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@smartycope on read in your data provided an issue. Looks like one of your column names has an unallowable character

AnalysisException: Found invalid character(s) among ' ,;{}()\n\t=' in the column names of your schema. 
Please enable Column Mapping on your Delta table with mapping mode 'name'.
You can use one of the following commands.

If your table is already on the required protocol version:
ALTER TABLE table_name SET TBLPROPERTIES ('delta.columnMapping.mode' = 'name')

If your table is not on the required protocol version and requires a protocol upgrade:
ALTER TABLE table_name SET TBLPROPERTIES (
   'delta.columnMapping.mode' = 'name',
   'delta.minReaderVersion' = '2',
   'delta.minWriterVersion' = '5')
Refer to table versioning at https://docs.databricks.com/delta/versioning.html

Data structure Issue

@dbmum Looks like your data isn't reading in correctly.

zhvi = spark.read.parquet("dbfs:/data/" + "zhvi" + "/*")
display(zhvi)

Broke the read. You have a bunch of NULLS.

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