diff --git a/_docs/memos/memo_aah.html b/_docs/memos/memo_aah.html
index 838b089f131161717a508e818dab5e7363a74167..22f0abe4dd754e578b8ad9836be823866fb2d0f5 100644
--- a/_docs/memos/memo_aah.html
+++ b/_docs/memos/memo_aah.html
@@ -270,7 +270,7 @@ Informations déconjugalisation
 <h3 class="anchored" data-anchor-id="million-de-titulaires-de-laah-en-2018">1,16 million de titulaires de l’AAH, en 2018</h3>
 <p>Fin 2018, 1 161 400 personnes étaient titulaires de l’allocation adultes handicapés.</p>
 <p>[→ Source : <a href="https://www.ccomptes.fr/system/files/2019-11/20191125-rapport-allocations-adultes-handicapes.pdf">Rapport de la Cour des comptes</a>]</p>
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@@ -328,7 +328,7 @@ Informations déconjugalisation
 <h2 class="anchored" data-anchor-id="calcul-de-laah">Calcul de l’AAH</h2>
 <section id="evolution-du-montant-daah-selon-lévolution-de-base-de-ressources" class="level3">
 <h3 class="anchored" data-anchor-id="evolution-du-montant-daah-selon-lévolution-de-base-de-ressources">Evolution du montant d’AAH selon l’évolution de base de ressources</h3>
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 <pre><code>/home/cgl/leximpact/leximpact-prepare-data/.venv/lib/python3.10/site-packages/openfisca_france/model/prelevements_obligatoires/prelevements_sociaux/cotisations_sociales/travail_non_salarie.py:199: RuntimeWarning:
 
