In [1]:
N_TOPICS = 50
In [2]:
import json
def deserialize_object(file_name):
f = open(file_name, 'r', encoding='utf-8')
obj = json.load(f)
f.close()
return obj
labels = deserialize_object('PG.' + str(N_TOPICS) + '.labels.json')
texts = deserialize_object('PG.' + str(N_TOPICS) + '.texts.json')
raw_texts = deserialize_object('PG.' + str(N_TOPICS) + '.raw_texts.json')
topics_demographics = deserialize_object(str(N_TOPICS) + '.topics_demographics_results.json')
print(len(labels))
print(len(texts))
print(len(raw_texts))
140960 140960 140960
In [3]:
from gensim import corpora, models, similarities
from gensim.models.wrappers import LdaMallet
gensim_dictionary = corpora.Dictionary.load('PG.' + str(N_TOPICS) + '.gensim_dictionary.dict')
gensim_corpus = corpora.MmCorpus('PG.' + str(N_TOPICS) + '.gensim_corpus.mm')
gensim_lda_corpus = corpora.MmCorpus('PG.' + str(N_TOPICS) + '.gensim_lda_corpus.mm')
lda_model = models.LdaModel.load('PG.' + str(N_TOPICS) + '.lda_model.model')
print(len(gensim_dictionary))
print(len(gensim_corpus))
print(len(gensim_lda_corpus))
print(lda_model.num_topics, lda_model.num_terms)
WARNING:root:random_state not set so using default value WARNING:root:failed to load state from PG.50.lda_model.model.state: [Errno 2] No such file or directory: 'PG.50.lda_model.model.state'
47221 140960 140960 50 47221
In [4]:
from gensim.matutils import corpus2dense
matrix = corpus2dense(gensim_lda_corpus, lda_model.num_topics)
matrix = matrix.T
print(matrix.shape)
(140960, 50)
In [5]:
n_chunks = {}
topic_hash = {}
for a in range(0, len(matrix)):
source_text = labels[a].split(' ')[0]
if source_text not in n_chunks:
n_chunks[source_text] = 0
n_chunks[source_text] += 1
if source_text not in topic_hash:
topic_hash[source_text] = matrix[a]
else:
for b in range(0, lda_model.num_topics):
topic_hash[source_text][b] += matrix[a][b]
new_labels = []
new_matrix = []
for l, n_chunks in n_chunks.items():
new_labels.append(l)
new_row = []
for t in topic_hash[l]:
v = int(round(t / float(n_chunks) * 100))
if v < 2:
v = 0
new_row.append(v)
new_matrix.append(new_row)
print(len(new_labels), len(new_matrix), len(new_matrix[0]))
71 71 50
In [6]:
print(new_labels[0], new_matrix[0])
print()
print(new_matrix[0][0], new_matrix[1][0], new_matrix[2][1], new_matrix[3][0])
Baker_Samuel_White_Sir_Ismailia_PG_3607.txt [0, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 7, 2, 2, 0, 2, 0, 0, 2, 0, 0, 2, 0, 2, 0, 2, 4, 0, 2, 0, 0, 0, 0, 2, 2, 0, 3, 0, 30, 0, 0, 2, 2, 0, 0, 2] 0 0 2 3
In [7]:
import numpy as np
from scipy.stats import pearsonr
t_new_matrix = np.array(new_matrix)
t_new_matrix = t_new_matrix.T
r_values = []
for_reporting = []
for a in range(0, t_new_matrix.shape[0] - 1):
for b in range(a + 1, t_new_matrix.shape[0]):
r_values.append(pearsonr(t_new_matrix[a], t_new_matrix[b])[0])
for_reporting.append([a, b, pearsonr(t_new_matrix[a], t_new_matrix[b])[0]])
for a in range(0, len(r_values)):
if np.isnan(r_values[a]) == True:
r_values[a] = 0.0
print(t_new_matrix.shape)
print(len(r_values))
(50, 71) 1225
/home/spenteco/anaconda2/envs/py3/lib/python3.7/site-packages/scipy/stats/stats.py:3399: PearsonRConstantInputWarning: An input array is constant; the correlation coefficent is not defined. warnings.warn(PearsonRConstantInputWarning())
In [8]:
%matplotlib inline
import numpy as np
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt
sns.distplot(r_values);
In [9]:
for r in for_reporting:
if r[2] > 0.5:
print(r)
print()
for r in for_reporting:
if r[2] < -0.5:
print(r)
[0, 18, 0.5249324790586325] [0, 47, 0.5707944443476112] [1, 46, 0.8707324723002188] [2, 38, 0.5689859567452635] [13, 18, 0.5090933637275151] [13, 23, 0.5168886274562345] [14, 26, 0.6211354152504447] [15, 49, 0.6000418072783532] [16, 27, 0.6355401403842871] [18, 23, 0.7773819124985188] [18, 47, 0.6419166018761424] [20, 48, 0.5541054048852734] [22, 28, 0.5409669718014425] [22, 31, 0.7202308432720821] [23, 24, 0.6387171484559664] [23, 26, 0.5069130670905535] [23, 33, 0.6549335701290502] [23, 41, 0.5513195491906087] [23, 47, 0.5255619768727932] [24, 26, 0.6938498264682178] [25, 49, 0.759650944744383] [32, 48, 0.5798277273383527] [33, 37, 0.548317134805451] [1, 18, -0.5260585936614417] [1, 23, -0.5375739888266978] [18, 46, -0.585442760993939] [23, 46, -0.5963820006283044]
In [10]:
import csv
f = open('topic_matrix.csv', 'w', encoding='utf-8')
w = csv.writer(f)
header = ['']
for a in range(0, len(new_matrix[0])):
header.append(a)
w.writerow(header)
for a in range(0, len(new_labels)):
w.writerow([new_labels[a]] + new_matrix[a])
f.close()
In [11]:
from collections import defaultdict
topic_word_counts = defaultdict(lambda: defaultdict(int))
word_topics = lda_model.load_word_topics()
for topic_n, word_counts in enumerate(word_topics):
for word_n, word_count in enumerate(word_counts):
topic_word_counts[topic_n][gensim_dictionary[word_n]] = word_count
In [12]:
from collections import Counter
def get_words_for_topic(topic_n):
results = []
for w in Counter(topic_word_counts[topic_n]).most_common(50):
results.append(w[0] + ' ' + str(int(w[1])))
return '; '.join(results)
print(get_words_for_topic(0))
#print()
#print(topics_demographics['0']['labels_found'])
young 697; eyes 482; beauty 379; beautiful 361; woman 289; handsome 271; pretty 258; girl 248; hair 239; women 219; fair 202; white 201; picture 196; lady 189; fine 184; looked 171; made 163; ladies 162; face 157; lovely 153; girls 152; great 143; admiration 141; dance 138; black 137; gave 136; grace 128; dress 119; high 116; rich 113; world 110; graceful 110; proud 107; sweet 106; figure 102; gay 100; manner 97; dark 97; charming 97; hand 96; man 94; full 94; soft 94; brilliant 92; bright 92; perfect 91; large 90; delight 90; dancing 90; eyed 87
In [13]:
import textwrap
for r in for_reporting:
if r[2] >= 0.50:
print()
print('topics', r[0], 'and', r[1], ' -- correlation', r[2])
print()
print('\ttopic', r[0], 'words and high percentage chunks:')
print('\n\t' + '\n\t'.join(textwrap.wrap(get_words_for_topic(r[0]), 80)))
print()
for l in topics_demographics[str(r[0])]['labels_found'][:10]:
print('\t', l[0], l[1])
print()
print('\ttopic', r[1], 'words and high percentage chunks:')
print('\n\t' + '\n\t'.join(textwrap.wrap(get_words_for_topic(r[1]), 80)))
print()
for l in topics_demographics[str(r[1])]['labels_found'][:10]:
print('\t', l[0], l[1])
for r in for_reporting:
if r[2] <= -0.50:
print()
print('topics', r[0], 'and', r[1], ' -- correlation', r[2])
print()
print('\ttopic', r[0], 'words and high percentage chunks:')
print('\n\t' + '\n\t'.join(textwrap.wrap(get_words_for_topic(r[0]), 80)))
print()
for l in topics_demographics[str(r[0])]['labels_found'][:10]:
print('\t', l[0], l[1])
print()
print('\ttopic', r[1], 'words and high percentage chunks:')
print('\n\t' + '\n\t'.join(textwrap.wrap(get_words_for_topic(r[1]), 80)))
print()
for l in topics_demographics[str(r[1])]['labels_found'][:10]:
print('\t', l[0], l[1])
topics 0 and 18 -- correlation 0.5249324790586325 topic 0 words and high percentage chunks: young 697; eyes 482; beauty 379; beautiful 361; woman 289; handsome 271; pretty 258; girl 248; hair 239; women 219; fair 202; white 201; picture 196; lady 189; fine 184; looked 171; made 163; ladies 162; face 157; lovely 153; girls 152; great 143; admiration 141; dance 138; black 137; gave 136; grace 128; dress 119; high 116; rich 113; world 110; graceful 110; proud 107; sweet 106; figure 102; gay 100; manner 97; dark 97; charming 97; hand 96; man 94; full 94; soft 94; brilliant 92; bright 92; perfect 91; large 90; delight 90; dancing 90; eyed 87 0.95 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 2964 0.93 Holmes_Mary_Jane_Tempest_and_Sunshine_PG_17260_0.txt 3 0.87 Optic_Oliver_Down_the_River_Or_Buck_Bradford_and_His_Tyrants_PG_24283.txt 1679 0.85 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 127 0.83 Henty_G_A_George_Alfred_With_Lee_in_Virginia_A_Story_of_the_American_Civil_War_PG_2805.txt 8 0.82 Newell_R_H_Robert_Henry_The_Orpheus_C_Kerr_Papers_Series_PG_35906.txt 64 0.82 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 1023 0.81 Optic_Oliver_Down_the_River_Or_Buck_Bradford_and_His_Tyrants_PG_24283.txt 1672 0.80 Optic_Oliver_On_The_Blockade_PG_18617.txt 1549 0.79 Castlemon_Harry_Marcy_the_Refugee_PG_31831.txt 12 topic 18 words and high percentage chunks: life 1413; heart 1382; love 1220; man 769; world 735; soul 654; death 599; day 474; poor 458; hope 448; woman 446; long 415; loved 359; true 349; live 342; peace 326; die 322; thought 300; blood 295; dead 286; words 283; save 274; years 272; faith 271; give 270; dear 270; human 253; bear 247; pray 245; child 240; end 239; ah 236; past 229; feel 229; make 225; wife 223; grave 216; sin 216; bitter 214; suffering 214; truth 210; sorrow 207; noble 204; duty 202; mine 202; hearts 199; nature 197; strength 196; spirit 195; hour 191 0.94 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 1751 0.89 Burnett_Frances_Hodgson_In_Connection_with_the_De_Willoughby_Claim_PG_25810_8.txt 2280 0.87 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 329 0.86 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 2632 0.86 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 2391 0.85 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2193 0.84 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 2278 0.84 Kennedy_John_Pendleton_Horse_Shoe_Robinson_A_Tale_of_the_Tory_Ascendency_PG_33478_8.txt 2806 0.84 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1752 0.84 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 687 topics 0 and 47 -- correlation 