diff --git a/examples/notebooks/tools.ipynb b/examples/notebooks/tools.ipynb
index 1341f6c..815fd5c 100644
--- a/examples/notebooks/tools.ipynb
+++ b/examples/notebooks/tools.ipynb
@@ -1,8 +1,32 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Exploring Impresso Tools (NER, NEL, article embeddings)  \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This notebook provides an overview and demonstration of the core tools integrated into the Impresso application, focusing on components that power text understanding, entity recognition, and retrieval capabilities across the corpus. \n",
+    "\n",
+    "This notebook documents production-level tools that are permanent within the Impresso infrastructure.\n",
+    "\n",
+    "Specifically, we cover three major components:\n",
+    "\n",
+    "* **Named Entity Recognition (NER)** – identifying and classifying named entities (e.g., people, places, organizations) in historical newspaper text using the [impresso-project/ner-stacked-bert-multilingual](https://huggingface.co/impresso-project/ner-stacked-bert-multilingual) model.\n",
+    "* **Named Entity Linking (NEL)** – resolving recognized entities to canonical entries in knowledge bases such as Wikidata, using the [impresso-project/nel-mgenre-multilingual](https://huggingface.co/impresso-project/nel-mgenre-multilingual) model.\n",
+    "* **Article Embeddings** – generating embeddings of full articles using [gte-multilingual-base](https://huggingface.co/Alibaba-NLP/gte-multilingual-base) to enable semantic search with:\n",
+    "    - **In-corpus queries** – selecting a query directly from the *Impresso* corpus.  \n",
+    "    - **Out-of-corpus queries** – embedding an external query (e.g., manually formulated or from another source).  \n"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -10,26 +34,26 @@
      "output_type": "stream",
      "text": [
       "🎉 You are now connected to the Impresso API!  🎉\n",
-      "🔗 Using API: http://localhost:3030\n"
+      "🔗 Using API: https://dev.impresso-project.ch/public-api/v1\n"
      ]
     }
    ],
    "source": [
     "from impresso import connect\n",
     "\n",
-    "impresso = connect()"
+    "impresso = connect('https://dev.impresso-project.ch/public-api/v1')"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Named entity recognition\n"
+    "### Named entity recognition\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -86,38 +110,38 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1:37:pers:ner-stacked-2-bert-medium-historic-multilingual|ner-mgenre-multilingual</th>\n",
+       "      <th>2:41:pers:ner-stacked-2-bert-medium-historic-multilingual|ner-mgenre-multilingual</th>\n",
        "      <td>pers</td>\n",
        "      <td>Jean-Baptiste Nicolas Robert Schuman</td>\n",
        "      <td>N/A</td>\n",
        "      <td>Baptiste Nicolas Robert Schuman</td>\n",
        "      <td>91.25</td>\n",
-       "      <td>1</td>\n",
-       "      <td>37</td>\n",
+       "      <td>2</td>\n",
+       "      <td>41</td>\n",
        "      <td>N/A</td>\n",
        "      <td>N/A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>41:72:time:ner-stacked-2-bert-medium-historic-multilingual|ner-mgenre-multilingual</th>\n",
+       "      <th>46:80:time:ner-stacked-2-bert-medium-historic-multilingual|ner-mgenre-multilingual</th>\n",
        "      <td>time</td>\n",
        "      <td>29 June 1886 – 4 September 1963</td>\n",
        "      <td>N/A</td>\n",
        "      <td>N/A</td>\n",
        "      <td>77.90</td>\n",
-       "      <td>41</td>\n",
-       "      <td>72</td>\n",
+       "      <td>46</td>\n",
+       "      <td>80</td>\n",
        "      <td>N/A</td>\n",
        "      <td>N/A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>80:90:org:ner-stacked-2-bert-medium-historic-multilingual|ner-mgenre-multilingual</th>\n",
+       "      <th>88:98:org:ner-stacked-2-bert-medium-historic-multilingual|ner-mgenre-multilingual</th>\n",
        "      <td>org</td>\n",
        "      <td>Luxembourg</td>\n",
        "      <td>N/A</td>\n",
        "      <td>N/A</td>\n",
        "      <td>25.12</td>\n",
-       "      <td>80</td>\n",
-       "      <td>90</td>\n",
+       "      <td>88</td>\n",
+       "      <td>98</td>\n",
        "      <td>N/A</td>\n",
        "      <td>N/A</td>\n",
        "    </tr>\n",
@@ -126,30 +150,39 @@
        "</div>"
       ],
       "text/plain": [
-       "<impresso.resources.tools.NerContainer at 0x127658b90>"
+       "<impresso.resources.tools.NerContainer at 0x13e4836d0>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "text = \"\"\"\n",
-    "Jean-Baptiste Nicolas Robert Schuman ( \n",
-    "29 June 1886 – 4 September 1963) was a Luxembourg-born French \n",
-    "statesman. Schuman was a Christian democratic (Popular \n",
-    "Republican Movement) political thinker and activist. \n",
-    "\"\"\"\n",
+    "    Jean-Baptiste Nicolas Robert Schuman ( \n",
