From 57fd77f584c9d15cbc41726862e715188b7cb2e8 Mon Sep 17 00:00:00 2001 From: "fraszosia@gmail.com" Date: Thu, 31 Mar 2022 21:07:24 +0200 Subject: [PATCH] 470619 n-gram --- dev-0/out.tsv | 21038 +++++++++++++++++++++--------------------- run.ipynb | 232 + script.py => run.py | 101 +- test-A/out.tsv | 14828 ++++++++++++++--------------- 4 files changed, 18198 insertions(+), 18001 deletions(-) create mode 100644 run.ipynb rename script.py => run.py (67%) diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 7c33e0f..45aae46 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the -growth -the - -pany -the -eggs - - -sure -men -the -much -state -as -the -like -as - -the -netic -pounds -for -city -in -the -when - -the -d -who - - -a -the -the -20 -feet -for -by -was -the -ot’ -a -way -was -the -but - -a -and -repent -in -the -of -down -in - -state -country -is -election -the -the -the -of -operations -key -few -family -forehead -state -the -more -the -i -thing -the -state 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+a:0.004123159303882195 :0.9958768406961178 +france:0.011494252873563218 :0.9885057471264368 +is:0.04995210072533187 :0.9500478992746682 +of:0.1111111111111111 :0.8888888888888888 +the:0.038410301153345566 :0.9615896988466545 +large:0.00018199446300591051 :0.9998180055369941 +get:0.0013835049085693322 :0.9986164950914307 +a:0.003979052823315119 :0.9960209471766849 +at:0.010810810810810811 :0.9891891891891892 +mile:0.00034079793154380715 :0.9996592020684562 +:1 diff --git a/run.ipynb b/run.ipynb new file mode 100644 index 0000000..dcdeae8 --- /dev/null +++ b/run.ipynb @@ -0,0 +1,232 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2a4fb731", + "metadata": {}, + "source": [ + "MODEL TRIGRAMOWY - uwzględniamy dwa poprzednie słowa" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "c16d72a6", + "metadata": {}, + "outputs": [], + "source": [ + "import lzma\n", + "import csv\n", + "import re\n", + "import math" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a1ff03c8", + "metadata": {}, + "outputs": [], + "source": [ + "def read_data(folder_name, test_data=False):\n", + " \n", + " all_data = lzma.open(f'{folder_name}/in.tsv.xz').read().decode('UTF-8').split('\\n')\n", + " data = [line.split('\\t') for line in all_data][:-1]\n", + " data = [[i[6].replace('\\\\n', ' '), i[7].replace('\\\\n', ' ')] for i in data]\n", + " \n", + " if not test_data:\n", + " words = []\n", + " with open(f'{folder_name}/expected.tsv') as file:\n", + " tsv_file = csv.reader(file, delimiter=\"\\t\")\n", + " for line in tsv_file:\n", + " words.append(line[0])\n", + " \n", + " return data, words\n", + " \n", + " return data\n", + "\n", + "train_data, train_words = read_data('train')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a4a73c19", + "metadata": {}, + "outputs": [], + "source": [ + "def print_example(data, words, idx):\n", + " print(f'{data[idx][0]} _____{words[idx].upper()}_____ {data[idx][1]}')\n", + " \n", + "# print_example(train_data, train_words, 13)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ce522af5", + "metadata": {}, + "outputs": [], + "source": [ + "def generate_N_grams(text, ngram=1, no_punctuation=True):\n", + " text = re.sub(r'[\\-] ', '', text).lower()\n", + " if no_punctuation:\n", + " text = re.sub(r'[\\)\\(\\.\\,\\-]', ' ', text)\n", + " words=[word for word in text.split()]\n", + " temp=zip(*[words[i:] for i in range(0,ngram)])\n", + " ans=[' '.join(ngram) for ngram in temp]\n", + " return ans\n", + "\n", + "N_grams = []\n", + "for i in range(len(train_data[:5000])):\n", + " N_grams += generate_N_grams(f'{train_data[i][0]} {train_words[i]} {train_data[i][1]}', 2)\n", + " N_grams += generate_N_grams(f'{train_data[i][0]} {train_words[i]} {train_data[i][1]}', 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "317ade72", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "def check_prob(N_grams):\n", + " count = {}\n", + " for i in N_grams:\n", + " i = i.rsplit(maxsplit=1)\n", + " if i[0] in count:\n", + " if i[1] in count[i[0]]:\n", + " count[i[0]][i[1]] += 1\n", + " else:\n", + " count[i[0]][i[1]] = 1\n", + " else:\n", + " count[i[0]] = {i[1]: 1}\n", + " \n", + " for word in count:\n", + " s = sum(count[word].values())\n", + " for i in count[word]:\n", + " count[word][i] = count[word][i] / s\n", + " \n", + " return count\n", + "\n", + "probs = check_prob(N_grams)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3a7ec4ec", + "metadata": {}, + "outputs": [], + "source": [ + "dev_data, dev_words = read_data('dev-0')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "86aeda02", + "metadata": {}, + "outputs": [], + "source": [ + "def find_word(word_1, word_2):\n", + " tmp_probs = {}\n", + " if word_1 in probs:\n", + " if word_2 in probs:\n", + " for i in probs[word_1]:\n", + " if i in probs[word_2]:\n", + " tmp_probs[i] = probs[word_1][i] * probs[word_2][i]\n", + " if tmp_probs[i] == 1:\n", + " tmp_probs[i] = 0.1\n", + " else:\n", + " c = probs[word_2][min(probs[word_2].keys(), key=(lambda k: probs[word_2][k]))] / 10\n", + " tmp_probs[i] = probs[word_1][i] * c\n", + " else:\n", + " tmp_probs = probs[word_1]\n", + " else:\n", + " tmp_probs = {}\n", + " \n", + " sorted_list = sorted(tmp_probs.items(), key=lambda x: x[1], reverse=True)[:1]\n", + " tmm = ' '.join([i[0] + ':' + str(i[1]) for i in sorted_list])\n", + " s = 1 - sum(n for _, n in sorted_list)\n", + " if s == 0:\n", + " s = 0.01\n", + " tmm += ' :' + str(s)\n", + " if tmp_probs == {}:\n", + " return ':1'\n", + " return tmm" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3b713dc3", + "metadata": {}, + "outputs": [], + "source": [ + "def find_words(data):\n", + " found_words = []\n", + " for i in data:\n", + " t = i[0]\n", + " t = re.sub(r'[\\-] ', '', t).lower()\n", + " if True:\n", + " t = re.sub(r'[\\)\\(\\.\\,\\-]', ' ', t)\n", + " words=[word for word in t.split()]\n", + " found_words.append(find_word(words[-1], ' '.join(words[-2:])))\n", + " return found_words\n", + "\n", + "dev_found_words = find_words(dev_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "17be7468", + "metadata": {}, + "outputs": [], + "source": [ + "def save_data(folder, words):\n", + " f = open(f'{folder}/out.tsv', 'w')\n", + " f.write('\\n'.join(words) + '\\n')\n", + " f.close()\n", + " \n", + "save_data('dev-0', dev_found_words)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "b2e52242", + "metadata": {}, + "outputs": [], + "source": [ + "test_data = read_data('test-A', True)\n", + "test_found_words = find_words(test_data)\n", + "save_data('test-A', test_found_words)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/script.py b/run.py similarity index 67% rename from script.py rename to run.py index e797af2..c6967e4 100644 --- a/script.py +++ b/run.py @@ -3,8 +3,6 @@ # MODEL TRIGRAMOWY - uwzględniamy dwa poprzednie słowa -# In[4]: - import lzma import csv @@ -12,36 +10,30 @@ import re import math -# In[5]: - - -def read_data(folder_name): +def read_data(folder_name, test_data=False): all_data = lzma.open(f'{folder_name}/in.tsv.xz').read().decode('UTF-8').split('\n') data = [line.split('\t') for line in all_data][:-1] data = [[i[6].replace('\\n', ' '), i[7].replace('\\n', ' ')] for i in data] - words = [] - with open(f'{folder_name}/expected.tsv') as file: - tsv_file = csv.reader(file, delimiter="\t") - for line in tsv_file: - words.append(line[0]) + if not test_data: + words = [] + with open(f'{folder_name}/expected.tsv') as file: + tsv_file = csv.reader(file, delimiter="\t") + for line in tsv_file: + words.append(line[0]) - return data, words + return data, words + + return data train_data, train_words = read_data('train') -# In[10]: - - def print_example(data, words, idx): print(f'{data[idx][0]} _____{words[idx].upper()}_____ {data[idx][1]}') -print_example(train_data, train_words, 13) - - -# In[26]: +# print_example(train_data, train_words, 13) def generate_N_grams(text, ngram=1, no_punctuation=True): @@ -54,14 +46,11 @@ def generate_N_grams(text, ngram=1, no_punctuation=True): return ans N_grams = [] -for i in range(len(train_data[:2000])): # POPRAWIĆ ! +for i in range(len(train_data[:5000])): N_grams += generate_N_grams(f'{train_data[i][0]} {train_words[i]} {train_data[i][1]}', 2) N_grams += generate_N_grams(f'{train_data[i][0]} {train_words[i]} {train_data[i][1]}', 3) -# In[27]: - - def check_prob(N_grams): count = {} for i in N_grams: @@ -84,15 +73,9 @@ def check_prob(N_grams): probs = check_prob(N_grams) -# In[28]: - - dev_data, dev_words = read_data('dev-0') -# In[29]: - - def find_word(word_1, word_2): tmp_probs = {} if word_1 in probs: @@ -121,46 +104,28 @@ def find_word(word_1, word_2): return tmm -# In[30]: +def find_words(data): + found_words = [] + for i in data: + t = i[0] + t = re.sub(r'[\-] ', '', t).lower() + if True: + t = re.sub(r'[\)\(\.\,\-]', ' ', t) + words=[word for word in t.split()] + found_words.append(find_word(words[-1], ' '.join(words[-2:]))) + return found_words + +dev_found_words = find_words(dev_data) -dev_found_words = [] - -for i in dev_data: - t = i[0] - t = re.sub(r'[\-] ', '', t).lower() - if True: - t = re.sub(r'[\)\(\.\,\-]', ' ', t) - words=[word for word in t.split()] - dev_found_words.append(find_word(words[-1], ' '.join(words[-2:]))) +def save_data(folder, words): + f = open(f'{folder}/out.tsv', 'w') + f.write('\n'.join(words) + '\n') + f.close() + +save_data('dev-0', dev_found_words) -# In[31]: - - -f = open("dev-0/out.tsv", "w") -f.write('\n'.join(dev_found_words) + '\n') -f.close() - - -# - -# In[ ]: - - -test_data = read_data('test-A/in.tsv.xz') -test_data = [[i[6].replace('\\n', ' '), i[7].replace('\\n', ' ')] for i in test_data] - -test_found_words = [] - -for i in test_data: - t = i[0] - if True: - t = re.sub(r'[\.\,\-]', ' ', t).lower() - words=[word for word in t.split()] - test_found_words.append(find_word(words[-1], ' '.join(words[-2:]))) - -f = open("test-A/out.tsv", "w") -f.write('\n'.join(test_found_words) + '\n') -f.close() - +test_data = read_data('test-A', True) +test_found_words = find_words(test_data) +save_data('test-A', test_found_words) diff --git a/test-A/out.tsv b/test-A/out.tsv index b0456d5..ab3cfe9 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -of -the -made -few - -only -liramii -business -able -they -since -halifax -days -ing -of - -the -the -state - -¬ - -40 -have -beef -that -in -the -not -not - -a -was -were -irom -state -a -fore -trade -the -the -company -of -a -as -of - -and -state -the - -that -in -the -1 -of - -is -appetite -in -by -a -was -very -is - -is -be -of -of -believed -feet -ory -to -the -of -the -the - -from -the -are -the -man -be -and -had -a -of -state -is -of -of -generation -of - -state -state -the - -have - -took - -most -was -the -and -the -upon -to -of -and -the -who -the -few -jury -the -old - -the - -been - -k -the -to -has -a -same -been -state -state -mortgage -important -the -ly -the -than -in - -south -received -of -have -the -said - -thing -men -to - -and -be -asked -of -had -walker -building -never -have -the -the -few -other -of -l^'/t -the -new -years -the -position -the -and -the -head -wednesday -been -of -of -the -state -won - -quantity -ll -been -since -20 -; -room - -; -the -york -or -days -is -the -the -the -ago -the - -the -lin -of -it - -and -the -will - -resources -few -the -were -~ddle -are -spirits - -state -that -street -and -be -of -of -been -large -be -to -on -has -who -by -own -large -the -i -i -a - -of - -at -m -ago -the -out -is -a -country -the -the -the -street -man -state -and -of -the -by -city -a -are -not -com -follows: -a -the -y - -the - -same -the -his -state -paradise; -terms -one -the -and -of -a -out - -the -state -day -one -states -more -the -of -and -of -is -would -few -1 -the -as -and -a -robins -day -between -the -the - - -as -the -been -the -and -been -quietly -the -the -of -bonnded -the -who -the -1 -and -own -to -sponsible -not -range -whole -to -is -the - -no -ing - -in - -follows: -cry - -the -state -suddenly -contingent -to -few -state -the -the -the - -of -ou - -the -the -those - -the - -he -the -of -of -the -the - -in -of -united -the -two -of -ii -up - - -have - -deal -turns -express -state - - -first -and -to - -mortgage - -a -the -the -before - - -sale -with -is -and -been - -from -been -among -said -in -the -the -the -are -nor -the -the -most -the -few -of -be -his -of -the -state - -in -of -to -the -a -been -the -state -the -a -other -would - -of -lacey's -time - -be -been -said -the -the -the -and -the -ject -of - -order -that -been -state -lowing - -and -country -the -the -the - -whole -state -in -of -the -the - -be -of - -be -state -tion -of -the -the - -state -the -in -first -order - -y -t - -that -wool—is -of -amount -the -a - -a -the -priest - -nce -city -given - -the -to -a -that -few -the - -was -sisting -state -a -the -the -the -court -of -with -she -that - -so -the -time -as - - - -was -have -many -they -of -few - - -in -and -the - -tough -the -the -other -notice -the -to -the -c -one -he -in -it -state - -state - -the -and -the -the -the - -the -and -own -then -at -from -000 -the -time - -the -a -is -ingdale -the -of -and -day -party -is -the -in -head -a -to -the -the -the -have - -and -compan - -state -of -1 -state - -interest -much - -the -important -was -in -are -a -of -time -capital -people -of -in -the - -not - -of - -on -years -few - -man -the -mine -the -squash -her -the -in -state -time -of -the -few -up -i -is -how -state -the - -own -mi'ii -20 -of -the -the -the -of -the -trusts -first -of -the - -day -it -state -york -friday -the -the -is -the -the -state -hereby -was -from -the -the -cent -a -the -the -man -a -the -few - -how -a -luced -troops -act -own -the -have -the -in -is -men -the - -house -past -creation -state -out -that -00 -of -the -of -of -the - -that -and -will -who -the - -was - -in -sion -the -state -so -state -where -of -is -pierce -state -for -over -said -and -to -vigilance -be -the -the -the -time -that -properly -the -the - - -that -state -of -a -of - -whole -the -on -with -market -the -e -of -he - - -of -was -of - -the - -and -the -part -the -days -insured -have -the -the -state -be -he - -the -is -the -the -first -to -the -sale -the - -the -home -state -of -the -days -who -of -is -of -the -a -day -the -have -past -on -was -to -of -own -in -that -( -the -it -with -the - -and -day -in -the -few -no -at -colia -and -other - -and - -passes - - -the -the -into - -the -of -on -the -and -the -the -in -brilliancy -a -time -the -of -the -the -state - - -the -are -to -advice - -the -forward - -the -hunter -0 -years -the -the -civic -of - -state -giving -the -the -english -and -the -and -all -the -and -the -down -and - - -is - -the -number -re -rgea -the - -to -"i -the -the -part -the -the -but -the -of -of -by -the -he -large - -is -to -with -state -oil -the -the - -half -nder -the -just - -the -the -the -same - -that -the -have -own -be -rack -been -the -the -the -a -to - -the -few -reed -to -few -of -as -the -the - -states - - - -the -government -the -state -with -have -the -the -and -the -state -have -ing -street -fell - - - -& -state -and -people -state -and -same - -the -sale -the -is -the - - -j< -a -the -shall - -to -the -own - -state -now -for -and -few -and -the -were -the -region -side -sponsible - -in -few -the -be - - -are -been -in - -gine -of - -the -that -member -is -bearing -more - -the -ownership -the -a -defeat -the -of -the -and -of -the -own - -of - -a -had -the -the -who -state -of -in - -blaine -some -of -the -a -the -great -a -the -been -the -ion? - -been -of -part -said -guard -the -every -the -old -of -the -the -side - -the -the -the -own -a -is -sum -or -a -the -be -and -and -windeler -is -up -of -the -ment -time -1882 - -and -from -a -and -war -the -against -by -a -to -ning -in -nnd -of -of -squash -to -been -of -and - -the -the -the -the -the -a -among -that -few -place -by - -of - -feet -years -did -to - -with -a -state -the -a -the -york -the - - -as -iv -if -day -the -to -been -the -his -of -in -kislingbury -whose -state -"bread -the -the -and -the - -the - -the -nce -street -is -of -short -order -of -time -a -the -a -the -state -york -the -13 -the -that -dealer -the -ciies -of -or -the -the - -n -'earns -the -a -of -other -and -the -who -tbe -to -the -state -the -in - -the -the -that - -garden -as -and - -golt -fused -backwards - -who -of -in - -the - - -the -no -more -ers -i -knows -the -this -collected -its -the - -bility -and - -the -technically -stook -a -man -asking -this -the -people -of - -i -deprive -of -to -the -of -the -the -1 - -near -been -and -the - -the -m -mch - -to -that -p -of -matic -be -sheep -the - -a -was -the -and -the -y - -i - -complaints -or -a -the - -is - -is -and -the -as -to -home -and -the -the -eipial - -of -the -sponsible - -nn -or -the - -were -the -new -in -20 - -they -the -the -ad -is -been -few -and - -first -the -the -that -that -in -the -a -the - -have -lots -that -day - -crane - -conditioned -birds -the -of -the -of -the -against - -and -and -now -a -of -a -the -a -some -the - - -is -their - -blaine -been -are -una - - -and -england - -a -own -in -the -time -he -order -the -the - -appertaining -market -the -in -on -the -and -there -the - -at -the -few -tendance -to -as -one - - -the -leaving -is -and -the -state -and -in -and - -a -the -important - -and -favor -state -the -of -the -the -own -containing -year -years -of -state -and -upon -and -state -number -the -the -party -pected -he -own -the -be -on -ground -the -of -the -(10 -the -in -of -so -that -the - -the -to -that -of -by -have -a - -his -along -the -who -in -and -the -few -as -had -wife -the -sponsible -the -own -few -to -the -them -been -variety -of -the -of - - -side -man -the -the -the -which -be -practically -the -to -and -the -louis -state - -state -was - -as - -the -not -forks -the -y -the -the -is -few -the -the -8 -of -a -and -state -the -one - -the -the -casting -the -the -free -20 -the -of - -city -been -a -of -the -a -of - -shall -the - -markets - -the -cent - -the - - -service -the -to - -re -the -it -state -the -a - -state -much -by -great -the -the -the -remedy -der -and -of -a -the -to -was -state -that -you -sioux -is -than -to - -the -the -the -for -of - -and -wagons; -(after -the -m -the -miles -sons -is -state -been -and -a - -state -liramii -own -state -once -other -a -a -and -mass - -the - -the -of -gineer -of -to -of -be -a -people -der -ago -and -that -is - -the -state -few -the -seemed -said -of - -the -large -00 -the -own - -day -mass -of - - -deep -the - -a - - -states - -a -they -city -government -date -a -be -mortgage -be -the -few -the -in -are -one -a -that -to -the -the -the -the -idea -and -was -nce -to -the -the - -in -girl -has -f -a -people -own -been -state -is -ooo - -dakota -coleman - -the -the -years -have -the - -and -is -parts -of -a -state -own -people -time -the -and -in -the -other -i -was -went -the -a - -said -jury -the -a -gates -the -mortgage -no -resulted -curred -the -forming -order -to -of -the - -time -been - -and -the -leth - -the -of - -is -the - - -are -blaine -the -gressional -south -and -the -of -of -the -convey - -bess -roundings -had -been -knocked; - -time -war -the - - -first -is -the -old -late -an -to -a -of -20 -will -to -not -the -in -was -so - -made -same -of - - -the -a -a -by -the -of -south -the -the -the -the -the -order -with - -a -own -a -was -of -at -and -jury -of - -vent -government -whets -was -the -south -been -time -of -use -man -the -to -was -state -the - -is -is -and - - -of -the -the -own -state -done -the -corner -attorneys -the -off -the -few -a -the -the -the -been -is -of -the -was -on -the - -the -are -been -state -who - -1 -time -to -he - -(13) -and - - -he¬ -chief -of -the -and -the -the -be -of - -was -the -bess -to -to -own -of -state -the -chairman -the - -the -be - - -the -for -could -a -the -the -a -the -secretary -and -part -66 -then -the -the -state - -the - -the -dakota - -and - -upon - -to -city - -so -the -a - -part -be -the -resolved -the -ments -city -of -in -of - -and -sailles -of -is -the -for -the -old -that -the -the -sheriff -not - -are -a -by -peaceab'e -in -mortgage -june -000 -in -the -corner -the -state - -the -south -a -and -are -they -the -regime - -or -attack -a -of -of - -of -state -own -com - -be -per -the -the -the -the -izing -state -the -made -and -about -a -give -is -as -been -that -state -city -the -of - -man -the -the -the -thence -vory -few - -largo -legislature -but -the -of -the -trees -d - -g -had -blaine -ar -state -sold -size -william -of -railroad -the - -the -the -from -of -the -is -street -of -tariff -f -of -! -be -in -20 -the -state -by -and -the -thing -lkofvaluable -new -few -men -to -the -morning -will -of -a -half - -told -not - -city - - -20 -and -that -state - -other -the -for -the - -that -the -time -to -the -the -of -state -in -i -at -is -10 - -the -state -a -no -the -of -and - -and -the -the -the -a -is - - -the -the - -a -said -and -and -piece -of -articles; -direction -as -own -of -and -state -minister - -fellow -been -pany -the - -were -in -the -the -truck -of -from -the - -the -state -he -of -be -for -the -eration -the -and -his -the -be -state -people -having -the -is -of -debate - -|amount -the -of -said -by -co -the -germany -state -chnnge -one -state -present - -the -on -in -brothers -deal - -of -is -not -company - -mortgage -state -the -counted -and -from - -the -company -the -the -steers -sioux -mortgage -was -in -he -engineer -me -tho -be - -the -of -state -the -the - -wife -been - -all -been -of -of -the -upon - -that -of -stated -time -been -is -the - - -bntilp -to -biographies -him -jungle -open -the - -a -to -the -state -the - -be -first -of -and -said -who -of -to -stov -the -few -wool—is -the - -state -ment -a -the -* - -he - -and - -the -a -the -the -of -of -the -them -in -and -to -the -place -wage -the -the -to - -the -been -a -mediately -the -erty -up - -have -order -the -t -few -that -i -as -ple -other -he - -is -day -had -the -of -stamac -the - -been -and -tion -be -the -in -is -from -president -and -curred -the -stress -the -the -hack -and -to -the -state -tectionist -and - -of -to -of -the -it -and -the -am -few -that -that -a - -who -to -the - -the - -is -and -the -love -and -own -into -of -the -to -after -and -state -a - -of -as -not -the -the -the -the -t -of -its -the - -and -same -the -has -in -now -the -man -the -12 -of -state -as - -and -the -for -now -are -hix - -would -and -matthews -the -the - -weight -the - -the -a - -and -a -the -away -letter -the -to -other -state -marked -is -was -the -quite - -should - -reaching -and -friday -state -of -and -three -of -and -op¬ -the -is -have -the -the -in -and -the -as -rying -and -of -brocq -the -the -the -of -the -paper -provisions -state - -the -the - -on - -was -are -the -is -the -one -to -paper -the -the -of -and -the -the - -i -is -and -of -and -to -united -sufficient -of -of -state -in -of -london -be -are -attorney -the -the -an -and -as -and -few -the -stationers -to -last -of - -their -and - - -costing - -to -of -in -be -important -the -been - -years -own - - -the -was -the -and -and - -been - -was -to -the -i -mortgage - -is - -l'nion -been -state -in -could -houses - -chairman -more -the -a -a -balcony -the - -of -was -for -is -be -the -state -few -is -to -covered -by -the -be -thcic - - -but -lot - -been -the -was -in -the - -of -shed -to -few -few -propellers -was -who -the -the -as -state -be -was -the -more -coleman -the -lin - -thetic - - - - -a -tucky -doubt -the - -were -few -named -the -county -is -hammcrlock -ington -that - -to -was -few -the -day -be -they -to -jurv - -and -she -that -of -the -of -said -franklin -the -the - -locates -said -the -of -few -the -the -a -chair¬ -the -the -him -been -the -said -of -the -been - -of - -the -the -duty -the -first -and -the -to -no -at -firm -have -state - - -great -the -the -been -and - -the - -few -be -order -the -other -) -(iuy - - -now -that -in -is - - - -auction - -of -the -to -account -of -the -important -the -than -to -state -the -the -the -the -smoking -be - -tifiy -a -the -the -to -a -the -of -the - -so - -own -is -of -a -first - -the -a -him -to -the -day -of -the -occurred - -otherwise -a -secretary -being - - -the -w -the -the -are -olutions -wilson -to - -to -have -the -the -state -his -a -to -notice -few -sneedville - - -the -single -the -and -a -first -years -of -who -the -and - - -of -which -the -the -own -state - -the - -the -or -ages - -own -the - -tlow -are -the -of -state -at -the -land -to -of - -d -blaine -much -the -express -ma -of - -and -in -of -public -of - -you -the -from -a -and - -is -a - -her -others -of -bristol -first -required -few -years - -few -was -” - -the -is -same - -the -and -money -of -and - - -been -that -are -and -a -on -same -the -of -state -to -the -in -is -was -the -been -few -dread - -a -same -few -and -the -in -government -the - -the -of -the -and -first -the -of -the -8 -the - -of -covered -could -icii - -to -men -time -leaving -a -is - -corridor -000 - -and - -the -sioux -state -the -made -that -the -is -hardy -the -the -now -said -duct -in -the -the -covered -the -the -and - -by -the -to -and -first - -the -from -every - -most -the -the -in -wife -in -of -and -as -is -charged -been -same -he -in -of -be -not -state -the -a -the -to -people -to - -a -a -of -states -was -the - -are -the -name -and - -opposed -the -a -the -the -htat -the -for -state -the -the - -64 -to -was -state -few -tion -the -the -with -the -the - -feet -been -the -mineral -men -is -orsoul -few -own -the -the - -most -other -totbeirrequlrem -bank -own -of -the -state -state -the -inter¬ -of -are -by -look - -that -following -state -for -the -20 -and -but -other -the -the -of -is -whole -is - -the -state -could -of -the -be -the -of -of -the -have -the - -in -the -and -the -which -of -liitnulated -of -the -the - -and -few -vided -of -bit -of - -state -66 -few -be -to -the -a -of -be -at -few -few -of -of - -of -the -of -and -the -was -127 - -of -to - -the -of -than -said -state -the - -golt -to -the -the -is -the -day -a -the -and -to - -the -it -the -state -painful -and -be -the -own -construction -the -virtually - -ago - -sumner -have -jesse - -the -certain -state -and -had -sheep -of -the -made - -moor - -of -reliever -been -in -the -difference -of -in -of -the -four -wuz -time -dewey's -credited -an -to -bushels -been - -been -the -the -the -and -the -death -states - -a - -country - -that -to - -the -the -a -is -man -auction -of -cltlzenb -was -1 - -the -the -other -a -is -other -and -the - -min¬ -flrat -the -the -returning - -the -of -veston -sentinel -for -to - -and -a -in -family -had -in -the -the -y - -the -sta'erooms -other -and -much -thei -vocates -we -few - -a - -the - -state -attorney -be -the -great -water -n -to -to -been -years -state -be -the - - -the -is -coleman -davis -for -from -this - -the -to -few -adjournment -w -same - -are -was -is -a -and -deal -the -the - -tion - -cabin -wife -and -and -of -is -people -county -candelabra -who -in -the -he -on -was -is -the -the - -the - -the - -united -articles -of -in -and -to -ter - -at -decline -great -and -other -but -as -the -latter -prisoned - -the -the -for -and -merritt -the -when -and -of -or -feet -other -and -and -per - -been -the - - - -is 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