0.5707944443476112 topic 0 words and high percentage chunks: young 697; eyes 482; beauty 379; beautiful 361; woman 289; handsome 271; pretty 258; girl 248; hair 239; women 219; fair 202; white 201; picture 196; lady 189; fine 184; looked 171; made 163; ladies 162; face 157; lovely 153; girls 152; great 143; admiration 141; dance 138; black 137; gave 136; grace 128; dress 119; high 116; rich 113; world 110; graceful 110; proud 107; sweet 106; figure 102; gay 100; manner 97; dark 97; charming 97; hand 96; man 94; full 94; soft 94; brilliant 92; bright 92; perfect 91; large 90; delight 90; dancing 90; eyed 87 0.95 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 2964 0.93 Holmes_Mary_Jane_Tempest_and_Sunshine_PG_17260_0.txt 3 0.87 Optic_Oliver_Down_the_River_Or_Buck_Bradford_and_His_Tyrants_PG_24283.txt 1679 0.85 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 127 0.83 Henty_G_A_George_Alfred_With_Lee_in_Virginia_A_Story_of_the_American_Civil_War_PG_2805.txt 8 0.82 Newell_R_H_Robert_Henry_The_Orpheus_C_Kerr_Papers_Series_PG_35906.txt 64 0.82 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 1023 0.81 Optic_Oliver_Down_the_River_Or_Buck_Bradford_and_His_Tyrants_PG_24283.txt 1672 0.80 Optic_Oliver_On_The_Blockade_PG_18617.txt 1549 0.79 Castlemon_Harry_Marcy_the_Refugee_PG_31831.txt 12 topic 47 words and high percentage chunks: life 1024; heart 714; love 606; thought 384; felt 377; thoughts 365; day 362; time 333; mind 331; nature 317; woman 305; long 291; happy 260; years 253; world 246; past 242; future 239; young 235; passed 231; eyes 225; days 225; feeling 218; happiness 213; words 210; girl 208; deep 207; youth 207; made 198; sense 194; things 191; loved 181; home 177; memory 176; strong 174; hope 170; spirit 167; dream 159; began 150; knew 148; face 148; change 146; hours 146; passion 143; strange 139; joy 138; sad 135; full 134; father 134; affection 134; return 131 0.91 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 695 0.91 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 571 0.91 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 3564 0.88 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 731 0.88 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1874 0.88 Holmes_Mary_Jane_Tempest_and_Sunshine_PG_17260_0.txt 1454 0.87 Stowe_Harriet_Beecher_Uncle_Tom_s_Cabin_PG_203.txt 3776 0.86 Glasgow_Ellen_Anderson_Gholson_The_Voice_of_the_People_PG_16505_8.txt 322 0.86 Newell_R_H_Robert_Henry_The_Orpheus_C_Kerr_Papers_Series_PG_35906.txt 1154 0.86 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1514 topics 1 and 46 -- correlation 0.8707324723002188 topic 1 words and high percentage chunks: officer 1197; captain 1015; board 845; commander 725; lieutenant 679; replied 623; man 519; men 470; orders 467; added 457; officers 448; cabin 437; duty 435; deck 424; ship 414; steamer 403; time 360; order 342; regard 307; service 303; command 286; make 265; vessel 261; information 253; young 252; prisoner 252; report 243; present 235; made 232; position 224; asked 224; continued 215; place 201; steward 200; part 192; called 189; room 181; capture 175; appeared 173; company 169; ordered 168; engineer 167; satisfied 163; owner 163; mate 160; matter 157; give 157; situation 155; returned 155; chief 150 0.86 Henty_G_A_George_Alfred_With_Lee_in_Virginia_A_Story_of_the_American_Civil_War_PG_2805.txt 1832 0.79 Castlemon_Harry_Marcy_The_Blockade_Runner_PG_29387.txt 937 0.78 Page_Thomas_Nelson_Red_Rock_A_Chronicle_of_Reconstruction_PG_49648_0.txt 2231 0.78 Page_Thomas_Nelson_Red_Rock_A_Chronicle_of_Reconstruction_PG_49648_0.txt 3339 0.77 Alger_Horatio_Frank_s_Campaign_Or_The_Farm_and_the_Camp_PG_1573.txt 1877 0.77 Page_Thomas_Nelson_Two_Little_Confederates_PG_26725.txt 829 0.77 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 3180 0.76 Stuart_Ruth_McEnery_Moriah_s_Mourning_and_Other_Half_Hour_Sketches_PG_20438_8.txt 660 0.75 Page_Thomas_Nelson_Red_Rock_A_Chronicle_of_Reconstruction_PG_49648_0.txt 3901 0.75 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 830 topic 46 words and high percentage chunks: boat 1489; steamer 1017; board 747; vessel 688; ship 686; deck 673; captain 660; men 608; water 505; time 447; shore 435; run 423; river 377; crew 369; sea 367; made 358; pilot 354; sail 347; schooner 343; blockade 327; vessels 298; flag 296; make 295; half 282; hour 268; order 265; boats 264; replied 254; port 250; side 246; commander 236; fast 227; officer 225; ahead 222; wheel 219; guns 216; added 215; put 214; continued 212; speed 211; fleet 207; lieutenant 203; ready 201; gun 196; cotton 190; aboard 184; point 183; stern 181; hands 179; wharf 177 0.87 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 2787 0.85 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 1130 0.85 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1592 0.84 Roe_Edward_Payson_His_Sombre_Rivals_PG_6128.txt 325 0.84 Stowe_Harriet_Beecher_Uncle_Tom_s_Cabin_PG_203.txt 1556 0.83 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 2546 0.83 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1838 0.83 Stowe_Harriet_Beecher_Uncle_Tom_s_Cabin_PG_203.txt 3542 0.83 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 792 0.82 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 3099 topics 2 and 38 -- correlation 0.5689859567452635 topic 2 words and high percentage chunks: thought 741; time 708; felt 708; made 613; mind 597; knew 568; man 567; manner 504; words 456; fact 418; girl 387; matter 384; father 363; feeling 321; began 316; reason 314; subject 311; young 300; truth 279; question 278; good 277; spoke 254; interest 253; make 252; part 241; conversation 223; speak 216; woman 212; gave 211; idea 201; presence 200; change 196; long 194; word 192; feelings 190; opinion 189; things 189; give 188; cousin 188; true 186; impression 186; regard 185; sense 185; thing 182; understand 180; feel 178; deeply 177; thoughts 177; nature 176; believed 173 0.93 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 4154 0.86 Cable_George_Washington_The_Cavalier_PG_9839.txt 1067 0.86 Cable_George_Washington_John_March_Southerner_PG_31470_8.txt 2487 0.85 Ryan_Marah_Ellis_The_Bondwoman_PG_29581.txt 496 0.84 Roe_Edward_Payson_His_Sombre_Rivals_PG_6128.txt 1632 0.83 Allen_James_Lane_A_Kentucky_Cardinal_A_Story_PG_11532.txt 175 0.83 Stowe_Harriet_Beecher_Uncle_Tom_s_Cabin_PG_203.txt 1225 0.83 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 2584 0.83 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1955 0.83 Stowe_Harriet_Beecher_Uncle_Tom_s_Cabin_PG_203.txt 2669 topic 38 words and high percentage chunks: father 397; good 296; daughter 291; give 279; make 266; offer 247; hope 240; mother 235; confidence 234; son 233; trust 232; man 222; friend 219; accept 216; feel 215; respect 214; present 212; family 200; duty 196; position 190; heart 190; felt 186; wife 185; kind 183; honor 181; regard 175; kindness 173; young 172; future 166; gentleman 164; wishes 164; permit 162; subject 159; circumstances 158; made 155; pleasure 155; offered 154; great 154; matter 154; love 154; favor 152; influence 149; care 148; understand 136; find 134; power 133; desire 132; fully 129; request 129; life 128 0.96 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 809 0.95 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 1349 0.94 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 1148 0.94 Henty_G_A_George_Alfred_With_Lee_in_Virginia_A_Story_of_the_American_Civil_War_PG_2805.txt 511 0.94 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 1248 0.94 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 1140 0.93 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 1254 0.93 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 1322 0.93 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 1277 0.93 Henty_G_A_George_Alfred_With_Lee_in_Virginia_A_Story_of_the_American_Civil_War_PG_2805.txt 668 topics 13 and 18 -- correlation 0.5090933637275151 topic 13 words and high percentage chunks: night 1200; sleep 796; bed 671; day 605; morning 438; time 412; lay 359; asleep 351; long 319; hours 287; slept 272; hour 267; rest 261; room 260; doctor 247; cold 242; sick 242; fever 212; found 211; wound 201; sleeping 194; days 191; awake 190; weary 186; passed 186; left 175; mind 169; patient 169; tired 153; pain 151; work 150; till 145; air 144; sat 143; lying 142; began 138; home 136; half 133; made 132; strength 130; late 129; place 129; quiet 128; felt 123; fell 121; physician 119; weak 118; dream 118; thought 116; ill 115 0.82 Warner_Susan_Daisy_PG_18687_8.txt 624 0.77 Burnett_Frances_Hodgson_In_Connection_with_the_De_Willoughby_Claim_PG_25810_8.txt 1581 0.75 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 554 0.75 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 2622 0.74 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 2254 0.73 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 1544 0.72 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 2424 0.70 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 956 0.68 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 1605 0.68 Newell_R_H_Robert_Henry_The_Orpheus_C_Kerr_Papers_Series_PG_35906.txt 631 topic 18 words and high percentage chunks: life 1413; heart 1382; love 1220; man 769; world 735; soul 654; death 599; day 474; poor 458; hope 448; woman 446; long 415; loved 359; true 349; live 342; peace 326; die 322; thought 300; blood 295; dead 286; words 283; save 274; years 272; faith 271; give 270; dear 270; human 253; bear 247; pray 