overfull \hbox (42.84184pt too wide) in paragraph at lines 750--752 Overfull \hbox (42.84184pt too wide) in paragraph at lines 749--751
[] []
[] []
@ -1158,11 +1158,11 @@ Overfull \hbox (42.84184pt too wide) in paragraph at lines 750--752
<images/Future_Predictions.png, id=800, 1596.96625pt x 490.83376pt> <images/Future_Predictions.png, id=800, 1596.96625pt x 490.83376pt>
File: images/Future_Predictions.png Graphic file (type png) File: images/Future_Predictions.png Graphic file (type png)
<use images/Future_Predictions.png> <use images/Future_Predictions.png>
Package pdftex.def Info: images/Future_Predictions.png used on input line 764. Package pdftex.def Info: images/Future_Predictions.png used on input line 763.
(pdftex.def) Requested size: 512.1362pt x 227.62119pt. (pdftex.def) Requested size: 512.1362pt x 227.62119pt.
Overfull \hbox (71.28874pt too wide) in paragraph at lines 764--766 Overfull \hbox (71.28874pt too wide) in paragraph at lines 763--765
[] []
[] []
@ -1171,16 +1171,16 @@ Overfull \hbox (71.28874pt too wide) in paragraph at lines 764--766
File: images/Frontend_Application.png Graphic file (type png) File: images/Frontend_Application.png Graphic file (type png)
<use images/Frontend_Application.png> <use images/Frontend_Application.png>
Package pdftex.def Info: images/Frontend_Application.png used on input line 77 Package pdftex.def Info: images/Frontend_Application.png used on input line 77
7. 6.
(pdftex.def) Requested size: 284.52162pt x 256.07664pt. (pdftex.def) Requested size: 284.52162pt x 256.07664pt.
[48 <./images/Frontend_Application.png (PNG copy)>] [48 <./images/Frontend_Application.png (PNG copy)>]
<images/interface_design.png, id=810, 1086.0575pt x 1536.74126pt> <images/interface_design.png, id=810, 1086.0575pt x 1536.74126pt>
File: images/interface_design.png Graphic file (type png) File: images/interface_design.png Graphic file (type png)
<use images/interface_design.png> <use images/interface_design.png>
Package pdftex.def Info: images/interface_design.png used on input line 793. Package pdftex.def Info: images/interface_design.png used on input line 792.
(pdftex.def) Requested size: 227.61479pt x 369.88063pt. (pdftex.def) Requested size: 227.61479pt x 369.88063pt.
[49 <./images/interface_design.png>] [50] [49 <./images/interface_design.png>] [50]
Underfull \hbox (badness 10000) in paragraph at lines 804--806 Underfull \hbox (badness 10000) in paragraph at lines 803--805
[] []
@ -1188,22 +1188,22 @@ Underfull \hbox (badness 10000) in paragraph at lines 804--806
File: lstlang1.sty 2015/06/04 1.6 listings language file File: lstlang1.sty 2015/06/04 1.6 listings language file
) [51] [52] ) [51] [52]
[53] [54] [53] [54]
Underfull \hbox (badness 10000) in paragraph at lines 954--956 Underfull \hbox (badness 10000) in paragraph at lines 953--955
[] []
[55] [56] [57] [58] [59] [60] [61] [62] [63] [55] [56] [57] [58] [59] [60] [61] [62] [63]
LaTeX Font Info: Font shape `OMS/cmr/m/n' in size <10> not available LaTeX Font Info: Font shape `OMS/cmr/m/n' in size <10> not available
(Font) Font shape `OMS/cmsy/m/n' tried instead on input line 1232. (Font) Font shape `OMS/cmsy/m/n' tried instead on input line 1231.
[64] [65] [66] [67] [68] [69] [64] [65] [66] [67] [68] [69]
[70] [71] [72] [73] [74] [70] [71] [72] [73] [74]
Underfull \hbox (badness 10000) in paragraph at lines 1564--1566 Underfull \hbox (badness 10000) in paragraph at lines 1563--1565
[] []
[75] [76] [75] [76]
LaTeX Font Info: Try loading font information for T1+cmtt on input line 1628 LaTeX Font Info: Try loading font information for T1+cmtt on input line 1627
. .
(/usr/share/texlive/texmf-dist/tex/latex/base/t1cmtt.fd (/usr/share/texlive/texmf-dist/tex/latex/base/t1cmtt.fd
File: t1cmtt.fd 2014/09/29 v2.5h Standard LaTeX font definitions File: t1cmtt.fd 2014/09/29 v2.5h Standard LaTeX font definitions
@ -1211,82 +1211,137 @@ File: t1cmtt.fd 2014/09/29 v2.5h Standard LaTeX font definitions
<images/final_interface.png, id=1588, 1913.1475pt x 2695.06876pt> <images/final_interface.png, id=1588, 1913.1475pt x 2695.06876pt>
File: images/final_interface.png Graphic file (type png) File: images/final_interface.png Graphic file (type png)
<use images/final_interface.png> <use images/final_interface.png>
Package pdftex.def Info: images/final_interface.png used on input line 1632. Package pdftex.def Info: images/final_interface.png used on input line 1631.
(pdftex.def) Requested size: 398.32816pt x 540.60803pt. (pdftex.def) Requested size: 398.32816pt x 540.60803pt.
[77] [77]
[78 <./images/final_interface.png>] [79] [80] [78 <./images/final_interface.png>] [79] [80]
<images/with_sentiment.png, id=1613, 1907.125pt x 518.93875pt> <images/with_sentiment.png, id=1613, 1907.125pt x 518.93875pt>
File: images/with_sentiment.png Graphic file (type png) File: images/with_sentiment.png Graphic file (type png)
<use images/with_sentiment.png> <use images/with_sentiment.png>
Package pdftex.def Info: images/with_sentiment.png used on input line 1738. Package pdftex.def Info: images/with_sentiment.png used on input line 1737.
(pdftex.def) Requested size: 455.24582pt x 170.71979pt. (pdftex.def) Requested size: 455.24582pt x 170.71979pt.
Overfull \hbox (14.39836pt too wide) in paragraph at lines 1738--1739 Overfull \hbox (14.39836pt too wide) in paragraph at lines 1737--1738
[][] [][]
[] []
<images/without_sentiment.png, id=1615, 1913.1475pt x 496.85625pt> <images/without_sentiment.png, id=1615, 1913.1475pt x 496.85625pt>
File: images/without_sentiment.png Graphic file (type png) File: images/without_sentiment.png Graphic file (type png)
<use images/without_sentiment.png> <use images/without_sentiment.png>
Package pdftex.def Info: images/without_sentiment.png used on input line 1746. Package pdftex.def Info: images/without_sentiment.png used on input line 1745.
(pdftex.def) Requested size: 455.22383pt x 170.7181pt. (pdftex.def) Requested size: 455.22383pt x 170.7181pt.
Overfull \hbox (14.37637pt too wide) in paragraph at lines 1746--1747 Overfull \hbox (14.37637pt too wide) in paragraph at lines 1745--1746
[][] [][]
[] []
[81] [82 <./images/with_sentiment.png> <./images/without_sentiment.png>] [81] [82 <./images/with_sentiment.png> <./images/without_sentiment.png>]
[83] [84] [85] [86] [87] [88] [89] [90] [91] [83] [84] [85] [86] [87] [88] [89]
Overfull \hbox (40.38213pt too wide) in paragraph at lines 1879--1879 Underfull \hbox (badness 10000) in paragraph at lines 1839--1841
[]
Underfull \hbox (badness 10000) in paragraph at lines 1844--1846
[]
Underfull \hbox (badness 10000) in paragraph at lines 1849--1851
[]
[90]
Underfull \hbox (badness 10000) in paragraph at lines 1854--1856
[]
Underfull \hbox (badness 10000) in paragraph at lines 1859--1861
[]
Underfull \hbox (badness 10000) in paragraph at lines 1864--1866
[]
Underfull \hbox (badness 10000) in paragraph at lines 1869--1871
[]
Underfull \hbox (badness 10000) in paragraph at lines 1876--1878
[]
[91]
Underfull \hbox (badness 10000) in paragraph at lines 1881--1883
[]
Underfull \hbox (badness 10000) in paragraph at lines 1886--1888
[]
Underfull \hbox (badness 10000) in paragraph at lines 1891--1893
[]
[92]
Overfull \hbox (40.38213pt too wide) in paragraph at lines 1902--1902
\T1/cmr/m/n/12 works,'' To-wards Data Sci-ence, 2018. [On-line]. Avail-able: [] \T1/cmr/m/n/12 works,'' To-wards Data Sci-ence, 2018. [On-line]. Avail-able: []
$\T1/cmtt/m/n/12 https : / / towardsdatascience . $\T1/cmtt/m/n/12 https : / / towardsdatascience .