+    "    29 June 1886 – 4 September 1963) was a Luxembourg-born French \n",
+    "    statesman. Schuman was a Christian democratic (Popular \n",
+    "    Republican Movement) political thinker and activist. \n",
+    "    \"\"\"\n",
     "result = impresso.tools.ner(\n",
     "    text=text\n",
     ")\n",
     "result"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Named entity linking\n",
+    "\n",
+    "For the system to know what entity to link, we need to surround it with the markers [START] and [END]. Leave spaces between the entity and the markers."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -158,7 +191,7 @@
        "<div style=\"display: grid; \">\n",
        "<div>\n",
        "<h2>Ner result</h2>\n",
-       "<div>Contains <b>6</b> items of <b>6</b> total items.</div>\n",
+       "<div>Contains <b>1</b> items of <b>1</b> total items.</div>\n",
        "<br/>\n",
        "</div>\n",
        "</div>\n",
@@ -182,13 +215,7 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>type</th>\n",
-       "      <th>surfaceForm</th>\n",
-       "      <th>function</th>\n",
-       "      <th>name</th>\n",
-       "      <th>confidence.ner</th>\n",
        "      <th>confidence.nel</th>\n",
-       "      <th>offset.start</th>\n",
-       "      <th>offset.end</th>\n",
        "      <th>wikidata.id</th>\n",
        "      <th>wikidata.wikipediaPageName</th>\n",
        "      <th>wikidata.wikipediaPageUrl</th>\n",
@@ -200,86 +227,61 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1:37:pers:nel-mgenre-multilingual</th>\n",
-       "      <td>pers</td>\n",
-       "      <td>Jean-Baptiste Nicolas Robert Schuman</td>\n",
-       "      <td>N/A</td>\n",
-       "      <td>Baptiste Nicolas Robert Schuman</td>\n",
-       "      <td>91.25</td>\n",
-       "      <td>96.76</td>\n",
-       "      <td>1</td>\n",
-       "      <td>37</td>\n",
-       "      <td>Q15981</td>\n",
-       "      <td>Robert Schuman</td>\n",
-       "      <td>https://en.wikipedia.org/wiki/Robert_Schuman</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41:72:time:nel-mgenre-multilingual</th>\n",
-       "      <td>time</td>\n",
-       "      <td>29 June 1886 – 4 September 1963</td>\n",
-       "      <td>N/A</td>\n",
-       "      <td>N/A</td>\n",
-       "      <td>77.90</td>\n",
-       "      <td>86.46</td>\n",
-       "      <td>41</td>\n",
-       "      <td>72</td>\n",
+       "      <th></th>\n",
+       "      <td>unk</td>\n",
+       "      <td>99.93</td>\n",
        "      <td>Q15981</td>\n",
        "      <td>Robert Schuman</td>\n",
        "      <td>https://en.wikipedia.org/wiki/Robert_Schuman</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>80:90:org:nel-mgenre-multilingual</th>\n",
-       "      <td>org</td>\n",
-       "      <td>Luxembourg</td>\n",
-       "      <td>N/A</td>\n",
-       "      <td>N/A</td>\n",
-       "      <td>25.12</td>\n",
-       "      <td>100.00</td>\n",
-       "      <td>80</td>\n",
-       "      <td>90</td>\n",
-       "      <td>Q32</td>\n",
-       "      <td>Luxembourg</td>\n",
-       "      <td>https://en.wikipedia.org/wiki/Luxembourg</td>\n",
-       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "<impresso.resources.tools.NerContainer at 0x1276a5810>"
+       "<impresso.resources.tools.NerContainer at 0x13e5654d0>"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "text = \"\"\"\n",
-    "Jean-Baptiste Nicolas Robert Schuman ( \n",
-    "29 June 1886 – 4 September 1963) was a Luxembourg-born French \n",
-    "statesman. Schuman was a Christian democratic (Popular \n",
-    "Republican Movement) political thinker and activist. \n",
-    "\"\"\"\n",
-    "result = impresso.tools.ner_nel(\n",
+    "    [START] Jean-Baptiste Nicolas Robert Schuman [END] ( \n",
+    "    29 June 1886 – 4 September 1963) was a Luxembourg-born French \n",
+    "    statesman. Schuman was a Christian democratic (Popular \n",
+    "    Republican Movement) political thinker and activist. \n",
+    "    \"\"\"\n",
+    "\n",
+    "result = impresso.tools.nel(\n",
     "    text=text,\n",
     ")\n",
     "result"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Named entity recognition and linking"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This method will do entity recognition and linking at the same time."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -288,7 +290,7 @@
        "<div style=\"display: grid; \">\n",
        "<div>\n",
        "<h2>Ner result</h2>\n",
-       "<div>Contains <b>1</b> items of <b>1</b> total items.</div>\n",
+       "<div>Contains <b>6</b> items of <b>6</b> total items.</div>\n",
        "<br/>\n",
        "</div>\n",
        "</div>\n",
@@ -312,7 +314,13 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>type</th>\n",
+       "      <th>surfaceForm</th>\n",
+       "      <th>function</th>\n",
+       "      <th>name</th>\n",
+       "      <th>confidence.ner</th>\n",
