Michael Arnold issues

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                                            Michael Arnold

Collections.Mapping is depreciated for python versions >3.10

Getting some Attribute Errors when making shifts if using a newer version of python. ``` File "/Users/michael/projects/data-mountain-query/data_mountain_query/sentiment_plot.py", line 378, in general_sentiment_shift sentiment_shift = sh.WeightedAvgShift(type2freq_1=type2freq_1, ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/Users/michael/miniconda3/envs/data-mountain-query/lib/python3.11/site-packages/shifterator/shifts.py", line 59, in...

Update helper.py for python >3.10 compatibility

resolves an API change to python's collections module.

Build valuations have wrong units in states tab?

Feature Request: allow choosing file names when saving images

This would be a nice feature on the cities page. thanks for making this tool, really interesting dataset!