@@ -340,7 +340,7 @@ invalid value encountered in multiply
 </code></pre>
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diff --git a/_docs/memos/memo_irpp.html b/_docs/memos/memo_irpp.html
index ea1bffae5a11513a7881842430abcc8a1980afc2..2a787b5f324a312231bcbb8cc1a7b8ed17ee1e7e 100644
--- a/_docs/memos/memo_irpp.html
+++ b/_docs/memos/memo_irpp.html
@@ -272,7 +272,7 @@ Dernière date de mise à jour du document : septembre 2022
 Ceci explique qu’au mois de septembre 2022, date de rédaction de cette note, les chiffres détaillés connus les plus récents sont ceux de 2020. Le montant 2021 est donc une prévision.</p>
 <p>Les chiffres présents dans le PLF décrivent ce qui rentre dans les caisses de l’État alors que la base de données <em><a href="https://www.casd.eu/source/declarations-dimpot-sur-le-revenu-des-foyers-fiscaux-formulaire-2042-et-annexes/">POTE</a></em> à laquelle l’Assemblée nationale a accès, décrit ce qui a été déclaré par les contribuables et demandé par la DGFiP sur cette base, ce qui s’appelle <em>les émissions</em>.</p>
 <p>A noter qu’il y a des <em>émissions tardives</em> sur certains foyers particuliers qui font que tout n’est pas définitif dans <em>POTE</em> malgrès le délai de publication.</p>
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 <section id="en-2019-195-millions-de-foyers-fiscaux-imposés" class="level3">
 <h3 class="anchored" data-anchor-id="en-2019-195-millions-de-foyers-fiscaux-imposés">En 2019, 19,5 millions de foyers fiscaux imposés</h3>
 <p>En 2019, le nombre de foyers fiscaux imposés à l’impôt sur le revenu était de 19,5 millions, sur 39,3 millions de foyers fiscaux.</p>
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 <h3 class="anchored" data-anchor-id="répartition-de-lir-par-déciles-de-rfr">Répartition de l′IR par déciles de RFR</h3>
 <p>Le graphique ci-dessous illustre la répartition du montant de l’IR <strong>en 2019</strong> (prélevé sur les revenus 2019), par déciles de revenus fiscaux de référence (RFR).</p>
 <p>Le caractère progressif et redistributif de l’impôt sur le revenu est visible : - 50% des foyers sont exonérés ; - 10% des foyers fiscaux les plus riches contribuent à plus de 70% des recettes de l’IR.</p>
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@@ -441,7 +441,7 @@ if (outputEl) {{
 <h3 class="anchored" data-anchor-id="répartition-de-lir-par-tranches-du-barème">Répartition de l′IR par tranches du barème</h3>
 <p>Le graphique ci-dessous illustre la répartition du montant de l’IR <strong>en 2020</strong> (prélevé sur les revenus 2019), par tranches du barème de l’<a href="https://www.legifrance.gouv.fr/codes/article_lc/LEGIARTI000042907517/">article 197 du Code général des impôts</a>.</p>
 <p><em>Aide à la lecture du graphique</em> : La taille des cercles indique le nombre de foyers concernés : - La majorité des foyers se trouve dans la première tranche du barême et contribue pour 787€/an en moyenne. - La dernière tranche contribue le plus, en moyenne et aussi en valeur absolue, et comporte le plus petit nombre de foyers.</p>
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@@ -522,7 +522,7 @@ if (outputEl) {{
 <p>Par comparaison, le montant du PIB français en 2020 est de 2 302 milliards d’Euros [→ Source : <a href="https://www.insee.fr/fr/statistiques/5387891">INSEE</a>].</p>
 <p>Le montant total des revenus déclarés par les français en 2020, sur les revenus 2019, est de l’ordre de 1 000 milliards d’euros.</p>
 <p>À noter que l’État collecte des impôts et taxes à destination d’autres organes publiques&nbsp;:</p>
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 <p>En 2020, l’impôt sur le revenu est le deuxième poste de recette, il représente <strong>23% du budget de l’État</strong>.</p>
 <p>Avec 43%, la TVA est le prélèvement le plus important, bien que ne figure ici que la part de TVA affectée au budget de l’État. 45 milliards supplémentaire de TVA sont collectés à destination des organismes de sécurité sociale.</p>
 <p><em>Aide à la lecture du diagramme</em> : Sur ce schéma ne figurent que les “recettes budgétaires au profit de l’État”. Les recettes à destination des collectivités et des organismes de sécurité sociale ne sont pas représentées.</p>
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 </section>
 <section id="évolution-de-lir-en-comparaison-des-recettes-de-létat" class="level3">
 <h3 class="anchored" data-anchor-id="évolution-de-lir-en-comparaison-des-recettes-de-létat">Évolution de l′IR en comparaison des recettes de l′État</h3>
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@@ -627,7 +627,7 @@ if (outputEl) {{
 <p>Depuis 2018, la collecte de TVA est en baisse, même en tenant compte des transferts à la sécurité sociale et aux collectivités. Pour 2020 la baisse corrigée des transferts est de -6,5%.<br>
 Voir le <a href="http://www.senat.fr/rap/l20-743-1/l20-743-16.html">Rapport législatif du Sénat</a> pour le détail.</p>
 <p>La hausse de la contribution de l’impôt sur le revenu ne la compense pas, comme on peut le voir sur cette version cumulative du même graphique :</p>
-<div class="cell" data-execution_count="35">
+<div class="cell">
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diff --git a/_docs/memos/memo_prestations_familiales.html b/_docs/memos/memo_prestations_familiales.html
index f9f89d4d121fd311c4b964de6747d4e412c9fe22..41a73bae22f1a3b4438c0337d75d16bc0b3d7fff 100644
--- a/_docs/memos/memo_prestations_familiales.html
+++ b/_docs/memos/memo_prestations_familiales.html
@@ -253,14 +253,14 @@ ul.task-list li input[type="checkbox"] {
 <h1>Statistiques descriptives, éléments de cadrage</h1>
 <section id="données-de-la-cnaf-dépenses-tous-régimes-des-prestations-familiales-et-sociales-gérées-par-la-branche-famille" class="level2">
 <h2 class="anchored" data-anchor-id="données-de-la-cnaf-dépenses-tous-régimes-des-prestations-familiales-et-sociales-gérées-par-la-branche-famille">Données de la CNAF : Dépenses tous régimes des prestations familiales et sociales gérées par la branche Famille</h2>
-<p><a href="http://data.caf.fr/dataset/les-depenses-tous-regimes-de-prestations-familiales-et-sociales">lien du site</a></p>
-<p>Les chiffres france entière tout régimes correspondent aux chiffres publiés dans la fiche 33 du PANORAMA DREES Minima sociaux et prestations sociales - <a href="https://drees.solidarites-sante.gouv.fr/publications-communique-de-presse-documents-de-reference/panoramas-de-la-drees/minima-sociaux-et">Ménages aux revenus modestes et redistribution - Édition 2023</a></p>
-<div class="cell" data-execution_count="5">
+<p><a href="http://data.caf.fr/dataset/les-depenses-tous-regimes-de-prestations-familiales-et-sociales">Données de la CNAF</a></p>
+<p>Les chiffres france entière tous régimes correspondent aux chiffres publiés dans la fiche 33 du PANORAMA DREES Minima sociaux et prestations sociales - <a href="https://drees.solidarites-sante.gouv.fr/publications-communique-de-presse-documents-de-reference/panoramas-de-la-drees/minima-sociaux-et">Ménages aux revenus modestes et redistribution - Édition 2023</a></p>
+<div class="cell" data-execution_count="4">
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-<p>Note : - AF : allocations familiales - CF : complément familial - ARS : allocation de rentrée scolaire - ASF : allocation de soutien familial - AEEH : allocation d’éducation de l’enfant handicapé - PAJE : prestations d’accueil du jeune enfant</p>
+<ul>
+<li>AF : allocations familiales</li>
+<li>CF : complément familial</li>
+<li>ARS : allocation de rentrée scolaire</li>
+<li>ASF : allocation de soutien familial</li>
+<li>AEEH : allocation d’éducation de l’enfant handicapé</li>
+<li>PAJE : prestations d’accueil du jeune enfant</li>
+</ul>
 </section>
 <section id="structure-des-familles" class="level2">
 <h2 class="anchored" data-anchor-id="structure-des-familles">Structure des familles</h2>
 <section id="population-générale" class="level3">
 <h3 class="anchored" data-anchor-id="population-générale">Population générale</h3>
-<p>Source : <a href="https://www.insee.fr/fr/statistiques/7633963?sommaire=7634121&amp;geo=METRO-1#ancre-FAM1_V1">Nombre de familles selon lle type de famille et le nombre d’enfants de moins de 20 an en 2020. INSEE, RP2020, exploitation complémentaire. Consulté le 21//11/2023</a></p>
+<p>Source : <a href="https://www.insee.fr/fr/statistiques/7633963?sommaire=7634121&amp;geo=METRO-1#ancre-FAM1_V1">Nombre de familles selon le type de famille et le nombre d’enfants de moins de 20 ans en 2020. INSEE, RP2020, exploitation complémentaire. Consulté le 21//11/2023</a></p>
 <p>Note : les enfants sont ici les enfants de moins de 25 ans</p>
-<div class="cell" data-execution_count="26">
+<div class="cell" data-execution_count="7">
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 </section>
 <section id="allocations-familiales" class="level2">
 <h2 class="anchored" data-anchor-id="allocations-familiales">Allocations familiales</h2>
-<p>Modalités : - en métropole, versées aux familles ayant au moins 2 enfants à charge de moins de 20 ans, dès le premier enfant dans les départements d’outre-mer - modulées suivant les ressources - pas de prise en compte du statut de parent isolé dans les barèmes - pas de prise en compte de la biactivité</p>
+<p>Modalités :</p>
+<ul>
+<li>En métropole, versées aux familles ayant au moins 2 enfants à charge de moins de 20 ans, dès le premier enfant dans les départements d’outre-mer</li>
+<li>Modulées suivant les ressources</li>
+<li>Pas de prise en compte du statut de parent isolé dans les barèmes</li>
+<li>Pas de prise en compte de la biactivité, c’est-à-dire pas de différentiation entre un couple avec une seule personne qui travaille et un couple avec les deux personnes travaillant</li>
+</ul>
 <section id="allocations-familiales-de-base" class="level3">
 <h3 class="anchored" data-anchor-id="allocations-familiales-de-base">Allocations familiales de base</h3>
 <ul>
@@ -379,12 +392,12 @@ if (outputEl) {{
 <li>Montant plus faible à partir de certains seuils de revenus</li>
 </ul></li>
 </ul>
-<div class="cell" data-execution_count="32">
+<div class="cell" data-execution_count="11">
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+<div class="cell" data-execution_count="14">
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-<div class="cell" data-execution_count="38">
+<div class="cell" data-execution_count="16">
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d\u00e9gressif pour des fratries dont l'a\u00een\u00e9 \u00e0 14 ans"},"legend":{"yanchor":"top","y":0.99,"xanchor":"left","x":0.7},"xaxis":{"title":{"text":"Revenus annuels bruts de la famille"}},"yaxis":{"title":{"text":"Montant en euros \u002f an"}}},                        {"responsive": true}                    ).then(function(){
                             
