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Investigating the Relationship between the Geographic Variations and Incidence Risk of COVID-19 in Hong Kong

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covid_risk_tpu_regression's Introduction

covid_risk_tpu_regression

Investigating the Relationship between the Geographic Variations and Incidence Risk of COVID-19 in Hong Kong

TPU_preprocessing:

  1. ignore teh case with incomplete information
  2. count number of cases in each TPU
  3. count number of cases in each TPU according to gendar and different age range

ratio_preprocessing:

  1. divide all features with population of the TPU, calculate the ratio of the feature over population
  2. split all cases into two groups, local cases and imported cases.
  3. To simplify the model, only consider the local cases as the source of community virus spread.
  4. according to the assumption in 3., we take (local case number in a TPU)/(population of the TPU) as the incidence rate instead of (all cases number in the TPU)/(population of the TPU).

ratio_regression:

  1. training and testing of five regression models
  2. the results of all models in form of diagrams
  3. feature correlation analysis

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