diff --git a/jupyter/GAapiTutorial.ipynb b/jupyter/GAapiTutorial.ipynb
index fbf0eec3dcc445bcb6cd9271e3e8b10242eacd62..c7b667dad60425edbe440ca371811890a52edd59 100644
--- a/jupyter/GAapiTutorial.ipynb
+++ b/jupyter/GAapiTutorial.ipynb
@@ -9,19 +9,18 @@
     "\n",
     "The purpose of this notebook is to document the API of the Greek Anthology's project. It is available at http://anthologiagraeca.org/api.\n",
     "    \n",
-    "## General information"
+    "## Access the API\n",
+    "\n",
+    "We will start by importing different useful libraries and define our first variables for the requests."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 1,
    "id": "african-automation",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Importation of the useful libraries \n",
-    "# Definition of our variables for the requests \n",
-    "\n",
     "import requests\n",
     "import json\n",
     "\n",
@@ -38,12 +37,12 @@
    "id": "initial-integration",
    "metadata": {},
    "source": [
-    "Here are the avaiable endpoins:"
+    "The variable `data` gives us, in json format, the available endpoints"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 2,
    "id": "prostate-dietary",
    "metadata": {},
    "outputs": [
@@ -66,7 +65,7 @@
        " 'editions': 'https://anthologiagraeca.org/api/editions/?format=json'}"
       ]
      },
-     "execution_count": 63,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -77,26 +76,38 @@
   },
   {
    "cell_type": "markdown",
-   "id": "higher-bronze",
+   "id": "699f6a09",
    "metadata": {},
    "source": [
-    "The most important one is the first one: `passages` which contains a list of all the epigrams. Let us have a look at it:"
+    "## The endpoint *passages*\n",
+    "\n",
+    "The first endpoint (`passages`) is the most important : it contains a list of all the epigrams. Let us have a look at it. \n",
+    "\n",
+    "With the variable \"epigrams\", we directly make a request to the API (its URL is built thanks to the variables defined above and below)."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 4,
    "id": "sought-christian",
    "metadata": {},
    "outputs": [],
    "source": [
-    "epigrams_ep = '/passages'\n",
-    "epigrams = requests.get(url+epigrams_ep,parameters).json()"
+    "epigrams = '/passages'\n",
+    "epigrams_res = requests.get(url+epigrams,parameters).json()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8687b0ba",
+   "metadata": {},
+   "source": [
+    "The result of our request provides us with a lot information related to the passages, as seen below : "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 5,
    "id": "reasonable-cross",
    "metadata": {},
    "outputs": [
@@ -1806,13 +1817,13 @@
        "   'media': []}]}"
       ]
      },
-     "execution_count": 65,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "epigrams"
+    "epigrams_res"
    ]
   },
   {
@@ -1825,7 +1836,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 8,
    "id": "champion-disposition",
    "metadata": {},
    "outputs": [
@@ -1835,13 +1846,13 @@
        "4134"
       ]
      },
-     "execution_count": 66,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "epigrams['count']"
+    "epigrams_res['count']"
    ]
   },
   {
@@ -1849,14 +1860,16 @@
    "id": "annual-louisiana",
    "metadata": {},
    "source": [
-    "The list is pagined and one can navigate the pages using the values of `next` and `previous`.\n",
+    "## Pagination\n",
+    "\n",
+    "As you might have noticed, all of the information are not displayed on the block above: the list is pagined and one can navigate the pages using the values of `next` and `previous`.\n",
     "\n",
-    "Each pages has: "
+    "By default, each pages has: "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 9,
    "id": "fourth-desperate",
    "metadata": {},
    "outputs": [
@@ -1866,13 +1879,13 @@
        "50"
       ]
      },
-     "execution_count": 67,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "len(epigrams['results'])"
+    "len(epigrams_res['results'])"
    ]
   },
   {
@@ -1885,55 +1898,752 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 11,
    "id": "religious-smart",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "100"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "parameters.update({'limit':100})"
+    "parameters.update({'limit':100})\n",
+    "\n",
+    "epigrams_res = requests.get(url+epigrams,parameters).json()\n",
+    "\n",
+    "len(epigrams_res['results'])"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 69,
-   "id": "bacterial-villa",
+   "cell_type": "markdown",
+   "id": "informed-algorithm",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "epigrams = requests.get(url+epigrams_ep,parameters).json()"
+    "This list can be filtered : \n",
+    "- by book (rendering only the epigrams belonging to one particular book) \n",
+    "- by author's main name (their English name)\n",
+    "- by keyword id (which can be found on the platform : *e.g.* https://anthologiagraeca.org/keywords/1/ is the URL for the keyword \"Elegiac couplet\" ; the id is \"1\". \n",
+    "\n",
+    "> For example: https://anthologiagraeca.org/api/passages/?book__number=5&author__main_name=Meleager&keyword__number=1 will give all the epigrams written by Meleager belonging to book 5 and described with the keyword `1` (Elegiac couplet).\n",
+    "\n",
+    "\n",
+    "In this next cellule, `alldata` contains all the passages' data for all of our 4134 epigrams! "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
-   "id": "vocational-somerset",
+   "execution_count": 12,
+   "id": "bdcc21d8",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "100"
+       "{'count': 4134,\n",
+       " 'next': None,\n",
+       " 'previous': 'https://anthologiagraeca.org/api/passages/?format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&format=json&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&limit=100&page=41',\n",
