CoCalc -- 2021-04-20-XML

Project: Jeremee Nute - REL 370: Digital Texts in the Humanities

Path: Final Project / 2021-04-20-XML_Data.ipynb

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Image: ubuntu2004

Kernel: Python 3 (Anaconda 2020)

In [1]:

from bs4 import BeautifulSoup

In [2]:

import lxml

In [3]:

def extract_xml_data(xml_content, data_field_list):
    # create empty dictionary    
    data_from_article = {}
    
    # loop through all your target xml tags
    for field in data_field_list:
        print(field)
        
        #use try and except in case the xml tag does not exist
        try:
            content = soup.find(field).get_text()
            data_from_article[field] = content
        except:
            data_from_article[field] = 'Article' #set the value to NA if the field does not exist
            
    #returns the completed dictionary
    return data_from_article

In [4]:

import os

In [5]:

xml_files = os.listdir('Metadata')

In [6]:

xml_files

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In [7]:

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)

given-names
surname
article-title
month
year
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surname
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In [8]:

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 'journal-article-10.2307_1195104.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Front Matter',
  'month': '9',
  'year': '1922',
  'subject': 'Article'},
 'journal-article-10.2307_1203554.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Front Matter',
  'month': '10',
  'year': '1995',
  'subject': 'Article'},
 'journal-article-10.1086_382331.xml': {'given-names': 'Robert\xa0Ford',
  'surname': 'Campany',
  'article-title': '',
  'month': '01',
  'year': '2004',
  'subject': 'Book Review'},
 'journal-article-10.2307_1200441.xml': {'given-names': 'Kenneth F.',
  'surname': 'Lewalski',
  'article-title': '',
  'month': '10',
  'year': '1963',
  'subject': 'Book Notes'},
 'journal-article-10.1086_600286.xml': {'given-names': 'Jimmy',
  'surname': 'Yu',
  'article-title': '',
  'month': '07',
  'year': '2009',
  'subject': 'Book Review'},
 'journal-article-10.2307_1195490.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Modern Syncretic Religious Societies in China. II',
  'month': '11',
  'year': '1925',
  'subject': 'Article'},
 'journal-article-10.2307_1199854.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Back Matter',
  'month': '7',
  'year': '1967',
  'subject': 'Article'},
 'journal-article-10.1086_665287.xml': {'given-names': 'Trent',
  'surname': 'Pomplun',
  'article-title': '',
  'month': '04',
  'year': '2012',
  'subject': 'Article'},
 'journal-article-10.2307_1203149.xml': {'given-names': 'Fazlur',
  'surname': 'Rahman',
  'article-title': " Some Recent Books on the Qur'ān by Western Authors ",
  'month': '1',
  'year': '1984',
  'subject': 'Review Articles'},
 'journal-article-10.2307_1199265.xml': {'given-names': 'Raymond',
  'surname': 'Calkins',
  'article-title': '',
  'month': '7',
  'year': '1945',
  'subject': 'Recent Books'},
 'journal-article-10.2307_1197557.xml': {'given-names': 'A. Eustace',
  'surname': 'Haydon',
  'article-title': '',
  'month': '10',
  'year': '1942',
  'subject': 'Recent Books'},
 'journal-article-10.2307_1204659.xml': {'given-names': 'Francisca Cho',
  'surname': 'Bantly',
  'article-title': '',
  'month': '10',
  'year': '1992',
  'subject': 'Book Reviews'},
 'journal-article-10.1086_598594.xml': {'given-names': 'Aaron',
  'surname': 'Stalnaker',
  'article-title': '',
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  'year': '2009',
  'subject': 'Book Review'},
 'journal-article-10.1086_673543.xml': {'given-names': 'Emily',
  'surname': 'Mace',
  'article-title': 'Comparative Religion and the Practice of Eclecticism: Intersections in Nineteenth-Century Liberal Religious Congregations*\n',
  'month': '01',
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 'journal-article-10.2307_1205983.xml': {'given-names': 'James H.',
  'surname': 'Foard',
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 'journal-article-10.2307_1205190.xml': {'given-names': 'Eric J.',
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  'article-title': '',
  'month': '4',
  'year': '1992',
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 'journal-article-10.2307_1195169.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Front Matter',
