My-Actual-Final-Project.ipynb

Kernel: Python 3 (Anaconda 2020)

How Has Scholarship on China Changed?

Description:

This project came about due to my research interests in China and being interested in what position China has played in the development of the academic study of religion. So, I thought that if I wanted to be able to answer that question, I would need data from a source that was well established in the field. At that point, I knew that the Journal of Religion had been around since the 1880s, and Jstor has the Data for Research opition, so I thought why not pull data from Jstor specifically from the Journal of Religion that deals with China. Well, jstor only gave me data from 1921-2015, I assume this is due to copyright laws, but I not hundred percent sure on that. And, the data that Jstor gave me 664 xml files and ngrams. So, my first task was to figure out what I could do with this data. This file before you is after the fact--I'm pulling in everything that I done, into hopefully one nice and clean jupyter notebook.

#Import everything
# !pip install lda
from bs4 import BeautifulSoup
import lxml
import os
import pandas as pd
import plotly.express as px
import plotly.graph_objects as go
import glob
import re
import json
import csv
import lda 
import nltk
from nltk.corpus import stopwords
import collections
from nltk import tokenize
from nltk.sentiment.vader import SentimentIntensityAnalyzer
from sklearn.feature_extraction.text import CountVectorizer
from nltk import FreqDist
import spacy
from sklearn.feature_extraction.text import CountVectorizer
import numpy as np
from stop_words import get_stop_words
import matplotlib.pyplot as plt

#Let's take the XML data and turn it into something that is usable
def extract_xml_data(xml_content, data_field_list):
    data_from_article = {}
    for field in data_field_list:
        #print(field)
        
       
        try:
            content = soup.find(field).get_text()
            data_from_article[field] = content
        except:
            data_from_article[field] = 'Article' 
            
    return data_from_article

xml_files = os.listdir('Metadata')

all_data = {}
fields = ['given-names', 'surname', 'article-title', 'month', 'year', 'subject']

for each in xml_files:
    with open('Metadata/{}'.format(each), 'r') as f:
        ugly_xml = f.read()
    
    soup = BeautifulSoup(ugly_xml, 'xml')
    
    subject_value = soup.find('subject')
#     print(subject_value)
    
    all_data[each] = extract_xml_data(ugly_xml, fields)
    
#Now we can use the xml data to create a dataframe

What Type and Quantity of Scholarship on China was the Journal of Religion Publishing?

df_1 = pd.DataFrame.from_dict(all_data, orient='index')
df_1['date_time'] = pd.to_datetime(df_1['year'], format='%Y')

counts_df = df_1.groupby(['date_time', 'subject'], as_index=False)['article-title'].count()
counts_df = counts_df.rename(columns={'article-title': "counts"})

df_grouped = df_1.groupby(['date_time', 'subject'], dropna=False)['article-title'].count().to_frame()
df_grouped.reset_index(inplace=True)
df_grouped = df_grouped.rename(columns = {'article-title': 'article-count'})
# df_grouped
df_wide = df_grouped.pivot(columns = 'subject', index='date_time', values='article-count')
df_wide.index.name = None

fig = go.Figure()

fig.add_trace(go.Bar(x = counts_df['date_time'], y=counts_df['counts'], visible=True))

fig.update_layout(xaxis_tickangle=-45)

buttons = []
buttons.append(dict(method='restyle',
                        label='All',
                        visible=True,
                        args=[{'y':[counts_df['counts']],
                               'x':[counts_df['date_time']],
                               'type':'bar'}, [0]],
                        )
                  )
# button with one option for each dataframe
for col in df_wide.columns:
    buttons.append(dict(method='restyle',
                        label=col,
                        visible=True,
                        args=[{'y':[df_wide[col]],
                               'x':[df_wide.index],
                               'type':'bar'}, [0]],
                        )
                  )

# Create the menu
updatemenu = []

your_menu = dict()
updatemenu.append(your_menu)

updatemenu[0]['buttons'] = buttons
updatemenu[0]['direction'] = 'down'
updatemenu[0]['showactive'] = True

# print(updatemenu)

fig.update_layout(showlegend=False, updatemenus=updatemenu)

fig.show()

Description:

What intriques me here is that no type of scholarship with 'China' is being published from this journal in 1973 & 1974. While the main concentration of Scholarship takes place in the 1920s, with 1922 having the most publications at 27 with 25 being articles. So, my question, that I am unable to answer currently, is what is going on at this time for an increase interest in China?

If people are publishing about China, what is China in relation to?

What is most common word over time?

# I had to delete one file from both Metadata and word-count file due to the ngram1 file not containing any information. This was the file that I had to deletejournal-article-10.2307_1196540-ngram1.txt
#I found this awesome code, that stitches together the pub-year from the xml to the ngrams1! Here is the link https://github.com/sethsch/python-jstor-dfr

total_freq = {}

# The json schema here is {pub-year: {word: count}}

for xml in glob.iglob('Metadata/*.xml'):
    with open(xml) as f:
        bs = BeautifulSoup(f, "lxml-xml")
    
    # Extract pub lish year
    pub_year = bs.year
    year = int(str(pub_year)[6:10])
    
    total_freq[year] = total_freq.get(year, {})

    
    txt = xml.replace("Metadata", "word-count").replace(".xml", "-ngram1.txt")
    
    
    
    with open(txt) as t:
        for line in t:
            sub = re.split("\s+", line)
            word = sub[0]
            count = int(sub[1])
            
            if total_freq[year].get(word, 0) == 0:
                total_freq[year][word] = 0

            total_freq[year][word] += count

    
file = open("count.json", "w")
    
with file:
    json.dump(total_freq, file)

#Let's create our second dataframe
df_2 = pd.DataFrame.from_dict(total_freq, orient = 'index')

long_df = pd.melt(df_2, ignore_index = False)

/ext/anaconda2020.02/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3343: FutureWarning:

This dataframe has a column name that matches the 'value_name' column name of the resultiing Dataframe. In the future this will raise an error, please set the 'value_name' parameter of DataFrame.melt to a unique name.

long_df.reset_index(inplace=True)

