From 2a21458b9af8bc782cc76256d6c721ac111028e6 Mon Sep 17 00:00:00 2001
From: BLADIER Tatiana <tatiana.bladier@lis-lab.fr>
Date: Fri, 16 May 2025 13:13:50 +0200
Subject: [PATCH] store evaluations to html
---
.../analysis_report-checkpoint.html | 102 +
...ss-4.3-val_loss-4.9.pt_500-checkpoint.html | 121 +
.../tania-some-other-metrics-checkpoint.ipynb | 2615 ++++++++++++++---
tania_scripts/analysis_report.html | 41 +
...-8-train_loss-4.3-val_loss-4.9.pt_500.html | 2197 ++++++++++++++
tania_scripts/tania-some-other-metrics.ipynb | 2615 ++++++++++++++---
6 files changed, 7033 insertions(+), 658 deletions(-)
create mode 100644 tania_scripts/.ipynb_checkpoints/analysis_report-checkpoint.html
create mode 100644 tania_scripts/.ipynb_checkpoints/evals_sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9.pt_500-checkpoint.html
create mode 100644 tania_scripts/analysis_report.html
create mode 100644 tania_scripts/evals_sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9.pt_500.html
diff --git a/tania_scripts/.ipynb_checkpoints/analysis_report-checkpoint.html b/tania_scripts/.ipynb_checkpoints/analysis_report-checkpoint.html
new file mode 100644
index 0000000..bde8eaa
--- /dev/null
+++ b/tania_scripts/.ipynb_checkpoints/analysis_report-checkpoint.html
@@ -0,0 +1,102 @@
+<html>
+<head><meta charset="UTF-8"><title>Analysis Report</title></head>
+<body>
+<h2>TRIPLE STRINGS</h2>
+<h2>FILE TEXT</h2>
+<p>-- Le parlement ... </s> <s> -- Vous , dit Athos , je ne me reconnais pas . </s> <s> -- M. d' Artagnan . </s> <s> Acté ? </s> <s> -- Oui , répondit le mousquetaire . </s> <s> -- Alors , dit le roi , il faut que vous ne le rendiez pas . </s> <s> -- Non , il est vrai , je le suis , mais il m' a semblé ... </s> <s> -- </s> <s> Il a répondu : voilà tout . </s> <s> Je ne puis dire , car il est bien facile à comprendre . </s> <s> -- Mais le moins ne rendra -t -il donc ? </s> <s> -- Non . </s> <s> -- </s> <s> J' ai vu Athos . </s> <s> -- Sans doute , mais il est vrai . </s> <s> -- Eh bien ! pardieu ! </s> <s> je ne veux pas qu' il soit avec lui . </s> <s> -- le roi? pas Aramis ? </s> <s> -- Oui . </s> <s> -- Oui , il est évêque , dit Athos , à tous ses membres nous autres amis , et nous aurons l' honneur de nous défendre . </s> <s> -- Que diable ne le voulez -vous pas ? </s> <s> -- Aramis , qu' il vous a dit . </s> <s> -- Mais , dit d' Artagnan , je ne l' ai point aperçu , je ne le sais . </s> <s> -- Mordaunt , qu' il faut le repos , il nous rejoindrait sur le même champ de bataille . </s> <s> -- Est -ce lui ? demanda Aramis . </s> <s> Porthos . </s> <s> -- Mordaunt , dit Athos , il est un homme le premier , un homme qui s' est passé . </s> <s> -- il est toujours le moins de le monde , mais il ne nous aurait -il pas de le monde ? </s> <s> -- nous l' avons dit , nous l' avons dit , nous l' avons dit , les avons vu . </s> <s> -- Aramis ! </s> <s> Je m' en doutais . </s> <s> -- Aramis , je le sais , mais il venait me donner de l' hospitalité . </s> <s> -- Oui , je l' ignore ; il s' agit d' être élevé , moi . </s> <s> Athos et Porthos se regardaient avec politesse avec étonnement . </s> <s> Porthos , qui n' avait pas d' esprit , et l' avait vu le roi , il était comme ami de son beau-frère . </s> <s> Athos était debout , comme le regardait de le côté de lui . </s> <s> Aramis était à son poste , il était tombé de ses bras . </s> <s> Athos l' attendait avec une inquiétude singulière ; il était debout plutôt silencieusement que le poignard sur le front . </s> </p>
+<h2>Type/Token Ratio</h2><p>0.341</p>
+<h2>POS-based TTR</h2>
+<p>Verb TTR: 0.569</p>
+<p>Noun TTR: 0.685</p>
+<h2>Nominal/Verb Ratios</h2>
+<p>Nominal/Verb Ratio: 0.83</p>
+<p>Verb/Nominal Ratio: 1.20</p>
+<p>Adverb/Verb Ratio: 0.48</p>
+<p>Adj+Noun/Verb Ratio: 1.09</p>
+<h2>French Readability</h2>
+<p>{'Flesch-Douma': 96.29, 'LIX': 18.22, 'Kandel-Moles': 160.81}</p>
+<h2>Average Lengths</h2>
+<p>{'Average Word Length': 3.9, 'Average Sentence Length': 7.97}</p>
+<h2>POS Frequencies</h2>
+<p>Verb: 0.21</p>
+<p>Noun: 0.18</p>
+<p>Adjective: 0.06</p>
+<p>Adverb: 0.10</p>
+<h2>MSTTR</h2>
+<p>0.49333333333333335</p>
+<h2>BZIP Compression Ratio</h2>
+<p>0.3972537878787879</p>
+<h2>Word Entropy</h2>
+<p>5.805932409917397</p>
+<h2>Bigram Entropy</h2>
+<p>7.648919538732969</p>
+<h2>Sentences Without a Tree</h2>
+<p>Number of exceptions: 4</p>
+<ul>
+<li><s> <s> <s> 5
+-- ponct <nul>@@<nul> 5
+Mais cc COORD@@<nul> 5
+le det NP@@<nul> 6
+moins adv <nul>@@<nul> 7
+ne adv VN@@<nul> 7
+rendra v <nul>@@<nul> 8
+-t vinf VN@@VPpart 8
+-il cls-suj P+@@VPinf-OBJ 9
+donc adv <nul>@@<nul> 10
+? ponct <nul>@@<nul> 10
+</s> </s> </s> 10
+</li>
+<li><s> <s> <s> 10
+-- ponct <nul>@@<nul> 5
+Non adv AP@@<nul> 5
+. ponct <nul>@@<nul> 0
+</s> </s> </s> 0
+</li>
+<li><s> <s> <s> 2
+-- ponct <nul>@@<nul> 2
+Mordaunt npp <nul>@@<nul> 2
+, ponct <nul>@@<nul> 2
+qu' cs Ssub-OBJ@@<nul> 2
+il cls-suj VN@@<nul> 3
+faut v <nul>@@<nul> 4
+le det NP-OBJ@@Sint 4
+repos nc <nul>@@<nul> 5
+, ponct <nul>@@<nul> 2
+il cls-suj VN@@<nul> 2
+nous clo-a_obj <nul>@@<nul> 3
+rejoindrait v <nul>@@<nul> 3
+sur p PP-P_OBJ@@Sint 3
+le det NP@@<nul> 4
+même adj <nul>@@<nul> 5
+champ nc <nul>@@<nul> 5
+de p PP@@<nul> 5
+bataille nc NP@@<nul> 6
+. ponct <nul>@@<nul> 2
+</s> </s> </s> 2
+</li>
+<li><s> <s> <s> 6
+-- ponct <nul>@@<nul> 5
+il cls-suj VN@@<nul> 5
+est v <nul>@@<nul> 6
+toujours adv <nul>@@VPpart 6
+le det NP-OBJ@@<nul> 6
+moins adv <nul>@@<nul> 7
+de p PP@@<nul> 7
+le det NP@@<nul> 8
+monde nc <nul>@@<nul> 9
+, ponct <nul>@@<nul> 5
+mais cc COORD@@<nul> 5
+il cls-suj VN@@<nul> 6
+ne adv <nul>@@<nul> 7
+nous clo-a_obj <nul>@@<nul> 7
+aurait v <nul>@@<nul> 7
+-il pro <nul>@@<nul> 7
+pas adv <nul>@@<nul> 7
+de p PP@@<nul> 4
+le det NP@@<nul> 5
+monde nc <nul>@@<nul> 6
+? ponct <nul>@@<nul> 0
+</s> </s> </s> 0
+</li>
+</ul>
+</body></html>
\ No newline at end of file
diff --git a/tania_scripts/.ipynb_checkpoints/evals_sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9.pt_500-checkpoint.html b/tania_scripts/.ipynb_checkpoints/evals_sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9.pt_500-checkpoint.html
new file mode 100644
index 0000000..b22ef84
--- /dev/null
+++ b/tania_scripts/.ipynb_checkpoints/evals_sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9.pt_500-checkpoint.html
@@ -0,0 +1,121 @@
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
+ <svg baseProfile="full" height="264px" preserveAspectRatio="xMidYMid meet" style="font-family: times, serif; font-weight: normal; font-style: normal; font-size: 16px; background-color: white;" version="1.1" viewBox="0,0,264.0,264.0" width="264px" xmlns="http://www.w3.org/2000/svg" xmlns:ev="http://www.w3.org/2001/xml-events" xmlns:xlink="http://www.w3.org/1999/xlink"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">TEXT</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">SENT</text></svg><svg width="60.6061%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ponct</text></svg><svg width="20%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">--</text></svg></svg><line stroke="black" x1="50%" x2="10%" y1="20px" y2="48px" /><svg width="80%" x="20%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">NP</text></svg><svg width="31.25%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">det</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">Le</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="15.625%" y1="20px" y2="48px" /><svg width="68.75%" x="31.25%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">nc</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">parlement</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="65.625%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="60%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="30.303%" y1="20px" y2="48px" /><svg width="21.2121%" x="60.6061%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ponct</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">...</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="71.2121%" y1="20px" y2="48px" /><svg width="18.1818%" x="81.8182%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="90.9091%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg>
+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
+ <svg baseProfile="full" height="264px" preserveAspectRatio="xMidYMid meet" style="font-family: times, serif; font-weight: normal; font-style: normal; font-size: 16px; background-color: white;" version="1.1" viewBox="0,0,736.0,264.0" width="736px" xmlns="http://www.w3.org/2000/svg" xmlns:ev="http://www.w3.org/2001/xml-events" xmlns:xlink="http://www.w3.org/1999/xlink"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">TEXT</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"><s></text></svg><svg width="5.43478%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"><s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"><s></text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line 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x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">Vous</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="16.6667%" y1="20px" y2="48px" /><svg width="38.8889%" x="33.3333%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ponct</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">,</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="52.7778%" y1="20px" y2="48px" /><svg width="27.7778%" x="72.2222%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">v</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">dit</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="86.1111%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="13.4328%" y1="20px" y2="48px" /><svg width="11.9403%" x="26.8657%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">NP-OBJ</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">npp</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">Athos</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="32.8358%" y1="20px" y2="48px" /><svg width="10.4478%" x="38.806%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ponct</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">,</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="44.0299%" y1="20px" y2="48px" /><svg width="50.7463%" x="49.2537%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">VN</text></svg><svg width="26.4706%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">cls-suj</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">je</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="13.2353%" y1="20px" y2="48px" /><svg width="14.7059%" x="26.4706%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">adv</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ne</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="33.8235%" y1="20px" y2="48px" /><svg width="11.7647%" x="41.1765%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">v</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">me</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="47.0588%" y1="20px" y2="48px" /><svg width="32.3529%" x="52.9412%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">v</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">reconnais</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="69.1176%" y1="20px" y2="48px" /><svg width="14.7059%" x="85.2941%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">adv</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">pas</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="92.6471%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="74.6269%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="49.4565%" y1="20px" y2="48px" /><svg width="7.6087%" x="85.8696%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ponct</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">.</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="89.6739%" y1="20px" y2="48px" /><svg width="6.52174%" x="93.4783%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="96.7391%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg>
+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ </html>
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+ <html>
+ <head>
+ <title>Tree Visualization</title>
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+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <title>Tree Visualization</title>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
