report.rtf

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{\fhimajor\f31528\fbidi \fnil\fcharset238\fprq2 Calibri CE;}{\fhimajor\f31529\fbidi \fnil\fcharset204\fprq2 Calibri Cyr;}{\fhimajor\f31531\fbidi \fnil\fcharset161\fprq2 Calibri Greek;}{\fhimajor\f31532\fbidi \fnil\fcharset162\fprq2 Calibri Tur;}
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{\fbimajor\f31539\fbidi \fnil\fcharset204\fprq2 Times New Roman Cyr;}{\fbimajor\f31541\fbidi \fnil\fcharset161\fprq2 Times New Roman Greek;}{\fbimajor\f31542\fbidi \fnil\fcharset162\fprq2 Times New Roman Tur;}
{\fbimajor\f31543\fbidi \fnil\fcharset177\fprq2 Times New Roman (Hebrew);}{\fbimajor\f31544\fbidi \fnil\fcharset178\fprq2 Times New Roman (Arabid);}{\fbimajor\f31545\fbidi \fnil\fcharset186\fprq2 Times New Roman Baltic;}
{\fbimajor\f31546\fbidi \fnil\fcharset163\fprq2 Times New Roman (Vietnamese);}{\flominor\f31548\fbidi \fnil\fcharset238\fprq2 Times New Roman CE;}{\flominor\f31549\fbidi \fnil\fcharset204\fprq2 Times New Roman Cyr;}
{\flominor\f31551\fbidi \fnil\fcharset161\fprq2 Times New Roman Greek;}{\flominor\f31552\fbidi \fnil\fcharset162\fprq2 Times New Roman Tur;}{\flominor\f31553\fbidi \fnil\fcharset177\fprq2 Times New Roman (Hebrew);}
{\flominor\f31554\fbidi \fnil\fcharset178\fprq2 Times New Roman (Arabid);}{\flominor\f31555\fbidi \fnil\fcharset186\fprq2 Times New Roman Baltic;}{\flominor\f31556\fbidi \fnil\fcharset163\fprq2 Times New Roman (Vietnamese);}
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{\fdbminor\f31559\fbidi \fnil\fcharset204\fprq2 \'82\'6c\'82\'72 \'96\'be\'92\'a9 Cyr;}{\fdbminor\f31561\fbidi \fnil\fcharset161\fprq2 \'82\'6c\'82\'72 \'96\'be\'92\'a9 Greek;}
{\fdbminor\f31562\fbidi \fnil\fcharset162\fprq2 \'82\'6c\'82\'72 \'96\'be\'92\'a9 Tur;}{\fdbminor\f31565\fbidi \fnil\fcharset186\fprq2 \'82\'6c\'82\'72 \'96\'be\'92\'a9 Baltic;}{\fhiminor\f31568\fbidi \fnil\fcharset238\fprq2 Cambria CE;}
{\fhiminor\f31569\fbidi \fnil\fcharset204\fprq2 Cambria Cyr;}{\fhiminor\f31571\fbidi \fnil\fcharset161\fprq2 Cambria Greek;}{\fhiminor\f31572\fbidi \fnil\fcharset162\fprq2 Cambria Tur;}{\fhiminor\f31575\fbidi \fnil\fcharset186\fprq2 Cambria Baltic;}
{\fhiminor\f31576\fbidi \fnil\fcharset163\fprq2 Cambria (Vietnamese);}{\fbiminor\f31578\fbidi \fnil\fcharset238\fprq2 Times New Roman CE;}{\fbiminor\f31579\fbidi \fnil\fcharset204\fprq2 Times New Roman Cyr;}
{\fbiminor\f31581\fbidi \fnil\fcharset161\fprq2 Times New Roman Greek;}{\fbiminor\f31582\fbidi \fnil\fcharset162\fprq2 Times New Roman Tur;}{\fbiminor\f31583\fbidi \fnil\fcharset177\fprq2 Times New Roman (Hebrew);}
{\fbiminor\f31584\fbidi \fnil\fcharset178\fprq2 Times New Roman (Arabid);}{\fbiminor\f31585\fbidi \fnil\fcharset186\fprq2 Times New Roman Baltic;}{\fbiminor\f31586\fbidi \fnil\fcharset163\fprq2 Times New Roman (Vietnamese);}}{\colortbl;\red0\green0\blue0;
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{\pntxtb (}{\pntxta )}}\pard\plain \ltrpar\ql \li0\ri0\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0 \rtlch\fcs1 \af0\afs24\alang1033 \ltrch\fcs0 
\fs24\lang1033\langfe1033\loch\af31506\hich\af31506\dbch\af31505\cgrid\langnp1033\langfenp1033 {\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid13723443 \hich\af31506\dbch\af31505\loch\f31506 Introduction
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid13723443 \hich\af31506\dbch\af31505\loch\f31506 This document contains a summary of the code written for my\hich\af31506\dbch\af31505\loch\f31506 
 CSC494 research project on the classification of pottery sherds based on profile drawings stored in SVGs. }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid1068826 \hich\af31506\dbch\af31505\loch\f31506 It describes the strategies I attempted, what works or didn
\hich\f31506 \rquote \loch\f31506 t, and what could be explored in the future.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid13723443 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid13723443\charrsid13723443 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid14832958 \hich\af31506\dbch\af31505\loch\f31506 Scripts Included
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\i\insrsid10053567\charrsid15796023 \hich\af31506\dbch\af31505\loch\f31506 settings.py}{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid10053567\charrsid15796023 \hich\af31506\dbch\af31505\loch\f31506 :}{\rtlch\fcs1 \af0 
\ltrch\fcs0 \insrsid10053567 \hich\af31506\dbch\af31505\loch\f31506  This script s\hich\af31506\dbch\af31505\loch\f31506 
tores a bunch of constants that are used by other scripts, such as the output file to write to, and how close the generated pointed along the curve should be to each other.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10053567\charrsid10053567 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\i\insrsid10053567\charrsid15796023 \hich\af31506\dbch\af31505\loch\f31506 find_pottery_descriptors.py}{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid10053567\charrsid15796023 \hich\af31506\dbch\af31505\loch\f31506 :}{
\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10053567 \hich\af31506\dbch\af31505\loch\f31506  This script takes a folder as input, and computes metr\hich\af31506\dbch\af31505\loch\f31506 