        "      <th>confidence.nel</th>\n",
+       "      <th>offset.start</th>\n",
+       "      <th>offset.end</th>\n",
        "      <th>wikidata.id</th>\n",
        "      <th>wikidata.wikipediaPageName</th>\n",
        "      <th>wikidata.wikipediaPageUrl</th>\n",
@@ -324,38 +332,78 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th></th>\n",
-       "      <td>unk</td>\n",
-       "      <td>99.94</td>\n",
+       "      <th>2:41:pers:nel-mgenre-multilingual</th>\n",
+       "      <td>pers</td>\n",
+       "      <td>Jean-Baptiste Nicolas Robert Schuman</td>\n",
+       "      <td>N/A</td>\n",
+       "      <td>Baptiste Nicolas Robert Schuman</td>\n",
+       "      <td>91.25</td>\n",
+       "      <td>96.76</td>\n",
+       "      <td>2</td>\n",
+       "      <td>41</td>\n",
+       "      <td>Q15981</td>\n",
+       "      <td>Robert Schuman</td>\n",
+       "      <td>https://en.wikipedia.org/wiki/Robert_Schuman</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46:80:time:nel-mgenre-multilingual</th>\n",
+       "      <td>time</td>\n",
+       "      <td>29 June 1886 – 4 September 1963</td>\n",
+       "      <td>N/A</td>\n",
+       "      <td>N/A</td>\n",
+       "      <td>77.90</td>\n",
+       "      <td>86.46</td>\n",
+       "      <td>46</td>\n",
+       "      <td>80</td>\n",
        "      <td>Q15981</td>\n",
        "      <td>Robert Schuman</td>\n",
        "      <td>https://en.wikipedia.org/wiki/Robert_Schuman</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88:98:org:nel-mgenre-multilingual</th>\n",
+       "      <td>org</td>\n",
+       "      <td>Luxembourg</td>\n",
+       "      <td>N/A</td>\n",
+       "      <td>N/A</td>\n",
+       "      <td>25.12</td>\n",
+       "      <td>100.00</td>\n",
+       "      <td>88</td>\n",
+       "      <td>98</td>\n",
+       "      <td>Q32</td>\n",
+       "      <td>Luxembourg</td>\n",
+       "      <td>https://en.wikipedia.org/wiki/Luxembourg</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "<impresso.resources.tools.NerContainer at 0x1276a6780>"
+       "<impresso.resources.tools.NerContainer at 0x103f6c190>"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "text = \"\"\"\n",
-    "[START]Jean-Baptiste Nicolas Robert Schuman[END] ( \n",
-    "29 June 1886 – 4 September 1963) was a Luxembourg-born French \n",
-    "statesman. Schuman was a Christian democratic (Popular \n",
-    "Republican Movement) political thinker and activist. \n",
-    "\"\"\"\n",
-    "result = impresso.tools.nel(\n",
+    "    Jean-Baptiste Nicolas Robert Schuman ( \n",
+    "    29 June 1886 – 4 September 1963) was a Luxembourg-born French \n",
+    "    statesman. Schuman was a Christian democratic (Popular \n",
+    "    Republican Movement) political thinker and activist. \n",
+    "    \"\"\"\n",
+    "result = impresso.tools.ner_nel(\n",
     "    text=text,\n",
     ")\n",
     "result"
@@ -365,33 +413,54 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Embeddings"
+    "### Article embeddings"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "All content items in the Impresso data of type _article_ longer than 800 characters were embedded using [gte-multilingual-base](https://huggingface.co/Alibaba-NLP/gte-multilingual-base) which is the latest in the GTE (General Text Embedding) family that has a strong multilingual capability."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'gte-768: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'"
+       "'gte-768: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'"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "embedding = impresso.tools.embed_text(text=\"Le congrès à Paris de l'Union cycliste internationale\", target=\"text\")\n",
+    "text = \"\"\"\n",
+    "    Jean-Baptiste Nicolas Robert Schuman ( \n",
+    "    29 June 1886 – 4 September 1963) was a Luxembourg-born French \n",
+    "    statesman. Schuman was a Christian democratic (Popular \n",
+    "    Republican Movement) political thinker and activist. \n",
+    "    \"\"\"\n",
+    "\n",
+    "embedding = impresso.tools.embed_text(text=text, target=\"text\")\n",
     "embedding"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Search by text embedding with `tools.embed_text` with an out-of-corpus embedding"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -402,7 +471,7 @@
        "<h2>Search result</h2>\n",
        "<div>Contains <b>10</b> items (<b>0</b> - <b>10</b>) of <b>80</b> total items.</div>\n",
        "<br/>\n",
-       "See this result in the <a href=\"https://impresso-project.ch/app/search?sq=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&p=1\">Impresso App</a>.\n",
+       "See this result in the <a href=\"https://impresso-project.ch/app/search?sq=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&p=1\">Impresso App</a>.\n",
        "</div>\n",
        "</div>\n",
        "<h3>Data preview:</h3>\n",