+ <svg baseProfile="full" height="264px" preserveAspectRatio="xMidYMid meet" style="font-family: times, serif; font-weight: normal; font-style: normal; font-size: 16px; background-color: white;" version="1.1" viewBox="0,0,488.0,264.0" width="488px" xmlns="http://www.w3.org/2000/svg" xmlns:ev="http://www.w3.org/2001/xml-events" xmlns:xlink="http://www.w3.org/1999/xlink"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">TEXT</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"><s></text></svg><svg width="42.623%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">Sint-MOD</text></svg><svg width="19.2308%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"><s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"><s></text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="9.61538%" y1="20px" y2="48px" /><svg width="80.7692%" x="19.2308%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">VN</text></svg><svg width="42.8571%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">cls-suj</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">Il</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="21.4286%" y1="20px" y2="48px" /><svg width="14.2857%" x="42.8571%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">v</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">a</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /><svg width="42.8571%" x="57.1429%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">vpp</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">répondu</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="78.5714%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="59.6154%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="21.3115%" y1="20px" y2="48px" /><svg width="11.4754%" x="42.623%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ponct</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">:</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="48.3607%" y1="20px" y2="48px" /><svg width="24.5902%" x="54.0984%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">Sint-MOD</text></svg><svg width="46.6667%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">VN</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">vinf</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">voilà</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="23.3333%" y1="20px" y2="48px" /><svg width="53.3333%" x="46.6667%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">NP-OBJ</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">adv</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">tout</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="73.3333%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="66.3934%" y1="20px" y2="48px" /><svg width="11.4754%" x="78.6885%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ponct</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">.</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="84.4262%" y1="20px" y2="48px" /><svg width="9.83607%" x="90.1639%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="95.082%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg>
+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
+ <svg baseProfile="full" height="408px" preserveAspectRatio="xMidYMid meet" style="font-family: times, serif; font-weight: normal; font-style: normal; font-size: 16px; background-color: white;" version="1.1" viewBox="0,0,792.0,408.0" width="792px" xmlns="http://www.w3.org/2000/svg" xmlns:ev="http://www.w3.org/2001/xml-events" xmlns:xlink="http://www.w3.org/1999/xlink"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">TEXT</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"><s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">Sint-MOD</text></svg><svg width="5.05051%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"><s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"><s></text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="2.52525%" y1="20px" y2="48px" /><svg width="26.2626%" x="5.05051%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">VN</text></svg><svg width="34.6154%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">cls-suj</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">Je</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="17.3077%" y1="20px" y2="48px" /><svg width="19.2308%" x="34.6154%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">adv</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ne</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="44.2308%" y1="20px" y2="48px" /><svg width="23.0769%" x="53.8462%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">adv</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">puis</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="65.3846%" y1="20px" y2="48px" /><svg width="23.0769%" x="76.9231%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">v</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">dire</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="88.4615%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="18.1818%" y1="20px" y2="48px" /><svg width="7.07071%" x="31.3131%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ponct</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">,</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="34.8485%" y1="20px" y2="48px" /><svg width="61.6162%" x="38.3838%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">COORD</text></svg><svg width="8.19672%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">cc</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">car</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="4.09836%" y1="20px" y2="48px" /><svg width="22.9508%" x="8.19672%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">VN</text></svg><svg width="64.2857%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">cls-suj</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">il</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="32.1429%" y1="20px" y2="48px" /><svg width="35.7143%" x="64.2857%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">v</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">est</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="82.1429%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="19.6721%" y1="20px" y2="48px" /><svg width="9.83607%" x="31.1475%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">adv</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">bien</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="36.0656%" y1="20px" y2="48px" /><svg width="13.1148%" x="40.9836%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">AP-ATS</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">adj</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">facile</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="47.541%" y1="20px" y2="48px" /><svg width="45.9016%" x="54.0984%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">PP</text></svg><svg width="10.7143%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">p</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">à</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="5.35714%" y1="20px" y2="48px" /><svg width="89.2857%" x="10.7143%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">VPinf</text></svg><svg width="48%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">VN</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">vinf</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">comprendre</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="24%" y1="20px" y2="48px" /><svg width="28%" x="48%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ponct</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">.</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="62%" y1="20px" y2="48px" /><svg width="24%" x="76%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="88%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="55.3571%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="77.0492%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="69.1919%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg>
+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
\ No newline at end of file
diff --git a/tania_scripts/.ipynb_checkpoints/tania-some-other-metrics-checkpoint.ipynb b/tania_scripts/.ipynb_checkpoints/tania-some-other-metrics-checkpoint.ipynb
index 0197b08..57bd4c6 100644
--- a/tania_scripts/.ipynb_checkpoints/tania-some-other-metrics-checkpoint.ipynb
+++ b/tania_scripts/.ipynb_checkpoints/tania-some-other-metrics-checkpoint.ipynb
@@ -58,7 +58,7 @@
"source": [
"import string\n",
"\n",
- "def compute_ttr_cleaned(text):\n",
+ "def compute_ttr_cleaned(column_text):\n",
" \"\"\"\n",
" Compute the type/token ratio (TTR) from column-formatted text.\n",
" - Only the first column is used (tokens).\n",
@@ -73,7 +73,7 @@
" \"\"\"\n",
" tokens = []\n",
"\n",
- " for line in text.strip().splitlines():\n",
+ " for line in column_text.strip().splitlines():\n",
" if line.strip(): # skip empty lines\n",
" token = line.split('\\t')[0].lower()\n",
" if token not in string.punctuation:\n",
@@ -112,7 +112,7 @@
"metadata": {},
"outputs": [],
"source": [
- "def compute_ttr_by_pos(text):\n",
+ "def compute_ttr_by_pos(column_text):\n",
" \"\"\"\n",
" Compute type/token ratios for verbs and nouns in column-formatted text.\n",
" - Columns: token \\t pos \\t ...\n",
@@ -133,7 +133,7 @@
" noun_tokens = []\n",
"\n",
"\n",
- " for line in text.strip().splitlines():\n",
+ " for line in column_text.strip().splitlines():\n",
" if line.strip():\n",
" parts = line.split('\\t')\n",
" if len(parts) >= 2:\n",
@@ -189,7 +189,7 @@
"metadata": {},
"outputs": [],
"source": [
- "def compute_nv_ratios(text):\n",
+ "def compute_nv_ratios(column_text):\n",
" \"\"\"\n",
" Compute nominal/verb and verb/nominal ratios from column-formatted text.\n",
" - Uses the second column (POS).\n",
@@ -209,7 +209,7 @@
" adj_count = 0\n",
" adv_count = 0\n",
"\n",
- " for line in text.strip().splitlines():\n",
+ " for line in column_text.strip().splitlines():\n",
" if line.strip():\n",
" parts = line.split('\\t')\n",
" if len(parts) >= 2:\n",
@@ -427,11 +427,11 @@
"outputs": [],
"source": [
"# Define the function to compute average word length and sentence length\n",
- "def compute_avg_lengths(sample_text):\n",
+ "def compute_avg_lengths(column_text):\n",
" sentences = []\n",
" current_sentence = []\n",
" \n",
- " for line in sample_text.strip().split('\\n'):\n",
+ " for line in column_text.strip().split('\\n'):\n",
" cols = line.strip().split('\\t')\n",
" if not cols or len(cols) < 1:\n",
" continue\n",
@@ -898,49 +898,36 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 61,
"id": "8d4ecba9-89b8-4000-a061-aa16aa68a404",
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:295: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_fwd(cast_inputs=torch.float)\n",
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:303: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_bwd\n",
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:315: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_fwd(cast_inputs=torch.float)\n",
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:322: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_bwd\n",
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:335: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_fwd(cast_inputs=torch.float)\n",
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:342: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_bwd\n",
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:352: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_fwd(cast_inputs=torch.float)\n",
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:365: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_bwd\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"from transform import *\n",
"\n",
- "def visualize_const_prediction(example_sent):\n",
- " parsed, tokenlist = parse_sentence_block(example_sent)\n",
+ "def visualize_const_prediction(column_text):\n",
+ " parsed, tokenlist = parse_sentence_block(column_text)\n",
" tree = AttachJuxtaposeTree.totree(tokenlist, 'SENT')\n",
- " AttachJuxtaposeTree.action2tree(tree, parsed).pretty_print()\n",
+ " #AttachJuxtaposeTree.action2tree(tree, parsed).pretty_print()\n",