ics for each of the SVGs in the folder. These computed values are then saved to a file. The name of the file can be specified in settings.py}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid14832958\charrsid14832958 
\par }{\rtlch\fcs1 \af0\alang1024 \ltrch\fcs0 \lang1024\langfe1024\noproof\insrsid14703868 {\shp{\*\shpinst\shpleft6430\shptop1386\shpright8470\shpbottom6266\shpfhdr0\shpbxcolumn\shpbxignore\shpbypara\shpbyignore\shpwr2\shpwrk0\shpfblwtxt0\shpz1\shplid1031
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\b\i\insrsid10053567\charrsid15796023 \hich\af31506\dbch\af31505\loch\f31506 do_comparison.py}{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid10053567\charrsid15796023 \hich\af31506\dbch\af31505\loch\f31506 :}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10053567 
\hich\af31506\dbch\af31505\loch\f31506  This script reads in the descriptor values stored }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid15796023 \hich\af31506\dbch\af31505\loch\f31506 by }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10053567 
\hich\af31506\dbch\af31505\loch\f31506  }{\rtlch\fcs1 \af0 \ltrch\fcs0 \i\insrsid10053567\charrsid15796023 \hich\af31506\dbch\af31505\loch\f31506 find_pottery_descriptors.py}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10053567 
\hich\af31506\dbch\af31505\loch\f31506 , and \hich\af31506\dbch\af31505\loch\f31506 
does a comparison between a specified SVG and all the other SVGs in the database. This comparison can either be done using a weighted sum of all the metrics, or else using a single metric. The sherds in the database are then ranked based on closeness of m
\hich\af31506\dbch\af31505\loch\f31506 a\hich\af31506\dbch\af31505\loch\f31506 tch to the specified sherd.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid14832958\charrsid10053567 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid2427111 \hich\af31506\dbch\af31505\loch\f31506 c}{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\i\insrsid2427111 \hich\af31506\dbch\af31505\loch\f31506 urve_components.py}{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid2427111 
\hich\af31506\dbch\af31505\loch\f31506 : }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2427111 \hich\af31506\dbch\af31505\loch\f31506 
This script contains classes representing the lines and Bezier curves found in an SVG. All of the arc-length parameterization code for the Bezier curves is found here.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10053567\charrsid2427111 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\i\insrsid2427111 
\par }\pard \ltrpar\ql \li0\ri0\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid2962899 {\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506 Similarity of Two Pottery Sherds
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506 Throu\hich\af31506\dbch\af31505\loch\f31506 
ghout this document, I will be referring to matches between sherds as being good or bad. These ratings are largely subjective, as I visually compare two sherds and decide on the match quality.  
\par }\pard \ltrpar\ql \fi720\li0\ri0\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid2962899 {\rtlch\fcs1 \af0\alang1024 \ltrch\fcs0 \lang1024\langfe1024\noproof\insrsid14703868 
{\shp{\*\shpinst\shpleft6430\shptop1765\shpright8470\shpbottom3020\shpfhdr0\shpbxcolumn\shpbxignore\shpbypara\shpbyignore\shpwr2\shpwrk0\shpfblwtxt0\shpz2\shplid1027{\sp{\sn shapeType}{\sv 202}}{\sp{\sn fFlipH}{\sv 0}}{\sp{\sn fFlipV}{\sv 0}}
{\sp{\sn lTxid}{\sv 65536}}{\sp{\sn dxTextLeft}{\sv 0}}{\sp{\sn dyTextTop}{\sv 0}}{\sp{\sn dxTextRight}{\sv 0}}{\sp{\sn dyTextBottom}{\sv 0}}{\sp{\sn hspNext}{\sv 1027}}
{\sp{\sn fFitShapeToText}{\sv 1}}{\sp{\sn fFilled}{\sv 0}}{\sp{\sn fNoFillHitTest}{\sv 1}}{\sp{\sn fLine}{\sv 0}}{\sp{\sn dhgt}{\sv 251658240}}{\sp{\sn fLayoutInCell}{\sv 1}}{\sp{\sn fPseudoInline}{\sv 0}}{\sp{\sn fLayoutInCell}{\sv 1}}{\shptxt \ltrpar 
\pard\plain \ltrpar\s17\ql \li0\ri0\sa200\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid2962899 \rtlch\fcs1 \ab\af0\afs18\alang1033 \ltrch\fcs0 
\b\fs18\cf17\lang1033\langfe1033\loch\af31506\hich\af31506\dbch\af31505\cgrid\langnp1033\langfenp1033 {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506 Figure }{\field{\*\fldinst {\rtlch\fcs1 \af0 \ltrch\fcs0 
\insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506  SEQ Figure \\* ARABIC }}{\fldrslt {\rtlch\fcs1 \af0\alang1024 \ltrch\fcs0 \lang1024\langfe1024\noproof\insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506 1}}}\sectd \ltrsect
\linex0\endnhere\sectlinegrid360\sectdefaultcl\sectrsid661179\sftnbj {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506 : }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4270730\charrsid4357648 
\hich\af31506\dbch\af31505\loch\f31506 AS_180_B_1.svg}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506 , showing the difference between the left and right profiles.}{\rtlch\fcs1 \af0\alang1024 \ltrch\fcs0 
\lang1024\langfe1024\noproof\insrsid4270730 
