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Fig 1.

Location map of the study domain and considered stations.

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Fig 2.

Spatial variability of average annual precipitation over the NHP.

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Table 1.

Locations and elevations of meteorological stations considered in this study.

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Table 2.

The 11 ETCCDI-based extreme precipitation indices examined in this analysis and their respective definitions.

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Fig 3.

Linear trends of the total annual, winter, and monsoon precipitation in the northern high lands of Pakistan during 1990 to 2020.

Z value represents the MMK test value and Q indicates the TS value.

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Table 3.

Slope and trends of annual, winter, and monsoon precipitation.

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Fig 4.

Spatial variability of MMK trend test values for annual, winter, and monsoon precipitation in the northern highlands of Pakistan.

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Table 4.

Slope and trends of intensity-based six extreme precipitation indices.

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Table 5.

Slopes and trends of CDD and CWD indices.

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Table 6.

Slopes and trends of R10, R20, and R25 indices.

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Fig 5.

Spatial distribution of MMK trend test values for extreme precipitation indices (grouped on the basis of intensity) in the northern highlands of Pakistan.

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Fig 6.

Spatial distribution of trends of R10, R20, and R24 indices in the northern high lands of Pakistan.

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Fig 7.

Spatial distribution of CDD and CWD trends in the northern highlands of Pakistan.

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