-var gd = document.getElementById('04c0e018-72c0-4a8b-8188-8d3ed65d51ea');
+var gd = document.getElementById('965e409f-c16c-41e5-b8d8-20cddeca7103');
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-<p>Note : dans ce cas les familles perçoivent les allocations de base en fonction du nombre d’enfants et la majoration forfaitaire pour âge, sauf pour la familles de deux enfants qui n’en a qu’un seul a 14 ans ou plus (voir précedemment)</p>
+<p>Note : dans ce cas les familles perçoivent les allocations de base en fonction du nombre d’enfants et la majoration forfaitaire pour âge, sauf pour la familles de deux enfants qui n’en a qu’un seul de 14 ans ou plus (voir précedemment)</p>
 <p>Documentation :</p>
 <ul>
-<li><p><a href="https://www.securite-sociale.fr/files/live/sites/SSFR/files/medias/DSS/2022/Cahier_stat_Prestations_familiales_2022.pdf">Dossier statistique des prestations familiales, édition 2022</a></p></li>
-<li></li>
+<li><a href="https://www.securite-sociale.fr/files/live/sites/SSFR/files/medias/DSS/2022/Cahier_stat_Prestations_familiales_2022.pdf">Dossier statistique des prestations familiales, édition 2022</a></li>
 </ul>
 