#I tried creating a loop for removing stop words from the data frame but it pulled out the variable column, so I guess I'm doing this probably the worst way

long_df.drop(long_df.index[long_df['variable'] == 's'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '00'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '95'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '0'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '1'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'i'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'pp'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'has'], inplace = True)

long_df.drop(long_df.index[long_df['variable'] == 'new'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'which'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'from'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'his'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'its'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'have'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'all'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'he'], inplace = True)

long_df.drop(long_df.index[long_df['variable'] == 'one'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'been'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'pages'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'we'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'would'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'had'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'j'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'our'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'cloth'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'hardback'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'you'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'p'], inplace = True)

long_df.drop(long_df.index[long_df['variable'] == 'new'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'york'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'press'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'were'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'any'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'isbn'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '35'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '800'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '86554'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'ii'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'e'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'd'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'her'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'b'], inplace = True)

long_df.drop(long_df.index[long_df['variable'] == 'who'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'also'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'what'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'more'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'may'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'should'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'those'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'ibid'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '86554'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'h'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '6'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '50'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '3'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'car'], inplace = True)

long_df.drop(long_df.index[long_df['variable'] == 'same'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'l'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'see'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'my'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'so'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'between'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'other'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'us'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'she'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'many'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'work'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'can'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'your'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '2'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '4'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '75'], inplace = True)

long_df.drop(long_df.index[long_df['variable'] == 'only'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'them'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'than'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'factor'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '5'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'co'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'two'], inplace = True)

long_df.drop(long_df.index[long_df['variable'] == 'most'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'must'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'upon'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'me'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'do'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'cannot'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'when'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'some'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'through'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'people'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'much'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'w'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'm'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'person'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'does'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'him'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'st'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'm'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'yet'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'c'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'x'], inplace = True)

long_df.drop(long_df.index[long_df['variable'] == 'could'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'd'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'when'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'how'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'whether'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'yet'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'out'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'even'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'type'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'action'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'well'], inplace = True)

long_df.drop(long_df.index[long_df['variable'] == 'very'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'mr'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'dr'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'made'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'own'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'far'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'himself'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '25'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == '7'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'now'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'each'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'like'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'here'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'about'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'within'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'n'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 't'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'both'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'r'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'n'], inplace = True)

long_df.drop(long_df.index[long_df['variable'] == 'thus'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'itself'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'still'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'make'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'sense'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'focus'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'never'], inplace = True)
long_df.drop(long_df.index[long_df['variable'] == 'while'], inplace = True)

pd.set_option('display.max_row', 2000)

top_ten_words = long_df.groupby('index').apply(lambda x : x.sort_values(by = 'value', ascending = False).head(10).reset_index(drop = True))
top_fifteen_words = long_df.groupby('index').apply(lambda x : x.sort_values(by = 'value', ascending = False).head(15).reset_index(drop = True))

Top Ten Words Over Time

top_ten_words

Top Fifteen Words Over Time

top_fifteen_words

Description:

So, it seems that earliery on you will find "Christian," "Christianity,"and "Church" in the top ten and top fifteen words. Which helps confirm some of my suspicions that people are only interested in China early on for the purpose of Missionary work. But without the ability to do a close reading of the documents, I can't confirm this. Because, Jstor doesn't give you that type of data.

Now, at this point in this project, I wasn't sure what to do, because a part of this assignment was to do three different analysis techniques, and I couldn't figure out how to do a different analysis with the data that Jstor gave me. Now, I'm not saying you couldn't, I'm saying that I wasn't sure what I could. Plus, I spent several hours trying to things, so I was done with this data. And, I thought to myself, well why don't you use an older text so that you can look at how scholars/authors are representing China. So, I was going to use Russell Betrand's The Problem of China, because it was published in the year 1922, but I guess either the text file is too large or I don't have enough memory, because the word count function basically broke trying to run using that document. So, I decided to use the book An Australian in China by George Ernest Morrison, originally published by 1895.

Representations of China in An Australian in China

What are the most common words?

What are the topics of this book?

Is China being portrayed negatively or postively?

#Load in the text

text_file = "texts-on-china/19172.txt"

with open(text_file, 'r') as f:
    content = f.read()

wordlist = content.split()

wordfreq = []

for word in wordlist:
    wordfreq.append(wordlist.count(word))

word_dictionary = dict(zip(wordlist, wordfreq))

word_dictionary.items()

