From 2eae133846d806b573778b304f1ccd12180dde1e Mon Sep 17 00:00:00 2001 From: ClaireKincaid Date: Wed, 24 Feb 2016 23:45:16 -0500 Subject: [PATCH 1/4] Turning in my Text Mining project --- TextMining.py | 59 +++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 59 insertions(+) create mode 100644 TextMining.py diff --git a/TextMining.py b/TextMining.py new file mode 100644 index 0000000..1b4fb1d --- /dev/null +++ b/TextMining.py @@ -0,0 +1,59 @@ +#TextMining Project: KeyWord Search +#Claire Kincaid +#February 24 2016 + +import string + +def make_data(data): + """Takes a string, removes all punctuation, makes all letters lowercase and puts words of string into a list + >>> make_data("I'm hilarious") + ['im', 'hilarious'] + """ + data = data.lower() #turns all letters in string lowercase + data = data.translate(None, string.punctuation) #strips all punctuation from string + listdata = data.split() + return listdata + +def word_count(data): + """Takes a string, uses make_data to turn it into an analyzable list + creates a dictionary that counts all words within that list + >>> word_count("I'm hilarious") + {'im': 1, 'hilarious': 1} + """ + words = dict() + for word in make_data(data): + words[word] = words.get(word, 0) + 1 + return words + +def word_find(data, keyword): + """ Takes a string, uses word_count to create dict counting all words in string + returns frequency of word specified as a keyword + >>> word_find("I'm hilarious", "hilarious") + 1 + """ + hist = word_count(data) + return hist.get(keyword, 0) + +def multi_keywords_find(data, keywords): + """ Takes a string data and a list of keywords and returns dict w/ word count of those words + >>> multi_keywords_find("I'm hilarious", ['im', 'hilarious']) + {'im': 1, 'hilarious': 1} + """ + keywords_count = [] + all_keywords = dict() + for i in keywords: + all_keywords[i] = (word_find(data, i)) + return all_keywords + + +keywords = ['computer', 'assisted', 'collaborative', 'learning', 'inderdisciplinary', 'shared', 'knowledge'] +rawdata = open('data.txt') +datalist = rawdata.readlines() +data = '' +for i in datalist: + data += i + +print multi_keywords_find(data, keywords) + +import doctest +doctest.testmod() \ No newline at end of file From 7775dddd2875dac4d79af0681e3beaff6ac4fbbb Mon Sep 17 00:00:00 2001 From: ClaireKincaid Date: Wed, 24 Feb 2016 23:57:31 -0500 Subject: [PATCH 2/4] Turning in my Project Reflection for Text Mining Mini Project --- ProjectReflection.pdf | Bin 0 -> 62149 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 ProjectReflection.pdf diff --git a/ProjectReflection.pdf b/ProjectReflection.pdf new file mode 100644 index 0000000000000000000000000000000000000000..9daa306370638a7e60bef62e91f83aee40130844 GIT binary patch literal 62149 zcmce*WmH_-wlzv{cMnoHAvhH7?jGFT-Q5Z97J|FGTd-ik-GjTk=Bs4yv(Ihk-1gr4 z{=90{s^%JN&Y^wuv7jgvM8xQr=vm<@y6^Me;8_5S06RlVcpe@AgN%i(iGibqr-?Cu 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zB=ZD=3d`)xq&!_T7Y8)rD?0puVeO}w(E#-)zy8a46MlX_@Up=hcI4B)(TMy1MuZ$ Date: Mon, 18 Apr 2016 20:36:13 -0400 Subject: [PATCH 4/4] Turning in my revised TextMining project for Mini Project 5 --- TextMining.py | 110 ++++++++++++++++++++++++++++++++------------------ 1 file changed, 70 insertions(+), 40 deletions(-) diff --git a/TextMining.py b/TextMining.py index 1b4fb1d..30ab44a 100644 --- a/TextMining.py +++ b/TextMining.py @@ -1,59 +1,89 @@ #TextMining Project: KeyWord Search +#This script will search through a given paper or papers for the occurences of several keywords +#it will then tell the user the most relevant paper based on the maximum number of occurences of a keyword or keywords #Claire Kincaid -#February 24 2016 +#April 18, 2016 (revised for MiniProject 5) import string def make_data(data): - """Takes a string, removes all punctuation, makes