@@ -469,66 +538,66 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>EXP-1948-09-02-a-i0003</th>\n",
+       "      <th>EXP-1951-11-23-a-i0001</th>\n",
        "      <td>in_cpy</td>\n",
        "      <td>ar</td>\n",
        "      <td>print</td>\n",
-       "      <td>Jamais président du conseil n'est parti à la c...</td>\n",
+       "      <td>M. ADENAUER A PARIS</td>\n",
+       "      <td>[{'uid': '2-54-Paris', 'count': 2}, {'uid': '2...</td>\n",
+       "      <td>[{'uid': '2-50-Aristide_Briand', 'count': 1}, ...</td>\n",
        "      <td>[]</td>\n",
        "      <td>[]</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[{'uid': 'tm-fr-all-v2.0_tp98_fr', 'relevance'...</td>\n",
-       "      <td>512</td>\n",
+       "      <td>[{'uid': 'tm-fr-all-v2.0_tp87_fr', 'relevance'...</td>\n",
+       "      <td>621</td>\n",
        "      <td>1</td>\n",
        "      <td>fr</td>\n",
        "      <td>True</td>\n",
-       "      <td>1948-09-02T00:00:00+00:00</td>\n",
-       "      <td>EXP-1948-09-02-a</td>\n",
+       "      <td>1951-11-23T00:00:00+00:00</td>\n",
+       "      <td>EXP-1951-11-23-a</td>\n",
        "      <td>CH</td>\n",
        "      <td>SNL</td>\n",
        "      <td>EXP</td>\n",
        "      <td>newspaper</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>IMP-1950-05-19-a-i0001</th>\n",
+       "      <th>GDL-1998-02-11-a-i0031</th>\n",
        "      <td>in_cpy</td>\n",
        "      <td>ar</td>\n",
        "      <td>print</td>\n",
-       "      <td>Le «combinat» franco-allemand charbon et acier</td>\n",
-       "      <td>[]</td>\n",
+       "      <td>Une voix s'est tue: celle de Maurice Schumann</td>\n",
+       "      <td>[{'uid': '2-54-Londres', 'count': 1}, {'uid': ...</td>\n",
+       "      <td>[{'uid': '2-50-René_Payot', 'count': 1}]</td>\n",
        "      <td>[]</td>\n",
        "      <td>[]</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[{'uid': 'tm-fr-all-v2.0_tp87_fr', 'relevance'...</td>\n",
-       "      <td>443</td>\n",
+       "      <td>[{'uid': 'tm-fr-all-v2.0_tp55_fr', 'relevance'...</td>\n",
+       "      <td>283</td>\n",
        "      <td>1</td>\n",
        "      <td>fr</td>\n",
-       "      <td>True</td>\n",
-       "      <td>1950-05-19T00:00:00+00:00</td>\n",
-       "      <td>IMP-1950-05-19-a</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1998-02-11T00:00:00+00:00</td>\n",
+       "      <td>GDL-1998-02-11-a</td>\n",
        "      <td>CH</td>\n",
        "      <td>SNL</td>\n",
-       "      <td>IMP</td>\n",
+       "      <td>GDL</td>\n",
        "      <td>newspaper</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>EXP-1947-11-25-a-i0011</th>\n",
+       "      <th>EXP-1958-03-11-a-i0148</th>\n",
        "      <td>in_cpy</td>\n",
        "      <td>ar</td>\n",
        "      <td>print</td>\n",
-       "      <td>Le gouvernement Schuman accueilli sans enthous...</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[{'uid': '2-50-René_Mayer', 'count': 2}, {'uid...</td>\n",
-       "      <td>[{'uid': '2-53-Parti_républicain_de_la_liberté...</td>\n",
+       "      <td>Robert Schuman parle de la zone de libre-échange</td>\n",
+       "      <td>[{'uid': '2-54-Berne', 'count': 3}, {'uid': '2...</td>\n",
+       "      <td>[{'uid': '2-50-Robert_Schuman', 'count': 5}]</td>\n",
+       "      <td>[{'uid': '2-53-États_pontificaux', 'count': 2}]</td>\n",
        "      <td>[]</td>\n",
-       "      <td>[{'uid': 'tm-fr-all-v2.0_tp98_fr', 'relevance'...</td>\n",
-       "      <td>251</td>\n",
+       "      <td>[{'uid': 'tm-fr-all-v2.0_tp00_fr', 'relevance'...</td>\n",
+       "      <td>657</td>\n",
        "      <td>1</td>\n",
        "      <td>fr</td>\n",
-       "      <td>True</td>\n",
-       "      <td>1947-11-25T00:00:00+00:00</td>\n",
-       "      <td>EXP-1947-11-25-a</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1958-03-11T00:00:00+00:00</td>\n",
+       "      <td>EXP-1958-03-11-a</td>\n",
        "      <td>CH</td>\n",
        "      <td>SNL</td>\n",
        "      <td>EXP</td>\n",
@@ -539,44 +608,92 @@
        "</div>"
       ],
       "text/plain": [
-       "<impresso.resources.search.SearchDataContainer at 0x12659ecf0>"
+       "<impresso.resources.search.SearchDataContainer at 0x13e4540d0>"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "impresso.search.find(\n",
-    "  embedding=impresso.tools.embed_text(text=\"Schumann politicien\", target=\"text\"),\n",
+    "result = impresso.search.find(\n",
+    "  embedding=impresso.tools.embed_text(text=text, target=\"text\"),\n",
     "  limit=10\n",
-    ")"
+    ")\n",
+    "\n",
+    "result"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'gte-768: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'"
+       "copyrightStatus                                                    in_cpy\n",
+       "type                                                                   ar\n",
+       "sourceMedium                                                        print\n",