\par }}}{\shprslt{\*\do\dobxcolumn\dobypara\dodhgt8194\dptxbx\dptxlrtb{\dptxbxtext\ltrpar \pard\plain \ltrpar\s17\ql \li0\ri0\sa200\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid2962899 \rtlch\fcs1 \ab\af0\afs18\alang1033 
\ltrch\fcs0 \b\fs18\cf17\lang1033\langfe1033\loch\af31506\hich\af31506\dbch\af31505\cgrid\langnp1033\langfenp1033 {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506 Figure }{\field{\*\fldinst {\rtlch\fcs1 \af0 
\ltrch\fcs0 \insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506  SEQ Figure \\* ARABIC }}{\fldrslt {\rtlch\fcs1 \af0\alang1024 \ltrch\fcs0 \lang1024\langfe1024\noproof\insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506 1}}}\sectd \ltrsect
\linex0\endnhere\sectlinegrid360\sectdefaultcl\sectrsid661179\sftnbj {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506 : }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4270730\charrsid4357648 
\hich\af31506\dbch\af31505\loch\f31506 AS_180_B_1.svg}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506 , showing the difference between the left and right profiles.}{\rtlch\fcs1 \af0\alang1024 \ltrch\fcs0 
\lang1024\langfe1024\noproof\insrsid4270730 
\par }}\dpx6430\dpy1765\dpxsize2040\dpysize1255\dpfillfgcr255\dpfillfgcg255\dpfillfgcb255\dpfillbgcr255\dpfillbgcg255\dpfillbgcb255\dpfillpat0\dplinehollow}}}}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506 
In the Github repository, there is PotteryIdent.xlsx, which stores the \loch\af31506\dbch\af31505\hich\f31506 \u8220\'d2\hich\af31506\dbch\af31505\loch\f31506 correct\loch\af31506\dbch\af31505\hich\f31506 \u8221\'d3\hich\af31506\dbch\af31505\loch\f31506 
 type for each of the sherds in the database, as well as other auxiliary information about each sherd. However,\hich\af31506\dbch\af31505\loch\f31506 
 the formatting of this information was not very consistent, so I ended up not using any of it. Further work could be done on using this information to cross-reference the algorithm\hich\f31506 \rquote \loch\f31506 s results.}{\rtlch\fcs1 \af0 
\ltrch\fcs0 \insrsid2962899\charrsid3561049 
\par }\pard \ltrpar\ql \li0\ri0\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid2962899 {\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid2962899 
\par \hich\af31506\dbch\af31505\loch\f31506 Two Profiles
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506 Often the inner profile and the outer profile of \hich\af31506\dbch\af31505\loch\f31506 
a pottery sherd are similar, but not identical. For example, in Figure 1 the left profile contains a lip that is not present in the right profile. Beneath this lip the profiles are mostly similar. I chose to separate the left profile from the right profil
\hich\af31506\dbch\af31505\loch\f31506 e\hich\af31506\dbch\af31505\loch\f31506  before doing any analysis. 
\par \tab \hich\af31506\dbch\af31505\loch\f31506 
I initially thought it might be possible to generate satisfactory results using only the outer profile when doing  sherd comparisons. However, some of the sherds do have features that are only visible in one of the profiles, a
\hich\af31506\dbch\af31505\loch\f31506 nd comparison results tended to be better when both profiles were involved. }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2962899\charrsid3763432 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid2962899 
\par \hich\af31506\dbch\af31505\loch\f31506 Curve Parameterization
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506 The profile information for each pottery sherd is stored in the SVG. Each SVG represents the sherd as a list of Bezier curves.  Because Bezier curves are v
\hich\af31506\dbch\af31505\loch\f31506 ariable in length, and the number of curves composing a profile varied from sherd to sherd, the curves themselves are not especially useful for doing analysis. 
\par }\pard \ltrpar\ql \fi720\li0\ri0\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid2962899 {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506 
Instead I choose to compute a set of discrete points at constant intervals along the curve. Thi\hich\af31506\dbch\af31505\loch\f31506 
s was done separately for the left and right profiles of the pottery sherd. I was then able to analyze the pottery sherds based on these sets if points. 
\par \hich\af31506\dbch\af31505\loch\f31506 The problem of generating equally spaced points along a Bezier curve is not trivial, due to the parame\hich\af31506\dbch\af31505\loch\f31506 terization of these curves as a function of }{\rtlch\fcs1 \af0 \ltrch\fcs0 
\i\insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506 t}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506  rather than of distance. The two endpoints of the curve correspond to inputs }{\mmath{\*\moMath {\rtlch\fcs1 
\af0 \ltrch\fcs0 \i\f34\insrsid2962899 \hich\af34\dbch\af31505\loch\f34 {\mr\mscr0\msty2 t}}{\rtlch\fcs1 \af0 \ltrch\fcs0 \i\f34\insrsid2962899 \hich\af34\dbch\af31505\loch\f34 {\mr\mscr0\msty2 =}0}}{\mmathPict{\*\shppict
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\ltrch\fcs0 \insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506  respectively.