 
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diff --git a/notebooks/memos/memo_prestations_familiales.ipynb b/notebooks/memos/memo_prestations_familiales.ipynb
index 82c26db077511c32108608cebb218d88ea9ca369..7c0da8193c92090e17b2a3d893581ed78a43dbec 100644
--- a/notebooks/memos/memo_prestations_familiales.ipynb
+++ b/notebooks/memos/memo_prestations_familiales.ipynb
@@ -27,7 +27,8 @@
       "rfr_plus_values_hors_rni has been updated in leximpact-survey-scenario\n",
       "rpns_imposables has been updated in leximpact-survey-scenario\n",
       "rpns_autres_revenus has been updated in leximpact-survey-scenario\n",
-      "prelevement_forfaitaire_non_liberatoire has been updated in leximpact-survey-scenario\n"
+      "prelevement_forfaitaire_non_liberatoire has been updated in leximpact-survey-scenario\n",
+      "paje_naissance has been updated in leximpact-survey-scenario\n"
      ]
     }
    ],
@@ -39,7 +40,7 @@
     "import plotly.graph_objects as go\n",
     "from plotly.subplots import make_subplots\n",
     "\n",
-    "from leximpact_survey_scenario.test_case.decomposition import (\n",
+    "from leximpact_survey_scenario.graphiques_cas_type.decomposition import (\n",
     "    create_data_prestations_familiales,\n",
     "    decomposition_data,\n",
     ")\n",
@@ -61,9 +62,9 @@
    "metadata": {},
    "source": [
     "## Données de la CNAF : Dépenses tous régimes des prestations familiales et sociales gérées par la branche Famille\n",
-    "[lien du site](http://data.caf.fr/dataset/les-depenses-tous-regimes-de-prestations-familiales-et-sociales)\n",
+    "[Données de la CNAF](http://data.caf.fr/dataset/les-depenses-tous-regimes-de-prestations-familiales-et-sociales)\n",
     "\n",
-    "Les chiffres france entière tout régimes correspondent aux chiffres publiés dans la fiche 33 du PANORAMA DREES Minima sociaux et prestations sociales - [Ménages aux revenus modestes et redistribution - Édition 2023](https://drees.solidarites-sante.gouv.fr/publications-communique-de-presse-documents-de-reference/panoramas-de-la-drees/minima-sociaux-et)"
+    "Les chiffres france entière tous régimes correspondent aux chiffres publiés dans la fiche 33 du PANORAMA DREES Minima sociaux et prestations sociales - [Ménages aux revenus modestes et redistribution - Édition 2023](https://drees.solidarites-sante.gouv.fr/publications-communique-de-presse-documents-de-reference/panoramas-de-la-drees/minima-sociaux-et)"
    ]
   },
   {
@@ -144,9 +145,9 @@
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        "                            \n",
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@@ -207,13 +208,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Note : \n",
-    "- AF : allocations familiales\n",
-    "- CF : complément familial\n",
-    "- ARS : allocation de rentrée scolaire\n",
-    "- ASF : allocation de soutien familial\n",
-    "- AEEH : allocation d'éducation de l'enfant handicapé\n",
-    "- PAJE : prestations d'accueil du jeune enfant "
+    "*    AF : allocations familiales\n",
+    "*    CF : complément familial\n",
+    "*    ARS : allocation de rentrée scolaire\n",
+    "*    ASF : allocation de soutien familial\n",
+    "*    AEEH : allocation d'éducation de l'enfant handicapé\n",
+    "*    PAJE : prestations d'accueil du jeune enfant "
    ]
   },
   {
@@ -224,9 +224,9 @@
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        "                            \n",
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@@ -322,7 +322,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Source : [Nombre de familles selon lle type de famille et le nombre d'enfants de moins de 20 an en 2020. INSEE, RP2020, exploitation complémentaire. Consulté le 21//11/2023](https://www.insee.fr/fr/statistiques/7633963?sommaire=7634121&geo=METRO-1#ancre-FAM1_V1)\n",
+    "Source : [Nombre de familles selon le type de famille et le nombre d'enfants de moins de 20 ans en 2020. INSEE, RP2020, exploitation complémentaire. Consulté le 21//11/2023](https://www.insee.fr/fr/statistiques/7633963?sommaire=7634121&geo=METRO-1#ancre-FAM1_V1)\n",
     "\n",
     "Note : les enfants sont ici les enfants de moins de 25 ans"
    ]
@@ -355,9 +355,9 @@
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\\u003cbr\\u003e 4.73 millions de familles (67 %)\",\"x\":0.225,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":1.0,\"yanchor\":\"bottom\",\"yref\":\"paper\"},{\"font\":{\"size\":13},\"showarrow\":false,\"text\":\"Familles monoparentales \\u003cbr\\u003e 2.01 millions de familles (29 %)\",\"x\":0.775,\"xanchor\":\"center\",\"xref\":\"paper\",\"y\":1.0,\"yanchor\":\"bottom\",\"yref\":\"paper\"}]},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
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+       "var gd = document.getElementById('81372a81-bbd4-4b86-a30c-5687cceaf624');\n",
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@@ -582,11 +582,17 @@
    "source": [
     "## Allocations familiales\n",
     "\n",
-    "Modalités :\n",
-    "- en métropole, versées aux familles ayant au moins 2 enfants à charge de moins de 20 ans, dès le premier enfant dans les départements d'outre-mer\n",
-    "- modulées suivant les ressources\n",
-    "- pas de prise en compte du statut de parent isolé dans les barèmes\n",
-    "- pas de prise en compte de la biactivité"
+    "Modalités :"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "* En métropole, versées aux familles ayant au moins 2 enfants à charge de moins de 20 ans, dès le premier enfant dans les départements d'outre-mer\n",
+    "* Modulées suivant les ressources\n",
+    "* Pas de prise en compte du statut de parent isolé dans les barèmes\n",
+    "* Pas de prise en compte de la biactivité, c'est-à-dire pas de différentiation entre un couple avec une seule personne qui travaille et un couple avec les deux personnes travaillant"
    ]
   },
   {
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        "                            \n",
-       "var gd = document.getElementById('a790afdf-351f-4596-807b-64c6111b265e');\n",
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@@ -4062,7 +4068,11 @@
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     "    )\n",
     ")\n",
-    "fig4.update_layout(legend=dict(yanchor=\"top\", y=0.99, xanchor=\"left\", x=0.8))\n",
+    "fig4.update_layout(\n",
+    "    legend=dict(yanchor=\"top\", y=0.99, xanchor=\"left\", x=0.8),\n",
+    "    xaxis_title=\"Revenus annuels bruts de la famille\",\n",
+    "    yaxis_title=\"Montant en euros / an\",\n",
+    ")\n",
     "fig4.show()"
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   },
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        "                            \n",
-       "var gd = document.getElementById('a17a408f-6157-4015-adf4-780745460105');\n",
+       "var gd = document.getElementById('e9c7111f-ac9e-47d3-9acb-b6dbee84070a');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -4186,7 +4196,11 @@
     "        line=dict(color=\"orange\"),\n",
     "    )\n",
     ")\n",
-    "fig5.update_layout(legend=dict(yanchor=\"top\", y=0.99, xanchor=\"left\", x=0.7))\n",
+    "fig5.update_layout(\n",
+    "    legend=dict(yanchor=\"top\", y=0.99, xanchor=\"left\", x=0.7),\n",
+    "    xaxis_title=\"Revenus annuels bruts de la famille\",\n",
+    "    yaxis_title=\"Montant en euros / an\",\n",
+    ")\n",
     "fig5.show()"
    ]
   },
@@ -4206,9 +4220,9 @@
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de l'allocation forfaitaire quand l'a\\u00een\\u00e9 des enfants \\u00e0 charge atteint 20 ans\"},\"legend\":{\"yanchor\":\"top\",\"y\":0.99,\"xanchor\":\"left\",\"x\":0.7},\"xaxis\":{\"title\":{\"text\":\"Revenus annuels bruts de la famille\"}},\"yaxis\":{\"title\":{\"text\":\"Montant en euros \\u002f an\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('a8e40292-8682-4ceb-a5c1-12fbce0a873d');\n",
+       "var gd = document.getElementById('91017cc4-5fa2-4a20-afc7-606e58b8852f');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -4270,7 +4284,11 @@
     "        line=dict(dash=\"dot\"),\n",
     "    )\n",
     ")\n",
-    "fig.update_layout(legend=dict(yanchor=\"top\", y=0.99, xanchor=\"left\", x=0.7))\n",
+    "fig.update_layout(\n",
+    "    legend=dict(yanchor=\"top\", y=0.99, xanchor=\"left\", x=0.7),\n",
+    "    xaxis_title=\"Revenus annuels bruts de la famille\",\n",
+    "    yaxis_title=\"Montant en euros / an\",\n",
+    ")\n",
     "fig.show()"
    ]
   },
@@ -4291,9 +4309,9 @@
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        "                            \n",
-       "var gd = document.getElementById('05b69f02-a769-4e87-b1ce-1e9affad43de');\n",
+       "var gd = document.getElementById('5f23eec0-fad3-4e76-8ba1-20a6132f5e01');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
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        "        if (!display || display === 'none') {{\n",
@@ -4380,7 +4398,11 @@
     "        line=dict(color=\"orange\"),\n",
     "    )\n",
     ")\n",
-    "fig.update_layout(legend=dict(yanchor=\"top\", y=0.99, xanchor=\"left\", x=0.7))\n",
+    "fig.update_layout(\n",
+    "    legend=dict(yanchor=\"top\", y=0.99, xanchor=\"left\", x=0.7),\n",
+    "    xaxis_title=\"Revenus annuels bruts de la famille\",\n",
+    "    yaxis_title=\"Montant en euros / an\",\n",
+    ")\n",
     "fig.show()"
    ]
   },
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{\"template\":{\"data\":{\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"#C8D4E3\",\"linecolor\":\"#C8D4E3\",\"minorgridcolor\":\"#C8D4E3\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"#C8D4E3\",\"linecolor\":\"#C8D4E3\",\"minorgridcolor\":\"#C8D4E3\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"an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d\\u00e9gressif pour des fratries dont l'a\\u00een\\u00e9 \\u00e0 14 ans\"},\"legend\":{\"yanchor\":\"top\",\"y\":0.99,\"xanchor\":\"left\",\"x\":0.7},\"xaxis\":{\"title\":{\"text\":\"Revenus annuels bruts de la famille\"}},\"yaxis\":{\"title\":{\"text\":\"Montant en euros \\u002f an\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('04c0e018-72c0-4a8b-8188-8d3ed65d51ea');\n",
+       "var gd = document.getElementById('965e409f-c16c-41e5-b8d8-20cddeca7103');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -4488,7 +4510,11 @@
     "        line=dict(color=\"orange\"),\n",
     "    )\n",
     ")\n",
-    "fig.update_layout(legend=dict(yanchor=\"top\", y=0.99, xanchor=\"left\", x=0.7))\n",
+    "fig.update_layout(\n",
+    "    legend=dict(yanchor=\"top\", y=0.99, xanchor=\"left\", x=0.7),\n",
+    "    xaxis_title=\"Revenus annuels bruts de la famille\",\n",
+    "    yaxis_title=\"Montant en euros / an\",\n",
+    ")\n",
     "fig.show()"
    ]
   },
@@ -4496,7 +4522,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Note : dans ce cas les familles perçoivent les allocations de base en fonction du nombre d'enfants et la majoration forfaitaire pour âge, sauf pour la familles de deux enfants qui n'en a qu'un seul a 14 ans ou plus (voir précedemment)"
+    "Note : dans ce cas les familles perçoivent les allocations de base en fonction du nombre d'enfants et la majoration forfaitaire pour âge, sauf pour la familles de deux enfants qui n'en a qu'un seul de 14 ans ou plus (voir précedemment)"
    ]
   },
   {
@@ -13631,9 +13657,7 @@
    "source": [
     "Documentation :\n",
     "\n",
-    "- [Dossier statistique des prestations familiales, édition 2022](https://www.securite-sociale.fr/files/live/sites/SSFR/files/medias/DSS/2022/Cahier_stat_Prestations_familiales_2022.pdf)\n",
-    "\n",
-    "- "
+    "- [Dossier statistique des prestations familiales, édition 2022](https://www.securite-sociale.fr/files/live/sites/SSFR/files/medias/DSS/2022/Cahier_stat_Prestations_familiales_2022.pdf)"
    ]
   },
   {
diff --git a/poetry.lock b/poetry.lock
index c17391911105635e8d86783b0e826d28390a4abb..13c6bca651c1dc02b33a174eddd48748acf319b8 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -111,17 +111,17 @@ frozenlist = ">=1.1.0"
 
 [[package]]
 name = "ansi2html"
-version = "1.8.0"
-description = ""
+version = "1.9.1"
+description = "Convert text with ANSI color codes to HTML or to LaTeX"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "ansi2html-1.8.0-py3-none-any.whl", hash = "sha256:ef9cc9682539dbe524fbf8edad9c9462a308e04bce1170c32daa8fdfd0001785"},
-    {file = "ansi2html-1.8.0.tar.gz", hash = "sha256:38b82a298482a1fa2613f0f9c9beb3db72a8f832eeac58eb2e47bf32cd37f6d5"},
+    {file = "ansi2html-1.9.1-py3-none-any.whl", hash = "sha256:29ccdb1e83520d648ebdc9c9544059ea4d424ecc33d3ef723657f7f5a9ae5225"},
+    {file = "ansi2html-1.9.1.tar.gz", hash = "sha256:5c6837a13ecc1903aab7a545353312049dfedfe5105362ad3a8d9d207871ec71"},
 ]
 
 [package.extras]
-docs = ["Sphinx", "setuptools-scm", "sphinx-rtd-theme"]
+docs = ["mkdocs", "mkdocs-material", "mkdocs-material-extensions", "mkdocstrings", "mkdocstrings-python", "pymdown-extensions"]
 test = ["pytest", "pytest-cov"]
 
 [[package]]
@@ -291,18 +291,15 @@ tomli = {version = "*", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "babel"
-version = "2.13.1"
+version = "2.14.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "Babel-2.13.1-py3-none-any.whl", hash = "sha256:7077a4984b02b6727ac10f1f7294484f737443d7e2e66c5e4380e41a3ae0b4ed"},
-    {file = "Babel-2.13.1.tar.gz", hash = "sha256:33e0952d7dd6374af8dbf6768cc4ddf3ccfefc244f9986d4074704f2fbd18900"},
+    {file = "Babel-2.14.0-py3-none-any.whl", hash = "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"},
+    {file = "Babel-2.14.0.tar.gz", hash = "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363"},
 ]
 
-[package.dependencies]
-setuptools = {version = "*", markers = "python_version >= \"3.12\""}
-
 [package.extras]
 dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
@@ -326,29 +323,33 @@ lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "23.11.0"
+version = "23.12.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "black-23.11.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:412f56bab20ac85927f3a959230331de5614aecda1ede14b373083f62ec24e6f"},
-    {file = "black-23.11.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d136ef5b418c81660ad847efe0e55c58c8208b77a57a28a503a5f345ccf01394"},
-    {file = "black-23.11.0-cp310-cp310-win_amd64.whl", hash = "sha256:6c1cac07e64433f646a9a838cdc00c9768b3c362805afc3fce341af0e6a9ae9f"},
-    {file = "black-23.11.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:cf57719e581cfd48c4efe28543fea3d139c6b6f1238b3f0102a9c73992cbb479"},
-    {file = "black-23.11.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:698c1e0d5c43354ec5d6f4d914d0d553a9ada56c85415700b81dc90125aac244"},
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-    {file = "black-23.11.0-cp311-cp311-win_amd64.whl", hash = "sha256:58e5f4d08a205b11800332920e285bd25e1a75c54953e05502052738fe16b3b5"},
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-    {file = "black-23.11.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2a9acad1451632021ee0d146c8765782a0c3846e0e0ea46659d7c4f89d9b212b"},
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-    {file = "black-23.11.0-py3-none-any.whl", hash = "sha256:54caaa703227c6e0c87b76326d0862184729a69b73d3b7305b6288e1d830067e"},
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 ]
 
 [package.dependencies]
@@ -362,42 +363,47 @@ typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4)"]
+d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "blake3"
-version = "0.3.3"
+version = "0.3.4"
 description = "Python bindings for the Rust blake3 crate"
 optional = false
 python-versions = "*"
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 ]
 
 [[package]]
@@ -420,40 +426,40 @@ css = ["tinycss2 (>=1.1.0,<1.3)"]
 
 [[package]]
 name = "blosc2"
-version = "2.3.1"
+version = "2.3.2"
 description = "Python wrapper for the C-Blosc2 library"
 optional = false
 python-versions = "<4,>=3.8"
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 ]
 
 [package.dependencies]
@@ -980,13 +986,13 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "dash"
-version = "2.14.1"
+version = "2.14.2"
 description = "A Python framework for building reactive web-apps. Developed by Plotly."
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [package.dependencies]
@@ -1087,13 +1093,13 @@ files = [
 
 [[package]]
 name = "dask"
-version = "2023.11.0"
+version = "2023.12.1"
 description = "Parallel PyData with Task Scheduling"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1111,7 +1117,7 @@ array = ["numpy (>=1.21)"]
 complete = ["dask[array,dataframe,diagnostics,distributed]", "lz4 (>=4.3.2)", "pyarrow (>=7.0)", "pyarrow-hotfix"]
 dataframe = ["dask[array]", "pandas (>=1.3)"]
 diagnostics = ["bokeh (>=2.4.2)", "jinja2 (>=2.10.3)"]
-distributed = ["distributed (==2023.11.0)"]
+distributed = ["distributed (==2023.12.1)"]
 test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist"]
 
 [[package]]
@@ -1199,13 +1205,13 @@ jinja2 = ">=2.10,<3.0"
 
