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VNHuBmYRLNt`liZ_ylW;8{ud%{;64BV literal 0 HcmV?d00001 diff --git a/states.py b/states.py new file mode 100644 index 0000000..77ef053 --- /dev/null +++ b/states.py @@ -0,0 +1,152 @@ +# -*- coding: utf-8 -*- +""" +YOUR HEADER COMMENT HERE + +@author: ISA BLANCETT + +""" + +# Assumptions: +# Wikipedia articles of states are up to date +# Distance between states = google maps distance between states +# If states are next to each other, their distance is 0 +# Hawaii is considered 5000 miles from Alabama for the sake of this script + +import wikipedia +from collections import Counter +from itertools import chain +import matplotlib.pyplot as plt + +states = ['Alabama', 'Alaska', 'Arizona', 'Arkansas', 'California', + 'Colorado', 'Connecticut', 'Delaware', 'Florida', 'Georgia (U.S. state)', + 'Hawaii', 'Idaho', 'Illinois', 'Indiana', 'Iowa', + 'Kansas', 'Kentucky', 'Louisiana', 'Maine', 'Maryland', + 'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri', + 'Montana', 'Nebraska', 'Nevada', 'New Hampshire', 'New Jersey', + 'New Mexico', 'New York (state)', 'North Carolina', 'North Dakota', 'Ohio', + 'Oklahoma', 'Oregon', 'Pennsylvania', 'Rhode Island', 'South Carolina', + 'South Dakota', 'Tennessee', 'Texas', 'Utah', 'Vermont', + 'Virginia', 'Washington (state)', 'West Virginia', 'Wisconsin', 'Wyoming'] + +# In miles +dist_al = [0, 4303, 1564, 446, 2161, 1444, 1157, 932, 0, 0, + 5000, 2131, 700, 614, 948, 1009, 500, 388, 1507, 869, + 1262, 935, 1324, 0, 609, 1964, 1166, 2084, 1325, 1028, + 1228, 1211, 585, 1620, 728, 728, 2422, 981, 1225, 395, + 1315, 0, 828, 1773, 1360, 669, 2547, 705, 934, 1650] + +freq_words = [] + +def get_content(title): + """ grabs the content of a wikipedia page + + title: name of the wikipedia page + returns: content of wiki page in plain text + + >>> get_content('Olin College') + 'Olin College of Engineering (also known as Olin College or simply Olin) is a private....' + """ + article = wikipedia.page(title) + return article.content + +def find_freq_words(title): + """ inserts word_freq list ordered by frequency & deletes punctuation + + title: name of the wikipedia page + calls: get_content(title) + returns: nothing + """ + + words = get_content(title).split() + + # Checks for words carrying punctuation marks + for i in range(len(words)): + if words[i].endswith('.') or words[i].endswith(',') or words[i].endswith(')') or words[i].endswith(':'): + words[i] = words[i][:-1] + if words[i].startswith("("): + words[i] = words[i][1:] + if words[i].endswith("'s"): + words[i] = words[i][:-2] + + ordered = sorted(words, key = words.count, reverse=True) + + # Orders by frequency without repeat terms + seen = {} + ordered_set = [seen.setdefault(x, x) for x in ordered if x not in seen] + freq_words.append(ordered_set) + return + +def remove_matches(): + """ removes words that are present in 10 state lists (e.g. 'the') + + returns: nothing + """ + +# Make a histogram of all the words + all_words = [] + for entry in freq_words: + all_words.extend(entry) + hist = Counter(all_words) + +# Delete words that appear in 10 or more articles + for word in hist.keys(): + if hist[word] >= 10: + for i in range(50): + if word in freq_words[i]: + freq_words[i].remove(word) + + +def find_common_words(state1, state2): + """ Main Loop: compares two states + + returns: the common_words of two states + """ + for name in states: + find_freq_words(name) + print(name) + + remove_matches() + + common_words = [] + index1 = states.index(state1) + index2 = states.index(state2) + +# Find the common words + for item in freq_words[index1]: + if item in freq_words[index2]: + common_words.append(item) + +def comp_al(): + """ compares Alabama to every state + + plots: # of common words vs. distance + """ + + for name in states: + find_freq_words(name) + print(name) + + remove_matches() + + num_sim_al = [] + for i in range(1,50): + common_words = [] + index1 = 0 + index2 = i + + for item in freq_words[index1]: + if item in freq_words[index2]: + common_words.append(item) + +# Add number of common words to num_sim_al + num_sim_al.append(len(common_words)) + +#plot + plt.plot(dist_al[1:], num_sim_al, 'ro') + plt.show() + return + + + +if __name__ == "__main__": + comp_al() From 0e62673f0f4b09b3fca1787c0a8271ebd661e31b Mon Sep 17 00:00:00 2001 From: iblancett Date: Wed, 11 Oct 2017 23:07:51 -0400 Subject: [PATCH 2/4] Update README.md --- README.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 8cce527..0172a01 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,6 @@ # TextMining -This is the base repo for the text mining and analysis project for Software Design at Olin College. +Before Using This Script: +Open Anaconda, +'pip install wikipedia', +'pip install matplotlib' From b5e3e2391aa257ae1cb2fbd78332593389a55a5c Mon Sep 17 00:00:00 2001 From: iblancett Date: Wed, 11 Oct 2017 23:10:05 -0400 Subject: [PATCH 3/4] Rename states.py to text_mining.py --- states.py => text_mining.