+       "title                                                 M. ADENAUER A PARIS\n",
+       "locationEntities        [{'uid': '2-54-Paris', 'count': 2}, {'uid': '2...\n",
+       "personEntities          [{'uid': '2-50-Aristide_Briand', 'count': 1}, ...\n",
+       "organisationEntities                                                   []\n",
+       "newsAgenciesEntities                                                   []\n",
+       "topics                  [{'uid': 'tm-fr-all-v2.0_tp87_fr', 'relevance'...\n",
+       "transcriptLength                                                      621\n",
+       "totalPages                                                              1\n",
+       "languageCode                                                           fr\n",
+       "isOnFrontPage                                                        True\n",
+       "publicationDate                                 1951-11-23T00:00:00+00:00\n",
+       "issueUid                                                 EXP-1951-11-23-a\n",
+       "countryCode                                                            CH\n",
+       "providerCode                                                          SNL\n",
+       "mediaUid                                                              EXP\n",
+       "mediaType                                                       newspaper\n",
+       "Name: EXP-1951-11-23-a-i0001, dtype: object"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "impresso.content_items.get_embeddings(\"JDG-1963-09-06-a-i0004\")[0]"
+    "result.df.loc['EXP-1951-11-23-a-i0001']"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'gte-768: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'"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "impresso.content_items.get_embeddings(\"EXP-1951-11-23-a-i0001\")[0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Search by text embedding with `tools.embed_text` with an in-corpus embedding"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
@@ -585,9 +702,9 @@
        "<div style=\"display: grid; \">\n",
        "<div>\n",
        "<h2>Search result</h2>\n",
-       "<div>Contains <b>4</b> items (<b>0</b> - <b>4</b>) of <b>32</b> total items.</div>\n",
+       "<div>Contains <b>2</b> items (<b>0</b> - <b>2</b>) of <b>16</b> total items.</div>\n",
        "<br/>\n",
-       "See this result in the <a href=\"https://impresso-project.ch/app/search?sq=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&p=1\">Impresso App</a>.\n",
+       "See this result in the <a href=\"https://impresso-project.ch/app/search?sq=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&p=1\">Impresso App</a>.\n",
        "</div>\n",
        "</div>\n",
        "<h3>Data preview:</h3>\n",
@@ -654,69 +771,47 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>jdpl-1944-06-28-a-i0006</th>\n",
+       "      <th>jdpl-1931-07-18-a-i0012</th>\n",
        "      <td>in_cpy</td>\n",
        "      <td>ar</td>\n",
        "      <td>print</td>\n",
-       "      <td>LES CONFÉRENCES</td>\n",
-       "      <td>[{'uid': '2-54-Marseille', 'count': 1}, {'uid'...</td>\n",
-       "      <td>[{'uid': '2-50-Robert_Grimm', 'count': 1}, {'u...</td>\n",
-       "      <td>[]</td>\n",
+       "      <td>Les heures décisives</td>\n",
+       "      <td>[{'uid': '2-54-France', 'count': 1}, {'uid': '...</td>\n",
+       "      <td>[{'uid': '2-50-Charles_Dawes', 'count': 1}, {'...</td>\n",
+       "      <td>[{'uid': '2-53-Société_des_Nations', 'count': ...</td>\n",
        "      <td>[]</td>\n",
-       "      <td>[{'uid': 'tm-fr-all-v2.0_tp29_fr', 'relevance'...</td>\n",
-       "      <td>200</td>\n",
+       "      <td>[{'uid': 'tm-fr-all-v2.0_tp87_fr', 'relevance'...</td>\n",
+       "      <td>705</td>\n",
        "      <td>1</td>\n",
        "      <td>fr</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1944-06-28T00:00:00+00:00</td>\n",
-       "      <td>jdpl-1944-06-28-a</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1931-07-18T00:00:00+00:00</td>\n",
+       "      <td>jdpl-1931-07-18-a</td>\n",
        "      <td>FR</td>\n",
        "      <td>BNF</td>\n",
        "      <td>jdpl</td>\n",
        "      <td>newspaper</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>jdpl-1937-10-31-a-i0055</th>\n",
+       "      <th>lepetitparisien-1928-05-07-a-i0047</th>\n",
        "      <td>in_cpy</td>\n",
        "      <td>ar</td>\n",
        "      <td>print</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>[{'uid': '2-54-Europe_centrale', 'count': 1}]</td>\n",
-       "      <td>[{'uid': '2-50-Paul_Bourget', 'count': 1}]</td>\n",
+       "      <td>UNE ÉDITION EN ALLEMAND DES DISCOURS DE M. BRI...</td>\n",
+       "      <td>[{'uid': '2-54-Allemagne', 'count': 2}, {'uid'...</td>\n",
+       "      <td>[{'uid': '2-50-Gustav_Stresemann', 'count': 3}...</td>\n",
        "      <td>[]</td>\n",