 [[package]]
 name = "distlib"
-version = "0.3.7"
+version = "0.3.8"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
@@ -1221,20 +1227,21 @@ files = [
 
 [[package]]
 name = "dtale"
-version = "3.7.0"
+version = "3.8.1"
 description = "Web Client for Visualizing Pandas Objects"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
 beautifulsoup4 = {version = "*", markers = "python_version > \"3.0\""}
 certifi = {version = "*", markers = "python_version > \"3.0\""}
+contourpy = {version = "*", markers = "python_version >= \"3.9\""}
 cycler = {version = "*", markers = "python_version > \"3.6\""}
-dash = {version = "*", markers = "python_version >= \"3.6\""}
+dash = {version = "*", markers = "python_version > \"3.7\""}
 dash-bootstrap-components = {version = "<=1.3.1", markers = "python_version > \"3.6\""}
 dash-colorscales = "*"
 dash-daq = "*"
@@ -1248,7 +1255,7 @@ kaleido = "*"
 lz4 = {version = "*", markers = "python_version > \"3.6\""}
 matplotlib = {version = "*", markers = "python_version >= \"3.9\""}
 missingno = "*"
-networkx = {version = "*", markers = "python_version > \"3.7\""}
+networkx = {version = "*", markers = "python_version > \"3.8\""}
 numpy = {version = "*", markers = "python_version >= \"3.0\""}
 openpyxl = {version = "!=3.2.0b1", markers = "python_version >= \"3.0\""}
 pandas = "*"
@@ -1261,7 +1268,7 @@ six = "*"
 squarify = "*"
 statsmodels = {version = "*", markers = "python_version > \"3.7\""}
 strsimpy = "*"
-werkzeug = {version = "<2.3", markers = "python_version >= \"3.7\""}
+werkzeug = {version = "*", markers = "python_version > \"3.7\""}
 xarray = {version = "*", markers = "python_version >= \"3.0\""}
 xlrd = "*"
 
@@ -1345,13 +1352,13 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
 name = "fastapi"
-version = "0.104.1"
+version = "0.105.0"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1482,53 +1489,53 @@ requests = "*"
 
 [[package]]
 name = "fonttools"
-version = "4.45.0"
+version = "4.46.0"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "frozenlist-1.4.1-py3-none-any.whl", hash = "sha256:04ced3e6a46b4cfffe20f9ae482818e34eba9b5fb0ce4056e4cc9b6e212d09b7"},
+    {file = "frozenlist-1.4.1.tar.gz", hash = "sha256:c037a86e8513059a2613aaba4d817bb90b9d9b6b69aace3ce9c877e8c8ed402b"},
 ]
 
 [[package]]
 name = "fsspec"
-version = "2023.10.0"
+version = "2023.12.2"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "fsspec-2023.10.0-py3-none-any.whl", hash = "sha256:346a8f024efeb749d2a5fca7ba8854474b1ff9af7c3faaf636a4548781136529"},
-    {file = "fsspec-2023.10.0.tar.gz", hash = "sha256:330c66757591df346ad3091a53bd907e15348c2ba17d63fd54f5c39c4457d2a5"},
+    {file = "fsspec-2023.12.2-py3-none-any.whl", hash = "sha256:d800d87f72189a745fa3d6b033b9dc4a34ad069f60ca60b943a63599f5501960"},
+    {file = "fsspec-2023.12.2.tar.gz", hash = "sha256:8548d39e8810b59c38014934f6b31e57f40c1b20f911f4cc2b85389c7e9bf0cb"},
 ]
 
 [package.extras]
@@ -1816,13 +1839,13 @@ tests = ["freezegun", "pytest", "pytest-cov"]
 
 [[package]]
 name = "identify"
-version = "2.5.32"
+version = "2.5.33"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "identify-2.5.32-py2.py3-none-any.whl", hash = "sha256:0b7656ef6cba81664b783352c73f8c24b39cf82f926f78f4550eda928e5e0545"},
-    {file = "identify-2.5.32.tar.gz", hash = "sha256:5d9979348ec1a21c768ae07e0a652924538e8bce67313a73cb0f681cf08ba407"},
+    {file = "identify-2.5.33-py2.py3-none-any.whl", hash = "sha256:d40ce5fcd762817627670da8a7d8d8e65f24342d14539c59488dc603bf662e34"},
+    {file = "identify-2.5.33.tar.gz", hash = "sha256:161558f9fe4559e1557e1bff323e8631f6a0e4837f7497767c1782832f16b62d"},
 ]
 
 [package.extras]
@@ -1830,31 +1853,31 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.4"
+version = "3.6"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.5"
 files = [
-    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
-    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+    {file = "idna-3.6-py3-none-any.whl", hash = "sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f"},
+    {file = "idna-3.6.tar.gz", hash = "sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca"},
 ]
 
 [[package]]
 name = "importlib-metadata"
-version = "6.8.0"
+version = "6.11.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-6.8.0-py3-none-any.whl", hash = "sha256:3ebb78df84a805d7698245025b975d9d67053cd94c79245ba4b3eb694abe68bb"},
-    {file = "importlib_metadata-6.8.0.tar.gz", hash = "sha256:dbace7892d8c0c4ac1ad096662232f831d4e64f4c4545bd53016a3e9d4654743"},
+    {file = "importlib_metadata-6.11.0-py3-none-any.whl", hash = "sha256:f0afba6205ad8f8947c7d338b5342d5db2afbfd82f9cbef7879a9539cc12eb9b"},
+    {file = "importlib_metadata-6.11.0.tar.gz", hash = "sha256:1231cf92d825c9e03cfc4da076a16de6422c863558229ea0b22b675657463443"},
 ]
 
 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
 testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
 
@@ -1907,13 +1930,13 @@ test = ["nbval (>=0.9.2)", "pytest (>=4)", "pytest-cov"]
 
 [[package]]
 name = "ipykernel"
-version = "6.27.0"
+version = "6.27.1"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.27.0-py3-none-any.whl", hash = "sha256:4388caa3c2cba0a381e20d289545e88a8aef1fe57a884d4c018718ec8c23c121"},
-    {file = "ipykernel-6.27.0.tar.gz", hash = "sha256:7f4986f606581be73bfb32dc7a1ac9fa0e804c9be50ddf1c7a119413e982693f"},
+    {file = "ipykernel-6.27.1-py3-none-any.whl", hash = "sha256:dab88b47f112f9f7df62236511023c9bdeef67abc73af7c652e4ce4441601686"},
+    {file = "ipykernel-6.27.1.tar.gz", hash = "sha256:7d5d594b6690654b4d299edba5e872dc17bb7396a8d0609c97cb7b8a1c605de6"},
 ]
 