" nltk_tree = AttachJuxtaposeTree.action2tree(tree, parsed)\n",
- " print(\"NLTK TREE\", nltk_tree)\n",
+ " # Convert the tree to SVG format\n",
+ " svg_tree = nltk_tree._repr_svg_()\n",
+ "\n",
+ " # Check if the svg already has a style attribute and modify it, or add the background-color if not\n",
+ " if 'style=\"' in svg_tree:\n",
+ " # If there's already a style attribute, add background-color white to it\n",
+ " svg_tree_with_bg = re.sub(r'(<svg[^>]*style=\"[^\"]*)\"', r'\\1; background-color: white;\"', svg_tree)\n",
+ " else:\n",
+ " # If there's no style attribute, add a new style with background-color white\n",
+ " svg_tree_with_bg = svg_tree.replace('<svg', '<svg style=\"background-color: white;\"')\n",
" depth = nltk_tree.height() - 1 # NLTK includes the leaf level as height 1, so subtract 1 for tree depth \n",
- " print(\"Tree depth:\", depth)"
+ " print(\"Tree depth:\", depth)\n",
+ " display(SVG(svg_tree_with_bg))"
]
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 62,
"id": "bfd3abf3-b83a-4817-85ad-654daf72be88",
"metadata": {},
"outputs": [
@@ -948,37 +935,20 @@
"name": "stdout",
"output_type": "stream",
"text": [
- " SENT \n",
- " | \n",
- " <s> \n",
- " | \n",
- " <s> \n",
- " ______________|__________ \n",
- " | | | AP \n",
- " | | | __________|________ \n",
- " | | | | VPinf-OBJ \n",
- " | | | | ______________|_______ \n",
- " | | | | | VN \n",
- " | | | | | ________________|____ \n",
- " | | | | VN | | </s>\n",
- " | | | | | | | | \n",
- " | ponct npp adv v cls-suj ponct </s>\n",
- " | | | | | | | | \n",
- "<s> -- Eh bien? fit -il . </s>\n",
- "\n",
- "NLTK TREE (SENT\n",
- " (<s>\n",
- " (<s>\n",
- " <s>\n",
- " (ponct --)\n",
- " (npp Eh)\n",
- " (AP\n",
- " (adv bien?)\n",
- " (VPinf-OBJ\n",
- " (VN (v fit))\n",
- " (VN (cls-suj -il) (ponct .) (</s> (</s> </s>))))))))\n",
"Tree depth: 8\n"
]
+ },
+ {
+ "data": {
+ "image/svg+xml": [
+ "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:ev=\"http://www.w3.org/2001/xml-events\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" baseProfile=\"full\" height=\"408px\" preserveAspectRatio=\"xMidYMid meet\" style=\"font-family: times, serif; font-weight: normal; font-style: normal; font-size: 16px; background-color: white;\" version=\"1.1\" viewBox=\"0,0,408.0,408.0\" width=\"408px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">SENT</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\"><s></text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\"><s></text></svg><svg width=\"9.80392%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\"><s></text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"4.90196%\" y1=\"20px\" y2=\"48px\"/><svg width=\"13.7255%\" x=\"9.80392%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">ponct</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">--</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"16.6667%\" y1=\"20px\" y2=\"48px\"/><svg width=\"9.80392%\" x=\"23.5294%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">npp</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">Eh</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"28.4314%\" y1=\"20px\" y2=\"48px\"/><svg width=\"66.6667%\" x=\"33.3333%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">AP</text></svg><svg width=\"20.5882%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">adv</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">bien?</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"10.2941%\" y1=\"20px\" y2=\"48px\"/><svg width=\"79.4118%\" x=\"20.5882%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">VPinf-OBJ</text></svg><svg width=\"18.5185%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">VN</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">v</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">fit</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"9.25926%\" y1=\"20px\" y2=\"48px\"/><svg width=\"81.4815%\" x=\"18.5185%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">VN</text></svg><svg width=\"40.9091%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">cls-suj</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">-il</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"20.4545%\" y1=\"20px\" y2=\"48px\"/><svg width=\"31.8182%\" x=\"40.9091%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">ponct</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">.</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"56.8182%\" y1=\"20px\" y2=\"48px\"/><svg width=\"27.2727%\" x=\"72.7273%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\"></s></text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\"></s></text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\"></s></text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"86.3636%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"59.2593%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"60.2941%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"66.6667%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg>"
+ ],
+ "text/plain": [
+ "<IPython.core.display.SVG object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
}
],
"source": [
@@ -987,7 +957,7 @@
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": 63,
"id": "bc51ab44-6885-45cc-bad2-6a43a7791fdb",
"metadata": {},
"outputs": [],
@@ -1015,7 +985,7 @@
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": 64,
"id": "673d6a76-42a0-4dcd-9c54-ae18710a032a",
"metadata": {},
"outputs": [
@@ -1023,250 +993,199 @@
"name": "stdout",
"output_type": "stream",
"text": [
- " SENT \n",
- " | \n",
- " SENT \n",
- " ___________|____________ \n",
- " ponct | | \n",
- " ____|____ | | \n",
- " | NP | </s>\n",
- " | ____|______ | | \n",
- " | det nc ponct </s>\n",
- " | | | | | \n",
- " -- Le parlement ... </s>\n",
- "\n",
- "NLTK TREE (SENT\n",
- " (SENT\n",
- " (ponct -- (NP (det Le) (nc parlement)))\n",
- " (ponct ...)\n",
- " (</s> (</s> </s>))))\n",
- "Tree depth: 5\n",
- " SENT \n",
- " | \n",
- " <s> \n",
- " _________________________________|__________________________________________ \n",
- " | | Sint-MOD | | \n",
- " | | _________________|__________________ | | \n",
- " | | VN NP-OBJ | VN | </s>\n",
- " | | _____|____ | | _________|_____________ | | \n",
- "<s> ponct pro ponct v npp ponct cls-suj adv v v adv ponct </s>\n",
- " | | | | | | | | | | | | | | \n",
- "<s> -- Vous , dit Athos , je ne me reconnais pas . </s>\n",
- "\n",
- "NLTK TREE (SENT\n",
- " (<s>\n",
- " (<s> <s>)\n",
- " (ponct --)\n",
- " (Sint-MOD\n",
- " (VN (pro Vous) (ponct ,) (v dit))\n",
- " (NP-OBJ (npp Athos))\n",
- " (ponct ,)\n",
- " (VN (cls-suj je) (adv ne) (v me) (v reconnais) (adv pas)))\n",
- " (ponct .)\n",
- " (</s> (</s> </s>))))\n",
- "Tree depth: 5\n",
- " SENT \n",
- " | \n",
- " <s> \n",
- " ____|_________________________ \n",
- " <s> | | \n",
- " _________|____ | | \n",
- " | | NP-SUJ | | \n",
- " | | ____|_____ | | \n",
- " | | | NPP+ | </s>\n",
- " | | | _____|______ | | \n",
- " | ponct npp p npp ponct </s>\n",
- " | | | | | | | \n",
- "<s> -- M. d' Artagnan . </s>\n",
- "\n",
- "NLTK TREE (SENT\n",
- " (<s>\n",
- " (<s>\n",
- " <s>\n",
- " (ponct --)\n",
- " (NP-SUJ (npp M.) (NPP+ (p d') (npp Artagnan))))\n",
- " (ponct .)\n",
- " (</s> (</s> </s>))))\n",
- "Tree depth: 6\n",
- " SENT \n",
- " | \n",
- " <s> \n",
- " ____|___________ \n",
- " <s> | | \n",
- " ___|____ | | \n",
- " | NP-OBJ | </s>\n",
- " | | | | \n",
- " | nc ponct </s>\n",
- " | | | | \n",
- "<s> Acté ? </s>\n",
- "\n",
- "NLTK TREE (SENT\n",
- " (<s> (<s> <s> (NP-OBJ (nc Acté))) (ponct ?) (</s> (</s> </s>))))\n",
- "Tree depth: 5\n",
- " SENT \n",
- " | \n",
- " <s> \n",
- " ______|_________________________________________ \n",
- " <s> | | \n",
- " _________________|_______________ | | \n",
- " | | | | Sint-MOD | | \n",
- " | | | | ________|_______ | | \n",
- " | | AP-ATS | VN NP-OBJ | </s>\n",
- " | | | | | _______|_________ | | \n",
- " | ponct adj ponct v det nc ponct </s>\n",
- " | | | | | | | | | \n",
- "<s> -- Oui , répondit le mousquetaire . </s>\n",
- "\n",
- "NLTK TREE (SENT\n",
- " (<s>\n",
- " (<s>\n",
- " <s>\n",
- " (ponct --)\n",
- " (AP-ATS (adj Oui))\n",
- " (ponct ,)\n",
- " (Sint-MOD\n",
- " (VN (v répondit))\n",
- " (NP-OBJ (det le) (nc mousquetaire))))\n",
- " (ponct .)\n",
- " (</s> (</s> </s>))))\n",
- "Tree depth: 6\n",
- " SENT \n",
- " | \n",
- " <s> \n",
- " ________|_____________________________________________________________ \n",
- " Sint-MOD | | \n",
- " _______________________________|_____________________________________ | | \n",
- " | | | | Ssub-OBJ | | \n",
- " | | | | _____________|________ | | \n",
- " <s> | | | | Sint | | \n",
- " __________|__________ | | | | ________|_____________ | | \n",
- " | | | | VN NP-OBJ | VN | VN | | </s>\n",
- " | | | | | ____|_____ | _____|___ | _______|________________ | | | \n",
- " | ponct adv ponct v det nc ponct cls-suj v cs cls-suj adv clo-obj v adv ponct </s>\n",
- " | | | | | | | | | | | | | | | | | | \n",
- "<s> -- Alors , dit le roi , il faut que vous ne le rendiez pas . </s>\n",
- "\n",
- "NLTK TREE (SENT\n",
- " (<s>\n",
- " (Sint-MOD\n",
- " (<s> <s> (ponct --) (adv Alors) (ponct ,) (VN (v dit)))\n",
- " (NP-OBJ (det le) (nc roi))\n",
- " (ponct ,)\n",
- " (VN (cls-suj il) (v faut))\n",
- " (Ssub-OBJ\n",
- " (cs que)\n",
- " (Sint\n",
- " (VN (cls-suj vous) (adv ne) (clo-obj le) (v rendiez))\n",
- " (adv pas))))\n",
- " (ponct .)\n",
- " (</s> (</s> </s>))))\n",
- "Tree depth: 7\n",
- " SENT \n",
- " | \n",
- " <s> \n",
- " _______|_________________________________________________________ \n",
- " <s> | | \n",
- " _________________________________________________|____________________ | | \n",
- " | | | | VN | | \n",
- " | | | | _____________________________________________|_________________ | | \n",
- " | | | | | | | | | | | COORD | | \n",
- " | | | | | | | | | | | ______|_____ | | \n",
- " | | AP-ATS | | | AP-ATS | | NP-OBJ | | VN | </s>\n",
- " | | | | | | | | | ______|_____ | | _____|________ | | \n",
- " | ponct adv ponct cls-suj v adj ponct cls-suj clo-obj v ponct cc cls-suj clr v vpp ponct </s>\n",
- " | | | | | | | | | | | | | | | | | | | \n",
- "<s> -- Non , il est vrai , je le suis , mais il m' a semblé ... </s>\n",
- "\n",
- "NLTK TREE (SENT\n",
- " (<s>\n",
- " (<s>\n",
- " <s>\n",
- " (ponct --)\n",
- " (AP-ATS (adv Non))\n",
- " (ponct ,)\n",
- " (VN\n",
- " (cls-suj il)\n",
- " (v est)\n",
- " (AP-ATS (adj vrai))\n",
- " (ponct ,)\n",
- " (cls-suj je)\n",
- " (NP-OBJ (clo-obj le) (v suis))\n",
- " (ponct ,)\n",
- " (COORD\n",
- " (cc mais)\n",
- " (VN (cls-suj il) (clr m') (v a) (vpp semblé)))))\n",
- " (ponct ...)\n",
- " (</s> (</s> </s>))))\n",
- "Tree depth: 7\n",
- " SENT \n",
- " | \n",
- " <s> \n",
- " | \n",
- " <s> \n",
- " ____|____ \n",
- " | | </s>\n",
- " | | | \n",
- " | ponct </s>\n",
- " | | | \n",
- "<s> -- </s>\n",
- "\n",
- "NLTK TREE (SENT (<s> (<s> <s> (ponct --) (</s> (</s> </s>)))))\n",
- "Tree depth: 5\n",
- " SENT \n",
- " | \n",
- " <s> \n",
- " ___________________|________________________________ \n",
- " Sint-MOD | Sint-MOD | | \n",
- " _____________|______ | ______|_______ | | \n",
- " | VN | VN NP-OBJ | </s>\n",
- " | ______________|_____ | | | | | \n",
- "<s> cls-suj v vpp ponct vinf adv ponct </s>\n",
- " | | | | | | | | | \n",
- "<s> Il a répondu : voilà tout . </s>\n",
- "\n",
- "NLTK TREE (SENT\n",
- " (<s>\n",
- " (Sint-MOD (<s> <s>) (VN (cls-suj Il) (v a) (vpp répondu)))\n",
- " (ponct :)\n",
- " (Sint-MOD (VN (vinf voilà)) (NP-OBJ (adv tout)))\n",
- " (ponct .)\n",
- " (</s> (</s> </s>))))\n",
- "Tree depth: 5\n",
- " SENT \n",
- " | \n",
- " <s> \n",
- " | \n",
- " Sint-MOD \n",
- " _____________________________________|____________________ \n",
- " | | | COORD \n",
- " | | | __________________________|____________________ \n",
- " | | | | | | | PP \n",
- " | | | | | | | ______________|____ \n",
- " | | | | | | | | VPinf \n",
- " | | | | | | | | ____________|____ \n",
- " | VN | | VN | AP-ATS | VN | </s>\n",
- " | _____|________ | | ______|___ | | | | | | \n",
- "<s> cls-suj adv adv v ponct cc cls-suj v adv adj p vinf ponct </s>\n",
- " | | | | | | | | | | | | | | | \n",
- "<s> Je ne puis dire , car il est bien facile à comprendre . </s>\n",
- "\n",
- "NLTK TREE (SENT\n",
- " (<s>\n",
- " (Sint-MOD\n",
- " (<s> <s>)\n",