\par \hich\af31506\dbch\af31505\loch\f31506 I implemented an approximation algorithm to find the equal spaced points. For each Bezier curve, I comput\hich\af31506\dbch\af31505\loch\f31506 ed the x-y position of a large number of input values }{\rtlch\fcs1 
\af0 \ltrch\fcs0 \i\insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506 t}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506 . I ended up settling on a precision level of 1000 values of }{\mmath{\*\moMath {\rtlch\fcs1 
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\hich\af31506\dbch\af31505\loch\f31506 , since this seemed to provide the best balance between results and runtime. I was then able to treat the Bezier curve as a sequence of 10\hich\af31506\dbch\af31505\loch\f31506 
00 tiny line segments, which allowed me to generate equally-spaced points by iterating along these line segments and counting up the distance covered so far.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2962899\charrsid16343004 
\par }\pard \ltrpar\ql \li0\ri0\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0 {\rtlch\fcs1 \af0 \ltrch\fcs0 \b\i\insrsid2962899 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506 Metrics Used
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506 For each of the pottery sherds, the following metrics were computed separately for t\hich\af31506\dbch\af31505\loch\f31506 
he points generated on the left and right profiles.
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid11207970 \hich\af31506\dbch\af31505\loch\f31506 Fourier Descriptor:}{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid1967310 \hich\af31506\dbch\af31505\loch\f31506  }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid1967310 
\hich\af31506\dbch\af31505\loch\f31506 Calculat\hich\af31506\dbch\af31505\loch\f31506 e the Fourier transform of the x-positions of the points along the curve.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11207970\charrsid1967310 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506 Tangent:}{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid4414762 \hich\af31506\dbch\af31505\loch\f31506  }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4414762 
\hich\af31506\dbch\af31505\loch\f31506 For each of the points, compute the slope of the line that passes through the points on either side of the target point. This represents how angles any given spot on the profile is.}{\rtlch\fcs1 \af0 \ltrch\fcs0 
\insrsid2962899\charrsid4414762 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506 Radius of Curvature:}{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid4414762 \hich\af31506\dbch\af31505\loch\f31506  }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4414762 
\hich\af31506\dbch\af31505\loch\f31506 For each of the points, compute the radius of curvatu\hich\af31506\dbch\af31505\loch\f31506 
re at that point by finding the radius of the circle that circumscribes the points on either side of the target point. This represents how straight/curved any given spot on the profile is.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2962899\charrsid4414762 

\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid2962899 \hich\af31506\dbch\af31505\loch\f31506 Thickness:}{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid4414762 \hich\af31506\dbch\af31505\loch\f31506  }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4414762 
\hich\af31506\dbch\af31505\loch\f31506 For each of the points, compute the distance to the othe\hich\af31506\dbch\af31505\loch\f31506 
r side of the sherd. My algorithm for this does not work very well, and further investigation should be made into uses the medial axis of the sherd shape to compute }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4526518 \hich\af31506\dbch\af31505\loch\f31506 
the sherd\hich\f31506 \rquote \loch\f31506 s}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4414762 \hich\af31506\dbch\af31505\loch\f31506  thickness. }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid2962899\charrsid4414762 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\i\insrsid2962899\charrsid2427111 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid6766452 \hich\af31506\dbch\af31505\loch\f31506 Storage of Metrics
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid6766452 \hich\af31506\dbch\af31505\loch\f31506 After running the }{\rtlch\fcs1 \af0 \ltrch\fcs0 \i\insrsid6766452\charrsid10053567 \hich\af31506\dbch\af31505\loch\f31506 find_pottery_descriptors.py}{\rtlch\fcs1 \af0 
\ltrch\fcs0 \i\insrsid6766452 \hich\af31506\dbch\af31505\loch\f31506  }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid6766452 \hich\af31506\dbch\af31505\loch\f31506 
script, the data collected on each pottery sherd is stored in a dictionary within a Python pickle file. Processing the more than 250 sherds currently in the database is slow, taking three or more minutes on my laptop. This made data caching absolutely nec
\hich\af31506\dbch\af31505\loch\f31506 e\hich\af31506\dbch\af31505\loch\f31506 ssary. I choose to use Python\hich\f31506 \rquote \loch\f31506 s Pickle system because it is very easy to import the data into new scripts. 
