415366
This commit is contained in:
Ramon Dyzman
parent
61e88a9c8c
commit
20249e59db
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@ -6,3 +6,7 @@
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*.o
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.DS_Store
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.token
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.vscode
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dev-0/.~lock*
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dev-0/in.tsv
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venv
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@ -0,0 +1,885 @@
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{
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"metadata": {
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.8.10-final"
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},
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"orig_nbformat": 2,
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"kernelspec": {
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"name": "python3",
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"display_name": "Python 3 (ipykernel)",
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"language": "python"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 2,
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"cells": [
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"columns = ['FileId','Paper', 'Idk1', 'Year','Idk2','Idk3', 'LeftContext', 'RightContext']\n",
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"\n",
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"# dev_data = pd.read_csv('dev-0/in.tsv', sep='\\t', names=columns, engine='python', quotechar='\"', error_bad_lines=False)\n",
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"# dev_expected = pd.read_csv('dev-0/expected.tsv', sep='\\t', engine='python', quotechar='\"', error_bad_lines=False)\n",
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"dev_data = list()\n",
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"with open('dev-0/in.tsv', \"r\") as f:\n",
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" for line in f.readlines():\n",
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" dev_data.append(line.split('\\t')[-2])\n",
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"\n",
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"dev_expected = list()\n",
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"with open('dev-0/expected.tsv', \"r\") as f:\n",
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" for line in f.readlines():\n",
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" dev_expected.append(line.replace('\\n',''))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"from nltk.tokenize import word_tokenize \n",
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"\n",
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"def createBigram(data, expected):\n",
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" listOfBigrams = []\n",
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" bigramCounts = {}\n",
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" unigramCounts = {}\n",
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"\n",
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" for i in range(len(data)):\n",
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" tokenized = word_tokenize(data[i])\n",
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" word = tokenized[-1]\n",
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" listOfBigrams.append((word, expected[i]))\n",
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" if (word, expected[i]) in bigramCounts:\n",
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" bigramCounts[(word, expected[i])] += 1\n",
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" else:\n",
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" bigramCounts[(word, expected[i])] = 1\n",
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" if data[i] in unigramCounts:\n",