- " (VN (cls-suj Je) (adv ne) (adv puis) (v dire))\n",
- " (ponct ,)\n",
- " (COORD\n",
- " (cc car)\n",
- " (VN (cls-suj il) (v est))\n",
- " (adv bien)\n",
- " (AP-ATS (adj facile))\n",
- " (PP\n",
- " (p à)\n",
- " (VPinf (VN (vinf comprendre)) (ponct .) (</s> (</s> </s>))))))))\n",
- "Tree depth: 8\n",
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+ "Tree depth: 7\n"
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+ ],
+ "text/plain": [
+ "<IPython.core.display.SVG object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
"-- Le parlement ... </s> <s> -- Vous , dit Athos , je ne me reconnais pas . </s> <s> -- M. d' Artagnan . </s> <s> Acté ? </s> <s> -- Oui , répondit le mousquetaire . </s> <s> -- Alors , dit le roi , il faut que vous ne le rendiez pas . </s> <s> -- Non , il est vrai , je le suis , mais il m' a semblé ... </s> <s> -- </s> <s> Il a répondu : voilà tout . </s> <s> Je ne puis dire , car il est bien facile à comprendre . </s> \n",
- "0\n"
+ "Number of sentences without a tree: 0\n"
]
}
],
@@ -1274,6 +1193,7 @@
"file_conll = \"sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9.pt_500\"\n",
"\n",
"sents = readFile(file_conll)\n",
+ "print(sents)\n",
"exepts = []\n",
"file_text = ''\n",
"for sent in sents[:10]:\n",
@@ -1294,16 +1214,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 65,
"id": "729d7671-02be-443b-94ee-ddc79284aac4",
"metadata": {},
"outputs": [],
"source": [
"def prepare_file_to_evaluate(file_conll):\n",
" sents = readFile(file_conll)\n",
+ " print(\"NUMBER OF SENTS: \", len(sents))\n",
" file_text = ''\n",
" triple_strings = []\n",
- " for sent in sents[:10]:\n",
+ " for sent in sents:\n",
" sent_lst = ['\\t'.join(word)+'\\n' for word in sent]\n",
" triple_str = ''.join(sent_lst)\n",
" sent_text = ' '.join([word[0] for word in sent]) + ' '\n",
@@ -1315,26 +1236,2062 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "id": "cefe6712-ab53-4589-9fb8-8d4c3fb00378",
+ "execution_count": 66,
+ "id": "f9ce0388-3621-4cfe-ac6e-323a307fc4d6",
"metadata": {},
"outputs": [],
"source": [
- "file_text, triple_strings = prepare_file_to_evaluate(file_conll)\n",
+ "from nltk import Tree\n",
+ "from IPython.display import SVG, display\n",
+ "import re\n",
"\n",
- "exepts = [] \n",
+ "def visualize_const_prediction_and_save(example_sent, filepath):\n",
+ " parsed, tokenlist = parse_sentence_block(example_sent)\n",
+ " tree = AttachJuxtaposeTree.totree(tokenlist, 'TEXT')\n",
+ " nltk_tree = AttachJuxtaposeTree.action2tree(tree, parsed)\n",
+ " #print(\"NLTK TREE\", nltk_tree)\n",
+ "\n",
+ " # Write to file in one line\n",
+ " #with open(\"tree.txt\", \"w\", encoding=\"utf-8\") as f:\n",
+ " # f.write(tree.pformat(margin=1000000)) # prevent line breaks\n",
+ "\n",
+ " # Convert the tree to SVG format\n",
+ " svg_tree = nltk_tree._repr_svg_()\n",
+ "\n",
+ " # Check if the svg already has a style attribute and modify it, or add the background-color if not\n",
+ " if 'style=\"' in svg_tree:\n",
+ " # If there's already a style attribute, add background-color white to it\n",
+ " svg_tree_with_bg = re.sub(r'(<svg[^>]*style=\"[^\"]*)\"', r'\\1; background-color: white;\"', svg_tree)\n",
+ " else:\n",
+ " # If there's no style attribute, add a new style with background-color white\n",
+ " svg_tree_with_bg = svg_tree.replace('<svg', '<svg style=\"background-color: white;\"')\n",
+ "\n",
+ " # Create the HTML content with the SVG\n",
+ " html_content = f\"\"\"\n",
+ " <html>\n",
+ " <head>\n",
+ " <title>Tree Visualization</title>\n",
+ " </head>\n",
+ " <body>\n",
+ " {svg_tree_with_bg}\n",
+ " <br/>\n",
+ " <br/>\n",
+ " <br/>\n",
+ " </body>\n",
+ " </html>\n",
+ " \"\"\"\n",
"\n",
- "for triple_str in triple_strings:\n",
- " try:\n",
- " visualize_const_prediction(triple_str)\n",
- " except:\n",
- " exepts.append(triple_str)\n",
- "print(\"Number of sentences without a tree: \", len(exepts))\n",
- " \n",
- "for exept in exepts:\n",
- " print(exept)\n",
- " \n"
+ " # Save the HTML content to a file\n",
+ " with open(filepath, 'a') as f:\n",
+ " f.write(html_content)\n",
+ "\n",
+ " # Optionally display it in the notebook\n",
+ " display(SVG(svg_tree_with_bg))"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "id": "cefe6712-ab53-4589-9fb8-8d4c3fb00378",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "NUMBER OF SENTS: 38\n",
+ "Tree depth: 5\n"
+ ]
+ },
+ {
+ "data": {
+ "image/svg+xml": [
+ "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:ev=\"http://www.w3.org/2001/xml-events\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" baseProfile=\"full\" height=\"264px\" preserveAspectRatio=\"xMidYMid meet\" style=\"font-family: times, serif; font-weight: normal; font-style: normal; font-size: 16px; background-color: white;\" version=\"1.1\" viewBox=\"0,0,264.0,264.0\" width=\"264px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">SENT</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">SENT</text></svg><svg width=\"60.6061%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">ponct</text></svg><svg width=\"20%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">--</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"10%\" y1=\"20px\" y2=\"48px\"/><svg width=\"80%\" x=\"20%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">NP</text></svg><svg width=\"31.25%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">det</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">Le</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"15.625%\" y1=\"20px\" y2=\"48px\"/><svg width=\"68.75%\" x=\"31.25%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">nc</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">parlement</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"65.625%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"60%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"30.303%\" y1=\"20px\" y2=\"48px\"/><svg width=\"21.2121%\" x=\"60.6061%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">ponct</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">...</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"71.2121%\" y1=\"20px\" y2=\"48px\"/><svg width=\"18.1818%\" x=\"81.8182%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\"></s></text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\"></s></text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\"></s></text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"90.9091%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg>"
+ ],
+ "text/plain": [
+ "<IPython.core.display.SVG object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
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+ ],
+ "text/plain": [
+ "<IPython.core.display.SVG object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "ename": "NameError",
+ "evalue": "name 'filepath' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
+ "\u001b[31mNameError\u001b[39m Traceback (most recent call last)",
+ "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[67]\u001b[39m\u001b[32m, line 28\u001b[39m\n\u001b[32m 10\u001b[39m exepts.append(triple_str)\n\u001b[32m 13\u001b[39m eval_html_content = \u001b[33mf\u001b[39m\u001b[33m\"\"\"\u001b[39m\n\u001b[32m 14\u001b[39m \u001b[33m <html>\u001b[39m\n\u001b[32m 15\u001b[39m \u001b[33m <head>\u001b[39m\n\u001b[32m (...)\u001b[39m\u001b[32m 25\u001b[39m \u001b[33m </html>\u001b[39m\n\u001b[32m 26\u001b[39m \u001b[33m \u001b[39m\u001b[33m\"\"\"\u001b[39m \n\u001b[32m---> \u001b[39m\u001b[32m28\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(\u001b[43mfilepath\u001b[49m, \u001b[33m'\u001b[39m\u001b[33ma\u001b[39m\u001b[33m'\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[32m 29\u001b[39m f.write(eval_html_content)\n",
+ "\u001b[31mNameError\u001b[39m: name 'filepath' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "file_text, triple_strings = prepare_file_to_evaluate(file_conll)\n",
+ "\n",
+ "exepts = [] \n",
+ "\n",
+ "for triple_str in triple_strings:\n",
+ " try:\n",
+ " visualize_const_prediction(triple_str)\n",
+ " visualize_const_prediction_and_save(triple_str,'evals_'+ file_conll + '.html')\n",
+ " except:\n",
+ " exepts.append(triple_str)\n",
+ "\n",
+ "\n",
+ "eval_html_content = f\"\"\"\n",
+ " <html>\n",
+ " <head>\n",
+ " <title>Evals</title>\n",
+ " </head>\n",
+ " <body>\n",
+ " Number of sentences without a tree: {len(exepts)}\n",
+ " <br/>\n",
+ " <br/>\n",
+ " <br/>\n",
+ " Exeptions: {exepts}\n",
+ " </body>\n",
+ " </html>\n",
+ " \"\"\" \n",
+ "\n",
+ "with open(filepath, 'a') as f:\n",
+ " f.write(eval_html_content)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f917f981-213b-495b-8a96-3b1b74582e13",
+ "metadata": {},
+ "source": [
+ "## Apply all metrics to text files"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "id": "adc5bba6-3cef-4024-b25c-b8e9fea868ec",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ " \n",
+ "triple_strings_concat = ''.join(triple_strings)\n",
+ "#print(\"TRIPLE STRINGS: \", triple_strings_concat)\n",
+ "print(\"FILE TEXT: \", file_text)\n",
+ "ttr = compute_ttr_cleaned(triple_strings_concat)\n",
+ "print(f\"Type/Token Ratio: {ttr:.3f}\")\n",
+ "\n",
+ "result = compute_ttr_by_pos(triple_strings_concat)\n",
+ "print(f\"Verb TTR: {result['verb_ttr']:.3f}\")\n",
+ "print(f\"Noun TTR: {result['noun_ttr']:.3f}\")\n",
+ "\n",
+ "ratios = compute_nv_ratios(triple_strings_concat)\n",
+ "print(f\"Nominal/Verb Ratio: {ratios['nominal_verb_ratio']:.2f}\")\n",
+ "print(f\"Verb/Nominal Ratio: {ratios['verb_nominal_ratio']:.2f}\")\n",
+ "print(f\"Adverb/Verb Ratio: {ratios['adv_verb_ratio']:.2f}\")\n",
+ "print(f\"Adj+Noun/Verb Ratio: {ratios['adj_noun_verb_ratio']:.2f}\")\n",
+ "\n",
+ "compute_french_readability(file_text)\n",
+ "\n",
+ "compute_avg_lengths(triple_strings_concat)\n",
+ "\n",
+ "\n",
+ "freqs = compute_pos_frequency(triple_strings_concat)\n",
+ "\n",
+ "print(f\"Verb Frequency: {freqs['verb_freq']:.2f}\")\n",
+ "print(f\"Noun Frequency: {freqs['noun_freq']:.2f}\")\n",
+ "print(f\"Adj Frequency: {freqs['adv_freq']:.2f}\")\n",
+ "print(f\"Adv Frequency: {freqs['adj_freq']:.2f}\")\n",
+ "\n",
+ "print(\"MSTTR: \", msttr(file_text, 100))\n",
+ "\n",
+ "print(\"BZIP: \", bzip_compression_ratio(file_text))\n",
+ "\n",
+ "print(\"WORD ENTROPY: \", word_entropy(file_text))\n",
+ "\n",
+ "print(\"BIGRAM ENTROPY: \", bigram_entropy(file_text))\n",
+ "\n",
+ "excepts = [] \n",
+ "\n",
+ "for triple_str in triple_strings:\n",
+ " try:\n",
+ " visualize_const_prediction(triple_str)\n",
+ " #visualize_const_prediction_and_save(triple_str,'evals_'+ file_conll + '.html')\n",
+ " except:\n",
+ " excepts.append(triple_str)\n",
+ "\n",
+ "print(\"Number of sentences without a tree: \", len(excepts))\n",
+ "\n",
+ "print(\"Exceptions: \")\n",
+ "for exc in excepts:\n",
+ " print(exc)\n",
+ " \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "id": "7ce36a9e-fe62-4de1-a0b6-92cfda9d6cc3",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Tree depth: 5\n"
+ ]
+ },
+ {
+ "data": {
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+ ],
+ "text/plain": [
+ "<IPython.core.display.SVG object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Tree depth: 5\n"
+ ]
+ },
+ {
+ "data": {
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x1=\"50%\" x2=\"22.2222%\" y1=\"20px\" y2=\"48px\"/><svg width=\"37.7778%\" x=\"33.3333%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">PP</text></svg><svg width=\"29.4118%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">p</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">sur</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"14.7059%\" y1=\"20px\" y2=\"48px\"/><svg width=\"70.5882%\" x=\"29.4118%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">NP</text></svg><svg width=\"41.6667%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">det</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">le</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"20.8333%\" y1=\"20px\" y2=\"48px\"/><svg width=\"58.3333%\" x=\"41.6667%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">nc</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">front</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"70.8333%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"64.7059%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"52.2222%\" y1=\"20px\" y2=\"48px\"/><svg 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x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"93.3333%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"55%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"74.7475%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"70.7101%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg>"