[] []
[92] [93]
Overfull \hbox (83.66737pt too wide) in paragraph at lines 1879--1879 Overfull \hbox (83.66737pt too wide) in paragraph at lines 1902--1902
\T1/cmr/m/n/12 works,'' Ma-chine Larn-ing Mas-tery, 2017. [On-line]. Avail-able \T1/cmr/m/n/12 works,'' Ma-chine Larn-ing Mas-tery, 2017. [On-line]. Avail-able
: []$\T1/cmtt/m/n/12 https : / / machinelearningmastery . : []$\T1/cmtt/m/n/12 https : / / machinelearningmastery .
[] []
Overfull \hbox (28.45175pt too wide) in paragraph at lines 1879--1879 Overfull \hbox (28.45175pt too wide) in paragraph at lines 1902--1902
\T1/cmr/m/n/12 lem,'' Su-per Data Sci-ence, 2018. [On-line]. Avail-able: []$\T1 \T1/cmr/m/n/12 lem,'' Su-per Data Sci-ence, 2018. [On-line]. Avail-able: []$\T1
/cmtt/m/n/12 https : / / www . superdatascience . /cmtt/m/n/12 https : / / www . superdatascience .
[] []
[93] [94]
Overfull \hbox (7.75049pt too wide) in paragraph at lines 1879--1879 Overfull \hbox (7.75049pt too wide) in paragraph at lines 1902--1902
\T1/cmr/m/n/12 2019. [On-line]. Avail-able: []$\T1/cmtt/m/n/12 https : / / medi \T1/cmr/m/n/12 2019. [On-line]. Avail-able: []$\T1/cmtt/m/n/12 https : / / medi
um . com / datadriveninvestor / overview -[] um . com / datadriveninvestor / overview -[]
[] []
[94] [95]
Overfull \hbox (7.25049pt too wide) in paragraph at lines 1879--1879 Overfull \hbox (7.25049pt too wide) in paragraph at lines 1902--1902
\T1/cmr/m/n/12 2017. [On-line]. Avail-able: []$\T1/cmtt/m/n/12 https : / / www \T1/cmr/m/n/12 2017. [On-line]. Avail-able: []$\T1/cmtt/m/n/12 https : / / www
. statisticshowto . datasciencecentral . . statisticshowto . datasciencecentral .
[] []
Overfull \hbox (9.24751pt too wide) in paragraph at lines 1879--1879 Overfull \hbox (9.24751pt too wide) in paragraph at lines 1902--1902
\T1/cmr/m/n/12 [On-line]. Avail-able: []$\T1/cmtt/m/n/12 http : / / blog . alej \T1/cmr/m/n/12 [On-line]. Avail-able: []$\T1/cmtt/m/n/12 http : / / blog . alej
andronolla . com / 2013 / 05 / 15 / detecting -[] andronolla . com / 2013 / 05 / 15 / detecting -[]
[] []
Overfull \hbox (0.88026pt too wide) in paragraph at lines 1879--1879 Overfull \hbox (0.88026pt too wide) in paragraph at lines 1902--1902
[]\T1/cmr/m/n/12 P. Cryp-tog-ra-phy, ``A tu-to-rial on au-to-matic lan-guage id []\T1/cmr/m/n/12 P. Cryp-tog-ra-phy, ``A tu-to-rial on au-to-matic lan-guage id
en-ti-fi-ca-tion - ngram based,'' en-ti-fi-ca-tion - ngram based,''
[] []
[95] [96] [96] [97]
pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve
rsion <1.7>, but at most version <1.5> allowed rsion <1.7>, but at most version <1.5> allowed
<PID.pdf, id=1802, 597.55246pt x 845.07718pt> <PID.pdf, id=1808, 597.55246pt x 845.07718pt>
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf> <use PID.pdf>
Package pdftex.def Info: PID.pdf used on input line 1884. Package pdftex.def Info: PID.pdf used on input line 1907.
(pdftex.def) Requested size: 597.551pt x 845.07512pt. (pdftex.def) Requested size: 597.551pt x 845.07512pt.
@ -1294,7 +1349,7 @@ pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve
rsion <1.7>, but at most version <1.5> allowed rsion <1.7>, but at most version <1.5> allowed
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf> <use PID.pdf>
Package pdftex.def Info: PID.pdf used on input line 1884. Package pdftex.def Info: PID.pdf used on input line 1907.
(pdftex.def) Requested size: 597.551pt x 845.07512pt. (pdftex.def) Requested size: 597.551pt x 845.07512pt.
