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zttG8)N9qef9D^Z`!BEFw=%W~vCaIq_1O*?1L5{(W(I4~}9yEm>jd2VQ=rKHKH9G2h z3=h~bJYdK0fE~jFb_@^LF+5<$@PHk|19l7#nkJ9%pzW@MCz;GxS^ZsvNJEFd+1)j*v zNb4JabqfUO|GY)~-30WBc7Gq7w3HBN7&9X`w-iR2nejiTDeW-*|40t_gouAm>xzHo Y^j8yAv9tX1mbPj~@FPM|=rT_o{ literal 0 HcmV?d00001 diff --git a/histogram_analysis.py b/histogram_analysis.py new file mode 100644 index 0000000..c9caaf8 --- /dev/null +++ b/histogram_analysis.py @@ -0,0 +1,164 @@ +from pattern.web import * +import pickle +import string +from bokeh.charts import Bar, output_file, show +from pandas import * + +''' Download Texts and write to files + +oliver_twist_full_text = URL('http://www.gutenberg.org/ebooks/730.txt.utf-8').download() +#write Oliver Twist to a file +f = open('some_text_file.pickle','w') +pickle.dump(oliver_twist_full_text, f) +f.close() + +wizard_of_oz_full_text = URL('http://www.gutenberg.org/cache/epub/55/pg55.txt').download() +#write OWizard of Oz to a file +f = open('wizard_of_oz.pickle','w') +pickle.dump(wizard_of_oz_full_text, f) +f.close() + +hamlet_full_text = URL('http://www.gutenberg.org/cache/epub/1524/pg1524.txt').download() +hamlet_full_text = hamlet_full_text[hamlet_full_text.find('SCENE.'):] +f = open('hamlet.pickle','w') +pickle.dump(hamlet_full_text, f) +f.close() + +romeo_full_text = URL('http://www.gutenberg.org/cache/epub/1112/pg1112.txt').download() +romeo_full_text = romeo_full_text[romeo_full_text.find('SCENE.'):] +f = open('romeo.pickle','w') +pickle.dump(romeo_full_text, f) +f.close() + +lear_full_text = URL('http://www.gutenberg.org/cache/epub/1128/pg1128.txt').download() +lear_full_text = lear_full_text[lear_full_text.find('Scene:'):] +f = open('lear.pickle','w') +pickle.dump(lear_full_text, f) +f.close() + +caesar_full_text = URL('http://www.gutenberg.org/cache/epub/1120/pg1120.txt').download() +caesar_full_text = caesar_full_text[caesar_full_text.find('SCENE:'):] +f = open('caesar.pickle','w') +pickle.dump(caesar_full_text, f) +f.close() +''' +#Make string copies of books +#oliver_file = open('some_text_file.pickle','r') +#copy_of_oliver_twist = pickle.load(oliver_file) + +#wizard_file = open('wizard_of_oz.pickle','r') +#copy_of_wizard_of_oz = pickle.load(wizard_file) + +hamlet_file = open('hamlet.pickle','r') +copy_of_hamlet = pickle.load(hamlet_file) + +romeo_file = open('romeo.pickle','r') +copy_of_romeo = pickle.load(romeo_file) + +lear_file = open('lear.pickle','r') +copy_of_lear = pickle.load(lear_file) + +caesar_file = open('caesar.pickle','r') +copy_of_caesar = pickle.load(caesar_file) + +def most_frequent(s): + """ returns dictionary of top 15 words in each book and their percentage-frequencies + if chose to return 'rtrn': returns list of words in decreasing order based on frequency of appearances in a string""" + s = s.lower() + s = s.translate(string.maketrans('',''), string.punctuation) + totalWords = len(s) + d = {} + for word in s.split(): + d[word] = d.get(word, 0)+1 + wordList = [] + for word in d: + wordList.append((d[word], word)) + wordList.sort(reverse=True) + rtrn = [] + i = 0 + top15 = {} + for frequency, word in wordList: + rtrn.append(word) + if i < 50: + i += 1 + top15[word] = 100.0*frequency/totalWords + #print '%s %s' %(100.0*frequency/totalWords, word) + else: + break + return top15 + + +#print 'Top 15 Words Used in Oliver Twist:' +#top15_oliver = most_frequent(copy_of_oliver_twist) + +#print 'Top 15 Words Used in Wizard of Oz:' +#top15_wizard = most_frequent(copy_of_wizard_of_oz) + +#print 'Top 15 Words Used in