dict_items([('Project', 78), ("Gutenberg's", 2), ('An', 29), ('Australian', 5), ('in', 2165), ('China,', 104), ('by', 632), ('George', 5), ('Ernest', 3), ('Morrison', 3), ('This', 49), ('eBook', 5), ('is', 1113), ('for', 620), ('the', 6458), ('use', 30), ('of', 3507), ('anyone', 10), ('anywhere', 3), ('at', 425), ('no', 203), ('cost', 21), ('and', 2450), ('with', 944), ('almost', 43), ('restrictions', 2), ('whatsoever.', 3), ('You', 17), ('may', 65), ('copy', 8), ('it,', 38), ('give', 33), ('it', 389), ('away', 36), ('or', 266), ('re-use', 2), ('under', 122), ('terms', 28), ('Gutenberg', 19), ('License', 8), ('included', 4), ('this', 283), ('online', 4), ('www.gutenberg.org', 2), ('Title:', 1), ('China', 171), ('Being', 1), ('Narrative', 1), ('a', 1991), ('Quiet', 1), ('Journey', 1), ('Across', 1), ('to', 2151), ('Burma', 30), ('Author:', 1), ('Release', 1), ('Date:', 1), ('September', 2), ('4,', 3), ('2006', 1), ('[EBook', 1), ('#19172]', 1), ('Language:', 1), ('English', 37), ('Character', 1), ('set', 23), ('encoding:', 1), ('ASCII', 1), ('***', 6), ('START', 1), ('OF', 70), ('THIS', 6), ('PROJECT', 4), ('GUTENBERG', 3), ('EBOOK', 2), ('AN', 4), ('AUSTRALIAN', 4), ('IN', 33), ('CHINA', 17), ('Produced', 2), ('Thierry', 2), ('Alberto', 2), ('Online', 2), ('Distributed', 2), ('Proofreading', 2), ('Team', 2), ('http://www.pgdp.net', 2), ('*', 20), ('+------------------------------------------------------------+', 4), ('|', 218), ("Transcriber's", 1), ('Note:', 1), ('Obvious', 1), ('typographical', 1), ('errors', 2), ('have', 273), ('been', 241), ('corrected', 3), ('text.', 1), ('For', 40), ('complete', 6), ('list,', 1), ('please', 2), ('see', 69), ('bottom', 2), ('document.', 1), ('Macrons', 1), ('are', 570), ('shown', 15), ('as', 565), ('[=o]', 1), ('[=u]', 1), ('[Illustration:', 31), ('THE', 110), ('AUTHOR', 2), ('WESTERN', 7), ('CHINA.]', 4), ('BEING', 1), ('NARRATIVE', 1), ('A', 101), ('QUIET', 1), ('JOURNEY', 11), ('ACROSS', 1), ('TO', 28), ('BURMA', 3), ('BY', 3), ('GEORGE', 1), ('ERNEST', 1), ('MORRISON', 1), ('M.D.', 2), ('EDIN.,', 1), ('F.R.G.S.', 1), ('_THIRD', 1), ('EDITION_', 1), ('LONDON:', 1), ('HORACE', 1), ('COX', 1), ('WINDSOR', 1), ('HOUSE,', 1), ("BREAM'S", 1), ('BUILDINGS', 1), ('E.C.', 1), ('MDCCCCII', 1), ('JOHN', 1), ('CHIENE,', 1), ('M.D.,', 1), ('F.R.C.S.E.,', 1), ('F.R.S.E.,', 1), ('ETC.,', 1), ('PROFESSOR', 1), ('SURGERY', 1), ('UNIVERSITY', 1), ('EDINBURGH,', 1), ('WHO', 1), ('GAVE', 1), ('ME', 1), ('BACK', 1), ('POWER', 1), ('LOCOMOTION.', 1), ('I', 876), ('GRATEFULLY', 1), ('INSCRIBE', 1), ('VOLUME.', 1), ('CONTENTS.', 1), ('CHAPTER', 46), ('I.', 4), ('PAGES', 1), ('INTRODUCTORY--MAINLY', 2), ('ABOUT', 6), ('MISSIONARIES', 4), ('AND', 34), ('CITY', 25), ('HANKOW', 2), ('1-11', 1), ('II.', 2), ('FROM', 15), ('WANHSIEN,', 4), ('WITH', 13), ('SOME', 12), ('ACCOUNT', 2), ('CHINESE', 15), ('WOMEN', 2), ('RAPIDS', 2), ('YANGTSE', 5), ('12-23', 1), ('III.', 2), ('WANHSIEN', 2), ('CHUNGKING', 5), ('24-34', 1), ('IV.', 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('Mississippi', 1), ('granted', 1), ('Revenue', 1), ("Foundation's", 3), ('EIN', 1), ('federal', 2), ('identification', 1), ('64-6221541.', 1), ('http://pglaf.org/fundraising.', 1), ('Contributions', 1), ('deductible', 1), ('U.S.', 3), ("state's", 1), ('laws.', 1), ('4557', 1), ('Melan', 1), ('Fairbanks,', 1), ('AK,', 1), ('99712.,', 1), ('locations.', 1), ('809', 1), ('Lake', 1), ('UT', 1), ('84116,', 1), ('(801)', 1), ('596-1887,', 1), ('email', 2), ('[email protected].', 1), ('Email', 1), ('contact', 3), ('http://pglaf.org', 2), ('information:', 1), ('Gregory', 1), ('Newby', 1), ('Executive', 1), ('Director', 1), ('[email protected]', 1), ('Donations', 2), ('accessible', 1), ('outdated', 1), ('($1', 1), ('$5,000)', 1), ('IRS.', 1), ('regulating', 1), ('charities', 1), ('charitable', 1), ('Compliance', 1), ('paperwork', 1), ('requirements.', 1), ('solicit', 2), ('locations', 1), ('confirmation', 1), ('compliance.', 1), ('SEND', 1), ('DONATIONS', 1), ('determine', 1), ('solicitation', 1), ('requirements,', 1), ('prohibition', 1), ('accepting', 1), ('unsolicited', 1), ('donors', 1), ('donate.', 1), ('International', 1), ('staff.', 1), ('Please', 1), ('Web', 3), ('donation', 1), ('addresses.', 1), ('checks,', 1), ('donations.', 1), ('donate,', 1), ('visit:', 1), ('http://pglaf.org/donate', 1), ('5.', 1), ('About', 1), ('Hart', 1), ('originator', 1), ('library', 1), ('anyone.', 1), ('eBooks', 3), ('network', 1), ('volunteer', 1), ('support.', 1), ('editions,', 1), ('Public', 1), ('Domain', 1), ('included.', 1), ('edition.', 1), ('PG', 1), ('facility:', 1), ('http://www.gutenberg.org', 1), ('Gutenberg-tm,', 1), ('subscribe', 1), ('newsletter', 1)])

sorted_dictionary = sorted(word_dictionary.items(), key=lambda x: x[1], reverse=True)

#function that counts words
def count_words(textblock):
    wordlist = textblock.split()
    wordfreq = []
    for word in wordlist:
        wordfreq.append(wordlist.count(word))
    word_dictionary = dict(zip(wordlist, wordfreq))
    sorted_dictionary = sorted(word_dictionary.items(), key=lambda x: x[1], reverse=True)
    
    return (sorted_dictionary)

no_punct = re.sub(r'[^\w\s]', '', content)

cleaned_text = re.sub(r'[_]', '', no_punct)

#Let's customize the stopwords
stopwords = nltk.corpus.stopwords.words('english')
newStopWords = ['project','gutenbergs', 'gutenberg','wwwgutenbergorg','httpwwwpgdpnet', 'ebook', 'online','anyone','anywhere','use','terms', 'httpwwwgutenbergorg', 'one','two','three','many','every','way','day','would','could','years','days','us','may','among','came','page','well','left','upon','said','never','mr','even','made','see','cited','like','seen','gutenbergtm','yet','must','still','whose']
stopwords.extend(newStopWords)

filtered_content = []

for word in cleaned_text.lower().split():
    if word not in stopwords:
        filtered_content.append(word)
    else:
        pass

df_3 = pd.DataFrame.from_dict(count_words(" ".join(filtered_content)))

df_3.columns =['Word', 'Count']

my_frame = df_3.head(20)
fig = plt.figure(figsize = (5, 5))
ax = fig.add_subplot(111)

ax.table(cellText = my_frame.values,
          rowLabels = my_frame.index,
          colLabels = my_frame.columns,
          loc = "center"
         )
ax.set_title("Top 20 Words ")

ax.axis("off");

Description:

So, I have never read this book before, but what strikes me of interest is that mission is used 147 times, missionary is used 96 times, and opium is used 93 times. Which tells me that this book takes place a little after the second opium war. And, since the story is supposed to be recounting someone time in China, I'm guessing they saw the impact of opium wars.

#Topic Modeling, Thanks Jack!
def topical(content,n_topics,n_top_words):
    txt_1 = "".join(content).lower()
    txt_paragraphs = txt_1.split("\n\n")
    vectorizer = CountVectorizer(stop_words="english")
    X = vectorizer.fit_transform(txt_paragraphs)
    model = lda.LDA(n_topics, n_iter=1500, random_state=1)
    model.fit(X)
    vocab = vectorizer.get_feature_names()
    topic_word = model.topic_word_
    for i, topic_dist in enumerate(topic_word):
        topic_words = np.array(vocab)[np.argsort(topic_dist)][:-(n_top_words+1):-1]
        print('Topic {}: {}'.format(i, ' '.join(topic_words)))
    return()

topical(content,20,10)

INFO:lda:n_documents: 1222
INFO:lda:vocab_size: 10046
INFO:lda:n_words: 43093
INFO:lda:n_topics: 20
INFO:lda:n_iter: 1500
WARNING:lda:all zero row in document-term matrix found
INFO:lda:<0> log likelihood: -585460
INFO:lda:<10> log likelihood: -423334
INFO:lda:<20> log likelihood: -413359
INFO:lda:<30> log likelihood: -407552
INFO:lda:<40> log likelihood: -403971
INFO:lda:<50> log likelihood: -401480
INFO:lda:<60> log likelihood: -400605
INFO:lda:<70> log likelihood: -398982
INFO:lda:<80> log likelihood: -397875
INFO:lda:<90> log likelihood: -397123
INFO:lda:<100> log likelihood: -396418
INFO:lda:<110> log likelihood: -395760
INFO:lda:<120> log likelihood: -395235
INFO:lda:<130> log likelihood: -394964
INFO:lda:<140> log likelihood: -394211
INFO:lda:<150> log likelihood: -393800
INFO:lda:<160> log likelihood: -394033
INFO:lda:<170> log likelihood: -393586
INFO:lda:<180> log likelihood: -393486
INFO:lda:<190> log likelihood: -393160
INFO:lda:<200> log likelihood: -393043
INFO:lda:<210> log likelihood: -392540
INFO:lda:<220> log likelihood: -392788
INFO:lda:<230> log likelihood: -392845
INFO:lda:<240> log likelihood: -392479
INFO:lda:<250> log likelihood: -392868
INFO:lda:<260> log likelihood: -392463
INFO:lda:<270> log likelihood: -392762
INFO:lda:<280> log likelihood: -392580
INFO:lda:<290> log likelihood: -392096
INFO:lda:<300> log likelihood: -391870
INFO:lda:<310> log likelihood: -392269
INFO:lda:<320> log likelihood: -392451
INFO:lda:<330> log likelihood: -392250
INFO:lda:<340> log likelihood: -392510
INFO:lda:<350> log likelihood: -392085
INFO:lda:<360> log likelihood: -391846
INFO:lda:<370> log likelihood: -392431
INFO:lda:<380> log likelihood: -392124
INFO:lda:<390> log likelihood: -392735
INFO:lda:<400> log likelihood: -392019
INFO:lda:<410> log likelihood: -391730
INFO:lda:<420> log likelihood: -392158
INFO:lda:<430> log likelihood: -391937
INFO:lda:<440> log likelihood: -391579
INFO:lda:<450> log likelihood: -391693
INFO:lda:<460> log likelihood: -391147
INFO:lda:<470> log likelihood: -391891
INFO:lda:<480> log likelihood: -391929
INFO:lda:<490> log likelihood: -391430
INFO:lda:<500> log likelihood: -391774
INFO:lda:<510> log likelihood: -391940
INFO:lda:<520> log likelihood: -391704
INFO:lda:<530> log likelihood: -391601
INFO:lda:<540> log likelihood: -391470
INFO:lda:<550> log likelihood: -391317
INFO:lda:<560> log likelihood: -391989
INFO:lda:<570> log likelihood: -391638
INFO:lda:<580> log likelihood: -391558
INFO:lda:<590> log likelihood: -391931
INFO:lda:<600> log likelihood: -391436
INFO:lda:<610> log likelihood: -391354
INFO:lda:<620> log likelihood: -391802
INFO:lda:<630> log likelihood: -391182
INFO:lda:<640> log likelihood: -391797
INFO:lda:<650> log likelihood: -391590
INFO:lda:<660> log likelihood: -391403
INFO:lda:<670> log likelihood: -391055
INFO:lda:<680> log likelihood: -391208
INFO:lda:<690> log likelihood: -391535
INFO:lda:<700> log likelihood: -391166
INFO:lda:<710> log likelihood: -391791
INFO:lda:<720> log likelihood: -391799
INFO:lda:<730> log likelihood: -391121
INFO:lda:<740> log likelihood: -391225
INFO:lda:<750> log likelihood: -391325
INFO:lda:<760> log likelihood: -391922
INFO:lda:<770> log likelihood: -391804
INFO:lda:<780> log likelihood: -391421
INFO:lda:<790> log likelihood: -391705
INFO:lda:<800> log likelihood: -391509
INFO:lda:<810> log likelihood: -391466
INFO:lda:<820> log likelihood: -391289
INFO:lda:<830> log likelihood: -391193
INFO:lda:<840> log likelihood: -390978
INFO:lda:<850> log likelihood: -391428
INFO:lda:<860> log likelihood: -391489
INFO:lda:<870> log likelihood: -391259
INFO:lda:<880> log likelihood: -391254
INFO:lda:<890> log likelihood: -391438
INFO:lda:<900> log likelihood: -391279
INFO:lda:<910> log likelihood: -391784
INFO:lda:<920> log likelihood: -391422
INFO:lda:<930> log likelihood: -391167
INFO:lda:<940> log likelihood: -391258
INFO:lda:<950> log likelihood: -391162
INFO:lda:<960> log likelihood: -391497
INFO:lda:<970> log likelihood: -391251
INFO:lda:<980> log likelihood: -391848
INFO:lda:<990> log likelihood: -391531
INFO:lda:<1000> log likelihood: -391267
INFO:lda:<1010> log likelihood: -391538
INFO:lda:<1020> log likelihood: -391446
INFO:lda:<1030> log likelihood: -391241
INFO:lda:<1040> log likelihood: -391674
INFO:lda:<1050> log likelihood: -391355
INFO:lda:<1060> log likelihood: -390799
INFO:lda:<1070> log likelihood: -391406
INFO:lda:<1080> log likelihood: -391153
INFO:lda:<1090> log likelihood: -391385
INFO:lda:<1100> log likelihood: -391238
INFO:lda:<1110> log likelihood: -391335
INFO:lda:<1120> log likelihood: -391173
INFO:lda:<1130> log likelihood: -391095
INFO:lda:<1140> log likelihood: -391284
INFO:lda:<1150> log likelihood: -391067
INFO:lda:<1160> log likelihood: -391268
INFO:lda:<1170> log likelihood: -391355
INFO:lda:<1180> log likelihood: -391187
INFO:lda:<1190> log likelihood: -390652
INFO:lda:<1200> log likelihood: -391268
INFO:lda:<1210> log likelihood: -390689
INFO:lda:<1220> log likelihood: -391177
INFO:lda:<1230> log likelihood: -391290
INFO:lda:<1240> log likelihood: -390926
INFO:lda:<1250> log likelihood: -390747
INFO:lda:<1260> log likelihood: -390999
INFO:lda:<1270> log likelihood: -390956
INFO:lda:<1280> log likelihood: -390977
INFO:lda:<1290> log likelihood: -390717
INFO:lda:<1300> log likelihood: -390847
INFO:lda:<1310> log likelihood: -391193
INFO:lda:<1320> log likelihood: -391320
INFO:lda:<1330> log likelihood: -391312
INFO:lda:<1340> log likelihood: -391065
INFO:lda:<1350> log likelihood: -391109
INFO:lda:<1360> log likelihood: -391593
INFO:lda:<1370> log likelihood: -391371
INFO:lda:<1380> log likelihood: -391012
INFO:lda:<1390> log likelihood: -391280
INFO:lda:<1400> log likelihood: -391168
INFO:lda:<1410> log likelihood: -391196
INFO:lda:<1420> log likelihood: -391224
INFO:lda:<1430> log likelihood: -391105
INFO:lda:<1440> log likelihood: -390853
INFO:lda:<1450> log likelihood: -391390
INFO:lda:<1460> log likelihood: -390827
INFO:lda:<1470> log likelihood: -390626
INFO:lda:<1480> log likelihood: -391102
INFO:lda:<1490> log likelihood: -390886
INFO:lda:<1499> log likelihood: -390866