all letters lowercase and puts words of string into a list - >>> make_data("I'm hilarious") - ['im', 'hilarious'] - """ - data = data.lower() #turns all letters in string lowercase - data = data.translate(None, string.punctuation) #strips all punctuation from string - listdata = data.split() - return listdata + """Takes a string, removes all punctuation, makes all letters lowercase and puts words of string into a list + >>> make_data("I'm hilarious") + ['im', 'hilarious'] + """ + data = data.lower() #turns all letters in string lowercase + data = data.translate(None, string.punctuation) #strips all punctuation from string + listdata = data.split() + return listdata def word_count(data): - """Takes a string, uses make_data to turn it into an analyzable list - creates a dictionary that counts all words within that list - >>> word_count("I'm hilarious") - {'im': 1, 'hilarious': 1} - """ - words = dict() - for word in make_data(data): - words[word] = words.get(word, 0) + 1 - return words + """Takes a string, uses make_data to turn it into an analyzable list + creates a dictionary that counts all words within that list + >>> word_count("I'm hilarious") + {'im': 1, 'hilarious': 1} + """ + words = dict() + for word in make_data(data): + words[word] = words.get(word, 0) + 1 + return words def word_find(data, keyword): - """ Takes a string, uses word_count to create dict counting all words in string - returns frequency of word specified as a keyword - >>> word_find("I'm hilarious", "hilarious") - 1 - """ - hist = word_count(data) - return hist.get(keyword, 0) + """ Takes a string, uses word_count to create dict counting all words in string + returns frequency of word specified as a keyword + >>> word_find("I'm hilarious", "hilarious") + 1 + """ + hist = word_count(data) + return hist.get(keyword, 0) def multi_keywords_find(data, keywords): - """ Takes a string data and a list of keywords and returns dict w/ word count of those words - >>> multi_keywords_find("I'm hilarious", ['im', 'hilarious']) - {'im': 1, 'hilarious': 1} - """ - keywords_count = [] - all_keywords = dict() - for i in keywords: - all_keywords[i] = (word_find(data, i)) - return all_keywords + """ Takes a string data and a list of keywords and returns dict w/ word count of those words + >>> multi_keywords_find("I'm hilarious", ['im', 'hilarious']) + {'im': 1, 'hilarious': 1} + """ + all_keywords = dict() + for i in keywords: + all_keywords[i] = (word_find(data, i)) + return all_keywords + +def multi_paper_word_find(data, keyword): + """takes string keyword, uses word_find to find the occurences of keyword in three datasets in a list + returns dictionary of papers in order of highest occurences of word to lowest""" + data_keyword = dict() + for i in data: + data_keyword[i] = word_find(i, keyword) + return data_keyword + +def relevance(data, keyword): + data_keyword = multi_paper_word_find(data, keyword) + most_relevant = max(data_keyword.get(data1, 0), data_keyword.get(data2, 0), data_keyword.get(data3, 0)) + return most_relevant keywords = ['computer', 'assisted', 'collaborative', 'learning', 'inderdisciplinary', 'shared', 'knowledge'] -rawdata = open('data.txt') -datalist = rawdata.readlines() -data = '' -for i in datalist: - data += i -print multi_keywords_find(data, keywords) +rawdata1 = open('data.txt') +datalist1 = rawdata1.readlines() +data1 = '' +for i in datalist1: + data1 += i + +rawdata2 = open('data2.txt') +datalist2 = rawdata2.readlines() +data2 = '' +for i in datalist2: + data2 += i + +rawdata3 = open('data3.txt') +datalist3 = rawdata3.readlines() +data3 = '' +for i in datalist3: + data3 += i + +data = [data1, data2, data3] + +print multi_keywords_find(data1, keywords) +print relevance(data, keywords[1] import doctest doctest.testmod() \ No newline at end of file