Hamlet:' +top15_hamlet = most_frequent(copy_of_hamlet) + +#print 'Top 15 Words Used in Romeo and Juliet:' +top15_romeo = most_frequent(copy_of_romeo) + +#print 'Top 15 Words Used in King Lear:' +top15_lear = most_frequent(copy_of_lear) + +#print 'Top 15 Words Used in Julius Caesar:' +top15_caesar = most_frequent(copy_of_caesar) + + +#create a set of all of the words most frequently used across all of the plays +all_words = [] +for word in top15_hamlet: + all_words.append(word) +for word in top15_romeo: + all_words.append(word) +for word in top15_lear: + all_words.append(word) +for word in top15_caesar: + all_words.append(word) + +all_words_set = set(all_words) #removes duplicates +all_words = list(all_words_set) +all_words.sort() +plays = ['Hamlet','Romeo','Lear', 'Caesar'] +#print all_words + +#create a dataframe +df = DataFrame(0, index=all_words, columns=plays) + +for i in range(-1,len(all_words)): + #print i + #print all_words[i] + #print top15_hamlet.get(all_words[i], 0) + df.loc[all_words[i]]['Hamlet'] = top15_hamlet.get(all_words[i], 0) + df.loc[all_words[i]]['Romeo'] = top15_romeo.get(all_words[i], 0) + df.loc[all_words[i]]['Lear'] = top15_lear.get(all_words[i], 0) + df.loc[all_words[i]]['Caesar'] = top15_caesar.get(all_words[i], 0) + + df.set_value(i, 'Hamlet', top15_hamlet.get(all_words[i], 0)) + df.set_value(i, 'Romeo', top15_romeo.get(all_words[i], 0)) + df.set_value(i, 'Lear', top15_lear.get(all_words[i], 0)) + df.set_value(i, 'Caesar', top15_caesar.get(all_words[i], 0)) +dupl_df = df.ix[:all_words[-1]] +print +print 'Most common words in each play by percentage-frequencies' +#print dupl_df + +#Pickle the dataframe to a text file +f = open('pandaframe.pickle','w') +pickle.dump(dupl_df, f) +f.close() + +panda_file = open('pandaframe.pickle','r') +copy_of_df = pickle.load(panda_file) +print copy_of_df + +''' Attempted to make a bar graph using Panda dataframes...but didn't have enough time and needed actual sleep +''' +#Make a bar chart from the dataframe +#p = Bar(copy_of_df, label='Word', values='Percentage of Book', agg='Word Frequency', group='play', title="Most Used Words in Shakespeare by Play", legend='top_right') + +#output_file("bar.html") + +#show(p) \ No newline at end of file From 4f86a2174fa35f4e9a9a9437489cd0a16c7d8429 Mon Sep 17 00:00:00 2001 From: Lauren Gulland Date: Mon, 18 Apr 2016 22:55:58 -0400 Subject: [PATCH 2/5] moved pickling process to a different file for streamlining. --- histogram_analysis.py | 54 ++++++--------------------------------- pickle_file_creation.py | 56 +++++++++++++++++++++++++++++++++++++++++ 2 files changed, 64 insertions(+), 46 deletions(-) create mode 100644 pickle_file_creation.py diff --git a/histogram_analysis.py b/histogram_analysis.py index c9caaf8..f9415b7 100644 --- a/histogram_analysis.py +++ b/histogram_analysis.py @@ -3,52 +3,12 @@ import string from bokeh.charts import Bar, output_file, show from pandas import * - -''' Download Texts and write to files - -oliver_twist_full_text = URL('http://www.gutenberg.org/ebooks/730.txt.utf-8').download() -#write Oliver Twist to a file -f = open('some_text_file.pickle','w') -pickle.dump(oliver_twist_full_text, f) -f.close() - -wizard_of_oz_full_text = URL('http://www.gutenberg.org/cache/epub/55/pg55.txt').download() -#write OWizard of Oz to a file -f = open('wizard_of_oz.pickle','w') -pickle.dump(wizard_of_oz_full_text, f) -f.close() - -hamlet_full_text = URL('http://www.gutenberg.org/cache/epub/1524/pg1524.txt').download() -hamlet_full_text = hamlet_full_text[hamlet_full_text.find('SCENE.'):] -f = open('hamlet.pickle','w') -pickle.dump(hamlet_full_text, f) -f.close() - -romeo_full_text = URL('http://www.gutenberg.org/cache/epub/1112/pg1112.txt').download() -romeo_full_text = romeo_full_text[romeo_full_text.find('SCENE.'):] -f = open('romeo.pickle','w') -pickle.dump(romeo_full_text, f) -f.close() - -lear_full_text = URL('http://www.gutenberg.org/cache/epub/1128/pg1128.txt').download() -lear_full_text = lear_full_text[lear_full_text.find('Scene:'):] -f = open('lear.pickle','w') -pickle.dump(lear_full_text, f) -f.close() - -caesar_full_text = URL('http://www.gutenberg.org/cache/epub/1120/pg1120.txt').download() -caesar_full_text = caesar_full_text[caesar_full_text.find('SCENE:'):] -f = open('caesar.pickle','w') -pickle.dump(caesar_full_text, f) -f.close() ''' -#Make string copies of books -#oliver_file = open('some_text_file.pickle','r') -#copy_of_oliver_twist = pickle.load(oliver_file) - -#wizard_file = open('wizard_of_oz.pickle','r') -#copy_of_wizard_of_oz = pickle.load(wizard_file) +Be sure to have pickled copies of each of the books in the same folder. +Obtain these pickled copies of books by running functions as necessary in pickle_file_creation.py +''' +#Make string copies of books hamlet_file = open('hamlet.pickle','r') copy_of_hamlet = pickle.load(hamlet_file) @@ -61,9 +21,11 @@ caesar_file = open('caesar.pickle','r') copy_of_caesar = pickle.load(caesar_file) + def most_frequent(s): - """ returns dictionary of top 15 words in each book and their percentage-frequencies - if chose to return 'rtrn': returns list of words in decreasing order based on frequency of appearances in a string""" + ''' returns dictionary of top 15 words in each book and their percentage-frequencies + if chose to return 'rtrn': returns list of words in decreasing order based on frequency of appearances in a string + ''' s = s.lower() s = s.translate(string.maketrans('',''), string.punctuation) totalWords = len(s) diff --git a/pickle_file_creation.py b/pickle_file_creation.py new file mode 100644 index 0000000..008a0fc --- /dev/null +++ b/pickle_file_creation.py @@ -0,0 +1,56 @@ +import pickle +''' +Downloads Texts from Project Gutenberg and writes to pickle files. + +Done as function declarations so that you can call each text individually, +because running every one each time may time out access to Project Gutenberg. +''' + +def oliver(): + oliver_twist_full_text = URL('http://www.gutenberg.org/ebooks/730.txt.utf-8').download() + f = open('some_text_file.pickle','w') + pickle.dump(oliver_twist_full_text, f) + f.close() + +def wizard(): + wizard_of_oz_full_text = URL('http://www.gutenberg.org/cache/epub/55/pg55.txt').download() + f = open('wizard_of_oz.pickle','w') + pickle.dump(wizard_of_oz_full_text, f) + f.close() + +def hamlet(): + hamlet_full_text = URL('http://www.gutenberg.org/cache/epub/1524/pg1524.txt').download() + hamlet_full_text = hamlet_full_text[hamlet_full_text.find('SCENE.'):] + f = open('hamlet.pickle','w') + pickle.dump(hamlet_full_text, f) + f.close() + +def romeo(): + romeo_full_text = URL('http://www.gutenberg.org/cache/epub/1112/pg1112.txt').download() + romeo_full_text = romeo_full_text[romeo_full_text.find('SCENE.'):] + f = open('romeo.pickle','w') + pickle.dump(romeo_full_text, f) + f.close() + +def lear(): + lear_full_text = URL('http://www.gutenberg.org/cache/epub/1128/pg1128.txt').download() + lear_full_text = lear_full_text[lear_full_text.find('Scene:'):] + f = open('lear.pickle','w') + pickle.dump(lear_full_text, f) + f.close() + +def