+       " 'results': [{'id': 3695,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 355,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.355',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.355/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.355/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'οὔπω σοι μογέοντι Τύχη πόρεν ἄξια νίκης:\\n νῖκαι γὰρ τῆς σῆς μείζονες εὐτυχίης.\\n\\n                   ἀλλὰ μέρει πρώτῳ σταθερῷ καὶ ἀρείονι μίμνοις\\n τὴν φθονερὴν τήκων δυσμενέων κραδίην,\\n\\n                  οἵ, σέθεν εἰσορόωντες ἀεὶ νικῶσαν ἱμάσθλην,\\n μέμφονται σφετέρην αἰὲν ἀτασθαλίην.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3573,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 356,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.356',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.356/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.356/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'ἄλλοις μὲν γεράων πρόφασις χρόνος: οἱ δ᾽ ἐπὶ νίκαις\\nκρινόμενοι πολιῆς οὐ χατέουσι κόμης,\\n ἀλλ᾽ ἀρετῆς, ὅθεν εὖχος ἀνάπτεται. εἷς ἀπὸ τοίων\\nΠορφύριος δώρων δὶς λάχεν ἀγλαΐην,\\n\\n                  οὐκ ἐτέων δεκάδας, νίκης δ᾽ ἑκατοντάδας αὐχῶν\\nπολλάς, καὶ πάσας συγγενέας Χαρίτων.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 4133,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 357,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.357',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.357/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.357/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'Ἀγχίσην Κυθέρεια, καὶ Ἐνδυμίωνα Σελήνη\\nφίλατο μυθεῦνται τοῖα παλαιγενέες.\\n νῦν δὲ νέος τις μῦθος ἀείσεται, ὡς τάχα Νίκη\\nὄμματα καὶ δίφρους φίλατο Πορφυρίου.'}],\n",
+       "   'authors': [{'tlg_id': 'tlg-4062',\n",
+       "     'names': [{'name': 'Leontius Scholasticus', 'language': 'eng'},\n",
+       "      {'name': 'Λεόντιος ο σχολαστικός', 'language': 'grc'},\n",
+       "      {'name': 'Léontios le scholastique', 'language': 'fra'}]}],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 4075,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 358,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.358',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.358/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.358/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'πρεσβυτέρους κοῦρος μὲν ἐών, πρέσβυς δέ τε κούρους\\nνικᾷς, τεθρίππων κέντορας ἀθλοφόρων.\\nἓξ δ᾽ ἐτέων ἀνύσας δεκάδας, στήλην ἐπὶ νίκαις\\nεἷλες, Καλλιόπα, νεύματι κοιρανίης,\\n\\n                  ὄφρα μένοι καὶ ἔπειτα τεὸν κλέος. αἴθε τοι εἴη,\\nὡς κλέος ἀθάνατον, καὶ δέμας ἀθάνατον.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 4107,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 359,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.359',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.359/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.359/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'σῆς τόδε διφρελάτειρα τὸ χάλκεον ἄνθετο Νίκα\\nεἴκηλον μορφᾶς, Καλλιόπα, ζαθέας,\\n πρέσβυς ὅτι σφριγόωντας ἐν ἱπποδάμῳ πλέον ἀλκᾷ\\n νίκησας, γεραροὺς δ᾽ ὢν νέος ἐν σοφίῃ.\\n\\n                   ἔνθεν ἐλευθερόπαις Βενέτων σέο πήξατο δῆμος\\n δοιά, τὰ μὲν τέχνας ἆθλα, τὰ δὲ σθένεος.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3867,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 360,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.360',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.360/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.360/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'σὸν γῆρας νεότητα τεὴν ὑπερέδραμε νίκαις,\\n καὶ πάντων κρατέεις πάντοτε, Καλλιόπα.\\n ἔνθεν ἄναξ καὶ δῆμος ἐλεύθερος αὖθις ἐγείρει\\nτοῦτο γέρας, σοφίης μνῆμα καὶ ἠνορέης:.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3536,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 361,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.361',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.361/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.361/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'οὗτος, ἐγερσιθέατρε, τεὸς τύπος, ὅν τοι ἐγείρει\\nἑσμὸς ἀριζήλων, Καλλιόπα, στεφάνων.\\nοὔτε γὰρ ἡνίοχός σε παρήπαφεν, οὔτε χαλινοῖς\\nδύσστομος ἱππείη σοῖς ἀπίθησε γένυς.\\n\\n                   μοῦνος δὴ νίκης γέρας ἄρνυσαι. ἦ παρὰ πᾶσι\\n δόξαν ἔχεις ἀεθλῶν ἆθλα λιπεῖν ἑτέροις,'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3729,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 362,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.362',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.362/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.362/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'Καλλιόπα κλυτόμοχθε, τί σοι πλέον, ὅττι γεραίρει\\n εἰκόνι χαλκοτύπῳ σοὺς βασιλεὺς καμάτους,\\n δῆμος ὁ μυριόφωνος, ὅλη πτόλις; εὖτε καὶ αὐτὴ\\n δυσμενέων παλάμη σοῖς ἐπένευσε πόνοις.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3652,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 363,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.363',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.363/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.363/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'μητέρες εὐάθλων γεράων φρένες, οὐ κράτος ἥβης,\\nοὐ τάχος ἱπποσύνης, οὐ χρόνος εὐτυχίης.\\n ἱλήκοι, Φαυστῖνε, τεὸς νόος, ᾧ τάδε πάντα\\nἕσπεται, ᾧ Νίκη σύντροφος ἀθάνατος.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3905,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 364,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.364',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.364/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.364/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'πρίν σε νέον, Φαυστῖνε, νόος πεφόβητο γερόντων:\\n νῦν δέ σε πρεσβυγενῆ κάρτος ἔφριξε νέων.\\nδεύτερα δ᾽ εὕρετο πάντα τεὸς πόνος, ὅς σε γεραίρει\\n πρέσβυν ἐν ἠιθέοις, ἐν δὲ γέρουσι νέον.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3811,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 365,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.365',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.365/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.365/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'ἐξότε Κωνσταντῖνος ἔδυ δόμον Ἄϊδος εἴσω,\\n πλῆτο κατηφείης ἱπποσύνης στάδιον,\\n τερπωλὴ δ᾽ ἀπέλειπε θεήμονας: οὐδ᾽ ἐν ἀγυιαῖς\\n κείνας τὰς φιλίας ἐστὶν ἰδεῖν ἔριδας.