@ -1304,222 +1359,222 @@ rsion <1.7>, but at most version <1.5> allowed
pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve
rsion <1.7>, but at most version <1.5> allowed rsion <1.7>, but at most version <1.5> allowed
<PID.pdf, id=1805, page=1, 597.55246pt x 845.07718pt> <PID.pdf, id=1811, page=1, 597.55246pt x 845.07718pt>
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 1> <use PID.pdf, page 1>
Package pdftex.def Info: PID.pdf , page1 used on input line 1884. Package pdftex.def Info: PID.pdf , page1 used on input line 1907.
(pdftex.def) Requested size: 597.551pt x 845.07512pt. (pdftex.def) Requested size: 597.551pt x 845.07512pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 1> <use PID.pdf, page 1>
Package pdftex.def Info: PID.pdf , page1 used on input line 1884. Package pdftex.def Info: PID.pdf , page1 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
[97] [98]
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 1> <use PID.pdf, page 1>
Package pdftex.def Info: PID.pdf , page1 used on input line 1884. Package pdftex.def Info: PID.pdf , page1 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 1> <use PID.pdf, page 1>
Package pdftex.def Info: PID.pdf , page1 used on input line 1884. Package pdftex.def Info: PID.pdf , page1 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 1> <use PID.pdf, page 1>
Package pdftex.def Info: PID.pdf , page1 used on input line 1884. Package pdftex.def Info: PID.pdf , page1 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
[98 <./PID.pdf>] [99 <./PID.pdf>]
pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve
rsion <1.7>, but at most version <1.5> allowed rsion <1.7>, but at most version <1.5> allowed
<PID.pdf, id=1836, page=2, 597.55246pt x 845.07718pt> <PID.pdf, id=1841, page=2, 597.55246pt x 845.07718pt>
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 2> <use PID.pdf, page 2>
Package pdftex.def Info: PID.pdf , page2 used on input line 1884. Package pdftex.def Info: PID.pdf , page2 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 2> <use PID.pdf, page 2>
Package pdftex.def Info: PID.pdf , page2 used on input line 1884. Package pdftex.def Info: PID.pdf , page2 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 2> <use PID.pdf, page 2>
Package pdftex.def Info: PID.pdf , page2 used on input line 1884. Package pdftex.def Info: PID.pdf , page2 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt.
[99 <./PID.pdf>]
pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve
rsion <1.7>, but at most version <1.5> allowed
<PID.pdf, id=1842, page=3, 597.55246pt x 845.07718pt>
File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 3>
Package pdftex.def Info: PID.pdf , page3 used on input line 1884.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 3>
Package pdftex.def Info: PID.pdf , page3 used on input line 1884.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 3>
Package pdftex.def Info: PID.pdf , page3 used on input line 1884.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
[100 <./PID.pdf>] [100 <./PID.pdf>]
pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve
rsion <1.7>, but at most version <1.5> allowed rsion <1.7>, but at most version <1.5> allowed
<PID.pdf, id=1856, page=4, 597.55246pt x 845.07718pt> <PID.pdf, id=1847, page=3, 597.55246pt x 845.07718pt>
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 4> <use PID.pdf, page 3>
Package pdftex.def Info: PID.pdf , page4 used on input line 1884. Package pdftex.def Info: PID.pdf , page3 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 4> <use PID.pdf, page 3>
Package pdftex.def Info: PID.pdf , page4 used on input line 1884. Package pdftex.def Info: PID.pdf , page3 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 4> <use PID.pdf, page 3>
Package pdftex.def Info: PID.pdf , page4 used on input line 1884. Package pdftex.def Info: PID.pdf , page3 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
[101 <./PID.pdf>] [101 <./PID.pdf>]
pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve
rsion <1.7>, but at most version <1.5> allowed rsion <1.7>, but at most version <1.5> allowed
<PID.pdf, id=1862, page=5, 597.55246pt x 845.07718pt> <PID.pdf, id=1861, page=4, 597.55246pt x 845.07718pt>
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 5> <use PID.pdf, page 4>
Package pdftex.def Info: PID.pdf , page5 used on input line 1884. Package pdftex.def Info: PID.pdf , page4 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 5> <use PID.pdf, page 4>
Package pdftex.def Info: PID.pdf , page5 used on input line 1884. Package pdftex.def Info: PID.pdf , page4 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 5> <use PID.pdf, page 4>
Package pdftex.def Info: PID.pdf , page5 used on input line 1884. Package pdftex.def Info: PID.pdf , page4 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
[102 <./PID.pdf>] [102 <./PID.pdf>]
pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve
rsion <1.7>, but at most version <1.5> allowed rsion <1.7>, but at most version <1.5> allowed