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" unigramCounts[word] += 1\n",
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" else:\n",
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" unigramCounts[word] = 1\n",
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" \n",
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" return listOfBigrams, unigramCounts, bigramCounts\n",
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"\n",
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"def calcBigramProb(listOfBigrams, unigramCounts, bigramCounts):\n",
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" listOfProb = {}\n",
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" for bigram in listOfBigrams:\n",
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" word1 = bigram[0]\n",
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" word2 = bigram[1]\n",
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" listOfProb[bigram] = (bigramCounts.get(bigram))/(unigramCounts.get(word1))\n",
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" return listOfProb"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"bigrams, uniCounts, biCounts = createBigram(dev_data, dev_expected)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 17,
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"metadata": {},
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"outputs": [
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{
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"output_type": "execute_result",
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"data": {
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" ('min', 'W'): 1.0,\n",
|
||||
" ('dupes', 'of'): 1.0,\n",
|
||||
" ('One', 'of'): 2.0,\n",
|
||||
" ('Mr.\\\\n', 'Bo:tj'): 1.0,\n",
|
||||
" ('Bunker', 'Hill'): 1.0,\n",
|
||||
" ('judgment', 'Bhall'): 1.0,\n",
|
||||
" ('In', 'part:'): 1.0,\n",
|
||||
" ('to', 'file'): 1.0,\n",
|
||||
" ('New', 'Jersey'): 1.0,\n",
|
||||
" (',', 'she'): 2.0,\n",
|
||||
" ('tasacl', 'out,'): 1.0,\n",
|
||||
" ('of', 'alarm'): 1.0,\n",
|
||||
" ('it', 'in'): 2.0,\n",
|
||||
" ('.', 'W.'): 1.0,\n",
|
||||
" ('and', 'computed'): 1.0,\n",
|
||||
" ('complaint', 'came'): 1.0,\n",
|
||||
" ('and', 'not'): 1.0,\n",
|
||||
" ('distrust\\\\n', 'each'): 1.0,\n",
|
||||
" ('knew', 'how'): 1.0,\n",
|
||||
" ('In', '1898'): 1.0,\n",
|
||||
" ('republicanism', 'must'): 1.0,\n",
|
||||
" ('posi\\xad\\\\n', 'tion'): 1.0,\n",
|
||||
" ('break\\\\n', 'troth'): 1.0,\n",
|
||||
" ('.\\\\n', 'Diploma'): 1.0,\n",
|
||||
" ('did', 'Ia6t.'): 1.0,\n",
|
||||
" ('is', 'real,'): 1.0,\n",
|
||||
" ('that\\\\n', 'Cato,'): 1.0,\n",
|
||||
" ('.', 'in'): 1.0,\n",
|
||||
" ('throwing', 'off'): 1.0,\n",
|
||||
" ('have', 'been'): 9.0,\n",
|
||||
" ('Folding', 'Cae'): 1.0,\n",
|
||||
" ('will\\\\nhave', 'a'): 1.0,\n",
|
||||
" ('re\\\\n', 'garding'): 1.0,\n",
|
||||
" ('but\\\\n', 'trom'): 1.0,\n",
|
||||
" ('walked', 'be-'): 1.0,\n",
|
||||
" ('swept', 'away'): 1.0,\n",
|
||||
" ('until\\\\n', 'fairly'): 1.0,\n",
|
||||
" ('awakened', 'by'): 1.0,\n",
|
||||
" ('tha\\\\n', 'smallest'): 1.0,\n",
|
||||
" ('prop', 'r'): 1.0,\n",
|
||||
" ('is', 'kept'): 2.0,\n",
|
||||
" ('circumstance.\\\\n', 'Had'): 1.0,\n",
|
||||
" ('are\\\\nvariant—some', 'saying'): 1.0,\n",
|
||||
" ('when', 'president.'): 1.0,\n",
|
||||
" ('j\\\\nmeat', 'oj'): 1.0,\n",
|
||||
" ('help', 'ye'): 1.0,\n",
|
||||
" ('on\\\\neach', 'one'): 1.0,\n",
|
||||
" ('by\\\\n', 'the'): 3.0,\n",
|
||||
" ('four', 'thousand'): 2.0,\n",
|
||||
" ('quarrH', '-'): 1.0,\n",
|
||||
" ('\\\\n', 'muscular,'): 1.0,\n",
|
||||
" ('his', 'own'): 3.0,\n",
|
||||
" ('Maryland\\\\nRailroad', 'Company,'): 1.0,\n",
|
||||
" ('!', 'Innocent'): 1.0,\n",
|
||||
" ('eradicating', 'all'): 1.0,\n",
|
||||
" (',', 'that'): 14.0,\n",
|
||||
" ('damage', 'done,'): 1.0,\n",
|
||||
" ('lie', 'knew'): 1.0,\n",
|
||||
" ('get', 'seed,'): 1.0,\n",
|
||||
" ('the', 'bidder,'): 2.0,\n",
|
||||
" ('and', 'the'): 18.0,\n",
|
||||
" ('ef-\\\\n', 'fective.'): 1.0,\n",
|
||||
" ('the\\\\n', 'extent'): 1.0,\n",
|
||||
" ('quite', 'firm.'): 1.0,\n",
