Lexicon of Greek Personal Names.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas\n",
    "from abnum import Abnum, greek\n",
    "g = Abnum(greek).value\n",
    "p = Abnum(greek).preprocess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "#http://clas-lgpn4.classics.ox.ac.uk:8080/exist/apps/lgpn/browse.html\n",
    "df = pandas.read_csv(\"LGPN.csv\", sep=\"\\t\")\n",
    "del df['Id']\n",
    "del df['Update ']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Vol.</th>\n",
       "      <th>Place</th>\n",
       "      <th>Date</th>\n",
       "      <th>Reference</th>\n",
       "      <th>Relationships</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Θεόδωρος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Arados,Kition</td>\n",
       "      <td>P3B</td>\n",
       "      <td>IKition 2077; PPC Θ 12</td>\n",
       "      <td>child of Ζήνων</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>’Αετός</td>\n",
       "      <td>V6</td>\n",
       "      <td>Dan</td>\n",
       "      <td>hellenistic</td>\n",
       "      <td>SEG LIII 1819 a</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>’Αννιανός</td>\n",
       "      <td>V6</td>\n",
       "      <td>Abila Lysaniou</td>\n",
       "      <td>166-167</td>\n",
       "      <td>SEG XXXIX 1565, 5</td>\n",
       "      <td>child of Μοκιμος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>’Ιανουάριος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Laodikeia,Rome</td>\n",
       "      <td>imperial</td>\n",
       "      <td>CIL VI 2627</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Αα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Babylon</td>\n",
       "      <td>200-600</td>\n",
       "      <td>CIIP_III 2182;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ααβεις</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>P1B</td>\n",
       "      <td>IGLS_XVII.1 160; Notables p. 278; IGLS_XVII.1 ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Ααδεος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Doura-Europos</td>\n",
       "      <td>216-216</td>\n",
       "      <td>PDura 101 xliv 8</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Ααιλαμεις</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>139-149</td>\n",
       "      <td>IGLS_XVII.1 159; IGLS_XVII.1 430</td>\n",
       "      <td>child of Αιρανης</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ααιλαμεις</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>175-225</td>\n",
       "      <td>IGLS_XVII.1 378;</td>\n",
       "      <td>child of Ζηνόβιος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Ααμερος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Elousa</td>\n",
       "      <td>P3-4A</td>\n",
       "      <td>SEG XLVI 1875</td>\n",
       "      <td>child of Ουαελος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Ααρων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Wādī Ḥajjāj</td>\n",
       "      <td>byzantine</td>\n",
       "      <td>IWadi_Haggag 51;</td>\n",
       "      <td>child of Ἀναστάσιος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ααρων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Wādī Ḥajjāj</td>\n",
       "      <td>byzantine</td>\n",
       "      <td>IWadi_Haggag 98;</td>\n",
       "      <td>child of Βαροχος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Ααφγαθεις</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>25-75</td>\n",
       "      <td>IGLS_XVII.1 135;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Ααχεις</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>P1B</td>\n",
       "      <td>IGLS_XVII.1 241;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Αβαβα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Al Yādūdah</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XIV_1 254, 2</td>\n",
       "      <td>child of Αλιεαβος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Αβαβα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Samā as Sirḥān</td>\n",
       "      <td>100-600</td>\n",
       "      <td>IGLS_XXI_5 22;</td>\n",
       "      <td>child of Σοαιδος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Αβαβαθη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Umm al Jimāl</td>\n",
       "      <td>100-600</td>\n",
       "      <td>IGLS_XXI_5 153;</td>\n",
       "      <td>child of Ραουαος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Αβαβαθη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Umm al Jimāl</td>\n",
       "      <td>100-600</td>\n",
       "      <td>IGLS_XXI_5 166;</td>\n",
       "      <td>sibling of Αιδη</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Αβαβαθη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Dhakīr</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XV_2 500;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Αβαβαθη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Burāq</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XV_2 536;</td>\n",
       "      <td>child of Σαλεμος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Αβαβαθη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Bostra</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XIII_2 9509;</td>\n",
       "      <td>child of Βαγαδης</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Αβαβαθη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Bostra</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XIII_2 9510;</td>\n",
       "      <td>child of Μαρῖνος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Αβαβαιη Σομαιδαθη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Zorava</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XV_1 205;</td>\n",
       "      <td>child of Αναμος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Αβαβεα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Zoara</td>\n",
       "      <td>426-441</td>\n",
       "      <td>IPalTertia_Ia 168;</td>\n",
       "      <td>child of Αυδωανος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Αβαβεος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Bostra</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XIII_2 9511;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Αβαβη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Zoara</td>\n",
       "      <td>364-424</td>\n",
       "      <td>IPalTertia_Ia 123;</td>\n",
       "      <td>child of Αβδαλμιθαβος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Αβαβι</td>\n",
       "      <td>V6</td>\n",
       "      <td>Khirbat al-Samrā</td>\n",
       "      <td>byzantine</td>\n",
       "      <td>SEG XLVIII 1942.44</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Αβαβιλος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Raphia</td>\n",
       "      <td>325-375</td>\n",
       "      <td>CIIP_III 2564;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Αβαβιος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Zoara</td>\n",
       "      <td>433/4-437/8</td>\n",
       "      <td>IPalTertia_Ia 154;</td>\n",
       "      <td>child of Πέτρος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Αβαβις</td>\n",
       "      <td>V6</td>\n",
       "      <td>Al Arba‘īn</td>\n",
       "      <td>imperial</td>\n",
       "      <td>Euting_Sinaitische Taf. 4 no. 57;</td>\n",
       "      <td>child of Σαβῖνος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27794</th>\n",
       "      <td>Ὡρίων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Charakmoba</td>\n",
       "      <td>P5-6A</td>\n",
       "      <td>SEG LVII 1925</td>\n",
       "      <td>child of Οσδραος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27795</th>\n",
       "      <td>Ὧρος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Hermopolis-Schmun-Al Ashmunin</td>\n",
       "      <td>266-266</td>\n",
       "      <td>Stud_Pal V 114, 5</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27796</th>\n",
       "      <td>Ὧρος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Arabia,Egypt (Arsinoites)-Fayum-</td>\n",
       "      <td>-243--243</td>\n",
       "      <td>PSI 388; PMilVoglVIII p. 114 n. 24; Lada E184</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27797</th>\n",
       "      <td>Ὧρος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Arabia,Egypt (Arsinoites)-Fayum-</td>\n",
       "      <td>PF2B</td>\n",
       "      <td>SB 7188; Lada E158</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27798</th>\n",
       "      <td>Ὧρος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Wādī Umm Sadayrah</td>\n",
       "      <td>imperial</td>\n",
       "      <td>ZPE 7 (1971) p. 152 no. 4;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27799</th>\n",
       "      <td>Ὧρος</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Laodikeia</td>\n",
       "      <td>-174--174</td>\n",
       "      <td>IMnBeyrouth 382, 3;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27800</th>\n",
       "      <td>Ωσαιας</td>\n",
       "      <td>V6</td>\n",
       "      <td>Jerusalem</td>\n",
       "      <td>-100-100</td>\n",
       "      <td>CIIP_I.1 588;</td>\n",
       "      <td>other relative of Ἰάκωβος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27801</th>\n",
       "      <td>Ωσεδος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Sobata--,Nessana--</td>\n",
       "      <td>PF7A</td>\n",
       "      <td>PNess 79, 40</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27802</th>\n",
       "      <td>Ωσνη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Adraa</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XIII_2 9910;</td>\n",
       "      <td>child of Δημήτριος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27803</th>\n",
       "      <td>Ωτεας</td>\n",
       "      <td>V6</td>\n",
       "      <td>Emesa</td>\n",
       "      <td>133-133</td>\n",
       "      <td>IGLS_V 2417, 5</td>\n",
       "      <td>child of Αλαφος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27804</th>\n",
       "      <td>Ωτερος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Neapolis-Sheikh Meskīn</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XIV.2 427, 1</td>\n",
       "      <td>child of Ανωβος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27805</th>\n",
       "      <td>Ὠφελίων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Damaskos,Miletos</td>\n",
       "      <td>-190--175</td>\n",
       "      <td>Milet VI (2) 796;</td>\n",
       "      <td>child of Ἑρμίας</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27806</th>\n",
       "      <td>Ὠφελίων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Damaskos,</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IG II&lt;2&gt; 8467; FRA 1463</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27807</th>\n",
       "      <td>Ὠφελίων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Syria,</td>\n",
       "      <td>-124--75</td>\n",
       "      <td>IG XII (1) 549;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27808</th>\n",
       "      <td>Ὠφελίων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Damaskos,</td>\n",
       "      <td>P2B</td>\n",
       "      <td>EAD XXX 1;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27809</th>\n",
       "      <td>Ὠφελίων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Al Ḥarrā</td>\n",
       "      <td>P1B-1A</td>\n",
       "      <td>Al_Theeb_Inscriptions p. 156 no. 90</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27810</th>\n",
       "      <td>Eὐσέβιος</td>\n",
       "      <td>test</td>\n",
       "      <td>Nebo</td>\n",
       "      <td>311-999</td>\n",
       "      <td>IGLS_XXI_2 94;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27811</th>\n",
       "      <td>Eὐστράτιος</td>\n",
       "      <td>test</td>\n",
       "      <td>Madaba</td>\n",
       "      <td>311-999</td>\n",
       "      <td>IGLS_XXI_2 116;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27812</th>\n",
       "      <td>test</td>\n",
       "      <td>test</td>\n",
       "      <td>Athens</td>\n",
       "      <td>600-700</td>\n",
       "      <td>LGPN3A p.123;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27813</th>\n",
       "      <td>Μάρκελλος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Pella-Apameia,Velitrae-Velletri</td>\n",
       "      <td>170-218</td>\n",
       "      <td>RE s.v. Varius (16); PIR2 V 282</td>\n",
       "      <td>spouse of Σοαιμιας Βασσιανή</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27814</th>\n",
       "      <td>Ρεφαβωλος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>218-218</td>\n",
       "      <td>IGLS_XVII.1 543;</td>\n",
       "      <td>child of Αθηακαβος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27815</th>\n",
       "      <td>Τιβέριος Σαβῖνος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Zorava</td>\n",
       "      <td>211-217</td>\n",
       "      <td>IGLS_XV_1 154;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27816</th>\n",
       "      <td>NaN</td>\n",
       "      <td>V6</td>\n",
       "      <td>Qsar Naous</td>\n",
       "      <td>551-551</td>\n",
       "      <td>IMnBeyrouth 16, 7;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27817</th>\n",
       "      <td>Θεόδοτος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Tripolis</td>\n",
       "      <td>551-551</td>\n",
       "      <td>IMnBeyrouth 16, 7;</td>\n",
       "      <td>child of Δηϊλέων</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27818</th>\n",
       "      <td>Εὐτύχης</td>\n",
       "      <td>V6</td>\n",
       "      <td>Berytos</td>\n",
       "      <td>P2-3A</td>\n",
       "      <td>IMnBeyrouth 77, 3;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27819</th>\n",
       "      <td>Ἀλεξάνδρα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Berytos</td>\n",
       "      <td>P1-2A</td>\n",
       "      <td>IMnBeyrouth 77, 1;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27820</th>\n",
       "      <td>Φίρμος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Heliopolis</td>\n",
       "      <td>120-140</td>\n",
       "      <td>IGLS_VI 2789, 3;</td>\n",
       "      <td>child of Φίρμος</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27821</th>\n",
       "      <td>Ταῦρος Σεντιανός</td>\n",
       "      <td>V6</td>\n",
       "      <td>Heliopolis,Berytos</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_VI 2790, 2;</td>\n",
       "      <td>grandchild of Μάξιμος Μόδεστος Σεντιανός</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27822</th>\n",
       "      <td>Φιλόστρατος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Sidon</td>\n",
       "      <td>imperial</td>\n",
       "      <td>Berytus 56 (2016) p. 181 no. 91, 1;</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27823</th>\n",
       "      <td>Αββα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Hebron</td>\n",
       "      <td>byzantine</td>\n",
       "      <td>; CBCMPIPT 70, 3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27824 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Name  Vol.                             Place   \\\n",
       "0               Θεόδωρος     V6                     Arados,Kition   \n",
       "1                 ’Αετός     V6                               Dan   \n",
       "2              ’Αννιανός     V6                    Abila Lysaniou   \n",
       "3            ’Ιανουάριος     V6                    Laodikeia,Rome   \n",
       "4                     Αα     V6                           Babylon   \n",
       "5                 Ααβεις   test                    Palmyra-Tadmur   \n",
       "6                 Ααδεος     V6                     Doura-Europos   \n",
       "7              Ααιλαμεις   test                    Palmyra-Tadmur   \n",
       "8              Ααιλαμεις   test                    Palmyra-Tadmur   \n",
       "9                Ααμερος     V6                            Elousa   \n",
       "10                 Ααρων     V6                       Wādī Ḥajjāj   \n",
       "11                 Ααρων     V6                       Wādī Ḥajjāj   \n",
       "12             Ααφγαθεις   test                    Palmyra-Tadmur   \n",
       "13                Ααχεις   test                    Palmyra-Tadmur   \n",
       "14                 Αβαβα     V6                        Al Yādūdah   \n",
       "15                 Αβαβα     V6                    Samā as Sirḥān   \n",
       "16               Αβαβαθη     V6                      Umm al Jimāl   \n",
       "17               Αβαβαθη     V6                      Umm al Jimāl   \n",
       "18               Αβαβαθη     V6                            Dhakīr   \n",
       "19               Αβαβαθη     V6                             Burāq   \n",
       "20               Αβαβαθη     V6                            Bostra   \n",
       "21               Αβαβαθη     V6                            Bostra   \n",
       "22     Αβαβαιη Σομαιδαθη     V6                            Zorava   \n",
       "23                Αβαβεα     V6                             Zoara   \n",
       "24               Αβαβεος     V6                            Bostra   \n",
       "25                 Αβαβη     V6                             Zoara   \n",
       "26                 Αβαβι     V6                  Khirbat al-Samrā   \n",
       "27              Αβαβιλος     V6                            Raphia   \n",
       "28               Αβαβιος     V6                             Zoara   \n",
       "29                Αβαβις     V6                        Al Arba‘īn   \n",
       "...                   ...   ...                               ...   \n",
       "27794              Ὡρίων     V6                        Charakmoba   \n",
       "27795               Ὧρος     V6     Hermopolis-Schmun-Al Ashmunin   \n",
       "27796               Ὧρος     V6  Arabia,Egypt (Arsinoites)-Fayum-   \n",
       "27797               Ὧρος     V6  Arabia,Egypt (Arsinoites)-Fayum-   \n",
       "27798               Ὧρος     V6                 Wādī Umm Sadayrah   \n",
       "27799               Ὧρος    NaN                         Laodikeia   \n",
       "27800             Ωσαιας     V6                         Jerusalem   \n",
       "27801             Ωσεδος     V6                Sobata--,Nessana--   \n",
       "27802               Ωσνη     V6                             Adraa   \n",
       "27803              Ωτεας     V6                             Emesa   \n",
       "27804             Ωτερος     V6            Neapolis-Sheikh Meskīn   \n",
       "27805            Ὠφελίων     V6                  Damaskos,Miletos   \n",
       "27806            Ὠφελίων     V6                         Damaskos,   \n",
       "27807            Ὠφελίων     V6                            Syria,   \n",
       "27808            Ὠφελίων     V6                         Damaskos,   \n",
       "27809            Ὠφελίων     V6                          Al Ḥarrā   \n",
       "27810           Eὐσέβιος   test                              Nebo   \n",
       "27811         Eὐστράτιος   test                            Madaba   \n",
       "27812               test   test                            Athens   \n",
       "27813          Μάρκελλος     V6   Pella-Apameia,Velitrae-Velletri   \n",
       "27814          Ρεφαβωλος     V6                    Palmyra-Tadmur   \n",
       "27815   Τιβέριος Σαβῖνος     V6                            Zorava   \n",
       "27816                 NaN    V6                        Qsar Naous   \n",
       "27817           Θεόδοτος     V6                          Tripolis   \n",
       "27818            Εὐτύχης     V6                           Berytos   \n",
       "27819          Ἀλεξάνδρα     V6                           Berytos   \n",
       "27820             Φίρμος     V6                        Heliopolis   \n",
       "27821   Ταῦρος Σεντιανός     V6                Heliopolis,Berytos   \n",
       "27822        Φιλόστρατος     V6                             Sidon   \n",
       "27823               Αββα     V6                            Hebron   \n",
       "\n",
       "             Date                                          Reference   \\\n",
       "0              P3B                             IKition 2077; PPC Θ 12   \n",
       "1      hellenistic                                    SEG LIII 1819 a   \n",
       "2          166-167                                  SEG XXXIX 1565, 5   \n",
       "3         imperial                                        CIL VI 2627   \n",
       "4          200-600                                    CIIP_III 2182;    \n",
       "5              P1B  IGLS_XVII.1 160; Notables p. 278; IGLS_XVII.1 ...   \n",
       "6          216-216                                   PDura 101 xliv 8   \n",
       "7          139-149                   IGLS_XVII.1 159; IGLS_XVII.1 430   \n",
       "8          175-225                                  IGLS_XVII.1 378;    \n",
       "9            P3-4A                                      SEG XLVI 1875   \n",
       "10       byzantine                                  IWadi_Haggag 51;    \n",
       "11       byzantine                                  IWadi_Haggag 98;    \n",
       "12           25-75                                  IGLS_XVII.1 135;    \n",
       "13             P1B                                  IGLS_XVII.1 241;    \n",
       "14        imperial                                  IGLS_XIV_1 254, 2   \n",
       "15         100-600                                    IGLS_XXI_5 22;    \n",
       "16         100-600                                   IGLS_XXI_5 153;    \n",
       "17         100-600                                   IGLS_XXI_5 166;    \n",
       "18        imperial                                    IGLS_XV_2 500;    \n",
       "19        imperial                                    IGLS_XV_2 536;    \n",
       "20        imperial                                 IGLS_XIII_2 9509;    \n",
       "21        imperial                                 IGLS_XIII_2 9510;    \n",
       "22        imperial                                    IGLS_XV_1 205;    \n",
       "23         426-441                                IPalTertia_Ia 168;    \n",
       "24        imperial                                 IGLS_XIII_2 9511;    \n",
       "25         364-424                                IPalTertia_Ia 123;    \n",
       "26       byzantine                                 SEG XLVIII 1942.44   \n",
       "27         325-375                                    CIIP_III 2564;    \n",
       "28     433/4-437/8                                IPalTertia_Ia 154;    \n",
       "29        imperial                 Euting_Sinaitische Taf. 4 no. 57;    \n",
       "...            ...                                                ...   \n",
       "27794        P5-6A                                      SEG LVII 1925   \n",
       "27795      266-266                                  Stud_Pal V 114, 5   \n",
       "27796    -243--243      PSI 388; PMilVoglVIII p. 114 n. 24; Lada E184   \n",
       "27797         PF2B                                 SB 7188; Lada E158   \n",
       "27798     imperial                        ZPE 7 (1971) p. 152 no. 4;    \n",
       "27799    -174--174                               IMnBeyrouth 382, 3;    \n",
       "27800     -100-100                                     CIIP_I.1 588;    \n",
       "27801         PF7A                                       PNess 79, 40   \n",
       "27802     imperial                                 IGLS_XIII_2 9910;    \n",
       "27803      133-133                                     IGLS_V 2417, 5   \n",
       "27804     imperial                                  IGLS_XIV.2 427, 1   \n",
       "27805    -190--175                                 Milet VI (2) 796;    \n",
       "27806     imperial                            IG II<2> 8467; FRA 1463   \n",
       "27807     -124--75                                   IG XII (1) 549;    \n",
       "27808          P2B                                        EAD XXX 1;    \n",
       "27809       P1B-1A                Al_Theeb_Inscriptions p. 156 no. 90   \n",
       "27810      311-999                                    IGLS_XXI_2 94;    \n",
       "27811      311-999                                   IGLS_XXI_2 116;    \n",
       "27812      600-700                                     LGPN3A p.123;    \n",
       "27813      170-218                    RE s.v. Varius (16); PIR2 V 282   \n",
       "27814      218-218                                  IGLS_XVII.1 543;    \n",
       "27815      211-217                                    IGLS_XV_1 154;    \n",
       "27816      551-551                                IMnBeyrouth 16, 7;    \n",
       "27817      551-551                                IMnBeyrouth 16, 7;    \n",
       "27818        P2-3A                                IMnBeyrouth 77, 3;    \n",
       "27819        P1-2A                                IMnBeyrouth 77, 1;    \n",
       "27820      120-140                                  IGLS_VI 2789, 3;    \n",
       "27821     imperial                                  IGLS_VI 2790, 2;    \n",
       "27822     imperial               Berytus 56 (2016) p. 181 no. 91, 1;    \n",
       "27823    byzantine                                   ; CBCMPIPT 70, 3   \n",
       "\n",
       "                                 Relationships   \n",
       "0                                child of Ζήνων  \n",
       "1                                           NaN  \n",
       "2                              child of Μοκιμος  \n",
       "3                                           NaN  \n",
       "4                                           NaN  \n",
       "5                                           NaN  \n",
       "6                                           NaN  \n",
       "7                              child of Αιρανης  \n",
       "8                             child of Ζηνόβιος  \n",
       "9                              child of Ουαελος  \n",
       "10                          child of Ἀναστάσιος  \n",
       "11                             child of Βαροχος  \n",
       "12                                          NaN  \n",
       "13                                          NaN  \n",
       "14                            child of Αλιεαβος  \n",
       "15                             child of Σοαιδος  \n",
       "16                             child of Ραουαος  \n",
       "17                              sibling of Αιδη  \n",
       "18                                          NaN  \n",
       "19                             child of Σαλεμος  \n",
       "20                             child of Βαγαδης  \n",
       "21                             child of Μαρῖνος  \n",
       "22                              child of Αναμος  \n",
       "23                            child of Αυδωανος  \n",
       "24                                          NaN  \n",
       "25                        child of Αβδαλμιθαβος  \n",
       "26                                          NaN  \n",
       "27                                          NaN  \n",
       "28                              child of Πέτρος  \n",
       "29                             child of Σαβῖνος  \n",
       "...                                         ...  \n",
       "27794                          child of Οσδραος  \n",
       "27795                                       NaN  \n",
       "27796                                       NaN  \n",
       "27797                                       NaN  \n",
       "27798                                       NaN  \n",
       "27799                                       NaN  \n",
       "27800                 other relative of Ἰάκωβος  \n",
       "27801                                       NaN  \n",
       "27802                        child of Δημήτριος  \n",
       "27803                           child of Αλαφος  \n",
       "27804                           child of Ανωβος  \n",
       "27805                           child of Ἑρμίας  \n",
       "27806                                       NaN  \n",
       "27807                                       NaN  \n",
       "27808                                       NaN  \n",
       "27809                                       NaN  \n",
       "27810                                       NaN  \n",
       "27811                                       NaN  \n",
       "27812                                       NaN  \n",
       "27813               spouse of Σοαιμιας Βασσιανή  \n",
       "27814                        child of Αθηακαβος  \n",
       "27815                                       NaN  \n",
       "27816                                       NaN  \n",
       "27817                          child of Δηϊλέων  \n",
       "27818                                       NaN  \n",
       "27819                                       NaN  \n",
       "27820                           child of Φίρμος  \n",
       "27821  grandchild of Μάξιμος Μόδεστος Σεντιανός  \n",
       "27822                                       NaN  \n",
       "27823                                       NaN  \n",
       "\n",
       "[27824 rows x 6 columns]"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Uncial'] = df['Name '].apply(lambda x: p(str(x).upper()))\n",
    "df.drop_duplicates(subset=['Uncial'], keep='first', inplace=True)\n",
    "df['Isopsephy'] = df['Uncial'].apply(lambda x: g(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Vol.</th>\n",
       "      <th>Place</th>\n",
       "      <th>Date</th>\n",
       "      <th>Reference</th>\n",
       "      <th>Relationships</th>\n",
       "      <th>Uncial</th>\n",
       "      <th>Isopsephy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Θεόδωρος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Arados,Kition</td>\n",
       "      <td>P3B</td>\n",
       "      <td>IKition 2077; PPC Θ 12</td>\n",
       "      <td>child of Ζήνων</td>\n",
       "      <td>ΘΕΟΔΩΡΟΣ</td>\n",
       "      <td>1258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>’Αετός</td>\n",
       "      <td>V6</td>\n",
       "      <td>Dan</td>\n",
       "      <td>hellenistic</td>\n",
       "      <td>SEG LIII 1819 a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΕΤΟΣ</td>\n",
       "      <td>576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>’Αννιανός</td>\n",
       "      <td>V6</td>\n",
       "      <td>Abila Lysaniou</td>\n",
       "      <td>166-167</td>\n",
       "      <td>SEG XXXIX 1565, 5</td>\n",
       "      <td>child of Μοκιμος</td>\n",
       "      <td>ΑΝΝΙΑΝΟΣ</td>\n",
       "      <td>432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>’Ιανουάριος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Laodikeia,Rome</td>\n",
       "      <td>imperial</td>\n",
       "      <td>CIL VI 2627</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΙΑΝΟΥΑΡΙΟΣ</td>\n",
       "      <td>912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Αα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Babylon</td>\n",
       "      <td>200-600</td>\n",
       "      <td>CIIP_III 2182;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΑ</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ααβεις</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>P1B</td>\n",
       "      <td>IGLS_XVII.1 160; Notables p. 278; IGLS_XVII.1 ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΑΒΕΙΣ</td>\n",
       "      <td>219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Ααδεος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Doura-Europos</td>\n",
       "      <td>216-216</td>\n",
       "      <td>PDura 101 xliv 8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΑΔΕΟΣ</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Ααιλαμεις</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>139-149</td>\n",
       "      <td>IGLS_XVII.1 159; IGLS_XVII.1 430</td>\n",
       "      <td>child of Αιρανης</td>\n",
       "      <td>ΑΑΙΛΑΜΕΙΣ</td>\n",
       "      <td>298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Ααμερος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Elousa</td>\n",
       "      <td>P3-4A</td>\n",
       "      <td>SEG XLVI 1875</td>\n",
       "      <td>child of Ουαελος</td>\n",
       "      <td>ΑΑΜΕΡΟΣ</td>\n",
       "      <td>417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Ααρων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Wādī Ḥajjāj</td>\n",
       "      <td>byzantine</td>\n",
       "      <td>IWadi_Haggag 51;</td>\n",
       "      <td>child of Ἀναστάσιος</td>\n",
       "      <td>ΑΑΡΩΝ</td>\n",
       "      <td>952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Ααφγαθεις</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>25-75</td>\n",
       "      <td>IGLS_XVII.1 135;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΑΦΓΑΘΕΙΣ</td>\n",
       "      <td>730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Ααχεις</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>P1B</td>\n",
       "      <td>IGLS_XVII.1 241;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΑΧΕΙΣ</td>\n",
       "      <td>817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Αβαβα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Al Yādūdah</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XIV_1 254, 2</td>\n",
       "      <td>child of Αλιεαβος</td>\n",
       "      <td>ΑΒΑΒΑ</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Αβαβαθη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Umm al Jimāl</td>\n",
       "      <td>100-600</td>\n",
       "      <td>IGLS_XXI_5 153;</td>\n",
       "      <td>child of Ραουαος</td>\n",
       "      <td>ΑΒΑΒΑΘΗ</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Αβαβαιη Σομαιδαθη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Zorava</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XV_1 205;</td>\n",
       "      <td>child of Αναμος</td>\n",
       "      <td>ΑΒΑΒΑΙΗ ΣΟΜΑΙΔΑΘΗ</td>\n",
       "      <td>368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Αβαβεα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Zoara</td>\n",
       "      <td>426-441</td>\n",
       "      <td>IPalTertia_Ia 168;</td>\n",
       "      <td>child of Αυδωανος</td>\n",
       "      <td>ΑΒΑΒΕΑ</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Αβαβεος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Bostra</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XIII_2 9511;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΒΑΒΕΟΣ</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Αβαβη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Zoara</td>\n",
       "      <td>364-424</td>\n",
       "      <td>IPalTertia_Ia 123;</td>\n",
       "      <td>child of Αβδαλμιθαβος</td>\n",
       "      <td>ΑΒΑΒΗ</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Αβαβι</td>\n",
       "      <td>V6</td>\n",
       "      <td>Khirbat al-Samrā</td>\n",
       "      <td>byzantine</td>\n",
       "      <td>SEG XLVIII 1942.44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΒΑΒΙ</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Αβαβιλος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Raphia</td>\n",
       "      <td>325-375</td>\n",
       "      <td>CIIP_III 2564;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΒΑΒΙΛΟΣ</td>\n",
       "      <td>316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Αβαβιος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Zoara</td>\n",
       "      <td>433/4-437/8</td>\n",
       "      <td>IPalTertia_Ia 154;</td>\n",
       "      <td>child of Πέτρος</td>\n",
       "      <td>ΑΒΑΒΙΟΣ</td>\n",
       "      <td>286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Αβαβις</td>\n",
       "      <td>V6</td>\n",
       "      <td>Al Arba‘īn</td>\n",
       "      <td>imperial</td>\n",
       "      <td>Euting_Sinaitische Taf. 4 no. 57;</td>\n",
       "      <td>child of Σαβῖνος</td>\n",
       "      <td>ΑΒΑΒΙΣ</td>\n",
       "      <td>216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Αβαβος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Saara</td>\n",
       "      <td>161-169</td>\n",
       "      <td>IGLS_XV_1 54;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΒΑΒΟΣ</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Αβαβουιος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Doura-Europos</td>\n",
       "      <td>imperial</td>\n",
       "      <td>SEG VII 607</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΒΑΒΟΥΙΟΣ</td>\n",
       "      <td>756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Αβαβουις</td>\n",
       "      <td>V6</td>\n",
       "      <td>Palmyra-Tadmur,Doura-Europos</td>\n",
       "      <td>31-31</td>\n",
       "      <td>TEAD 7/8 p. 307 no. 915c; (PAT 1089)</td>\n",
       "      <td>child of Σέλευκος</td>\n",
       "      <td>ΑΒΑΒΟΥΙΣ</td>\n",
       "      <td>686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Αβαβους Εὐχης</td>\n",
       "      <td>V6</td>\n",
       "      <td>Sidon</td>\n",
       "      <td>imperial</td>\n",
       "      <td>MFOBeyrouth 1 (1906) p. 172 no. 3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΒΑΒΟΥΣ ΕΥΧΗΣ</td>\n",
       "      <td>1889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Αβαδαβος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Sachare da-Aouarae</td>\n",
       "      <td>227-227</td>\n",
       "      <td>PDura 26, 1, 7, 29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΒΑΔΑΒΟΣ</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Αβαδελγος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Rehoboth</td>\n",
       "      <td>555-555</td>\n",
       "      <td>SEG XXXVIII 1606</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΒΑΔΕΛΓΟΣ</td>\n",
       "      <td>316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Αβαζεος</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>P2A</td>\n",
       "      <td>IGLS_XVII.1 473;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΒΑΖΕΟΣ</td>\n",
       "      <td>286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Αβαθη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Adraa</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XIV_1 24, 1</td>\n",
       "      <td>child of Μάρκελλος</td>\n",
       "      <td>ΑΒΑΘΗ</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27749</th>\n",
       "      <td>Ωβηδος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Ṣalkhad</td>\n",
       "      <td>340-344</td>\n",
       "      <td>Melanges_Dussaud p. 561 no. 255</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΩΒΗΔΟΣ</td>\n",
       "      <td>1084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27750</th>\n",
       "      <td>Ωγαρος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Arabia</td>\n",
       "      <td>P5_6A</td>\n",
       "      <td>Thphn +Chron. p. 143, 22; p. 144, 4; PLRE II (-)</td>\n",
       "      <td>child of Αρεθας</td>\n",
       "      <td>ΩΓΑΡΟΣ</td>\n",
       "      <td>1174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27751</th>\n",
       "      <td>Ωγυρος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Arabia</td>\n",
       "      <td>586-586</td>\n",
       "      <td>PLRE III (-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΩΓΥΡΟΣ</td>\n",
       "      <td>1573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27752</th>\n",
       "      <td>Ωδρεος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Androna-Andarna</td>\n",
       "      <td>byzantine</td>\n",
       "      <td>IGLS_IV 1690, 4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΩΔΡΕΟΣ</td>\n",
       "      <td>1179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27753</th>\n",
       "      <td>Ωερεθα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Madaba</td>\n",
       "      <td>PS6A</td>\n",
       "      <td>SEG LI 2072; SEG LIV 1704</td>\n",
       "      <td>child of Αλαρεθας</td>\n",
       "      <td>ΩΕΡΕΘΑ</td>\n",
       "      <td>920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27754</th>\n",
       "      <td>Ὠκεανός</td>\n",
       "      <td>V6</td>\n",
       "      <td>Byblos</td>\n",
       "      <td>imperial</td>\n",
       "      <td>MFOBeyrouth 1 (1906) p. 135 no. 3, 1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΩΚΕΑΝΟΣ</td>\n",
       "      <td>1146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27755</th>\n",
       "      <td>Ωλεσος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Nessana--</td>\n",
       "      <td>569-569</td>\n",
       "      <td>PNess 24, 13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΩΛΕΣΟΣ</td>\n",
       "      <td>1305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27759</th>\n",
       "      <td>Ωμαβις</td>\n",
       "      <td>V6</td>\n",
       "      <td>Hebron</td>\n",
       "      <td>P6A</td>\n",
       "      <td>SEG VIII 240, 4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΩΜΑΒΙΣ</td>\n",
       "      <td>1053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27760</th>\n",
       "      <td>Ωμμαβι</td>\n",
       "      <td>V6</td>\n",
       "      <td>Zoara</td>\n",
       "      <td>375-375</td>\n",
       "      <td>IPalTertia_Ia 35;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΩΜΜΑΒΙ</td>\n",
       "      <td>893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27761</th>\n",
       "      <td>Ωναινας</td>\n",
       "      <td>V6</td>\n",
       "      <td>Nessana--</td>\n",
       "      <td>P6A</td>\n",
       "      <td>PNess 38, 4</td>\n",
       "      <td>child of Αειδος</td>\n",
       "      <td>ΩΝΑΙΝΑΣ</td>\n",
       "      <td>1112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27762</th>\n",
       "      <td>Ωνεδας</td>\n",
       "      <td>V6</td>\n",
       "      <td>Jazīrat Fira‘wn</td>\n",
       "      <td>P6A</td>\n",
       "      <td>SEG XLIV 1366, 8</td>\n",
       "      <td>child of Ελισαβεδ</td>\n",
       "      <td>ΩΝΕΔΑΣ</td>\n",
       "      <td>1060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27763</th>\n",
       "      <td>Ωνεμος Μάξιμος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Bostra</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XIII_1 9415;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΩΝΕΜΟΣ ΜΑΞΙΜΟΣ</td>\n",
       "      <td>1586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27764</th>\n",
       "      <td>Ὡραία</td>\n",
       "      <td>V6</td>\n",
       "      <td>Jerusalem</td>\n",
       "      <td>P1A</td>\n",
       "      <td>CIIP_I.1 326;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΩΡΑΙΑ</td>\n",
       "      <td>912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27765</th>\n",
       "      <td>Ὡριγένης</td>\n",
       "      <td>V6</td>\n",
       "      <td>Hermopolis-Schmun-Al Ashmunin</td>\n",
       "      <td>266-267</td>\n",
       "      <td>Stud_Pal V 83, fr. 3, 4</td>\n",
       "      <td>child of Ὡρίων</td>\n",
       "      <td>ΩΡΙΓΕΝΗΣ</td>\n",
       "      <td>1176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27767</th>\n",
       "      <td>Ὡριγένης Ἀπολλόδωρος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Hermopolis-Schmun-Al Ashmunin</td>\n",
       "      <td>263-263</td>\n",
       "      <td>Stud_Pal XX 66, 18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΩΡΙΓΕΝΗΣ ΑΠΟΛΛΟΔΩΡΟΣ</td>\n",
       "      <td>2631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27770</th>\n",
       "      <td>Ὠρίων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Gaza,Berytos</td>\n",
       "      <td>P5_6A</td>\n",
       "      <td>PLRE II (3)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΩΡΙΩΝ</td>\n",
       "      <td>1760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27795</th>\n",
       "      <td>Ὧρος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Hermopolis-Schmun-Al Ashmunin</td>\n",
       "      <td>266-266</td>\n",
       "      <td>Stud_Pal V 114, 5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΩΡΟΣ</td>\n",
       "      <td>1170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27800</th>\n",
       "      <td>Ωσαιας</td>\n",
       "      <td>V6</td>\n",
       "      <td>Jerusalem</td>\n",
       "      <td>-100-100</td>\n",
       "      <td>CIIP_I.1 588;</td>\n",
       "      <td>other relative of Ἰάκωβος</td>\n",
       "      <td>ΩΣΑΙΑΣ</td>\n",
       "      <td>1212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27801</th>\n",
       "      <td>Ωσεδος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Sobata--,Nessana--</td>\n",
       "      <td>PF7A</td>\n",
       "      <td>PNess 79, 40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΩΣΕΔΟΣ</td>\n",
       "      <td>1279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27802</th>\n",
       "      <td>Ωσνη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Adraa</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XIII_2 9910;</td>\n",
       "      <td>child of Δημήτριος</td>\n",
       "      <td>ΩΣΝΗ</td>\n",
       "      <td>1058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27803</th>\n",
       "      <td>Ωτεας</td>\n",
       "      <td>V6</td>\n",
       "      <td>Emesa</td>\n",
       "      <td>133-133</td>\n",
       "      <td>IGLS_V 2417, 5</td>\n",
       "      <td>child of Αλαφος</td>\n",
       "      <td>ΩΤΕΑΣ</td>\n",
       "      <td>1306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27804</th>\n",
       "      <td>Ωτερος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Neapolis-Sheikh Meskīn</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XIV.2 427, 1</td>\n",
       "      <td>child of Ανωβος</td>\n",
       "      <td>ΩΤΕΡΟΣ</td>\n",
       "      <td>1475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27805</th>\n",
       "      <td>Ὠφελίων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Damaskos,Miletos</td>\n",
       "      <td>-190--175</td>\n",
       "      <td>Milet VI (2) 796;</td>\n",
       "      <td>child of Ἑρμίας</td>\n",
       "      <td>ΩΦΕΛΙΩΝ</td>\n",
       "      <td>2195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27810</th>\n",
       "      <td>Eὐσέβιος</td>\n",
       "      <td>test</td>\n",
       "      <td>Nebo</td>\n",
       "      <td>311-999</td>\n",
       "      <td>IGLS_XXI_2 94;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EΥΣΕΒΙΟΣ</td>\n",
       "      <td>892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27811</th>\n",
       "      <td>Eὐστράτιος</td>\n",
       "      <td>test</td>\n",
       "      <td>Madaba</td>\n",
       "      <td>311-999</td>\n",
       "      <td>IGLS_XXI_2 116;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EΥΣΤΡΑΤΙΟΣ</td>\n",
       "      <td>1586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27812</th>\n",
       "      <td>test</td>\n",
       "      <td>test</td>\n",
       "      <td>Athens</td>\n",
       "      <td>600-700</td>\n",
       "      <td>LGPN3A p.123;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TEST</td>\n",
       "      <td>805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27815</th>\n",
       "      <td>Τιβέριος Σαβῖνος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Zorava</td>\n",
       "      <td>211-217</td>\n",
       "      <td>IGLS_XV_1 154;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΤΙΒΕΡΙΟΣ ΣΑΒΙΝΟΣ</td>\n",
       "      <td>1230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27816</th>\n",
       "      <td>NaN</td>\n",
       "      <td>V6</td>\n",
       "      <td>Qsar Naous</td>\n",
       "      <td>551-551</td>\n",
       "      <td>IMnBeyrouth 16, 7;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NAN</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27821</th>\n",
       "      <td>Ταῦρος Σεντιανός</td>\n",
       "      <td>V6</td>\n",
       "      <td>Heliopolis,Berytos</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_VI 2790, 2;</td>\n",
       "      <td>grandchild of Μάξιμος Μόδεστος Σεντιανός</td>\n",
       "      <td>ΤΑΥΡΟΣ ΣΕΝΤΙΑΝΟΣ</td>\n",
       "      <td>1957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27823</th>\n",
       "      <td>Αββα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Hebron</td>\n",
       "      <td>byzantine</td>\n",
       "      <td>; CBCMPIPT 70, 3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΒΒΑ</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8453 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Name  Vol.                          Place   \\\n",
       "0                  Θεόδωρος     V6                  Arados,Kition   \n",
       "1                    ’Αετός     V6                            Dan   \n",
       "2                 ’Αννιανός     V6                 Abila Lysaniou   \n",
       "3               ’Ιανουάριος     V6                 Laodikeia,Rome   \n",
       "4                        Αα     V6                        Babylon   \n",
       "5                    Ααβεις   test                 Palmyra-Tadmur   \n",
       "6                    Ααδεος     V6                  Doura-Europos   \n",
       "7                 Ααιλαμεις   test                 Palmyra-Tadmur   \n",
       "9                   Ααμερος     V6                         Elousa   \n",
       "10                    Ααρων     V6                    Wādī Ḥajjāj   \n",
       "12                Ααφγαθεις   test                 Palmyra-Tadmur   \n",
       "13                   Ααχεις   test                 Palmyra-Tadmur   \n",
       "14                    Αβαβα     V6                     Al Yādūdah   \n",
       "16                  Αβαβαθη     V6                   Umm al Jimāl   \n",
       "22        Αβαβαιη Σομαιδαθη     V6                         Zorava   \n",
       "23                   Αβαβεα     V6                          Zoara   \n",
       "24                  Αβαβεος     V6                         Bostra   \n",
       "25                    Αβαβη     V6                          Zoara   \n",
       "26                    Αβαβι     V6               Khirbat al-Samrā   \n",
       "27                 Αβαβιλος     V6                         Raphia   \n",
       "28                  Αβαβιος     V6                          Zoara   \n",
       "29                   Αβαβις     V6                     Al Arba‘īn   \n",
       "31                   Αβαβος     V6                          Saara   \n",
       "33                Αβαβουιος     V6                  Doura-Europos   \n",
       "34                 Αβαβουις     V6   Palmyra-Tadmur,Doura-Europos   \n",
       "35            Αβαβους Εὐχης     V6                          Sidon   \n",
       "36                 Αβαδαβος     V6             Sachare da-Aouarae   \n",
       "37                Αβαδελγος     V6                       Rehoboth   \n",
       "38                  Αβαζεος   test                 Palmyra-Tadmur   \n",
       "39                    Αβαθη     V6                          Adraa   \n",
       "...                      ...   ...                            ...   \n",
       "27749                Ωβηδος     V6                        Ṣalkhad   \n",
       "27750                Ωγαρος     V6                         Arabia   \n",
       "27751                Ωγυρος     V6                         Arabia   \n",
       "27752                Ωδρεος     V6                Androna-Andarna   \n",
       "27753                Ωερεθα     V6                         Madaba   \n",
       "27754               Ὠκεανός     V6                         Byblos   \n",
       "27755                Ωλεσος     V6                      Nessana--   \n",
       "27759                Ωμαβις     V6                         Hebron   \n",
       "27760                Ωμμαβι     V6                          Zoara   \n",
       "27761               Ωναινας     V6                      Nessana--   \n",
       "27762                Ωνεδας     V6                Jazīrat Fira‘wn   \n",
       "27763        Ωνεμος Μάξιμος     V6                         Bostra   \n",
       "27764                 Ὡραία     V6                      Jerusalem   \n",
       "27765              Ὡριγένης     V6  Hermopolis-Schmun-Al Ashmunin   \n",
       "27767  Ὡριγένης Ἀπολλόδωρος     V6  Hermopolis-Schmun-Al Ashmunin   \n",
       "27770                 Ὠρίων     V6                   Gaza,Berytos   \n",
       "27795                  Ὧρος     V6  Hermopolis-Schmun-Al Ashmunin   \n",
       "27800                Ωσαιας     V6                      Jerusalem   \n",
       "27801                Ωσεδος     V6             Sobata--,Nessana--   \n",
       "27802                  Ωσνη     V6                          Adraa   \n",
       "27803                 Ωτεας     V6                          Emesa   \n",
       "27804                Ωτερος     V6         Neapolis-Sheikh Meskīn   \n",
       "27805               Ὠφελίων     V6               Damaskos,Miletos   \n",
       "27810              Eὐσέβιος   test                           Nebo   \n",
       "27811            Eὐστράτιος   test                         Madaba   \n",
       "27812                  test   test                         Athens   \n",
       "27815      Τιβέριος Σαβῖνος     V6                         Zorava   \n",
       "27816                    NaN    V6                     Qsar Naous   \n",
       "27821      Ταῦρος Σεντιανός     V6             Heliopolis,Berytos   \n",
       "27823                  Αββα     V6                         Hebron   \n",
       "\n",
       "             Date                                          Reference   \\\n",
       "0              P3B                             IKition 2077; PPC Θ 12   \n",
       "1      hellenistic                                    SEG LIII 1819 a   \n",
       "2          166-167                                  SEG XXXIX 1565, 5   \n",
       "3         imperial                                        CIL VI 2627   \n",
       "4          200-600                                    CIIP_III 2182;    \n",
       "5              P1B  IGLS_XVII.1 160; Notables p. 278; IGLS_XVII.1 ...   \n",
       "6          216-216                                   PDura 101 xliv 8   \n",
       "7          139-149                   IGLS_XVII.1 159; IGLS_XVII.1 430   \n",
       "9            P3-4A                                      SEG XLVI 1875   \n",
       "10       byzantine                                  IWadi_Haggag 51;    \n",
       "12           25-75                                  IGLS_XVII.1 135;    \n",
       "13             P1B                                  IGLS_XVII.1 241;    \n",
       "14        imperial                                  IGLS_XIV_1 254, 2   \n",
       "16         100-600                                   IGLS_XXI_5 153;    \n",
       "22        imperial                                    IGLS_XV_1 205;    \n",
       "23         426-441                                IPalTertia_Ia 168;    \n",
       "24        imperial                                 IGLS_XIII_2 9511;    \n",
       "25         364-424                                IPalTertia_Ia 123;    \n",
       "26       byzantine                                 SEG XLVIII 1942.44   \n",
       "27         325-375                                    CIIP_III 2564;    \n",
       "28     433/4-437/8                                IPalTertia_Ia 154;    \n",
       "29        imperial                 Euting_Sinaitische Taf. 4 no. 57;    \n",
       "31         161-169                                     IGLS_XV_1 54;    \n",
       "33        imperial                                        SEG VII 607   \n",
       "34           31-31               TEAD 7/8 p. 307 no. 915c; (PAT 1089)   \n",
       "35        imperial                  MFOBeyrouth 1 (1906) p. 172 no. 3   \n",
       "36         227-227                                 PDura 26, 1, 7, 29   \n",
       "37         555-555                                   SEG XXXVIII 1606   \n",
       "38             P2A                                  IGLS_XVII.1 473;    \n",
       "39        imperial                                   IGLS_XIV_1 24, 1   \n",
       "...            ...                                                ...   \n",
       "27749      340-344                    Melanges_Dussaud p. 561 no. 255   \n",
       "27750        P5_6A   Thphn +Chron. p. 143, 22; p. 144, 4; PLRE II (-)   \n",
       "27751      586-586                                       PLRE III (-)   \n",
       "27752    byzantine                                    IGLS_IV 1690, 4   \n",
       "27753         PS6A                          SEG LI 2072; SEG LIV 1704   \n",
       "27754     imperial               MFOBeyrouth 1 (1906) p. 135 no. 3, 1   \n",
       "27755      569-569                                       PNess 24, 13   \n",
       "27759          P6A                                    SEG VIII 240, 4   \n",
       "27760      375-375                                 IPalTertia_Ia 35;    \n",
       "27761          P6A                                        PNess 38, 4   \n",
       "27762          P6A                                   SEG XLIV 1366, 8   \n",
       "27763     imperial                                 IGLS_XIII_1 9415;    \n",
       "27764          P1A                                     CIIP_I.1 326;    \n",
       "27765      266-267                            Stud_Pal V 83, fr. 3, 4   \n",
       "27767      263-263                                 Stud_Pal XX 66, 18   \n",
       "27770        P5_6A                                        PLRE II (3)   \n",
       "27795      266-266                                  Stud_Pal V 114, 5   \n",
       "27800     -100-100                                     CIIP_I.1 588;    \n",
       "27801         PF7A                                       PNess 79, 40   \n",
       "27802     imperial                                 IGLS_XIII_2 9910;    \n",
       "27803      133-133                                     IGLS_V 2417, 5   \n",
       "27804     imperial                                  IGLS_XIV.2 427, 1   \n",
       "27805    -190--175                                 Milet VI (2) 796;    \n",
       "27810      311-999                                    IGLS_XXI_2 94;    \n",
       "27811      311-999                                   IGLS_XXI_2 116;    \n",
       "27812      600-700                                     LGPN3A p.123;    \n",
       "27815      211-217                                    IGLS_XV_1 154;    \n",
       "27816      551-551                                IMnBeyrouth 16, 7;    \n",
       "27821     imperial                                  IGLS_VI 2790, 2;    \n",
       "27823    byzantine                                   ; CBCMPIPT 70, 3   \n",
       "\n",
       "                                 Relationships                  Uncial  \\\n",
       "0                                child of Ζήνων              ΘΕΟΔΩΡΟΣ    \n",
       "1                                           NaN                 ΑΕΤΟΣ    \n",
       "2                              child of Μοκιμος              ΑΝΝΙΑΝΟΣ    \n",
       "3                                           NaN            ΙΑΝΟΥΑΡΙΟΣ    \n",
       "4                                           NaN                    ΑΑ    \n",
       "5                                           NaN                ΑΑΒΕΙΣ    \n",
       "6                                           NaN                ΑΑΔΕΟΣ    \n",
       "7                              child of Αιρανης             ΑΑΙΛΑΜΕΙΣ    \n",
       "9                              child of Ουαελος               ΑΑΜΕΡΟΣ    \n",
       "10                          child of Ἀναστάσιος                 ΑΑΡΩΝ    \n",
       "12                                          NaN             ΑΑΦΓΑΘΕΙΣ    \n",
       "13                                          NaN                ΑΑΧΕΙΣ    \n",
       "14                            child of Αλιεαβος                 ΑΒΑΒΑ    \n",
       "16                             child of Ραουαος               ΑΒΑΒΑΘΗ    \n",
       "22                              child of Αναμος     ΑΒΑΒΑΙΗ ΣΟΜΑΙΔΑΘΗ    \n",
       "23                            child of Αυδωανος                ΑΒΑΒΕΑ    \n",
       "24                                          NaN               ΑΒΑΒΕΟΣ    \n",
       "25                        child of Αβδαλμιθαβος                 ΑΒΑΒΗ    \n",
       "26                                          NaN                 ΑΒΑΒΙ    \n",
       "27                                          NaN              ΑΒΑΒΙΛΟΣ    \n",
       "28                              child of Πέτρος               ΑΒΑΒΙΟΣ    \n",
       "29                             child of Σαβῖνος                ΑΒΑΒΙΣ    \n",
       "31                                          NaN                ΑΒΑΒΟΣ    \n",
       "33                                          NaN             ΑΒΑΒΟΥΙΟΣ    \n",
       "34                            child of Σέλευκος              ΑΒΑΒΟΥΙΣ    \n",
       "35                                          NaN         ΑΒΑΒΟΥΣ ΕΥΧΗΣ    \n",
       "36                                          NaN              ΑΒΑΔΑΒΟΣ    \n",
       "37                                          NaN             ΑΒΑΔΕΛΓΟΣ    \n",
       "38                                          NaN               ΑΒΑΖΕΟΣ    \n",
       "39                           child of Μάρκελλος                 ΑΒΑΘΗ    \n",
       "...                                         ...                    ...   \n",
       "27749                                       NaN                ΩΒΗΔΟΣ    \n",
       "27750                           child of Αρεθας                ΩΓΑΡΟΣ    \n",
       "27751                                       NaN                ΩΓΥΡΟΣ    \n",
       "27752                                       NaN                ΩΔΡΕΟΣ    \n",
       "27753                         child of Αλαρεθας                ΩΕΡΕΘΑ    \n",
       "27754                                       NaN               ΩΚΕΑΝΟΣ    \n",
       "27755                                       NaN                ΩΛΕΣΟΣ    \n",
       "27759                                       NaN                ΩΜΑΒΙΣ    \n",
       "27760                                       NaN                ΩΜΜΑΒΙ    \n",
       "27761                           child of Αειδος               ΩΝΑΙΝΑΣ    \n",
       "27762                         child of Ελισαβεδ                ΩΝΕΔΑΣ    \n",
       "27763                                       NaN        ΩΝΕΜΟΣ ΜΑΞΙΜΟΣ    \n",
       "27764                                       NaN                 ΩΡΑΙΑ    \n",
       "27765                            child of Ὡρίων              ΩΡΙΓΕΝΗΣ    \n",
       "27767                                       NaN  ΩΡΙΓΕΝΗΣ ΑΠΟΛΛΟΔΩΡΟΣ    \n",
       "27770                                       NaN                 ΩΡΙΩΝ    \n",
       "27795                                       NaN                  ΩΡΟΣ    \n",
       "27800                 other relative of Ἰάκωβος                ΩΣΑΙΑΣ    \n",
       "27801                                       NaN                ΩΣΕΔΟΣ    \n",
       "27802                        child of Δημήτριος                  ΩΣΝΗ    \n",
       "27803                           child of Αλαφος                 ΩΤΕΑΣ    \n",
       "27804                           child of Ανωβος                ΩΤΕΡΟΣ    \n",
       "27805                           child of Ἑρμίας               ΩΦΕΛΙΩΝ    \n",
       "27810                                       NaN              EΥΣΕΒΙΟΣ    \n",
       "27811                                       NaN            EΥΣΤΡΑΤΙΟΣ    \n",
       "27812                                       NaN                  TEST    \n",
       "27815                                       NaN      ΤΙΒΕΡΙΟΣ ΣΑΒΙΝΟΣ    \n",
       "27816                                       NaN                    NAN   \n",
       "27821  grandchild of Μάξιμος Μόδεστος Σεντιανός      ΤΑΥΡΟΣ ΣΕΝΤΙΑΝΟΣ    \n",
       "27823                                       NaN                  ΑΒΒΑ    \n",
       "\n",
       "       Isopsephy  \n",
       "0           1258  \n",
       "1            576  \n",
       "2            432  \n",
       "3            912  \n",
       "4              2  \n",
       "5            219  \n",
       "6            281  \n",
       "7            298  \n",
       "9            417  \n",
       "10           952  \n",
       "12           730  \n",
       "13           817  \n",
       "14             7  \n",
       "16            24  \n",
       "22           368  \n",
       "23            12  \n",
       "24           281  \n",
       "25            14  \n",
       "26            16  \n",
       "27           316  \n",
       "28           286  \n",
       "29           216  \n",
       "31           276  \n",
       "33           756  \n",
       "34           686  \n",
       "35          1889  \n",
       "36           281  \n",
       "37           316  \n",
       "38           286  \n",
       "39            21  \n",
       "...          ...  \n",
       "27749       1084  \n",
       "27750       1174  \n",
       "27751       1573  \n",
       "27752       1179  \n",
       "27753        920  \n",
       "27754       1146  \n",
       "27755       1305  \n",
       "27759       1053  \n",
       "27760        893  \n",
       "27761       1112  \n",
       "27762       1060  \n",
       "27763       1586  \n",
       "27764        912  \n",
       "27765       1176  \n",
       "27767       2631  \n",
       "27770       1760  \n",
       "27795       1170  \n",
       "27800       1212  \n",
       "27801       1279  \n",
       "27802       1058  \n",
       "27803       1306  \n",
       "27804       1475  \n",
       "27805       2195  \n",
       "27810        892  \n",
       "27811       1586  \n",
       "27812        805  \n",
       "27815       1230  \n",
       "27816        101  \n",
       "27821       1957  \n",
       "27823          6  \n",
       "\n",
       "[8453 rows x 8 columns]"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Vol.</th>\n",
       "      <th>Place</th>\n",
       "      <th>Date</th>\n",
       "      <th>Reference</th>\n",
       "      <th>Relationships</th>\n",
       "      <th>Uncial</th>\n",
       "      <th>Isopsephy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>Ἀγάθων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Babylon,Didymoteichon--</td>\n",
       "      <td>PF3B</td>\n",
       "      <td>IThrakAig E465</td>\n",
       "      <td>sibling of Ἀπολλώνιος</td>\n",
       "      <td>ΑΓΑΘΩΝ</td>\n",
       "      <td>864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6884</th>\n",
       "      <td>Γαίων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Jerusalem</td>\n",
       "      <td>-100-100</td>\n",
       "      <td>CIIP_I.1 498;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΓΑΙΩΝ</td>\n",
       "      <td>864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8787</th>\n",
       "      <td>Δίων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Gaza</td>\n",
       "      <td>PM2B</td>\n",
       "      <td>DPhA D 165</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΔΙΩΝ</td>\n",
       "      <td>864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13129</th>\n",
       "      <td>Θέων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Gaza</td>\n",
       "      <td>P5_6A</td>\n",
       "      <td>PLRE II (5)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΘΕΩΝ</td>\n",
       "      <td>864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14351</th>\n",
       "      <td>Ἰσίδοτος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Antioch</td>\n",
       "      <td>P1B-1A</td>\n",
       "      <td>ClRh 2 p. 231 no. 117</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΙΣΙΔΟΤΟΣ</td>\n",
       "      <td>864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20568</th>\n",
       "      <td>Ξιφίδιος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Antioch</td>\n",
       "      <td>PF4A</td>\n",
       "      <td>Lib +Ep. 827</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΞΙΦΙΔΙΟΣ</td>\n",
       "      <td>864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22895</th>\n",
       "      <td>Πυθαγόρας</td>\n",
       "      <td>V6</td>\n",
       "      <td>Syria,Sousa-Seleukeia-Shūsh</td>\n",
       "      <td>P3_2B</td>\n",
       "      <td>IEstrOriente 204; GraingerSPG p. 551 no. 1</td>\n",
       "      <td>child of Ἀρίσταρχος</td>\n",
       "      <td>ΠΥΘΑΓΟΡΑΣ</td>\n",
       "      <td>864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27303</th>\n",
       "      <td>Φλαβιανός</td>\n",
       "      <td>V6</td>\n",
       "      <td>Jerusalem</td>\n",
       "      <td>400-500</td>\n",
       "      <td>CIIP_I.2 842.67;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΦΛΑΒΙΑΝΟΣ</td>\n",
       "      <td>864</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name  Vol.                        Place      Date   \\\n",
       "759       Ἀγάθων     V6      Babylon,Didymoteichon--      PF3B   \n",
       "6884       Γαίων     V6                    Jerusalem  -100-100   \n",
       "8787        Δίων     V6                         Gaza      PM2B   \n",
       "13129       Θέων     V6                         Gaza     P5_6A   \n",
       "14351   Ἰσίδοτος     V6                      Antioch    P1B-1A   \n",
       "20568   Ξιφίδιος     V6                      Antioch      PF4A   \n",
       "22895  Πυθαγόρας     V6  Syria,Sousa-Seleukeia-Shūsh     P3_2B   \n",
       "27303  Φλαβιανός     V6                    Jerusalem   400-500   \n",
       "\n",
       "                                       Reference          Relationships   \\\n",
       "759                                IThrakAig E465  sibling of Ἀπολλώνιος   \n",
       "6884                               CIIP_I.1 498;                     NaN   \n",
       "8787                                   DPhA D 165                    NaN   \n",
       "13129                                 PLRE II (5)                    NaN   \n",
       "14351                       ClRh 2 p. 231 no. 117                    NaN   \n",
       "20568                                Lib +Ep. 827                    NaN   \n",
       "22895  IEstrOriente 204; GraingerSPG p. 551 no. 1    child of Ἀρίσταρχος   \n",
       "27303                           CIIP_I.2 842.67;                     NaN   \n",
       "\n",
       "           Uncial  Isopsephy  \n",
       "759       ΑΓΑΘΩΝ         864  \n",
       "6884       ΓΑΙΩΝ         864  \n",
       "8787        ΔΙΩΝ         864  \n",
       "13129       ΘΕΩΝ         864  \n",
       "14351   ΙΣΙΔΟΤΟΣ         864  \n",
       "20568   ΞΙΦΙΔΙΟΣ         864  \n",
       "22895  ΠΥΘΑΓΟΡΑΣ         864  \n",
       "27303  ΦΛΑΒΙΑΝΟΣ         864  "
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "df[df['Isopsephy'] == 864]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
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   "outputs": [
    {
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9200</th>\n",
       "      <td>Εγλων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Hierichous-Jericho-</td>\n",
       "      <td>PM6A</td>\n",
       "      <td>SEG XL 1477, 4; (CBCMPIPT 16)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΕΓΛΩΝ</td>\n",
       "      <td>888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13810</th>\n",
       "      <td>Ἰησοῦς</td>\n",
       "      <td>V6</td>\n",
       "      <td>Gaulanitis--</td>\n",
       "      <td>imperial</td>\n",
       "      <td>Gregg-Urman_Golan 94; (SEG XLVI 1918)</td>\n",
       "      <td>child of Σειλας</td>\n",
       "      <td>ΙΗΣΟΥΣ</td>\n",
       "      <td>888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13915</th>\n",
       "      <td>Ιοληφος</td>\n",
       "      <td>V6</td>\n",
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       "      <td>351-400</td>\n",
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       "      <td>888</td>\n",
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       "      <th>15339</th>\n",
       "      <td>Κασιανός Καδαμος</td>\n",
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       "      <td>imperial</td>\n",
       "      <td>IGLS_XIV.2 538, 1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΚΑΣΙΑΝΟΣ ΚΑΔΑΜΟΣ</td>\n",
       "      <td>888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19071</th>\n",
       "      <td>Μηνεθυβαργος</td>\n",
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       "      <td>Berytos</td>\n",
       "      <td>P2-3A</td>\n",
       "      <td>Waddington_ISyrie 1854d, 5</td>\n",
       "      <td>child of Σωκρης</td>\n",
       "      <td>ΜΗΝΕΘΥΒΑΡΓΟΣ</td>\n",
       "      <td>888</td>\n",
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       "    <tr>\n",
       "      <th>25242</th>\n",
       "      <td>Σηζουβας</td>\n",
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       "      <td>IGLS_XIV_1 338b, 1</td>\n",
       "      <td>child of Βαραθητος</td>\n",
       "      <td>ΣΗΖΟΥΒΑΣ</td>\n",
       "      <td>888</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Name  Vol.                Place      Date   \\\n",
       "9200              Εγλων     V6  Hierichous-Jericho-      PM6A   \n",
       "13810            Ἰησοῦς     V6         Gaulanitis--  imperial   \n",
       "13915           Ιοληφος     V6                Zoara   351-400   \n",
       "15339  Κασιανός Καδαμος     V6           Kafr Shams  imperial   \n",
       "19071      Μηνεθυβαργος     V6              Berytos     P2-3A   \n",
       "25242          Σηζουβας     V6              ‘Ābidīn  imperial   \n",
       "\n",
       "                                  Reference       Relationships   \\\n",
       "9200           SEG XL 1477, 4; (CBCMPIPT 16)                 NaN   \n",
       "13810  Gregg-Urman_Golan 94; (SEG XLVI 1918)     child of Σειλας   \n",
       "13915                    IPalTertia_Ia 277;       child of Μαρος   \n",
       "15339                      IGLS_XIV.2 538, 1                 NaN   \n",
       "19071             Waddington_ISyrie 1854d, 5     child of Σωκρης   \n",
       "25242                     IGLS_XIV_1 338b, 1  child of Βαραθητος   \n",
       "\n",
       "                  Uncial  Isopsephy  \n",
       "9200              ΕΓΛΩΝ         888  \n",
       "13810            ΙΗΣΟΥΣ         888  \n",
       "13915           ΙΟΛΗΦΟΣ         888  \n",
       "15339  ΚΑΣΙΑΝΟΣ ΚΑΔΑΜΟΣ         888  \n",
       "19071      ΜΗΝΕΘΥΒΑΡΓΟΣ         888  \n",
       "25242          ΣΗΖΟΥΒΑΣ         888  "
      ]
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   "source": [
    "df[df['Isopsephy'] == 888]"
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       "      <td>666</td>\n",
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       "      <th>17661</th>\n",
       "      <td>Μαξέντις</td>\n",
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       "      <td>Riḥāb</td>\n",
       "      <td>imperial</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>ΜΑΞΕΝΤΙΣ</td>\n",
       "      <td>666</td>\n",
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       "      <th>19934</th>\n",
       "      <td>Νατεμος</td>\n",
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       "      <td>153-154</td>\n",
       "      <td>SEG LVIII 1763, 3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΝΑΤΕΜΟΣ</td>\n",
       "      <td>666</td>\n",
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       "      <th>20050</th>\n",
       "      <td>Νετιρας</td>\n",
       "      <td>V6</td>\n",
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       "      <td>253-253</td>\n",
       "      <td>IGLS_XI 22, 6;</td>\n",
       "      <td>child of Δαμᾶς</td>\n",
       "      <td>ΝΕΤΙΡΑΣ</td>\n",
       "      <td>666</td>\n",
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       "      <th>22239</th>\n",
       "      <td>Περσαῖος</td>\n",
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       "      <td>PS2B</td>\n",
       "      <td>ID 2611 a;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΠΕΡΣΑΙΟΣ</td>\n",
       "      <td>666</td>\n",
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       "      <th>27172</th>\n",
       "      <td>Φιλοκλέα</td>\n",
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      "text/plain": [
       "           Name  Vol.                     Place       Date   \\\n",
       "1654   Ἀκλάυδις     V6                     Zoara    389-425   \n",
       "6944   Γαυγανης     V6               Al Ghāriyah   imperial   \n",
       "9341    Ἐλάφιον     V6              Syria,Delphi  -185--184   \n",
       "10151   Εὐπορία     V6              Syria,Delphi  -157--156   \n",
       "17661  Μαξέντις     V6                     Riḥāb   imperial   \n",
       "19934   Νατεμος     V6  Paneas-Kaisareia-Banias-    153-154   \n",
       "20050   Νετιρας     V6          Rachla-Zenopolis    253-253   \n",
       "22239  Περσαῖος     V6                  Berytos,       PS2B   \n",
       "27172  Φιλοκλέα     V6                    Marisa      P3-2B   \n",
       "\n",
       "                Reference       Relationships      Uncial  Isopsephy  \n",
       "1654   IPalTertia_Ia 128;    child of Θεόδωρος  ΑΚΛΑΥΔΙΣ         666  \n",
       "6944       SEG VII 1213, 3                 NaN  ΓΑΥΓΑΝΗΣ         666  \n",
       "9341           SGDI 2230;                  NaN   ΕΛΑΦΙΟΝ         666  \n",
       "10151      FD III (3) 30;                  NaN   ΕΥΠΟΡΙΑ         666  \n",
       "17661   SEG XLVIII 1926.57                 NaN  ΜΑΞΕΝΤΙΣ         666  \n",
       "19934    SEG LVIII 1763, 3                 NaN   ΝΑΤΕΜΟΣ         666  \n",
       "20050      IGLS_XI 22, 6;       child of Δαμᾶς   ΝΕΤΙΡΑΣ         666  \n",
       "22239          ID 2611 a;                  NaN  ΠΕΡΣΑΙΟΣ         666  \n",
       "27172        SEG XLII 1452  spouse of Δωρόθεος  ΦΙΛΟΚΛΕΑ         666  "
      ]
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       "      <td>V6</td>\n",
       "      <td>Byblos</td>\n",
       "      <td>PS2A</td>\n",
       "      <td>MUSJ 8 (1922) p. 101 no. 18, 1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΕΡΜΕΡΩΣ ΦΟΡΤΟΥΝΑΤΟΣ</td>\n",
       "      <td>3311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3470</th>\n",
       "      <td>Ἀντίοχος Χουζων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Antioch</td>\n",
       "      <td>375-440</td>\n",
       "      <td>PLRE II (7)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΝΤΙΟΧΟΣ ΧΟΥΖΩΝ</td>\n",
       "      <td>3228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14472</th>\n",
       "      <td>Ἰωάννης Χρυσάφιος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Surman--</td>\n",
       "      <td>byzantine</td>\n",
       "      <td>Gregg-Urman_Golan 194; (SEG XLVI 1994.4)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΙΩΑΝΝΗΣ ΧΡΥΣΑΦΙΟΣ</td>\n",
       "      <td>3200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27479</th>\n",
       "      <td>Φώτιος Κοῦφος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Tyre</td>\n",
       "      <td>byzantine</td>\n",
       "      <td>ITyr_I 103;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΦΩΤΙΟΣ ΚΟΥΦΟΣ</td>\n",
       "      <td>3140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27298</th>\n",
       "      <td>Φίρμος Φροντωνιανός</td>\n",
       "      <td>V6</td>\n",
       "      <td>Heliopolis,Berytos</td>\n",
       "      <td>120-160</td>\n",
       "      <td>IGLS_VI 2791 a, 8; (Hajjar 76)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΦΙΡΜΟΣ ΦΡΟΝΤΩΝΙΑΝΟΣ</td>\n",
       "      <td>3121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17086</th>\n",
       "      <td>Μαΐωρ Μαλχιωνευς</td>\n",
       "      <td>V6</td>\n",
       "      <td>Harrana</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XV_1 259;</td>\n",
       "      <td>child of Οὐεττιανός</td>\n",
       "      <td>ΜΑΙΩΡ ΜΑΛΧΙΩΝΕΥΣ</td>\n",
       "      <td>3087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19700</th>\n",
       "      <td>Μυττυνος Γεράστρατος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Tyre</td>\n",
       "      <td>P6B</td>\n",
       "      <td>FGrH 783 F 7</td>\n",
       "      <td>child of Αβδηλιμος</td>\n",
       "      <td>ΜΥΤΤΥΝΟΣ ΓΕΡΑΣΤΡΑΤΟΣ</td>\n",
       "      <td>3040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23267</th>\n",
       "      <td>Ῥοῦφος Ἀρτωριανός</td>\n",
       "      <td>V6</td>\n",
       "      <td>Berytos</td>\n",
       "      <td>imperial</td>\n",
       "      <td>CIL III 169, 3 with add. p. 971</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΡΟΥΦΟΣ ΑΡΤΩΡΙΑΝΟΣ</td>\n",
       "      <td>2972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3607</th>\n",
       "      <td>Ἀντωνῖνος Ἀττικός Βερενικιανός</td>\n",
       "      <td>V6</td>\n",
       "      <td>Heliopolis</td>\n",
       "      <td>101-200</td>\n",
       "      <td>IGLS_VI 2784, 1;</td>\n",
       "      <td>child of Ἀντωνῖνος Ἀττικός</td>\n",
       "      <td>ΑΝΤΩΝΙΝΟΣ ΑΤΤΙΚΟΣ ΒΕΡΕΝΙΚΙΑΝΟΣ</td>\n",
       "      <td>2955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26752</th>\n",
       "      <td>Τούρβων Ἀμμώνιος</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>Hermopolis-Schmun-Al Ashmunin</td>\n",
       "      <td>267-267</td>\n",
       "      <td>Stud_Pal V 57, 8</td>\n",
       "      <td>child of Ἀμμώνιος Τούρβων</td>\n",
       "      <td>ΤΟϒΡΒΩΝ ΑΜΜΩΝΙΟΣ</td>\n",
       "      <td>2933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2613</th>\n",
       "      <td>Ἀμμώνιος Τούρβων</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>Hermopolis-Schmun-Al Ashmunin</td>\n",
       "      <td>267-267</td>\n",
       "      <td>Stud_Pal V 57, 9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΜΜΩΝΙΟΣ ΤΟϒΡΒΩΝ</td>\n",
       "      <td>2933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12518</th>\n",
       "      <td>Θεογιτίων Διονυσάμμων</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>Hermopolis-Schmun-Al Ashmunin</td>\n",
       "      <td>267-267</td>\n",
       "      <td>Stud_Pal V 58; &amp;Stud_Pal XX 64, 17; Stud_Pal V...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΘΕΟΓΙΤΙΩΝ ΔΙΟΝΥΣΑΜΜΩΝ</td>\n",
       "      <td>2922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23304</th>\n",
       "      <td>Ῥοῦφος Οὐάλης Ὁνορᾶτος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Heliopolis</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_VI 2898;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΡΟΥΦΟΣ ΟΥΑΛΗΣ ΟΝΟΡΑΤΟΣ</td>\n",
       "      <td>2910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23329</th>\n",
       "      <td>Ῥωμανός Ῥωμύλος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Pella-Apameia</td>\n",
       "      <td>453-454</td>\n",
       "      <td>IGLS_IV 1752</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΡΩΜΑΝΟΣ ΡΩΜϒΛΟΣ</td>\n",
       "      <td>2901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8287</th>\n",
       "      <td>Διόδοτος Τρύφων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Kasianoi</td>\n",
       "      <td>-175--138</td>\n",
       "      <td>RE (1); GraingerSPG pp. 69-70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΔΙΟΔΟΤΟΣ ΤΡϒΦΩΝ</td>\n",
       "      <td>2878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4035</th>\n",
       "      <td>Ἀπολλώνιος Μαλχιων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Gerasa,Pergamon</td>\n",
       "      <td>102-117</td>\n",
       "      <td>IPerg 437;</td>\n",
       "      <td>child of Διονύσιος</td>\n",
       "      <td>ΑΠΟΛΛΩΝΙΟΣ ΜΑΛΧΙΩΝ</td>\n",
       "      <td>2872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21709</th>\n",
       "      <td>Οὐστιλλιανός Ἡσύχιος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Pella-Apameia</td>\n",
       "      <td>PS3A</td>\n",
       "      <td>Porph +Plot. 3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΟΥΣΤΙΛΛΙΑΝΟΣ ΗΣϒΧΙΟΣ</td>\n",
       "      <td>2859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3908</th>\n",
       "      <td>Ἀπολλόδωρος Φείδων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Berytos,</td>\n",
       "      <td>-125--100</td>\n",
       "      <td>ID 2611 a;</td>\n",
       "      <td>child of Γοργίας</td>\n",
       "      <td>ΑΠΟΛΛΟΔΩΡΟΣ ΦΕΙΔΩΝ</td>\n",
       "      <td>2824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21655</th>\n",
       "      <td>Ουοιλαουσιος Σάτυρος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Sepphoris-Diokaisareia-</td>\n",
       "      <td>P4-5A</td>\n",
       "      <td>SEG VIII 15; &amp;SEG XX 416</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΟΥΟΙΛΑΟΥΣΙΟΣ ΣΑΤΥΡΟΣ</td>\n",
       "      <td>2802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4343</th>\n",
       "      <td>Ἀριστόδημος Μαλιχερως</td>\n",
       "      <td>V6</td>\n",
       "      <td>Antioch</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_III_1 840</td>\n",
       "      <td>child of Ἀριστόδημος</td>\n",
       "      <td>ΑΡΙΣΤΟΔΗΜΟΣ ΜΑΛΙΧΕΡΩΣ</td>\n",
       "      <td>2789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26465</th>\n",
       "      <td>Σώφρων Ιαννας</td>\n",
       "      <td>V6</td>\n",
       "      <td>Gerasa</td>\n",
       "      <td>P6A</td>\n",
       "      <td>IGerasa 317, 2; ; IGerasa 319, 2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΣΩΦΡΩΝ ΙΑΝΝΑΣ</td>\n",
       "      <td>2762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3801</th>\n",
       "      <td>Ἀπόλαυστος Ἄγριππος Μέμφιος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Syria,Neapolis,Rome</td>\n",
       "      <td>140-189</td>\n",
       "      <td>SEG XXXIII 770; ILS 5187-91; RE Supplbd. 10 (5...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΠΟΛΑΥΣΤΟΣ ΑΓΡΙΠΠΟΣ ΜΕΜΦΙΟΣ</td>\n",
       "      <td>2761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4341</th>\n",
       "      <td>Ἀριστόδημος Μαχχισαιος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Doura-Europos</td>\n",
       "      <td>159-159</td>\n",
       "      <td>SEG II 755, 4; &amp;SEG VII 800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΡΙΣΤΟΔΗΜΟΣ ΜΑΧΧΙΣΑΙΟΣ</td>\n",
       "      <td>2735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14268</th>\n",
       "      <td>Ἰοῦστος Ἀντώνιος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Gerasa</td>\n",
       "      <td>231-232</td>\n",
       "      <td>IGerasa 157, 4; ; IGerasa 158, 4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΙΟΥΣΤΟΣ ΑΝΤΩΝΙΟΣ</td>\n",
       "      <td>2731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19672</th>\n",
       "      <td>Μουσιλης Ταρωνιτης</td>\n",
       "      <td>V6</td>\n",
       "      <td>Armenia</td>\n",
       "      <td>PS6A</td>\n",
       "      <td>PLRE III s.v. Mushegh Mamikonian</td>\n",
       "      <td>child of Μαγκονι</td>\n",
       "      <td>ΜΟΥΣΙΛΗΣ ΤΑΡΩΝΙΤΗΣ</td>\n",
       "      <td>2727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7943</th>\n",
       "      <td>Δημήτριος Εὔτυχος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Tripolis</td>\n",
       "      <td>PM2A</td>\n",
       "      <td>PEQ 27 (1895) p. 128, 2; (JAOS 16 (1896) p. cc...</td>\n",
       "      <td>spouse of Ἀγάθη</td>\n",
       "      <td>ΔΗΜΗΤΡΙΟΣ ΕΥΤΥΧΟΣ</td>\n",
       "      <td>2715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10062</th>\n",
       "      <td>Εὐλόγιος Χουζων</td>\n",
       "      <td>V6</td>\n",
       "      <td>Telmenissos-Maratomyrton</td>\n",
       "      <td>501-503</td>\n",
       "      <td>SEG XXXII 1440, 1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΕΥΛΟΓΙΟΣ ΧΟΥΖΩΝ</td>\n",
       "      <td>2715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3510</th>\n",
       "      <td>Ἀντίπατρος Αλαφωνας</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>233-233</td>\n",
       "      <td>IGLS_XVII.1 378;</td>\n",
       "      <td>child of Ααιλαμεις</td>\n",
       "      <td>ΑΝΤΙΠΑΤΡΟΣ ΑΛΑΦΩΝΑΣ</td>\n",
       "      <td>2695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13163</th>\n",
       "      <td>Θια</td>\n",
       "      <td>V6</td>\n",
       "      <td>Emesa</td>\n",
       "      <td>byzantine</td>\n",
       "      <td>SEG XLIX 2001, 3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΘΙΑ</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1102</th>\n",
       "      <td>Αειβα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Sin</td>\n",
       "      <td>258-259</td>\n",
       "      <td>IGLS_V 2179 b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΕΙΒΑ</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>Αβδια</td>\n",
       "      <td>V6</td>\n",
       "      <td>Beth Phouraia--</td>\n",
       "      <td>244-244</td>\n",
       "      <td>PEuphr 12, 10, 13;</td>\n",
       "      <td>spouse of Μάγνος</td>\n",
       "      <td>ΑΒΔΙΑ</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13662</th>\n",
       "      <td>Ιδαβα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Gaulanitis--</td>\n",
       "      <td>200-699</td>\n",
       "      <td>(Gregg-Urman_Golan 112, 2); ; SEG XLVI 1961.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΙΔΑΒΑ</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>Αδδηα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Elousa</td>\n",
       "      <td>byzantine</td>\n",
       "      <td>IPalTertia_west 69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΔΔΗΑ</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>Αγγαθ</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>225-225</td>\n",
       "      <td>IGLS_XVII.1 377;</td>\n",
       "      <td>child of Ραββηλος</td>\n",
       "      <td>ΑΓΓΑΘ</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7659</th>\n",
       "      <td>Δαδη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Bostra,</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XIII_1 9218, 1;</td>\n",
       "      <td>child of Φαισανος</td>\n",
       "      <td>ΔΑΔΗ</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>Αδδη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Adraa</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XIV_1 29, 1</td>\n",
       "      <td>child of Σαχουος</td>\n",
       "      <td>ΑΔΔΗ</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7640</th>\n",
       "      <td>Δαβαη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Doura-Europos</td>\n",
       "      <td>imperial</td>\n",
       "      <td>TEAD 5 p. 124 no. 437, 1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΔΑΒΑΗ</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>921</th>\n",
       "      <td>Αδαι</td>\n",
       "      <td>V6</td>\n",
       "      <td>Marisa</td>\n",
       "      <td>P3-2B</td>\n",
       "      <td>IMarisa p. 70 no. 4, 2 +Add.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΔΑΙ</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9197</th>\n",
       "      <td>Εγη</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>125-175</td>\n",
       "      <td>IGLS_XVII.1 21;</td>\n",
       "      <td>child of Ιαριβωλης</td>\n",
       "      <td>ΕΓΗ</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Αββαθα</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>225-225</td>\n",
       "      <td>IGLS_XVII.1 377;</td>\n",
       "      <td>child of Ραββηλος</td>\n",
       "      <td>ΑΒΒΑΘΑ</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Αβαβι</td>\n",
       "      <td>V6</td>\n",
       "      <td>Khirbat al-Samrā</td>\n",
       "      <td>byzantine</td>\n",
       "      <td>SEG XLVIII 1942.44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΒΑΒΙ</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Αββι</td>\n",
       "      <td>V6</td>\n",
       "      <td>Ioppe</td>\n",
       "      <td>200-600</td>\n",
       "      <td>CIIP_III 2222;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΒΒΙ</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806</th>\n",
       "      <td>Αγγη</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>214-216</td>\n",
       "      <td>IGLS_XVII.1 257;</td>\n",
       "      <td>child of Θαιμης</td>\n",
       "      <td>ΑΓΓΗ</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13339</th>\n",
       "      <td>Ιαδ</td>\n",
       "      <td>V6</td>\n",
       "      <td>Arabia</td>\n",
       "      <td>600-641</td>\n",
       "      <td>PLRE III (-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΙΑΔ</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>Ἀγάθα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Dhakīr</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XV_2 516;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΓΑΘΑ</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6790</th>\n",
       "      <td>Γαΐα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Doura-Europos</td>\n",
       "      <td>251-251</td>\n",
       "      <td>PDura 29, 4, 14-15, 20</td>\n",
       "      <td>child of Σατορνῖλος</td>\n",
       "      <td>ΓΑΙΑ</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083</th>\n",
       "      <td>Αεδε</td>\n",
       "      <td>V6</td>\n",
       "      <td>Hauran-Aurana-</td>\n",
       "      <td>P2-4A</td>\n",
       "      <td>SEG LI 2059 iii</td>\n",
       "      <td>child of Αδδος,spouse of Οναιεμος</td>\n",
       "      <td>ΑΕΔΕ</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Αβαβη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Zoara</td>\n",
       "      <td>364-424</td>\n",
       "      <td>IPalTertia_Ia 123;</td>\n",
       "      <td>child of Αβδαλμιθαβος</td>\n",
       "      <td>ΑΒΑΒΗ</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5452</th>\n",
       "      <td>Βαια?</td>\n",
       "      <td>V6</td>\n",
       "      <td>Heliopolis</td>\n",
       "      <td>201-300</td>\n",
       "      <td>IGLS_VI 2844, 7;</td>\n",
       "      <td>sibling of Οὐίκτωρ</td>\n",
       "      <td>ΒΑΙΑ</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>Αδη</td>\n",
       "      <td>V6</td>\n",
       "      <td>Nihatha</td>\n",
       "      <td>imperial</td>\n",
       "      <td>SEG XL 1418a, 1</td>\n",
       "      <td>child of Ζαβας</td>\n",
       "      <td>ΑΔΗ</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Αβαβεα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Zoara</td>\n",
       "      <td>426-441</td>\n",
       "      <td>IPalTertia_Ia 168;</td>\n",
       "      <td>child of Αυδωανος</td>\n",
       "      <td>ΑΒΑΒΕΑ</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945</th>\n",
       "      <td>Αδδα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Doura-Europos</td>\n",
       "      <td>P1-2A</td>\n",
       "      <td>SEG VII 712, 8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΔΔΑ</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Αβδ</td>\n",
       "      <td>V6</td>\n",
       "      <td>Marisa</td>\n",
       "      <td>P3-2B</td>\n",
       "      <td>SEG XXXIV 1482</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΒΔ</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Αβαβα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Al Yādūdah</td>\n",
       "      <td>imperial</td>\n",
       "      <td>IGLS_XIV_1 254, 2</td>\n",
       "      <td>child of Αλιεαβος</td>\n",
       "      <td>ΑΒΑΒΑ</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>Αδα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Wādī Ḥajjāj</td>\n",
       "      <td>byzantine</td>\n",
       "      <td>IWadi_Haggag 27;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΔΑ</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5368</th>\n",
       "      <td>Βαβα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Doura-Europos</td>\n",
       "      <td>235-240</td>\n",
       "      <td>SEG VII 381, 2; SEG VII 382, 2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΒΑΒΑ</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27823</th>\n",
       "      <td>Αββα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Hebron</td>\n",
       "      <td>byzantine</td>\n",
       "      <td>; CBCMPIPT 70, 3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΒΒΑ</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Αα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Babylon</td>\n",
       "      <td>200-600</td>\n",
       "      <td>CIIP_III 2182;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΑ</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8453 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Name   Vol.                          Place   \\\n",
       "10373           Εὐτύχης Σακερδωτιανός      V6                        Berytos   \n",
       "10385    Εὐτυχιανός Παλλάδιος Ἰωάννης      V6                         Edessa   \n",
       "9687              Ἑρμέρως Φορτουνᾶτος      V6                         Byblos   \n",
       "3470                  Ἀντίοχος Χουζων      V6                        Antioch   \n",
       "14472               Ἰωάννης Χρυσάφιος      V6                       Surman--   \n",
       "27479                   Φώτιος Κοῦφος      V6                           Tyre   \n",
       "27298             Φίρμος Φροντωνιανός      V6             Heliopolis,Berytos   \n",
       "17086                Μαΐωρ Μαλχιωνευς      V6                        Harrana   \n",
       "19700            Μυττυνος Γεράστρατος      V6                           Tyre   \n",
       "23267               Ῥοῦφος Ἀρτωριανός      V6                        Berytos   \n",
       "3607   Ἀντωνῖνος Ἀττικός Βερενικιανός      V6                     Heliopolis   \n",
       "26752                Τούρβων Ἀμμώνιος   Egypt  Hermopolis-Schmun-Al Ashmunin   \n",
       "2613                 Ἀμμώνιος Τούρβων   Egypt  Hermopolis-Schmun-Al Ashmunin   \n",
       "12518           Θεογιτίων Διονυσάμμων   Egypt  Hermopolis-Schmun-Al Ashmunin   \n",
       "23304          Ῥοῦφος Οὐάλης Ὁνορᾶτος      V6                     Heliopolis   \n",
       "23329                 Ῥωμανός Ῥωμύλος      V6                  Pella-Apameia   \n",
       "8287                  Διόδοτος Τρύφων      V6                       Kasianoi   \n",
       "4035               Ἀπολλώνιος Μαλχιων      V6                Gerasa,Pergamon   \n",
       "21709            Οὐστιλλιανός Ἡσύχιος      V6                  Pella-Apameia   \n",
       "3908               Ἀπολλόδωρος Φείδων      V6                       Berytos,   \n",
       "21655            Ουοιλαουσιος Σάτυρος      V6        Sepphoris-Diokaisareia-   \n",
       "4343            Ἀριστόδημος Μαλιχερως      V6                        Antioch   \n",
       "26465                   Σώφρων Ιαννας      V6                         Gerasa   \n",
       "3801      Ἀπόλαυστος Ἄγριππος Μέμφιος      V6            Syria,Neapolis,Rome   \n",
       "4341           Ἀριστόδημος Μαχχισαιος      V6                  Doura-Europos   \n",
       "14268                Ἰοῦστος Ἀντώνιος      V6                         Gerasa   \n",
       "19672              Μουσιλης Ταρωνιτης      V6                        Armenia   \n",
       "7943                Δημήτριος Εὔτυχος      V6                       Tripolis   \n",
       "10062                 Εὐλόγιος Χουζων      V6       Telmenissos-Maratomyrton   \n",
       "3510              Ἀντίπατρος Αλαφωνας    test                 Palmyra-Tadmur   \n",
       "...                                ...    ...                            ...   \n",
       "13163                             Θια      V6                          Emesa   \n",
       "1102                            Αειβα      V6                            Sin   \n",
       "305                             Αβδια      V6                Beth Phouraia--   \n",
       "13662                           Ιδαβα      V6                   Gaulanitis--   \n",
       "979                             Αδδηα      V6                         Elousa   \n",
       "795                             Αγγαθ    test                 Palmyra-Tadmur   \n",
       "7659                             Δαδη      V6                        Bostra,   \n",
       "978                              Αδδη      V6                          Adraa   \n",
       "7640                            Δαβαη      V6                  Doura-Europos   \n",
       "921                              Αδαι      V6                         Marisa   \n",
       "9197                              Εγη    test                 Palmyra-Tadmur   \n",
       "53                             Αββαθα    test                 Palmyra-Tadmur   \n",
       "26                              Αβαβι      V6               Khirbat al-Samrā   \n",
       "81                               Αββι      V6                          Ioppe   \n",
       "806                              Αγγη    test                 Palmyra-Tadmur   \n",
       "13339                             Ιαδ      V6                         Arabia   \n",
       "699                             Ἀγάθα      V6                         Dhakīr   \n",
       "6790                             Γαΐα      V6                  Doura-Europos   \n",
       "1083                             Αεδε      V6                 Hauran-Aurana-   \n",
       "25                              Αβαβη      V6                          Zoara   \n",
       "5452                            Βαια?      V6                     Heliopolis   \n",
       "1026                              Αδη      V6                        Nihatha   \n",
       "23                             Αβαβεα      V6                          Zoara   \n",
       "945                              Αδδα      V6                  Doura-Europos   \n",
       "188                               Αβδ      V6                         Marisa   \n",
       "14                              Αβαβα      V6                     Al Yādūdah   \n",
       "911                               Αδα      V6                    Wādī Ḥajjāj   \n",
       "5368                             Βαβα      V6                  Doura-Europos   \n",
       "27823                            Αββα      V6                         Hebron   \n",
       "4                                  Αα      V6                        Babylon   \n",
       "\n",
       "           Date                                          Reference   \\\n",
       "10373   imperial                    IMnBeyrouth 37, 3; (Hajjar 213)   \n",
       "10385      P5_6A                                        PLRE II (4)   \n",
       "9687        PS2A                     MUSJ 8 (1922) p. 101 no. 18, 1   \n",
       "3470     375-440                                        PLRE II (7)   \n",
       "14472  byzantine           Gregg-Urman_Golan 194; (SEG XLVI 1994.4)   \n",
       "27479  byzantine                                       ITyr_I 103;    \n",
       "27298    120-160                     IGLS_VI 2791 a, 8; (Hajjar 76)   \n",
       "17086   imperial                                    IGLS_XV_1 259;    \n",
       "19700        P6B                                       FGrH 783 F 7   \n",
       "23267   imperial                    CIL III 169, 3 with add. p. 971   \n",
       "3607     101-200                                  IGLS_VI 2784, 1;    \n",
       "26752    267-267                                   Stud_Pal V 57, 8   \n",
       "2613     267-267                                   Stud_Pal V 57, 9   \n",
       "12518    267-267  Stud_Pal V 58; &Stud_Pal XX 64, 17; Stud_Pal V...   \n",
       "23304   imperial                                     IGLS_VI 2898;    \n",
       "23329    453-454                                       IGLS_IV 1752   \n",
       "8287   -175--138                      RE (1); GraingerSPG pp. 69-70   \n",
       "4035     102-117                                        IPerg 437;    \n",
       "21709       PS3A                                     Porph +Plot. 3   \n",
       "3908   -125--100                                        ID 2611 a;    \n",
       "21655      P4-5A                           SEG VIII 15; &SEG XX 416   \n",
       "4343    imperial                                     IGLS_III_1 840   \n",
       "26465        P6A                   IGerasa 317, 2; ; IGerasa 319, 2   \n",
       "3801     140-189  SEG XXXIII 770; ILS 5187-91; RE Supplbd. 10 (5...   \n",
       "4341     159-159                        SEG II 755, 4; &SEG VII 800   \n",
       "14268    231-232                   IGerasa 157, 4; ; IGerasa 158, 4   \n",
       "19672       PS6A                   PLRE III s.v. Mushegh Mamikonian   \n",
       "7943        PM2A  PEQ 27 (1895) p. 128, 2; (JAOS 16 (1896) p. cc...   \n",
       "10062    501-503                                  SEG XXXII 1440, 1   \n",
       "3510     233-233                                  IGLS_XVII.1 378;    \n",
       "...          ...                                                ...   \n",
       "13163  byzantine                                   SEG XLIX 2001, 3   \n",
       "1102     258-259                                      IGLS_V 2179 b   \n",
       "305      244-244                                PEuphr 12, 10, 13;    \n",
       "13662    200-699      (Gregg-Urman_Golan 112, 2); ; SEG XLVI 1961.1   \n",
       "979    byzantine                                 IPalTertia_west 69   \n",
       "795      225-225                                  IGLS_XVII.1 377;    \n",
       "7659    imperial                              IGLS_XIII_1 9218, 1;    \n",
       "978     imperial                                   IGLS_XIV_1 29, 1   \n",
       "7640    imperial                           TEAD 5 p. 124 no. 437, 1   \n",
       "921        P3-2B                       IMarisa p. 70 no. 4, 2 +Add.   \n",
       "9197     125-175                                   IGLS_XVII.1 21;    \n",
       "53       225-225                                  IGLS_XVII.1 377;    \n",
       "26     byzantine                                 SEG XLVIII 1942.44   \n",
       "81       200-600                                    CIIP_III 2222;    \n",
       "806      214-216                                  IGLS_XVII.1 257;    \n",
       "13339    600-641                                       PLRE III (-)   \n",
       "699     imperial                                    IGLS_XV_2 516;    \n",
       "6790     251-251                             PDura 29, 4, 14-15, 20   \n",
       "1083       P2-4A                                    SEG LI 2059 iii   \n",
       "25       364-424                                IPalTertia_Ia 123;    \n",
       "5452     201-300                                  IGLS_VI 2844, 7;    \n",
       "1026    imperial                                    SEG XL 1418a, 1   \n",
       "23       426-441                                IPalTertia_Ia 168;    \n",
       "945        P1-2A                                     SEG VII 712, 8   \n",
       "188        P3-2B                                     SEG XXXIV 1482   \n",
       "14      imperial                                  IGLS_XIV_1 254, 2   \n",
       "911    byzantine                                  IWadi_Haggag 27;    \n",
       "5368     235-240                     SEG VII 381, 2; SEG VII 382, 2   \n",
       "27823  byzantine                                   ; CBCMPIPT 70, 3   \n",
       "4        200-600                                    CIIP_III 2182;    \n",
       "\n",
       "                          Relationships                            Uncial  \\\n",
       "10373                                NaN           ΕΥΤϒΧΗΣ ΣΑΚΕΡΔΩΤΙΑΝΟΣ    \n",
       "10385                                NaN    ΕΥΤΥΧΙΑΝΟΣ ΠΑΛΛΑΔΙΟΣ ΙΩΑΝΝΗΣ    \n",
       "9687                                 NaN             ΕΡΜΕΡΩΣ ΦΟΡΤΟΥΝΑΤΟΣ    \n",
       "3470                                 NaN                 ΑΝΤΙΟΧΟΣ ΧΟΥΖΩΝ    \n",
       "14472                                NaN               ΙΩΑΝΝΗΣ ΧΡΥΣΑΦΙΟΣ    \n",
       "27479                                NaN                   ΦΩΤΙΟΣ ΚΟΥΦΟΣ    \n",
       "27298                                NaN             ΦΙΡΜΟΣ ΦΡΟΝΤΩΝΙΑΝΟΣ    \n",
       "17086                child of Οὐεττιανός                ΜΑΙΩΡ ΜΑΛΧΙΩΝΕΥΣ    \n",
       "19700                 child of Αβδηλιμος            ΜΥΤΤΥΝΟΣ ΓΕΡΑΣΤΡΑΤΟΣ    \n",
       "23267                                NaN               ΡΟΥΦΟΣ ΑΡΤΩΡΙΑΝΟΣ    \n",
       "3607          child of Ἀντωνῖνος Ἀττικός  ΑΝΤΩΝΙΝΟΣ ΑΤΤΙΚΟΣ ΒΕΡΕΝΙΚΙΑΝΟΣ    \n",
       "26752          child of Ἀμμώνιος Τούρβων                ΤΟϒΡΒΩΝ ΑΜΜΩΝΙΟΣ    \n",
       "2613                                 NaN                ΑΜΜΩΝΙΟΣ ΤΟϒΡΒΩΝ    \n",
       "12518                                NaN           ΘΕΟΓΙΤΙΩΝ ΔΙΟΝΥΣΑΜΜΩΝ    \n",
       "23304                                NaN          ΡΟΥΦΟΣ ΟΥΑΛΗΣ ΟΝΟΡΑΤΟΣ    \n",
       "23329                                NaN                 ΡΩΜΑΝΟΣ ΡΩΜϒΛΟΣ    \n",
       "8287                                 NaN                 ΔΙΟΔΟΤΟΣ ΤΡϒΦΩΝ    \n",
       "4035                  child of Διονύσιος              ΑΠΟΛΛΩΝΙΟΣ ΜΑΛΧΙΩΝ    \n",
       "21709                                NaN            ΟΥΣΤΙΛΛΙΑΝΟΣ ΗΣϒΧΙΟΣ    \n",
       "3908                    child of Γοργίας              ΑΠΟΛΛΟΔΩΡΟΣ ΦΕΙΔΩΝ    \n",
       "21655                                NaN            ΟΥΟΙΛΑΟΥΣΙΟΣ ΣΑΤΥΡΟΣ    \n",
       "4343                child of Ἀριστόδημος           ΑΡΙΣΤΟΔΗΜΟΣ ΜΑΛΙΧΕΡΩΣ    \n",
       "26465                                NaN                   ΣΩΦΡΩΝ ΙΑΝΝΑΣ    \n",
       "3801                                 NaN     ΑΠΟΛΑΥΣΤΟΣ ΑΓΡΙΠΠΟΣ ΜΕΜΦΙΟΣ    \n",
       "4341                                 NaN          ΑΡΙΣΤΟΔΗΜΟΣ ΜΑΧΧΙΣΑΙΟΣ    \n",
       "14268                                NaN                ΙΟΥΣΤΟΣ ΑΝΤΩΝΙΟΣ    \n",
       "19672                   child of Μαγκονι              ΜΟΥΣΙΛΗΣ ΤΑΡΩΝΙΤΗΣ    \n",
       "7943                     spouse of Ἀγάθη               ΔΗΜΗΤΡΙΟΣ ΕΥΤΥΧΟΣ    \n",
       "10062                                NaN                 ΕΥΛΟΓΙΟΣ ΧΟΥΖΩΝ    \n",
       "3510                  child of Ααιλαμεις             ΑΝΤΙΠΑΤΡΟΣ ΑΛΑΦΩΝΑΣ    \n",
       "...                                  ...                              ...   \n",
       "13163                                NaN                             ΘΙΑ    \n",
       "1102                                 NaN                           ΑΕΙΒΑ    \n",
       "305                     spouse of Μάγνος                           ΑΒΔΙΑ    \n",
       "13662                                NaN                           ΙΔΑΒΑ    \n",
       "979                                  NaN                           ΑΔΔΗΑ    \n",
       "795                    child of Ραββηλος                           ΑΓΓΑΘ    \n",
       "7659                   child of Φαισανος                            ΔΑΔΗ    \n",
       "978                     child of Σαχουος                            ΑΔΔΗ    \n",
       "7640                                 NaN                           ΔΑΒΑΗ    \n",
       "921                                  NaN                            ΑΔΑΙ    \n",
       "9197                  child of Ιαριβωλης                             ΕΓΗ    \n",
       "53                     child of Ραββηλος                          ΑΒΒΑΘΑ    \n",
       "26                                   NaN                           ΑΒΑΒΙ    \n",
       "81                                   NaN                            ΑΒΒΙ    \n",
       "806                      child of Θαιμης                            ΑΓΓΗ    \n",
       "13339                                NaN                             ΙΑΔ    \n",
       "699                                  NaN                           ΑΓΑΘΑ    \n",
       "6790                 child of Σατορνῖλος                            ΓΑΙΑ    \n",
       "1083   child of Αδδος,spouse of Οναιεμος                            ΑΕΔΕ    \n",
       "25                 child of Αβδαλμιθαβος                           ΑΒΑΒΗ    \n",
       "5452                  sibling of Οὐίκτωρ                            ΒΑΙΑ    \n",
       "1026                      child of Ζαβας                             ΑΔΗ    \n",
       "23                     child of Αυδωανος                          ΑΒΑΒΕΑ    \n",
       "945                                  NaN                            ΑΔΔΑ    \n",
       "188                                  NaN                             ΑΒΔ    \n",
       "14                     child of Αλιεαβος                           ΑΒΑΒΑ    \n",
       "911                                  NaN                             ΑΔΑ    \n",
       "5368                                 NaN                            ΒΑΒΑ    \n",
       "27823                                NaN                            ΑΒΒΑ    \n",
       "4                                    NaN                              ΑΑ    \n",
       "\n",
       "       Isopsephy  \n",
       "10373       3674  \n",
       "10385       3581  \n",
       "9687        3311  \n",
       "3470        3228  \n",
       "14472       3200  \n",
       "27479       3140  \n",
       "27298       3121  \n",
       "17086       3087  \n",
       "19700       3040  \n",
       "23267       2972  \n",
       "3607        2955  \n",
       "26752       2933  \n",
       "2613        2933  \n",
       "12518       2922  \n",
       "23304       2910  \n",
       "23329       2901  \n",
       "8287        2878  \n",
       "4035        2872  \n",
       "21709       2859  \n",
       "3908        2824  \n",
       "21655       2802  \n",
       "4343        2789  \n",
       "26465       2762  \n",
       "3801        2761  \n",
       "4341        2735  \n",
       "14268       2731  \n",
       "19672       2727  \n",
       "7943        2715  \n",
       "10062       2715  \n",
       "3510        2695  \n",
       "...          ...  \n",
       "13163         20  \n",
       "1102          19  \n",
       "305           18  \n",
       "13662         18  \n",
       "979           18  \n",
       "795           17  \n",
       "7659          17  \n",
       "978           17  \n",
       "7640          16  \n",
       "921           16  \n",
       "9197          16  \n",
       "53            16  \n",
       "26            16  \n",
       "81            15  \n",
       "806           15  \n",
       "13339         15  \n",
       "699           15  \n",
       "6790          15  \n",
       "1083          15  \n",
       "25            14  \n",
       "5452          14  \n",
       "1026          13  \n",
       "23            12  \n",
       "945           10  \n",
       "188            7  \n",
       "14             7  \n",
       "911            6  \n",
       "5368           6  \n",
       "27823          6  \n",
       "4              2  \n",
       "\n",
       "[8453 rows x 8 columns]"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values('Isopsephy', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
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       "      <th>4369</th>\n",
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       "      <td>-191--191</td>\n",
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       "      <th>7458</th>\n",
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       "      <th>14097</th>\n",
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       "      <td>ΙΟΥΛΙΑΝΟΣ ΓΕΜΕΛΛΟΣ</td>\n",
       "      <td>1224</td>\n",
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      "text/plain": [
       "                     Name  Vol.                 Place       Date   \\\n",
       "4369          Ἀριστοτέλης     V6         Syria,Chalkis  -191--191   \n",
       "7458              Γνουφας     V6                Arabia    528-528   \n",
       "14097  Ἰουλιανός Γέμελλος     V6  Besara-Beth She‘arim    175-225   \n",
       "\n",
       "                                              Reference  Relationships   \\\n",
       "4369                  Liv xxxvi 21. 2; GraingerSPG p. 82            NaN   \n",
       "7458                                        PLRE III (-)            NaN   \n",
       "14097  IBeth_Shearim 13; ; IBeth_Shearim 14; IBeth_Sh...            NaN   \n",
       "\n",
       "                    Uncial  Isopsephy  \n",
       "4369          ΑΡΙΣΤΟΤΕΛΗΣ        1224  \n",
       "7458              ΓΝΟΥΦΑΣ        1224  \n",
       "14097  ΙΟΥΛΙΑΝΟΣ ΓΕΜΕΛΛΟΣ        1224  "
      ]
     },
     "execution_count": 118,
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   ],
   "source": [
    "df[df['Isopsephy'] == 1224]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9215</th>\n",
       "      <td>Ἐζηνοβία</td>\n",
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       "      <td>CIIP_II 1473;</td>\n",
       "      <td>other relative of Ἔντιμος</td>\n",
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       "      <td>153</td>\n",
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       "           Name  Vol.            Place       Date       Reference   \\\n",
       "9215   Ἐζηνοβία     V6        Kaisareia  byzantine  CIIP_II 1473;    \n",
       "17593   Μανναια     V6  Beth Phouraia--    244-244  PEuphr 12, 9;    \n",
       "\n",
       "                  Relationships      Uncial  Isopsephy  \n",
       "9215   other relative of Ἔντιμος  ΕΖΗΝΟΒΙΑ         153  \n",
       "17593           sibling of Αβδια   ΜΑΝΝΑΙΑ         153  "
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    "df[df['Isopsephy'] == 153]"
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   "execution_count": 121,
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       "      <th>9484</th>\n",
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       "      <td>ΕΝΝΑΣ</td>\n",
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       "      <th>9616</th>\n",
       "      <td>Ἐρᾶς</td>\n",
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       "      <td>Charakmoba</td>\n",
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       "      <td>child of Μααιαρος</td>\n",
       "      <td>ΕΡΑΣ</td>\n",
       "      <td>306</td>\n",
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       "      <th>13682</th>\n",
       "      <td>Ιεζιδος</td>\n",
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       "      <td>306</td>\n",
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       "      <td>306</td>\n",
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       "      <td>Μανθεας</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>306</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>ΝΕΜΙΑΣ</td>\n",
       "      <td>306</td>\n",
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      "text/plain": [
       "           Name  Vol.              Place       Date   \\\n",
       "474    Αβιδιθος     V6    Soada-Dionysias   imperial   \n",
       "1841     Αλδαος     V6   Khirbat al-Samrā  byzantine   \n",
       "2169     Ἄλεξις     V6      Pella-Apameia  -222--222   \n",
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       "6721     Γααρας     V6  Amathe/Epiphaneia  byzantine   \n",
       "9484      Εννας     V6              Yanuh        P3A   \n",
       "9616       Ἐρᾶς     V6         Charakmoba  byzantine   \n",
       "13682   Ιεζιδος     V6             Arabia       PF6A   \n",
       "15713    Κλήμης     V6               Aire        P2A   \n",
       "17587   Μανθεας     V6          Nessana--      P6_7A   \n",
       "19997    Νεμίας     V6      Pella-Apameia    392-392   \n",
       "\n",
       "                                          Reference      Relationships   \\\n",
       "474                   IMSoueida 16, 3; (SEG VII 973)   child of Μασηχος   \n",
       "1841                              SEG XLVIII 1942.27                NaN   \n",
       "2169              Plb v 50. 10-12; GraingerSPG p. 75                NaN   \n",
       "2187                               IGLS_XIV.2 504, 2                NaN   \n",
       "6721                                    IGLS_IV 1925                NaN   \n",
       "9484              MUSJ 25 (1942-1943) p. 43 no. 4, 1                NaN   \n",
       "9616                 IMoab 81; MUSJ 34 (1957) p. 267  child of Μααιαρος   \n",
       "13682                                   PLRE III (-)  sibling of Καισος   \n",
       "15713          IGLS_XIV.2 556, 1; IGLS_XIV.2 556a, 1                NaN   \n",
       "17587                                   PNess 89, 20                NaN   \n",
       "19997  IGLS_IV 1319; IGLS_V p. 316; &SEG XLV 1895, 2                NaN   \n",
       "\n",
       "          Uncial  Isopsephy  \n",
       "474    ΑΒΙΔΙΘΟΣ         306  \n",
       "1841     ΑΛΔΑΟΣ         306  \n",
       "2169     ΑΛΕΞΙΣ         306  \n",
       "2187      ΑΛΕΟΣ         306  \n",
       "6721     ΓΑΑΡΑΣ         306  \n",
       "9484      ΕΝΝΑΣ         306  \n",
       "9616       ΕΡΑΣ         306  \n",
       "13682   ΙΕΖΙΔΟΣ         306  \n",
       "15713    ΚΛΗΜΗΣ         306  \n",
       "17587   ΜΑΝΘΕΑΣ         306  \n",
       "19997    ΝΕΜΙΑΣ         306  "
      ]
     },
     "execution_count": 121,
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   ],
   "source": [
    "df[df['Isopsephy'] == 306]"
   ]
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       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Vol.</th>\n",
       "      <th>Place</th>\n",
       "      <th>Date</th>\n",
       "      <th>Reference</th>\n",
       "      <th>Relationships</th>\n",
       "      <th>Uncial</th>\n",
       "      <th>Isopsephy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4301</th>\n",
       "      <td>Ἀρίστα</td>\n",
       "      <td>V6</td>\n",
       "      <td>Abila Dekapoleos</td>\n",
       "      <td>imperial</td>\n",
       "      <td>SEG XL 1392 with comm.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΑΡΙΣΤΑ</td>\n",
       "      <td>612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15109</th>\n",
       "      <td>Καισάριος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Nessana--</td>\n",
       "      <td>P6-7A</td>\n",
       "      <td>PNess 91, 2, 9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΚΑΙΣΑΡΙΟΣ</td>\n",
       "      <td>612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18547</th>\n",
       "      <td>Μαροσας</td>\n",
       "      <td>V6</td>\n",
       "      <td>Salamias</td>\n",
       "      <td>557-558</td>\n",
       "      <td>SEG LX 1694, 3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΜΑΡΟΣΑΣ</td>\n",
       "      <td>612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21856</th>\n",
       "      <td>Παράμονος</td>\n",
       "      <td>V6</td>\n",
       "      <td>Pella-Apameia,Smyrna</td>\n",
       "      <td>P2B</td>\n",
       "      <td>ISmyrna 689 III;</td>\n",
       "      <td>child of Ἀπολλώνιος</td>\n",
       "      <td>ΠΑΡΑΜΟΝΟΣ</td>\n",
       "      <td>612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23992</th>\n",
       "      <td>Σαλμαλλαθος</td>\n",
       "      <td>test</td>\n",
       "      <td>Palmyra-Tadmur</td>\n",
       "      <td>147-147</td>\n",
       "      <td>IGLS_XVII.1 423; IGLS_XVII.1 424</td>\n",
       "      <td>child of Μαλιχος</td>\n",
       "      <td>ΣΑΛΜΑΛΛΑΘΟΣ</td>\n",
       "      <td>612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24319</th>\n",
       "      <td>Σαπρικας</td>\n",
       "      <td>V6</td>\n",
       "      <td>Herodeion--</td>\n",
       "      <td>P5_6A</td>\n",
       "      <td>SEG XL 1471, 5; ; SEG XL 1472, 8; (CBCMPIPT 94)</td>\n",
       "      <td>=? Σαφρικα</td>\n",
       "      <td>ΣΑΠΡΙΚΑΣ</td>\n",
       "      <td>612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24413</th>\n",
       "      <td>Σαρριας</td>\n",
       "      <td>V6</td>\n",
       "      <td>Arethousa</td>\n",
       "      <td>PF4A</td>\n",
       "      <td>IGLS_V 2508, 3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ΣΑΡΡΙΑΣ</td>\n",
       "      <td>612</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Name  Vol.                 Place      Date   \\\n",
       "4301        Ἀρίστα     V6      Abila Dekapoleos  imperial   \n",
       "15109    Καισάριος     V6             Nessana--     P6-7A   \n",
       "18547      Μαροσας     V6              Salamias   557-558   \n",
       "21856    Παράμονος     V6  Pella-Apameia,Smyrna       P2B   \n",
       "23992  Σαλμαλλαθος   test        Palmyra-Tadmur   147-147   \n",
       "24319     Σαπρικας     V6           Herodeion--     P5_6A   \n",
       "24413      Σαρριας     V6             Arethousa      PF4A   \n",
       "\n",
       "                                            Reference        Relationships   \\\n",
       "4301                            SEG XL 1392 with comm.                  NaN   \n",
       "15109                                   PNess 91, 2, 9                  NaN   \n",
       "18547                                   SEG LX 1694, 3                  NaN   \n",
       "21856                                ISmyrna 689 III;   child of Ἀπολλώνιος   \n",
       "23992                 IGLS_XVII.1 423; IGLS_XVII.1 424     child of Μαλιχος   \n",
       "24319  SEG XL 1471, 5; ; SEG XL 1472, 8; (CBCMPIPT 94)           =? Σαφρικα   \n",
       "24413                                   IGLS_V 2508, 3                  NaN   \n",
       "\n",
       "             Uncial  Isopsephy  \n",
       "4301        ΑΡΙΣΤΑ         612  \n",
       "15109    ΚΑΙΣΑΡΙΟΣ         612  \n",
       "18547      ΜΑΡΟΣΑΣ         612  \n",
       "21856    ΠΑΡΑΜΟΝΟΣ         612  \n",
       "23992  ΣΑΛΜΑΛΛΑΘΟΣ         612  \n",
       "24319     ΣΑΠΡΙΚΑΣ         612  \n",
       "24413      ΣΑΡΡΙΑΣ         612  "
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['Isopsephy'] == 612]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "#http://clas-lgpn4.classics.ox.ac.uk:8080/exist/apps/lgpn/names.html?letter=\n",
    "df2 = pandas.read_csv(\"names.raw.txt\", sep=\"\\t\")\n",
    "df2.drop_duplicates(subset=['Name'], keep='first', inplace=True)\n",
    "df2 = df2[df2['Name'].notnull()]\n",
    "df2['Uncial'] = df2['Name'].apply(lambda x: p(str(x)).upper())\n",
    "df2.drop_duplicates(subset=['Uncial'], keep='first', inplace=True)\n",
    "df2['Isopsephy'] = df2['Uncial'].apply(lambda x: g(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Isopsephy</th>\n",
       "      <th>Uncial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9αμοῦς</td>\n",
       "      <td>711</td>\n",
       "      <td>ΑΜΟΥΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9αρ9εις</td>\n",
       "      <td>316</td>\n",
       "      <td>ΑΡΕΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9αρ9ις</td>\n",
       "      <td>311</td>\n",
       "      <td>ΑΡΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>9ε9ας</td>\n",
       "      <td>206</td>\n",
       "      <td>ΕΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9ιεύς</td>\n",
       "      <td>615</td>\n",
       "      <td>ΙΕΥΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Ͷάσϝεχεις</td>\n",
       "      <td>1027</td>\n",
       "      <td>ΑΣϜΕΧΕΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Ͷίω</td>\n",
       "      <td>810</td>\n",
       "      <td>ΙΩ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Ͷαͷις</td>\n",
       "      <td>211</td>\n",
       "      <td>ΑΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Ͷανάξαδρυς</td>\n",
       "      <td>817</td>\n",
       "      <td>ΑΝΑΞΑΔΡΥΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Ͷαναξίιω</td>\n",
       "      <td>932</td>\n",
       "      <td>ΑΝΑΞΙΙΩ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Ͷαναξίω</td>\n",
       "      <td>922</td>\n",
       "      <td>ΑΝΑΞΙΩ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Ͷαναξιμοῦς</td>\n",
       "      <td>832</td>\n",
       "      <td>ΑΝΑΞΙΜΟΥΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Ͷαϝεις</td>\n",
       "      <td>222</td>\n",
       "      <td>ΑϜΕΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Ͷιχανους</td>\n",
       "      <td>1331</td>\n",
       "      <td>ΙΧΑΝΟΥΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Ͷλυͷι9ας</td>\n",
       "      <td>641</td>\n",
       "      <td>ΛΥΙΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Αβα</td>\n",
       "      <td>4</td>\n",
       "      <td>ΑΒΑ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Αβαις</td>\n",
       "      <td>214</td>\n",
       "      <td>ΑΒΑΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Αβαλαις</td>\n",
       "      <td>245</td>\n",
       "      <td>ΑΒΑΛΑΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Αβας</td>\n",
       "      <td>204</td>\n",
       "      <td>ΑΒΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Αββα</td>\n",
       "      <td>6</td>\n",
       "      <td>ΑΒΒΑ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Αββας</td>\n",
       "      <td>206</td>\n",
       "      <td>ΑΒΒΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Αβειος</td>\n",
       "      <td>288</td>\n",
       "      <td>ΑΒΕΙΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Αβερδαρσατα</td>\n",
       "      <td>715</td>\n",
       "      <td>ΑΒΕΡΔΑΡΣΑΤΑ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Αβερουνδις</td>\n",
       "      <td>842</td>\n",
       "      <td>ΑΒΕΡΟΥΝΔΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Αβερσικος</td>\n",
       "      <td>608</td>\n",
       "      <td>ΑΒΕΡΣΙΚΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Αβιαμυς</td>\n",
       "      <td>654</td>\n",
       "      <td>ΑΒΙΑΜΥΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Αβιβας</td>\n",
       "      <td>216</td>\n",
       "      <td>ΑΒΙΒΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Αδα</td>\n",
       "      <td>6</td>\n",
       "      <td>ΑΔΑ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Αδας</td>\n",
       "      <td>206</td>\n",
       "      <td>ΑΔΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Αδεμις</td>\n",
       "      <td>260</td>\n",
       "      <td>ΑΔΕΜΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79306</th>\n",
       "      <td>῾Υψίθυμος</td>\n",
       "      <td>1829</td>\n",
       "      <td>ΥΨΙΘΥΜΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79308</th>\n",
       "      <td>῾Υψίστα</td>\n",
       "      <td>1611</td>\n",
       "      <td>ΥΨΙΣΤΑ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79310</th>\n",
       "      <td>῾Υψίστη</td>\n",
       "      <td>1618</td>\n",
       "      <td>ΥΨΙΣΤΗ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79312</th>\n",
       "      <td>῾Υψίων</td>\n",
       "      <td>1960</td>\n",
       "      <td>ΥΨΙΩΝ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79314</th>\n",
       "      <td>῾Υψαγόρα</td>\n",
       "      <td>1275</td>\n",
       "      <td>ΥΨΑΓΟΡΑ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79316</th>\n",
       "      <td>῾Υψαγόρη</td>\n",
       "      <td>1282</td>\n",
       "      <td>ΥΨΑΓΟΡΗ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79318</th>\n",
       "      <td>῾Υψαῖος</td>\n",
       "      <td>1381</td>\n",
       "      <td>ΥΨΑΙΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79320</th>\n",
       "      <td>῾Υψεχίδας</td>\n",
       "      <td>1920</td>\n",
       "      <td>ΥΨΕΧΙΔΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79322</th>\n",
       "      <td>῾Υψηχίδας</td>\n",
       "      <td>1923</td>\n",
       "      <td>ΥΨΗΧΙΔΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79324</th>\n",
       "      <td>῾Υψηχίδης</td>\n",
       "      <td>1930</td>\n",
       "      <td>ΥΨΗΧΙΔΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79326</th>\n",
       "      <td>῾Υψιγένης</td>\n",
       "      <td>1376</td>\n",
       "      <td>ΥΨΙΓΕΝΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79328</th>\n",
       "      <td>῾Υψιγόνη</td>\n",
       "      <td>1241</td>\n",
       "      <td>ΥΨΙΓΟΝΗ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79330</th>\n",
       "      <td>῾Υψικλίς</td>\n",
       "      <td>1370</td>\n",
       "      <td>ΥΨΙΚΛΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79332</th>\n",
       "      <td>῾Υψικλῆς</td>\n",
       "      <td>1368</td>\n",
       "      <td>ΥΨΙΚΛΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79334</th>\n",
       "      <td>῾Υψικράτης</td>\n",
       "      <td>1739</td>\n",
       "      <td>ΥΨΙΚΡΑΤΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79336</th>\n",
       "      <td>῾Υψικρέων</td>\n",
       "      <td>2085</td>\n",
       "      <td>ΥΨΙΚΡΕΩΝ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79338</th>\n",
       "      <td>῾Υψιχίδης</td>\n",
       "      <td>1932</td>\n",
       "      <td>ΥΨΙΧΙΔΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79340</th>\n",
       "      <td>῾Υψοκλῆς</td>\n",
       "      <td>1428</td>\n",
       "      <td>ΥΨΟΚΛΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79342</th>\n",
       "      <td>῾Υψῶναξ</td>\n",
       "      <td>2011</td>\n",
       "      <td>ΥΨΩΝΑΞ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79344</th>\n",
       "      <td>῾Ωράριος</td>\n",
       "      <td>1281</td>\n",
       "      <td>ΩΡΑΡΙΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79346</th>\n",
       "      <td>῾Ωρίχη</td>\n",
       "      <td>1518</td>\n",
       "      <td>ΩΡΙΧΗ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79350</th>\n",
       "      <td>῾Ωραία</td>\n",
       "      <td>912</td>\n",
       "      <td>ΩΡΑΙΑ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79352</th>\n",
       "      <td>῾Ωραιΐς</td>\n",
       "      <td>1121</td>\n",
       "      <td>ΩΡΑΙΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79354</th>\n",
       "      <td>῾Ωραῖος</td>\n",
       "      <td>1181</td>\n",
       "      <td>ΩΡΑΙΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79356</th>\n",
       "      <td>῾Ωριγένης</td>\n",
       "      <td>1176</td>\n",
       "      <td>ΩΡΙΓΕΝΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79358</th>\n",
       "      <td>῾Ωρικόν</td>\n",
       "      <td>1050</td>\n",
       "      <td>ΩΡΙΚΟΝ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79360</th>\n",
       "      <td>῾Ωροφάνης</td>\n",
       "      <td>1729</td>\n",
       "      <td>ΩΡΟΦΑΝΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79362</th>\n",
       "      <td>῾Ωρφατέρας</td>\n",
       "      <td>2007</td>\n",
       "      <td>ΩΡΦΑΤΕΡΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79364</th>\n",
       "      <td>῾Ωρωφατέρας</td>\n",
       "      <td>2807</td>\n",
       "      <td>ΩΡΩΦΑΤΕΡΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79366</th>\n",
       "      <td>῾Ωρότυχος</td>\n",
       "      <td>2540</td>\n",
       "      <td>ΩΡΟΤΥΧΟΣ</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>38701 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Name  Isopsephy       Uncial\n",
       "0           9αμοῦς        711        ΑΜΟΥΣ\n",
       "2          9αρ9εις        316        ΑΡΕΙΣ\n",
       "4           9αρ9ις        311         ΑΡΙΣ\n",
       "6            9ε9ας        206          ΕΑΣ\n",
       "8            9ιεύς        615         ΙΕΥΣ\n",
       "10       Ͷάσϝεχεις       1027     ΑΣϜΕΧΕΙΣ\n",
       "12             Ͷίω        810           ΙΩ\n",
       "14           Ͷαͷις        211          ΑΙΣ\n",
       "16      Ͷανάξαδρυς        817    ΑΝΑΞΑΔΡΥΣ\n",
       "18        Ͷαναξίιω        932      ΑΝΑΞΙΙΩ\n",
       "20         Ͷαναξίω        922       ΑΝΑΞΙΩ\n",
       "22      Ͷαναξιμοῦς        832    ΑΝΑΞΙΜΟΥΣ\n",
       "24          Ͷαϝεις        222        ΑϜΕΙΣ\n",
       "26        Ͷιχανους       1331      ΙΧΑΝΟΥΣ\n",
       "28        Ͷλυͷι9ας        641        ΛΥΙΑΣ\n",
       "30             Αβα          4          ΑΒΑ\n",
       "32           Αβαις        214        ΑΒΑΙΣ\n",
       "34         Αβαλαις        245      ΑΒΑΛΑΙΣ\n",
       "36            Αβας        204         ΑΒΑΣ\n",
       "38            Αββα          6         ΑΒΒΑ\n",
       "40           Αββας        206        ΑΒΒΑΣ\n",
       "42          Αβειος        288       ΑΒΕΙΟΣ\n",
       "44     Αβερδαρσατα        715  ΑΒΕΡΔΑΡΣΑΤΑ\n",
       "46      Αβερουνδις        842   ΑΒΕΡΟΥΝΔΙΣ\n",
       "48       Αβερσικος        608    ΑΒΕΡΣΙΚΟΣ\n",
       "50         Αβιαμυς        654      ΑΒΙΑΜΥΣ\n",
       "52          Αβιβας        216       ΑΒΙΒΑΣ\n",
       "54             Αδα          6          ΑΔΑ\n",
       "56            Αδας        206         ΑΔΑΣ\n",
       "58          Αδεμις        260       ΑΔΕΜΙΣ\n",
       "...            ...        ...          ...\n",
       "79306    ῾Υψίθυμος       1829     ΥΨΙΘΥΜΟΣ\n",
       "79308      ῾Υψίστα       1611       ΥΨΙΣΤΑ\n",
       "79310      ῾Υψίστη       1618       ΥΨΙΣΤΗ\n",
       "79312       ῾Υψίων       1960        ΥΨΙΩΝ\n",
       "79314     ῾Υψαγόρα       1275      ΥΨΑΓΟΡΑ\n",
       "79316     ῾Υψαγόρη       1282      ΥΨΑΓΟΡΗ\n",
       "79318      ῾Υψαῖος       1381       ΥΨΑΙΟΣ\n",
       "79320    ῾Υψεχίδας       1920     ΥΨΕΧΙΔΑΣ\n",
       "79322    ῾Υψηχίδας       1923     ΥΨΗΧΙΔΑΣ\n",
       "79324    ῾Υψηχίδης       1930     ΥΨΗΧΙΔΗΣ\n",
       "79326    ῾Υψιγένης       1376     ΥΨΙΓΕΝΗΣ\n",
       "79328     ῾Υψιγόνη       1241      ΥΨΙΓΟΝΗ\n",
       "79330     ῾Υψικλίς       1370      ΥΨΙΚΛΙΣ\n",
       "79332     ῾Υψικλῆς       1368      ΥΨΙΚΛΗΣ\n",
       "79334   ῾Υψικράτης       1739    ΥΨΙΚΡΑΤΗΣ\n",
       "79336    ῾Υψικρέων       2085     ΥΨΙΚΡΕΩΝ\n",
       "79338    ῾Υψιχίδης       1932     ΥΨΙΧΙΔΗΣ\n",
       "79340     ῾Υψοκλῆς       1428      ΥΨΟΚΛΗΣ\n",
       "79342      ῾Υψῶναξ       2011       ΥΨΩΝΑΞ\n",
       "79344     ῾Ωράριος       1281      ΩΡΑΡΙΟΣ\n",
       "79346       ῾Ωρίχη       1518        ΩΡΙΧΗ\n",
       "79350       ῾Ωραία        912        ΩΡΑΙΑ\n",
       "79352      ῾Ωραιΐς       1121       ΩΡΑΙΙΣ\n",
       "79354      ῾Ωραῖος       1181       ΩΡΑΙΟΣ\n",
       "79356    ῾Ωριγένης       1176     ΩΡΙΓΕΝΗΣ\n",
       "79358      ῾Ωρικόν       1050       ΩΡΙΚΟΝ\n",
       "79360    ῾Ωροφάνης       1729     ΩΡΟΦΑΝΗΣ\n",
       "79362   ῾Ωρφατέρας       2007    ΩΡΦΑΤΕΡΑΣ\n",
       "79364  ῾Ωρωφατέρας       2807   ΩΡΩΦΑΤΕΡΑΣ\n",
       "79366    ῾Ωρότυχος       2540     ΩΡΟΤΥΧΟΣ\n",
       "\n",
       "[38701 rows x 3 columns]"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df2.to_csv('greek_names.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
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       "        text-align: right;\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Isopsephy</th>\n",
       "      <th>Uncial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1014</th>\n",
       "      <td>Αἴγων</td>\n",
       "      <td>864</td>\n",
       "      <td>ΑΙΓΩΝ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2218</th>\n",
       "      <td>Βαναιώ</td>\n",
       "      <td>864</td>\n",
       "      <td>ΒΑΝΑΙΩ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2228</th>\n",
       "      <td>Βαναυσίς</td>\n",
       "      <td>864</td>\n",
       "      <td>ΒΑΝΑΥΣΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6076</th>\n",
       "      <td>Δίων</td>\n",
       "      <td>864</td>\n",
       "      <td>ΔΙΩΝ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8678</th>\n",
       "      <td>Διονύσιον</td>\n",
       "      <td>864</td>\n",
       "      <td>ΔΙΟΝΥΣΙΟΝ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13924</th>\n",
       "      <td>Ζευξιππίδης</td>\n",
       "      <td>864</td>\n",
       "      <td>ΖΕΥΞΙΠΠΙΔΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14170</th>\n",
       "      <td>Ζουρόζις</td>\n",
       "      <td>864</td>\n",
       "      <td>ΖΟΥΡΟΖΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14804</th>\n",
       "      <td>Θέων</td>\n",
       "      <td>864</td>\n",
       "      <td>ΘΕΩΝ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15200</th>\n",
       "      <td>Θαυμαρέτη</td>\n",
       "      <td>864</td>\n",
       "      <td>ΘΑΥΜΑΡΕΤΗ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17588</th>\n",
       "      <td>Ιδυβλησις</td>\n",
       "      <td>864</td>\n",
       "      <td>ΙΔΥΒΛΗΣΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25234</th>\n",
       "      <td>Κόρυδος</td>\n",
       "      <td>864</td>\n",
       "      <td>ΚΟΡΥΔΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25348</th>\n",
       "      <td>Κύδιππος</td>\n",
       "      <td>864</td>\n",
       "      <td>ΚΥΔΙΠΠΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36968</th>\n",
       "      <td>Ξενοθοῦς</td>\n",
       "      <td>864</td>\n",
       "      <td>ΞΕΝΟΘΟΥΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42996</th>\n",
       "      <td>Πολύϊδος</td>\n",
       "      <td>864</td>\n",
       "      <td>ΠΟΛΥΙΔΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44244</th>\n",
       "      <td>Προσδόκιμος</td>\n",
       "      <td>864</td>\n",
       "      <td>ΠΡΟΣΔΟΚΙΜΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44780</th>\n",
       "      <td>Πυθαγόρας</td>\n",
       "      <td>864</td>\n",
       "      <td>ΠΥΘΑΓΟΡΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48636</th>\n",
       "      <td>Σοφιδόι</td>\n",
       "      <td>864</td>\n",
       "      <td>ΣΟΦΙΔΟΙ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56962</th>\n",
       "      <td>Φλαβιανός</td>\n",
       "      <td>864</td>\n",
       "      <td>ΦΛΑΒΙΑΝΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57298</th>\n",
       "      <td>Φρασιμήδα</td>\n",
       "      <td>864</td>\n",
       "      <td>ΦΡΑΣΙΜΗΔΑ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59806</th>\n",
       "      <td>Ϝαδιούλογος</td>\n",
       "      <td>864</td>\n",
       "      <td>ϜΑΔΙΟΥΛΟΓΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60254</th>\n",
       "      <td>Ἀγάθων</td>\n",
       "      <td>864</td>\n",
       "      <td>ΑΓΑΘΩΝ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60388</th>\n",
       "      <td>Ἀγίων</td>\n",
       "      <td>864</td>\n",
       "      <td>ΑΓΙΩΝ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60912</th>\n",
       "      <td>Ἀγλαοφάνης</td>\n",
       "      <td>864</td>\n",
       "      <td>ΑΓΛΑΟΦΑΝΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71618</th>\n",
       "      <td>Ἰσίδοτος</td>\n",
       "      <td>864</td>\n",
       "      <td>ΙΣΙΔΟΤΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78090</th>\n",
       "      <td>῾Ηροσκάμανδρος</td>\n",
       "      <td>864</td>\n",
       "      <td>ΗΡΟΣΚΑΜΑΝΔΡΟΣ</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Name  Isopsephy         Uncial\n",
       "1014            Αἴγων        864          ΑΙΓΩΝ\n",
       "2218           Βαναιώ        864         ΒΑΝΑΙΩ\n",
       "2228         Βαναυσίς        864       ΒΑΝΑΥΣΙΣ\n",
       "6076             Δίων        864           ΔΙΩΝ\n",
       "8678        Διονύσιον        864      ΔΙΟΝΥΣΙΟΝ\n",
       "13924     Ζευξιππίδης        864    ΖΕΥΞΙΠΠΙΔΗΣ\n",
       "14170        Ζουρόζις        864       ΖΟΥΡΟΖΙΣ\n",
       "14804            Θέων        864           ΘΕΩΝ\n",
       "15200       Θαυμαρέτη        864      ΘΑΥΜΑΡΕΤΗ\n",
       "17588       Ιδυβλησις        864      ΙΔΥΒΛΗΣΙΣ\n",
       "25234         Κόρυδος        864        ΚΟΡΥΔΟΣ\n",
       "25348        Κύδιππος        864       ΚΥΔΙΠΠΟΣ\n",
       "36968        Ξενοθοῦς        864       ΞΕΝΟΘΟΥΣ\n",
       "42996        Πολύϊδος        864       ΠΟΛΥΙΔΟΣ\n",
       "44244     Προσδόκιμος        864    ΠΡΟΣΔΟΚΙΜΟΣ\n",
       "44780       Πυθαγόρας        864      ΠΥΘΑΓΟΡΑΣ\n",
       "48636         Σοφιδόι        864        ΣΟΦΙΔΟΙ\n",
       "56962       Φλαβιανός        864      ΦΛΑΒΙΑΝΟΣ\n",
       "57298       Φρασιμήδα        864      ΦΡΑΣΙΜΗΔΑ\n",
       "59806     Ϝαδιούλογος        864    ϜΑΔΙΟΥΛΟΓΟΣ\n",
       "60254          Ἀγάθων        864         ΑΓΑΘΩΝ\n",
       "60388           Ἀγίων        864          ΑΓΙΩΝ\n",
       "60912      Ἀγλαοφάνης        864     ΑΓΛΑΟΦΑΝΗΣ\n",
       "71618        Ἰσίδοτος        864       ΙΣΙΔΟΤΟΣ\n",
       "78090  ῾Ηροσκάμανδρος        864  ΗΡΟΣΚΑΜΑΝΔΡΟΣ"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[df2['Isopsephy'] == 864]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
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       "    <tr>\n",
       "      <th>11490</th>\n",
       "      <td>Εὐκλίας</td>\n",
       "      <td>666</td>\n",
       "      <td>ΕΥΚΛΙΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11806</th>\n",
       "      <td>Εὐνάπιον</td>\n",
       "      <td>666</td>\n",
       "      <td>ΕΥΝΑΠΙΟΝ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12076</th>\n",
       "      <td>Εὐπορία</td>\n",
       "      <td>666</td>\n",
       "      <td>ΕΥΠΟΡΙΑ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15646</th>\n",
       "      <td>Θεοδότης</td>\n",
       "      <td>666</td>\n",
       "      <td>ΘΕΟΔΟΤΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16856</th>\n",
       "      <td>Θοθόρσης</td>\n",
       "      <td>666</td>\n",
       "      <td>ΘΟΘΟΡΣΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71096</th>\n",
       "      <td>Ἰαπετός</td>\n",
       "      <td>666</td>\n",
       "      <td>ΙΑΠΕΤΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20182</th>\n",
       "      <td>Κεδαιϝιιυς</td>\n",
       "      <td>666</td>\n",
       "      <td>ΚΕΔΑΙϜΙΙΥΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20452</th>\n",
       "      <td>Κετρίλας</td>\n",
       "      <td>666</td>\n",
       "      <td>ΚΕΤΡΙΛΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21440</th>\n",
       "      <td>Κλειτόλας</td>\n",
       "      <td>666</td>\n",
       "      <td>ΚΛΕΙΤΟΛΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26052</th>\n",
       "      <td>Λαάνδρισος</td>\n",
       "      <td>666</td>\n",
       "      <td>ΛΑΑΝΔΡΙΣΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26076</th>\n",
       "      <td>Λαίνετος</td>\n",
       "      <td>666</td>\n",
       "      <td>ΛΑΙΝΕΤΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26790</th>\n",
       "      <td>Λεοντίας</td>\n",
       "      <td>666</td>\n",
       "      <td>ΛΕΟΝΤΙΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26926</th>\n",
       "      <td>Λευκίας</td>\n",
       "      <td>666</td>\n",
       "      <td>ΛΕΥΚΙΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27774</th>\n",
       "      <td>Λυκείας</td>\n",
       "      <td>666</td>\n",
       "      <td>ΛΥΚΕΙΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27784</th>\n",
       "      <td>Λυκιάδας</td>\n",
       "      <td>666</td>\n",
       "      <td>ΛΥΚΙΑΔΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29830</th>\n",
       "      <td>Μαντικλεῖς</td>\n",
       "      <td>666</td>\n",
       "      <td>ΜΑΝΤΙΚΛΕΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31822</th>\n",
       "      <td>Μητίννης</td>\n",
       "      <td>666</td>\n",
       "      <td>ΜΗΤΙΝΝΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32522</th>\n",
       "      <td>Μνασαγόρας</td>\n",
       "      <td>666</td>\n",
       "      <td>ΜΝΑΣΑΓΟΡΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40190</th>\n",
       "      <td>Πασιππίδας</td>\n",
       "      <td>666</td>\n",
       "      <td>ΠΑΣΙΠΠΙΔΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41062</th>\n",
       "      <td>Πεπτᾶς</td>\n",
       "      <td>666</td>\n",
       "      <td>ΠΕΠΤΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41272</th>\n",
       "      <td>Περσαῖος</td>\n",
       "      <td>666</td>\n",
       "      <td>ΠΕΡΣΑΙΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43546</th>\n",
       "      <td>Πράξανδρος</td>\n",
       "      <td>666</td>\n",
       "      <td>ΠΡΑΞΑΝΔΡΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45742</th>\n",
       "      <td>Σάμανδρος</td>\n",
       "      <td>666</td>\n",
       "      <td>ΣΑΜΑΝΔΡΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47128</th>\n",
       "      <td>Σελεύκεα</td>\n",
       "      <td>666</td>\n",
       "      <td>ΣΕΛΕΥΚΕΑ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47252</th>\n",
       "      <td>Σεράπιος</td>\n",
       "      <td>666</td>\n",
       "      <td>ΣΕΡΑΠΙΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52596</th>\n",
       "      <td>Τηλοκλῆς</td>\n",
       "      <td>666</td>\n",
       "      <td>ΤΗΛΟΚΛΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53032</th>\n",
       "      <td>Τιμοδάμας</td>\n",
       "      <td>666</td>\n",
       "      <td>ΤΙΜΟΔΑΜΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56264</th>\n",
       "      <td>Φιλοκλέα</td>\n",
       "      <td>666</td>\n",
       "      <td>ΦΙΛΟΚΛΕΑ</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Name  Isopsephy         Uncial\n",
       "76610       ῾Αλικεύς        666        ΑΛΙΚΕΥΣ\n",
       "66548     Ἀρκέσιλλος        666     ΑΡΚΕΣΙΛΛΟΣ\n",
       "66982       Ἀρτιμείς        666       ΑΡΤΙΜΕΙΣ\n",
       "67812        Ἀστέριν        666        ΑΣΤΕΡΙΝ\n",
       "4682          Γηνεύς        666         ΓΗΝΕΥΣ\n",
       "68736        Ἐλάφιον        666        ΕΛΑΦΙΟΝ\n",
       "70112     Ἐρασίνικος        666     ΕΡΑΣΙΝΙΚΟΣ\n",
       "10158  Ερμανδειμασις        666  ΕΡΜΑΝΔΕΙΜΑΣΙΣ\n",
       "10864       Εὐβάλκης        666       ΕΥΒΑΛΚΗΣ\n",
       "11446        Εὐκαλίς        666        ΕΥΚΑΛΙΣ\n",
       "11490        Εὐκλίας        666        ΕΥΚΛΙΑΣ\n",
       "11806       Εὐνάπιον        666       ΕΥΝΑΠΙΟΝ\n",
       "12076        Εὐπορία        666        ΕΥΠΟΡΙΑ\n",
       "15646       Θεοδότης        666       ΘΕΟΔΟΤΗΣ\n",
       "16856       Θοθόρσης        666       ΘΟΘΟΡΣΗΣ\n",
       "71096        Ἰαπετός        666        ΙΑΠΕΤΟΣ\n",
       "20182     Κεδαιϝιιυς        666     ΚΕΔΑΙϜΙΙΥΣ\n",
       "20452       Κετρίλας        666       ΚΕΤΡΙΛΑΣ\n",
       "21440      Κλειτόλας        666      ΚΛΕΙΤΟΛΑΣ\n",
       "26052     Λαάνδρισος        666     ΛΑΑΝΔΡΙΣΟΣ\n",
       "26076       Λαίνετος        666       ΛΑΙΝΕΤΟΣ\n",
       "26790       Λεοντίας        666       ΛΕΟΝΤΙΑΣ\n",
       "26926        Λευκίας        666        ΛΕΥΚΙΑΣ\n",
       "27774        Λυκείας        666        ΛΥΚΕΙΑΣ\n",
       "27784       Λυκιάδας        666       ΛΥΚΙΑΔΑΣ\n",
       "29830     Μαντικλεῖς        666     ΜΑΝΤΙΚΛΕΙΣ\n",
       "31822       Μητίννης        666       ΜΗΤΙΝΝΗΣ\n",
       "32522     Μνασαγόρας        666     ΜΝΑΣΑΓΟΡΑΣ\n",
       "40190     Πασιππίδας        666     ΠΑΣΙΠΠΙΔΑΣ\n",
       "41062         Πεπτᾶς        666         ΠΕΠΤΑΣ\n",
       "41272       Περσαῖος        666       ΠΕΡΣΑΙΟΣ\n",
       "43546     Πράξανδρος        666     ΠΡΑΞΑΝΔΡΟΣ\n",
       "45742      Σάμανδρος        666      ΣΑΜΑΝΔΡΟΣ\n",
       "47128       Σελεύκεα        666       ΣΕΛΕΥΚΕΑ\n",
       "47252       Σεράπιος        666       ΣΕΡΑΠΙΟΣ\n",
       "52596       Τηλοκλῆς        666       ΤΗΛΟΚΛΗΣ\n",
       "53032      Τιμοδάμας        666      ΤΙΜΟΔΑΜΑΣ\n",
       "56264       Φιλοκλέα        666       ΦΙΛΟΚΛΕΑ"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[df2['Isopsephy'] == 666].sort_values('Uncial')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Isopsephy</th>\n",
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       "  <tbody>\n",
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       "      <th>63408</th>\n",
       "      <td>Ἀμφοτέρης</td>\n",
       "      <td>1224</td>\n",
       "      <td>ΑΜΦΟΤΕΡΗΣ</td>\n",
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       "      <th>63630</th>\n",
       "      <td>Ἀναξίβωλος</td>\n",
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       "      <td>ΔΙΕΡΕΤΩ</td>\n",
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       "    <tr>\n",
       "      <th>9226</th>\n",
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       "      <td>ΔΟΣΥΜΟΞΑΡΘΟΣ</td>\n",
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       "      <th>9530</th>\n",
       "      <td>Δρόσων</td>\n",
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       "      <td>ΔΡΟΣΩΝ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68800</th>\n",
       "      <td>Ἐλευθεροῦς</td>\n",
       "      <td>1224</td>\n",
       "      <td>ΕΛΕΥΘΕΡΟΥΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13498</th>\n",
       "      <td>Εὔρυθμος</td>\n",
       "      <td>1224</td>\n",
       "      <td>ΕΥΡΥΘΜΟΣ</td>\n",
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       "      <th>16546</th>\n",
       "      <td>Θεῦττις</td>\n",
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       "      <td>Θεύφιλος</td>\n",
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       "      <td>Κολωλδος</td>\n",
       "      <td>1224</td>\n",
       "      <td>ΚΟΛΩΛΔΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43236</th>\n",
       "      <td>Ποσειδέων</td>\n",
       "      <td>1224</td>\n",
       "      <td>ΠΟΣΕΙΔΕΩΝ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49670</th>\n",
       "      <td>Στυρβάκας</td>\n",
       "      <td>1224</td>\n",
       "      <td>ΣΤΥΡΒΑΚΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52440</th>\n",
       "      <td>Τετραΐτης</td>\n",
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       "      <td>ΤΕΤΡΑΙΤΗΣ</td>\n",
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       "    <tr>\n",
       "      <th>79246</th>\n",
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       "      <td>ΥΠΕΡΚΥΔΙΔΑΣ</td>\n",
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       "      <th>58496</th>\n",
       "      <td>Χαρητίδας</td>\n",
       "      <td>1224</td>\n",
       "      <td>ΧΑΡΗΤΙΔΑΣ</td>\n",
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       "    <tr>\n",
       "      <th>58612</th>\n",
       "      <td>Χαριτάδης</td>\n",
       "      <td>1224</td>\n",
       "      <td>ΧΑΡΙΤΑΔΗΣ</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "               Name  Isopsephy        Uncial\n",
       "63408     Ἀμφοτέρης       1224     ΑΜΦΟΤΕΡΗΣ\n",
       "63630    Ἀναξίβωλος       1224    ΑΝΑΞΙΒΩΛΟΣ\n",
       "64656   Ἀντιμαχίδης       1224   ΑΝΤΙΜΑΧΙΔΗΣ\n",
       "66318   Ἀριστοτέλης       1224   ΑΡΙΣΤΟΤΕΛΗΣ\n",
       "8208        Διερετώ       1224       ΔΙΕΡΕΤΩ\n",
       "9226   Δοσυμόξαρθος       1224  ΔΟΣΥΜΟΞΑΡΘΟΣ\n",
       "9530         Δρόσων       1224        ΔΡΟΣΩΝ\n",
       "68800    Ἐλευθεροῦς       1224    ΕΛΕΥΘΕΡΟΥΣ\n",
       "13498      Εὔρυθμος       1224      ΕΥΡΥΘΜΟΣ\n",
       "16546       Θεῦττις       1224       ΘΕΥΤΤΙΣ\n",
       "16512      Θεύφιλος       1224      ΘΕΥΦΙΛΟΣ\n",
       "22648      Κολωλδος       1224      ΚΟΛΩΛΔΟΣ\n",
       "43236     Ποσειδέων       1224     ΠΟΣΕΙΔΕΩΝ\n",
       "49670     Στυρβάκας       1224     ΣΤΥΡΒΑΚΑΣ\n",
       "52440     Τετραΐτης       1224     ΤΕΤΡΑΙΤΗΣ\n",
       "79246  ῾Υπερκυδίδας       1224   ΥΠΕΡΚΥΔΙΔΑΣ\n",
       "55412   Φειδέκριτος       1224   ΦΕΙΔΕΚΡΙΤΟΣ\n",
       "58496     Χαρητίδας       1224     ΧΑΡΗΤΙΔΑΣ\n",
       "58612     Χαριτάδης       1224     ΧΑΡΙΤΑΔΗΣ"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[df2['Isopsephy'] == 1224].sort_values('Uncial')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>33758</th>\n",
       "      <td>Μυωνίδης</td>\n",
       "      <td>1512</td>\n",
       "      <td>ΜΥΩΝΙΔΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72592</th>\n",
       "      <td>Ὀνησίδωρος</td>\n",
       "      <td>1512</td>\n",
       "      <td>ΟΝΗΣΙΔΩΡΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50272</th>\n",
       "      <td>Σωσάγγελος</td>\n",
       "      <td>1512</td>\n",
       "      <td>ΣΩΣΑΓΓΕΛΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51890</th>\n",
       "      <td>Ταχρατίς</td>\n",
       "      <td>1512</td>\n",
       "      <td>ΤΑΧΡΑΤΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55020</th>\n",
       "      <td>Φαλακρίων</td>\n",
       "      <td>1512</td>\n",
       "      <td>ΦΑΛΑΚΡΙΩΝ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55010</th>\n",
       "      <td>Φαλίαρχος</td>\n",
       "      <td>1512</td>\n",
       "      <td>ΦΑΛΙΑΡΧΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56454</th>\n",
       "      <td>Φιλοστράτα</td>\n",
       "      <td>1512</td>\n",
       "      <td>ΦΙΛΟΣΤΡΑΤΑ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57144</th>\n",
       "      <td>Φορυσκίδης</td>\n",
       "      <td>1512</td>\n",
       "      <td>ΦΟΡΥΣΚΙΔΗΣ</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Name  Isopsephy      Uncial\n",
       "77782      ῾Ηδυτώ       1512       ΗΔΥΤΩ\n",
       "16274    Θεωνυμῆς       1512    ΘΕΩΝΥΜΗΣ\n",
       "72000      Ἰωασαφ       1512      ΙΩΑΣΑΦ\n",
       "33758    Μυωνίδης       1512    ΜΥΩΝΙΔΗΣ\n",
       "72592  Ὀνησίδωρος       1512  ΟΝΗΣΙΔΩΡΟΣ\n",
       "50272  Σωσάγγελος       1512  ΣΩΣΑΓΓΕΛΟΣ\n",
       "51890    Ταχρατίς       1512    ΤΑΧΡΑΤΙΣ\n",
       "55020   Φαλακρίων       1512   ΦΑΛΑΚΡΙΩΝ\n",
       "55010   Φαλίαρχος       1512   ΦΑΛΙΑΡΧΟΣ\n",
       "56454  Φιλοστράτα       1512  ΦΙΛΟΣΤΡΑΤΑ\n",
       "57144  Φορυσκίδης       1512  ΦΟΡΥΣΚΙΔΗΣ"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[df2['Isopsephy'] == 1512].sort_values('Uncial')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "    .dataframe thead th {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Isopsephy</th>\n",
       "      <th>Uncial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14208</th>\n",
       "      <td>Ζωΐλων</td>\n",
       "      <td>1697</td>\n",
       "      <td>ΖΩΙΛΩΝ</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Name  Isopsephy  Uncial\n",
       "14208  Ζωΐλων       1697  ΖΩΙΛΩΝ"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[df2['Isopsephy'] == 1697].sort_values('Uncial')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead tr:only-child th {\n",
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       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Isopsephy</th>\n",
       "      <th>Uncial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12848</th>\n",
       "      <td>Εὐφραστίδης</td>\n",
       "      <td>1728</td>\n",
       "      <td>ΕΥΦΡΑΣΤΙΔΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71732</th>\n",
       "      <td>Ἰσιτύχης</td>\n",
       "      <td>1728</td>\n",
       "      <td>ΙΣΙΤΥΧΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78922</th>\n",
       "      <td>῾Ιστιήτωρ</td>\n",
       "      <td>1728</td>\n",
       "      <td>ΙΣΤΙΗΤΩΡ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50684</th>\n",
       "      <td>Σωφρόνη</td>\n",
       "      <td>1728</td>\n",
       "      <td>ΣΩΦΡΟΝΗ</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Name  Isopsephy       Uncial\n",
       "12848  Εὐφραστίδης       1728  ΕΥΦΡΑΣΤΙΔΗΣ\n",
       "71732     Ἰσιτύχης       1728     ΙΣΙΤΥΧΗΣ\n",
       "78922    ῾Ιστιήτωρ       1728     ΙΣΤΙΗΤΩΡ\n",
       "50684      Σωφρόνη       1728      ΣΩΦΡΟΝΗ"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[df2['Isopsephy'] == 1728].sort_values('Uncial')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Isopsephy</th>\n",
       "      <th>Uncial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>60194</th>\n",
       "      <td>Ἀβροκόμας</td>\n",
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       "      <td>῾Αγησίβιος</td>\n",
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       "      <th>788</th>\n",
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       "      <td>ΑΙΣΙΜΕΛΗΣ</td>\n",
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       "      <th>61872</th>\n",
       "      <td>Ἀκουβία</td>\n",
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       "      <td>ΑΚΟΥΒΙΑ</td>\n",
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       "    <tr>\n",
       "      <th>65650</th>\n",
       "      <td>Ἀργολικός</td>\n",
       "      <td>504</td>\n",
       "      <td>ΑΡΓΟΛΙΚΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67564</th>\n",
       "      <td>Ἀσβολᾶς</td>\n",
       "      <td>504</td>\n",
       "      <td>ΑΣΒΟΛΑΣ</td>\n",
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       "      <th>67756</th>\n",
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       "      <td>ΑΣΠΙΑΔΗΣ</td>\n",
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       "      <th>1220</th>\n",
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       "      <td>ΑΥΛΕΙΝΗ</td>\n",
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       "    <tr>\n",
       "      <th>2114</th>\n",
       "      <td>Βαιορμαῖος</td>\n",
       "      <td>504</td>\n",
       "      <td>ΒΑΙΟΡΜΑΙΟΣ</td>\n",
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       "      <th>1760</th>\n",
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       "    <tr>\n",
       "      <th>3158</th>\n",
       "      <td>Βοσκασία</td>\n",
       "      <td>504</td>\n",
       "      <td>ΒΟΣΚΑΣΙΑ</td>\n",
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       "      <th>5118</th>\n",
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       "      <td>504</td>\n",
       "      <td>ΓΟΡΓΟΚΛΗΣ</td>\n",
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       "    <tr>\n",
       "      <th>8376</th>\n",
       "      <td>Διλόπολις</td>\n",
       "      <td>504</td>\n",
       "      <td>ΔΙΛΟΠΟΛΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6060</th>\n",
       "      <td>Δίσκος</td>\n",
       "      <td>504</td>\n",
       "      <td>ΔΙΣΚΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77322</th>\n",
       "      <td>῾Ερμοκάλλης</td>\n",
       "      <td>504</td>\n",
       "      <td>ΕΡΜΟΚΑΛΛΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14128</th>\n",
       "      <td>Ζονζολος</td>\n",
       "      <td>504</td>\n",
       "      <td>ΖΟΝΖΟΛΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77948</th>\n",
       "      <td>῾Ηραγορίδης</td>\n",
       "      <td>504</td>\n",
       "      <td>ΗΡΑΓΟΡΙΔΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15422</th>\n",
       "      <td>Θελξίνοος</td>\n",
       "      <td>504</td>\n",
       "      <td>ΘΕΛΞΙΝΟΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14780</th>\n",
       "      <td>Θέσπις</td>\n",
       "      <td>504</td>\n",
       "      <td>ΘΕΣΠΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17712</th>\n",
       "      <td>Κάβαισος</td>\n",
       "      <td>504</td>\n",
       "      <td>ΚΑΒΑΙΣΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22148</th>\n",
       "      <td>Κλιάγορος</td>\n",
       "      <td>504</td>\n",
       "      <td>ΚΛΙΑΓΟΡΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24280</th>\n",
       "      <td>Κτηρίκλεια</td>\n",
       "      <td>504</td>\n",
       "      <td>ΚΤΗΡΙΚΛΕΙΑ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26536</th>\n",
       "      <td>Λαπρέπης</td>\n",
       "      <td>504</td>\n",
       "      <td>ΛΑΠΡΕΠΗΣ</td>\n",
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       "      <th>32688</th>\n",
       "      <td>Μνησέας</td>\n",
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       "      <td>ΜΝΗΣΕΑΣ</td>\n",
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       "      <th>36738</th>\n",
       "      <td>Ξανδαροιζας</td>\n",
       "      <td>504</td>\n",
       "      <td>ΞΑΝΔΑΡΟΙΖΑΣ</td>\n",
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       "    <tr>\n",
       "      <th>37792</th>\n",
       "      <td>Οἴναργος</td>\n",
       "      <td>504</td>\n",
       "      <td>ΟΙΝΑΡΓΟΣ</td>\n",
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       "    <tr>\n",
       "      <th>39996</th>\n",
       "      <td>Παρπακίδης</td>\n",
       "      <td>504</td>\n",
       "      <td>ΠΑΡΠΑΚΙΔΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40128</th>\n",
       "      <td>Πασιάδης</td>\n",
       "      <td>504</td>\n",
       "      <td>ΠΑΣΙΑΔΗΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41452</th>\n",
       "      <td>Πιγασις</td>\n",
       "      <td>504</td>\n",
       "      <td>ΠΙΓΑΣΙΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41464</th>\n",
       "      <td>Πιγραμος</td>\n",
       "      <td>504</td>\n",
       "      <td>ΠΙΓΡΑΜΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41536</th>\n",
       "      <td>Πικρίδιος</td>\n",
       "      <td>504</td>\n",
       "      <td>ΠΙΚΡΙΔΙΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43992</th>\n",
       "      <td>Πρηξιδάμας</td>\n",
       "      <td>504</td>\n",
       "      <td>ΠΡΗΞΙΔΑΜΑΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76074</th>\n",
       "      <td>Ῥόδανθος</td>\n",
       "      <td>504</td>\n",
       "      <td>ΡΟΔΑΝΘΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76084</th>\n",
       "      <td>Ῥόδινος</td>\n",
       "      <td>504</td>\n",
       "      <td>ΡΟΔΙΝΟΣ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45608</th>\n",
       "      <td>Ρονδοβης</td>\n",
       "      <td>504</td>\n",
       "      <td>ΡΟΝΔΟΒΗΣ</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Name  Isopsephy       Uncial\n",
       "60194    Ἀβροκόμας        504    ΑΒΡΟΚΟΜΑΣ\n",
       "76340   ῾Αγησίβιος        504    ΑΓΗΣΙΒΙΟΣ\n",
       "788      Αἰσιμέλης        504    ΑΙΣΙΜΕΛΗΣ\n",
       "61872      Ἀκουβία        504      ΑΚΟΥΒΙΑ\n",
       "65650    Ἀργολικός        504    ΑΡΓΟΛΙΚΟΣ\n",
       "67564      Ἀσβολᾶς        504      ΑΣΒΟΛΑΣ\n",
       "67756     Ἀσπιάδης        504     ΑΣΠΙΑΔΗΣ\n",
       "1220       Αὐλείνη        504      ΑΥΛΕΙΝΗ\n",
       "2114    Βαιορμαῖος        504   ΒΑΙΟΡΜΑΙΟΣ\n",
       "1760         Βάτας        504        ΒΑΤΑΣ\n",
       "3158      Βοσκασία        504     ΒΟΣΚΑΣΙΑ\n",
       "5118     Γοργοκλῆς        504    ΓΟΡΓΟΚΛΗΣ\n",
       "8376     Διλόπολις        504    ΔΙΛΟΠΟΛΙΣ\n",
       "6060        Δίσκος        504       ΔΙΣΚΟΣ\n",
       "77322  ῾Ερμοκάλλης        504   ΕΡΜΟΚΑΛΛΗΣ\n",
       "14128     Ζονζολος        504     ΖΟΝΖΟΛΟΣ\n",
       "77948  ῾Ηραγορίδης        504   ΗΡΑΓΟΡΙΔΗΣ\n",
       "15422    Θελξίνοος        504    ΘΕΛΞΙΝΟΟΣ\n",
       "14780       Θέσπις        504       ΘΕΣΠΙΣ\n",
       "17712     Κάβαισος        504     ΚΑΒΑΙΣΟΣ\n",
       "22148    Κλιάγορος        504    ΚΛΙΑΓΟΡΟΣ\n",
       "24280   Κτηρίκλεια        504   ΚΤΗΡΙΚΛΕΙΑ\n",
       "26536     Λαπρέπης        504     ΛΑΠΡΕΠΗΣ\n",
       "32688      Μνησέας        504      ΜΝΗΣΕΑΣ\n",
       "36738  Ξανδαροιζας        504  ΞΑΝΔΑΡΟΙΖΑΣ\n",
       "37792     Οἴναργος        504     ΟΙΝΑΡΓΟΣ\n",
       "39996   Παρπακίδης        504   ΠΑΡΠΑΚΙΔΗΣ\n",
       "40128     Πασιάδης        504     ΠΑΣΙΑΔΗΣ\n",
       "41452      Πιγασις        504      ΠΙΓΑΣΙΣ\n",
       "41464     Πιγραμος        504     ΠΙΓΡΑΜΟΣ\n",
       "41536    Πικρίδιος        504    ΠΙΚΡΙΔΙΟΣ\n",
       "43992   Πρηξιδάμας        504   ΠΡΗΞΙΔΑΜΑΣ\n",
       "76074     Ῥόδανθος        504     ΡΟΔΑΝΘΟΣ\n",
       "76084      Ῥόδινος        504      ΡΟΔΙΝΟΣ\n",
       "45608     Ρονδοβης        504     ΡΟΝΔΟΒΗΣ"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[df2['Isopsephy'] == 504].sort_values('Uncial')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Isopsephy</th>\n",
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       "      <th>23912</th>\n",
       "      <td>Κρεωντίδης</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>73206</th>\n",
       "      <td>Ὠκυνείδης</td>\n",
       "      <td>1497</td>\n",
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      "text/plain": [
       "               Name  Isopsephy        Uncial\n",
       "2372   Βασιλιόδωρος       1497  ΒΑΣΙΛΙΟΔΩΡΟΣ\n",
       "23912    Κρεωντίδης       1497    ΚΡΕΩΝΤΙΔΗΣ\n",
       "73206     Ὠκυνείδης       1497     ΩΚΥΝΕΙΔΗΣ"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[df2['Isopsephy'] == 1497].sort_values('Uncial')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   },
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