  'month': '1',
  'year': '1923',
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 'journal-article-10.2307_1206170.xml': {'given-names': 'Wendy',
  'surname': 'Doniger',
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  'month': '10',
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 'journal-article-10.2307_1205876.xml': {'given-names': 'Anne',
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  'subject': 'Book Reviews'},
 'journal-article-10.2307_1204991.xml': {'given-names': 'Seyyed Hossein',
  'surname': 'Nasr',
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  'month': '1',
  'year': '1995',
  'subject': 'Book Reviews'},
 'journal-article-10.2307_1195508.xml': {'given-names': 'Matthew',
  'surname': 'Spinka',
  'article-title': 'The Russian Progressive Religious Thought',
  'month': '11',
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  'subject': 'Article'},
 'journal-article-10.2307_1201493.xml': {'given-names': 'T. A.',
  'surname': 'Burkill',
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  'month': '4',
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 'journal-article-10.1086_665291.xml': {'given-names': 'Sander L.',
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  'subject': 'Article'},
 'journal-article-10.2307_1198328.xml': {'given-names': 'Bernard M.',
  'surname': 'Loomer',
  'article-title': '',
  'month': '7',
  'year': '1944',
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 'journal-article-10.2307_1206516.xml': {'given-names': 'Article',
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 'journal-article-10.2307_1202408.xml': {'given-names': 'Charles C.',
  'surname': 'West',
  'article-title': '',
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  'year': '1980',
  'subject': 'Book Reviews'},
 'journal-article-10.2307_1202131.xml': {'given-names': 'Article',
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  'article-title': 'Back Matter',
  'month': '1',
  'year': '1979',
  'subject': 'Article'},
 'journal-article-10.2307_1199430.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Front Matter',
  'month': '10',
  'year': '1938',
  'subject': 'Article'},
 'journal-article-10.2307_1195486.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Front Matter',
  'month': '11',
  'year': '1925',
  'subject': 'Article'},
 'journal-article-10.2307_1195321.xml': {'given-names': 'David C.',
  'surname': 'Graham',
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  'month': '5',
  'year': '1926',
  'subject': 'Critical Note'},
 'journal-article-10.2307_1202581.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Back Matter',
  'month': '10',
  'year': '1988',
  'subject': 'Article'},
 'journal-article-10.2307_1203466.xml': {'given-names': 'Article',
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  'month': '10',
  'year': '1987',
  'subject': 'Book Reviews'},
 'journal-article-10.2307_1195664.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Back Matter',
  'month': '3',
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  'subject': 'Article'},
 'journal-article-10.2307_1197285.xml': {'given-names': 'E. E.',
  'surname': 'Aubrey',
  'article-title': '',
  'month': '7',
  'year': '1940',
  'subject': 'Recent Books'},
 'journal-article-10.2307_1202067.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Back Matter',
  'month': '7',
  'year': '1978',
  'subject': 'Article'},
 'journal-article-10.2307_1196075.xml': {'given-names': 'Article',
  'surname': 'Müller',
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  'month': '4',
  'year': '1937',
  'subject': 'Article'},
 'journal-article-10.2307_1198326.xml': {'given-names': 'E. E.',
  'surname': 'Aubrey',
  'article-title': '',
  'month': '7',
  'year': '1944',
  'subject': 'Recent Books'},
 'journal-article-10.1086_667567.xml': {'given-names': 'Pekka',
  'surname': 'Korhonen',
  'article-title': '',
  'month': '07',
  'year': '2012',
  'subject': 'Book Reviews'},
 'journal-article-10.2307_1195353.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'A Correction: The Modern Chinese Cult of Ancestors',
  'month': '11',
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  'subject': 'Article'},
 'journal-article-10.2307_1197874.xml': {'given-names': 'S. J.',
  'surname': 'Case',
  'article-title': '',
  'month': '4',
  'year': '1938',
  'subject': 'Recent Books'},
 'journal-article-10.2307_1196246.xml': {'given-names': 'Henry B.',