Topic 0: mission missionary missionaries china mr inland little time work years
Topic 1: men miles day days journey coolies way li long road
Topic 2: river road valley feet mountain bridge high town little plain
Topic 3: cash yunnan gold silver money capital 100 taels number cost
Topic 4: chinese said english foreign came room told words understand crowd
Topic 5: china chinese years known seen family sent love told far
Topic 6: death children dead wife living mother woman way husband girls
Topic 7: burma bhamo china burmese british journey soldiers men officer western
Topic 8: gutenberg project tm work works foundation terms electronic agreement states
Topic 9: opium china chinese shall pipe poppy chairen large grown eye
Topic 10: chinese china yunnan chungking yangtse telegraph customs mr provinces french
Topic 11: cited rev dr infanticide john university worship peking sir high
Topic 12: river boat water bank like men time junk rapid moment
Topic 13: room rice inn tea street poor little brought good people
Topic 14: city province yamen town gate magistrate yunnan tali west wall
Topic 15: temple chinese built priests stone fort centre near cut gods
Topic 16: chinese shan sun women feet town dressed blue yellow white
Topic 17: man came young years went saw did men morning father
Topic 18: china chinese chinaman says god man does england country western
Topic 19: page replaced yunnan chapter city chungking suifu chaotong hsien chang

()

Description:

Here are twenty topics in ten words.And, I think that these topics help make sense of the top twenty words!

# Does this book portray China in a negative or postive light? Let's do a sentiment analysis

with open('texts-on-china/19172.txt', 'r') as f:
    content = f.readlines()

#I'm trying to see when the book actually starts
content[:257]

