diff --git a/index.html b/index.html
index 8ce6d9e..fb48eda 100644
--- a/index.html
+++ b/index.html
@@ -234,7 +234,7 @@ window.Quarto = {
 
 <div class="quarto-listing quarto-listing-container-default" id="listing-listing">
 <div class="list quarto-listing-default">
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+<div class="quarto-post image-right" data-index="0" data-categories="Y29sQmlTQk0lMkNpbmYlQzMlQTlyZW5jZSUyQ0dOTg==" data-listing-date-sort="1751241600000" data-listing-file-modified-sort="1751357333073" data-listing-date-modified-sort="1751357333000" data-listing-reading-time-sort="3" data-listing-word-count-sort="420">
 <div class="thumbnail"><a href="./suivi/2025-27/2025-27.html" class="no-external">
 
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -269,7 +269,7 @@ Louis Lacoste
 </a>
 </div>
 </div>
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+<div class="quarto-post image-right" data-index="1" data-categories="Y29sQmlTQk0lMkNpbmYlQzMlQTlyZW5jZSUyQ0dOTg==" data-listing-date-sort="1750377600000" data-listing-file-modified-sort="1751357333073" data-listing-date-modified-sort="1751357333000" data-listing-reading-time-sort="4" data-listing-word-count-sort="699">
 <div class="thumbnail"><a href="./suivi/2025-25/2025-25.html" class="no-external">
 
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -304,7 +304,7 @@ Louis Lacoste
 </a>
 </div>
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+<div class="quarto-post image-right" data-index="2" data-categories="Y29sQmlTQk0lMkNpbmYlQzMlQTlyZW5jZSUyQ0dOTg==" data-listing-date-sort="1749772800000" data-listing-file-modified-sort="1751357333071" data-listing-date-modified-sort="1751357333000" data-listing-reading-time-sort="6" data-listing-word-count-sort="1009">
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 <p class="card-img-top"><img src="suivi/2025-24/figs/ari-clustering-desc&asc9.png"  class="thumbnail-image card-img"/></p>
@@ -338,7 +338,7 @@ Louis Lacoste
 </a>
 </div>
 </div>
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+<div class="quarto-post image-right" data-index="3" data-categories="Y29sQmlTQk0lMkNpbmYlQzMlQTlyZW5jZSUyQ0dOTg==" data-listing-date-sort="1748390400000" data-listing-file-modified-sort="1751357333071" data-listing-date-modified-sort="1751357333000" data-listing-reading-time-sort="4" data-listing-word-count-sort="785">
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@@ -373,7 +373,7 @@ Louis Lacoste
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 </div>
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+<div class="quarto-post image-right" data-index="4" data-categories="Y29sQmlTQk0lMkNpbmYlQzMlQTlyZW5jZSUyQ0dOTg==" data-listing-date-sort="1747958400000" data-listing-file-modified-sort="1751357333071" data-listing-date-modified-sort="1751357333000" data-listing-reading-time-sort="5" data-listing-word-count-sort="919">
 <div class="thumbnail"><a href="./suivi/2025-21/2025-21.html" class="no-external">
 
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -407,7 +407,7 @@ Louis Lacoste
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="5" data-categories="Y29sQmlTQk0lMkNpbmYlQzMlQTlyZW5jZSUyQ0dOTg==" data-listing-date-sort="1747353600000" data-listing-file-modified-sort="1751356750346" data-listing-date-modified-sort="1751356750000" data-listing-reading-time-sort="6" data-listing-word-count-sort="1030">
+<div class="quarto-post image-right" data-index="5" data-categories="Y29sQmlTQk0lMkNpbmYlQzMlQTlyZW5jZSUyQ0dOTg==" data-listing-date-sort="1747353600000" data-listing-file-modified-sort="1751357333071" data-listing-date-modified-sort="1751357333000" data-listing-reading-time-sort="6" data-listing-word-count-sort="1030">
 <div class="thumbnail"><a href="./suivi/2025-20/2025-20.html" class="no-external">
 
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -441,7 +441,7 @@ Louis Lacoste
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 <div class="thumbnail"><a href="./suivi/2025-19/2025-19.html" class="no-external">
 
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -473,7 +473,7 @@ Louis Lacoste
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+<div class="quarto-post image-right" data-index="7" data-categories="Y29sQmlTQk0lMkNpbmYlQzMlQTlyZW5jZQ==" data-listing-date-sort="1746144000000" data-listing-file-modified-sort="1751357333069" data-listing-date-modified-sort="1751357333000" data-listing-reading-time-sort="3" data-listing-word-count-sort="521">
 <div class="thumbnail"><a href="./suivi/2025-18/2025-18.html" class="no-external">
 
 <p class="card-img-top"><img src="suivi/2025-18/figs/density-subdore.png"  class="thumbnail-image card-img"/></p>
@@ -505,7 +505,7 @@ Louis Lacoste
 </a>
 </div>
 </div>
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+<div class="quarto-post image-right" data-index="8" data-categories="Y29sQmlTQk0=" data-listing-date-sort="1745539200000" data-listing-file-modified-sort="1751357333057" data-listing-date-modified-sort="1751357333000" data-listing-reading-time-sort="4" data-listing-word-count-sort="714">
 <div class="thumbnail"><a href="./suivi/2025-17/2025-17.html" class="no-external">
 
 <p class="card-img-top"><img src="suivi/2025-17/figs/density-subdore.png"  class="thumbnail-image card-img"/></p>
@@ -535,7 +535,7 @@ Louis Lacoste
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+<div class="quarto-post image-right" data-index="9" data-categories="Y29sQmlTQk0=" data-listing-date-sort="1744934400000" data-listing-file-modified-sort="1751357333055" data-listing-date-modified-sort="1751357333000" data-listing-reading-time-sort="2" data-listing-word-count-sort="352">
 <div class="thumbnail"><a href="./suivi/2025-16/2025-16.html" class="no-external">
 
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -565,7 +565,7 @@ Louis Lacoste
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+<div class="quarto-post image-right" data-index="10" data-categories="Y29sQmlTQk0=" data-listing-date-sort="1743724800000" data-listing-file-modified-sort="1751357333053" data-listing-date-modified-sort="1751357333000" data-listing-reading-time-sort="2" data-listing-word-count-sort="353">
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 <p class="card-img-top"><img src="suivi/2025-15/figs/alluvial-clusterings.png"  class="thumbnail-image card-img"/></p>
@@ -595,7 +595,7 @@ Louis Lacoste
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+<div class="quarto-post image-right" data-index="11" data-categories="Y29sQmlTQk0=" data-listing-date-sort="1743120000000" data-listing-file-modified-sort="1751357333053" data-listing-date-modified-sort="1751357333000" data-listing-reading-time-sort="3" data-listing-word-count-sort="413">
 <div class="thumbnail"><a href="./suivi/2025-14/2025-14.html" class="no-external">
 
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -625,7 +625,7 @@ Louis Lacoste
 </a>
 </div>
 </div>
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+<div class="quarto-post image-right" data-index="12" data-categories="Y29sQmlTQk0=" data-listing-date-sort="1742169600000" data-listing-file-modified-sort="1751357333045" data-listing-date-modified-sort="1751357333000" data-listing-reading-time-sort="3" data-listing-word-count-sort="426">
 <div class="thumbnail"><a href="./suivi/2025-13/2025-13.html" class="no-external">
 
 <p class="card-img-top"><img src="suivi/2025-13/figs/baldock_meso_iid.png"  class="thumbnail-image card-img"/></p>
diff --git a/search.json b/search.json
index ba50c5f..d27b528 100644
--- a/search.json
+++ b/search.json
@@ -102,7 +102,7 @@
     "href": "suivi/2025-25/2025-25.html#lecture-en-cours",
     "title": "Bilan semaine 25 2025 : 16 juin - 20 juin",
     "section": "Lecture en cours",
-    "text": "Lecture en cours\n\nOT\n\n⌛ Mazelet, Flamary, et Thirion (s. d.) Intéressant pour le transport optimal entre graphes de tailles différentes\n⌛ Nenna (s. d.b) Pour comprendre le problème d’OT régularisé pour l’entropie.\n⌛ Nenna (s. d.a)\n\n\n\nInférence de graphes\n\n✅ Matchado et al. (2021) ➡️ Nos données étant compositionnelles il faut utiliser:\n\nCCLasso et SparCC\nHARMONIES pour zéro inflation (Binomiale négative), COZINE centered log ratio transformation compositionnalité, zéro inflation et forte précision\nMixMPLN pour générer K réseaux issus de K Poisson log Normal\nmLDM peut enlever les arêtes indirectes.\n\nNetComi agrège plusieurs méthodes tout en permettant l’analyse différentielle !\n\nSi pas compositionnelles : - Meta-Network pour arêtes indirectes et non linéaires - Environmentally-Driven Edge detection pour corriger les effets de l’environnement"
+    "text": "Lecture en cours\n\nOT\n\n⌛ Mazelet, Flamary, et Thirion (s. d.) Intéressant pour le transport optimal entre graphes de tailles différentes\n⌛ Nenna (s. d.b) Pour comprendre le problème d’OT régularisé pour l’entropie.\n⌛ Nenna (s. d.a)\n\n\n\nInférence de graphes\n\n✅ Matchado et al. (2021) ➡️ Nos données étant compositionnelles il faut utiliser:\n\nCCLasso et SparCC\nHARMONIES pour zéro inflation (Binomiale négative), COZINE centered log ratio transformation compositionnalité, zéro inflation et forte précision\nMixMPLN pour générer K réseaux issus de K Poisson log Normal\nmLDM peut enlever les arêtes indirectes.\n\nNetComi agrège plusieurs méthodes tout en permettant l’analyse différentielle !\n\nSi pas compositionnelles :\n- Meta-Network pour arêtes indirectes et non linéaires\n- Environmentally-Driven Edge detection pour corriger les effets de l'environnement"
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diff --git a/suivi/2025-25/2025-25.html b/suivi/2025-25/2025-25.html
index af610f2..064b39f 100644
--- a/suivi/2025-25/2025-25.html
+++ b/suivi/2025-25/2025-25.html
@@ -391,7 +391,9 @@ Z^0_i \overset{?}{=} &amp; Z^1_i \overset{?}{=}  Z^2_i \overset{?}{=} Z^3_i &amp
 </ul></li>
 <li>NetComi agrège plusieurs méthodes tout en permettant l’analyse différentielle !</li>
 </ul>
-<p>Si pas compositionnelles : - Meta-Network pour arêtes indirectes et non linéaires - Environmentally-Driven Edge detection pour corriger les effets de l’environnement</p>
+<p>Si pas compositionnelles :</p>
+<pre><code>- Meta-Network pour arêtes indirectes et non linéaires
+- Environmentally-Driven Edge detection pour corriger les effets de l'environnement</code></pre>
 </section>
 </section>
 <section id="a-discuter" class="level2">