  'surname': 'Robins',
  'article-title': 'A History of the Far East',
  'month': '10',
  'year': '1930',
  'subject': 'Critical Reviews'},
 'journal-article-10.2307_1197559.xml': {'given-names': 'A. Eustace',
  'surname': 'Haydon',
  'article-title': '',
  'month': '10',
  'year': '1942',
  'subject': 'Recent Books'},
 'journal-article-10.2307_1206563.xml': {'given-names': 'Zhou',
  'surname': 'Yiqun',
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  'month': '10',
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  'subject': 'Book Reviews'},
 'journal-article-10.2307_1202986.xml': {'given-names': 'Paul V.',
  'surname': 'Martinson',
  'article-title': 'Buddhist Pilgrim, Immortal Beast',
  'month': '7',
  'year': '1985',
  'subject': 'Review Articles'},
 'journal-article-10.1086_522902.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Index to Volume 87',
  'month': '10',
  'year': '2007',
  'subject': 'Article'},
 'journal-article-10.2307_1206331.xml': {'given-names': 'Thomas',
  'surname': 'Michael',
  'article-title': '',
  'month': '4',
  'year': '2002',
  'subject': 'Book Reviews'},
 'journal-article-10.2307_1195749.xml': {'given-names': 'William Ernest',
  'surname': 'Hocking',
  'article-title': 'Christianity and Intercultural Contacts',
  'month': '4',
  'year': '1934',
  'subject': 'Article'},
 'journal-article-10.2307_1195689.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Current Events and Discussions',
  'month': '9',
  'year': '1923',
  'subject': 'Article'},
 'journal-article-10.2307_1195658.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Current Events and Discussions',
  'month': '3',
  'year': '1922',
  'subject': 'Article'},
 'journal-article-10.2307_1195239.xml': {'given-names': 'L. A.',
  'surname': 'Boettiger',
  'article-title': 'Missions and the Mores',
  'month': '3',
  'year': '1927',
  'subject': 'Article'},
 'journal-article-10.2307_1196970.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Recent Books',
  'month': '1',
  'year': '1930',
  'subject': 'Article'},
 'journal-article-10.2307_1195417.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Front Matter',
  'month': '1',
  'year': '1925',
  'subject': 'Article'},
 'journal-article-10.2307_1198775.xml': {'given-names': 'William Kelley',
  'surname': 'Wright',
  'article-title': '',
  'month': '7',
  'year': '1941',
  'subject': 'Critical Reviews'},
 'journal-article-10.2307_1195990.xml': {'given-names': 'J. E.',
  'surname': 'Turner',
  'article-title': 'Freud and the Illusion of Religion',
  'month': '4',
  'year': '1931',
  'subject': 'Article'},
 'journal-article-10.2307_1197029.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Back Matter',
  'month': '4',
  'year': '1932',
  'subject': 'Article'},
 'journal-article-10.2307_1205211.xml': {'given-names': 'Carl-Martin',
  'surname': 'Edsman',
  'article-title': 'Religious Phenomena',
  'month': '7',
  'year': '1990',
  'subject': 'Review of the "Encyclopedia of Religion"'},
 'journal-article-10.2307_1204746.xml': {'given-names': 'Robert F.',
  'surname': 'Campany',
  'article-title': '',
  'month': '1',
  'year': '1989',
  'subject': 'Book Notes'},
 'journal-article-10.2307_1195946.xml': {'given-names': 'Clarence H.',
  'surname': 'Hamilton',
  'article-title': 'The Quest for Unity',
  'month': '10',
  'year': '1931',
  'subject': 'Critical Reviews'},
 'journal-article-10.2307_1201954.xml': {'given-names': 'David',
  'surname': 'Stewart',
  'article-title': 'The Christian and Politics: Reflections on Power in the Thought of Paul Ricoeur',
  'month': '1',
  'year': '1972',
  'subject': 'Article'},
 'journal-article-10.2307_1202052.xml': {'given-names': 'Y. M.',
  'surname': 'Ma',
  'article-title': 'The Metamorphosis of "Monkey"',
  'month': '7',
  'year': '1978',
  'subject': 'Review Articles'},
 'journal-article-10.2307_1197176.xml': {'given-names': 'Dryden Linsley',
  'surname': 'Phelps',
  'article-title': '',
  'month': '7',
  'year': '1946',
  'subject': 'Critical Reviews'},
 'journal-article-10.2307_1206807.xml': {'given-names': 'Daniel L.',
  'surname': 'Overmyer',
  'article-title': 'Kuan-yin: The Development and Transformation of a Chinese Goddess',
  'month': '7',
  'year': '2002',
  'subject': 'Review Articles'},
 'journal-article-10.2307_1199259.xml': {'given-names': 'William W.',
  'surname': 'Sweet',
  'article-title': '',
  'month': '7',
  'year': '1945',
  'subject': 'Critical Reviews'},
 'journal-article-10.2307_1198419.xml': {'given-names': 'Harrison',
  'surname': 'Elliott',
  'article-title': '',
  'month': '7',
  'year': '1943',
  'subject': 'Critical Reviews'},
 'journal-article-10.1086_660716.xml': {'given-names': 'Martin E.',
  'surname': 'Marty',
  'article-title': '',
  'month': '04',
  'year': '2011',
  'subject': 'Article'},
 'journal-article-10.2307_1200534.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Back Matter',
  'month': '1',
  'year': '1959',
  'subject': 'Article'},
 'journal-article-10.2307_1196273.xml': {'given-names': 'Kenneth Scott',
  'surname': 'Latourette',
  'article-title': 'Have We Passed the Age of Religion?',
  'month': '10',
  'year': '1936',
  'subject': 'Article'},
 'journal-article-10.2307_1203882.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Back Matter',
  'month': '4',
  'year': '1989',
  'subject': 'Article'},
 'journal-article-10.2307_1196164.xml': {'given-names': 'W. O.',
  'surname': 'Carver',
  'article-title': '',
  'month': '1',
  'year': '1937',
  'subject': 'Critical Reviews'},
 'journal-article-10.2307_1195314.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': "The Editor's Page",
  'month': '5',
  'year': '1926',
  'subject': 'Article'},
 'journal-article-10.2307_1199877.xml': {'given-names': 'David',
  'surname': 'Yu',
  'article-title': '',
  'month': '10',
  'year': '1964',
  'subject': 'Critical Reviews'},
 'journal-article-10.2307_1196032.xml': {'given-names': 'Samuel Guy',
  'surname': 'Inman',
  'article-title': 'Church and State in Mexico',
  'month': '7',
  'year': '1928',
  'subject': 'Article'},
 'journal-article-10.2307_1197672.xml': {'given-names': 'Harold',
  'surname': 'Bowman',
  'article-title': '',
  'month': '4',
  'year': '1951',
  'subject': 'Book Notes'},
 'journal-article-10.2307_1203660.xml': {'given-names': 'Stephen F.',
  'surname': 'Teiser',
  'article-title': '',
  'month': '1',
  'year': '1994',
  'subject': 'Book Reviews'},
 'journal-article-10.2307_1195127.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Current Events and Discussions',
  'month': '3',
  'year': '1923',
  'subject': 'Article'},
 'journal-article-10.2307_1204733.xml': {'given-names': 'James',
  'surname': 'Heisig',
  'article-title': '',
  'month': '1',
  'year': '1989',
  'subject': 'Book Reviews'},
 'journal-article-10.2307_1195541.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Front Matter',
  'month': '1',
  'year': '1926',
  'subject': 'Article'},
 'journal-article-10.2307_1197675.xml': {'given-names': 'Paul',
  'surname': 'Ramsey',
  'article-title': '',
  'month': '4',
  'year': '1951',
  'subject': 'Book Notes'},
 'journal-article-10.2307_1195120.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Front Matter',
  'month': '3',
  'year': '1923',
  'subject': 'Article'},
 'journal-article-10.2307_1195656.xml': {'given-names': 'A. Eustace',
  'surname': 'Haydon',
  'article-title': "The Significance of the Mystic's Experience",
  'month': '3',
  'year': '1922',
  'subject': 'Article'},
 'journal-article-10.2307_1202330.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Back Matter',
  'month': '1',
  'year': '1988',
  'subject': 'Article'},
 'journal-article-10.2307_1195419.xml': {'given-names': 'A. Eustace',
  'surname': 'Haydon',
  'article-title': 'Modernism as a World-Wide Movement',
  'month': '1',
  'year': '1925',
  'subject': 'Article'},
 'journal-article-10.2307_1206987.xml': {'given-names': 'Jeff',
  'surname': 'Shirkey',
  'article-title': '',
  'month': '1',
  'year': '2001',
  'subject': 'Book Reviews'},
 'journal-article-10.2307_1195313.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Front Matter',
  'month': '5',
  'year': '1926',
  'subject': 'Article'},
 'journal-article-10.2307_1199374.xml': {'given-names': 'Shirley Jackson',
  'surname': 'Case',
  'article-title': '',
  'month': '4',
  'year': '1939',
  'subject': 'Critical Reviews'},
 'journal-article-10.2307_1200933.xml': {'given-names': 'Joseph M.',
  'surname': 'Kitagawa',
  'article-title': '',
  'month': '7',
  'year': '1955',
  'subject': 'Book Notes'},
 'journal-article-10.2307_1197446.xml': {'given-names': 'S. J.',
  'surname': 'Case',
  'article-title': '',
  'month': '7',
  'year': '1938',
  'subject': 'Recent Books'},
 'journal-article-10.2307_1204748.xml': {'given-names': 'Article',
  'surname': 'Article',
  'article-title': 'Front Matter',
  'month': '4',
  'year': '1991',
  'subject': 'Article'}}

