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intel-dca-capstone's Introduction

HMM Class Overview

get_next_window(win, df)

Returns the list of windows that come after param win (str)

get_cond_probs(win,df)

Returns series of conditional probs for succeeding window(s) for a given win

transition_matrix(data)

Returns transisiton matrix for the HMM and creates the n x n transistion matrix with n = num of unique windows indices is the order of window_order rows denote prob for window_order[win] for every other window

get_immersive_prob(win, data)

Returns the conditional immersive window probabilities

emission_matrix(data)

Returns emission matrix using only emmersive probabilty

clean_data(window_path, imm_path)

Cleans csv and outputs either a windows df OR windows and is_immersive df

train_test_split(data,train_size, test_size)

Splits data into train and test portions, default 80-20 split Training data is first train_size % of the data Test data is last test_size % of the data

predictor1(train, test)

This predictor outputs the top x probable windows and checks the current test data window if it's in the top x. if not then a check mark of incorrect is added. Accuracy is outputted at the end

predictor2(train,test)

This predictor ouputs a sequence of next windows. Accuracy is measured AFTER

predictor3(train, test)

This predictor outputs the top x probable windows and checks the current test data window if it's in the top x AND fits is_immersive emission matrix value if not then a check mark of incorrect is added accuracy is outputted at the end

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