def ExtractAllFeatures(self, hours):
#Create the Object of Feature Class
features = Features.Features()
#1. Need to sort the posts dict in ascending order of timestamp, then view the posts.
allPosts = self.documentDict[self.POSTS]
postDict, sortedKeys = self.SortByPostCreationTime(allPosts)
#2. Questioners Reputation
self.GetQuestionersReputation()
#3. Questions asked by questionaire
userDict = {} #this will store userID and questions asked by the user
userList = self.documentDict[self.USERS]
for postKey in sortedKeys: #posts sorted by creation time
if postDict[
postKey].PostTypeId == '1': # If id is 1, it is a question
#search the user who has asked the question
userID = postDict[postKey].OwnerUserId
#for this userID enter a new user in dictionary or update the 'question asked until this post' in the existing entry
try: #try updating
userDict[userID].questionAsked += 1
except:
#create new pbject of User class
newUser = QA.User(userID)
newUser.questionAsked = 0
userDict[
userID] = newUser #initialize the number of questions asked by the user previous to asking this question
#we know the post ID of this question. We can append this feature value in the self.QuestionAnswerPairs dict
currentPostId = postDict[postKey].Id
#To the current Post ID add the feature - question asked by the questionaire before asking the current question
self.QuestionAnswerPairs[
currentPostId].F2_QuesAskedByQuestionaire = userDict[
userID].questionAsked
#self.QuestionAnswerPairs[currentPostId].Owner = userList[userID] #add the original users object
a = 9
#4. Num Answers to Questions within one hour and Sum of their Scores
self.FindNumAnswerAndTheirScoresInXHours(hours)
#8. NumComments in Q/A of highest reputation user of the answer of current post
self.NumCommentsInQAOfHighRepUser(hours)
for key, qaPairs in self.QuestionAnswerPairs.items():
feature = Features.Feature()
feature.F1_QuestionersReputation = qaPairs.F1_QuestionersReputation
feature.F2_QuesAskedByQuestionaire = qaPairs.F2_QuesAskedByQuestionaire
feature.F3_NumAnswerToQuestionInXHours = qaPairs.F3_NumAnswerToQuestionInXHours
feature.F4_SumScores = qaPairs.F4_SumScores
feature.F5_BestScoreAnswerLength = qaPairs.F5_BestScoreAnswerLength
feature.F6_BestScoreNumComments = qaPairs.F6_BestScoreNumComments
feature.F7_BestScoreTimeDiff = qaPairs.F7_BestScoreTimeDiff
feature.F8_ReputedUserNumComments = qaPairs.F8_ReputedUserNumComments
feature.Y_Label_FrequentlyViewed = qaPairs.Y_Label_FrequentlyViewed
features.featureList.append(feature)
return features.featureList
pass
