makedalytics

Currrent version: A python library for data analytics on data including text and/or images with an emphasis on scientific reproducibility. There is only a dependancy on pip (although some versions of pip may have dependancies). Please note the library is currently evolving, and I am testing new functions. At present the tested functional functions of makedalytics are the following:

general functions

remind_ds_libraries():

This function takes no arguments and reminds what libraries you may want to import by printing them.

packages_to():

This function takes no arguments and displays what your system and packages are, and writes them to a file called "requirementscontext.txt"

check_requirements(test2list):

Function takes arguments of a list e.g. ['absl-py==0.7.0','aiofiles==0.4.0','altair==4.1.1'] of packages you will have as requirements as test2list. Returns which you are missing in your machine environment. Missing may be a difference of version number.

biopsy_df(start_row,end_row,column, df):

Function takes arguments of starting row (start row), end row and column or [columns] listed in []. Returns only specified area of dataframe.

understand_df(df):

This function takes the dataframe as an argument, and produces information on number of columns, rows, data types, existance of nulls etc.

pristine(df,axis_to_zap, modify_index):

Takes arguments of dataframe(df), 'columns' or 'rows' (axis to zap) and modify_index which can be set to true or false. Returns a cleaned dataframe without columns or rows that have nulls.

text and NLP related functions

show_duplicates(df):

If there are duplicates it will show and tell.

tag_text(text, column):

Shows you where (what row) certain text is in a columns. Works like nuclear medicine tagging.

wordish_count(str):

Counts split up elements of a string. In the case ofan English sentance that is a count for each word with some counting of certain punctuation..

image related functions

create_matrix(width, height, default_element):

Helper function to create matrices width' x height' y fills with default element which can be set to a number or a boolean (True or False)