 [package.dependencies]
@@ -1940,13 +1963,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio"
 
 [[package]]
 name = "ipyleaflet"
-version = "0.17.4"
+version = "0.18.1"
 description = "A Jupyter widget for dynamic Leaflet maps"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "ipyleaflet-0.17.4-py3-none-any.whl", hash = "sha256:e322a7ed3a2592a5e837f2a7fe5dda0ba050cb39148df0bee0d9e4deb7c9ff8c"},
-    {file = "ipyleaflet-0.17.4.tar.gz", hash = "sha256:70e8772fe501da05a57e84a11734bf35fdd6b7dfb556a3dbfe93b5ab6fe747ae"},
+    {file = "ipyleaflet-0.18.1-py3-none-any.whl", hash = "sha256:c941429945248fb0fb8a7b30cc4f248d3194e4a409066a068495a633c97eb6c6"},
+    {file = "ipyleaflet-0.18.1.tar.gz", hash = "sha256:f35d70ad0e0bb2c0c160b499ab8c788333fc54576596e33b974f0dfeee941d12"},
 ]
 
 [package.dependencies]
@@ -1980,24 +2003,23 @@ docs = ["Sphinx (>=1.5)", "myst-nb", "sphinx-book-theme", "sphinx-copybutton", "
 
 [[package]]
 name = "ipython"
-version = "8.17.2"
+version = "8.18.1"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "ipython-8.17.2-py3-none-any.whl", hash = "sha256:1e4d1d666a023e3c93585ba0d8e962867f7a111af322efff6b9c58062b3e5444"},
-    {file = "ipython-8.17.2.tar.gz", hash = "sha256:126bb57e1895594bb0d91ea3090bbd39384f6fe87c3d57fd558d0670f50339bb"},
+    {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
+    {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"},
 ]
 
 [package.dependencies]
-appnope = {version = "*", markers = "sys_platform == \"darwin\""}
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
 exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
+prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
@@ -2210,13 +2232,13 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.11.1"
+version = "2023.11.2"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema_specifications-2023.11.1-py3-none-any.whl", hash = "sha256:f596778ab612b3fd29f72ea0d990393d0540a5aab18bf0407a46632eab540779"},
-    {file = "jsonschema_specifications-2023.11.1.tar.gz", hash = "sha256:c9b234904ffe02f079bf91b14d79987faa685fd4b39c377a0996954c0090b9ca"},
+    {file = "jsonschema_specifications-2023.11.2-py3-none-any.whl", hash = "sha256:e74ba7c0a65e8cb49dc26837d6cfe576557084a8b423ed16a420984228104f93"},
+    {file = "jsonschema_specifications-2023.11.2.tar.gz", hash = "sha256:9472fc4fea474cd74bea4a2b190daeccb5a9e4db2ea80efcf7a1b582fc9a81b8"},
 ]
 
 [package.dependencies]
@@ -2370,13 +2392,13 @@ test = ["check-manifest", "coverage", "jupyterlab-server[test]", "pre-commit", "
 
 [[package]]
 name = "jupyterlab-pygments"
-version = "0.2.2"
+version = "0.3.0"
 description = "Pygments theme using JupyterLab CSS variables"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab_pygments-0.2.2-py2.py3-none-any.whl", hash = "sha256:2405800db07c9f770863bcf8049a529c3dd4d3e28536638bd7c1c01d2748309f"},
-    {file = "jupyterlab_pygments-0.2.2.tar.gz", hash = "sha256:7405d7fde60819d905a9fa8ce89e4cd830e318cdad22a0030f7a901da705585d"},
+    {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
+    {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
 ]
 
 [[package]]
@@ -2614,8 +2636,8 @@ france-reforms = ["openfisca-france-reforms @ git+https://git.leximpact.dev/lexi
 [package.source]
 type = "git"
 url = "https://git.leximpact.dev/leximpact/simulateur-socio-fiscal/budget/leximpact-survey-scenario.git"
-reference = "master"
-resolved_reference = "6bf69087145387bf9b5474bc4b94c50d3782a7cb"
+reference = "6-calculs-budgetaire-aides-au-logement"
+resolved_reference = "955baa9a1cb9430203c4419e2859e2fdf192f68c"
 
 [[package]]
 name = "locket"
@@ -3239,13 +3261,13 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "nbqa"
-version = "1.7.0"
+version = "1.7.1"
 description = "Run any standard Python code quality tool on a Jupyter Notebook"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "nbqa-1.7.0-py3-none-any.whl", hash = "sha256:42a79b0f57c3ef47b8b223dc8c265f499812f529dc5154688449e7bd05d76b7e"},
-    {file = "nbqa-1.7.0.tar.gz", hash = "sha256:117112ad6d618ff13afc5ba41ca0ff21c23f084a6df7875fb04b7f2c01a136c4"},
+    {file = "nbqa-1.7.1-py3-none-any.whl", hash = "sha256:77cdff622bfcf527bf260004449984edfb3624f6e065ac6bb35d64cddcdad483"},
+    {file = "nbqa-1.7.1.tar.gz", hash = "sha256:44f5b5000d6df438c4f1cba339e3ad80acc405e61f4500ac951fa36a177133f4"},
 ]
 
 [package.dependencies]
@@ -3446,13 +3468,13 @@ files = [
 
 [[package]]
 name = "openfisca-core"
-version = "41.3.0"
+version = "41.4.1"
 description = "A versatile microsimulation free software"
 optional = false
 python-versions = "*"
 files = [
-    {file = "OpenFisca-Core-41.3.0.tar.gz", hash = "sha256:68bfb8f010e401f172cb4cbc0976b2a3e0f91729d88dd62f08e7513f75cf85ec"},
-    {file = "OpenFisca_Core-41.3.0-py3-none-any.whl", hash = "sha256:b85197b99dfb9c754588595b0545f40cde8aea1073c1cc610b5f7d32aa653233"},
+    {file = "OpenFisca-Core-41.4.1.tar.gz", hash = "sha256:e85ae477c5e2f52191c31a0a15f08fc9290b46a8de0a3ae4a3d57f1ca62ed9ce"},
+    {file = "OpenFisca_Core-41.4.1-py3-none-any.whl", hash = "sha256:48407f27aa28bc8075a5b3fbb21506ebb2a2227d912274e4dc4da5de6cb3ecd6"},
 ]
 
 [package.dependencies]
@@ -3476,13 +3498,13 @@ web-api = ["Flask (>=2.2.3,<3.0)", "Flask-Cors (>=3.0.10,<4.0)", "Werkzeug (>=2.
 