        "      <td>[]</td>\n",
-       "      <td>[{'uid': 'tm-fr-all-v2.0_tp55_fr', 'relevance'...</td>\n",
-       "      <td>265</td>\n",
+       "      <td>[{'uid': 'tm-fr-all-v2.0_tp29_fr', 'relevance'...</td>\n",
+       "      <td>246</td>\n",
        "      <td>1</td>\n",
        "      <td>fr</td>\n",
        "      <td>False</td>\n",
-       "      <td>1937-10-31T00:00:00+00:00</td>\n",
-       "      <td>jdpl-1937-10-31-a</td>\n",
+       "      <td>1928-05-07T00:00:00+00:00</td>\n",
+       "      <td>lepetitparisien-1928-05-07-a</td>\n",
        "      <td>FR</td>\n",
        "      <td>BNF</td>\n",
-       "      <td>jdpl</td>\n",
-       "      <td>newspaper</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>oecaen-1941-10-21-a-i0056</th>\n",
-       "      <td>in_cpy</td>\n",
-       "      <td>ar</td>\n",
-       "      <td>print</td>\n",
-       "      <td>LA FRANCE européenne</td>\n",
-       "      <td>[{'uid': '2-54-France', 'count': 1}, {'uid': '...</td>\n",
-       "      <td>[{'uid': '2-50-Armand_Jean_du_Plessis_de_Riche...</td>\n",
-       "      <td>[{'uid': '2-53-Europe', 'count': 1}]</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[{'uid': 'tm-fr-all-v2.0_tp10_fr', 'relevance'...</td>\n",
-       "      <td>168</td>\n",
-       "      <td>1</td>\n",
-       "      <td>fr</td>\n",
-       "      <td>True</td>\n",
-       "      <td>1941-10-21T00:00:00+00:00</td>\n",
-       "      <td>oecaen-1941-10-21-a</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>BNF</td>\n",
-       "      <td>oecaen</td>\n",
+       "      <td>lepetitparisien</td>\n",
        "      <td>newspaper</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -724,71 +819,139 @@
        "</div>"
       ],
       "text/plain": [
-       "<impresso.resources.search.SearchDataContainer at 0x12765a0d0>"
+       "<impresso.resources.search.SearchDataContainer at 0x1692baed0>"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "impresso.search.find(\n",
+    "result = impresso.search.find(\n",
     "  country=\"FR\",\n",
-    "  embedding=impresso.content_items.get_embeddings(\"JDG-1963-09-06-a-i0004\")[0],\n",
-    "  limit=4\n",
-    ")\n"
+    "  embedding=impresso.content_items.get_embeddings(\"EXP-1951-11-23-a-i0001\")[0],\n",
+    "  limit=2\n",
+    ")\n",
+    "\n",
+    "result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "copyrightStatus                                                    in_cpy\n",
+       "type                                                                   ar\n",
+       "sourceMedium                                                        print\n",
+       "title                   UNE ÉDITION EN ALLEMAND DES DISCOURS DE M. BRI...\n",
+       "locationEntities        [{'uid': '2-54-Allemagne', 'count': 2}, {'uid'...\n",
+       "personEntities          [{'uid': '2-50-Gustav_Stresemann', 'count': 3}...\n",
+       "organisationEntities                                                   []\n",
+       "newsAgenciesEntities                                                   []\n",
+       "topics                  [{'uid': 'tm-fr-all-v2.0_tp29_fr', 'relevance'...\n",
+       "transcriptLength                                                      246\n",
+       "totalPages                                                              1\n",
+       "languageCode                                                           fr\n",
+       "isOnFrontPage                                                       False\n",
+       "publicationDate                                 1928-05-07T00:00:00+00:00\n",
+       "issueUid                                     lepetitparisien-1928-05-07-a\n",
+       "countryCode                                                            FR\n",
+       "providerCode                                                          BNF\n",
+       "mediaUid                                                  lepetitparisien\n",
+       "mediaType                                                       newspaper\n",
+       "Name: lepetitparisien-1928-05-07-a-i0047, dtype: object"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "result.df.loc['lepetitparisien-1928-05-07-a-i0047']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'UNE ÉDITION EN ALLEMAND DES DISCOURS DE M. BRIAND PRÉFACÉE PAR M. STRE[...]'"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "result.df.loc['lepetitparisien-1928-05-07-a-i0047']['title']"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Convert embedding to an array of floats and back"