\par \tab \hich\af31506\dbch\af31505\loch\f31506 There are other approaches that would also work, and could be investigated in the future. An SVG file is simply an XML file. The descriptors for ea\hich\af31506\dbch\af31505\loch\f31506 
ch sherd could have been stored as additional metadata elements within each SVG file. However, this would have required reading several hundred files instead of just one single file when retrieving all the data. }{\rtlch\fcs1 \af0 \ltrch\fcs0 
\insrsid6766452\charrsid6766452 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid13647272 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid14316025 \hich\af31506\dbch\af31505\loch\f31506 Truncated Sherds
\par }{\rtlch\fcs1 \af0\alang1024 \ltrch\fcs0 \lang1024\langfe1024\noproof\insrsid14703868 {\shp{\*\shpinst\shpleft5027\shptop497\shpright8207\shpbottom6477\shpfhdr0\shpbxcolumn\shpbxignore\shpbypara\shpbyignore\shpwr2\shpwrk0\shpfblwtxt0\shpz0\shplid1030
{\sp{\sn shapeType}{\sv 75}}{\sp{\sn fFlipH}{\sv 0}}{\sp{\sn fFlipV}{\sv 0}}{\sp{\sn fLockAspectRatio}{\sv 1}}{\sp{\sn fLockPosition}{\sv 0}}{\sp{\sn fLockAgainstSelect}{\sv 0}}{\sp{\sn fLockAgainstGrouping}{\sv 0}}{\sp{\sn pib}{\sv 
{\pict\picscalex100\picscaley100\piccropl0\piccropr0\piccropt0\piccropb0\picw5609\pich10546\picwgoal3180\pichgoal5979\pngblip\bliptag-355198917 
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\hich\af31506\dbch\af31505\loch\f31506 The algorithm d\hich\af31506\dbch\af31505\loch\f31506 
oes not do very well when matching a sherd with a truncated version of the same sherd. For example, the image on the right showed a truncated sherd (the black area) and a full sherd (the black and red areas). None of the metrics will match these sherds ve
\hich\af31506\dbch\af31505\loch\f31506 r\hich\af31506\dbch\af31505\loch\f31506 y closely because the points generated along the curve are shifted slightly along the curve. 
\par }\pard \ltrpar\ql \fi720\li0\ri0\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid14316025 {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid14316025 \hich\af31506\dbch\af31505\loch\f31506 
Surprising, the tangent metric seems to be especially bad, }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid13647272 \hich\af31506\dbch\af31505\loch\f31506 consistently ranking the truncated sherd in the bottom 100 when matching against the full version of th
\hich\af31506\dbch\af31505\loch\f31506 e same sherd.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid14316025 
\par }{\rtlch\fcs1 \af0\alang1024 \ltrch\fcs0 \lang1024\langfe1024\noproof\insrsid14703868 {\shp{\*\shpinst\shpleft5228\shptop2896\shpright8408\shpbottom3729\shpfhdr0\shpbxcolumn\shpbxignore\shpbypara\shpbyignore\shpwr2\shpwrk0\shpfblwtxt0\shpz3\shplid1029
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0000f10500000000}}}{\sp{\sn dhgt}{\sv 251659264}}{\sp{\sn fLayoutInCell}{\sv 1}}{\sp{\sn fAllowOverlap}{\sv 1}}{\sp{\sn fBehindDocument}{\sv 0}}{\sp{\sn fHidden}{\sv 0}}{\sp{\sn fPseudoInline}{\sv 0}}{\sp{\sn fLayoutInCell}{\sv 1}}{\shptxt \ltrpar 
\pard\plain \ltrpar\s17\ql \li0\ri0\sa200\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid14316025 \rtlch\fcs1 \ab\af0\afs18\alang1033 \ltrch\fcs0 
\b\fs18\cf17\lang1033\langfe1033\loch\af31506\hich\af31506\dbch\af31505\cgrid\langnp1033\langfenp1033 {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506 Figure }{\field{\*\fldinst {\rtlch\fcs1 \af0 \ltrch\fcs0 
\insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506  SEQ Figure \\* ARABIC }}{\fldrslt {\rtlch\fcs1 \af0\alang1024 \ltrch\fcs0 \lang1024\langfe1024\noproof\insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506 2}}}\sectd \ltrsect
\linex0\endnhere\sectlinegrid360\sectdefaultcl\sectrsid661179\sftnbj {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506 : AS_9_2012_3.svg, overlaid with a truncated version that has the bottom few control points removed.}
{\rtlch\fcs1 \af0\alang1024 \ltrch\fcs0 \lang1024\langfe1024\noproof\insrsid4270730 
\par }}}{\shprslt{\*\do\dobxcolumn\dobypara\dodhgt8195\dptxbx\dptxlrtb{\dptxbxtext\ltrpar \pard\plain \ltrpar\s17\ql \li0\ri0\sa200\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid14316025 \rtlch\fcs1 \ab\af0\afs18\alang1033 
\ltrch\fcs0 \b\fs18\cf17\lang1033\langfe1033\loch\af31506\hich\af31506\dbch\af31505\cgrid\langnp1033\langfenp1033 {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506 Figure }{\field{\*\fldinst {\rtlch\fcs1 \af0 
\ltrch\fcs0 \insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506  SEQ Figure \\* ARABIC }}{\fldrslt {\rtlch\fcs1 \af0\alang1024 \ltrch\fcs0 \lang1024\langfe1024\noproof\insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506 2}}}\sectd \ltrsect
\linex0\endnhere\sectlinegrid360\sectdefaultcl\sectrsid661179\sftnbj {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506 : AS_9_2012_3.svg, overlaid with a truncated version that has the bottom few control points removed.}
{\rtlch\fcs1 \af0\alang1024 \ltrch\fcs0 \lang1024\langfe1024\noproof\insrsid4270730 
\par }}\dpx5228\dpy2896\dpxsize3180\dpysize833\dpfillfgcr255\dpfillfgcg255\dpfillfgcb255\dpfillbgcr255\dpfillbgcg255\dpfillbgcb255\dpfillpat1\dplinehollow}}}}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid13647272 \hich\af31506\dbch\af31505\loch\f31506 This problem }{
\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid145809 \hich\af31506\dbch\af31505\loch\f31506 arises}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid13647272 \hich\af31506\dbch\af31505\loch\f31506  from the }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11430592 
\hich\af31506\dbch\af31505\loch\f31506 importance of the ordering of the Bezier curves listed in the SVG\hich\f31506 \rquote \hich\af31506\dbch\af31505\loch\f31506 
s path element. When the points are computed around the shape, the very first point is placed at the endpoint of the first Bezier curve in the list. Then, all the other points are generated by stepping along the Bezier curves in the order they appear in t
\hich\af31506\dbch\af31505\loch\f31506 h\hich\af31506\dbch\af31505\loch\f31506 e SVG. Depending on which Bezier curve is listed first, the points could be shifted along the curve.