<PID.pdf, id=1868, page=6, 597.55246pt x 845.07718pt> <PID.pdf, id=1867, page=5, 597.55246pt x 845.07718pt>
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 6> <use PID.pdf, page 5>
Package pdftex.def Info: PID.pdf , page6 used on input line 1884. Package pdftex.def Info: PID.pdf , page5 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 6> <use PID.pdf, page 5>
Package pdftex.def Info: PID.pdf , page6 used on input line 1884. Package pdftex.def Info: PID.pdf , page5 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 6> <use PID.pdf, page 5>
Package pdftex.def Info: PID.pdf , page6 used on input line 1884. Package pdftex.def Info: PID.pdf , page5 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
[103 <./PID.pdf>] [103 <./PID.pdf>]
pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve
rsion <1.7>, but at most version <1.5> allowed rsion <1.7>, but at most version <1.5> allowed
<PID.pdf, id=1875, page=7, 597.55246pt x 845.07718pt> <PID.pdf, id=1874, page=6, 597.55246pt x 845.07718pt>
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 7> <use PID.pdf, page 6>
Package pdftex.def Info: PID.pdf , page7 used on input line 1884. Package pdftex.def Info: PID.pdf , page6 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 7> <use PID.pdf, page 6>
Package pdftex.def Info: PID.pdf , page7 used on input line 1884. Package pdftex.def Info: PID.pdf , page6 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 7> <use PID.pdf, page 6>
Package pdftex.def Info: PID.pdf , page7 used on input line 1884. Package pdftex.def Info: PID.pdf , page6 used on input line 1907.
(pdftex.def) Requested size: 562.1644pt x 795.0303pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
[104 <./PID.pdf>] [104 <./PID.pdf>]
pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve
rsion <1.7>, but at most version <1.5> allowed rsion <1.7>, but at most version <1.5> allowed
<PID.pdf, id=1881, page=8, 845.07718pt x 597.55246pt> <PID.pdf, id=1880, page=7, 597.55246pt x 845.07718pt>
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 8> <use PID.pdf, page 7>
Package pdftex.def Info: PID.pdf , page8 used on input line 1884. Package pdftex.def Info: PID.pdf , page7 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 8> <use PID.pdf, page 7>
Package pdftex.def Info: PID.pdf , page8 used on input line 1884. Package pdftex.def Info: PID.pdf , page7 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 8> <use PID.pdf, page 7>
Package pdftex.def Info: PID.pdf , page8 used on input line 1884. Package pdftex.def Info: PID.pdf , page7 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt. (pdftex.def) Requested size: 562.1644pt x 795.0303pt.
[105 <./PID.pdf>] [105 <./PID.pdf>]
pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve
rsion <1.7>, but at most version <1.5> allowed rsion <1.7>, but at most version <1.5> allowed
<PID.pdf, id=1891, page=9, 845.07718pt x 597.55246pt> <PID.pdf, id=1886, page=8, 845.07718pt x 597.55246pt>
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 9> <use PID.pdf, page 8>
Package pdftex.def Info: PID.pdf , page9 used on input line 1884. Package pdftex.def Info: PID.pdf , page8 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt. (pdftex.def) Requested size: 795.0303pt x 562.1644pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 9> <use PID.pdf, page 8>
Package pdftex.def Info: PID.pdf , page9 used on input line 1884. Package pdftex.def Info: PID.pdf , page8 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt. (pdftex.def) Requested size: 795.0303pt x 562.1644pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 9> <use PID.pdf, page 8>
Package pdftex.def Info: PID.pdf , page9 used on input line 1884. Package pdftex.def Info: PID.pdf , page8 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt. (pdftex.def) Requested size: 795.0303pt x 562.1644pt.
[106 <./PID.pdf>] [106 <./PID.pdf>]
pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve
rsion <1.7>, but at most version <1.5> allowed rsion <1.7>, but at most version <1.5> allowed
<PID.pdf, id=1901, page=10, 845.07718pt x 597.55246pt> <PID.pdf, id=1896, page=9, 845.07718pt x 597.55246pt>
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 10> <use PID.pdf, page 9>
Package pdftex.def Info: PID.pdf , page10 used on input line 1884. Package pdftex.def Info: PID.pdf , page9 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt. (pdftex.def) Requested size: 795.0303pt x 562.1644pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 10> <use PID.pdf, page 9>
Package pdftex.def Info: PID.pdf , page10 used on input line 1884. Package pdftex.def Info: PID.pdf , page9 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt. (pdftex.def) Requested size: 795.0303pt x 562.1644pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 10> <use PID.pdf, page 9>
Package pdftex.def Info: PID.pdf , page10 used on input line 1884. Package pdftex.def Info: PID.pdf , page9 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt. (pdftex.def) Requested size: 795.0303pt x 562.1644pt.