In [9]:

import pandas as pd

In [10]:

df = pd.DataFrame.from_dict(all_data, orient='index')

In [11]:

df

	given-names	surname	article-title	month	year	subject
journal-article-10.2307_1206515.xml	Article	Article	Back Matter	7	1998	Article
journal-article-10.2307_1200111.xml	Joseph M.	Kitagawa		10	1952	Critical Reviews
journal-article-10.2307_1203465.xml	Article	Article		10	1987	Book Reviews
journal-article-10.2307_1196237.xml	Article	Article	Volume Information	10	1930	Article
journal-article-10.2307_1195485.xml	Article	Article	Volume Information	11	1925	Article
...	...	...	...	...	...	...
journal-article-10.2307_1195313.xml	Article	Article	Front Matter	5	1926	Article
journal-article-10.2307_1199374.xml	Shirley Jackson	Case		4	1939	Critical Reviews
journal-article-10.2307_1200933.xml	Joseph M.	Kitagawa		7	1955	Book Notes
journal-article-10.2307_1197446.xml	S. J.	Case		7	1938	Recent Books
journal-article-10.2307_1204748.xml	Article	Article	Front Matter	4	1991	Article

663 rows × 6 columns

In [12]:

import plotly.express as px

In [13]:

fig = px.bar(df, x='year')

In [14]:

fig.show()

In [15]:

fig = px.bar(df, x="year", color="subject", title="Type of Scholarship")
fig.show()

In [16]:

df.dtypes

given-names      object
surname          object
article-title    object
month            object
year             object
subject          object
dtype: object

In [17]:

# .to_datetime(raw_data['Mycol'], format='%d%b%Y:%H:%M:%S.%f')
df['date_time'] = pd.to_datetime(df['year'], format='%Y')

In [18]:

df

	given-names	surname	article-title	month	year	subject	date_time
journal-article-10.2307_1206515.xml	Article	Article	Back Matter	7	1998	Article	1998-01-01
journal-article-10.2307_1200111.xml	Joseph M.	Kitagawa		10	1952	Critical Reviews	1952-01-01
journal-article-10.2307_1203465.xml	Article	Article		10	1987	Book Reviews	1987-01-01
journal-article-10.2307_1196237.xml	Article	Article	Volume Information	10	1930	Article	1930-01-01
journal-article-10.2307_1195485.xml	Article	Article	Volume Information	11	1925	Article	1925-01-01
...	...	...	...	...	...	...	...
journal-article-10.2307_1195313.xml	Article	Article	Front Matter	5	1926	Article	1926-01-01
journal-article-10.2307_1199374.xml	Shirley Jackson	Case		4	1939	Critical Reviews	1939-01-01
journal-article-10.2307_1200933.xml	Joseph M.	Kitagawa		7	1955	Book Notes	1955-01-01
journal-article-10.2307_1197446.xml	S. J.	Case		7	1938	Recent Books	1938-01-01
journal-article-10.2307_1204748.xml	Article	Article	Front Matter	4	1991	Article	1991-01-01

663 rows × 7 columns

In [19]:

fig = px.bar(df, x='date_time')
fig.show()

In [20]:

#Not in Chronlogical Order for some reason??? Silly me, remember to have x = "date_time" not "year"
fig = px.bar(df, x="date_time", color="subject", title="Type of Scholarship")
fig.update_layout(barmode='stack', xaxis_tickangle=-45)
fig.show()

In [21]:

import plotly.graph_objects as go

In [22]:

#I think the issue is with my argument...I think I might have to define each
# JW: I think that is correct - in the args, you need to give the x and y coordinates for each, and the type (Bar).

fig = go.Figure()

fig = px.bar(df, x="date_time", title="Type of Scholarship")

fig.update_layout(barmode='stack', xaxis_tickangle=-45)

fig.update_layout(updatemenus=[
        dict(
            buttons=list([
                dict(
                     args=["subject", "na"],
                     label="Articles",
                     method="restyle"
                ),
                dict(
                    args=["subject", "Critical Reviews"],
                    label="Critical Reviews",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Book Reviews"],
                    label="Book Reviews",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Recent Books"],
                    label="Recent Books",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Reviews"],
                    label="Reviews",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Book Notes"],
                    label="Book Notes",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Review Articles"],
                    label="Review Articles",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Review of the Encyclopedia of Religion"],
                    label="Review of the 'Encyclopedia of Religion'",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Book Review"],
                    label="Book Review'",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Review Article"],
                    label="Review Article",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Critical Note"],
                    label="Critical Note",
                    method="restyle"
                ),
                dict(
                    args=["subject", "na + Critical Reviews + Book Reviews + Recent Books + Reviews + Book Notes + Review + Articles + Review of the Encyclopedia of Religion + Book Review + Review Article + Critical Note"],
                    label="All",
                    method="restyle"
                )
            ]),
            direction="down",
            pad={"r": 10, "t": 10},
            showactive=True,
            x=-0.012,
            xanchor="left",
            y=1.15,
            yanchor="top"
        ),
    ]
)

fig.show()

In [23]:

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

In [24]:

# Alternative way to plot the first chart, but without the subject coloring.

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 same as above.
fig.update_layout(updatemenus=[
        dict(
            buttons=list([
                dict(
                     args=["subject", "na"],
                     label="Articles",
                     method="restyle"
                ),
                dict(
                    args=["subject", "Critical Reviews"],
                    label="Critical Reviews",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Book Reviews"],
                    label="Book Reviews",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Recent Books"],
                    label="Recent Books",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Reviews"],
                    label="Reviews",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Book Notes"],
                    label="Book Notes",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Review Articles"],
                    label="Review Articles",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Review of the Encyclopedia of Religion"],
                    label="Review of the 'Encyclopedia of Religion'",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Book Review"],
                    label="Book Review'",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Review Article"],
                    label="Review Article",
                    method="restyle"
                ),
                dict(
                    args=["subject", "Critical Note"],
                    label="Critical Note",
                    method="restyle"
                ),
                dict(
                    args=["subject", "na + Critical Reviews + Book Reviews + Recent Books + Reviews + Book Notes + Review + Articles + Review of the Encyclopedia of Religion + Book Review + Review Article + Critical Note"],
                    label="All",
                    method="restyle"
                )
            ]),
            direction="down",
            pad={"r": 10, "t": 10},
            showactive=True,
            x=-0.012,
            xanchor="left",
            y=1.15,
            yanchor="top"
        ),
    ]
)

fig.show()

In [25]:

df_grouped = df.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

In [26]:

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()

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