+    "### Other tools"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Convert embedding to an array of floats and back"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'gte-768:27ZuvEPAhD39Epu84zQ1PXUHd73baWq9SjyDPa8LML0MNNc8H5Y+vRDkgzyc7wo8erVbvfTRDD4z4Ja9+v4+PclYlz19Frw7plwEPtcDkLxCkzU9R2whPdNVKz3HtYQ8G8ZcvQ4CcbytaJ09CSLDvZDC+71TdAc9ACzxOmeg+Dy0Bpk76kKWPdA6jT0eSTq8/29rPTL4JbwYHAi9iUCfPPraeTxh4se7SAYqvZrCu7zJpRs8FUwmPNA6Db19fLO8QBnivDku4jx2KXS9+WJuPIZQCDmQMuE89GsVujSdgDxz7qC9Lm6GPWCIJj6nhie9ZUMovRHrxboOajC9geeBvdcsz7zdmAG8M98yPWSHIrxqHJS6DYK/PdtrMrzyEXc85y+evK1E2Dz6RAG813BJPdo+47wgfUs8ZUSMPbZDND0t/wS9LWp2uleW5zwi9x49qZ/9u6eGpzw5MCq9cltavdwFu7yn9Sg95dfHPYC7FrxtyDA8DaWgvIVyhTzgj1o8KNmUvE5Yhb1FrtO7s3NSvTL/Z7xEngc9w5geOz1tRbz6lv+8uhOWvKR0EzvZgt06BNydvDeU2boJkqi9uQoMvVfja73l+4y8Fz4FvY+8HT2G6pA9JJoxu2COgT04JVg9KLeXO29APL0MFCK9PEB2vT1uqb2OIM07fRY8vc4xg73Hb0I9Waj7OhroWT2aBja8XxvwPLZB7Ltbs009a0cbvWeZtrwd2HA9rYoaPfYnm7zoOCi9Z7uzPIRE0r01WYa8R5eoPA0/KTyVwJC8CSJDPEAbKj0XqXa9k0T1PNmkWj3G1p09HNGuvKgn8jsnisi7yvBXvAKkfDwWgLc5hW51vDzUoD3b+ug76RTjvNBBT7xkhyI6/aMZPXM7JT0UkCA8cLhHPJcWnzwul8W8OHLcPCyFsTxdvh+8HPOrvOqM7jsWgDe6LwiPPdOgZ70JIsM8Nj5LvYSQ8rwWy3O9fJ6wu/OmBT27iyE8kMWnOU1wFL1hl4s8bTXqPPKCQLzaNyE86aiNvYzz/btEnL+8d1R7vcoUHb054yU9HGBluxMYlbxQ+rM8MkPiPLwaWD26M0s9UgUGPDYVjLzmJMy7LiqMvX+5Tr3UgZa9izA2PPfq4jzrBPq77qnUPBbt8LxppIg8SjwDvA7ZsbxF8k09MkPivAEOBL2zc9K8PgkWvWX/Lb3Rspg7dPcqPUz/yjy7q1Y9BI1RvCi3lzvdBwO9E2PROzl9rrxoy3+9VIRTPOqMbrsvMc683CkAvYC7FrvyEfc8sIO7PNIqJLxeFK48cUuOPKCi6bzmt5K9fRY8vI+Y2Lz1ttG4lQtNvW+xBb26ExY9UlDCu//XKj1a+Y890WUUvSBUjDz1+ks88/HBPbqATz1DUQO9f/8QvE4zXLkzTrQ8+SA8Pf/XKr3wkik8amdQO6rFir2pmDu87qnUOwX+Gj3FGTS9F807vVkSg7uyjg29IvVWvfFOL7yGLos9Ojm0OwLsBj31ttE7TQhVvUVjF7uMN3i8qlTBParFCj1idY488sY6PXk9ULxKFva7jiDNu13F4buaDXi8rF+TPHZ2+LzSAIG9pTAZvMDzQ7tAXdy8zg2+Oy9TS7wr8mo967m9u1897bxf0LO8M060vLGnAL3qQTI8rbUhvIP26btx5Ra8uebGuznjpb0wD1G8j5jYO9uNr7zTeIw9BjBkvQCdOr1X3Y29ACxxPb4DrTqWx9I8aaSIvZwYyrzBZA28Shb2OzMBML3nL568y6xdvJcWHzz3n6Y8sUEJvUxFDT3rbgG8RC8GPce1hDs/Vpo8fvS+POqMbrrQQxc9skfnvRlwzjwCho88HpT2vBbLczu5d0W9FoA3ukxDxbuy0ge8ceNOPWZK6ruFIzk9hGezPJEQZLuqVEG7XoHnPCXFOL1H3IY90zFmvEXyzbzTU2M9yHhMOlViVj3ViwS8OEkdvUfbojzF7iy9rPmbOrXJYDzj7nI9ohp1u8NLmj3OwoG88JIpPQAscTmPvJ09Fzy9PGPLnLyxFoI7fh1+Pa9YtD0LVtS6a9/bPAOojDwQWP88nbJSPFJQwjzA80M8stlJO0ZqWb1WuOQ7Sss5PMgtELr9Epu8U32RO/6zZTyhXu+8M701PfRpTT0Z1sU87AiKvG9H/jp+qQI9YdsFPEkPND3QOg098P/iPLmbCrzN4O48ub2HvBRuozwDr868s+SbvH7SQT2KuCo8EVyPPK4HHT7wtCa9M7ttPCmVmjw/Vho8/aHRvOCP2rx/Sk28YlMRPLvxmDyLe3K8vSWqPLLZyb1SAz49NVkGu6bsHrzGj3e9RmrZvDbRET1ENki8m+v6PBhHjzz7S8M6cuzYvGHbhTxjyVS92jchuwreyLvVi4Q8os84PfoihLxf8jA8jtxSvbqAz7y29q87YIy5PFBnbbxuhLY767m9vOG8qTx9fLM8EC9APDYczrumOSO9hptEum+xhbt1IOo8OQaHPaKLPjwzI609ey1nPMdt+jxaREy9BnamPKz5G7wLVtS8EFE9PVRbFD0Rwoa9lAB7POecVzt7wC29j02cO5Utyjwr8mo8xo93vE+r57uo3LU8ITlRvB8uf719WjY8SMDnPFa4ZDuyjo25msK7vJZambo+Kcs80PRKPb97uLsCpHy98Qq1PLiX+jz/iia9AuwGvcGvybzdMEI9QBuqvXOG4Tx/sgw9ZFwbPZPXuzz+rCO9KPsRPBSXYjzPhck7d6F/vVnsdb0rp647vgMtPEScv7zwkim8D+DzvI1kRz04BSO9zNksvCovIz3z84k7o/yHu2EExTw6ObS7nO+Kuo73jbymN1u8imsmPTZgSDzzWQE9W4qOu1VA2TsKk4w7yC2Qu+UdCjwHF/E8mgY2PL4KbzyA3ZO8Pt4Ou+nQaLxbs808U32RPZbpz71u8e+8eIHKu5w6Rz0Cyok8x7zGvKZchD33n6a8Q768OhklkjsF/po8vr8yvOtuAT1f8jA7a5JXvfNZAT3uXpi8MA/Ru84Nvjr0HMm8l2HbvHsmJbvhIqE8TN1NPTrsLz1eNiu8bJthvFHYtrzpySa9rbUhvDtmAz2gVy28zlj6Oj68kby7iyG9bC4ovdhXVr2YHeG8UnK/PNDUFb0gn8g8GEP/Oyl6X7wBWUC8G3yEPWC1+LyAd5y8ZUOoPH1h+DsxPKC74QdmuwDhNDu0Bpk7VR7cPED35Lx9YXg7AE7uvP7OoDz4Wyw8+iIEvbvxmL3HS328Z7uzPGnPj71OM9y8iWnePATTEz0sH7o6PIgAPfG76Lz0QA69YB8AvLvPGz2NhsS8KB2PPCL11ro3lFk6mUhoPdG5WjxKyzm8Q3MAuuBEnrzsKoe8+0tDO8CohzvhB+a7wKgHPbduuzxLsP48stKHPGPtmbzqQTI6nO8KvK8tLb34W6w80W6ePCKx3DznC1m97HXDvBtZIzw5yOo8ZKmfvN/10Twa4Zc8eyalOxw+6Lyp43c8V+UzPJc5gL1xMNO84I/aO8WItTsxX4E9U30RPAyDI7xndzk8QBniOy/tU70PSDM9W9VKPKBXrbxD4gE9DvsuOy1q9jnljAu9bvHvvO8aHr0+Kcu7+7j8PCL1Vrp/Q4u8cqjePB2vsTwM6Zq8eBSRvMZGA72M7Ds8Wl0/u4EIm72wpbg8vBrYPPtLQzwO+y67EKCJvMo00ryY0qS85NCFPUz4CDyPmFi8T6vnO5P5OLz98J27zB2nPBBRvTz1jRK9Gp2dPBTbXLyMqEG8s5XPPL+C+jw2YEi8pTAZPBYP7jxxBUw979Yju6SWkDws0jW9sWG+u7KODbtp78Q70NJNvQ1hprwCnwI9PQfOPAZ9aLz0a5W6ZwqAPErLuTuBM6K762w5PdZphz0V5GY9pTAZvPcOKL3XA5C8Hms3PePwOjyfcCA91Ro7vNx0PL03lNm8hi6LPI6RFryc7wq6cqGcvDGH3Lxpic08+pb/vFmo+7x0h8U93HJ0PTvKsj1gH4C9PuVQPabsnjxWuOQ7otb6PMK6m7wYQ/87DfIkPQAscbuQKVe9t7l3PPopRr1k0t68widVPPCZaz2srBe9Q3rCPIjP1Tw28448'"
+       "'gte-768: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'"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "original_embedding = impresso.content_items.get_embeddings(\"JDG-1963-09-06-a-i0004\")[0]\n",
+    "original_embedding = impresso.content_items.get_embeddings(\"lepetitparisien-1928-05-07-a-i0047\")[0]\n",
     "original_embedding"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[-0.014569963328540325,\n",
-       " 0.0648198351264,\n",
-       " -0.01892995275557041,\n",
-       " 0.044239889830350876,\n",
-       " -0.060309845954179764,\n",
-       " -0.05722985789179802,\n",
-       " 0.06407983601093292,\n",
-       " -0.0429798923432827,\n",
-       " 0.026269935071468353,\n",
-       " -0.04652988538146019]"
+       "[-0.04565996676683426,\n",
+       " 0.07006994634866714,\n",
+       " -0.06364995241165161,\n",
+       " 0.04657996818423271,\n",
+       " -0.07263994961977005,\n",
+       " -0.046769965440034866,\n",
+       " -0.02322998270392418,\n",
+       " 0.061889953911304474,\n",
+       " 0.04493996500968933,\n",