[107 <./PID.pdf>] [107 <./PID.pdf>]
pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve
rsion <1.7>, but at most version <1.5> allowed rsion <1.7>, but at most version <1.5> allowed
<PID.pdf, id=1913, page=11, 845.07718pt x 597.55246pt> <PID.pdf, id=1906, page=10, 845.07718pt x 597.55246pt>
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 11> <use PID.pdf, page 10>
Package pdftex.def Info: PID.pdf , page11 used on input line 1884. Package pdftex.def Info: PID.pdf , page10 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt. (pdftex.def) Requested size: 795.0303pt x 562.1644pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 11> <use PID.pdf, page 10>
Package pdftex.def Info: PID.pdf , page11 used on input line 1884. Package pdftex.def Info: PID.pdf , page10 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt. (pdftex.def) Requested size: 795.0303pt x 562.1644pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 11> <use PID.pdf, page 10>
Package pdftex.def Info: PID.pdf , page11 used on input line 1884. Package pdftex.def Info: PID.pdf , page10 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt. (pdftex.def) Requested size: 795.0303pt x 562.1644pt.
[108 <./PID.pdf>] [108 <./PID.pdf>]
pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve
rsion <1.7>, but at most version <1.5> allowed rsion <1.7>, but at most version <1.5> allowed
<PID.pdf, id=1919, page=12, 845.07718pt x 597.55246pt> <PID.pdf, id=1918, page=11, 845.07718pt x 597.55246pt>
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 12> <use PID.pdf, page 11>
Package pdftex.def Info: PID.pdf , page12 used on input line 1884. Package pdftex.def Info: PID.pdf , page11 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt. (pdftex.def) Requested size: 795.0303pt x 562.1644pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 12> <use PID.pdf, page 11>
Package pdftex.def Info: PID.pdf , page12 used on input line 1884. Package pdftex.def Info: PID.pdf , page11 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt. (pdftex.def) Requested size: 795.0303pt x 562.1644pt.
File: PID.pdf Graphic file (type pdf) File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 12> <use PID.pdf, page 11>
Package pdftex.def Info: PID.pdf , page12 used on input line 1884. Package pdftex.def Info: PID.pdf , page11 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt. (pdftex.def) Requested size: 795.0303pt x 562.1644pt.
[109 <./PID.pdf>] [109 <./PID.pdf>]
Package atveryend Info: Empty hook `BeforeClearDocument' on input line 1889.
[110] pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve
Package atveryend Info: Empty hook `AfterLastShipout' on input line 1889. rsion <1.7>, but at most version <1.5> allowed
<PID.pdf, id=1925, page=12, 845.07718pt x 597.55246pt>
File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 12>
Package pdftex.def Info: PID.pdf , page12 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt.
File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 12>
Package pdftex.def Info: PID.pdf , page12 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt.
File: PID.pdf Graphic file (type pdf)
<use PID.pdf, page 12>
Package pdftex.def Info: PID.pdf , page12 used on input line 1907.
(pdftex.def) Requested size: 795.0303pt x 562.1644pt.
[110 <./PID.pdf>]
Package atveryend Info: Empty hook `BeforeClearDocument' on input line 1912.
[111]
Package atveryend Info: Empty hook `AfterLastShipout' on input line 1912.
(./document.aux) (./document.aux)
Package atveryend Info: Executing hook `AtVeryEndDocument' on input line 1889. Package atveryend Info: Executing hook `AtVeryEndDocument' on input line 1912.
Package atveryend Info: Executing hook `AtEndAfterFileList' on input line 1889. Package atveryend Info: Executing hook `AtEndAfterFileList' on input line 1912.
Package rerunfilecheck Info: File `document.out' has not changed. Package rerunfilecheck Info: File `document.out' has not changed.
(rerunfilecheck) Checksum: 1D7B2504DFF5D56ABCCDF1948D08498A;14207. (rerunfilecheck) Checksum: 1D7B2504DFF5D56ABCCDF1948D08498A;14207.
@ -1528,9 +1583,9 @@ Package logreq Info: Writing requests to 'document.run.xml'.