|
||||
" ('Away\\\\nfrom', 'home'): 1.0,\n",
|
||||
" (',', 'have'): 2.0,\n",
|
||||
" ('the\\\\n', 'means'): 1.0,\n",
|
||||
" ('indifference.\\\\n', 'Tuberculosis'): 1.0,\n",
|
||||
" ('home\\\\n', 'with'): 1.0,\n",
|
||||
" ('never', 'have'): 1.0,\n",
|
||||
" ('to', 'show'): 1.0,\n",
|
||||
" ('thence\\\\n', 'south'): 1.0,\n",
|
||||
" ('laid', 'in'): 1.0,\n",
|
||||
" ('and\\\\nTruekee', 'Kailroad'): 1.0,\n",
|
||||
" ('.', 'Brown'): 1.0,\n",
|
||||
" ('the', 'death'): 2.0,\n",
|
||||
" ('horses', 'Mrs.'): 1.0,\n",
|
||||
" ('statistics', 'in'): 1.0,\n",
|
||||
" ('on', 'timothy'): 1.0,\n",
|
||||
" ('shall', 'be'): 8.0,\n",
|
||||
" ('the', 'prejudices'): 1.0,\n",
|
||||
" ('stallion\\\\n', '|'): 1.0,\n",
|
||||
" ('half', 'of'): 1.0,\n",
|
||||
" ('it', 'is'): 9.0,\n",
|
||||
" ('do', 'it;'): 1.0,\n",
|
||||
" ('declares', 'that'): 1.0,\n",
|
||||
" ('themselves', 'f-atriots'): 1.0,\n",
|
||||
" ('which', 'you'): 2.0,\n",
|
||||
" ('this\\\\n', 'tide'): 1.0,\n",
|
||||
" ('en\\xad\\\\ntitled', 'to'): 1.0,\n",
|
||||
" ('all', 'round.'): 1.0,\n",
|
||||
" ('the', 'free.'): 1.0,\n",
|
||||
" (',', 'be'): 1.0,\n",
|
||||
" ('oi', 'till'): 1.0,\n",
|
||||
" ('utterest\\\\n', 'scorn'): 1.0,\n",
|
||||
" ('was', 'over'): 1.0,\n",
|
||||
" ('the', 'besl'): 1.0,\n",
|
||||
" ('third\\\\nof', 'the*'): 1.0,\n",
|
||||
" ('admission', 'that'): 1.0,\n",
|
||||
" ('been', 'put'): 1.0,\n",
|
||||
" ('164', 'perchei'): 1.0,\n",
|
||||
" ('no', 'an-'): 1.0,\n",
|
||||
" ('twenty', 'lings'): 1.0,\n",
|
||||
" ('It', 'is'): 6.0,\n",
|
||||
" ('hard', 'to'): 1.0,\n",
|
||||
" (',', 'is'): 4.0,\n",
|
||||
" ('sides', 'and'): 1.0,\n",
|
||||
" ('deprived', 'the'): 1.0,\n",
|
||||
" ('elo\\xad\\\\n', 'quently'): 1.0,\n",
|
||||
" ('s', 'who'): 1.0,\n",
|
||||
" ('advantages\\\\nwould', 'not'): 1.0,\n",
|
||||
" ('Foushec', 'ft.'): 1.0,\n",
|
||||
" ('.', 'Clair’s'): 1.0,\n",
|
||||
" ('the\\\\n', 'Young'): 1.0,\n",
|
||||
" ('was', 'clear,'): 1.0,\n",
|
||||
" ('food\\\\nfrom', 'a'): 1.0,\n",
|
||||
" ('not', 'only'): 3.0,\n",
|
||||
" ('blood-stained', 'weap'): 1.0,\n",
|
||||
" ('property\\\\n', 'has'): 1.0,\n",
|
||||
" ('aro', 'perfectly'): 1.0,\n",
|
||||
" ('the', 'iumily'): 1.0,\n",
|
||||
" (',', 'reed*,'): 1.0,\n",
|
||||
" ('just', 'for'): 1.0,\n",
|
||||
" ('the', 'D'): 1.0,\n",
|
||||
" ('had', 'evidently'): 1.0,\n",
|
||||
" ('the', 'measures'): 1.0,\n",
|
||||
" ('I\\\\n', 'finally'): 1.0,\n",
|
||||
" ('people', 'of'): 2.0,\n",
|
||||
" ('the', 'expense'): 1.0,\n",
|
||||
" ('felt', 'if'): 1.0,\n",
|
||||
" ('jour-\\\\nnalism', 'which'): 1.0,\n",
|
||||
" ('as', 'to'): 7.0,\n",
|
||||
" ('47', 'deg.'): 1.0,\n",
|
||||
" (\"'\", 'after'): 1.0,\n",
|
||||
" ('.', 'He'): 11.0,\n",
|
||||
" ('About\\\\n', 'midnight'): 1.0,\n",
|
||||
" ('my', 'wife'): 2.0,\n",
|
||||
" ('effect', 'npon'): 1.0,\n",
|
||||
" ('throughout', 'the\"'): 1.0,\n",
|
||||
" ('the', 'last'): 4.0,\n",
|
||||
" ('of', 'Kennehee'): 1.0,\n",
|
||||
" ('.V', 'York.'): 1.0,\n",
|
||||
" ('of\\\\n', 'Inue.'): 1.0,\n",
|
||||
" ('are', 'awarded'): 1.0,\n",
|
||||
" ('bound', 'to'): 1.0,\n",
|
||||
" ('the', 'upper'): 1.0,\n",
|
||||
" ('species', 'of'): 1.0,\n",
|
||||
" ('day', 'ol'): 1.0,\n",
|
||||
" ('a', 'fair'): 3.0,\n",
|
||||
" ('public', 'trustee'): 1.0,\n",
|
||||
" ('has', 'become'): 1.0,\n",
|
||||
" ('lading', 'and,'): 1.0,\n",
|
||||
" ('Another', 'potent'): 1.0,\n",
|
||||
" ('to', 'ihe'): 1.0,\n",
|
||||
" (';', 'the'): 3.0,\n",
|
||||
" ('a', 'large'): 4.0,\n",
|
||||
" ('II.\\\\n', 'one'): 1.0,\n",
|
||||
" ('ben-\\\\n', 'efit'): 1.0,\n",
|
||||
" ('which\\\\nwaa', 'fastened'): 1.0,\n",
|
||||
" ('is', 'laid'): 1.0,\n",
|
||||
" ('in', 'Smith'): 1.0,\n",
|
||||
" ('the\\\\nbest', 'Mexico'): 1.0,\n",
|
||||
" ('each', 'three'): 1.0,\n",
|
||||
" ('a', 'moun-'): 1.0,\n",
|
||||
" ...}"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"execution_count": 17
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"probs = calcBigramProb(bigrams, uniCounts, biCounts)\n",
|
||||
"probs"
|
||||
]
|
||||
}
|
||||
]
|
||||
}
|
||||
Loading…
Reference in New Issue