adding new scatter plot colored by bin to the bin/tuple plots, also fixed link to config file on the variable reports

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refactoring use of data objects in compare; some cleanup; added a bit of functionality to FileInfo object and partially integrated it into compare

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added ability to test total error (sum of error for epsilon and finiteness mismatch) and corrected imshow method to keep original images in the same range when directed)

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added new 'total_data_failure_tolerance' to let you set a bound on the sum of epsilon and finitness-mismatch failures (ie. all points that were bad because of the data itself)

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fixed links to config file in reports and formatting of filter descriptions; added check for whether user requested config file is available that will end execution with a warning if it is not

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added correction to save the path to the doc page so it can be used when generating the variable report; also fixed bug with float values being overridden when data types were changed

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fixed pass/fail calculation logic; added assert to simplify error when fill value not defined during colocation; general clean up of code and comments

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stubbing some classes into stats for later; added r-squared correlation statistic;  added ability to test pass/fail on the r-squared correlation; refactored the pass/fail calculation code

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integrating diff code into the data objects more seamlessly; some minor comment editing in the collocation module

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adding basic data objects and making difference analysis their responsibility; minimal integration to keep them working with the rest of the code

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Unsigned ints are upcast to higher precision signed ints before computing diff, to avoid possible overflow

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added method to calculate original indexes in non flattened case based on flat index and original shape; altered report to show subgroupings and image generation to put bin/tuple images into subgroupings by bin; fixed case number on the line plots

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corrected magnitude direction to UV vector formula; added code to support bin tuple visualizations for complex data (first draft); stubbed in methods for attribute modification and variable creation in file types other than .nc

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corrected loading of h5 missing values; fixed info variable selection crash; invalid pts much more accurately detected and ignored during colocation; set up to plot vector data using config file settings; fixed remote file access for colocation copies

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added code to support data colocation and creation of modified files including colocated data; added support for a filter based on another variable data set (for example filtering winds on QI); quite a bit of refactoring to clean up code and handle longitude/latitude edge cases

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