245; child 240; end 239; ah 236; past 229; feel 229; make 225; wife 223; grave 216; sin 216; bitter 214; suffering 214; truth 210; sorrow 207; noble 204; duty 202; mine 202; hearts 199; nature 197; strength 196; spirit 195; hour 191 0.94 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 1751 0.89 Burnett_Frances_Hodgson_In_Connection_with_the_De_Willoughby_Claim_PG_25810_8.txt 2280 0.87 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 329 0.86 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 2632 0.86 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 2391 0.85 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2193 0.84 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 2278 0.84 Kennedy_John_Pendleton_Horse_Shoe_Robinson_A_Tale_of_the_Tory_Ascendency_PG_33478_8.txt 2806 0.84 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1752 0.84 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 687 topics 13 and 23 -- correlation 0.5168886274562345 topic 13 words and high percentage chunks: night 1200; sleep 796; bed 671; day 605; morning 438; time 412; lay 359; asleep 351; long 319; hours 287; slept 272; hour 267; rest 261; room 260; doctor 247; cold 242; sick 242; fever 212; found 211; wound 201; sleeping 194; days 191; awake 190; weary 186; passed 186; left 175; mind 169; patient 169; tired 153; pain 151; work 150; till 145; air 144; sat 143; lying 142; began 138; home 136; half 133; made 132; strength 130; late 129; place 129; quiet 128; felt 123; fell 121; physician 119; weak 118; dream 118; thought 116; ill 115 0.82 Warner_Susan_Daisy_PG_18687_8.txt 624 0.77 Burnett_Frances_Hodgson_In_Connection_with_the_De_Willoughby_Claim_PG_25810_8.txt 1581 0.75 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 554 0.75 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 2622 0.74 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 2254 0.73 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 1544 0.72 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 2424 0.70 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 956 0.68 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 1605 0.68 Newell_R_H_Robert_Henry_The_Orpheus_C_Kerr_Papers_Series_PG_35906.txt 631 topic 23 words and high percentage chunks: eyes 1961; face 1788; tears 1134; hands 895; hand 824; heart 721; head 637; lips 633; arms 626; looked 519; mother 476; voice 453; white 387; turned 381; back 381; hair 361; cheeks 359; fell 318; moment 315; girl 296; pale 290; child 288; stood 288; long 285; cheek 242; kissed 241; neck 231; words 228; sat 227; room 226; laid 222; soft 221; father 220; arm 217; bosom 209; close 208; drew 205; put 194; felt 193; thought 190; burst 183; brow 183; pressed 180; woman 178; lay 178; suddenly 178; forehead 178; fingers 175; bent 174; clasped 172 0.87 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 281 0.81 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 113 0.81 Ryan_Marah_Ellis_The_Bondwoman_PG_29581.txt 2642 0.80 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 421 0.78 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1112 0.78 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 765 0.77 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 253 0.77 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2210 0.76 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 650 0.74 Holmes_Mary_Jane_Lena_Rivers_PG_12835.txt 1864 topics 14 and 26 -- correlation 0.6211354152504447 topic 14 words and high percentage chunks: room 2742; door 2543; house 813; open 723; opened 595; window 534; table 516; floor 514; entered 509; sat 484; stood 452; chair 449; bed 433; back 432; hall 410; stairs 365; left 332; sitting 323; found 315; light 306; corner 282; front 281; cabin 278; closed 275; side 263; heard 243; fire 242; turned 240; made 240; key 238; looked 237; moment 219; wall 218; rooms 214; small 210; put 207; windows 204; lay 201; locked 197; seated 193; apartment 186; doors 184; opening 177; place 176; hand 175; night 173; lighted 173; parlor 167; steps 165; rose 160 0.95 Roe_Edward_Payson_The_Earth_Trembled_PG_6719.txt 941 0.94 Harris_Joel_Chandler_On_the_Plantation_A_Story_of_a_Georgia_Boy_s_Adve_PG_50701.txt 588 0.94 Twain_Mark_Adventures_of_Huckleberry_Finn_PG_76.txt 2028 0.94 Dunbar_Paul_Laurence_The_Strength_of_Gideon_and_Other_Stories_PG_15886.txt 488 0.93 Roe_Edward_Payson_The_Earth_Trembled_PG_6719.txt 2406 0.93 Roe_Edward_Payson_The_Earth_Trembled_PG_6719.txt 1719 0.93 Cable_George_Washington_John_March_Southerner_PG_31470_8.txt 997 0.93 Glasgow_Ellen_Anderson_Gholson_The_Voice_of_the_People_PG_16505_8.txt 192 0.92 Roe_Edward_Payson_Miss_Lou_PG_5309.txt 616 0.92 Roe_Edward_Payson_The_Earth_Trembled_PG_6719.txt 336 topic 26 words and high percentage chunks: hand 2728; head 1742; back 1041; hands 938; arm 877; put 716; chair 650; shook 591; face 580; looked 569; drew 529; turned 509; shoulder 488; stood 461; held 457; eyes 447; sat 446; side 426; man 384; rose 384; laid 382; hat 372; forward 331; feet 309; leaned 289; pocket 287; arms 286; moment 282; seat 268; fingers 264; taking 242; began 241; table 237; slowly 231; left 223; cried 222; holding 221; lips 212; spoke 210; shaking 210; dropped 201; walked 200; raised 199; boy 197; bent 193; suddenly 192; threw 191; bowed 189; hold 188; laughed 186 0.86 Roe_Edward_Payson_The_Earth_Trembled_PG_6719.txt 2576 0.85 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 785 0.84 Kennedy_John_Pendleton_Horse_Shoe_Robinson_A_Tale_of_the_Tory_Ascendency_PG_33478_8.txt 2536 0.83 Kennedy_John_Pendleton_Horse_Shoe_Robinson_A_Tale_of_the_Tory_Ascendency_PG_33478_8.txt 2257 0.83 Roe_Edward_Payson_Miss_Lou_PG_5309.txt 1454 0.82 Roe_Edward_Payson_His_Sombre_Rivals_PG_6128.txt 1740 0.82 Roe_Edward_Payson_His_Sombre_Rivals_PG_6128.txt 1464 0.81 Chesnutt_Charles_W_Charles_Waddell_The_House_Behind_the_Cedars_PG_472.txt 115 0.78 Goulding_F_R_The_Young_Marooners_on_the_Florida_Coast_PG_42066_0.txt 1153 0.78 Roe_Edward_Payson_His_Sombre_Rivals_PG_6128.txt 1722 topics 15 and 49 -- correlation 0.6000418072783532 topic 15 words and high percentage chunks: river 1000; water 925; stream 660; side 540; bank 472; feet 375; trees 357; place 353; miles 343; forest 317; mile 299; ground 298; half 297; deep 297; boat 290; distance 283; high 265; tree 256; road 252; made 250; long 243; found 217; woods 214; spot 212; left 207; edge 206; narrow 202; reached 200; shore 199; yards 198; path 193; rock 192; small 187; point 187; mountain 179; hill 175; grass 171; lay 170; thick 168; rocks 168; land 159; bushes 157; hundred 154; swamp 153; bottom 152; sand 150; banks 147; great 146; open 145; line 145 0.85 Johnston_Mary_Prisoners_of_Hope_A_Tale_of_Colonial_Virginia_PG_21886.txt 134 0.80 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 2691 0.79 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1809 0.79 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 2900 0.79 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 21 0.79 Roe_Edward_Payson_The_Earth_Trembled_PG_6719.txt 733 0.79 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 432 0.78 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 2892 0.77 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 1303 0.76 Roe_Edward_Payson_His_Sombre_Rivals_PG_6128.txt 413 topic 49 words and high percentage chunks: head 336; dog 293; cut 293; tree 264; long 262; end 248; hole 245; foot 232; put 198; set 198; dogs 196; work 188; piece 177; knife 172; rope 168; big 168; feet 166; found 164; tail 157; hand 152; legs 151; coat 150; boy 149; ground 147; wood 140; neck 138; leg 138; round 137; make 135; gun 134; boys 133; water 130; blood 128; large 127; small 126; nose 124; man 123; caught 121; time 119; tied 119; body 115; side 115; fish 111; broken 110; laid 109; skin 109; game 108; hold 107; short 105; pieces 103 0.85 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 1521 0.84 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1287 0.80 Cable_George_Washington_John_March_Southerner_PG_31470_8.txt 2680 0.79 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1197 0.75 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 3386 0.74 Stowe_Harriet_Beecher_Uncle_Tom_s_Cabin_PG_203.txt 3670 0.74 Seawell_Molly_Elliot_Throckmorton_A_Novel_PG_36829.txt 84 0.70 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 2263 0.70 Allen_James_Lane_The_Reign_of_Law_a_tale_of_the_Kentucky_hemp_fields_PG_3791.txt 226 0.70 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 2450 topics 16 and 27 -- correlation 0.6355401403842871 topic 16 words and high percentage chunks: thought 1372; knew 1111; time 913; made 652; felt 512; told 446; fear 434; thing 410; mind 404; mother 372; place 371; moment 341; found 332; find 317; danger 307; house 300; escape 298; make 279; home 266; heard 261; things 257; father 250; back 248; man 245; night 225; doubt 215; trouble 213; afraid 206; life 204; secret 204; long 200; safe 196; lost 196; boy 196; fact 193; marcy 183; began 182; hope 181; idea 178; great 177; reason 173; left 172; part 172; expected 171; coming 168; happened 167; longer 166; knowing 165; believed 162; end 158 0.85 Glasgow_Ellen_Anderson_Gholson_The_Voice_of_the_People_PG_16505_8.txt 2433 0.85 Optic_Oliver_Down_the_River_Or_Buck_Bradford_and_His_Tyrants_PG_24283.txt 322 0.84 Twain_Mark_Adventures_of_Huckleberry_Finn_PG_76.txt 1466 0.84 Cable_George_Washington_The_Cavalier_PG_9839.txt 1144 0.84 Castlemon_Harry_Rodney_The_Partisan_PG_29300.txt 1249 0.83 Twain_Mark_Adventures_of_Huckleberry_Finn_PG_76.txt 873 0.83 Optic_Oliver_Down_the_River_Or_Buck_Bradford_and_His_Tyrants_PG_24283.txt 129 0.83 Dickinson_Anna_E_Anna_Elizabeth_What_Answer_PG_15402.txt 55 0.82 Twain_Mark_Adventures_of_Huckleberry_Finn_PG_76.txt 1829 0.81 Castlemon_Harry_True_To_His_Colors_PG_28391.txt 1009 topic 27 words and high percentage chunks: good 1920; time 1563; night 1324; back 1222; home 1062; day 1021; give 1015; make 977; find 873; long 869; ca 773; leave 723; till 713; morning 697; stay 669; told 614; morrow 593; replied 576; thought 551; wo 541; send 512; hear 509; house 493; place 488; answered 477; thing 473; wait 465; bring 450; things 448; run 437; mother 432; work 424; put 423; hope 409; ready 392; suppose 389; trouble 384; rest 374; talk 373; afraid 368; word 365; glad 363; coming 359; mind 356; boy 350; chance 335; safe 312; care 310; man 302; friends 301 0.93 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 4174 0.92 Trowbridge_J_T_John_Townsend_Cudjo_s_Cave_PG_31406.txt 1357 0.92 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 3488 0.91 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 1739 0.90 Johnston_Mary_To_Have_and_to_Hold_PG_2807.txt 856 0.90 Burnett_Frances_Hodgson_In_Connection_with_the_De_Willoughby_Claim_PG_25810_8.txt 1717 0.90 Ryan_Marah_Ellis_The_Bondwoman_PG_29581.txt 909 0.89 Glasgow_Ellen_Anderson_Gholson_The_Voice_of_the_People_PG_16505_8.txt 2441 0.88 Smith_Francis_Hopkinson_The_Other_Fellow_PG_37148_8.txt 420 0.87 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 3437 topics 18 and 23 -- correlation 0.7773819124985188 topic 18 words and high percentage chunks: life 1413; heart 1382; love 1220; man 769; world 735; soul 654; death 599; day 474; poor 458; hope 448; woman 446; long 415; loved 359; true 349; live 342; peace 326; die 322; thought 300; blood 295; dead 286; words 283; save 274; years 272; faith 271; give 270; dear 270; human 253; bear 247; pray 245; child 240; end 239; ah 236; past 229; feel 229; make 225; wife 223; grave 216; sin 216; bitter 214; suffering 214; truth 210; sorrow 207; noble 204; duty 202; mine 202; hearts 199; nature 197; strength 196; spirit 195; hour 191 0.94 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 1751 0.89 Burnett_Frances_Hodgson_In_Connection_with_the_De_Willoughby_Claim_PG_25810_8.txt 2280 0.87 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 329 0.86 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 2632 0.86 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 2391 0.85 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2193 0.84 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 2278 0.84 Kennedy_John_Pendleton_Horse_Shoe_Robinson_A_Tale_of_the_Tory_Ascendency_PG_33478_8.txt 2806 0.84 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1752 0.84 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 687 topic 23 words and high percentage chunks: eyes 1961; face 1788; tears 1134; hands 895; hand 824; heart 721; head 637; lips 633; arms 626; looked 519; mother 476; voice 453; white 387; turned 381; back 381; hair 361; cheeks 359; fell 318; moment 315; girl 296; pale 290; child 288; stood 288; long 285; cheek 242; kissed 241; neck 231; words 228; sat 227; room 226; laid 222; soft 221; father 220; arm 217; bosom 209; close 208; drew 205; put 194; felt 193; thought 190; burst 183; brow 183; pressed 180; woman 178; lay 178; suddenly 178; forehead 178; fingers 175; bent 174; clasped 172 0.87 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 281 0.81 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 113 0.81 Ryan_Marah_Ellis_The_Bondwoman_PG_29581.txt 2642 0.80 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 421 0.78 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1112 0.78 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 765 0.77 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 253 0.77 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2210 0.76 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 650 0.74 Holmes_Mary_Jane_Lena_Rivers_PG_12835.txt 1864 topics 18 and 47 -- correlation 0.6419166018761424 topic 18 words and high percentage chunks: life 1413; heart 1382; love 1220; man 769; world 735; soul 654; death 599; day 474; poor 458; hope 448; woman 446; long 415; loved 359; true 349; live 342; peace 326; die 322; thought 300; blood 295; dead 286; words 283; save 274; years 272; faith 271; give 270; dear 270; human 253; bear 247; pray 245; child 240; end 239; ah 236; past 229; feel 229; make 225; wife 223; grave 216; sin 216; bitter 214; suffering 214; truth 210; sorrow 207; noble 204; duty 202; mine 202; hearts 199; nature 197; strength 196; spirit 195; hour 191 0.94 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 1751 0.89 Burnett_Frances_Hodgson_In_Connection_with_the_De_Willoughby_Claim_PG_25810_8.txt 2280 0.87 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 329 0.86 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 2632 0.86 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 2391 0.85 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2193 0.84 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 2278 0.84 Kennedy_John_Pendleton_Horse_Shoe_Robinson_A_Tale_of_the_Tory_Ascendency_PG_33478_8.txt 2806 0.84 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1752 0.84 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 687 topic 47 words and high percentage chunks: life 1024; heart 714; love 606; thought 384; felt 377; thoughts 365; day 362; time 333; mind 331; nature 317; woman 305; long 291; happy 260; years 253; world 246; past 242; future 239; young 235; passed 231; eyes 225; days 225; feeling 218; happiness 213; words 210; girl 208; deep 207; youth 207; made 198; sense 194; things 191; loved 181; home 177; memory 176; strong 174; hope 170; spirit 167; dream 159; began 150; knew 148; face 148; change 146; hours 146; passion 143; strange 139; joy 138; sad 135; full 134; father 134; affection 134; return 131 0.91 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 695 0.91 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 571 0.91 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 3564 0.88 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 731 0.88 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1874 0.88 Holmes_Mary_Jane_Tempest_and_Sunshine_PG_17260_0.txt 1454 0.87 Stowe_Harriet_Beecher_Uncle_Tom_s_Cabin_PG_203.txt 3776 0.86 Glasgow_Ellen_Anderson_Gholson_The_Voice_of_the_People_PG_16505_8.txt 322 0.86 Newell_R_H_Robert_Henry_The_Orpheus_C_Kerr_Papers_Series_PG_35906.txt 1154 0.86 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1514 topics 20 and 48 -- correlation 0.5541054048852734 topic 20 words and high percentage chunks: green 533; white 496; flowers 449; trees 420; sun 401; leaves 383; blue 365; air 349; day 337; summer 302; morning 282; tree 259; birds 257; earth 256; grass 255; rose 250; sky 246; garden 243; beautiful 236; lay 223; stood 221; spring 212; beneath 208; bird 203; long 202; light 202; red 198; sweet 196; winter 194; golden 191; forest 190; gold 186; fields 185; yellow 185; sunshine 180; great 177; snow 175; soft 169; wind 166; roses 165; silver 163; wild 161; bright 160; woods 156; gray 156; low 149; wide 149; purple 145; dead 140; fell 138 0.83 Henty_G_A_George_Alfred_With_Lee_in_Virginia_A_Story_of_the_American_Civil_War_PG_2805.txt 1722 0.83 Optic_Oliver_A_Victorious_Union_PG_18678.txt 1529 0.82 Henty_G_A_George_Alfred_With_Lee_in_Virginia_A_Story_of_the_American_Civil_War_PG_2805.txt 665 0.80 Optic_Oliver_The_Soldier_Boy_or_Tom_Somers_in_the_Army_A_Story_of_the_Great_Rebellion_PG_14595_8.txt 1506 0.80 Optic_Oliver_The_Young_Lieutenant_or_The_Adventures_of_an_Army_Officer_PG_25886.txt 527 0.80 Optic_Oliver_The_Soldier_Boy_or_Tom_Somers_in_the_Army_A_Story_of_the_Great_Rebellion_PG_14595_8.txt 853 0.79 Churchill_Winston_The_Crisis_Complete_PG_5396.txt 2357 0.78 Optic_Oliver_The_Soldier_Boy_or_Tom_Somers_in_the_Army_A_Story_of_the_Great_Rebellion_PG_14595_8.txt 1794 0.78 Alger_Horatio_Frank_s_Campaign_Or_The_Farm_and_the_Camp_PG_1573.txt 1315 0.77 Roe_Edward_Payson_His_Sombre_Rivals_PG_6128.txt 953 topic 48 words and high percentage chunks: light 878; fire 635; night 609; wind 433; dark 414; smoke 363; sun 360; darkness 333; sky 319; rain 310; clouds 268; storm 245; cloud 243; air 240; white 238; moon 230; burning 218; black 213; wood 211; eyes 194; stars 192; trees 177; long 175; flame 172; red 161; forest 161; shadow 160; great 155; rising 153; silence 149; sea 147; shadows 140; blue 139; looked 139; beneath 137; bright 137; low 136; figure 135; flames 135; thunder 134; began 132; cold 125; fell 124; sound 124; lightning 124; gray 124; rose 122; earth 122; fires 116; coming 113 0.92 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 538 0.90 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 2705 0.89 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 1688 0.86 Stowe_Harriet_Beecher_Uncle_Tom_s_Cabin_PG_203.txt 1242 0.84 Dickinson_Anna_E_Anna_Elizabeth_What_Answer_PG_15402.txt 863 0.84 Castlemon_Harry_True_To_His_Colors_PG_28391.txt 1090 0.82 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 3636 0.81 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 3058 0.81 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 744 0.80 Churchill_Winston_The_Crisis_Complete_PG_5396.txt 1404 topics 22 and 28 -- correlation 0.5409669718014425 topic 22 words and high percentage chunks: country 347; land 322; house 289; town 254; place 237; years 184; great 179; fields 171; houses 165; long 151; building 142; soil 135; iron 132; built 131; grass 128; small 127; region 121; large 117; side 107; hundred 105; days 104; miles 102; wilderness 102; mountains 100; trees 99; rich 98; mountain 95; stone 90; ground 89; field 86; blue 84; roads 84; half 83; farm 82; home 81; cotton 80; brick 80; wall 77; acres 77; people 76; part 74; corn 74; landscape 73; high 72; city 72; lands 71; ancient 71; stock 70; beautiful 70; ago 68 0.91 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 1407 0.87 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 2958 0.86 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 187 0.83 Castlemon_Harry_Frank_on_a_Gun_Boat_PG_12808.txt 761 0.83 Optic_Oliver_The_Young_Lieutenant_or_The_Adventures_of_an_Army_Officer_PG_25886.txt 2102 0.83 Goulding_F_R_The_Young_Marooners_on_the_Florida_Coast_PG_42066_0.txt 618 0.83 Trowbridge_J_T_John_Townsend_Cudjo_s_Cave_PG_31406.txt 2930 0.82 Trowbridge_J_T_John_Townsend_Cudjo_s_Cave_PG_31406.txt 2760 0.82 Optic_Oliver_The_Young_Lieutenant_or_The_Adventures_of_an_Army_Officer_PG_25886.txt 496 0.82 Castlemon_Harry_Frank_on_the_Lower_Mississippi_PG_6958.txt 281 topic 28 words and high percentage chunks: men 702; people 370; women 356; crowd 353; streets 261; great 249; day 247; children 225; town 193; city 183; street 183; village 158; white 120; houses 118; court 115; young 112; faces 109; stood 107; place 106; long 103; made 103; horses 98; gathered 93; house 90; filled 90; train 88; full 86; public 84; thousands 80; open 79; passed 78; heads 77; wagons 77; half 76; soldiers 71; windows 71; crowded 70; negroes 70; groups 70; girls 66; building 66; red 65; throng 64; end 63; ladies 63; doors 63; chief 61; stores 61; front 61; square 60 0.94 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 715 0.92 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 500 0.92 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 1096 0.91 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 1906 0.91 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 2294 0.91 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 1268 0.89 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 1941 0.89 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 2880 0.88 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 1907 0.87 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 3694 topics 22 and 31 -- correlation 0.7202308432720821 topic 22 words and high percentage chunks: country 347; land 322; house 289; town 254; place 237; years 184; great 179; fields 171; houses 165; long 151; building 142; soil 135; iron 132; built 131; grass 128; small 127; region 121; large 117; side 107; hundred 105; days 104; miles 102; wilderness 102; mountains 100; trees 99; rich 98; mountain 95; stone 90; ground 89; field 86; blue 84; roads 84; half 83; farm 82; home 81; cotton 80; brick 80; wall 77; acres 77; people 76; part 74; corn 74; landscape 73; high 72; city 72; lands 71; ancient 71; stock 70; beautiful 70; ago 68 0.91 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 1407 0.87 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 2958 0.86 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 187 0.83 Castlemon_Harry_Frank_on_a_Gun_Boat_PG_12808.txt 761 0.83 Optic_Oliver_The_Young_Lieutenant_or_The_Adventures_of_an_Army_Officer_PG_25886.txt 2102 0.83 Goulding_F_R_The_Young_Marooners_on_the_Florida_Coast_PG_42066_0.txt 618 0.83 Trowbridge_J_T_John_Townsend_Cudjo_s_Cave_PG_31406.txt 2930 0.82 Trowbridge_J_T_John_Townsend_Cudjo_s_Cave_PG_31406.txt 2760 0.82 Optic_Oliver_The_Young_Lieutenant_or_The_Adventures_of_an_Army_Officer_PG_25886.txt 496 0.82 Castlemon_Harry_Frank_on_the_Lower_Mississippi_PG_6958.txt 281 topic 31 words and high percentage chunks: life 509; world 372; man 290; great 289; nature 288; human 253; men 251; people 247; women 241; character 238; race 206; society 186; history 168; mind 164; knowledge 155; moral 153; social 146; years 138; fact 134; find 133; sense 121; power 119; age 113; true 111; law 105; beauty 104; made 101; religious 100; faith 100; found 99; thing 99; system 97; common 97; type 96; high 92; things 92; learned 92; woman 91; long 88; education 88; study 87; personal 84; religion 83; modern 82; peculiar 82; mere 82; general 80; wisdom 77; science 77; higher 76 0.86 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 2976 0.83 Crane_Stephen_The_Red_Badge_of_Courage_An_Episode_of_the_American_Civil_War_PG_73.txt 918 0.81 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 2487 0.79 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 1241 0.79 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 2279 0.78 Coffin_Charles_Carleton_Winning_His_Way_PG_22913_8.txt 529 0.77 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 673 0.76 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2116 0.76 Crane_Stephen_The_Red_Badge_of_Courage_An_Episode_of_the_American_Civil_War_PG_73.txt 359 0.75 Alger_Horatio_Frank_s_Campaign_Or_The_Farm_and_the_Camp_PG_1573.txt 1404 topics 23 and 24 -- correlation 0.6387171484559664 topic 23 words and high percentage chunks: eyes 1961; face 1788; tears 1134; hands 895; hand 824; heart 721; head 637; lips 633; arms 626; looked 519; mother 476; voice 453; white 387; turned 381; back 381; hair 361; cheeks 359; fell 318; moment 315; girl 296; pale 290; child 288; stood 288; long 285; cheek 242; kissed 241; neck 231; words 228; sat 227; room 226; laid 222; soft 221; father 220; arm 217; bosom 209; close 208; drew 205; put 194; felt 193; thought 190; burst 183; brow 183; pressed 180; woman 178; lay 178; suddenly 178; forehead 178; fingers 175; bent 174; clasped 172 0.87 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 281 0.81 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 113 0.81 Ryan_Marah_Ellis_The_Bondwoman_PG_29581.txt 2642 0.80 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 421 0.78 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1112 0.78 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 765 0.77 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 253 0.77 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2210 0.76 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 650 0.74 Holmes_Mary_Jane_Lena_Rivers_PG_12835.txt 1864 topic 24 words and high percentage chunks: face 2847; eyes 2654; looked 1793; turned 858; man 788; expression 654; smile 652; stood 507; glance 504; eye 494; moment 492; asked 404; countenance 386; voice 376; spoke 375; young 307; hand 306; head 299; lips 297; dark 296; fixed 296; back 295; pale 295; met 285; smiled 281; gave 280; gaze 274; sat 263; light 245; glanced 240; rose 239; suddenly 236; girl 233; black 225; tone 219; made 217; half 215; mouth 215; features 208; knew 205; silence 202; words 200; white 199; manner 186; slowly 184; thought 183; boy 175; full 173; strange 172; color 171 0.92 Optic_Oliver_On_The_Blockade_PG_18617.txt 733 0.92 Optic_Oliver_Stand_By_The_Union_PG_18816.txt 1721 0.92 Optic_Oliver_On_The_Blockade_PG_18617.txt 266 0.92 Optic_Oliver_Within_The_Enemy_s_Lines_PG_18264.txt 751 0.91 Optic_Oliver_Fighting_for_the_Right_PG_18803_8.txt 1601 0.91 Optic_Oliver_A_Victorious_Union_PG_18678.txt 826 0.91 Optic_Oliver_Within_The_Enemy_s_Lines_PG_18264.txt 1346 0.91 Optic_Oliver_On_The_Blockade_PG_18617.txt 1136 0.91 Optic_Oliver_Fighting_for_the_Right_PG_18803_8.txt 1408 0.90 Optic_Oliver_Stand_By_The_Union_PG_18816.txt 1156 topics 23 and 26 -- correlation 0.5069130670905535 topic 23 words and high percentage chunks: eyes 1961; face 1788; tears 1134; hands 895; hand 824; heart 721; head 637; lips 633; arms 626; looked 519; mother 476; voice 453; white 387; turned 381; back 381; hair 361; cheeks 359; fell 318; moment 315; girl 296; pale 290; child 288; stood 288; long 285; cheek 242; kissed 241; neck 231; words 228; sat 227; room 226; laid 222; soft 221; father 220; arm 217; bosom 209; close 208; drew 205; put 194; felt 193; thought 190; burst 183; brow 183; pressed 180; woman 178; lay 178; suddenly 178; forehead 178; fingers 175; bent 174; clasped 172 0.87 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 281 0.81 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 113 0.81 Ryan_Marah_Ellis_The_Bondwoman_PG_29581.txt 2642 0.80 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 421 0.78 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1112 0.78 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 765 0.77 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 253 0.77 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2210 0.76 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 650 0.74 Holmes_Mary_Jane_Lena_Rivers_PG_12835.txt 1864 topic 26 words and high percentage chunks: hand 2728; head 1742; back 1041; hands 938; arm 877; put 716; chair 650; shook 591; face 580; looked 569; drew 529; turned 509; shoulder 488; stood 461; held 457; eyes 447; sat 446; side 426; man 384; rose 384; laid 382; hat 372; forward 331; feet 309; leaned 289; pocket 287; arms 286; moment 282; seat 268; fingers 264; taking 242; began 241; table 237; slowly 231; left 223; cried 222; holding 221; lips 212; spoke 210; shaking 210; dropped 201; walked 200; raised 199; boy 197; bent 193; suddenly 192; threw 191; bowed 189; hold 188; laughed 186 0.86 Roe_Edward_Payson_The_Earth_Trembled_PG_6719.txt 2576 0.85 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 785 0.84 Kennedy_John_Pendleton_Horse_Shoe_Robinson_A_Tale_of_the_Tory_Ascendency_PG_33478_8.txt 2536 0.83 Kennedy_John_Pendleton_Horse_Shoe_Robinson_A_Tale_of_the_Tory_Ascendency_PG_33478_8.txt 2257 0.83 Roe_Edward_Payson_Miss_Lou_PG_5309.txt 1454 0.82 Roe_Edward_Payson_His_Sombre_Rivals_PG_6128.txt 1740 0.82 Roe_Edward_Payson_His_Sombre_Rivals_PG_6128.txt 1464 0.81 Chesnutt_Charles_W_Charles_Waddell_The_House_Behind_the_Cedars_PG_472.txt 115 0.78 Goulding_F_R_The_Young_Marooners_on_the_Florida_Coast_PG_42066_0.txt 1153 0.78 Roe_Edward_Payson_His_Sombre_Rivals_PG_6128.txt 1722 topics 23 and 33 -- correlation 0.6549335701290502 topic 23 words and high percentage chunks: eyes 1961; face 1788; tears 1134; hands 895; hand 824; heart 721; head 637; lips 633; arms 626; looked 519; mother 476; voice 453; white 387; turned 381; back 381; hair 361; cheeks 359; fell 318; moment 315; girl 296; pale 290; child 288; stood 288; long 285; cheek 242; kissed 241; neck 231; words 228; sat 227; room 226; laid 222; soft 221; father 220; arm 217; bosom 209; close 208; drew 205; put 194; felt 193; thought 190; burst 183; brow 183; pressed 180; woman 178; lay 178; suddenly 178; forehead 178; fingers 175; bent 174; clasped 172 0.87 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 281 0.81 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 113 0.81 Ryan_Marah_Ellis_The_Bondwoman_PG_29581.txt 2642 0.80 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 421 0.78 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1112 0.78 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 765 0.77 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 253 0.77 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2210 0.76 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 650 0.74 Holmes_Mary_Jane_Lena_Rivers_PG_12835.txt 1864 topic 33 words and high percentage chunks: dear 1521; love 1296; mother 933; papa 879; good 867; child 750; father 727; poor 663; girl 574; heart 471; cried 422; ah 413; glad 410; mamma 404; happy 363; asked 335; boy 327; daughter 309; darling 307; home 306; kind 304; arms 296; answered 296; sister 295; exclaimed 287; feel 277; hand 274; sweet 259; care 247; wife 247; loved 241; bless 223; make 221; son 219; hope 217; children 215; give 212; husband 207; friend 188; sake 185; world 184; wo 183; tears 180; ca 180; woman 176; kiss 173; eyes 171; die 171; afraid 166; forgive 164 0.96 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 209 0.91 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 230 0.91 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 335 0.91 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 636 0.90 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 111 0.90 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 596 0.90 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 589 0.90 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 213 0.89 Allen_James_Lane_The_Blue_Grass_Region_of_Kentucky_and_other_Kentucky_Articles_PG_43888.txt 497 0.88 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 699 topics 23 and 41 -- correlation 0.5513195491906087 topic 23 words and high percentage chunks: eyes 1961; face 1788; tears 1134; hands 895; hand 824; heart 721; head 637; lips 633; arms 626; looked 519; mother 476; voice 453; white 387; turned 381; back 381; hair 361; cheeks 359; fell 318; moment 315; girl 296; pale 290; child 288; stood 288; long 285; cheek 242; kissed 241; neck 231; words 228; sat 227; room 226; laid 222; soft 221; father 220; arm 217; bosom 209; close 208; drew 205; put 194; felt 193; thought 190; burst 183; brow 183; pressed 180; woman 178; lay 178; suddenly 178; forehead 178; fingers 175; bent 174; clasped 172 0.87 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 281 0.81 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 113 0.81 Ryan_Marah_Ellis_The_Bondwoman_PG_29581.txt 2642 0.80 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 421 0.78 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1112 0.78 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 765 0.77 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 253 0.77 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2210 0.76 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 650 0.74 Holmes_Mary_Jane_Lena_Rivers_PG_12835.txt 1864 topic 41 words and high percentage chunks: years 1299; father 1074; mother 963; man 731; son 644; young 611; wife 526; ago 496; family 493; boy 484; home 469; child 406; daughter 399; died 392; brother 388; married 362; long 342; day 341; year 328; told 319; age 317; days 305; husband 305; lived 304; woman 269; left 258; poor 257; great 255; girl 251; time 245; children 237; life 226; house 222; death 221; story 220; dead 216; war 212; thought 210; born 202; twenty 193; live 183; remember 182; heard 178; sister 178; lady 177; loved 173; months 169; older 158; met 157; lost 148 0.94 Ryan_Marah_Ellis_The_Bondwoman_PG_29581.txt 3001 0.90 Ryan_Marah_Ellis_The_Bondwoman_PG_29581.txt 2995 0.90 Seawell_Molly_Elliot_Throckmorton_A_Novel_PG_36829.txt 1287 0.90 Castlemon_Harry_True_To_His_Colors_PG_28391.txt 1518 0.89 Seawell_Molly_Elliot_Throckmorton_A_Novel_PG_36829.txt 1237 0.89 Seawell_Molly_Elliot_Throckmorton_A_Novel_PG_36829.txt 1211 0.89 Seawell_Molly_Elliot_Throckmorton_A_Novel_PG_36829.txt 1197 0.89 Seawell_Molly_Elliot_Throckmorton_A_Novel_PG_36829.txt 1173 0.88 Seawell_Molly_Elliot_Throckmorton_A_Novel_PG_36829.txt 1275 0.88 Seawell_Molly_Elliot_Throckmorton_A_Novel_PG_36829.txt 1184 topics 23 and 47 -- correlation 0.5255619768727932 topic 23 words and high percentage chunks: eyes 1961; face 1788; tears 1134; hands 895; hand 824; heart 721; head 637; lips 633; arms 626; looked 519; mother 476; voice 453; white 387; turned 381; back 381; hair 361; cheeks 359; fell 318; moment 315; girl 296; pale 290; child 288; stood 288; long 285; cheek 242; kissed 241; neck 231; words 228; sat 227; room 226; laid 222; soft 221; father 220; arm 217; bosom 209; close 208; drew 205; put 194; felt 193; thought 190; burst 183; brow 183; pressed 180; woman 178; lay 178; suddenly 178; forehead 178; fingers 175; bent 174; clasped 172 0.87 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 281 0.81 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 113 0.81 Ryan_Marah_Ellis_The_Bondwoman_PG_29581.txt 2642 0.80 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 421 0.78 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1112 0.78 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 765 0.77 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 253 0.77 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2210 0.76 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 650 0.74 Holmes_Mary_Jane_Lena_Rivers_PG_12835.txt 1864 topic 47 words and high percentage chunks: life 1024; heart 714; love 606; thought 384; felt 377; thoughts 365; day 362; time 333; mind 331; nature 317; woman 305; long 291; happy 260; years 253; world 246; past 242; future 239; young 235; passed 231; eyes 225; days 225; feeling 218; happiness 213; words 210; girl 208; deep 207; youth 207; made 198; sense 194; things 191; loved 181; home 177; memory 176; strong 174; hope 170; spirit 167; dream 159; began 150; knew 148; face 148; change 146; hours 146; passion 143; strange 139; joy 138; sad 135; full 134; father 134; affection 134; return 131 0.91 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 695 0.91 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 571 0.91 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 3564 0.88 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 731 0.88 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1874 0.88 Holmes_Mary_Jane_Tempest_and_Sunshine_PG_17260_0.txt 1454 0.87 Stowe_Harriet_Beecher_Uncle_Tom_s_Cabin_PG_203.txt 3776 0.86 Glasgow_Ellen_Anderson_Gholson_The_Voice_of_the_People_PG_16505_8.txt 322 0.86 Newell_R_H_Robert_Henry_The_Orpheus_C_Kerr_Papers_Series_PG_35906.txt 1154 0.86 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1514 topics 24 and 26 -- correlation 0.6938498264682178 topic 24 words and high percentage chunks: face 2847; eyes 2654; looked 1793; turned 858; man 788; expression 654; smile 652; stood 507; glance 504; eye 494; moment 492; asked 404; countenance 386; voice 376; spoke 375; young 307; hand 306; head 299; lips 297; dark 296; fixed 296; back 295; pale 295; met 285; smiled 281; gave 280; gaze 274; sat 263; light 245; glanced 240; rose 239; suddenly 236; girl 233; black 225; tone 219; made 217; half 215; mouth 215; features 208; knew 205; silence 202; words 200; white 199; manner 186; slowly 184; thought 183; boy 175; full 173; strange 172; color 171 0.92 Optic_Oliver_On_The_Blockade_PG_18617.txt 733 0.92 Optic_Oliver_Stand_By_The_Union_PG_18816.txt 1721 0.92 Optic_Oliver_On_The_Blockade_PG_18617.txt 266 0.92 Optic_Oliver_Within_The_Enemy_s_Lines_PG_18264.txt 751 0.91 Optic_Oliver_Fighting_for_the_Right_PG_18803_8.txt 1601 0.91 Optic_Oliver_A_Victorious_Union_PG_18678.txt 826 0.91 Optic_Oliver_Within_The_Enemy_s_Lines_PG_18264.txt 1346 0.91 Optic_Oliver_On_The_Blockade_PG_18617.txt 1136 0.91 Optic_Oliver_Fighting_for_the_Right_PG_18803_8.txt 1408 0.90 Optic_Oliver_Stand_By_The_Union_PG_18816.txt 1156 topic 26 words and high percentage chunks: hand 2728; head 1742; back 1041; hands 938; arm 877; put 716; chair 650; shook 591; face 580; looked 569; drew 529; turned 509; shoulder 488; stood 461; held 457; eyes 447; sat 446; side 426; man 384; rose 384; laid 382; hat 372; forward 331; feet 309; leaned 289; pocket 287; arms 286; moment 282; seat 268; fingers 264; taking 242; began 241; table 237; slowly 231; left 223; cried 222; holding 221; lips 212; spoke 210; shaking 210; dropped 201; walked 200; raised 199; boy 197; bent 193; suddenly 192; threw 191; bowed 189; hold 188; laughed 186 0.86 Roe_Edward_Payson_The_Earth_Trembled_PG_6719.txt 2576 0.85 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 785 0.84 Kennedy_John_Pendleton_Horse_Shoe_Robinson_A_Tale_of_the_Tory_Ascendency_PG_33478_8.txt 2536 0.83 Kennedy_John_Pendleton_Horse_Shoe_Robinson_A_Tale_of_the_Tory_Ascendency_PG_33478_8.txt 2257 0.83 Roe_Edward_Payson_Miss_Lou_PG_5309.txt 1454 0.82 Roe_Edward_Payson_His_Sombre_Rivals_PG_6128.txt 1740 0.82 Roe_Edward_Payson_His_Sombre_Rivals_PG_6128.txt 1464 0.81 Chesnutt_Charles_W_Charles_Waddell_The_House_Behind_the_Cedars_PG_472.txt 115 0.78 Goulding_F_R_The_Young_Marooners_on_the_Florida_Coast_PG_42066_0.txt 1153 0.78 Roe_Edward_Payson_His_Sombre_Rivals_PG_6128.txt 1722 topics 25 and 49 -- correlation 0.759650944744383 topic 25 words and high percentage chunks: water 509; table 377; coffee 336; bread 269; eat 267; drink 262; supper 254; corn 240; made 226; meal 215; dinner 208; hot 206; good 202; cup 193; breakfast 187; food 171; hungry 161; bottle 159; glass 157; milk 152; kitchen 152; wine 151; brought 147; fire 142; cook 138; large 137; cold 137; basket 137; sugar 136; set 134; tea 133; plate 129; found 127; filled 126; things 124; eating 124; put 121; chickens 120; full 119; pipe 119; chicken 118; drank 114; cake 112; meat 111; salt 107; drinking 102; began 99; tin 98; day 98; ate 98 0.83 Allen_James_Lane_The_Blue_Grass_Region_of_Kentucky_and_other_Kentucky_Articles_PG_43888.txt 540 0.83 Keenan_Henry_F_Henry_Francis_The_Iron_Game_A_Tale_of_the_War_PG_10062.txt 2294 0.82 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 112 0.82 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 2793 0.82 Burnett_Frances_Hodgson_In_Connection_with_the_De_Willoughby_Claim_PG_25810_8.txt 1275 0.80 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 1403 0.80 King_Charles_A_War_Time_Wooing_A_Story_PG_22906.txt 572 0.80 Optic_Oliver_The_Young_Lieutenant_or_The_Adventures_of_an_Army_Officer_PG_25886.txt 2431 0.80 Churchill_Winston_The_Crisis_Complete_PG_5396.txt 2352 0.79 Optic_Oliver_The_Young_Lieutenant_or_The_Adventures_of_an_Army_Officer_PG_25886.txt 2458 topic 49 words and high percentage chunks: head 336; dog 293; cut 293; tree 264; long 262; end 248; hole 245; foot 232; put 198; set 198; dogs 196; work 188; piece 177; knife 172; rope 168; big 168; feet 166; found 164; tail 157; hand 152; legs 151; coat 150; boy 149; ground 147; wood 140; neck 138; leg 138; round 137; make 135; gun 134; boys 133; water 130; blood 128; large 127; small 126; nose 124; man 123; caught 121; time 119; tied 119; body 115; side 115; fish 111; broken 110; laid 109; skin 109; game 108; hold 107; short 105; pieces 103 0.85 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 1521 0.84 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1287 0.80 Cable_George_Washington_John_March_Southerner_PG_31470_8.txt 2680 0.79 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1197 0.75 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 3386 0.74 Stowe_Harriet_Beecher_Uncle_Tom_s_Cabin_PG_203.txt 3670 0.74 Seawell_Molly_Elliot_Throckmorton_A_Novel_PG_36829.txt 84 0.70 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 2263 0.70 Allen_James_Lane_The_Reign_of_Law_a_tale_of_the_Kentucky_hemp_fields_PG_3791.txt 226 0.70 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 2450 topics 32 and 48 -- correlation 0.5798277273383527 topic 32 words and high percentage chunks: man 581; back 476; fell 445; dead 444; feet 440; blood 419; head 397; hand 392; moment 365; made 359; hands 355; ground 318; men 305; cried 297; cry 291; struck 291; time 278; instant 262; arms 259; body 258; stood 255; blow 227; forward 227; wild 226; death 225; eyes 224; sprang 219; arm 217; terror 214; seized 210; half 207; rushed 206; turned 200; face 198; rage 195; caught 178; suddenly 174; threw 173; ran 169; began 163; sudden 161; lay 160; gave 158; side 155; sight 154; youth 152; sword 147; hold 146; strength 142; air 135 0.88 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 784 0.87 Dunbar_Paul_Laurence_The_Strength_of_Gideon_and_Other_Stories_PG_15886.txt 1247 0.86 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 2820 0.86 Johnston_Mary_Prisoners_of_Hope_A_Tale_of_Colonial_Virginia_PG_21886.txt 1052 0.85 Keenan_Henry_F_Henry_Francis_The_Iron_Game_A_Tale_of_the_War_PG_10062.txt 1742 0.83 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 2499 0.82 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 4146 0.81 Cable_George_Washington_The_Cavalier_PG_9839.txt 275 0.81 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 741 0.80 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1095 topic 48 words and high percentage chunks: light 878; fire 635; night 609; wind 433; dark 414; smoke 363; sun 360; darkness 333; sky 319; rain 310; clouds 268; storm 245; cloud 243; air 240; white 238; moon 230; burning 218; black 213; wood 211; eyes 194; stars 192; trees 177; long 175; flame 172; red 161; forest 161; shadow 160; great 155; rising 153; silence 149; sea 147; shadows 140; blue 139; looked 139; beneath 137; bright 137; low 136; figure 135; flames 135; thunder 134; began 132; cold 125; fell 124; sound 124; lightning 124; gray 124; rose 122; earth 122; fires 116; coming 113 0.92 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 538 0.90 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 2705 0.89 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 1688 0.86 Stowe_Harriet_Beecher_Uncle_Tom_s_Cabin_PG_203.txt 1242 0.84 Dickinson_Anna_E_Anna_Elizabeth_What_Answer_PG_15402.txt 863 0.84 Castlemon_Harry_True_To_His_Colors_PG_28391.txt 1090 0.82 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 3636 0.81 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 3058 0.81 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 744 0.80 Churchill_Winston_The_Crisis_Complete_PG_5396.txt 1404 topics 33 and 37 -- correlation 0.548317134805451 topic 33 words and high percentage chunks: dear 1521; love 1296; mother 933; papa 879; good 867; child 750; father 727; poor 663; girl 574; heart 471; cried 422; ah 413; glad 410; mamma 404; happy 363; asked 335; boy 327; daughter 309; darling 307; home 306; kind 304; arms 296; answered 296; sister 295; exclaimed 287; feel 277; hand 274; sweet 259; care 247; wife 247; loved 241; bless 223; make 221; son 219; hope 217; children 215; give 212; husband 207; friend 188; sake 185; world 184; wo 183; tears 180; ca 180; woman 176; kiss 173; eyes 171; die 171; afraid 166; forgive 164 0.96 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 209 0.91 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 230 0.91 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 335 0.91 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 636 0.90 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 111 0.90 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 596 0.90 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 589 0.90 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 213 0.89 Allen_James_Lane_The_Blue_Grass_Region_of_Kentucky_and_other_Kentucky_Articles_PG_43888.txt 497 0.88 Baker_Samuel_White_Sir_Ismailia_PG_3607.txt 699 topic 37 words and high percentage chunks: day 1026; room 1026; time 916; morning 792; home 708; evening 698; house 680; young 612; found 544; hour 437; family 431; returned 411; party 399; made 395; left 391; visit 387; mother 385; night 379; father 379; afternoon 359; return 358; lady 323; place 318; good 314; company 310; breakfast 305; called 304; early 293; conversation 291; days 285; long 282; dinner 279; ladies 276; table 267; friends 264; met 258; present 255; entered 244; usual 243; half 241; wife 234; asked 231; leave 224; gentlemen 219; parlor 218; spent 217; invited 215; late 214; supper 211; pleasant 206 0.86 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 1115 0.81 Alger_Horatio_Tom_The_Bootblack_or_The_Road_to_Success_PG_26355.txt 114 0.80 Glasgow_Ellen_Anderson_Gholson_The_Voice_of_the_People_PG_16505_8.txt 2293 0.79 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 308 0.79 Warner_Susan_Daisy_PG_18687_8.txt 2270 0.79 Kennedy_John_Pendleton_Horse_Shoe_Robinson_A_Tale_of_the_Tory_Ascendency_PG_33478_8.txt 552 0.79 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 2096 0.78 Trowbridge_J_T_John_Townsend_Cudjo_s_Cave_PG_31406.txt 3174 0.78 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 2696 0.78 Castlemon_Harry_Frank_on_a_Gun_Boat_PG_12808.txt 974 topics 1 and 18 -- correlation -0.5260585936614417 topic 1 words and high percentage chunks: officer 1197; captain 1015; board 845; commander 725; lieutenant 679; replied 623; man 519; men 470; orders 467; added 457; officers 448; cabin 437; duty 435; deck 424; ship 414; steamer 403; time 360; order 342; regard 307; service 303; command 286; make 265; vessel 261; information 253; young 252; prisoner 252; report 243; present 235; made 232; position 224; asked 224; continued 215; place 201; steward 200; part 192; called 189; room 181; capture 175; appeared 173; company 169; ordered 168; engineer 167; satisfied 163; owner 163; mate 160; matter 157; give 157; situation 155; returned 155; chief 150 0.86 Henty_G_A_George_Alfred_With_Lee_in_Virginia_A_Story_of_the_American_Civil_War_PG_2805.txt 1832 0.79 Castlemon_Harry_Marcy_The_Blockade_Runner_PG_29387.txt 937 0.78 Page_Thomas_Nelson_Red_Rock_A_Chronicle_of_Reconstruction_PG_49648_0.txt 2231 0.78 Page_Thomas_Nelson_Red_Rock_A_Chronicle_of_Reconstruction_PG_49648_0.txt 3339 0.77 Alger_Horatio_Frank_s_Campaign_Or_The_Farm_and_the_Camp_PG_1573.txt 1877 0.77 Page_Thomas_Nelson_Two_Little_Confederates_PG_26725.txt 829 0.77 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 3180 0.76 Stuart_Ruth_McEnery_Moriah_s_Mourning_and_Other_Half_Hour_Sketches_PG_20438_8.txt 660 0.75 Page_Thomas_Nelson_Red_Rock_A_Chronicle_of_Reconstruction_PG_49648_0.txt 3901 0.75 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 830 topic 18 words and high percentage chunks: life 1413; heart 1382; love 1220; man 769; world 735; soul 654; death 599; day 474; poor 458; hope 448; woman 446; long 415; loved 359; true 349; live 342; peace 326; die 322; thought 300; blood 295; dead 286; words 283; save 274; years 272; faith 271; give 270; dear 270; human 253; bear 247; pray 245; child 240; end 239; ah 236; past 229; feel 229; make 225; wife 223; grave 216; sin 216; bitter 214; suffering 214; truth 210; sorrow 207; noble 204; duty 202; mine 202; hearts 199; nature 197; strength 196; spirit 195; hour 191 0.94 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 1751 0.89 Burnett_Frances_Hodgson_In_Connection_with_the_De_Willoughby_Claim_PG_25810_8.txt 2280 0.87 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 329 0.86 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 2632 0.86 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 2391 0.85 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2193 0.84 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 2278 0.84 Kennedy_John_Pendleton_Horse_Shoe_Robinson_A_Tale_of_the_Tory_Ascendency_PG_33478_8.txt 2806 0.84 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1752 0.84 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 687 topics 1 and 23 -- correlation -0.5375739888266978 topic 1 words and high percentage chunks: officer 1197; captain 1015; board 845; commander 725; lieutenant 679; replied 623; man 519; men 470; orders 467; added 457; officers 448; cabin 437; duty 435; deck 424; ship 414; steamer 403; time 360; order 342; regard 307; service 303; command 286; make 265; vessel 261; information 253; young 252; prisoner 252; report 243; present 235; made 232; position 224; asked 224; continued 215; place 201; steward 200; part 192; called 189; room 181; capture 175; appeared 173; company 169; ordered 168; engineer 167; satisfied 163; owner 163; mate 160; matter 157; give 157; situation 155; returned 155; chief 150 0.86 Henty_G_A_George_Alfred_With_Lee_in_Virginia_A_Story_of_the_American_Civil_War_PG_2805.txt 1832 0.79 Castlemon_Harry_Marcy_The_Blockade_Runner_PG_29387.txt 937 0.78 Page_Thomas_Nelson_Red_Rock_A_Chronicle_of_Reconstruction_PG_49648_0.txt 2231 0.78 Page_Thomas_Nelson_Red_Rock_A_Chronicle_of_Reconstruction_PG_49648_0.txt 3339 0.77 Alger_Horatio_Frank_s_Campaign_Or_The_Farm_and_the_Camp_PG_1573.txt 1877 0.77 Page_Thomas_Nelson_Two_Little_Confederates_PG_26725.txt 829 0.77 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 3180 0.76 Stuart_Ruth_McEnery_Moriah_s_Mourning_and_Other_Half_Hour_Sketches_PG_20438_8.txt 660 0.75 Page_Thomas_Nelson_Red_Rock_A_Chronicle_of_Reconstruction_PG_49648_0.txt 3901 0.75 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 830 topic 23 words and high percentage chunks: eyes 1961; face 1788; tears 1134; hands 895; hand 824; heart 721; head 637; lips 633; arms 626; looked 519; mother 476; voice 453; white 387; turned 381; back 381; hair 361; cheeks 359; fell 318; moment 315; girl 296; pale 290; child 288; stood 288; long 285; cheek 242; kissed 241; neck 231; words 228; sat 227; room 226; laid 222; soft 221; father 220; arm 217; bosom 209; close 208; drew 205; put 194; felt 193; thought 190; burst 183; brow 183; pressed 180; woman 178; lay 178; suddenly 178; forehead 178; fingers 175; bent 174; clasped 172 0.87 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 281 0.81 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 113 0.81 Ryan_Marah_Ellis_The_Bondwoman_PG_29581.txt 2642 0.80 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 421 0.78 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1112 0.78 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 765 0.77 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 253 0.77 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2210 0.76 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 650 0.74 Holmes_Mary_Jane_Lena_Rivers_PG_12835.txt 1864 topics 18 and 46 -- correlation -0.585442760993939 topic 18 words and high percentage chunks: life 1413; heart 1382; love 1220; man 769; world 735; soul 654; death 599; day 474; poor 458; hope 448; woman 446; long 415; loved 359; true 349; live 342; peace 326; die 322; thought 300; blood 295; dead 286; words 283; save 274; years 272; faith 271; give 270; dear 270; human 253; bear 247; pray 245; child 240; end 239; ah 236; past 229; feel 229; make 225; wife 223; grave 216; sin 216; bitter 214; suffering 214; truth 210; sorrow 207; noble 204; duty 202; mine 202; hearts 199; nature 197; strength 196; spirit 195; hour 191 0.94 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 1751 0.89 Burnett_Frances_Hodgson_In_Connection_with_the_De_Willoughby_Claim_PG_25810_8.txt 2280 0.87 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 329 0.86 Finley_Martha_Elsie_s_Womanhood_PG_14874.txt 2632 0.86 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 2391 0.85 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2193 0.84 Coffin_Charles_Carleton_The_Boys_of_or_Four_Years_of_Fighting_Personal_PG_34843.txt 2278 0.84 Kennedy_John_Pendleton_Horse_Shoe_Robinson_A_Tale_of_the_Tory_Ascendency_PG_33478_8.txt 2806 0.84 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1752 0.84 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 687 topic 46 words and high percentage chunks: boat 1489; steamer 1017; board 747; vessel 688; ship 686; deck 673; captain 660; men 608; water 505; time 447; shore 435; run 423; river 377; crew 369; sea 367; made 358; pilot 354; sail 347; schooner 343; blockade 327; vessels 298; flag 296; make 295; half 282; hour 268; order 265; boats 264; replied 254; port 250; side 246; commander 236; fast 227; officer 225; ahead 222; wheel 219; guns 216; added 215; put 214; continued 212; speed 211; fleet 207; lieutenant 203; ready 201; gun 196; cotton 190; aboard 184; point 183; stern 181; hands 179; wharf 177 0.87 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 2787 0.85 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 1130 0.85 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1592 0.84 Roe_Edward_Payson_His_Sombre_Rivals_PG_6128.txt 325 0.84 Stowe_Harriet_Beecher_Uncle_Tom_s_Cabin_PG_203.txt 1556 0.83 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 2546 0.83 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1838 0.83 Stowe_Harriet_Beecher_Uncle_Tom_s_Cabin_PG_203.txt 3542 0.83 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 792 0.82 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 3099 topics 23 and 46 -- correlation -0.5963820006283044 topic 23 words and high percentage chunks: eyes 1961; face 1788; tears 1134; hands 895; hand 824; heart 721; head 637; lips 633; arms 626; looked 519; mother 476; voice 453; white 387; turned 381; back 381; hair 361; cheeks 359; fell 318; moment 315; girl 296; pale 290; child 288; stood 288; long 285; cheek 242; kissed 241; neck 231; words 228; sat 227; room 226; laid 222; soft 221; father 220; arm 217; bosom 209; close 208; drew 205; put 194; felt 193; thought 190; burst 183; brow 183; pressed 180; woman 178; lay 178; suddenly 178; forehead 178; fingers 175; bent 174; clasped 172 0.87 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 281 0.81 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 113 0.81 Ryan_Marah_Ellis_The_Bondwoman_PG_29581.txt 2642 0.80 Reid_Mayne_The_Death_Shot_A_Story_Retold_PG_23140.txt 421 0.78 Finley_Martha_Elsie_Dinsmore_PG_6440.txt 1112 0.78 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 765 0.77 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 253 0.77 Finley_Martha_Elsie_s_Motherhood_PG_14566.txt 2210 0.76 Allen_James_Lane_Flute_and_Violin_and_other_Kentucky_Tales_and_Romances_PG_50597_0.txt 650 0.74 Holmes_Mary_Jane_Lena_Rivers_PG_12835.txt 1864 topic 46 words and high percentage chunks: boat 1489; steamer 1017; board 747; vessel 688; ship 686; deck 673; captain 660; men 608; water 505; time 447; shore 435; run 423; river 377; crew 369; sea 367; made 358; pilot 354; sail 347; schooner 343; blockade 327; vessels 298; flag 296; make 295; half 282; hour 268; order 265; boats 264; replied 254; port 250; side 246; commander 236; fast 227; officer 225; ahead 222; wheel 219; guns 216; added 215; put 214; continued 212; speed 211; fleet 207; lieutenant 203; ready 201; gun 196; cotton 190; aboard 184; point 183; stern 181; hands 179; wharf 177 0.87 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 2787 0.85 Evans_Augusta_J_Augusta_Jane_St_Elmo_PG_4553.txt 1130 0.85 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1592 0.84 Roe_Edward_Payson_His_Sombre_Rivals_PG_6128.txt 325 0.84 Stowe_Harriet_Beecher_Uncle_Tom_s_Cabin_PG_203.txt 1556 0.83 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 2546 0.83 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 1838 0.83 Stowe_Harriet_Beecher_Uncle_Tom_s_Cabin_PG_203.txt 3542 0.83 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 792 0.82 Evans_Augusta_J_Augusta_Jane_Infelice_PG_17718_8.txt 3099
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