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 4115,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 366,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.366',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.366/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.366/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'εἰκόνα, Κωνσταντῖνε, τεὴν ἀνέθεντο πολῖται,\\nμυρόμενοι, ψυχῆς τέρψιν ἀποιχομένης.\\n σοὶ κλέος ὁππότε δῆμος ἐπεσφρήγιζε θανόντι,\\n μνήσατο σῶν καμάτων καὶ μετὰ πότμον ἄναξ:\\n\\n                  οὕνεκεν ἱπποσύνης φιλοκέρτομος ὤλετο τέχνη,\\nἐν σοὶ παυσαμένη πᾶσα καὶ ἀρξαμένη.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3668,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 367,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.367',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.367/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.367/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'εἰσέτι μὲν ζώοντι πόλις ποτὲ Κωνσταντίνῳ\\nεἰκόνα χαλκείην βαιὸν ἔκρινε γέρας:\\nᾔδεε γὰρ πᾶς δῆμος ὅσους ἐπὶ κύδεϊ νίκης\\n αἰὲν ἀεθλεύων ἀμφέθετο στεφάνους.\\n\\n                  ὡς δ᾽ ἔθανεν, ποθέουσα, φίλον τύπον ἄνθετο τοῦδε,\\nὄφρα καὶ ἐσσομένοις μνῆστιν ἔχοι καμάτων.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3930,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 368,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.368',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.368/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.368/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'οἱ Βένετοι Πρασίνοισιν ἐναντίοι αἰὲν ἐόντες\\n εἰς ἕν᾽ ὁμοφροσύνης ἐξεβόησαν ὅρον,\\nὥστε σε, Κωνσταντῖνε, λαβεῖν ἐπιτύμβιον εὖχος,\\nπᾶσιν ἀειδόμενον, πᾶσιν ἀρεσκόμενον.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3603,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 369,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.369',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.369/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.369/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'Ἀντολίης, δύσιός τε, μεσημβρίης τε, καὶ ἄρκτου\\nσὸς δρόμος ὑψιφαὴς ἀμφιβέβηκεν ὅρους,\\n ἄφθιτε Κωνσταντῖνε. θανεῖν δέ σε μή τις ἐνίσπῃ:\\n τῶν γὰρ ἀνικήτων ἅπτεται οὐδ᾽ Ἀίδης.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3674,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 370,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.370',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.370/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.370/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'ἐγγύθι τῆς σφετέρης γενεῆς λάχεν εἰκόνα τήνδε:\\nἔπρεπε γὰρ τρισσοῖς εἰν ἑνὶ χῶρον ἔχειν,\\nοἳ καὶ ἐνὶ σταδίοις ἀρετῆς κλέος εἴκελον εὗρον,\\n νηρίθμων στεφάνων ἐσμὸν ἑλόντες ἴσον.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 4110,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 371,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.371',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.371/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.371/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'τὸν Φαυστινιάδην πόλις ἄνθετο Κωνσταντῖνον,\\nγείτονα μὲν γενεῆς, κρέσσονα δ᾽ ἡνιόχων.\\n\\n                  δὴν γὰρ ἀεθλεύσας οὐκ ἤμβροτεν, ἀλλ᾽ ἐπὶ νίκῃ\\n παύσατο, σὺν νίκῃ καὶ πάρος ἀρξάμενος,\\n\\n                  ὃν καὶ κοῦρον ἐόντα παλαίτεροι ἡνιοχῆες,\\n στεψάμενοι σταδίοις, εἷσαν ἀγωνοθέτην.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3863,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 372,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.372',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.372/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.372/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'σοὶ τόδε, Κωνσταντῖνε, τεὴ τροφὸς ὤπασε Νίκη\\n παιδόθεν ἑσπομένη πᾶσαν ἐφ᾽ ἡλικίην.\\n πέντε γὰρ ἐν σταδίοις δεκάδας τελέσας ἐνιαυτῶν,\\nοὐδ᾽ ἴσον, οὐδ᾽ ὀλίγον εὕρεο λειπόμενον.\\n\\n                   ἀλλ᾽ ἔτι κουρίζων τε καὶ ἄχνοος ἄνδρας ἐνίκας,\\nἥλικας ἡβήσας, γηραλέος δὲ νέους.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3949,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 373,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.373',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.373/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.373/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'ἤθελε Κωνσταντῖνον ἀεὶ πτόλις ἡνιοχεύειν:\\n ἤθελεν, ἀλλὰ πόθῳ οὐκ ἐπένευσε Φύσις.\\nἔνθεν ἑῶν τόδ᾽ ἄγαλμα παραίφασιν εὗρεν ἐρώτων,\\nὄφρα ἑ μὴ λήθη καὶ χρόνος ἀμφιβάλοι,\\n\\n                   ἀλλὰ μένοι ποθέουσιν ἔρως, ζῆλος δ᾽ ἐλατῆρσι,\\n κόσμος δὲ σταδίοις, ἐσσομένοις δὲ φάτις.\\nκαί τις ἰδὼν μετόπισθε χερείονας ἡνιοχῆας\\nὀλβίσσει προτέρην, ἥ μιν ἴδεν, γενεήν.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3656,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 374,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.374',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.374/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.374/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'πέντε καὶ εἴκοσι μοῦνος ἀέθλια Κωνσταντῖνος\\n εἰς μίαν ἠριγένειαν ἑλὼν, ἤμειψε μὲν ἵππους\\n\\n                  ἀντιπάλοις: κείνους δὲ λαβών, οὓς πρόσθεν ἐνίκα,\\n τοῖς αὐτοῖς πάλιν εἷλε μίαν τε καὶ εἴκοσι νίκας.\\n\\n                   πολλάκι δ᾽ ἀμφοτέρων μερέων ἔρις ἔμπεσε δήμῳ,\\nτίς  μιν ἔχοι: κείνῳ δὲ δόσαν κρίσιν ἐκ δύο πέπλων.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3517,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 375,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.375',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.375/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.375/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'ἔγρεο, Κωνσταντῖνε: τί χάλκεον ὕπνον ἰαύεις;\\n σεῖο δίφρους ποθέει δῆμος ἐνὶ σταδίοις,\\n σῆς τε διδασκαλίης ἐπιδευέες ἡνιοχῆες\\nεἵαται ὀρφανικοῖς παισὶν ὁμοιότατοι.