) )
Here is how much of TeX's memory you used: Here is how much of TeX's memory you used:
25153 strings out of 492982 25154 strings out of 492982
396371 string characters out of 6134895 396379 string characters out of 6134895
1018656 words of memory out of 5000000 1018599 words of memory out of 5000000
27463 multiletter control sequences out of 15000+600000 27463 multiletter control sequences out of 15000+600000
21245 words of font info for 60 fonts, out of 8000000 for 9000 21245 words of font info for 60 fonts, out of 8000000 for 9000
1141 hyphenation exceptions out of 8191 1141 hyphenation exceptions out of 8191
@ -1553,10 +1608,10 @@ ic/cm-super/sfrm0600.pfb></usr/share/texmf/fonts/type1/public/cm-super/sfrm1000
mf/fonts/type1/public/cm-super/sfrm1440.pfb></usr/share/texmf/fonts/type1/publi mf/fonts/type1/public/cm-super/sfrm1440.pfb></usr/share/texmf/fonts/type1/publi
c/cm-super/sfrm2488.pfb></usr/share/texmf/fonts/type1/public/cm-super/sfti1200. c/cm-super/sfrm2488.pfb></usr/share/texmf/fonts/type1/public/cm-super/sfti1200.
pfb></usr/share/texmf/fonts/type1/public/cm-super/sftt1200.pfb> pfb></usr/share/texmf/fonts/type1/public/cm-super/sftt1200.pfb>
Output written on document.pdf (110 pages, 2428026 bytes). Output written on document.pdf (111 pages, 2433743 bytes).
PDF statistics: PDF statistics:
2185 PDF objects out of 2487 (max. 8388607) 2191 PDF objects out of 2487 (max. 8388607)
1988 compressed objects within 20 object streams 1993 compressed objects within 20 object streams
888 named destinations out of 1000 (max. 500000) 889 named destinations out of 1000 (max. 500000)
855 words of extra memory for PDF output out of 10000 (max. 10000000) 855 words of extra memory for PDF output out of 10000 (max. 10000000)

BIN
document.pdf
View File

Binary file not shown.

BIN
document.synctex.gz
View File

Binary file not shown.

61
document.tex
View File

@ -99,11 +99,10 @@
\title{Opinion Mining and Social Media Sentiment Analysis in the Prediction of Cryptocurrency Prices} \title{Opinion Mining and Social Media Sentiment Analysis in the Prediction of Cryptocurrency Prices}
\date{Submission date: Place Holder} \date{Submission date: 29-04-2019}
\author{Student: Andrew Sotheran \author{Student: Andrew Sotheran
\\Student Number: fr005432 \\Student Number: fr005432
\\Supervisor: Kenneth Boness \\Supervisor: Kenneth Boness}
\\Word Count: Place Holder}
\begin{document} \begin{document}
@ -1837,41 +1836,65 @@ def create_sets(self, data, lookback, sentiment):
\subsection{Future Improvements} \subsection{Future Improvements}
Due to the time frame for the project's development and if more time was presented for development of this project, there would a number of improvements and festure that would be both improved upon and developed for the system. The features listed in this section were both considered thought about throughout development of the project, most of which relate to comparisions on accuracy of the chosen solution over another algorithm or improvements to improve said accuracy of predictions both price and for sentiment analysis.
\newline
\textbf{Comparision of Neural Network Models}
This feature would be to create multiple neural networks such as standard RNNs, feed-forward neural networks, Gated Recurrent Unit (GRU) RNN, Deep Convolutional Network (DCN), Deep Residual Network (DRN) and Support Vector Machine (SVN), to name a few other neural networks, to identify if the chosen LSTM solution performs better than those listed above. The primary goal of this comparison is to continuously identify a more suitable network for the problem this project has aimed to solve.
\newline
\textbf{Comparison and affect of different Optimisers}
A feature to compare the accuracy of the Adam optimiser that is currently implemented compared to RMSProp or Adagrad. Although identified as being a continuation and improvement of those two optimisers it would be interesting how the others perform.
\newline
as such comparing recurrent neural network models, implementation and the affect of regularisation techniques, use of different optimisers would have on the network, how use of ngrams could be used to improve language detection, comparing hand-coded naive bayes model to that of scikit-learns in built classifiers, alterations and additions to the VADER lexicon to tailor it with domain specific language and relevant weighted sentiment values \textbf{Ngrams for Language Detection}
Interesting what would a days prediction would show due to sentiment not directly affecting the next hour price As stated in \cite{langdectNLTK} \textit{"There are others ways to “guess” language from a given text like N-Gram-Based text categorization"} and based on previous assumption on the Ngram concept it would be interesting how this could be implemented and how it performs compared to the current solution.
\newline
Shifting the predicted data by and hour and sequencing over previous data - will also allow proper use of look-back windows \textbf{Hand-coded Naive Bayes Vs Scikit-Learns multiple in-built models}
Another could be to predict the hour of sentiment and create a threshold for it. Due to hand-coding the Naive 'multinomial' Bayes classifier and using techniques such as Addictive Smoothing, an implementation of a pre-existing form of the algorithm from the Scikit-learn Python package may perform better than the classifier that was coded. Additionally, there are multiple variations of the Naive Bayes classifier such as; Gaussian, Complement and Bernoulli Bayes models, and would be interesting how these each performed against each other and the version coded in the system.
\newline
Identify whether or not use of ngrams improved accuracy of spam classification \textbf{VADER Lexicon tailoring with Domain Specific Language}
Identify whether use lemmatisation would change how spam classification occured Due to VADER being a lexicon-based approach to sentiment analysis, and that the lexicon is open-source this allows it be added or altered. Thus a new lexicon tailored to a specific topic domain, containing domain specific langauge could improve the accuracy of polarity classification for the data presented. However this in itself would be a considerable undertaking to identify which weighted sentiment values should be assigned to each new words added.
\newline
Look into use of other ngrams for use with language detection \textbf{Lemmatisation Vs Stemming}
Compare Scikit-learns in-built naive bayes algorithms and other variations performance for spam filtering against hand-coded version Another feature and comparision could be made, as discussed in the implmentation of the spam filter, between how lemmatisation could out perform stemming and could possibly improve the accuracy of the spam classifier.
\newline
Look into adding to the VADER lexicon for increasing performance and accuracy for topic domain of stock market language and what sentiment would be assigned to words \textbf{Retraining of network \& Prediction of next hour sentiment}
IMPLEMENT AND IDENTIFY R2 stat and Mean Bias ERROR The current solution for price forecasting only uses the trained model to predict the next hour price of Bitcoin, which is trained on a batch size of 1000 samples. Retraining the network each hour with the current live data could improve the accuracy of the predictions further. This could be conducted based on the threshold set in the system, in which if the predicted value is outside of the threshold of the actual value the network is retrained.
(R2 and mean bias error would be suitable metrics to show how conservative the model is and the difference between the predicted and true price it is) - never got to implement This is a feature similar to the above on retraining the neural network if the price is out of a certain threshold to the actual hourly price. The same could be conducted for the sentiment per hour; however, it would also require the sentiment to be predicted for each hour too. The aim of these two features is an attempt to make the network less conservative and to be able to handle price and sentiment spikes more adequately.
\newline
mean bias Error \textbf{Implement $R^2$ Statistic and Mean Bias Error}
k-fold cross validation was attempted, but issues with continuous data As this was not implemented as metrics for the network, and as described in the previous sections, could show a better correlation between the two models at a metric level.
How would this work what will it show or validate? \newline
How would changing epoch and batch size affect performance? \textbf{K-Fold Cross-Validation}
Cross-Validation can be used to assess the predictive performance of a regression model to judge how a model performs outside of the sample training dataset to a new test dataset, in this case, the neural network, and would aid in analysing the correlation between the two models - with and without sentiment.
\newline
\textbf{Affect of changing Epoch and Batch Size may have}
This would be an investigation into how the predictive performance could be affected by changing the epoch size along with the batch size. This is aimed to identify the most suitable values for these two parameters for the data used in training the neural network.
\newline
\textbf{Interface - Charting Library and extension}
An improvement that could be conducted would be to improve the user interface to make it suitable to be a production ready system that will aid in investor decision making. Currently, as previously described, it is very basic in design and could be improved. Additionally, a different charting library could be used or the bug in which scrolling on different amounts of data using the range scale on each graph which skews both true and predict lines should be looked into.
Use a different charting system as the plotted lines seem to jump around and skew accuracy
\newpage \newpage
\nocite{*} \nocite{*}

6
document.toc
View File

@ -170,8 +170,8 @@
\defcounter {refsection}{0}\relax \defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {14.2}Future Improvements}{90}{subsection.14.2} \contentsline {subsection}{\numberline {14.2}Future Improvements}{90}{subsection.14.2}
\defcounter {refsection}{0}\relax \defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {15}Appendices}{97}{section.15} \contentsline {section}{\numberline {15}Appendices}{98}{section.15}
\defcounter {refsection}{0}\relax \defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {15.1}Appendix A - Project Initiation Document}{97}{subsection.15.1} \contentsline {subsection}{\numberline {15.1}Appendix A - Project Initiation Document}{98}{subsection.15.1}
\defcounter {refsection}{0}\relax \defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {15.2}Appendix B - Log book}{110}{subsection.15.2} \contentsline {subsection}{\numberline {15.2}Appendix B - Log book}{111}{subsection.15.2}