+ ],
+ "text/plain": [
+ "<IPython.core.display.SVG object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "<s>\t<s>\t<s>\t5\n",
+ "--\tponct\t<nul>@@<nul>\t5\n",
+ "Mais\tcc\tCOORD@@<nul>\t5\n",
+ "le\tdet\tNP@@<nul>\t6\n",
+ "moins\tadv\t<nul>@@<nul>\t7\n",
+ "ne\tadv\tVN@@<nul>\t7\n",
+ "rendra\tv\t<nul>@@<nul>\t8\n",
+ "-t\tvinf\tVN@@VPpart\t8\n",
+ "-il\tcls-suj\tP+@@VPinf-OBJ\t9\n",
+ "donc\tadv\t<nul>@@<nul>\t10\n",
+ "?\tponct\t<nul>@@<nul>\t10\n",
+ "</s>\t</s>\t</s>\t10\n",
+ "\n",
+ "<s>\t<s>\t<s>\t10\n",
+ "--\tponct\t<nul>@@<nul>\t5\n",
+ "Non\tadv\tAP@@<nul>\t5\n",
+ ".\tponct\t<nul>@@<nul>\t0\n",
+ "</s>\t</s>\t</s>\t0\n",
+ "\n",
+ "<s>\t<s>\t<s>\t2\n",
+ "--\tponct\t<nul>@@<nul>\t2\n",
+ "Mordaunt\tnpp\t<nul>@@<nul>\t2\n",
+ ",\tponct\t<nul>@@<nul>\t2\n",
+ "qu'\tcs\tSsub-OBJ@@<nul>\t2\n",
+ "il\tcls-suj\tVN@@<nul>\t3\n",
+ "faut\tv\t<nul>@@<nul>\t4\n",
+ "le\tdet\tNP-OBJ@@Sint\t4\n",
+ "repos\tnc\t<nul>@@<nul>\t5\n",
+ ",\tponct\t<nul>@@<nul>\t2\n",
+ "il\tcls-suj\tVN@@<nul>\t2\n",
+ "nous\tclo-a_obj\t<nul>@@<nul>\t3\n",
+ "rejoindrait\tv\t<nul>@@<nul>\t3\n",
+ "sur\tp\tPP-P_OBJ@@Sint\t3\n",
+ "le\tdet\tNP@@<nul>\t4\n",
+ "même\tadj\t<nul>@@<nul>\t5\n",
+ "champ\tnc\t<nul>@@<nul>\t5\n",
+ "de\tp\tPP@@<nul>\t5\n",
+ "bataille\tnc\tNP@@<nul>\t6\n",
+ ".\tponct\t<nul>@@<nul>\t2\n",
+ "</s>\t</s>\t</s>\t2\n",
+ "\n",
+ "<s>\t<s>\t<s>\t6\n",
+ "--\tponct\t<nul>@@<nul>\t5\n",
+ "il\tcls-suj\tVN@@<nul>\t5\n",
+ "est\tv\t<nul>@@<nul>\t6\n",
+ "toujours\tadv\t<nul>@@VPpart\t6\n",
+ "le\tdet\tNP-OBJ@@<nul>\t6\n",
+ "moins\tadv\t<nul>@@<nul>\t7\n",
+ "de\tp\tPP@@<nul>\t7\n",
+ "le\tdet\tNP@@<nul>\t8\n",
+ "monde\tnc\t<nul>@@<nul>\t9\n",
+ ",\tponct\t<nul>@@<nul>\t5\n",
+ "mais\tcc\tCOORD@@<nul>\t5\n",
+ "il\tcls-suj\tVN@@<nul>\t6\n",
+ "ne\tadv\t<nul>@@<nul>\t7\n",
+ "nous\tclo-a_obj\t<nul>@@<nul>\t7\n",
+ "aurait\tv\t<nul>@@<nul>\t7\n",
+ "-il\tpro\t<nul>@@<nul>\t7\n",
+ "pas\tadv\t<nul>@@<nul>\t7\n",
+ "de\tp\tPP@@<nul>\t4\n",
+ "le\tdet\tNP@@<nul>\t5\n",
+ "monde\tnc\t<nul>@@<nul>\t6\n",
+ "?\tponct\t<nul>@@<nul>\t0\n",
+ "</s>\t</s>\t</s>\t0\n",
+ "\n",
+ "✅ All results written to /home/tatiana.bladier/compo-text-eval/tania_scripts/analysis_report.html\n"
+ ]
+ }
+ ],
+ "source": [
+ "from pathlib import Path\n",
+ "import html\n",
+ "\n",
+ "\n",
+ "# Create an empty list to hold all lines for HTML output\n",
+ "html_lines = ['<html>', '<head><meta charset=\"UTF-8\"><title>Analysis Report</title><style>body {text-decoration: none;}del, s {text-decoration: none !important;}</style></head>', '<body>']\n",
+ "\n",
+ "# Concatenate triple strings\n",
+ "triple_strings_concat = ''.join(triple_strings)\n",
+ "html_lines.append('<h2>TRIPLE STRINGS</h2>')\n",
+ "# Uncomment to include this text (may be very long)\n",
+ "# html_lines.append(f'<p>{triple_strings_concat}</p>')\n",
+ "\n",
+ "# Original file text\n",
+ "html_lines.append('<h2>FILE TEXT</h2>')\n",
+ "html_lines.append(f'<p>{file_text}</p>')\n",
+ "\n",
+ "# Type-Token Ratio\n",
+ "ttr = compute_ttr_cleaned(triple_strings_concat)\n",
+ "html_lines.append(f'<h2>Type/Token Ratio</h2><p>{ttr:.3f}</p>')\n",
+ "\n",
+ "# POS TTRs\n",
+ "result = compute_ttr_by_pos(triple_strings_concat)\n",
+ "html_lines.append('<h2>POS-based TTR</h2>')\n",
+ "html_lines.append(f'<p>Verb TTR: {result[\"verb_ttr\"]:.3f}</p>')\n",
+ "html_lines.append(f'<p>Noun TTR: {result[\"noun_ttr\"]:.3f}</p>')\n",
+ "\n",
+ "# Nominal/Verb Ratios\n",
+ "ratios = compute_nv_ratios(triple_strings_concat)\n",
+ "html_lines.append('<h2>Nominal/Verb Ratios</h2>')\n",
+ "html_lines.append(f'<p>Nominal/Verb Ratio: {ratios[\"nominal_verb_ratio\"]:.2f}</p>')\n",
+ "html_lines.append(f'<p>Verb/Nominal Ratio: {ratios[\"verb_nominal_ratio\"]:.2f}</p>')\n",
+ "html_lines.append(f'<p>Adverb/Verb Ratio: {ratios[\"adv_verb_ratio\"]:.2f}</p>')\n",
+ "html_lines.append(f'<p>Adj+Noun/Verb Ratio: {ratios[\"adj_noun_verb_ratio\"]:.2f}</p>')\n",
+ "\n",
+ "# French Readability (assuming it returns a string or dict)\n",
+ "readability = compute_french_readability(file_text)\n",
+ "html_lines.append('<h2>French Readability</h2>')\n",
+ "html_lines.append(f'<p>{readability}</p>')\n",
+ "\n",
+ "# Average Lengths\n",
+ "avg_lengths = compute_avg_lengths(triple_strings_concat)\n",
+ "html_lines.append('<h2>Average Lengths</h2>')\n",
+ "html_lines.append(f'<p>{avg_lengths}</p>')\n",
+ "\n",
+ "# POS Frequencies\n",
+ "freqs = compute_pos_frequency(triple_strings_concat)\n",
+ "html_lines.append('<h2>POS Frequencies</h2>')\n",
+ "html_lines.append(f'<p>Verb: {freqs[\"verb_freq\"]:.2f}</p>')\n",
+ "html_lines.append(f'<p>Noun: {freqs[\"noun_freq\"]:.2f}</p>')\n",
+ "html_lines.append(f'<p>Adjective: {freqs[\"adj_freq\"]:.2f}</p>')\n",
+ "html_lines.append(f'<p>Adverb: {freqs[\"adv_freq\"]:.2f}</p>')\n",
+ "\n",
+ "# MSTTR\n",
+ "html_lines.append('<h2>MSTTR</h2>')\n",
+ "html_lines.append(f'<p>{msttr(file_text, 100)}</p>')\n",
+ "\n",
+ "# BZIP Compression\n",
+ "html_lines.append('<h2>BZIP Compression Ratio</h2>')\n",
+ "html_lines.append(f'<p>{bzip_compression_ratio(file_text)}</p>')\n",
+ "\n",
+ "# Entropies\n",
+ "html_lines.append('<h2>Word Entropy</h2>')\n",
+ "html_lines.append(f'<p>{word_entropy(file_text)}</p>')\n",
+ "html_lines.append('<h2>Bigram Entropy</h2>')\n",
+ "html_lines.append(f'<p>{bigram_entropy(file_text)}</p>')\n",
+ "\n",
+ "# Constituency Parsing Visualization Errors\n",
+ "excepts = []\n",
+ "for triple_str in triple_strings:\n",
+ " try:\n",
+ " visualize_const_prediction(triple_str) # renders in notebook or browser\n",
+ " except:\n",
+ " excepts.append(triple_str)\n",
+ "\n",
+ "html_lines.append('<h2>Sentences Without a Tree</h2>')\n",
+ "html_lines.append(f'<p>Number of exceptions: {len(excepts)}</p>')\n",
+ "\n",
+ "if excepts:\n",
+ " html_lines.append('<ul>')\n",
+ " for exc in excepts:\n",
+ " safe_exc = html.escape(exc) # escape HTML characters\n",
+ " formatted_exc = safe_exc.replace('\\n', '<br>') # preserve line breaks\n",
+ " html_lines.append(f'<li><pre>{formatted_exc}</pre></li>') # use <pre> to keep alignment\n",
+ " html_lines.append('</ul>')\n",
+ "# Finish the HTML document\n",
+ "html_lines.append('</body></html>')\n",
+ "\n",
+ "# Write to HTML file\n",
+ "output_path = Path(\"analysis_report.html\")\n",
+ "output_path.write_text('\\n'.join(html_lines), encoding=\"utf-8\")\n",
+ "\n",
+ "print(f\"✅ All results written to {output_path.resolve()}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9602a42e-b178-49e9-8603-1b5bc16efb99",
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {
diff --git a/tania_scripts/analysis_report.html b/tania_scripts/analysis_report.html
new file mode 100644
index 0000000..37e066a
--- /dev/null
+++ b/tania_scripts/analysis_report.html
@@ -0,0 +1,41 @@
+<html>
+<head><meta charset="UTF-8"><title>Analysis Report</title><style>body {text-decoration: none;}del, s {text-decoration: none !important;}</style></head>
+<body>
+<h2>TRIPLE STRINGS</h2>
+<h2>FILE TEXT</h2>
+<p>-- Le parlement ... </s> <s> -- Vous , dit Athos , je ne me reconnais pas . </s> <s> -- M. d' Artagnan . </s> <s> Acté ? </s> <s> -- Oui , répondit le mousquetaire . </s> <s> -- Alors , dit le roi , il faut que vous ne le rendiez pas . </s> <s> -- Non , il est vrai , je le suis , mais il m' a semblé ... </s> <s> -- </s> <s> Il a répondu : voilà tout . </s> <s> Je ne puis dire , car il est bien facile à comprendre . </s> <s> -- Mais le moins ne rendra -t -il donc ? </s> <s> -- Non . </s> <s> -- </s> <s> J' ai vu Athos . </s> <s> -- Sans doute , mais il est vrai . </s> <s> -- Eh bien ! pardieu ! </s> <s> je ne veux pas qu' il soit avec lui . </s> <s> -- le roi? pas Aramis ? </s> <s> -- Oui . </s> <s> -- Oui , il est évêque , dit Athos , à tous ses membres nous autres amis , et nous aurons l' honneur de nous défendre . </s> <s> -- Que diable ne le voulez -vous pas ? </s> <s> -- Aramis , qu' il vous a dit . </s> <s> -- Mais , dit d' Artagnan , je ne l' ai point aperçu , je ne le sais . </s> <s> -- Mordaunt , qu' il faut le repos , il nous rejoindrait sur le même champ de bataille . </s> <s> -- Est -ce lui ? demanda Aramis . </s> <s> Porthos . </s> <s> -- Mordaunt , dit Athos , il est un homme le premier , un homme qui s' est passé . </s> <s> -- il est toujours le moins de le monde , mais il ne nous aurait -il pas de le monde ? </s> <s> -- nous l' avons dit , nous l' avons dit , nous l' avons dit , les avons vu . </s> <s> -- Aramis ! </s> <s> Je m' en doutais . </s> <s> -- Aramis , je le sais , mais il venait me donner de l' hospitalité . </s> <s> -- Oui , je l' ignore ; il s' agit d' être élevé , moi . </s> <s> Athos et Porthos se regardaient avec politesse avec étonnement . </s> <s> Porthos , qui n' avait pas d' esprit , et l' avait vu le roi , il était comme ami de son beau-frère . </s> <s> Athos était debout , comme le regardait de le côté de lui . </s> <s> Aramis était à son poste , il était tombé de ses bras . </s> <s> Athos l' attendait avec une inquiétude singulière ; il était debout plutôt silencieusement que le poignard sur le front . </s> </p>
+<h2>Type/Token Ratio</h2><p>0.341</p>
+<h2>POS-based TTR</h2>
+<p>Verb TTR: 0.569</p>
+<p>Noun TTR: 0.685</p>
+<h2>Nominal/Verb Ratios</h2>
+<p>Nominal/Verb Ratio: 0.83</p>
+<p>Verb/Nominal Ratio: 1.20</p>
+<p>Adverb/Verb Ratio: 0.48</p>
+<p>Adj+Noun/Verb Ratio: 1.09</p>
+<h2>French Readability</h2>
+<p>{'Flesch-Douma': 96.29, 'LIX': 18.22, 'Kandel-Moles': 160.81}</p>
+<h2>Average Lengths</h2>
+<p>{'Average Word Length': 3.9, 'Average Sentence Length': 7.97}</p>
+<h2>POS Frequencies</h2>
+<p>Verb: 0.21</p>
+<p>Noun: 0.18</p>
+<p>Adjective: 0.06</p>
+<p>Adverb: 0.10</p>
+<h2>MSTTR</h2>
+<p>0.49333333333333335</p>
+<h2>BZIP Compression Ratio</h2>
+<p>0.3972537878787879</p>
+<h2>Word Entropy</h2>
+<p>5.805932409917397</p>
+<h2>Bigram Entropy</h2>
+<p>7.648919538732969</p>
+<h2>Sentences Without a Tree</h2>
+<p>Number of exceptions: 4</p>
+<ul>
+<li><pre><s> <s> <s> 5<br>-- ponct <nul>@@<nul> 5<br>Mais cc COORD@@<nul> 5<br>le det NP@@<nul> 6<br>moins adv <nul>@@<nul> 7<br>ne adv VN@@<nul> 7<br>rendra v <nul>@@<nul> 8<br>-t vinf VN@@VPpart 8<br>-il cls-suj P+@@VPinf-OBJ 9<br>donc adv <nul>@@<nul> 10<br>? ponct <nul>@@<nul> 10<br></s> </s> </s> 10<br></pre></li>
+<li><pre><s> <s> <s> 10<br>-- ponct <nul>@@<nul> 5<br>Non adv AP@@<nul> 5<br>. ponct <nul>@@<nul> 0<br></s> </s> </s> 0<br></pre></li>
+<li><pre><s> <s> <s> 2<br>-- ponct <nul>@@<nul> 2<br>Mordaunt npp <nul>@@<nul> 2<br>, ponct <nul>@@<nul> 2<br>qu' cs Ssub-OBJ@@<nul> 2<br>il cls-suj VN@@<nul> 3<br>faut v <nul>@@<nul> 4<br>le det NP-OBJ@@Sint 4<br>repos nc <nul>@@<nul> 5<br>, ponct <nul>@@<nul> 2<br>il cls-suj VN@@<nul> 2<br>nous clo-a_obj <nul>@@<nul> 3<br>rejoindrait v <nul>@@<nul> 3<br>sur p PP-P_OBJ@@Sint 3<br>le det NP@@<nul> 4<br>même adj <nul>@@<nul> 5<br>champ nc <nul>@@<nul> 5<br>de p PP@@<nul> 5<br>bataille nc NP@@<nul> 6<br>. ponct <nul>@@<nul> 2<br></s> </s> </s> 2<br></pre></li>
+<li><pre><s> <s> <s> 6<br>-- ponct <nul>@@<nul> 5<br>il cls-suj VN@@<nul> 5<br>est v <nul>@@<nul> 6<br>toujours adv <nul>@@VPpart 6<br>le det NP-OBJ@@<nul> 6<br>moins adv <nul>@@<nul> 7<br>de p PP@@<nul> 7<br>le det NP@@<nul> 8<br>monde nc <nul>@@<nul> 9<br>, ponct <nul>@@<nul> 5<br>mais cc COORD@@<nul> 5<br>il cls-suj VN@@<nul> 6<br>ne adv <nul>@@<nul> 7<br>nous clo-a_obj <nul>@@<nul> 7<br>aurait v <nul>@@<nul> 7<br>-il pro <nul>@@<nul> 7<br>pas adv <nul>@@<nul> 7<br>de p PP@@<nul> 4<br>le det NP@@<nul> 5<br>monde nc <nul>@@<nul> 6<br>? ponct <nul>@@<nul> 0<br></s> </s> </s> 0<br></pre></li>
+</ul>
+</body></html>
\ No newline at end of file
diff --git a/tania_scripts/evals_sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9.pt_500.html b/tania_scripts/evals_sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9.pt_500.html
new file mode 100644
index 0000000..c3b3378
--- /dev/null
+++ b/tania_scripts/evals_sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9.pt_500.html
@@ -0,0 +1,2197 @@