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3983,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 376,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.376',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.376/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.376/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'ἀμφοτέροις εἷς μοῦνος ἀριστεύσας παρὰ δήμοις\\n κῦδος ἀπ᾽ ἀμφοτέρων ἔλλαχεν Οὐράνιος,\\nεἰσέτι διφρεύων. τὸ δέ οἱ γέρας ἤλυθε πρῶτον\\nἐκ Πρασίνων, οἷς δὴ γείτονα χῶρον ἔχει.\\n\\n                  αὐτοὶ καὶ σταδίοιο πεπαυμένον ἤγαγον αὖθις\\nἐς δίφρους, νίκης μνωόμενοι προτέρης.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 4134,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 377,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.377',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.377/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.377/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'παυσάμενον σταδίων βασιλεὺς ἐπ᾽ ἀγακλέι νίκῃ\\nαὖθις ὑπὲρ δίφρων βῆσεν ἀεθλοφόρων\\nοὐράνιον δήμοισι, φέρων φέρων χάριν οὐ ποθέει γὰρ\\nἡ πόλις Οὐρανίου νόσφιν ἀεθλοσύνας.\\n\\n                   τοὔνεκα διφρεύοντα τὸ δεύτερον, ὑστατίης τε\\n νίκης καὶ προτέρης στῆσεν ἀγασσαμένη.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 4067,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 378,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.378',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.378/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.378/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'οὐράνιος Νίκαιαν ἔχει πέλας ὁπλοτέρην τε\\n Ῥώμην, τῆς μὲν ἐών, τῇ δ᾽ ἔνι κῦδος ἑλών.\\nνικᾷ δ᾽ ἀμφοτέρωθεν, ἐπεὶ περιδέξιος ἦεν\\nτῇ καὶ τῇ προθέειν ἠὲ παρεξελάαν.\\n\\n                  τοὔνεκα καὶ χρυσέῳ μιν ἀνεγράψαντο μετάλλῳ,\\n κυδίστῳ κτεάνων κύδιμον ἡνίοχον.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 4066,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 379,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.379',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.379/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.379/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'τὸν θρασὺν ἡνιοχῆα λελασμένον ἅρματος ἄθλων\\n ἐνθάδ᾽ Ἀναστάσιον κείμενον οὖδας ἔχει,\\nὃς τόσσους ἀνεδήσατο πρὶν στεφάνους, ὅσα ἄλλοι\\nἔδρακον ἡνιόχων ἤματα ἱππασίης.'}],\n",
+       "   'authors': [{'tlg_id': 'tlg-4049',\n",
+       "     'names': [{'name': 'thomas', 'language': 'grc'}]}],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3535,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 380,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.380',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.380/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.380/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'ἐν γῇ κρατήσας παντὸς ἁρματηλάτου\\n καλῶς ἐπήρθη καὶ πρὸς αἰθέρα τρέχειν\\nΠορφύριος, τὸ θαῦμα δήμου Βενέτων.\\n νικῶν γὰρ οὗτος πάντα γῆς διφρηλάτην,\\n\\n                   ἄνεισιν, ὡς ἂν καὶ σὺν ἡλίῳ δράμῃ.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3818,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 381,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.381',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.381/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.381/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'ἴουλον ἀνθῶν πρῶτον οὗτος ἡνίας\\n Πορφύριος Κάλχαντος εἷλκε Βενέτου.\\nἐκπλήττομαι δὲ πῶς γράφει χεὶρ ἐμπνόους\\nτούτου τις ἵππους. ^ καὶ γὰρ ἂν πλήξῃ πάλιν,\\n\\n                  οἶμαι, δραμεῖται νῖκος εὑρεῖν καὶ πάλιν.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3894,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 382,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.382',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.382/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.382/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'σκόπει τὸ δρᾶμα μηχανουργοῦ τοῦ δόμου:\\nεἰ μὴ γὰρ ἐστέγαστο καρτερᾷ σκέπᾐ,\\n πρὸς οὐρανοὺς ἂν ὦρτο Φαυστῖνος τρέχων\\nὡς ζῶν σὺν ἵπποις, τὸ κλέος πρὶν Πρασίνων.\\n\\n                  ἆρον στέγος γάρ, καὶ φθάνει πρὸς αἰθέρα.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 4009,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 383,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.383',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.383/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.383/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'Φαυστῖνος οὗτος, ὁ πρὶν ἁρματηλάτης,\\nὃν δῆμος εὑρὼν τοῦ μέρους τῶν Πρασίνων\\n τὴν ἧτταν ἠγνόησε παντελῶς δρόμῳ.\\nγέρων μὲν ἦν γάρ, ὡς βλέπεις: τὸ δὲ σθένος\\n\\n                  ἦν τις νεάζων, οὐδ᾽ ὅλως ἡττημένος.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3638,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 384,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.384',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.384/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.384/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'λευκοῦ μεθέλκων ἡνίας Κωνσταντίνος,\\nἂν μὴ καθεῖρκτο στερρότητι τοῦ δόμου,\\nτοὺς τρεῖς ἐνίκα, πρῶτος αἰθέρα φθάνων.\\n πνοῆς ἄνευθεν εἶδες αἰθεροδρόμον:\\n\\n                   τέχνη με πείθει τοῦτον ἔμπνοον βλέπειν.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3558,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 385,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.385',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.385/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.385/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'Κωνσταντίνος γ᾽ ἦν, ἀλλὰ τοῖς πάλαι χρόνοις\\n λευκῆς χρόας τέθριππον ἕλκων εὐστρόφως.\\nἀφ᾽ οὗ δὲ τοῦτον ἥρπασεν Χάρων, ἔδυ\\nτὸ φῶς ἁμίλλης ἱππικῶν δρομημάτων,\\n\\n                  καὶ πᾶσα τέρψις τοῦ θεάτρου, καὶ τέχνη.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 4125,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 386,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.386',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.386/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.386/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'χεὶρ οἶδε γεννᾶν τοὺς πάλαι τεθνηκότας.\\nἸουλιανὸς καὶ γὰρ ὡς πάλαι σθένει,\\nἕλκων, μεθέλκων Ῥουσίου τὰς ἡνίας:\\n καὶ νῦν γραφεὶς ἕστηκεν ὑψοῦ σὺν δίφρῳ:\\n\\n                  τὸ νεῦμα χεὶρ μένει δέ: τὴν νύσσαν δότε.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3523,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 387,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.387',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.387/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.387/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'Ἰουλιανὸς οὗτος ἅρμα Ῥουσίου\\n ἔχων, ἐνίκα τοὺς ἐναντίους δρόμῳ.\\n ἀλλ᾽ εἰ γραφεὺς παρεῖχε καὶ πνοῆς χάριν,\\nἕτοιμός ἐστι καὶ πάλιν διφρηλάτης\\n\\n                   καὶ πρόσθεν ἐλθεῖν, καὶ λαβεῖν καὶ τὸ στέφος.'}],\n",