caesar(): + caesar_full_text = URL('http://www.gutenberg.org/cache/epub/1120/pg1120.txt').download() + caesar_full_text = caesar_full_text[caesar_full_text.find('SCENE:'):] + f = open('caesar.pickle','w') + pickle.dump(caesar_full_text, f) + f.close() + +##Uncomment to call functions as necessary. +#oliver() +#wizard() +#hamlet() +#romeo() +#lear() +#caesar() + From 5f611b58996fc58b40a9196dff8261cf5b275442 Mon Sep 17 00:00:00 2001 From: Lauren Gulland Date: Mon, 18 Apr 2016 23:30:17 -0400 Subject: [PATCH 3/5] consolidated to single function. --- pickle_file_creation.py | 66 +++++++++++++---------------------------- 1 file changed, 20 insertions(+), 46 deletions(-) diff --git a/pickle_file_creation.py b/pickle_file_creation.py index 008a0fc..b310413 100644 --- a/pickle_file_creation.py +++ b/pickle_file_creation.py @@ -5,52 +5,26 @@ Done as function declarations so that you can call each text individually, because running every one each time may time out access to Project Gutenberg. ''' - -def oliver(): - oliver_twist_full_text = URL('http://www.gutenberg.org/ebooks/730.txt.utf-8').download() - f = open('some_text_file.pickle','w') - pickle.dump(oliver_twist_full_text, f) - f.close() - -def wizard(): - wizard_of_oz_full_text = URL('http://www.gutenberg.org/cache/epub/55/pg55.txt').download() - f = open('wizard_of_oz.pickle','w') - pickle.dump(wizard_of_oz_full_text, f) - f.close() - -def hamlet(): - hamlet_full_text = URL('http://www.gutenberg.org/cache/epub/1524/pg1524.txt').download() - hamlet_full_text = hamlet_full_text[hamlet_full_text.find('SCENE.'):] - f = open('hamlet.pickle','w') - pickle.dump(hamlet_full_text, f) - f.close() - -def romeo(): - romeo_full_text = URL('http://www.gutenberg.org/cache/epub/1112/pg1112.txt').download() - romeo_full_text = romeo_full_text[romeo_full_text.find('SCENE.'):] - f = open('romeo.pickle','w') - pickle.dump(romeo_full_text, f) - f.close() - -def lear(): - lear_full_text = URL('http://www.gutenberg.org/cache/epub/1128/pg1128.txt').download() - lear_full_text = lear_full_text[lear_full_text.find('Scene:'):] - f = open('lear.pickle','w') - pickle.dump(lear_full_text, f) - f.close() - -def caesar(): - caesar_full_text = URL('http://www.gutenberg.org/cache/epub/1120/pg1120.txt').download() - caesar_full_text = caesar_full_text[caesar_full_text.find('SCENE:'):] - f = open('caesar.pickle','w') - pickle.dump(caesar_full_text, f) +def pickle_this(filename, url, start_word=None): + '''Creates a pickled file from the url given at the specified filename. + + Takes parameters: + filename - filename to write to, including .pickle extension, as string) + url - url to download from, as a string) + start_word - optional word to start transcription at + ''' + text = URL(url).download() + f = open(filename,'w') + if not start_word==None: + f = f[f.find(start_word):] + pickle.dump(text, f) f.close() + ##Uncomment to call functions as necessary. -#oliver() -#wizard() -#hamlet() -#romeo() -#lear() -#caesar() - +# pickle_this('some_text_file.pickle', 'http://www.gutenberg.org/ebooks/730.txt.utf-8') +# pickle_this('wizard_of_oz.pickle', 'http://www.gutenberg.org/cache/epub/55/pg55.txt') +# pickle_this('hamlet.pickle','http://www.gutenberg.org/cache/epub/1524/pg1524.txt', start_word='SCENE.') +# pickle_this('romeo.pickle', 'http://www.gutenberg.org/cache/epub/1112/pg1112.txt', start_word='SCENE.') +# pickle_this('lear.pickle', 'http://www.gutenberg.org/cache/epub/1128/pg1128.txt', start_word='Scene:') +# pickle_this('caesar.pickle', 