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        "description": "datavision\n==========\n\nPython data visualisation\n\nsetup\n=====\n\n.. code:: bash\n\n    pip install datavision\n\nqunti and zus lists\n===================\n\nQunti (\u7fa4\u4f53, groups) are lists that act\n\n-  as dictionaries that can contain duplicate keys and\n-  as sets for the purposes of enabling set-like operations for qunti\n   objects, such as symmetric difference, intersection and update\n   operations.\n\nQunti are composed of multiple zu (\u7ec4, group) objects.\n\nqunti operations\n----------------\n\nIn an update operation, one qunti is used to update another. Any zus in\nthe updating qunti that are not in the updated qunti are appended to the\nupdated qunti. Any zus that are in the updating qunti and the updated\nqunti replace the corresponding zus in the updated qunti.\n\nThe following example illustrates a qunti update operation in which an\n``alpha`` zus is replaced and a ``delta`` zus is appended:\n\n.. code:: python\n\n    # example qunti update:\n    a = [['alpha', '10'], ['beta', '20'], ['gamma', '30'], ['gamma', '15']]\n    b = [['delta', '40'], ['alpha', '50']]\n    # update of a with b:\n    a = [['beta', '20'], ['gamma', '30'], ['gamma', '15'], ['delta', '40'], ['alpha', '50']]\n\nThe following example illustrates qunti symmetric difference,\nintersection and update operations. In the update operation, two old\n``gamma`` zus are replaced by a single new ``gamma`` zu:\n\n.. code:: python\n\n    # example qunti symmetric difference, intersection and update:\n    a = [['alpha', '10'], ['beta', '20'], ['gamma', '30'], ['gamma', '15']]\n    b = [['delta', '40'], ['alpha', '50'], ['gamma', '25']]\n    # symmetric difference of a and b:\n    [['beta', '20'], ['delta', '40']]\n    # intersection of a and b:\n    [['alpha', '10'], ['gamma', '30'], ['gamma', '15'], ['alpha', '50'], ['gamma', '25']]\n    # update of a with b:\n    a = [['beta', '20'], ['delta', '40'], ['alpha', '50'], ['gamma', '25']]\n\ndata visualisation\n==================\n\nDatavision provides utilities for data visualisation.\n\nmatrices as colormaps\n---------------------\n\n|image0| |image1| |image2|\n\nhistograms\n----------\n\n.. figure:: https://raw.githubusercontent.com/wdbm/datavision/master/media/histogram_comparison_1.png\n   :alt: \n\nterminal graphs and histograms\n------------------------------\n\n::\n\n       \u2502                                                                            \n       \u253c+79.548                                                                 \u25cb   \n       \u2502                                                                            \n       \u2502                                                                \u25cb           \n       \u2502                                                                            \n       \u2502                                                        \u25cb                   \n       \u2502                                                                            \n       \u2502                                                \u25cb                           \n       \u25fd       \u25fd       \u25fd                       \u25cb                                    \n       \u2502                       \u25fd       \u25cb                                            \n       \u2502                       \u25cb       \u25fd                                            \n    \u2500\u2500\u2500\u25cb\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u25cb\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25cb\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25fd\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\n       \u2502 +0.046                                         \u25fd               +8.97638    \n       \u2502                                                                            \n       \u2502                                                        \u25fd                   \n       \u2502                                                                            \n       \u2502                                                                \u25fd           \n       \u253c-48.228                                                                     \n       \u2502                                                                        \u25fd   \n       \u2502                                                                            \n\n::\n\n                             \u2502                        \n                             \u253c+75503.2                \n                           \u2218\u2218|\u2218                       \n                          \u2218||||\u2218                      \n                          ||||||\u2218                     \n                         \u2218|||||||                     \n                         ||||||||\u2218                    \n                        \u2218|||||||||                    \n                        ||||||||||\u2218                   \n                       \u2218|||||||||||                   \n                       |||||||||||\u2218                   \n                      \u2218||||||||||||                   \n                      |||||||||||||\u2218                  \n                      ||||||||||||||\u2218                 \n                     \u2218|||||||||||||||\u2218                \n                    \u2218|||||||||||||||||\u2218               \n                   \u2218|||||||||||||||||||\u2218              \n                \u2218\u2218\u2218||||||||||\u253c+1603.2|||\u2218\u2218\u2218           \n    \u2500\u2500\u253c--------------------------------------------\u253c\u2500\u2500\n       -4.69099              \u2502              +4.6147   \n\n.. code:: bash\n\n    echo \"0,  1,  4,  9, 16, 25, 36, 49, 64, 81\" | datavision_TTY_plot.py\n\ncombinations of variables\n-------------------------\n\n.. figure:: https://raw.githubusercontent.com/wdbm/datavision/master/media/variable_correlations_1.png\n   :alt: \n\nparallel coordinates\n--------------------\n\n.. figure:: https://raw.githubusercontent.com/wdbm/datavision/master/media/parallel_coordinates_1.png\n   :alt: \n\nFFT\n---\n\n.. figure:: https://raw.githubusercontent.com/wdbm/datavision/master/media/FFT.png\n   :alt: \n\ntime graphs\n-----------\n\n.. figure:: https://raw.githubusercontent.com/wdbm/datavision/master/media/time_1.png\n   :alt: \n\nBollinger bands\n---------------\n\n.. figure:: https://raw.githubusercontent.com/wdbm/datavision/master/media/Bollinger_bands_1.png\n   :alt: \n\n.. figure:: https://raw.githubusercontent.com/wdbm/datavision/master/media/Bollinger_bands_2.png\n   :alt: \n\ngraphs\n------\n\n|image3| |image4| |image5| |image6| |image7|\n\ndatabases\n=========\n\nDatavision features some scripts for interacting with databases:\n\n-  ``change_field_name_database_SQLite.py``\n-  ``duplicates_database_SQLite.py``\n-  ``view_database_SQLite.py``\n\n.. |image0| image:: https://raw.githubusercontent.com/wdbm/datavision/master/media/image_1.png\n.. |image1| image:: https://raw.githubusercontent.com/wdbm/datavision/master/media/image_2.png\n.. |image2| image:: https://raw.githubusercontent.com/wdbm/datavision/master/media/image_3.png\n.. |image3| image:: https://raw.githubusercontent.com/wdbm/datavision/master/media/graph.png\n.. |image4| image:: https://raw.githubusercontent.com/wdbm/datavision/master/media/multigraph.png\n.. |image5| image:: https://raw.githubusercontent.com/wdbm/datavision/master/media/multigraph_2D.png\n.. |image6| image:: https://raw.githubusercontent.com/wdbm/datavision/master/media/multigraph_2D_date.png\n.. |image7| image:: https://raw.githubusercontent.com/wdbm/datavision/master/media/multigraph_2D_time.png\n\n",
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