+       "   'authors': [],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []},\n",
+       "  {'id': 3946,\n",
+       "   'book': {'url': 'https://anthologiagraeca.org/api/books/16/?format=json',\n",
+       "    'number': 16},\n",
+       "   'fragment': 388,\n",
+       "   'sub_fragment': '',\n",
+       "   'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:16.388',\n",
+       "   'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.388/?format=json',\n",
+       "   'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:16.388/',\n",
+       "   'manuscripts': [],\n",
+       "   'texts': [{'language': 'grc',\n",
+       "     'text': 'Στέφος πλέκων ποθ᾽, εὗρον\\nἐν τοῖς ῥόδοις Ἔρωτα:\\n καὶ τῶν πτερῶν κατασχὼν,\\n ἐβάπτις1᾽ εἰς τὸν οἶνον.\\n\\n                   λαβὼν δ᾽ ἔπιον αὐτόν\\n καὶ νῦν ἔσω μελῶν μου\\nπτεροῖσι γαργαλίζει.'}],\n",
+       "   'authors': [{'tlg_id': 'tlg-4050',\n",
+       "     'names': [{'name': 'Ἰουλιανὸς ὁ Αἰγύπτιος', 'language': 'grc'},\n",
+       "      {'name': \"Julien l'Égyptien\", 'language': 'fra'},\n",
+       "      {'name': 'Julianus', 'language': 'eng'}]}],\n",
+       "   'cities': [],\n",
+       "   'keywords': [],\n",
+       "   'scholia': [],\n",
+       "   'comments': [],\n",
+       "   'external_references': [],\n",
+       "   'internal_references': [],\n",
+       "   'media': []}]}"
       ]
      },
-     "execution_count": 70,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "len(epigrams['results'])"
+    "url = 'http://anthologiagraeca.org/api/passages'\n",
+    "results = []\n",
+    "pagination = True\n",
+    "while pagination == True :\n",
+    "    alldata = requests.get(url, parameters).json()\n",
+    "    for result in alldata['results'] :\n",
+    "        results.append(result)\n",
+    "    if alldata['next'] is None:\n",
+    "        pagination = False\n",
+    "    else:\n",
+    "        url = alldata['next']\n",
+    "        \n",
+    "alldata"
    ]
   },
   {
-   "cell_type": "markdown",
-   "id": "informed-algorithm",
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "bdef06da",
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4134"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "It is possible to filter this list by book (only the epigrams belonging to one particular book), author's main name (their English name) or keyword id.\n",
-    "\n",
-    "For example: https://anthologiagraeca.org/api/passages/?book__number=5&author__main_name=Meleager&keyword__number=1\n",
-    "\n",
-    "Will give all the epigrams written by Meleager belonging to book 5 and described with the keyword `1` (Elegiac couplet)."
+    "len(results)"
    ]
   },
   {
@@ -1943,16 +2653,14 @@
    "source": [
     "## Data about epigrams\n",
     "\n",
-    "Let us have a look at the data avaiable for each epigram. Most of these data are present in the list of epigrams (`epigrams['results]`), but each epigram has its own endpoint.\n",
+    "Let us now have a look at the data available for each epigram. Most of these data are present in the list of epigrams (`epigrams['results']`), but each epigram has its own endpoint, structured on the basis of its book and its number.\n",
     "\n",
-    "The endpoint of each is structured on the basis of its book and its number.\n",
-    "\n",
-    "The Greek Anthology has 16 books, as you can see here:"
+    "The *Greek Anthology* has 16 books, as you can see here:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 19,
    "id": "boolean-binary",
    "metadata": {},
    "outputs": [
@@ -1966,6 +2674,7 @@
    ],
    "source": [
     "number_of_books = requests.get('https://anthologiagraeca.org/api/books/').json()['count']\n",
+    "\n",
     "print(number_of_books)"
    ]
   },
@@ -1976,18 +2685,20 @@
    "source": [
     "An epigram is normally identified by a number (for exemple 1 or 145).\n",
     "\n",
-    "Sometimes there are two or more epigrams for the same number. In these cases letters are used. For exemple 122a.\n",
+    "Sometimes there are two or more epigrams for the same number. In these cases letters are used (*e.g.* 132a).\n",
     "\n",
-    "Based on this information the epigrem endpoind will be structured as foolows:\n",
+    "Based on this information the epigram endpoind will be structured as follows:\n",
     "\n",
     "`/passages/urn:cts:greekLit:tlg7000.tlg001.ag:`+bookNumber`.`+epigramNumber+epigramLetter\n",
     "\n",
-    "This url is avaiable in the list of epigrams as one can see in the filed `url` of each result (let us take the first one here):\n"
+    "> an example from the platform: https://anthologiagraeca.org/passages/urn:cts:greekLit:tlg7000.tlg001.ag:12.132a/\n",
+    "\n",
+    "This url is avaiable in the list of epigrams as one can see in the field `url` of each result (let us take the first one here):"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 15,
    "id": "peaceful-equality",
    "metadata": {},
    "outputs": [
@@ -1997,13 +2708,13 @@
        "'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:1.1/?format=json'"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "epigrams['results'][0]['url']"
+    "epigrams_res['results'][0]['url']"
    ]
   },
   {
@@ -2016,19 +2727,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 16,
    "id": "invalid-observer",
    "metadata": {},
-   "outputs": [],
-   "source": [
-    "ep6_13 = requests.get('https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:6.13').json()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 74,
-   "id": "biological-chicken",
-   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2158,21 +2859,103 @@
        " 'media': []}"
       ]
      },
-     "execution_count": 74,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
+    "ep6_13 = requests.get('https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:6.13').json()\n",
+    "\n",
     "ep6_13"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "biological-chicken",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'id': 3199,\n",
+       " 'book': {'url': 'https://anthologiagraeca.org/api/books/8/', 'number': 12},\n",
+       " 'fragment': 132,\n",
+       " 'sub_fragment': 'a',\n",
+       " 'urn': 'urn:cts:greekLit:tlg7000.tlg001.ag:12.132a',\n",
+       " 'url': 'https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:12.132a/',\n",
+       " 'web_url': '/passages/urn:cts:greekLit:tlg7000.tlg001.ag:12.132a/',\n",
+       " 'manuscripts': ['http://digi.ub.uni-heidelberg.de/iiif/2/cpgraec23%3A589.jpg/pct:11.78916,41.5646,60.6891,16.87853/full/0/default.jpg'],\n",
+       " 'texts': [{'language': 'grc',\n",
+       "   'text': 'ἆ ψυχὴ βαρύμοχθε, σὺ δ᾽ ἄρτι μὲν ἐκ πυρὸς αἴθῃ,\\n ἄρτι δ᾽ ἀναψύχεις, πνεῦμ᾽ ἀναλεξαμένη.\\nτί κλαίεις; τὸν ἄτεγκτον ὅτ᾽ ἐν κόλποισιν Ἔρωτα\\n ἔτρεφες, οὐκ ᾔδεις ὡς ἐπὶ σοὶ τρέφετο;\\n\\n                  οὐκ ᾔδεις; νῦν γνῶθι καλῶν ἄλλαγμα τροφείων,\\nπῦρ ἅμα καὶ ψυχρὰν δεξαμένη χιόνα.\\n αὐτὴ ταῦθ᾽ εἵλου: φέρε τὸν πόνον. ἄξια πάσχεις\\nὧν ἔδρας, ὀπτῷ καιομένη μέλιτι.'},\n",
+       "  {'language': 'eng',\n",
+       "   'text': 'O sore-afflicted soul, now thou bumest in the fire and now thou revivest, recovering thy breath. Why dost thou weep? When thou didst nurse merciless Love in thy bosom knewest thou not that he was being nursed for thy bane ? Didst thou not know it ? Now learn to know the pay of thy good nursing, receiving from him fire and cold snow therewith. Thyself thou hast chosen this ; bear the pain. Thou sufferest the due guerdon of what thou hast done, burnt by his boiling honey.'},\n",
+       "  {'language': 'fra',\n",
+       "   'text': 'Oh\\xa0! mon âme accablée de souffrances, tantôt c’est le feu qui te brûle, tantôt tu reprends vie en retrouvant le souffle\\xa0! Tu pleures\\xa0? Lorsque dans ton sein tu nourrissais l’impitoyable Amour, ne savais-tu pas que c’était contre toi que tu le nourrissais\\xa0? Tu ne le savais pas\\xa0? Vois maintenant le salaire de tes bons soins\\xa0: tu reçois tout ensemble feu et neige glacée\\xa0! C’est toi, toi qu’il l’a choisi\\xa0! Supporte ta douleur\\xa0! Juste souffrance de tes actes, la brûlure du miel ardent\\xa0!'}],\n",
+       " 'authors': [{'tlg_id': 'tlg-1492',\n",
+       "   'names': [{'name': 'Μελέαγρος', 'language': 'grc'},\n",
+       "    {'name': 'Meleager', 'language': 'eng'},\n",
+       "    {'name': 'Méléagre', 'language': 'fra'}]}],\n",
+       " 'cities': [],\n",
+       " 'keywords': [{'id': 1,\n",
+       "   'names': [{'name': 'distique élégiaque', 'language': 'fra'},\n",
+       "    {'name': 'distico elegiaco', 'language': 'ita'},\n",
+       "    {'name': 'Elegiac couplet', 'language': 'eng'}],\n",
+       "   'category': [{'name': 'Formes métriques', 'language': 'fra'},\n",
+       "    {'name': 'Metric forms', 'language': 'eng'},\n",
+       "    {'name': 'Metra', 'language': 'lat'},\n",
+       "    {'name': 'Forme metriche', 'language': 'ita'},\n",
+       "    {'name': 'Formas métricas', 'language': 'por'}]},\n",
+       "  {'id': 3,\n",
+       "   'names': [{'name': 'erotic', 'language': 'eng'},\n",
+       "    {'name': 'érotic', 'language': 'fra'},\n",
+       "    {'name': 'erotico', 'language': 'ita'}],\n",
+       "   'category': [{'name': 'Genres', 'language': 'fra'},\n",
+       "    {'name': 'Genres', 'language': 'eng'},\n",
+       "    {'name': 'Genera', 'language': 'lat'},\n",
+       "    {'name': 'Generi', 'language': 'ita'},\n",
+       "    {'name': 'Gêneros', 'language': 'por'}]},\n",
+       "  {'id': 4,\n",
+       "   'names': [{'name': 'époque hellénistique', 'language': 'fra'},\n",
+       "    {'name': 'epoca ellenistica', 'language': 'ita'},\n",
+       "    {'name': 'hellenistic period', 'language': 'eng'}],\n",
+       "   'category': [{'name': 'Époques', 'language': 'fra'},\n",
+       "    {'name': 'Periods', 'language': 'eng'},\n",
+       "    {'name': 'Tempora', 'language': 'lat'},\n",
+       "    {'name': 'Periodi', 'language': 'ita'},\n",
+       "    {'name': 'Épocas', 'language': 'por'}]},\n",
+       "  {'id': 181,\n",
+       "   'names': [{'name': 'Couronne de Méléagre', 'language': 'fra'}],\n",
+       "   'category': [{'name': 'Collections', 'language': 'fra'},\n",
+       "    {'name': 'Collections', 'language': 'eng'},\n",
+       "    {'name': 'Collecteana', 'language': 'lat'},\n",
+       "    {'name': 'Collezioni', 'language': 'ita'},\n",
+       "    {'name': 'Coleções', 'language': 'por'}]}],\n",
+       " 'scholia': [],\n",
+       " 'comments': [],\n",
+       " 'external_references': [],\n",
+       " 'internal_references': [],\n",
+       " 'media': []}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ep12_132a = requests.get('https://anthologiagraeca.org/api/passages/urn:cts:greekLit:tlg7000.tlg001.ag:12.132a').json()\n",
+    "\n",
+    "ep12_132a"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "residential-encyclopedia",
    "metadata": {},
    "source": [
-    "The epigram number is in the key `fragment` and the letter (when it has one) in the key `sub_fragment`)"
+    "The epigram's number is in the key `fragment` and the letter (when it has one) in the key `sub_fragment`)"
    ]
   },
   {
@@ -2182,16 +2965,18 @@
    "source": [
     "### Images of the manuscript (Codex Palatinus 23)\n",
     "\n",
-    "For each epigram one can retrieve a list of the IIIf images of the Codex Palatinus 23 (digitalized high quality version avaiable on the Heidelberg Library website) which correspons to the epigram in the key `manuscripts`.\n",
+    "For each epigram, the corresponding iiif coordinates can be found under the key `manuscript` (a high quality digitization of the *codex palatinus 23* is available on [the website of the Palatinate Library of Heidelberg](https://digi.ub.uni-heidelberg.de/diglit/cpgraec23/0079/image,info)). \n",
     "\n",
-    "(For more information about the manuscript and its images, cf. the section \"Manuscript Annotation API\" in this document.)"
+    "For more information about the manuscript and its images, cf. the section \"Manuscript Annotation API\" in this document. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 18,
    "id": "martial-blowing",
-   "metadata": {},
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "data": {
@@ -2200,7 +2985,7 @@
        " 'http://digi.ub.uni-heidelberg.de/iiif/2/cpgraec23%3A143.jpg/pct:30.37231055564613,13.349681305818653,51.660362990702126,7.613758509494807/full/0/default.jpg']"
       ]
      },
-     "execution_count": 75,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2209,6 +2994,14 @@
     "ep6_13['manuscripts']"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "0795852c",
+   "metadata": {},
+   "source": [
+    "Two images are associated with epigram 6.13 since it spans two different pages. "
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "english-warren",
@@ -2216,12 +3009,12 @@
    "source": [
     "### Texts\n",
     "\n",
-    "Each epigram has a list of texts wich are associated to it. These are one or more greek editions of the text and a set of translations:"
+    "Each epigram has a list of texts wich are associated to it. All the epigrams in our database should have at least the greek text. An epigram can have more than one greek editions of the text and a set of translations in different languages :"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 22,
    "id": "filled-spencer",
    "metadata": {},
    "outputs": [
@@ -2240,7 +3033,7 @@
        "  'text': 'Huntsman Pan, the three brothers dedicated these nets to thee, each from a different chase: Pigres these from fowl, Damis these from beast, and Clitor his from the denizens of the deep. In return for which send them easily caught game, to the first through the air, to the second through the woods, and to the third through the shore-water.'}]"
       ]
      },
-     "execution_count": 76,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2256,14 +3049,13 @@
    "source": [
     "### Authors\n",
     "\n",
-    "All the epigrams in our database should have at least the greek text.\n",
     "\n",
-    "An epigram is almost always associated to one or more authors (it depends on the attributions which are often uncertain):"
+    "An epigram is almost always associated to one or more authors (since the attributions are often uncertain):"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 23,
    "id": "chronic-giving",
    "metadata": {},
    "outputs": [
@@ -2279,7 +3071,7 @@
        "   {'name': 'Leonidas of Alexandria', 'language': 'eng'}]}]"
       ]
      },
-     "execution_count": 77,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2295,16 +3087,18 @@
    "source": [
     "### Keywords\n",
     "\n",
-    "Each epigram can be associated with some keywords.\n",
+    "Each epigram can be associated with keywords.\n",
+    "\n",
+    "One can have more information about a keyword on its own endpoint, structured as follow : \n",
     "\n",
-    "One can have more information about the keywords on its own endpoint, structured as follow : \n",
+    "`https://anthologiagraeca.org/api/keywords/`+keyword_id \n",
     "\n",
-    "`https://anthologiagraeca.org/api/keywords/`+keyword_id "
+    "(the keyword id can be found here at the end of its URL on the platform, *e.g.* https://anthologiagraeca.org/keywords/1/ is the URL for the keyword \"Elegiac couplet\" ; the id is \"1\")."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 24,
    "id": "f68ced91",
    "metadata": {},
    "outputs": [
@@ -2383,7 +3177,7 @@
        "   {'name': 'Pessoas citadas', 'language': 'por'}]}]"
       ]
      },
-     "execution_count": 78,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2394,7 +3188,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 25,
    "id": "ab6d207f",
    "metadata": {},
    "outputs": [],
@@ -2404,7 +3198,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 26,
    "id": "1007c1ab",
    "metadata": {},
    "outputs": [
@@ -2426,7 +3220,7 @@
        " 'alternative_urns': [{'urn': 'https://www.wikidata.org/wiki/Q2082412'}]}"
       ]
      },
-     "execution_count": 80,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2457,7 +3251,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 27,
    "id": "alike-kazakhstan",
    "metadata": {},
    "outputs": [
@@ -2512,7 +3306,7 @@
        "   {'name': 'Priene', 'language': 'lat'}]}]"
       ]
      },
-     "execution_count": 81,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2532,7 +3326,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 28,
    "id": "local-assessment",
    "metadata": {},
    "outputs": [
@@ -2555,7 +3349,7 @@
        " 'updated_at': '2021-09-09T19:09:12.954734Z'}"
       ]
      },
-     "execution_count": 82,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2572,12 +3366,12 @@
    "source": [
     "### Scholia\n",
     "\n",
-    "Many epigrams are associated with scholia: the scholia on the Codex palatinus 23."
+    "On the *Codex Palatinus 23*, *scholia* are often associated to epigrams. Those *scholia* are also rendered on the platform and hence on the API. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 30,
    "id": "noted-singer",
    "metadata": {},
    "outputs": [
@@ -2596,7 +3390,7 @@
        "  'url': '/passages/urn:cts:greekLit:tlg5011.tlg001.sag:6.13.2/'}]"
       ]
      },
-     "execution_count": 83,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2610,24 +3404,22 @@
    "id": "aerial-premiere",
    "metadata": {},
    "source": [
-    "Each scholium is identified by the epigram to which it is a scholium plus a number. For exemple the second scholium of the epigram 6.13 will be the scholium 6.13.2.\n",
+    "Each *scholium* is identified by the epigram to which it is a *scholium* plus a number. For exemple the second *scholium* of the epigram 6.13 will be named 6.13.2. \n",
     "\n",
     "The urn of a scholium will be structured as follows:\n",
     "\n",
     "`/passages/urn:cts:greekLit:tlg5011.tlg001.sag:`+bookNumber.+epigramNumber+epigramLetter`.`+scholiumNumber\n",
     "\n",
-    "For example:\n",
-    "\n",
-    "`/passages/urn:cts:greekLit:tlg5011.tlg001.sag:6.13.2/`\n",
+    "> For example: `/passages/urn:cts:greekLit:tlg5011.tlg001.sag:6.13.2/`\n",
     "\n",
-    "A scholium contains very similar information as an epigram: texts in different languages, the picture of the manuscript etc.\n",
+    "A scholium contains very similar information as an epigram: texts in different languages, the picture of the manuscript (in iiif), cities, keywords, commentaries.\n",
     "\n",
     "**Attention** the texts opening a book have been identified as scholia to the epigram 0 of the book. For example 5.0.1 or 5.0.2 or 12.0.1"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 31,
    "id": "expired-miller",
    "metadata": {},
    "outputs": [
@@ -2662,7 +3454,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 32,
    "id": "detected-extraction",
    "metadata": {},
    "outputs": [
@@ -2675,7 +3467,7 @@
        "  'language': ['fra']}]"
       ]
      },
-     "execution_count": 85,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2691,14 +3483,14 @@
    "source": [
     "### External references\n",
     "\n",
-    "An epigram can be linked to some external source. The idea of the project is to develop an edition which can take into account some \"weak links\" between the anthological material and some other cultural artefacts. This links are subjective and they do not want to be considered as \"scietific\". They can be link to a pop song, for example.\n",
+    "An epigram can be linked to some external source. The idea of the project is to develop an edition which can take into account some \"weak links\" between the anthological material and some other cultural artefacts. This links are subjective and they do not want to be considered as \"scientific\". They can be link to a pop song, for example.\n",
     "\n",
     "They are just hyperlinks. For example:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 33,
    "id": "mental-young",
    "metadata": {},
    "outputs": [
@@ -2713,7 +3505,7 @@
        "  'url': 'https://www.youtube.com/watch?v=ph6piqBnkgU'}]"
       ]
      },
-     "execution_count": 86,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2730,14 +3522,16 @@
    "source": [
     "### Internal references\n",
     "\n",
-    "Internal references are links to some other epigram of the anthology. The relationship is symmetrical. The link can be of many tipes: an epigram can be the variation of another (and different kind of variation) or just have a vague link.\n",
+    "Internal references are links between epigrams of the anthology. The relationship is symmetrical. \n",
     "\n",
-    "For the moment the type of internal reference has not been specified - it will probably always be \"default\"."
+    "Many types of links are possible. An epigram can be the variation of another (and there are different kind of variation) or just have a vague link. \n",
+    "\n",
+    "This is still work in progress ; the type of internal reference will most probably always be \"default\"."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 34,
    "id": "christian-mercury",
    "metadata": {},
    "outputs": [
@@ -2756,7 +3550,7 @@
        "  'reference_type': 'Default'}]"
       ]
      },
-     "execution_count": 87,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2779,7 +3573,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 35,
    "id": "fitting-finding",
    "metadata": {},
    "outputs": [],
@@ -2789,7 +3583,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 36,
    "id": "interracial-battle",
    "metadata": {},
    "outputs": [
@@ -2844,7 +3638,7 @@
        " 'images': []}"
       ]
      },
-     "execution_count": 89,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2855,7 +3649,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
+   "execution_count": 37,
    "id": "genuine-happiness",
    "metadata": {},
    "outputs": [
@@ -2866,7 +3660,7 @@
        " 'http://data.perseus.org/catalog/urn:cts:greekLit:tlg0533']"
       ]
      },
-     "execution_count": 90,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2885,7 +3679,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": 38,
    "id": "nearby-vault",
    "metadata": {},
    "outputs": [
@@ -2896,7 +3690,7 @@
        " 'https://pleiades.stoa.org/places/550763']"
       ]
      },
-     "execution_count": 91,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2907,32 +3701,27 @@
   },
   {
    "cell_type": "markdown",
-   "id": "mechanical-harbor",
+   "id": "imported-kidney",
    "metadata": {},
    "source": [
     "## Manuscript Annotation API\n",
     "\n",
-    "It is an api developped by the Library of Heidelberg.\n",
+    "We will shortly describe the API developped by the Palatine Library of Heidelberg regarding the annotation of the manuscript. \n",
     "\n",
+    "All the annotations can be retrieved as follows:\n",
     "\n",
-    "Al the annotation can be retrieved as follows:"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "imported-kidney",
-   "metadata": {},
-   "source": [
     "The manuscript has 649 pages. If one wants all the annotation `a` should be 0 and `b` 648. \n",
     "\n",
     "**It is only the Codex Palatinus 23 and not the Sup Graec 384!**\n",
     "\n",
+    "Indeed, the Palatine Library of Heidelberg contains the [first 13 books of the Palatine Anthology](https://digi.ub.uni-heidelberg.de/diglit/cpgraec23/0079/image,info) (from pages 49 to 614). Books 14 et 15 (pages 615 to 709) are held at the Bibliothèque Nationale de France under the name [*Parisinus Supplementum Graecum 384*](https://gallica.bnf.fr/ark:/12148/btv1b8470199g). \n",
+    "\n",
     "Let us look just at some annotations:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": 39,
    "id": "transsexual-salad",
    "metadata": {},
    "outputs": [],
@@ -2959,7 +3748,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
+   "execution_count": 40,
    "id": "pursuant-helena",
    "metadata": {},
    "outputs": [
@@ -10771,7 +11560,7 @@
        "   'created': '2021-09-27T13:06:19.432Z'}]}"
       ]
      },
-     "execution_count": 93,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -10779,22 +11568,6 @@
    "source": [
     "getAnnotations(590,599)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "d8282b21",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "tight-mapping",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {