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
In [ ]: