1 - Evaluation by hand.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Code.WtoVec import W2VModel\n",
    "from pprint import pprint\n",
    "\n",
    "Greek = W2VModel(\"greek.1500e\", \"data/transformed/greek\")\n",
    "Greek.load()\n",
    "\n",
    "NoCut = W2VModel(\"no-cut.no-pretrained.1500e\", \"data/transformed/no-cut\")\n",
    "NoCut.load()\n",
    "HalfCut = W2VModel(\"half-cut.no-pretrained.1500e\", \"data/transformed/half-cut\")\n",
    "HalfCut.load()\n",
    "ComCut = W2VModel(\"com-cut.no-pretrained.1500e\", \"data/transformed/com-cut\")\n",
    "ComCut.load()\n",
    "SupCut = W2VModel(\"sup-cut.no-pretrained.1500e\", \"data/transformed/sup-cut\")\n",
    "SupCut.load()\n",
    "\n",
    "NoCutPre = W2VModel(\"no-cut.pretrained.1500e\", \"data/transformed/no-cut\")\n",
    "NoCutPre.load()\n",
    "HalfCutPre = W2VModel(\"half-cut.pretrained.1500e\", \"data/transformed/half-cut\")\n",
    "HalfCutPre.load()\n",
    "ComCutPre = W2VModel(\"com-cut.pretrained.1500e\", \"data/transformed/com-cut\")\n",
    "ComCutPre.load()\n",
    "SupCutPre = W2VModel(\"sup-cut.pretrained.1500e\", \"data/transformed/sup-cut\")\n",
    "SupCutPre.load()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Having fun evaluating\n",
    "\n",
    "This journal is just here to run small by hand checkings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('δειμαίνω', 0.40137964487075806),\n",
      " ('ἀκριβής', 0.36117124557495117),\n",
      " ('ψεῦδος', 0.33951079845428467),\n",
      " ('ἔρνος', 0.314689576625824),\n",
      " ('ἐκκηρύσσω', 0.3136780560016632),\n",
      " ('πολίτευμα', 0.30518099665641785),\n",
      " ('ὠφελέω', 0.30164170265197754),\n",
      " ('ὄπισθεν', 0.3015963137149811),\n",
      " ('λόγος', 0.2973458170890808),\n",
      " ('Πειθώ', 0.29533350467681885)]\n",
      "[('προσχωρέω', 0.32509541511535645),\n",
      " ('πεῖρα', 0.3235782980918884),\n",
      " ('ὅλος', 0.3155766725540161),\n",
      " ('εὐνομία', 0.3033539652824402),\n",
      " ('σουδάριον', 0.3004997670650482),\n",
      " ('στρέβλη', 0.30016860365867615),\n",
      " ('Αδα', 0.29957348108291626),\n",
      " ('Ασαηλ', 0.29919135570526123),\n",
      " ('εὐστάθεια', 0.2965974509716034),\n",
      " ('Ραουμ', 0.28955078125)]\n",
      "[('αὐτάρκης', 0.3646166920661926),\n",
      " ('ἄνεσις', 0.3312450647354126),\n",
      " ('ὀνειδισμός', 0.3283485174179077),\n",
      " ('ἄγνοια', 0.3259316682815552),\n",
      " ('γνώστης', 0.3224807381629944),\n",
      " ('ἔπαινος', 0.3217962384223938),\n",
      " ('αὐχήν', 0.3216857314109802),\n",
      " ('ἐπίσκοπος', 0.31885600090026855),\n",
      " ('δόμα', 0.31781071424484253),\n",
      " ('δικαιοσύνη', 0.3027435541152954)]\n",
      "[('ἀφορμή', 0.3945047855377197),\n",
      " ('ἐλεημοσύνη', 0.35235440731048584),\n",
      " ('δωρέω', 0.34607645869255066),\n",
      " ('ἄνεσις', 0.3406413495540619),\n",
      " ('ὑπομονή', 0.33161231875419617),\n",
      " ('συγχαίρω', 0.3205554783344269),\n",
      " ('μυστήριον', 0.3140813112258911),\n",
      " ('διατήρησις', 0.3104032874107361),\n",
      " ('μιμέομαι', 0.3096843361854553),\n",
      " ('χλιδῶν', 0.30473875999450684)]\n",
      "[('ἐπιείκεια', 0.4204472303390503),\n",
      " ('δόμα', 0.4171953797340393),\n",
      " ('ὑπερασπισμός', 0.411419153213501),\n",
      " ('πραΰτης', 0.3954141438007355),\n",
      " ('ἐλεημοσύνη', 0.38138094544410706),\n",
      " ('μαρτυρέω', 0.37705668807029724),\n",
      " ('δικαιόω', 0.37669235467910767),\n",
      " ('ἀφορμή', 0.36567410826683044),\n",
      " ('ἄνεσις', 0.36410725116729736),\n",
      " ('ἔλεος', 0.35945701599121094)]\n",
      "[('λοιπός', 0.33086299896240234),\n",
      " ('εὐκταῖος', 0.3150130808353424),\n",
      " ('λίμνη', 0.3140600025653839),\n",
      " ('τρόπις', 0.3038489520549774),\n",
      " ('ἡνίκα', 0.3009525537490845),\n",
      " ('ἐθισμός', 0.3003152012825012),\n",
      " ('ἀγείρω', 0.30007803440093994),\n",
      " ('ὄψις', 0.29915714263916016),\n",
      " ('ἑταιρεία', 0.2990912199020386),\n",
      " ('εἰσφέρω', 0.29752853512763977)]\n",
      "[('σκηπτοῦχος', 0.3373810350894928),\n",
      " ('συναυξάνω', 0.33579057455062866),\n",
      " ('δωρέω', 0.33538395166397095),\n",
      " ('δικαιοσύνη', 0.3347434103488922),\n",
      " ('Μυρτίλος', 0.32978495955467224),\n",
      " ('οἰμώζω', 0.32581350207328796),\n",
      " ('πίστις', 0.3246390223503113),\n",
      " ('ἀπορρίπτω', 0.3224634528160095),\n",
      " ('ἐπιείκεια', 0.320473849773407),\n",
      " ('ῥήτρα', 0.3171480894088745)]\n",
      "[('ἀφορμή', 0.38513845205307007),\n",
      " ('δωρέω', 0.3706570863723755),\n",
      " ('ἐπιείκεια', 0.347012996673584),\n",
      " ('ἔνειμι', 0.3329607844352722),\n",
      " ('σοφία', 0.329806923866272),\n",
      " ('Ἀδρίας', 0.31912505626678467),\n",
      " ('undefined', 0.31853583455085754),\n",
      " ('ἀναγκαῖος', 0.31818118691444397),\n",
      " ('σείριος', 0.31417104601860046),\n",
      " ('ἔλεος', 0.31107097864151)]\n",
      "[('πίστις', 0.454324871301651),\n",
      " ('ἐπιείκεια', 0.38200682401657104),\n",
      " ('γνῶσις', 0.37728485465049744),\n",
      " ('προθυμία', 0.3744608759880066),\n",
      " ('Ῥόδιος', 0.3550153970718384),\n",
      " ('Ἄνθεια', 0.3439949154853821),\n",
      " ('ἀφορμή', 0.339957594871521),\n",
      " ('ἡλικία', 0.3329983353614807),\n",
      " ('πολιτικός', 0.33281826972961426),\n",
      " ('ἄπειμι', 0.32941460609436035)]\n"
     ]
    }
   ],
   "source": [
    "pprint(Greek.model.similar_by_word(\"χάρις\"))\n",
    "\n",
    "pprint(NoCut.model.similar_by_word(\"χάρις\"))\n",
    "pprint(HalfCut.model.similar_by_word(\"χάρις\"))\n",
    "pprint(ComCut.model.similar_by_word(\"χάρις\"))\n",
    "pprint(SupCut.model.similar_by_word(\"χάρις\"))\n",
    "\n",
    "pprint(NoCutPre.model.similar_by_word(\"χάρις\"))\n",
    "pprint(HalfCutPre.model.similar_by_word(\"χάρις\"))\n",
    "pprint(ComCutPre.model.similar_by_word(\"χάρις\"))\n",
    "pprint(SupCutPre.model.similar_by_word(\"χάρις\"))"
   ]
  }
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