Issue while performing merge/mosaic of multiple TIFF files using Rioxarray Python

I am trying the following code to mosaic/merge 10 image files (.tif files) using the following code:

import rioxarray
from rioxarray import merge
from rasterio.plot import show

items = [r'D:LC08_L1TP_146046_20180425_20180502_01_T1.tif',
r'D:LE07_L1TP_145045_20180426_20180523_01_T1.tif',
r'D:LC08_L1TP_144046_20180427_20180502_01_T1.tif',
r'D:LC08_L1TP_144045_20180427_20180502_01_T1.tif',
r'D:LC08_L1TP_143046_20180420_20180502_01_T1.tif',
r'D:LC08_L1TP_143047_20180420_20180502_01_T1.tif',
r'D:LC08_L1TP_143045_20180420_20180502_01_T1.tif',
r'D:LE07_L1TP_145046_20180426_20180523_01_T1.tif',
r'D:LE07_L1TP_145045_20180426_20180523_01_T1.tif',
r'D:LC08_L1TP_144047_20180427_20180502_01_T1.tif']

elements = []

for val in items:
    elements.append(rioxarray.open_rasterio(val))

merged = merge.merge_arrays(elements, nodata=0.0)

image = merged.values
show(image)

After running the above code I am getting the following plot:

The image shown above is not the correct mosaic/merge image as the left and right part of the image is swapped because when I am loading the input files in ArcMap I am getting the following:

How can I resolve this issue?

for val in items:
    elements.append(rioxarray.open_rasterio(val))

for val in items:
    rds = rioxarray.open_rasterio(val)
    if rds.rio.crs != "EPSG:32643":
        rds = rds.rio.reproject("EPSG:32643")
    elements.append(rds)