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
+ <svg baseProfile="full" height="264px" preserveAspectRatio="xMidYMid meet" style="font-family: times, serif; font-weight: normal; font-style: normal; font-size: 16px; background-color: white;" version="1.1" viewBox="0,0,264.0,264.0" width="264px" xmlns="http://www.w3.org/2000/svg" xmlns:ev="http://www.w3.org/2001/xml-events" xmlns:xlink="http://www.w3.org/1999/xlink"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">TEXT</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">SENT</text></svg><svg width="60.6061%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ponct</text></svg><svg width="20%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">--</text></svg></svg><line stroke="black" x1="50%" x2="10%" y1="20px" y2="48px" /><svg width="80%" x="20%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">NP</text></svg><svg width="31.25%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">det</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">Le</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="15.625%" y1="20px" y2="48px" /><svg width="68.75%" x="31.25%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">nc</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">parlement</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="65.625%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="60%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="30.303%" y1="20px" y2="48px" /><svg width="21.2121%" x="60.6061%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ponct</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">...</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="71.2121%" y1="20px" y2="48px" /><svg width="18.1818%" x="81.8182%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="90.9091%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg>
+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
+ <svg baseProfile="full" height="264px" preserveAspectRatio="xMidYMid meet" style="font-family: times, serif; font-weight: normal; font-style: normal; font-size: 16px; background-color: white;" version="1.1" viewBox="0,0,736.0,264.0" width="736px" xmlns="http://www.w3.org/2000/svg" xmlns:ev="http://www.w3.org/2001/xml-events" xmlns:xlink="http://www.w3.org/1999/xlink"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">TEXT</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"><s></text></svg><svg width="5.43478%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"><s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"><s></text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line 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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
+ <svg baseProfile="full" height="312px" preserveAspectRatio="xMidYMid meet" style="font-family: times, serif; font-weight: normal; font-style: normal; font-size: 16px; background-color: white;" version="1.1" viewBox="0,0,352.0,312.0" width="352px" xmlns="http://www.w3.org/2000/svg" xmlns:ev="http://www.w3.org/2001/xml-events" xmlns:xlink="http://www.w3.org/1999/xlink"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">TEXT</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"><s></text></svg><svg width="70.4545%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"><s></text></svg><svg width="16.129%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"><s></text></svg></svg><line stroke="black" x1="50%" x2="8.06452%" y1="20px" y2="48px" /><svg width="22.5806%" x="16.129%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ponct</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">--</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="27.4194%" y1="20px" y2="48px" /><svg width="61.2903%" x="38.7097%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">NP-SUJ</text></svg><svg width="26.3158%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">npp</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">M.</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="13.1579%" y1="20px" y2="48px" /><svg width="73.6842%" x="26.3158%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">NPP+</text></svg><svg width="28.5714%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">p</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">d'</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="14.2857%" y1="20px" y2="48px" /><svg width="71.4286%" x="28.5714%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">npp</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">Artagnan</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="64.2857%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="63.1579%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="69.3548%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="35.2273%" y1="20px" y2="48px" /><svg width="15.9091%" x="70.4545%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ponct</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">.</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="78.4091%" y1="20px" y2="48px" /><svg width="13.6364%" x="86.3636%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="93.1818%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg>
+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
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+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
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+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
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+ </html>
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+ <html>
+ <head>
+ <title>Tree Visualization</title>
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+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <title>Tree Visualization</title>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
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+ </html>
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+ <html>
+ <head>
+ <title>Tree Visualization</title>
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+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <title>Tree Visualization</title>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ </body>
+ </html>
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+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <title>Tree Visualization</title>
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+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <title>Tree Visualization</title>
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+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <html>
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+ <html>
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+ </head>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <br/>
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+ <br/>
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+
+ <html>
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+ <title>Tree Visualization</title>
+ </head>
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+ <br/>
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+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
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+ <html>
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+ <html>
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+ <br/>
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+ <html>
+ <head>
+ <title>Tree Visualization</title>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ </html>
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+ <html>
+ <head>
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+ </head>
+ <body>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ </html>
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+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
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+ </html>
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+ <html>
+ <head>
+ <title>Tree Visualization</title>
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+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <title>Tree Visualization</title>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ </body>
+ </html>
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+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <title>Tree Visualization</title>
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+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <html>
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+ <title>Tree Visualization</title>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ </html>
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+ <html>
+ <head>
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+ </head>
+ <body>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ </html>
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+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <html>
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+ <html>
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+ <title>Tree Visualization</title>
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+ <html>
+ <head>
+ <title>Tree Visualization</title>
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+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
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+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
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+ <br/>
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+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <html>
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+ <title>Tree Visualization</title>
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+ <br/>
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+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ </body>
+ </html>
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+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
+ <html>
+ <head>
+ <title>Tree Visualization</title>
+ </head>
+ <body>
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width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">p</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">sur</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="14.7059%" y1="20px" y2="48px" /><svg width="70.5882%" x="29.4118%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">NP</text></svg><svg width="41.6667%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">det</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">le</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="20.8333%" y1="20px" y2="48px" /><svg width="58.3333%" x="41.6667%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">nc</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">front</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="70.8333%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="64.7059%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="52.2222%" y1="20px" y2="48px" /><svg width="15.5556%" x="71.1111%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">ponct</text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px">.</text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="78.8889%" y1="20px" y2="48px" /><svg width="13.3333%" x="86.6667%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg><svg width="100%" x="0%" y="48px"><defs /><svg width="100%" x="0" y="0px"><defs /><text text-anchor="middle" x="50%" y="16px"></s></text></svg></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="93.3333%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="55%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="74.7475%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="70.7101%" y1="20px" y2="48px" /></svg><line stroke="black" x1="50%" x2="50%" y1="20px" y2="48px" /></svg>
+ <br/>
+ <br/>
+ <br/>
+ </body>
+ </html>
+
\ No newline at end of file
diff --git a/tania_scripts/tania-some-other-metrics.ipynb b/tania_scripts/tania-some-other-metrics.ipynb
index 0197b08..57bd4c6 100644
--- a/tania_scripts/tania-some-other-metrics.ipynb
+++ b/tania_scripts/tania-some-other-metrics.ipynb
@@ -58,7 +58,7 @@
"source": [
"import string\n",
"\n",
- "def compute_ttr_cleaned(text):\n",
+ "def compute_ttr_cleaned(column_text):\n",
" \"\"\"\n",