 [[package]]
 name = "openfisca-france"
-version = "155.0.4"
+version = "155.0.13"
 description = "French tax and benefit system for OpenFisca"
 optional = false
 python-versions = "*"
 files = [
-    {file = "OpenFisca-France-155.0.4.tar.gz", hash = "sha256:6dcec9cb0576d396cd97105e473f09474f7448b5ef002abd0917c543048592f3"},
-    {file = "OpenFisca_France-155.0.4-py3-none-any.whl", hash = "sha256:40b7772be2171d3dd0725b5da2a547b318930900dc4769c1a441543ddc83e2bf"},
+    {file = "OpenFisca-France-155.0.13.tar.gz", hash = "sha256:9cebca53f1addd003900bec6e5a03e7e7eb80a0eee6fd7ba936e53c379faf0b9"},
+    {file = "OpenFisca_France-155.0.13-py3-none-any.whl", hash = "sha256:bc5b510fb3425f193c8bd47ead17788cb027eff728e00a4ddcfadda0fd7b7e10"},
 ]
 
 [package.dependencies]
@@ -3516,13 +3538,13 @@ test = ["autopep8 (>=2.0.2,<3)", "bumpver (>=2022.1120)", "click (>=8.0.0,<9.0.0
 
 [[package]]
 name = "openfisca-survey-manager"
-version = "2.0.0"
+version = "2.0.1"
 description = "A tool for managing survey/administrative data."
 optional = false
 python-versions = "*"
 files = [
-    {file = "OpenFisca-Survey-Manager-2.0.0.tar.gz", hash = "sha256:d8b914e02aa396d5ef43ac584b9e31fb98fc6c51844a2821ea092c34ad844424"},
-    {file = "OpenFisca_Survey_Manager-2.0.0-py3-none-any.whl", hash = "sha256:da8d955cea144a760c0b50231b7017887ca14609e07946361a97de7228506e5f"},
+    {file = "OpenFisca-Survey-Manager-2.0.1.tar.gz", hash = "sha256:b02a0fb2ca1f8b6c6979df048bae280ac5b31aa6bd61dde7b2465dc420471dc9"},
+    {file = "OpenFisca_Survey_Manager-2.0.1-py3-none-any.whl", hash = "sha256:a0ce3605c0f673bd9d7827d6009d5dd8894aa1d4b0ff08baaaf32120d5af4f91"},
 ]
 
 [package.dependencies]
@@ -3629,36 +3651,36 @@ xml = ["lxml (>=4.8.0)"]
 
 [[package]]
 name = "pandas"
-version = "2.1.3"
+version = "2.1.4"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -3774,24 +3796,24 @@ complete = ["blosc", "numpy (>=1.9.0)", "pandas (>=0.19.0)", "pyzmq"]
 
 [[package]]
 name = "pathspec"
-version = "0.11.2"
+version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "patsy"
-version = "0.5.3"
+version = "0.5.4"
 description = "A Python package for describing statistical models and for building design matrices."
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -3837,13 +3859,13 @@ pytzdata = ">=2020.1"
 
 [[package]]
 name = "pexpect"
-version = "4.8.0"
+version = "4.9.0"
 description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -3918,24 +3940,24 @@ tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "pa
 
 [[package]]
 name = "pip"
-version = "23.3.1"
+version = "23.3.2"
 description = "The PyPA recommended tool for installing Python packages."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
 name = "platformdirs"
-version = "4.0.0"
+version = "4.1.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -3992,21 +4014,21 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "progressbar2"
-version = "4.2.0"
+version = "4.3.0"
 description = "A Python Progressbar library to provide visual (yet text based) progress to long running operations."
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-python-utils = ">=3.0.0"
+python-utils = ">=3.8.1"
 
 [package.extras]
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-tests = ["flake8 (>=3.7.7)", "freezegun (>=0.3.11)", "pytest (>=4.6.9)", "pytest-cov (>=2.6.1)", "pytest-mypy", "sphinx (>=1.8.5)"]
+docs = ["sphinx (>=1.8.5)", "sphinx-autodoc-typehints (>=1.6.0)"]
+tests = ["dill (>=0.3.6)", "flake8 (>=3.7.7)", "freezegun (>=0.3.11)", "pytest (>=4.6.9)", "pytest-cov (>=2.6.1)", "pytest-mypy", "sphinx (>=1.8.5)"]
 
 [[package]]
 name = "prometheus-client"
@@ -4024,13 +4046,13 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.41"
+version = "3.0.43"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -4038,27 +4060,27 @@ wcwidth = "*"
 
 [[package]]
 name = "psutil"
-version = "5.9.6"
+version = "5.9.7"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
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+blosc2 = ">=2.3.0"
 numexpr = ">=2.6.2"
 numpy = ">=1.19.0"
 packaging = "*"
@@ -5478,22 +5550,22 @@ files = [
 
 [[package]]
 name = "tornado"
-version = "6.3.3"
+version = "6.4"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
 python-versions = ">= 3.8"
 files = [
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 ]
 
 [[package]]
@@ -5518,18 +5590,18 @@ telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.13.0"
+version = "5.14.0"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
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+test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<7.5)", "pytest-mock", "pytest-mypy-testing"]
 
 [[package]]
 name = "traittypes"
@@ -5561,13 +5633,13 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.8.0"
+version = "4.9.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -5795,13 +5867,13 @@ vaex-core = ">=4.0.0,<5"
 
 [[package]]
 name = "virtualenv"
-version = "20.24.7"
+version = "20.25.0"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -5988,13 +6060,13 @@ files = [
 
 [[package]]
 name = "websocket-client"
-version = "1.6.4"
+version = "1.7.0"
 description = "WebSocket client for Python with low level API options"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -6112,13 +6184,13 @@ watchdog = ["watchdog"]
 
 [[package]]
 name = "wheel"
-version = "0.41.3"
+version = "0.42.0"
 description = "A built-package format for Python"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -6151,13 +6223,13 @@ numpy = ">=1.18"
 
 [[package]]
 name = "xarray"
-version = "2023.11.0"
+version = "2023.12.0"
 description = "N-D labeled arrays and datasets in Python"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -6201,101 +6273,101 @@ files = [
 
 [[package]]
 name = "yarl"
-version = "1.9.3"
+version = "1.9.4"
 description = "Yet another URL library"
 optional = false
 python-versions = ">=3.7"
 files = [
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