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Click Start, click All Programs, click Accessories, click Windows PowerShell, and then click Windows PowerShell.
In the PowerShell console, type the following command and then press ENTER:
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When you run the preceding command, you might receive the following error message:> Set-ExecutionPolicy : Access to the registry key'HKEY_LOCAL_MACHINESOFTWAREMicrosoftPowerShell1ShellIdsMicrsoft.PowerShell' is denied. This error message typically occurs if you are not running PowerShell under administrator credentials. Close your session of PowerShell, and start a new session as an administrator.
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Latest versionReleased:
Graphic and text stem-and-leaf plots
Project description
Overview
John Tukey’s stem-and-leaf plot first appeared in 1970. Although veryuseful back then, it cannot handle more than 300 data points and iscompletely text-based. Stemgraphic is a very easy to use python packageproviding a solution to these limitations (no size limit, graphicaltool). It also supports categorical and text as input.
A typical stem_graphic output:
For an in depth look at the algorithms and the design of stemgraphic,see
Documentation is available as pdfstemgraphic.pdf andonline html.
The official website of stemgraphic is: http://stemgraphic.org
A Stem-and-leaf Timeline: timelinepdf on artchiv.es
See also: Are you smarter than a fifthgrader?
Installation
Stemgraphic requires docopt, matplotlib and pandas. Optionally, havingScipy installed will give you secondary plots and Dask (seerequirements_dev.txt for all needed to run all the functional tests)will allow for out of core, big data visualization. See more pythonpackages that can be installed for more functionality in the section“Optional Requirements”.
Installation is simple:
or from this cloned repository, in the package root:
If you only have python3, pip3 and python3 are probably going to be pipand python. At this time, we do not have a conda package yet, but youcan install everything else with conda, and then pip installstemgraphic.
Optional requirements
You can pip install these modules for additional functionality:
- dask (for distributed computing)
- pysixel (for graphics in the text console)
- python-levenshtein (for distance metric)
- scipy (for marginal plots)
Command line
stemgraphic comes with a command line tool:
A typical command line output:
An example Sixel graphics in the terminal:
heatmap example in terminal
The supported graphic chart types (-t):
- dot
- graphic (default - stem_graphic plot)
- heatmap
- hist
- kde
- line
The supported text chart types (-t):
- heatmatrix
- text (stem_text plot)
- text_dot
- text_hist
- text_heatmap
- tally
Latest changes
Version 0.9.0
- bugfix when no index in translate_representation
- reformat alpha.py with black (2 changes)
- added log scale support with cufflinks in 3d (bug was fixed)
- matplotlib log scale in 3d still not working, however
- added html renders of all the demo notebooks
- fixed some warnings (pandas and matplotlib)
- fixed color palette for interactive plots when comparing 2 sources
- fixed marker size on default view (5 x increase)
- bugfix on command line stem
Version 0.8.3
- text mode heatmatrix
- text mode heatmap (heatmatrix without 0 values, compact format)
- symmetric stem_dot option to center the dots
- stem_symmetric_dot alias
- improved documentation
- stem_hist, text histogram
- stem_tally, text tally chart
- charset support for stem_text
- charset support for heatmap, heatmatrix
- heatmap for alpha
- heatmatrix for alpha
- unicode digit charsets added: ‘arabic’, ‘arabic_r’, ‘bold’,‘circled’, ‘default’, ‘doublestruck’, ‘fullwidth’, ‘gurmukhi’,‘mono’, ‘nko’, ‘rod’, ‘roman’, ‘sans’, ‘sansbold’, ‘square’,‘subscript’, ‘tamil’
Version 0.8.2
- bugfix on min/max values from command line
- silence warning from matplotlib on tight_layout
- Alignment issue on title for back to back stem-and-leaf plots
- bugfix on dot plot number of dots
- Added symmetric dot plot option and alias since I was working on dotplot
Version 0.8.1
- command line output improved: description of data more elaborate
- leaf_scatter plot added
- stem_text support for flip_axes
- stem_dot support flip_axes
- stem_dot defaults marker to unicode circle
- added support for dot for command line stem (stem -t dot)
Version 0.7.5
- Bugfix for issue 12, -0 stem not showing in certain cases
Version 0.7.4
- Bugfix for stem_text with plain list (df and numpy are ok)
Version 0.7.2
- Bugfix for secondary plot calculation
Version 0.7.0
- Made Levenshtein module optional
- Small Multiples support
Version 0.6.1
- back-to-back stem-and-leaf plots can use predefined axes (secondaryax added)
- added quantize function (basically a round tripnumber->stem-and-leaf->number))
- density_plot added for numerical values with stem-and-leafquantization and sampling
- density_plot also support multiple secondary plots like box, violin,rug, strip
- notebook demoing density_plot
- notebook demoing comparison of violin, box and stem-and-leaf forcertain distributions
Version 0.6.0
Version bump to 0.6 due to order of params changing. Shouldn’t affectusing named args
Major code change and expansion for num.stem_graphic including: -back-to-back stem-and-leaf plots - allows comparison of very skewed data- bug fix (rounding issue) due to python precision - better stemhandling - alpha down to 10% for bars - median alpha can be specified -stems can be hidden - added title option, besides the legend
Other changes: - More notebook examples - added leaf_skip, stem_skip toa few functions missing them - heatmap_grid bugfix - added reverse to afew functions missing it - improved documentation - matrix_differenceord param added added - ngram_data now properly defaults to caseinsensitive - switched magenta to ‘C4’ - compatible with mpl styles now- functions to read/write .npy and .pkl files - more unicodetypographical glyphs added to the list of non alpha
Version 0.5.3
- scatter 3d support
- added 3rd source to compare (in 3d) with scatter plots
- more scatter plot fixes
- some warnings added to deal with 3d and log scale issues
- added fig_xy to scatter - useful to quickly adjust figsize in anotebook
- added normalize, percentage and whole (integer) to scatter
- added alpha to scatter
Version 0.5.2
- added documentation for scatter plots
- added jitter to scatter plots
- added log scale to scatter plots
- more notebooks
Version 0.5.1
- stem_text legend fix
- missed adding the code for scatter plots
- more notebooks
Version 0.5.0
Major new release.
- All 0.4.0 private changes were merged
- new module stemgraphic.alpha:
- n-gram support
- stem_graphic supporting categorical
- stem_graphic supporting text
- stem_text supporting categorical
- stem_text supporting text
- stem command line supporting categorical when column specified
- heatmap for n-grams
- heatmap grid to compare multiple text sources
- Frobenius norm on diff matrices
- radar plot with Levenshtein distance
- frequency plot (bar, barh, hist, area, pie)
- sunburst char
- interactive charts with cufflinks
- new module stemgraphic.num to match .alpha
- stop word dictionaries for English, Spanish and French
- Massively improved documentation of modules and functions
- Improved HTML documentation
- Improved PDF documentation
Version 0.4.0
Internal release for customer.
- Added Heatmap
- Basic PDF documentation
- Quickstart notebook
Version 0.3.6
- Persist sample from command line tool (-k filename.pkl or -kfilename.csv).
- Windows compatible bat file wrapper (stem.bat).
- Added full command line access to dask distributed server (-d, -s,use file in ’’ when using glob / wildcard).
- For operations with dask, performance has been increased by 25% inthis latest release, by doing a compute once of min, max and countall at once. Count replaces len(x).
Added the companion PDF as it will be presented at PyData Carolinas2016.
TODO
- multivariate support
- provide support for secondary plots with dask
- automatic dense layout
- add a way to provide an alternate function to the sampling
- support for spark rdds and/or sparkling pandas
- create a bokeh version. Ideally rbokeh too.
- add unit tests
- add feather, hdf5 etc support, particularly on sample persistence
- more charts
- more examples
Release historyRelease notifications
0.9.0
0.8.3
0.8.2
0.8.1
0.7.6
0.7.5
0.7.4
0.7.3
Quick ringtone 1.0.1 download free. 0.7.2
0.7.1
0.7.0
0.6.2
0.6.1
0.6.0
0.5.3
0.5.2
0.5.1
0.5.0
0.3.7
0.3.6
0.3.5
0.3.4
0.3.3
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