" Compute the type/token ratio (TTR) from column-formatted text.\n",
" - Only the first column is used (tokens).\n",
@@ -73,7 +73,7 @@
" \"\"\"\n",
" tokens = []\n",
"\n",
- " for line in text.strip().splitlines():\n",
+ " for line in column_text.strip().splitlines():\n",
" if line.strip(): # skip empty lines\n",
" token = line.split('\\t')[0].lower()\n",
" if token not in string.punctuation:\n",
@@ -112,7 +112,7 @@
"metadata": {},
"outputs": [],
"source": [
- "def compute_ttr_by_pos(text):\n",
+ "def compute_ttr_by_pos(column_text):\n",
" \"\"\"\n",
" Compute type/token ratios for verbs and nouns in column-formatted text.\n",
" - Columns: token \\t pos \\t ...\n",
@@ -133,7 +133,7 @@
" noun_tokens = []\n",
"\n",
"\n",
- " for line in text.strip().splitlines():\n",
+ " for line in column_text.strip().splitlines():\n",
" if line.strip():\n",
" parts = line.split('\\t')\n",
" if len(parts) >= 2:\n",
@@ -189,7 +189,7 @@
"metadata": {},
"outputs": [],
"source": [
- "def compute_nv_ratios(text):\n",
+ "def compute_nv_ratios(column_text):\n",
" \"\"\"\n",
" Compute nominal/verb and verb/nominal ratios from column-formatted text.\n",
" - Uses the second column (POS).\n",
@@ -209,7 +209,7 @@
" adj_count = 0\n",
" adv_count = 0\n",
"\n",
- " for line in text.strip().splitlines():\n",
+ " for line in column_text.strip().splitlines():\n",
" if line.strip():\n",
" parts = line.split('\\t')\n",
" if len(parts) >= 2:\n",
@@ -427,11 +427,11 @@
"outputs": [],
"source": [
"# Define the function to compute average word length and sentence length\n",
- "def compute_avg_lengths(sample_text):\n",
+ "def compute_avg_lengths(column_text):\n",
" sentences = []\n",
" current_sentence = []\n",
" \n",
- " for line in sample_text.strip().split('\\n'):\n",
+ " for line in column_text.strip().split('\\n'):\n",
" cols = line.strip().split('\\t')\n",
" if not cols or len(cols) < 1:\n",
" continue\n",
@@ -898,49 +898,36 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 61,
"id": "8d4ecba9-89b8-4000-a061-aa16aa68a404",
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:295: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_fwd(cast_inputs=torch.float)\n",
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:303: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_bwd\n",
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:315: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_fwd(cast_inputs=torch.float)\n",
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:322: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_bwd\n",
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:335: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_fwd(cast_inputs=torch.float)\n",
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:342: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_bwd\n",
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:352: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_fwd(cast_inputs=torch.float)\n",
- "/home/tatiana.bladier/compo-text-eval/tania_scripts/supar/structs/fn.py:365: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead.\n",
- " @torch.cuda.amp.custom_bwd\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"from transform import *\n",
"\n",
- "def visualize_const_prediction(example_sent):\n",
- " parsed, tokenlist = parse_sentence_block(example_sent)\n",
+ "def visualize_const_prediction(column_text):\n",
+ " parsed, tokenlist = parse_sentence_block(column_text)\n",
" tree = AttachJuxtaposeTree.totree(tokenlist, 'SENT')\n",
- " AttachJuxtaposeTree.action2tree(tree, parsed).pretty_print()\n",
+ " #AttachJuxtaposeTree.action2tree(tree, parsed).pretty_print()\n",
" nltk_tree = AttachJuxtaposeTree.action2tree(tree, parsed)\n",
- " print(\"NLTK TREE\", nltk_tree)\n",
+ " # Convert the tree to SVG format\n",
+ " svg_tree = nltk_tree._repr_svg_()\n",
+ "\n",
+ " # Check if the svg already has a style attribute and modify it, or add the background-color if not\n",
+ " if 'style=\"' in svg_tree:\n",
+ " # If there's already a style attribute, add background-color white to it\n",
+ " svg_tree_with_bg = re.sub(r'(<svg[^>]*style=\"[^\"]*)\"', r'\\1; background-color: white;\"', svg_tree)\n",
+ " else:\n",
+ " # If there's no style attribute, add a new style with background-color white\n",
+ " svg_tree_with_bg = svg_tree.replace('<svg', '<svg style=\"background-color: white;\"')\n",
" depth = nltk_tree.height() - 1 # NLTK includes the leaf level as height 1, so subtract 1 for tree depth \n",
- " print(\"Tree depth:\", depth)"
+ " print(\"Tree depth:\", depth)\n",
+ " display(SVG(svg_tree_with_bg))"
]
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 62,
"id": "bfd3abf3-b83a-4817-85ad-654daf72be88",
"metadata": {},
"outputs": [
@@ -948,37 +935,20 @@
"name": "stdout",
"output_type": "stream",
"text": [
- " SENT \n",
- " | \n",
- " <s> \n",
- " | \n",
- " <s> \n",
- " ______________|__________ \n",
- " | | | AP \n",
- " | | | __________|________ \n",
- " | | | | VPinf-OBJ \n",
- " | | | | ______________|_______ \n",
- " | | | | | VN \n",
- " | | | | | ________________|____ \n",
- " | | | | VN | | </s>\n",
- " | | | | | | | | \n",
- " | ponct npp adv v cls-suj ponct </s>\n",
- " | | | | | | | | \n",
- "<s> -- Eh bien? fit -il . </s>\n",
- "\n",
- "NLTK TREE (SENT\n",
- " (<s>\n",
- " (<s>\n",
- " <s>\n",
- " (ponct --)\n",
- " (npp Eh)\n",
- " (AP\n",
- " (adv bien?)\n",
- " (VPinf-OBJ\n",
- " (VN (v fit))\n",
- " (VN (cls-suj -il) (ponct .) (</s> (</s> </s>))))))))\n",
"Tree depth: 8\n"
]
+ },
+ {
+ "data": {
+ "image/svg+xml": [
+ "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:ev=\"http://www.w3.org/2001/xml-events\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" baseProfile=\"full\" height=\"408px\" preserveAspectRatio=\"xMidYMid meet\" style=\"font-family: times, serif; font-weight: normal; font-style: normal; font-size: 16px; background-color: white;\" version=\"1.1\" viewBox=\"0,0,408.0,408.0\" width=\"408px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">SENT</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\"><s></text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\"><s></text></svg><svg width=\"9.80392%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\"><s></text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"4.90196%\" y1=\"20px\" y2=\"48px\"/><svg width=\"13.7255%\" x=\"9.80392%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">ponct</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">--</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"16.6667%\" y1=\"20px\" y2=\"48px\"/><svg width=\"9.80392%\" x=\"23.5294%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">npp</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">Eh</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"28.4314%\" y1=\"20px\" y2=\"48px\"/><svg width=\"66.6667%\" x=\"33.3333%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">AP</text></svg><svg width=\"20.5882%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">adv</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">bien?</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"10.2941%\" y1=\"20px\" y2=\"48px\"/><svg width=\"79.4118%\" x=\"20.5882%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">VPinf-OBJ</text></svg><svg width=\"18.5185%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" 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y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">-il</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"20.4545%\" y1=\"20px\" y2=\"48px\"/><svg width=\"31.8182%\" x=\"40.9091%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">ponct</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">.</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"56.8182%\" y1=\"20px\" y2=\"48px\"/><svg width=\"27.2727%\" x=\"72.7273%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\"></s></text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\"></s></text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs/><svg width=\"100%\" x=\"0\" y=\"0px\"><defs/><text text-anchor=\"middle\" x=\"50%\" y=\"16px\"></s></text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"86.3636%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"59.2593%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"60.2941%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"66.6667%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"20px\" y2=\"48px\"/></svg>"
+ ],
+ "text/plain": [
+ "<IPython.core.display.SVG object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
}
],
"source": [
@@ -987,7 +957,7 @@
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": 63,
"id": "bc51ab44-6885-45cc-bad2-6a43a7791fdb",
"metadata": {},
"outputs": [],
@@ -1015,7 +985,7 @@
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": 64,
"id": "673d6a76-42a0-4dcd-9c54-ae18710a032a",
"metadata": {},
"outputs": [
@@ -1023,250 +993,199 @@
"name": "stdout",
"output_type": "stream",
"text": [
- " SENT \n",
- " | \n",
- " SENT \n",
- " ___________|____________ \n",
- " ponct | | \n",
- " ____|____ | | \n",
- " | NP | </s>\n",
- " | ____|______ | | \n",
- " | det nc ponct </s>\n",
- " | | | | | \n",
- " -- Le parlement ... </s>\n",
- "\n",
- "NLTK TREE (SENT\n",
- " (SENT\n",
- " (ponct -- (NP (det Le) (nc parlement)))\n",
- " (ponct ...)\n",
- " (</s> (</s> </s>))))\n",
- "Tree depth: 5\n",
- " SENT \n",
- " | \n",
- " <s> \n",
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+ "<IPython.core.display.SVG object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Tree depth: 8\n"
+ ]
+ },
+ {
+ "data": {
+ "image/svg+xml": [
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+ ],
+ "text/plain": [
+ "<IPython.core.display.SVG object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
"-- Le parlement ... </s> <s> -- Vous , dit Athos , je ne me reconnais pas . </s> <s> -- M. d' Artagnan . </s> <s> Acté ? </s> <s> -- Oui , répondit le mousquetaire . </s> <s> -- Alors , dit le roi , il faut que vous ne le rendiez pas . </s> <s> -- Non , il est vrai , je le suis , mais il m' a semblé ... </s> <s> -- </s> <s> Il a répondu : voilà tout . </s> <s> Je ne puis dire , car il est bien facile à comprendre . </s> \n",
- "0\n"
+ "Number of sentences without a tree: 0\n"
]
}
],
@@ -1274,6 +1193,7 @@
"file_conll = \"sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9.pt_500\"\n",
"\n",
"sents = readFile(file_conll)\n",
+ "print(sents)\n",
"exepts = []\n",
"file_text = ''\n",
"for sent in sents[:10]:\n",
@@ -1294,16 +1214,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 65,
"id": "729d7671-02be-443b-94ee-ddc79284aac4",
"metadata": {},
"outputs": [],
"source": [
"def prepare_file_to_evaluate(file_conll):\n",
" sents = readFile(file_conll)\n",
+ " print(\"NUMBER OF SENTS: \", len(sents))\n",
" file_text = ''\n",
" triple_strings = []\n",
- " for sent in sents[:10]:\n",
+ " for sent in sents:\n",
" sent_lst = ['\\t'.join(word)+'\\n' for word in sent]\n",
" triple_str = ''.join(sent_lst)\n",
" sent_text = ' '.join([word[0] for word in sent]) + ' '\n",
@@ -1315,26 +1236,2062 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "id": "cefe6712-ab53-4589-9fb8-8d4c3fb00378",
+ "execution_count": 66,
+ "id": "f9ce0388-3621-4cfe-ac6e-323a307fc4d6",
"metadata": {},
"outputs": [],
"source": [
- "file_text, triple_strings = prepare_file_to_evaluate(file_conll)\n",
+ "from nltk import Tree\n",
+ "from IPython.display import SVG, display\n",
+ "import re\n",
"\n",
- "exepts = [] \n",
+ "def visualize_const_prediction_and_save(example_sent, filepath):\n",
+ " parsed, tokenlist = parse_sentence_block(example_sent)\n",
+ " tree = AttachJuxtaposeTree.totree(tokenlist, 'TEXT')\n",
+ " nltk_tree = AttachJuxtaposeTree.action2tree(tree, parsed)\n",
+ " #print(\"NLTK TREE\", nltk_tree)\n",
+ "\n",
+ " # Write to file in one line\n",
+ " #with open(\"tree.txt\", \"w\", encoding=\"utf-8\") as f:\n",
+ " # f.write(tree.pformat(margin=1000000)) # prevent line breaks\n",
+ "\n",
+ " # Convert the tree to SVG format\n",
+ " svg_tree = nltk_tree._repr_svg_()\n",
+ "\n",
+ " # Check if the svg already has a style attribute and modify it, or add the background-color if not\n",
+ " if 'style=\"' in svg_tree:\n",
+ " # If there's already a style attribute, add background-color white to it\n",
+ " svg_tree_with_bg = re.sub(r'(<svg[^>]*style=\"[^\"]*)\"', r'\\1; background-color: white;\"', svg_tree)\n",
+ " else:\n",
+ " # If there's no style attribute, add a new style with background-color white\n",
+ " svg_tree_with_bg = svg_tree.replace('<svg', '<svg style=\"background-color: white;\"')\n",
+ "\n",
+ " # Create the HTML content with the SVG\n",
+ " html_content = f\"\"\"\n",
+ " <html>\n",
+ " <head>\n",
+ " <title>Tree Visualization</title>\n",
+ " </head>\n",
+ " <body>\n",
+ " {svg_tree_with_bg}\n",
+ " <br/>\n",
+ " <br/>\n",
+ " <br/>\n",
+ " </body>\n",
+ " </html>\n",
+ " \"\"\"\n",
"\n",
- "for triple_str in triple_strings:\n",
- " try:\n",
- " visualize_const_prediction(triple_str)\n",
- " except:\n",
- " exepts.append(triple_str)\n",
- "print(\"Number of sentences without a tree: \", len(exepts))\n",
- " \n",
- "for exept in exepts:\n",
- " print(exept)\n",
- " \n"
+ " # Save the HTML content to a file\n",
+ " with open(filepath, 'a') as f:\n",
+ " f.write(html_content)\n",
+ "\n",
+ " # Optionally display it in the notebook\n",
+ " display(SVG(svg_tree_with_bg))"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
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+ ],
+ "text/plain": [
+ "<IPython.core.display.SVG object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "ename": "NameError",
+ "evalue": "name 'filepath' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
+ "\u001b[31mNameError\u001b[39m Traceback (most recent call last)",
+ "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[67]\u001b[39m\u001b[32m, line 28\u001b[39m\n\u001b[32m 10\u001b[39m exepts.append(triple_str)\n\u001b[32m 13\u001b[39m eval_html_content = \u001b[33mf\u001b[39m\u001b[33m\"\"\"\u001b[39m\n\u001b[32m 14\u001b[39m \u001b[33m <html>\u001b[39m\n\u001b[32m 15\u001b[39m \u001b[33m <head>\u001b[39m\n\u001b[32m (...)\u001b[39m\u001b[32m 25\u001b[39m \u001b[33m </html>\u001b[39m\n\u001b[32m 26\u001b[39m \u001b[33m \u001b[39m\u001b[33m\"\"\"\u001b[39m \n\u001b[32m---> \u001b[39m\u001b[32m28\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(\u001b[43mfilepath\u001b[49m, \u001b[33m'\u001b[39m\u001b[33ma\u001b[39m\u001b[33m'\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[32m 29\u001b[39m f.write(eval_html_content)\n",
+ "\u001b[31mNameError\u001b[39m: name 'filepath' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "file_text, triple_strings = prepare_file_to_evaluate(file_conll)\n",
+ "\n",
+ "exepts = [] \n",
+ "\n",
+ "for triple_str in triple_strings:\n",
+ " try:\n",
+ " visualize_const_prediction(triple_str)\n",
+ " visualize_const_prediction_and_save(triple_str,'evals_'+ file_conll + '.html')\n",
+ " except:\n",
+ " exepts.append(triple_str)\n",
+ "\n",
+ "\n",
+ "eval_html_content = f\"\"\"\n",
+ " <html>\n",
+ " <head>\n",
+ " <title>Evals</title>\n",
+ " </head>\n",
+ " <body>\n",
+ " Number of sentences without a tree: {len(exepts)}\n",
+ " <br/>\n",
+ " <br/>\n",
+ " <br/>\n",
+ " Exeptions: {exepts}\n",
+ " </body>\n",
+ " </html>\n",
+ " \"\"\" \n",
+ "\n",
+ "with open(filepath, 'a') as f:\n",
+ " f.write(eval_html_content)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f917f981-213b-495b-8a96-3b1b74582e13",
+ "metadata": {},
+ "source": [
+ "## Apply all metrics to text files"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "id": "adc5bba6-3cef-4024-b25c-b8e9fea868ec",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ " \n",
+ "triple_strings_concat = ''.join(triple_strings)\n",
+ "#print(\"TRIPLE STRINGS: \", triple_strings_concat)\n",
+ "print(\"FILE TEXT: \", file_text)\n",
+ "ttr = compute_ttr_cleaned(triple_strings_concat)\n",
+ "print(f\"Type/Token Ratio: {ttr:.3f}\")\n",
+ "\n",
+ "result = compute_ttr_by_pos(triple_strings_concat)\n",
+ "print(f\"Verb TTR: {result['verb_ttr']:.3f}\")\n",
+ "print(f\"Noun TTR: {result['noun_ttr']:.3f}\")\n",
+ "\n",
+ "ratios = compute_nv_ratios(triple_strings_concat)\n",
+ "print(f\"Nominal/Verb Ratio: {ratios['nominal_verb_ratio']:.2f}\")\n",
+ "print(f\"Verb/Nominal Ratio: {ratios['verb_nominal_ratio']:.2f}\")\n",
+ "print(f\"Adverb/Verb Ratio: {ratios['adv_verb_ratio']:.2f}\")\n",
+ "print(f\"Adj+Noun/Verb Ratio: {ratios['adj_noun_verb_ratio']:.2f}\")\n",
+ "\n",
+ "compute_french_readability(file_text)\n",
+ "\n",
+ "compute_avg_lengths(triple_strings_concat)\n",
+ "\n",
+ "\n",
+ "freqs = compute_pos_frequency(triple_strings_concat)\n",
+ "\n",
+ "print(f\"Verb Frequency: {freqs['verb_freq']:.2f}\")\n",
+ "print(f\"Noun Frequency: {freqs['noun_freq']:.2f}\")\n",
+ "print(f\"Adj Frequency: {freqs['adv_freq']:.2f}\")\n",
+ "print(f\"Adv Frequency: {freqs['adj_freq']:.2f}\")\n",
+ "\n",
+ "print(\"MSTTR: \", msttr(file_text, 100))\n",
+ "\n",
+ "print(\"BZIP: \", bzip_compression_ratio(file_text))\n",
+ "\n",
+ "print(\"WORD ENTROPY: \", word_entropy(file_text))\n",
+ "\n",
+ "print(\"BIGRAM ENTROPY: \", bigram_entropy(file_text))\n",
+ "\n",
+ "excepts = [] \n",
+ "\n",
+ "for triple_str in triple_strings:\n",
+ " try:\n",
+ " visualize_const_prediction(triple_str)\n",
+ " #visualize_const_prediction_and_save(triple_str,'evals_'+ file_conll + '.html')\n",
+ " except:\n",
+ " excepts.append(triple_str)\n",
+ "\n",
+ "print(\"Number of sentences without a tree: \", len(excepts))\n",
+ "\n",
+ "print(\"Exceptions: \")\n",
+ "for exc in excepts:\n",
+ " print(exc)\n",
+ " \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "id": "7ce36a9e-fe62-4de1-a0b6-92cfda9d6cc3",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Tree depth: 5\n"
+ ]
+ },
+ {
+ "data": {
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+ ],
+ "text/plain": [
+ "<IPython.core.display.SVG object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Tree depth: 5\n"
+ ]
+ },
+ {
+ "data": {
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+ ],
+ "text/plain": [
+ "<IPython.core.display.SVG object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "<s>\t<s>\t<s>\t5\n",
+ "--\tponct\t<nul>@@<nul>\t5\n",
+ "Mais\tcc\tCOORD@@<nul>\t5\n",
+ "le\tdet\tNP@@<nul>\t6\n",
+ "moins\tadv\t<nul>@@<nul>\t7\n",
+ "ne\tadv\tVN@@<nul>\t7\n",
+ "rendra\tv\t<nul>@@<nul>\t8\n",
+ "-t\tvinf\tVN@@VPpart\t8\n",
+ "-il\tcls-suj\tP+@@VPinf-OBJ\t9\n",
+ "donc\tadv\t<nul>@@<nul>\t10\n",
+ "?\tponct\t<nul>@@<nul>\t10\n",
+ "</s>\t</s>\t</s>\t10\n",
+ "\n",
+ "<s>\t<s>\t<s>\t10\n",
+ "--\tponct\t<nul>@@<nul>\t5\n",
+ "Non\tadv\tAP@@<nul>\t5\n",
+ ".\tponct\t<nul>@@<nul>\t0\n",
+ "</s>\t</s>\t</s>\t0\n",
+ "\n",
+ "<s>\t<s>\t<s>\t2\n",
+ "--\tponct\t<nul>@@<nul>\t2\n",
+ "Mordaunt\tnpp\t<nul>@@<nul>\t2\n",
+ ",\tponct\t<nul>@@<nul>\t2\n",
+ "qu'\tcs\tSsub-OBJ@@<nul>\t2\n",
+ "il\tcls-suj\tVN@@<nul>\t3\n",
+ "faut\tv\t<nul>@@<nul>\t4\n",
+ "le\tdet\tNP-OBJ@@Sint\t4\n",
+ "repos\tnc\t<nul>@@<nul>\t5\n",
+ ",\tponct\t<nul>@@<nul>\t2\n",
+ "il\tcls-suj\tVN@@<nul>\t2\n",
+ "nous\tclo-a_obj\t<nul>@@<nul>\t3\n",
+ "rejoindrait\tv\t<nul>@@<nul>\t3\n",
+ "sur\tp\tPP-P_OBJ@@Sint\t3\n",
+ "le\tdet\tNP@@<nul>\t4\n",
+ "même\tadj\t<nul>@@<nul>\t5\n",
+ "champ\tnc\t<nul>@@<nul>\t5\n",
+ "de\tp\tPP@@<nul>\t5\n",
+ "bataille\tnc\tNP@@<nul>\t6\n",
+ ".\tponct\t<nul>@@<nul>\t2\n",
+ "</s>\t</s>\t</s>\t2\n",
+ "\n",
+ "<s>\t<s>\t<s>\t6\n",
+ "--\tponct\t<nul>@@<nul>\t5\n",
+ "il\tcls-suj\tVN@@<nul>\t5\n",
+ "est\tv\t<nul>@@<nul>\t6\n",
+ "toujours\tadv\t<nul>@@VPpart\t6\n",
+ "le\tdet\tNP-OBJ@@<nul>\t6\n",
+ "moins\tadv\t<nul>@@<nul>\t7\n",
+ "de\tp\tPP@@<nul>\t7\n",
+ "le\tdet\tNP@@<nul>\t8\n",
+ "monde\tnc\t<nul>@@<nul>\t9\n",
+ ",\tponct\t<nul>@@<nul>\t5\n",
+ "mais\tcc\tCOORD@@<nul>\t5\n",
+ "il\tcls-suj\tVN@@<nul>\t6\n",
+ "ne\tadv\t<nul>@@<nul>\t7\n",
+ "nous\tclo-a_obj\t<nul>@@<nul>\t7\n",
+ "aurait\tv\t<nul>@@<nul>\t7\n",
+ "-il\tpro\t<nul>@@<nul>\t7\n",
+ "pas\tadv\t<nul>@@<nul>\t7\n",
+ "de\tp\tPP@@<nul>\t4\n",
+ "le\tdet\tNP@@<nul>\t5\n",
+ "monde\tnc\t<nul>@@<nul>\t6\n",
+ "?\tponct\t<nul>@@<nul>\t0\n",
+ "</s>\t</s>\t</s>\t0\n",
+ "\n",
+ "✅ All results written to /home/tatiana.bladier/compo-text-eval/tania_scripts/analysis_report.html\n"
+ ]
+ }
+ ],
+ "source": [
+ "from pathlib import Path\n",
+ "import html\n",
+ "\n",
+ "\n",
+ "# Create an empty list to hold all lines for HTML output\n",
+ "html_lines = ['<html>', '<head><meta charset=\"UTF-8\"><title>Analysis Report</title><style>body {text-decoration: none;}del, s {text-decoration: none !important;}</style></head>', '<body>']\n",
+ "\n",
+ "# Concatenate triple strings\n",
+ "triple_strings_concat = ''.join(triple_strings)\n",
+ "html_lines.append('<h2>TRIPLE STRINGS</h2>')\n",
+ "# Uncomment to include this text (may be very long)\n",
+ "# html_lines.append(f'<p>{triple_strings_concat}</p>')\n",
+ "\n",
+ "# Original file text\n",
+ "html_lines.append('<h2>FILE TEXT</h2>')\n",
+ "html_lines.append(f'<p>{file_text}</p>')\n",
+ "\n",
+ "# Type-Token Ratio\n",
+ "ttr = compute_ttr_cleaned(triple_strings_concat)\n",
+ "html_lines.append(f'<h2>Type/Token Ratio</h2><p>{ttr:.3f}</p>')\n",
+ "\n",
+ "# POS TTRs\n",
+ "result = compute_ttr_by_pos(triple_strings_concat)\n",
+ "html_lines.append('<h2>POS-based TTR</h2>')\n",
+ "html_lines.append(f'<p>Verb TTR: {result[\"verb_ttr\"]:.3f}</p>')\n",
+ "html_lines.append(f'<p>Noun TTR: {result[\"noun_ttr\"]:.3f}</p>')\n",
+ "\n",
+ "# Nominal/Verb Ratios\n",
+ "ratios = compute_nv_ratios(triple_strings_concat)\n",
+ "html_lines.append('<h2>Nominal/Verb Ratios</h2>')\n",
+ "html_lines.append(f'<p>Nominal/Verb Ratio: {ratios[\"nominal_verb_ratio\"]:.2f}</p>')\n",
+ "html_lines.append(f'<p>Verb/Nominal Ratio: {ratios[\"verb_nominal_ratio\"]:.2f}</p>')\n",
+ "html_lines.append(f'<p>Adverb/Verb Ratio: {ratios[\"adv_verb_ratio\"]:.2f}</p>')\n",
+ "html_lines.append(f'<p>Adj+Noun/Verb Ratio: {ratios[\"adj_noun_verb_ratio\"]:.2f}</p>')\n",
+ "\n",
+ "# French Readability (assuming it returns a string or dict)\n",
+ "readability = compute_french_readability(file_text)\n",
+ "html_lines.append('<h2>French Readability</h2>')\n",
+ "html_lines.append(f'<p>{readability}</p>')\n",
+ "\n",
+ "# Average Lengths\n",
+ "avg_lengths = compute_avg_lengths(triple_strings_concat)\n",
+ "html_lines.append('<h2>Average Lengths</h2>')\n",
+ "html_lines.append(f'<p>{avg_lengths}</p>')\n",
+ "\n",
+ "# POS Frequencies\n",
+ "freqs = compute_pos_frequency(triple_strings_concat)\n",
+ "html_lines.append('<h2>POS Frequencies</h2>')\n",
+ "html_lines.append(f'<p>Verb: {freqs[\"verb_freq\"]:.2f}</p>')\n",
+ "html_lines.append(f'<p>Noun: {freqs[\"noun_freq\"]:.2f}</p>')\n",
+ "html_lines.append(f'<p>Adjective: {freqs[\"adj_freq\"]:.2f}</p>')\n",
+ "html_lines.append(f'<p>Adverb: {freqs[\"adv_freq\"]:.2f}</p>')\n",
+ "\n",
+ "# MSTTR\n",
+ "html_lines.append('<h2>MSTTR</h2>')\n",
+ "html_lines.append(f'<p>{msttr(file_text, 100)}</p>')\n",
+ "\n",
+ "# BZIP Compression\n",
+ "html_lines.append('<h2>BZIP Compression Ratio</h2>')\n",
+ "html_lines.append(f'<p>{bzip_compression_ratio(file_text)}</p>')\n",
+ "\n",
+ "# Entropies\n",
+ "html_lines.append('<h2>Word Entropy</h2>')\n",
+ "html_lines.append(f'<p>{word_entropy(file_text)}</p>')\n",
+ "html_lines.append('<h2>Bigram Entropy</h2>')\n",
+ "html_lines.append(f'<p>{bigram_entropy(file_text)}</p>')\n",
+ "\n",
+ "# Constituency Parsing Visualization Errors\n",
+ "excepts = []\n",
+ "for triple_str in triple_strings:\n",
+ " try:\n",
+ " visualize_const_prediction(triple_str) # renders in notebook or browser\n",
+ " except:\n",
+ " excepts.append(triple_str)\n",
+ "\n",
+ "html_lines.append('<h2>Sentences Without a Tree</h2>')\n",
+ "html_lines.append(f'<p>Number of exceptions: {len(excepts)}</p>')\n",
+ "\n",
+ "if excepts:\n",
+ " html_lines.append('<ul>')\n",
+ " for exc in excepts:\n",
+ " safe_exc = html.escape(exc) # escape HTML characters\n",
+ " formatted_exc = safe_exc.replace('\\n', '<br>') # preserve line breaks\n",
+ " html_lines.append(f'<li><pre>{formatted_exc}</pre></li>') # use <pre> to keep alignment\n",
+ " html_lines.append('</ul>')\n",
+ "# Finish the HTML document\n",
+ "html_lines.append('</body></html>')\n",
+ "\n",
+ "# Write to HTML file\n",
+ "output_path = Path(\"analysis_report.html\")\n",
+ "output_path.write_text('\\n'.join(html_lines), encoding=\"utf-8\")\n",
+ "\n",
+ "print(f\"✅ All results written to {output_path.resolve()}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9602a42e-b178-49e9-8603-1b5bc16efb99",
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {
--
GitLab