\par \hich\af31506\dbch\af31505\loch\f31506 Deleting a portion of the path, as seen in Figu}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid16275048 \hich\af31506\dbch\af31505\loch\f31506 re 2}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11430592 
\hich\af31506\dbch\af31505\loch\f31506 , causes a change in the ordering of the Bezier curves (some have been deleted), which means that the po\hich\af31506\dbch\af31505\loch\f31506 ints will be shifted. }{\rtlch\fcs1 \af0 \ltrch\fcs0 
\insrsid13647272\charrsid14316025 
\par }\pard \ltrpar\ql \li0\ri0\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0 {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11430592 \tab \hich\af31506\dbch\af31505\loch\f31506 
There are a couple possibilities for addressing this problem. The first is to increase the distance between the points generated. This is controlled by the }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11430592\charrsid11430592 
\hich\af31506\dbch\af31505\loch\f31506 SEG_LENGTH}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11430592 \hich\af31506\dbch\af31505\loch\f31506  variable in }{\rtlch\fcs1 \af0 \ltrch\fcs0 \i\insrsid11430592 \hich\af31506\dbch\af31505\loch\f31506 settings.py}{
\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11430592 \hich\af31506\dbch\af31505\loch\f31506 . }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4030139 \hich\af31506\dbch\af31505\loch\f31506 Generating fewer, farther-apart point sh\hich\af31506\dbch\af31505\loch\f31506 
ould result in metrics that are less susceptible to small perturbations\hich\af31506\dbch\af31505\loch\f31506 . Further investigation is needed on this.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid16327752 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid16729714 \tab \hich\af31506\dbch\af31505\loch\f31506 Another solution would be to ensure that the first generated point is situated at the very top of the shape. However, computing the highes}{\rtlch\fcs1 \af0 
\ltrch\fcs0 \insrsid9785321 \hich\af31506\dbch\af31505\loch\f31506 t p\hich\af31506\dbch\af31505\loch\f31506 oint in a Bezier curve is s}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid16729714 \hich\af31506\dbch\af31505\loch\f31506 omewhat challenging}{
\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid9785321 \hich\af31506\dbch\af31505\loch\f31506  to do}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid16729714 \hich\af31506\dbch\af31505\loch\f31506 . It }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid9785321 
\hich\af31506\dbch\af31505\loch\f31506 would involve extending the approximation technique used to do the curve parameterization. I have not attempted this yet. }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid16729714\charrsid11430592 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid8416024 \tab }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid8416024 \hich\af31506\dbch\af31505\loch\f31506 I\hich\f31506 \rquote \loch\f31506 ve noticed that when doing comparisons using the weighted average of all 
\hich\af31506\dbch\af31505\loch\f31506 the metrics, the truncated sherds tend to rank much higher than they would for individual metrics.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid3290264 \hich\af31506\dbch\af31505\loch\f31506  This sh}{\rtlch\fcs1 \af0 
\ltrch\fcs0 \insrsid15426200 \hich\af31506\dbch\af31505\loch\f31506 ould probably be explored more.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid8416024 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid15426200 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid1058427 \hich\af31506\dbch\af31505\loch\f31506 K-Means}{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid6359211 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid15796023 \hich\af31506\dbch\af31505\loch\f31506 I attempted to use PCA and K-m}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid1058427 \hich\af31506\dbch\af31505\loch\f31506 
eans to categorize the pottery sherds. The code for this can be found in the }{\rtlch\fcs1 \af0 \ltrch\fcs0 \i\insrsid1058427 \hich\af31506\dbch\af31505\loch\f31506 kmeans_attempt}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid1058427 
\hich\af31506\dbch\af31505\loch\f31506  method in }{\rtlch\fcs1 \af0 \ltrch\fcs0 \i\insrsid1058427 \hich\af31506\dbch\af31505\loch\f31506 do_comparison.py}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid1058427 \hich\af31506\dbch\af31505\loch\f31506 
. I tried a variet}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid15796023 \hich\af31506\dbch\af31505\loch\f31506 y of values for the number of clusters for K-means and the dimension for PCA. However, I was }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid8080017 
\hich\af31506\dbch\af31505\loch\f31506 unable to produce meaningful clusters.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid15796023 
\par \tab \hich\af31506\dbch\af31505\loch\f31506 A challenge for this type of analysis is that the sherd}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid6705602 \hich\af31506\dbch\af31505\loch\f31506 s}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid15796023 
\hich\af31506\dbch\af31505\loch\f31506  vary in\hich\af31506\dbch\af31505\loch\f31506  their dimensionality. A large pottery sherd will have more}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4270730 \hich\af31506\dbch\af31505\loch\f31506 
 data points associated with it }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid15796023 \hich\af31506\dbch\af31505\loch\f31506 than a smaller pottery sherd. I worked around this by padding all of the shorter vectors with }{\rtlch\fcs1 \af0 \ltrch\fcs0 
\insrsid8080017 \hich\af31506\dbch\af31505\loch\f31506 the average value of the vector, but I am not sure this is the best app\hich\af31506\dbch\af31505\loch\f31506 roach. 
