Asking for suggestions about how to import json-ld format rdf data into neo4j through neosematics or APOC

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data source:"http://openkg1.oss-cn-beijing.aliyuncs.com/bed2b2d5-0749-44a3-8a3f-e15f90b4d3bb/character-covid-19-v..."
download:"http://openkg.cn/dataset/covid-19-character"
Using neo4j server v3.5.x
At the very begining, I convert the json-ld data to rdf/xml format.
I have tried to import the coverted data through neosematics for 3 days. The result is awful, there are defined relationship in the data through p~, but the graph doesn't map them.
Today I try to import the data in json-ld format through APOC, but I failed too. I can't find the document about how to import json-ld format data.
I hope someone could help me find out the progress of import the data above, please!
Thanks

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My result:

I hope the nodes shows its label.value but not the url -ID, and the property ID and class ID on the left side could map its value