'http://www.gutenberg.org/cache/epub/1120/pg1120.txt', start_word='SCENE:') From 98ebaad37489616bdd5ea725ad9d0d3b1ebe0ad4 Mon Sep 17 00:00:00 2001 From: Lauren Gulland Date: Mon, 18 Apr 2016 23:37:48 -0400 Subject: [PATCH 4/5] fixed file opening --- pickle_file_creation.py | 11 +++++------ 1 file changed, 5 insertions(+), 6 deletions(-) diff --git a/pickle_file_creation.py b/pickle_file_creation.py index b310413..3336a60 100644 --- a/pickle_file_creation.py +++ b/pickle_file_creation.py @@ -14,13 +14,12 @@ def pickle_this(filename, url, start_word=None): start_word - optional word to start transcription at ''' text = URL(url).download() - f = open(filename,'w') - if not start_word==None: - f = f[f.find(start_word):] - pickle.dump(text, f) - f.close() + with open(filename,'w') as f: + if not start_word==None: + f = f[f.find(start_word):] + pickle.dump(text, f) + - ##Uncomment to call functions as necessary. # pickle_this('some_text_file.pickle', 'http://www.gutenberg.org/ebooks/730.txt.utf-8') # pickle_this('wizard_of_oz.pickle', 'http://www.gutenberg.org/cache/epub/55/pg55.txt') From d8ea5abcee38672ba556c25807791e8771f96321 Mon Sep 17 00:00:00 2001 From: Lauren Gulland Date: Tue, 19 Apr 2016 01:11:12 -0400 Subject: [PATCH 5/5] consolidated a lot of code, made it much easier to read. Restructured some of the basic framework. --- histogram_analysis.py | 143 +++++++++++++++--------------------------- 1 file changed, 50 insertions(+), 93 deletions(-) diff --git a/histogram_analysis.py b/histogram_analysis.py index f9415b7..4a275ec 100644 --- a/histogram_analysis.py +++ b/histogram_analysis.py @@ -3,118 +3,75 @@ import string from bokeh.charts import Bar, output_file, show from pandas import * + ''' +BEFORE RUNNING: Be sure to have pickled copies of each of the books in the same folder. Obtain these pickled copies of books by running functions as necessary in pickle_file_creation.py ''' +plays = ['Hamlet','Romeo','Lear', 'Caesar'] #list of names of plays. This order must be consistent in all following aggregated lists. +pickled_filenames = ['hamlet.pickle','romeo.pickle','lear.pickle','caesar.pickle'] -#Make string copies of books -hamlet_file = open('hamlet.pickle','r') -copy_of_hamlet = pickle.load(hamlet_file) - -romeo_file = open('romeo.pickle','r') -copy_of_romeo = pickle.load(romeo_file) - -lear_file = open('lear.pickle','r') -copy_of_lear = pickle.load(lear_file) - -caesar_file = open('caesar.pickle','r') -copy_of_caesar = pickle.load(caesar_file) - +#Make string copies of books and add them into a list of copies of the books +copy_of_texts = [] +for i in pickled_filenames: + with open(i, 'r') as f: + copy_of_texts.append(pickle.load(f)) def most_frequent(s): - ''' returns dictionary of top 15 words in each book and their percentage-frequencies - if chose to return 'rtrn': returns list of words in decreasing order based on frequency of appearances in a string - ''' - s = s.lower() - s = s.translate(string.maketrans('',''), string.punctuation) - totalWords = len(s) - d = {} - for word in s.split(): - d[word] = d.get(word, 0)+1 - wordList = [] - for word in d: - wordList.append((d[word], word)) - wordList.sort(reverse=True) - rtrn = [] - i = 0 - top15 = {} - for frequency, word in wordList: - rtrn.append(word) - if i < 50: - i += 1 - top15[word] = 100.0*frequency/totalWords - #print '%s %s' %(100.0*frequency/totalWords, word) - else: - break - return top15 - - -#print 'Top 15 Words Used in Oliver Twist:' -#top15_oliver = most_frequent(copy_of_oliver_twist) - -#print 'Top 15 Words Used in Wizard of Oz:' -#top15_wizard = most_frequent(copy_of_wizard_of_oz) - -#print 'Top 15 Words Used in Hamlet:' -top15_hamlet = most_frequent(copy_of_hamlet) - -#print 'Top 15 Words Used in Romeo and Juliet:' -top15_romeo = most_frequent(copy_of_romeo) - -#print 'Top 15 Words Used in King Lear:' -top15_lear = most_frequent(copy_of_lear) - -#print 'Top 15 Words Used in Julius Caesar:' -top15_caesar = most_frequent(copy_of_caesar) - - -#create a set of all of the words most frequently used across all of the plays -all_words = [] -for word in top15_hamlet: - all_words.append(word) -for word in top15_romeo: - all_words.append(word) -for word in top15_lear: - all_words.append(word) -for word in top15_caesar: - all_words.append(word) - -all_words_set = set(all_words) #removes duplicates -all_words = list(all_words_set) -all_words.sort() -plays = ['Hamlet','Romeo','Lear', 'Caesar'] -#print all_words + ''' returns dictionary of top 15 words in each book and their percentage-frequencies + if chose to return 'total_top': returns list of words in decreasing order based on frequency of appearances in a string + ''' + s = s.lower() + s = s.translate(string.maketrans('',''), string.punctuation) + totalWords = len(s) + d = {} + for word in s.split(): + d[word] = d.get(word, 0)+1 + wordList = [] + for word in d: + wordList.append((d[word], word)) + wordList.sort(reverse=True) + total_top = [] + i = 0 + top15 = {} + for frequency, word in wordList[:50]: + total_top.append(word) + top15[word] = 100.0*frequency/totalWords + return top15 + +def merge_lists(partial_lists): + #create a set of all of the words most frequently used across all of the plays + all_words = [] + for i in partial_lists: #concatenates lists into one + all_words+=i + all_words_set = set(all_words) #removes duplicates + all_words = list(all_words_set) #turns back into a list + all_words.sort() #alphabetically sorts list of all words + return all_words + +top15_lists = [most_frequent(i) for i in copy_of_texts] +all_words = merge_lists(top15_lists) #create a dataframe df = DataFrame(0, index=all_words, columns=plays) for i in range(-1,len(all_words)): - #print i - #print all_words[i] - #print top15_hamlet.get(all_words[i], 0) - df.loc[all_words[i]]['Hamlet'] = top15_hamlet.get(all_words[i], 0) - df.loc[all_words[i]]['Romeo'] = top15_romeo.get(all_words[i], 0) - df.loc[all_words[i]]['Lear'] = top15_lear.get(all_words[i], 0) - df.loc[all_words[i]]['Caesar'] = top15_caesar.get(all_words[i], 0) + for j in range(0,len(plays)): + df.loc[all_words[i],plays[j]] = top15_lists[j].get(all_words[i], 0) + df.set_value(i, plays[j], top15_lists[j].get(all_words[i], 0)) - df.set_value(i, 'Hamlet', top15_hamlet.get(all_words[i], 0)) - df.set_value(i, 'Romeo', top15_romeo.get(all_words[i], 0)) - df.set_value(i, 'Lear', top15_lear.get(all_words[i], 0)) - df.set_value(i, 'Caesar', top15_caesar.get(all_words[i], 0)) dupl_df = df.ix[:all_words[-1]] print print 'Most common words in each play by percentage-frequencies' -#print dupl_df +print dupl_df #Pickle the dataframe to a text file -f = open('pandaframe.pickle','w') -pickle.dump(dupl_df, f) -f.close() +# with open('pandaframe.pickle','w') as f: +# pickle.dump(dupl_df, f) -panda_file = open('pandaframe.pickle','r') -copy_of_df = pickle.load(panda_file) -print copy_of_df +# with open('pandaframe.pickle','r') as panda_file: +# copy_of_df = pickle.load(panda_file) ''' Attempted to make a bar graph using Panda dataframes...but didn't have enough time and needed actual sleep '''