\par \tab \hich\af31506\dbch\af31505\loch\f31506 The Matlab code also has an implementation of K-means to classify the sherds. Further investigation into their technique could be useful.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid15796023 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid5984424 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid3828298 \hich\af31506\dbch\af31505\loch\f31506 Matlab Code
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid3828298 \hich\af31506\dbch\af31505\loch\f31506 I was given access t}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11422782 \hich\af31506\dbch\af31505\loch\f31506 o the Matlab scripts written for the 2011 }{\rtlch\fcs1 \af0 
\ltrch\fcs0 \insrsid3828298 \hich\af31506\dbch\af31505\loch\f31506 publication}{\rtlch\fcs1 \af0 \ltrch\fcs0 \i\insrsid11422782 \hich\af31506\dbch\af31505\loch\f31506  }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11422782 \loch\af31506\dbch\af31505\hich\f31506 
\u8220\'d2}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11422782\charrsid11422782 \hich\af31506\dbch\af31505\loch\f31506 Computerized morphological classification of ceramics}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11422782 \loch\af31506\dbch\af31505\hich\f31506 
\u8221\'d3\hich\af31506\dbch\af31505\loch\f31506  (which can be found on the Git repo).}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid3828298 \hich\af31506\dbch\af31505\loch\f31506  }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11422782 
\hich\af31506\dbch\af31505\loch\f31506 This}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid215099 \hich\af31506\dbch\af31505\loch\f31506  codebase contains}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid9273316 \hich\af31506\dbch\af31505\loch\f31506 
 over 200 Matlab files, }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid215099 \hich\af31506\dbch\af31505\loch\f31506 with very little documentation. }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid13587061 \hich\af31506\dbch\af31505\loch\f31506 
I have not yet asked for permission to make the Matlab code open source. If you are i\hich\af31506\dbch\af31505\loch\f31506 nterested in getting access to it, please get in contact with me.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid215099 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid13587061 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid215099 \hich\af31506\dbch\af31505\loch\f31506 The first step in their pipeline takes a}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid9273316 \hich\af31506\dbch\af31505\loch\f31506  3D model of a sherd }{\rtlch\fcs1 \af0 
\ltrch\fcs0 \insrsid215099 \hich\af31506\dbch\af31505\loch\f31506 as input, and outputs }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid9273316 \hich\af31506\dbch\af31505\loch\f31506 a 2D rep}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid215099 
\hich\af31506\dbch\af31505\loch\f31506 resentation of a cross-section or the sherd. This is done in }{\rtlch\fcs1 \af0 \ltrch\fcs0 \i\insrsid215099\charrsid215099 \hich\af31506\dbch\af31505\loch\f31506 Haifa_procedure_skip.m}{\rtlch\fcs1 \af0 \ltrch\fcs0 
\insrsid215099 \hich\af31506\dbch\af31505\loch\f31506 . This output i\hich\af31506\dbch\af31505\loch\f31506 s stored as a jpg. }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid215099\charrsid215099 
\par }\pard \ltrpar\ql \fi720\li0\ri0\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid215099 {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid215099 \hich\af31506\dbch\af31505\loch\f31506 Afterwards, the jpgs can }{\rtlch\fcs1 \af0 
\ltrch\fcs0 \insrsid9273316 \hich\af31506\dbch\af31505\loch\f31506 be tra}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid215099 \hich\af31506\dbch\af31505\loch\f31506 nslated into sequences of xy-co}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid9273316 
\hich\af31506\dbch\af31505\loch\f31506 ordinates to be used in analysis. }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid5708085 \hich\af31506\dbch\af31505\loch\f31506 This translation is done in }{\rtlch\fcs1 \af0 \ltrch\fcs0 \i\insrsid5708085\charrsid5708085 
\hich\af31506\dbch\af31505\loch\f31506 ImagesReader}{\rtlch\fcs1 \af0 \ltrch\fcs0 \i\insrsid5708085 \hich\af31506\dbch\af31505\loch\f31506 .m}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid5708085 .
\par }\pard \ltrpar\ql \fi720\li0\ri0\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid5708085 {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid5708085 \hich\af31506\dbch\af31505\loch\f31506 While my code in }{\rtlch\fcs1 \af0 \ltrch\fcs0 
\i\insrsid5708085\charrsid5708085 \hich\af31506\dbch\af31505\loch\f31506 find_pottery_descriptors.py}{\rtlch\fcs1 \af0 \ltrch\fcs0 \i\insrsid5708085 \hich\af31506\dbch\af31505\loch\f31506  }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid5708085 
\hich\af31506\dbch\af31505\loch\f31506 takes vector files as input, and }{\rtlch\fcs1 \af0 \ltrch\fcs0 \i\insrsid5708085\charrsid5708085 \hich\af31506\dbch\af31505\loch\f31506 ImagesReader}{\rtlch\fcs1 \af0 \ltrch\fcs0 \i\insrsid5708085 
\hich\af31506\dbch\af31505\loch\f31506 .m }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid5708085 \hich\af31506\dbch\af31505\loch\f31506 tak}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid215099 \hich\af31506\dbch\af31505\loch\f31506 es raster files, the end results are }{
\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid5708085 \hich\af31506\dbch\af31505\loch\f31506 the same: a sequence of xy-coordinates for points along the profile for each of the sherds in the database.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid9273316 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid3171879 \hich\af31506\dbch\af31505\loch\f31506 The Matlab code contains many methods that take the lists}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid215099 \hich\af31506\dbch\af31505\loch\f31506  of}{\rtlch\fcs1 \af0 
\ltrch\fcs0 \insrsid3171879 \hich\af31506\dbch\af31505\loch\f31506  xy-coordinates representing a sherd, and output so\hich\af31506\dbch\af31505\loch\f31506 me metric. I ran several of these with coordinates}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid16678328 
\hich\af31506\dbch\af31505\loch\f31506  generated by my own algorithm.
\par }\pard \ltrpar\ql \li0\ri0\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid16678328 {\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid16678328 
\par \hich\af31506\dbch\af31505\loch\f31506 Here are brief summaries of some of the scripts that seemed interesting or important.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid3171879 
\par }\pard \ltrpar\ql \li0\ri0\widctlpar\wrapdefault\aspalpha\aspnum\faauto\adjustright\rin0\lin0\itap0\pararsid215099 {\rtlch\fcs1 \af0 \ltrch\fcs0 \b\i\insrsid10177521 \hich\af31506\dbch\af31505\loch\f31506 find_radius.m}{\rtlch\fcs1 \af0 \ltrch\fcs0 
\insrsid7761584 \hich\af31506\dbch\af31505\loch\f31506 : This script f}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid16678328 \hich\af31506\dbch\af31505\loch\f31506 i}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10177521 \hich\af31506\dbch\af31505\loch\f31506 
nds the radius of a best fitted circle to the input set of\hich\af31506\dbch\af31505\loch\f31506  points, at a given point index. 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\i\insrsid10177521 \hich\af31506\dbch\af31505\loch\f31506 thickness.m}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10177521 \hich\af31506\dbch\af31505\loch\f31506 : }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid7761584 
\hich\af31506\dbch\af31505\loch\f31506 This script is supposed to find the thickness of the pottery sherd at each point along profile, but I have not been able to get it to run without errors. }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10177521 
\hich\af31506\dbch\af31505\loch\f31506  }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid3171879 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\i\insrsid11810132\charrsid11810132 \hich\af31506\dbch\af31505\loch\f31506 curve_tangent}{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid4985948 \hich\af31506\dbch\af31505\loch\f31506 : }{\rtlch\fcs1 \af0 \ltrch\fcs0 
\insrsid4985948 \hich\af31506\dbch\af31505\loch\f31506 This script calculated }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4985948\charrsid4985948 \hich\af31506\dbch\af31505\loch\f31506 t}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4985948 
\hich\af31506\dbch\af31505\loch\f31506 he direction o\hich\af31506\dbch\af31505\loch\f31506 f the tangent to the input}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid4985948\charrsid4985948 \hich\af31506\dbch\af31505\loch\f31506  curve}{\rtlch\fcs1 \af0 
\ltrch\fcs0 \insrsid4985948 \hich\af31506\dbch\af31505\loch\f31506 
 at each point along the curve. I attempted to incorporate this algorithm into my own Python analysis, but it did not lead to better results than the simpler tangent algorithm I had already implemented. }{\rtlch\fcs1 \af0 \ltrch\fcs0 
\insrsid10177521\charrsid4985948 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\i\insrsid11810132\charrsid11810132 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\i\insrsid16678328\charrsid16678328 \hich\af31506\dbch\af31505\loch\f31506 MasterCla}{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\i\insrsid3828373 \hich\af31506\dbch\af31505\loch\f31506 s}{\rtlch\fcs1 \af0 \ltrch\fcs0 
\b\i\insrsid16678328\charrsid16678328 \hich\af31506\dbch\af31505\loch\f31506 stering.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\i\insrsid3828373 \hich\af31506\dbch\af31505\loch\f31506 m}{\rtlch\fcs1 \af0 \ltrch\fcs0 \b\insrsid16678328 
\hich\af31506\dbch\af31505\loch\f31506 : }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid16678328 \hich\af31506\dbch\af31505\loch\f31506 This is where the clustering algorithm described in the paper is implemented.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11492913 
\hich\af31506\dbch\af31505\loch\f31506  }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid15211926 \hich\af31506\dbch\af31505\loch\f31506 This script makes calls to }{\rtlch\fcs1 \af0 \ltrch\fcs0 \i\insrsid15211926\charrsid15211926 
\hich\af31506\dbch\af31505\loch\f31506 CorrelationsComputer2.m}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11492913 \hich\af31506\dbch\af31505\loch\f31506  }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid1704689 \hich\af31506\dbch\af31505\loch\f31506 
in order to classify}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid3828373 \hich\af31506\dbch\af31505\loch\f31506  }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11492913 \hich\af31506\dbch\af31505\loch\f31506 the sherds in the database}{\rtlch\fcs1 \af0 \ltrch\fcs0 
\insrsid3828373 \hich\af31506\dbch\af31505\loch\f31506  into groups based on similarity}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11492913 \hich\af31506\dbch\af31505\loch\f31506 . I haven\hich\f31506 \rquote \loch\f31506 t actually }{\rtlch\fcs1 \af0 
\ltrch\fcs0 \insrsid3828373 \hich\af31506\dbch\af31505\loch\f31506 tried}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11492913 \hich\af31506\dbch\af31505\loch\f31506  to run this code.}{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid10177521 
\par }{\rtlch\fcs1 \af0 \ltrch\fcs0 \insrsid11492913\charrsid16678328 
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