["Project Gutenberg's An Australian in China, by George Ernest Morrison\n",
 '\n',
 'This eBook is for the use of anyone anywhere at no cost and with\n',
 'almost no restrictions whatsoever.  You may copy it, give it away or\n',
 're-use it under the terms of the Project Gutenberg License included\n',
 'with this eBook or online at www.gutenberg.org\n',
 '\n',
 '\n',
 'Title: An Australian in China\n',
 '       Being the Narrative of a Quiet Journey Across China to Burma\n',
 '\n',
 'Author: George Ernest Morrison\n',
 '\n',
 'Release Date: September 4, 2006 [EBook #19172]\n',
 '\n',
 'Language: English\n',
 '\n',
 'Character set encoding: ASCII\n',
 '\n',
 '*** START OF THIS PROJECT GUTENBERG EBOOK AN AUSTRALIAN IN CHINA ***\n',
 '\n',
 '\n',
 '\n',
 '\n',
 'Produced by Thierry Alberto and the Online Distributed\n',
 'Proofreading Team at http://www.pgdp.net\n',
 '\n',
 '\n',
 '\n',
 '\n',
 '\n',
 '       *       *       *       *       *\n',
 '    +------------------------------------------------------------+\n',
 "    | Transcriber's Note:                                        |\n",
 '    |                                                            |\n',
 '    | Obvious typographical errors have been corrected in        |\n',
 '    | this text. For a complete list, please see the bottom of   |\n',
 '    | this document.                                             |\n',
 '    |                                                            |\n',
 '    | Macrons are shown as [=o] and [=u]                         |\n',
 '    |                                                            |\n',
 '    +------------------------------------------------------------+\n',
 '\n',
 '       *       *       *       *       *\n',
 '\n',
 '[Illustration: THE AUTHOR IN WESTERN CHINA.]\n',
 '\n',
 '\n',
 'AN AUSTRALIAN IN CHINA\n',
 '\n',
 'BEING THE NARRATIVE OF A QUIET JOURNEY ACROSS CHINA TO BURMA\n',
 '\n',
 'BY GEORGE ERNEST MORRISON M.D. EDIN., F.R.G.S.\n',
 '\n',
 '\n',
 '_THIRD EDITION_\n',
 '\n',
 "LONDON: HORACE COX WINDSOR HOUSE, BREAM'S BUILDINGS E.C.\n",
 '\n',
 'MDCCCCII\n',
 '\n',
 '\n',
 'TO\n',
 '\n',
 'JOHN CHIENE, M.D.,\n',
 '\n',
 'F.R.C.S.E., F.R.S.E., ETC.,\n',
 '\n',
 'PROFESSOR OF SURGERY IN THE UNIVERSITY OF EDINBURGH,\n',
 '\n',
 'WHO GAVE ME BACK THE POWER OF LOCOMOTION.\n',
 '\n',
 'I GRATEFULLY\n',
 '\n',
 'INSCRIBE THIS VOLUME.\n',
 '\n',
 '\n',
 '\n',
 '\n',
 'CONTENTS.\n',
 '\n',
 '\n',
 '\n',
 '  CHAPTER I.                                              PAGES\n',
 '  INTRODUCTORY--MAINLY ABOUT MISSIONARIES AND THE CITY\n',
 '  OF HANKOW                                                1-11\n',
 '\n',
 '  CHAPTER II.\n',
 '  FROM HANKOW TO WANHSIEN, WITH SOME ACCOUNT OF\n',
 '  CHINESE WOMEN AND THE RAPIDS OF THE YANGTSE             12-23\n',
 '\n',
 '  CHAPTER III.\n',
 '  THE CITY OF WANHSIEN, AND THE JOURNEY FROM WANHSIEN\n',
 '  TO CHUNGKING                                            24-34\n',
 '\n',
 '  CHAPTER IV.\n',
 '  THE CITY OF CHUNGKING--THE CHINESE CUSTOMS--THE\n',
 '  FAMOUS MONSIEUR HAAS, AND A FEW WORDS ON\n',
 '  THE OPIUM FALLACY                                       35-49\n',
 '\n',
 '  CHAPTER V.\n',
 '  THE JOURNEY FROM CHUNGKING TO SUIFU--CHINESE INNS       50-62\n',
 '\n',
 '  CHAPTER VI.\n',
 '  THE CITY OF SUIFU--THE CHINA INLAND MISSION, WITH\n',
 '  SOME GENERAL REMARKS ABOUT MISSIONARIES IN CHINA        63-75\n',
 '\n',
 '  CHAPTER VII.\n',
 '  SUIFU TO CHAOTONG, WITH SOME REMARKS ON THE\n',
 '  PROVINCE OF YUNNAN--CHINESE PORTERS, POSTAL\n',
 '  ARRANGEMENTS, AND BANKS                                 76-96\n',
 '\n',
 '  CHAPTER VIII.\n',
 '  THE CITY OF CHAOTONG, WITH SOME REMARKS ON ITS\n',
 '  POVERTY, INFANTICIDE, SELLING FEMALE CHILDREN\n',
 '  INTO SLAVERY, TORTURES, AND THE CHINESE INSENSIBILITY\n',
 '  TO PAIN                                                97-106\n',
 '\n',
 '  CHAPTER IX.\n',
 '  MAINLY ABOUT CHINESE DOCTORS                          107-114\n',
 '\n',
 '  CHAPTER X.\n',
 '  THE JOURNEY FROM CHAOTONG TO TONGCHUAN                115-124\n',
 '\n',
 '  CHAPTER XI.\n',
 '  THE CITY OF TONGCHUAN, WITH SOME REMARKS UPON\n',
 '  INFANTICIDE                                           125-134\n',
 '\n',
 '  CHAPTER XII.\n',
 '  TONGCHUAN TO YUNNAN CITY                              135-147\n',