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename states.py => text_mining.py (100%) diff --git a/states.py b/text_mining.py similarity index 100% rename from states.py rename to text_mining.py From 58c12c65a49ebe1fac89c74185b4860feba46cd3 Mon Sep 17 00:00:00 2001 From: Isabel Blancett Date: Thu, 19 Oct 2017 23:27:25 -0400 Subject: [PATCH 4/4] MP3 Revisions --- states.py | 118 +++++++++++++++++++++--------------------------------- 1 file changed, 46 insertions(+), 72 deletions(-) diff --git a/states.py b/states.py index 77ef053..aeeef24 100644 --- a/states.py +++ b/states.py @@ -6,36 +6,9 @@ """ -# Assumptions: -# Wikipedia articles of states are up to date -# Distance between states = google maps distance between states -# If states are next to each other, their distance is 0 -# Hawaii is considered 5000 miles from Alabama for the sake of this script - import wikipedia from collections import Counter -from itertools import chain -import matplotlib.pyplot as plt - -states = ['Alabama', 'Alaska', 'Arizona', 'Arkansas', 'California', - 'Colorado', 'Connecticut', 'Delaware', 'Florida', 'Georgia (U.S. state)', - 'Hawaii', 'Idaho', 'Illinois', 'Indiana', 'Iowa', - 'Kansas', 'Kentucky', 'Louisiana', 'Maine', 'Maryland', - 'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri', - 'Montana', 'Nebraska', 'Nevada', 'New Hampshire', 'New Jersey', - 'New Mexico', 'New York (state)', 'North Carolina', 'North Dakota', 'Ohio', - 'Oklahoma', 'Oregon', 'Pennsylvania', 'Rhode Island', 'South Carolina', - 'South Dakota', 'Tennessee', 'Texas', 'Utah', 'Vermont', - 'Virginia', 'Washington (state)', 'West Virginia', 'Wisconsin', 'Wyoming'] - -# In miles -dist_al = [0, 4303, 1564, 446, 2161, 1444, 1157, 932, 0, 0, - 5000, 2131, 700, 614, 948, 1009, 500, 388, 1507, 869, - 1262, 935, 1324, 0, 609, 1964, 1166, 2084, 1325, 1028, - 1228, 1211, 585, 1620, 728, 728, 2422, 981, 1225, 395, - 1315, 0, 828, 1773, 1360, 669, 2547, 705, 934, 1650] - -freq_words = [] + def get_content(title): """ grabs the content of a wikipedia page @@ -49,12 +22,12 @@ def get_content(title): article = wikipedia.page(title) return article.content -def find_freq_words(title): +def find_freq_words(title, freq_words): """ inserts word_freq list ordered by frequency & deletes punctuation title: name of the wikipedia page calls: get_content(title) - returns: nothing + returns: list of words ordered by frequency to be appended to freq_words """ words = get_content(title).split() @@ -73,10 +46,9 @@ def find_freq_words(title): # Orders by frequency without repeat terms seen = {} ordered_set = [seen.setdefault(x, x) for x in ordered if x not in seen] - freq_words.append(ordered_set) - return + return ordered_set -def remove_matches(): +def remove_matches(numStates, freq_words): """ removes words that are present in 10 state lists (e.g. 'the') returns: nothing @@ -91,62 +63,64 @@ def remove_matches(): # Delete words that appear in 10 or more articles for word in hist.keys(): if hist[word] >= 10: - for i in range(50): + for i in range(numStates): if word in freq_words[i]: freq_words[i].remove(word) + return freq_words -def find_common_words(state1, state2): - """ Main Loop: compares two states - returns: the common_words of two states +def find_common_words(states): + """ Finds a list of uncommon words for each state + + returns: updated freq_words list """ + + freq_words = [] + + numStates = len(states) + +# make list of all words (no repeats per list) for name in states: - find_freq_words(name) + ordered_set = find_freq_words(name, freq_words) + freq_words.append(ordered_set) print(name) - remove_matches() +# get rid of matching words across state articles + freq_words = remove_matches(numStates, freq_words) + return freq_words + +def compare_states(state1,state2): + """ Compares uncommon words between two states + + returns: the common_words of two states + """ + states = ['Alabama', 'Alaska', 'Arizona', 'Arkansas', 'California', + 'Colorado', 'Connecticut', 'Delaware', 'Florida', 'Georgia (U.S. state)', + 'Hawaii', 'Idaho', 'Illinois', 'Indiana', 'Iowa', + 'Kansas', 'Kentucky', 'Louisiana', 'Maine', 'Maryland', + 'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri', + 'Montana', 'Nebraska', 'Nevada', 'New Hampshire', 'New Jersey', + 'New Mexico', 'New York (state)', 'North Carolina', 'North Dakota', 'Ohio', + 'Oklahoma', 'Oregon', 'Pennsylvania', 'Rhode Island', 'South Carolina', + 'South Dakota', 'Tennessee', 'Texas', 'Utah', 'Vermont', + 'Virginia', 'Washington (state)', 'West Virginia', 'Wisconsin', 'Wyoming'] + +# Get all info for comparison + freq_words = find_common_words(states) common_words = [] index1 = states.index(state1) index2 = states.index(state2) -# Find the common words +# Compare the states for item in freq_words[index1]: if item in freq_words[index2]: common_words.append(item) -def comp_al(): - """ compares Alabama to every state - - plots: # of common words vs. distance - """ - - for name in states: - find_freq_words(name) - print(name) - - remove_matches() - - num_sim_al = [] - for i in range(1,50): - common_words = [] - index1 = 0 - index2 = i - - for item in freq_words[index1]: - if item in freq_words[index2]: - common_words.append(item) - -# Add number of common words to num_sim_al - num_sim_al.append(len(common_words)) - -#plot - plt.plot(dist_al[1:], num_sim_al, 'ro') - plt.show() - return - - + print(len(common_words)) + return common_words if __name__ == "__main__": - comp_al() + # example run + print(compare_states('Alabama', 'Vermont'))