+       " -0.04681996628642082]"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -802,16 +965,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'gte-768:27ZuvEPAhD39Epu84zQ1PXUHd73baWq9SjyDPa8LML0MNNc8H5Y+vRDkgzyc7wo8erVbvfTRDD4z4Ja9+v4+PclYlz19Frw7plwEPtcDkLxCkzU9R2whPdNVKz3HtYQ8G8ZcvQ4CcbytaJ09CSLDvZDC+71TdAc9ACzxOmeg+Dy0Bpk76kKWPdA6jT0eSTq8/29rPTL4JbwYHAi9iUCfPPraeTxh4se7SAYqvZrCu7zJpRs8FUwmPNA6Db19fLO8QBnivDku4jx2KXS9+WJuPIZQCDmQMuE89GsVujSdgDxz7qC9Lm6GPWCIJj6nhie9ZUMovRHrxboOajC9geeBvdcsz7zdmAG8M98yPWSHIrxqHJS6DYK/PdtrMrzyEXc85y+evK1E2Dz6RAG813BJPdo+47wgfUs8ZUSMPbZDND0t/wS9LWp2uleW5zwi9x49qZ/9u6eGpzw5MCq9cltavdwFu7yn9Sg95dfHPYC7FrxtyDA8DaWgvIVyhTzgj1o8KNmUvE5Yhb1FrtO7s3NSvTL/Z7xEngc9w5geOz1tRbz6lv+8uhOWvKR0EzvZgt06BNydvDeU2boJkqi9uQoMvVfja73l+4y8Fz4FvY+8HT2G6pA9JJoxu2COgT04JVg9KLeXO29APL0MFCK9PEB2vT1uqb2OIM07fRY8vc4xg73Hb0I9Waj7OhroWT2aBja8XxvwPLZB7Ltbs009a0cbvWeZtrwd2HA9rYoaPfYnm7zoOCi9Z7uzPIRE0r01WYa8R5eoPA0/KTyVwJC8CSJDPEAbKj0XqXa9k0T1PNmkWj3G1p09HNGuvKgn8jsnisi7yvBXvAKkfDwWgLc5hW51vDzUoD3b+ug76RTjvNBBT7xkhyI6/aMZPXM7JT0UkCA8cLhHPJcWnzwul8W8OHLcPCyFsTxdvh+8HPOrvOqM7jsWgDe6LwiPPdOgZ70JIsM8Nj5LvYSQ8rwWy3O9fJ6wu/OmBT27iyE8kMWnOU1wFL1hl4s8bTXqPPKCQLzaNyE86aiNvYzz/btEnL+8d1R7vcoUHb054yU9HGBluxMYlbxQ+rM8MkPiPLwaWD26M0s9UgUGPDYVjLzmJMy7LiqMvX+5Tr3UgZa9izA2PPfq4jzrBPq77qnUPBbt8LxppIg8SjwDvA7ZsbxF8k09MkPivAEOBL2zc9K8PgkWvWX/Lb3Rspg7dPcqPUz/yjy7q1Y9BI1RvCi3lzvdBwO9E2PROzl9rrxoy3+9VIRTPOqMbrsvMc683CkAvYC7FrvyEfc8sIO7PNIqJLxeFK48cUuOPKCi6bzmt5K9fRY8vI+Y2Lz1ttG4lQtNvW+xBb26ExY9UlDCu//XKj1a+Y890WUUvSBUjDz1+ks88/HBPbqATz1DUQO9f/8QvE4zXLkzTrQ8+SA8Pf/XKr3wkik8amdQO6rFir2pmDu87qnUOwX+Gj3FGTS9F807vVkSg7uyjg29IvVWvfFOL7yGLos9Ojm0OwLsBj31ttE7TQhVvUVjF7uMN3i8qlTBParFCj1idY488sY6PXk9ULxKFva7jiDNu13F4buaDXi8rF+TPHZ2+LzSAIG9pTAZvMDzQ7tAXdy8zg2+Oy9TS7wr8mo967m9u1897bxf0LO8M060vLGnAL3qQTI8rbUhvIP26btx5Ra8uebGuznjpb0wD1G8j5jYO9uNr7zTeIw9BjBkvQCdOr1X3Y29ACxxPb4DrTqWx9I8aaSIvZwYyrzBZA28Shb2OzMBML3nL568y6xdvJcWHzz3n6Y8sUEJvUxFDT3rbgG8RC8GPce1hDs/Vpo8fvS+POqMbrrQQxc9skfnvRlwzjwCho88HpT2vBbLczu5d0W9FoA3ukxDxbuy0ge8ceNOPWZK6ruFIzk9hGezPJEQZLuqVEG7XoHnPCXFOL1H3IY90zFmvEXyzbzTU2M9yHhMOlViVj3ViwS8OEkdvUfbojzF7iy9rPmbOrXJYDzj7nI9ohp1u8NLmj3OwoG88JIpPQAscTmPvJ09Fzy9PGPLnLyxFoI7fh1+Pa9YtD0LVtS6a9/bPAOojDwQWP88nbJSPFJQwjzA80M8stlJO0ZqWb1WuOQ7Sss5PMgtELr9Epu8U32RO/6zZTyhXu+8M701PfRpTT0Z1sU87AiKvG9H/jp+qQI9YdsFPEkPND3QOg098P/iPLmbCrzN4O48ub2HvBRuozwDr868s+SbvH7SQT2KuCo8EVyPPK4HHT7wtCa9M7ttPCmVmjw/Vho8/aHRvOCP2rx/Sk28YlMRPLvxmDyLe3K8vSWqPLLZyb1SAz49NVkGu6bsHrzGj3e9RmrZvDbRET1ENki8m+v6PBhHjzz7S8M6cuzYvGHbhTxjyVS92jchuwreyLvVi4Q8os84PfoihLxf8jA8jtxSvbqAz7y29q87YIy5PFBnbbxuhLY767m9vOG8qTx9fLM8EC9APDYczrumOSO9hptEum+xhbt1IOo8OQaHPaKLPjwzI609ey1nPMdt+jxaREy9BnamPKz5G7wLVtS8EFE9PVRbFD0Rwoa9lAB7POecVzt7wC29j02cO5Utyjwr8mo8xo93vE+r57uo3LU8ITlRvB8uf719WjY8SMDnPFa4ZDuyjo25msK7vJZambo+Kcs80PRKPb97uLsCpHy98Qq1PLiX+jz/iia9AuwGvcGvybzdMEI9QBuqvXOG4Tx/sgw9ZFwbPZPXuzz+rCO9KPsRPBSXYjzPhck7d6F/vVnsdb0rp647vgMtPEScv7zwkim8D+DzvI1kRz04BSO9zNksvCovIz3z84k7o/yHu2EExTw6ObS7nO+Kuo73jbymN1u8imsmPTZgSDzzWQE9W4qOu1VA2TsKk4w7yC2Qu+UdCjwHF/E8mgY2PL4KbzyA3ZO8Pt4Ou+nQaLxbs808U32RPZbpz71u8e+8eIHKu5w6Rz0Cyok8x7zGvKZchD33n6a8Q768OhklkjsF/po8vr8yvOtuAT1f8jA7a5JXvfNZAT3uXpi8MA/Ru84Nvjr0HMm8l2HbvHsmJbvhIqE8TN1NPTrsLz1eNiu8bJthvFHYtrzpySa9rbUhvDtmAz2gVy28zlj6Oj68kby7iyG9bC4ovdhXVr2YHeG8UnK/PNDUFb0gn8g8GEP/Oyl6X7wBWUC8G3yEPWC1+LyAd5y8ZUOoPH1h+DsxPKC74QdmuwDhNDu0Bpk7VR7cPED35Lx9YXg7AE7uvP7OoDz4Wyw8+iIEvbvxmL3HS328Z7uzPGnPj71OM9y8iWnePATTEz0sH7o6PIgAPfG76Lz0QA69YB8AvLvPGz2NhsS8KB2PPCL11ro3lFk6mUhoPdG5WjxKyzm8Q3MAuuBEnrzsKoe8+0tDO8CohzvhB+a7wKgHPbduuzxLsP48stKHPGPtmbzqQTI6nO8KvK8tLb34W6w80W6ePCKx3DznC1m97HXDvBtZIzw5yOo8ZKmfvN/10Twa4Zc8eyalOxw+6Lyp43c8V+UzPJc5gL1xMNO84I/aO8WItTsxX4E9U30RPAyDI7xndzk8QBniOy/tU70PSDM9W9VKPKBXrbxD4gE9DvsuOy1q9jnljAu9bvHvvO8aHr0+Kcu7+7j8PCL1Vrp/Q4u8cqjePB2vsTwM6Zq8eBSRvMZGA72M7Ds8Wl0/u4EIm72wpbg8vBrYPPtLQzwO+y67EKCJvMo00ryY0qS85NCFPUz4CDyPmFi8T6vnO5P5OLz98J27zB2nPBBRvTz1jRK9Gp2dPBTbXLyMqEG8s5XPPL+C+jw2YEi8pTAZPBYP7jxxBUw979Yju6SWkDws0jW9sWG+u7KODbtp78Q70NJNvQ1hprwCnwI9PQfOPAZ9aLz0a5W6ZwqAPErLuTuBM6K762w5PdZphz0V5GY9pTAZvPcOKL3XA5C8Hms3PePwOjyfcCA91Ro7vNx0PL03lNm8hi6LPI6RFryc7wq6cqGcvDGH3Lxpic08+pb/vFmo+7x0h8U93HJ0PTvKsj1gH4C9PuVQPabsnjxWuOQ7otb6PMK6m7wYQ/87DfIkPQAscbuQKVe9t7l3PPopRr1k0t68widVPPCZaz2srBe9Q3rCPIjP1Tw28448'"
+       "'gte-768: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'"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -823,7 +986,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
@@ -832,7 +995,7 @@
        "'Original and recreated embeddings are the same: True'"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 58,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -844,7 +1007,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "impresso-py3.13 (3.13.7)",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -858,9 +1021,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.7"
+   "version": "3.11.10"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }