lexembedder_howto1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import:\n",
    "import LexEmbedder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create LexEmbedder instance\n",
    "# we also need an embedding \n",
    "# and we give it a list of lexicons for which we want centroids:\n",
    "\n",
    "EMBEDDINGFILE = \"smd_50k_kv\"\n",
    "\n",
    "my_embedder = LexEmbedder.LexEmbedder(\n",
    "                                    given_embedding_file = \"smd_50k_kv\", # re-use; no loading required \n",
    "                                    list_of_given_lexicon_files = [\"tiere_not_so_minimal.txt\"] ,\n",
    "                                    list_of_given_prefixes = [\"animal\"],\n",
    "                                    list_of_given_outnames = [\"animal.centroids\"],\n",
    "                                    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "checking targetfolder\n",
      "setting up embeddings ...\n",
      "loading embeddings\n",
      "loading model smd_50k_kv ...\n",
      "trying loading with keyedvectors method\n",
      "... done in 0.208s.\n",
      " \n",
      "        list_of_lexicons: ['tiere_not_so_minimal.txt']\n",
      "        list_of_prefixes: ['animal']\n",
      "        list_of_outnames: ['animal.centroids']\n",
      "        target_folder: .\n",
      "        lex_folder: None\n",
      "        embedding_model: <gensim.models.keyedvectors.Word2VecKeyedVectors object at 0x7fe3008fc6d0>\n",
      "        given_embedding_file: smd_50k_kv\n",
      "        \n"
     ]
    }
   ],
   "source": [
    "#prepare\n",
    "my_embedder.prepare(verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we embed the following lexicons: ['tiere_not_so_minimal.txt']\n",
      "clustering lexiconfile tiere_not_so_minimal.txt to centroidfile animal.centroids, using the prefix animal for the clustercentroid names\n",
      "writing to animal.centroids\n",
      "reading in tiere_not_so_minimal.txt\n",
      "loading lexicon tiere_not_so_minimal.txt\n",
      "got 153 entries\n",
      "done\n",
      "got representations for 153 words\n",
      "got no representation for 0 words\n",
      "we have 153 words(entries) embedded\n",
      "we have 400 dimensions\n",
      "starting clustering with:\n",
      "10 clusters\t1000 initialisations\t10000 max iterations\n",
      "start clustering ...\n",
      "Initialization complete\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ma/.ve/respondelligent/lib/python3.8/site-packages/sklearn/cluster/_kmeans.py:967: FutureWarning: 'n_jobs' was deprecated in version 0.23 and will be removed in 0.25.\n",
      "  warnings.warn(\"'n_jobs' was deprecated in version 0.23 and will be\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Iteration 0, inertia 113.56970765068912\n",
      "Iteration 1, inertia 69.62395391651555\n",
      "Iteration 2, inertia 68.72130825722958\n",
      "Iteration 3, inertia 68.55931434670813\n",
      "Iteration 4, inertia 68.49909785577023\n",
      "Converged at iteration 4: center shift 0.0 within tolerance 1.421559815491636e-07\n",
      "Initialization complete\n",
      "Iteration 0, inertia 116.27643298410376\n",
      "Iteration 1, inertia 68.19739294558886\n",
      "Iteration 2, inertia 67.82167256871269\n",
      "Iteration 3, inertia 67.75369990359975\n",
      "Converged at iteration 3: center shift 0.0 within tolerance 1.421559815491636e-07\n",
      "... clustered in 123.142s.\n",
      "loading lexicon tiere_not_so_minimal.txt\n",
      "got 153 entries\n",
      "done\n",
      "most similar to animal_0:\n",
      "[('Insekt', 0.8987528681755066), ('Ameise', 0.8334100246429443), ('Raup', 0.8048641681671143), ('Wurm', 0.8020739555358887), ('Schnecke', 0.7930979132652283), ('Larve', 0.7839852571487427), ('Mücke', 0.7813372611999512), ('Tierchen', 0.7805569767951965), ('Wespe', 0.7794419527053833), ('Käfer', 0.7770967483520508)]\n",
      "\n",
      "\n",
      "most similar to animal_1:\n",
      "[('Tier', 0.8062404990196228), ('Wasservogel', 0.8046213388442993), ('Fisch', 0.7977356314659119), ('Wildtier', 0.769485592842102), ('Tierart', 0.7570034265518188), ('Kormoran', 0.7566368579864502), ('Amphibie', 0.7534513473510742), ('Reptil', 0.7488501071929932), ('Insekt', 0.7409476041793823), ('Meeressäuger', 0.737716019153595)]\n",
      "\n",
      "\n",
      "most similar to animal_2:\n",
      "[('Huhn', 0.8728703260421753), ('Kaninchen', 0.8541876673698425), ('Schwein', 0.8375072479248047), ('Katze', 0.8248211145401001), ('Ente', 0.7982274293899536), ('Gans', 0.7827422618865967), ('Meerschweinchen', 0.7795800566673279), ('Tier', 0.7785360813140869), ('Ziege', 0.7663703560829163), ('Schaf', 0.7560588717460632)]\n",
      "\n",
      "\n",
      "most similar to animal_3:\n",
      "[('Elefant', 0.8473285436630249), ('Affe', 0.8413326740264893), ('Nashorn', 0.7927854061126709), ('Gorilla', 0.791608452796936), ('Raubkatze', 0.7677560448646545), ('Giraffe', 0.755082905292511), ('Krokodil', 0.7516728639602661), ('Schimpanse', 0.7470372915267944), ('Tier', 0.7447031736373901), ('Pinguin', 0.7422730922698975)]\n",
      "\n",
      "\n",
      "most similar to animal_4:\n",
      "[('Luch', 0.8468872308731079), ('Raubtier', 0.8403148055076599), ('Reh', 0.8265347480773926), ('Braunbär', 0.8168421983718872), ('Wildschwein', 0.8160125613212585), ('Luchs', 0.7993807792663574), ('Gämse', 0.7990460395812988), ('Wolf', 0.7989993095397949), ('Wildhüter', 0.7939902544021606), ('Wildtier', 0.7674260139465332)]\n",
      "\n",
      "\n",
      "most similar to animal_5:\n",
      "[('Ziege', 0.8848249912261963), ('Kuh', 0.8776947259902954), ('Schaf', 0.85845547914505), ('Rind', 0.8357323408126831), ('Kalb', 0.8170274496078491), ('Esel', 0.8064256906509399), ('Geiss', 0.8030490279197693), ('Schwein', 0.7926260232925415), ('Huhn', 0.7691876888275146), ('Weide', 0.7672275304794312)]\n",
      "\n",
      "\n",
      "most similar to animal_6:\n",
      "[('Weibchen', 0.8714762926101685), ('Männchen', 0.8634961843490601), ('Jungtier', 0.8486058115959167), ('Artgenosse', 0.8264493346214294), ('Jungvogel', 0.8023993968963623), ('Reptil', 0.7823575735092163), ('Säugetier', 0.7743138074874878), ('Tier', 0.7707781791687012), ('Küken', 0.7649939656257629), ('Insekt', 0.7543210387229919)]\n",
      "\n",
      "\n",
      "most similar to animal_7:\n",
      "[('Zoo', 0.8796943426132202), ('Zürcher_Zoo', 0.8785830736160278), ('Zoo_Zürich', 0.8632309436798096), ('Gehege', 0.8280978798866272), ('Tierpark', 0.8226373195648193), ('Tierpfleger', 0.7704738974571228), ('frei_Wildbahn', 0.7584539651870728), ('Jungtier', 0.7560728788375854), ('Elefant', 0.7322672605514526), ('Wildpark', 0.7221126556396484)]\n",
      "\n",
      "\n",
      "most similar to animal_8:\n",
      "[('Fledermaus', 0.8149662017822266), ('Vogel', 0.807586133480072), ('Krähe', 0.7935562133789062), ('Eichhörnchen', 0.7867578268051147), ('Insekt', 0.7828119397163391), ('Taube', 0.7726555466651917), ('Storch', 0.7650346755981445), ('Frosch', 0.7644472122192383), ('Amsel', 0.7636631727218628), ('Eule', 0.7633607983589172)]\n",
      "\n",
      "\n",
      "most similar to animal_9:\n",
      "[('Fütterung', 0.8113455772399902), ('Futter', 0.7972884178161621), ('Tier', 0.7932436466217041), ('verfüttern', 0.7891883850097656), ('Aufzucht', 0.7792020440101624), ('Zucht', 0.7678403854370117), ('züchten', 0.7540379762649536), ('Nutztier', 0.75005042552948), ('artgerecht', 0.7418550848960876), ('füttern', 0.734940767288208)]\n",
      "\n",
      "\n",
      "words in ms_words: 100\n",
      "words in set(lex_words): 153\n",
      "not in lexicon:\n",
      "['Fisch', 'Weide', 'Wildpark']\n",
      "... computed most similar to centroids in 0.165s.\n"
     ]
    }
   ],
   "source": [
    "#shoot of\n",
    "my_embedder.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#reload and control"
   ]
  }
 ],
 "metadata": {
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   "display_name": "gorespondelligent",
   "language": "python",
   "name": "gorespondelligent"
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    "name": "ipython",
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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