c14410312 / repository

StackoverflowPostClassification

Post classification Experiment using Scikit learn Date 20/02/18 Dylan Butler Task The overall task of this experiment is to create a trained classifier to correctly classify whether or not a post is useful for quizes and knowledge testing of Java core concepts. Data The data for this experiment consists of a manually labelled dataset of 1500 stackoverflow posts. These posts have been filtered according to the following characteristics: They posses the structure of either a "how-to"(procedural intent) or a "why"(casual intent) type of question They have a minimum score of 7 (post score) They have not been deleted They have not been closed They have an accepted answer After extracting this data I conducted an analysis on the resulting dataset to gain a deeper understanding of the data: Extracted Data insights Group 1 (useful for quizzes): How to split a string in Java? Read and convert an input stream to a string? How to read all files in a folder in Java? How to round a number to n decimal places in Java? How to parse JSON in Java? How do I declare and initialize an array in Java? Why is it faster to process an unsorted array vs a sorted array How do I compare strings in Java? Group 2 (not useful fr quizzes): How do I fix android.os.NetworkOnMainThreadException? How do you assert that a certain exception is thrown in JUnit 4 tests? How to fix java.lang.UnsupportedClassVersionError: Unsupported major.minor version How to add local jar files to a Maven project? How do I set up IntelliJ IDEA for Android applications? How does autowiring work in Spring? How do I tell Maven to use the latest version of a dependency? Unfortunately MyApp has stopped. How can I solve this? Why is subtracting these two times (in 1927) giving a strange result? Key Findings Useless Q's A key difference I can spot is that most of the questions that pose no use are environment, framework, related and focus on a technology that uses Java. Verbs like; set-up, fix, stopped ... i.e. less java specific and more generic - used in everyday language. Useful Q's The useful questions seem to be following a pattern in which the main words in the questions (split, string, read, java, JSON, declare, initialize) are all words closely related to Java and programming concepts in general. The verbs/action words used in the useful q's are closely associated with java itself. Experiment Process Chunk tags and titles and bodies into a single body eliminate code snippets remove stop words lemmatise each body Extract the core features from the text that the algorithm can learn from Train a classifier Evaluate Improve results