Global Moran’s I

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2023 Moran’s I 0.116 pseudo P-value 0.025

2022 Moran’s I 0.128 pseudo P-value 0.026

2021 Moran’s I 0.100 pseudo P-value 0.033

2020 Moran’s I 0.127 pseudo P-value 0.014

2019 Moran’s I 0.094 pseudo P-value 0.034

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2018 Moran’s I 0.108 pseudo P-value 0.025

2017 Moran’s I 0.143 pseudo P-value 0.016

2016 Moran’s I 0.145 pseudo P-value 0.021

2015 Moran’s I 0.095 pseudo P-value 0.044

2014 Moran’s I 0.075 pseudo P-value 0.038

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The Moran scatter plot of TB incidences in Mueang Khon Kaen District, 2014–2023

📖 All types of tuberculosis refer to TB cases diagnosed by a physician using at least one of the A15-A19 ICD-10 codes (the 10th revision of the International Classification of Diseases).
📝 Moran's indices were significantly positive (p-value < 0.05) in every year from 2014 to 2023, indicating spatial clustering across the study area during this period.

Local Moran’s I

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2023

2022

2021

2020

2019

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2018

2017

2016

2015

2014

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LISA Cluster Map Not Significant High-High Low-Low Low-High High-Low

📝 Results were mapped only when the p-value for a location was less than 0.05. Local Indicators of Spatial Association (LISA) were used to identify patterns of spatial clustering for each time period across the study areas. Hotspots of TB incidence from 2014 to 2023 were predominantly detected in the Nai Mueang, Phra Lab, and Ban Pet sub-districts, while cold spots were detected only in the Tha Phra sub-district in 2019. Low-high outliers were detected in Phra Lab in 2014 and Ban Pet in 2021