 '\n',
 '  CHAPTER XIII.\n',
 '  AT YUNNAN CITY                                        148-157\n',
 '\n',
 '  CHAPTER XIV.\n',
 '  GOLD, BANKS, AND TELEGRAPHS IN YUNNAN                 158-170\n',
 '\n',
 '  CHAPTER XV.\n',
 '  THE FRENCH MISSION AND THE ARSENAL IN YUNNAN CITY     171-182\n',
 '\n',
 '  CHAPTER XVI.\n',
 '  THE JOURNEY FROM YUNNAN CITY TO TALIFU                183-201\n',
 '\n',
 '  CHAPTER XVII.\n',
 '  THE CITY OF TALI--PRISONS--POISONING--PLAGUES AND\n',
 '  MISSIONS                                              202-217\n',
 '\n',
 '  CHAPTER XVIII.\n',
 '  THE JOURNEY FROM TALI, WITH SOME REMARKS ON THE\n',
 '  CHARACTER OF THE CANTONESE, CHINESE EMIGRANTS,\n',
 '  CRETINS, AND WIFE-BEATING IN CHINA                    218-232\n',
 '\n',
 '  CHAPTER XIX.\n',
 '  THE MEKONG AND SALWEEN RIVERS--HOW TO TRAVEL\n',
 '  IN CHINA                                              233-243\n',
 '\n',
 '  CHAPTER XX.\n',
 '  THE CITY OF TENGYUEH--THE CELEBRATED WUNTHO\n',
 '  SAWBWA--SHAN SOLDIERS                                 244-259\n',
 '\n',
 '  CHAPTER XXI.\n',
 '  THE SHAN TOWN OF SANTA, AND MANYUEN, THE SCENE\n',
 "  OF CONSUL MARGARY'S MURDER                            260-269\n",
 '\n',
 '  CHAPTER XXII.\n',
 '  CHINA AS A FIGHTING POWER--THE KACHINS--AND THE\n',
 '  LAST STAGE INTO BHAMO                                 270-281\n',
 '\n',
 '  CHAPTER XXIII.\n',
 '  BHAMO, MANDALAY, RANGOON, AND CALCUTTA                282-291\n',
 '\n',
 '\n',
 '\n',
 '\n',
 'ILLUSTRATIONS.\n',
 '\n',
 '_Mostly from Photographs by_ MR. C. JENSEN _of the Imperial Chinese\n',
 'Telegraphs._\n',
 '\n',
 '\n',
 '  THE AUTHOR IN WESTERN CHINA                    _Frontispiece._\n',
 '\n',
 "  THE AUTHOR'S CHINESE PASSPORT                        _page_ 8\n",
 '\n',
 '  ON A BALCONY IN WESTERN CHINA                              14\n',
 '\n',
 '  THE RIVER YANGTSE AT TUNG-LO-HSIA                          34\n',
 '\n',
 '  MEMORIAL ARCHWAY AT THE FORT OF FU-TO-KUAN                 34\n',
 '\n',
 '  CHUNGKING, FROM THE OPPOSITE BANK OF THE YANGTSE           38\n',
 '\n',
 '  A TEMPLE THEATRE IN CHUNGKING                              44\n',
 '\n',
 '  ON THE MAIN ROAD TO SUIFU                                  52\n',
 '\n',
 '  CULTIVATION IN TERRACES                                    58\n',
 '\n',
 '  SCENE IN SZECHUEN                                          58\n',
 '\n',
 '  OPIUM-SMOKING                                              72\n',
 '\n',
 '  A TEMPLE IN SZECHUEN                                       84\n',
 '\n',
 '  LAOWATAN                                                   84\n',
 '\n',
 '  THE OPIUM-SMOKER OF ROMANCE                                93\n',
 '\n',
 '  PAGODA BY THE WAYSIDE, WESTERN CHINA                      118\n',
 '\n',
 '  THE BIG EAST GATE OF YUNNAN CITY                          146\n',
 '\n',
 '  VIEW IN YUNNAN CITY                                       156\n',
 '\n',
 '  SOLDIERS ON THE WALL OF YUNNAN CITY                       168\n',
 '\n',
 '  THE PAGODA OF YUNNAN CITY, 250 FEET HIGH                  174\n',
 '\n',
 '  THE VICEROY OF TWO PROVINCES                              180\n',
 '\n',
 "  THE AUTHOR'S CHINESE NAME                                 182\n",
 '\n',
 '  THE GIANT OF YUNNAN                                       184\n',
 '\n',
 '  THE "EAGLE NEST BARRIER," ON THE ROAD TO TALIFU           192\n',
 '\n',
 '  SNOW-CLAD MOUNTAINS BEHIND TALIFU                         204\n',
 '\n',
 '  MEMORIAL IN A TEMPLE NEAR TALIFU                          220\n',
 '\n',
 '  THE DESCENT TO THE RIVER MEKONG                           232\n',
 '\n',
 '  INSIDE VIEW OF A SUSPENSION BRIDGE                        236\n',
 '\n',
 '  THE RIVER SALWEEN                                         240\n',
 '\n',
 '  THE RIVER SHWELI AND ITS SUSPENSION BRIDGE                242\n',
 '\n',
 '  THE SUBURB BEYOND THE SOUTH GATE OF TENGYUEH              250\n',
 '\n',
 '  CHINESE MAP OF CHUNGKING                                  292\n',
 '\n',
 '  ROUGH SKETCH-MAP OF CHINA AND BURMA                  _at end._\n',
 '\n',
 '\n',
 '\n',
 '\n',
 'AN AUSTRALIAN IN CHINA.\n',
 '\n',
 '\n',
 '\n',
 '\n',
 'CHAPTER I.\n',
 '\n',
 'INTRODUCTORY--MAINLY ABOUT MISSIONARIES AND THE CITY OF HANKOW.\n',
 '\n',
 '\n']

#modify the content so that it starts with the actual text and not with the gutenberg stuff. 
edited_content = content[257:]

pattern = "\w[A-Z]+[.]"
edited_content = re.sub(pattern, "", " ".join(edited_content))

lines_list = tokenize.sent_tokenize(edited_content)

sid = SentimentIntensityAnalyzer()

for sentence in lines_list[40:70]:
     print(sentence)
     ss = sid.polarity_scores(sentence)
     for k in sorted(ss):
         print('{0}: {1}, '.format(k, ss[k]), end='')
     print()

He has iron and coal mines, with a railway seventeen
 miles long from the mines to the river, and specially constructed
 river-steamers and special hoisting machinery at the river-banks.
compound: 0.4019, neg: 0.0, neu: 0.909, pos: 0.091, 
Money
 he has poured out like water; he is probably the only important official
 in China who will leave office a poor man.
compound: -0.0, neg: 0.162, neu: 0.677, pos: 0.162, 
Acting as private secretary to the Viceroy is a clever Chinese named Kaw
 Hong Beng, the author of _Defensio Populi_, that often-quoted attack
 upon missionary methods which appeared first in _The North China Daily
 News_.
compound: -0.0258, neg: 0.081, neu: 0.84, pos: 0.079, 
A linguist of unusual ability, who publishes in _The Daily News_
 translations from Heine in English verse, Kaw is gifted with a rare
 command over the resources of English.
compound: 0.3182, neg: 0.0, neu: 0.919, pos: 0.081, 
He is a Master of Arts of the
 University of Edinburgh.
compound: 0.0, neg: 0.0, neu: 1.0, pos: 0.0, 
Yet, strange paradox, notwithstanding that he
 had the privilege of being trained in the most pious and earnest
 community in the United Kingdom, under the lights of the United
 Presbyterian Kirk, Free Kirk, Episcopalian Church, and _The_ Kirk, not
 to mention a large and varied assortment of Dissenting Churches of more
 or less dubious orthodoxy, he is openly hostile to the introduction of
 Christianity into China.
compound: 0.8268, neg: 0.104, neu: 0.707, pos: 0.189, 
And nowhere in China is the opposition to the
 introduction of Christianity more intense than in the Yangtse valley.
compound: 0.1513, neg: 0.0, neu: 0.919, pos: 0.081, 
In
 this intensity many thoughtful missionaries see the greater hope of the
 ultimate conversion of this portion of China; opposition they say is a
 better aid to missionary success than mere apathy.
compound: 0.9081, neg: 0.053, neu: 0.598, pos: 0.349, 
During the time I was in China, I met large numbers of missionaries of
 all classes, in many cities from Peking to Canton, and they unanimously
 expressed satisfaction at the progress they are making in China.
compound: 0.6908, neg: 0.0, neu: 0.849, pos: 0.151, 
Expressed succinctly, their harvest may be described as amounting to a
 fraction more than two Chinamen per missionary per annum.
compound: 0.0, neg: 0.0, neu: 1.0, pos: 0.0, 
If, however,
 the paid ordained and unordained native helpers be added to the number
 of missionaries, you find that the aggregate body converts nine-tenths
 of a Chinaman per worker per annum; but the missionaries deprecate their
 work being judged by statistics.
compound: 0.1779, neg: 0.0, neu: 0.934, pos: 0.066, 
There are 1511 Protestant missionaries
 labouring in the Empire; and, estimating their results from the
 statistics of previous years as published in the _Chinese Recorder_, we
 find that they gathered last year (1893) into the fold 3127 Chinese--not
 all of whom it is feared are genuine Christians--at a cost of _L350,000_,
 a sum equal to the combined incomes of the ten chief London hospitals.
compound: -0.4939, neg: 0.05, neu: 0.95, pos: 0.0, 
Hankow itself swarms with missionaries, "who are unhappily divided into
 so many sects, that even a foreigner is bewildered by their number, let
 alone the heathen to whom they are accredited."
compound: -0.5574, neg: 0.148, neu: 0.813, pos: 0.039, 
(Medhurst.)
compound: 0.0, neg: 0.0, neu: 1.0, pos: 0.0, 
Dwelling in well-deserved comfort in and around the foreign settlement,
 there are members of the London Missionary Society, of the Tract
 Society, of the Local Tract Society, of the British and Foreign Bible
 Society, of the National Bible Society of Scotland, of the American
 Bible Society; there are Quaker missionaries, Baptist, Wesleyan, and
 Independent missionaries of private means; there are members of the
 Church Missionary Society, of the American Board of Missions, and of the
 American High Church Episcopal Mission; there is a Medical Mission in
 connection with the London Missionary Society, there is a flourishing
 French Mission under a bishop, the "_Missions etrangeres de Paris_," a
 Mission of Franciscan Fathers, most of whom are Italian, and a Spanish
 Mission of the Order of St. Augustine.
compound: 0.3818, neg: 0.0, neu: 0.971, pos: 0.029, 
The China Inland Mission has its chief central distributing station at
 Hankow, and here also are the headquarters of a Scandinavian Mission, of
 a Danish Mission, and of an unattached mission, most of the members of
 which are also Danish.
compound: 0.0, neg: 0.0, neu: 1.0, pos: 0.0, 
Where there are so many missions, of so many
 different sects, and holding such widely divergent views, it is, I
 suppose, inevitable that each mission should look with some disfavour
 upon the work done by its neighbours, should have some doubts as to the
 expediency of their methods, and some reasonable misgivings as to the
 genuineness of their conversions.
compound: -0.296, neg: 0.037, neu: 0.963, pos: 0.0, 
The Chinese "Rice Christians," those spurious Christians who become
 converted in return for being provided with rice, are just those who
 profit by these differences of opinion, and who, with timely lapses from
 grace, are said to succeed in being converted in turn by all the
 missions from the Augustins to the Quakers.
compound: 0.836, neg: 0.0, neu: 0.849, pos: 0.151, 
Every visitor to Hankow and to all other open ports, who is a supporter
 of missionary effort, is pleased to find that his preconceived notions
 as to the hardships and discomforts of the open port missionary in China
 are entirely false.
compound: 0.4019, neg: 0.052, neu: 0.835, pos: 0.113, 
Comfort and pleasures of life are there as great as
 in any other country.
compound: 0.8591, neg: 0.0, neu: 0.537, pos: 0.463, 
Among the most comfortable residences in Hankow
 are the quarters of the missionaries; and it is but right that the
 missionaries should be separated as far as possible from all
 discomfort--missionaries who are sacrificing all for China, and who are
 prepared to undergo any reasonable hardship to bring enlightenment to
 this land of darkness.
compound: -0.2031, neg: 0.091, neu: 0.832, pos: 0.077, 
I called at the headquarters of the Spanish mission of Padres Agustinos
 and smoked a cigarette with two of the Padres, and exchanged
 reminiscences of Valladolid and Barcelona.
compound: 0.0, neg: 0.0, neu: 1.0, pos: 0.0, 
And I can well conceive,
 having seen the extreme dirtiness of the mission premises, how little
 the Spaniard has to alter his ways in order to make them conform to the
 more ancient civilisation of the Chinese.
compound: 0.2732, neg: 0.0, neu: 0.943, pos: 0.057, 
In Hankow there is a large foreign concession with a handsome embankment
 lined by large buildings.
compound: 0.4939, neg: 0.0, neu: 0.802, pos: 0.198, 
There is a rise and fall in the river between
 summer and winter levels of nearly sixty feet.
compound: 0.0, neg: 0.0, neu: 1.0, pos: 0.0, 
In the summer the river
 laps the edge of the embankment and may overflow into the concession; in
 the winter, broad steps lead down to the edge of the water which, even
 when shrunk into its bed, is still more than half a mile in width.
compound: 0.0, neg: 0.0, neu: 1.0, pos: 0.0, 
Our
 handsome consulate is at one end of the embankment; at the other there
 is a remarkable municipal building which was designed by a former City
 constable, who was, I hope, more expert with the handcuffs than he was
 with the pencil.
compound: 0.8658, neg: 0.0, neu: 0.788, pos: 0.212, 
[Illustration: THE AUTHOR'S CHINESE ]
 
 Our interests in Hankow are protected by Mr. Pelham Warren, the Consul,
 one of the ablest men in the Service.
compound: 0.5994, neg: 0.0, neu: 0.818, pos: 0.182, 
I registered at the Consulate as a
 British subject and obtained a Chinese passport in terms of the Treaty
 of Tientsin for the four provinces Hupeh, Szechuen, Kweichow, and
 Yunnan, available for one year from the date of issue.
compound: 0.0, neg: 0.0, neu: 1.0, pos: 0.0, 
I had no servant.
compound: -0.296, neg: 0.524, neu: 0.476, pos: 0.0, 

Description:

So, its seems as though this book doesn't portray China in either a negative or positive light, but mostly neutral. Though, I am curious because it was published in 1895, if the sentiment analysis is picking up certain descriptions and accurately deciding whether its negative or positive, like I know this book uses Chinaman, which isn't positive. So, I'm curious if I could train the sentiment analysis function specifically for this time and if, I were to do so, would that change the values.

Closing Thoughts

I think I got more questions than answers with this project. And, I'm not sure if I could consider it done, like now I want to know what was happening in the 1920s for academia, how can I train a sentiment analysis for the 1880-1920s period, should I change my jstor data to all data, so that I can get a better picture of what people where talking about, and how would I do a close reading of these jstor documents?

There's a lot to think about, but I think that this project has been very useful for me in learning some python!