ft 0.2.7

Data management and manipulation package.

##################################################
# Free Tables: A Conduit for the Magic of Python #
# Dan Simonson - 2013 #
##################################################

Python data types are awesome. You can do pretty much anything with them.
One particularly useful arrangement is a list of dictionaries, something
I started referring to as a "free table."

This is a library for manipulating free tables.

################# Setup
$ sudo python setup.py install

That's it really. Python's pretty rad. Future versions may be a little more
complicated.

################# Conventions
data: If an argument is called data, a free table is expected there.

datum/point: A dictionary of a free table.

dex: If an argument is called dex, then it should be a dex--a dictionary
whose values are free tables. These are what indexBy returns.

prop: If an argument is called prop, it's a property. This usually should
be an entry in every datum in data. It isn't always, sometimes intended for
retaining consistency.

################# FAQ
+ Why don't you make an ftable class?
No. That defeats the whole point of free tables. They're supposed to be
pliable and easily manipulable using Python syntax. They're a convention,
not a type. I only see the imposition of a class upon the structure as
a hinderance.

Additionally, free tables are the gestation of a larger movement towards
a classless society free of bourgeoisie oppression. This is because
algorithms are ideology. Power to the people.

If you think I'm wrong, you're welcome to prove me so.


################# Official To-Do/Bugs List

Bugs:
+ load_csv is a half-baked implementation. No quote support.

To-Do/Ideas (No Particular Order):
+ multidex seems to be superslow--optimizations required.
+ validate
+ a version of validate that doesn't raise an error, but instead
just returns naughty and nice lists.
+ fill_defaults
- given a default entry, it fills each data point that lacks
a key in default with the kv pair in the default.
+ dump_csv
- both load_csv and dump_csv need to be totally written to handle
dialects more formally
+ load_json, dump_json - I don't use json enough for this, but it's easy.
+ indexBy4's performance really dragged once pipe was fixed. Further
optimizations: change pipe's default from lambda x: x to False and
create two cases.
+ mv(("x","y"), [{"x":...}, ...]) -> [{"y":...}, ...]
+ has - remove values that don't have property
+ fulldex: build a dex of every value available. crazy? absolutely.
+ kmap(data, k, f)
d[k] = f(d[k])
+ tag is so useful, but it's hideous. why is it so wrong?
- too expressive, perhaps


################# Version Info
0.2.7:
+ speed boost (probably) for multidex (removed "sum(...,[])")

0.2.5 - 0.2.6:
+ ???
+ multidex
+ shoulda had better verison notes here, sorry.

0.2.4:
+ flatdex
- dex entries with one member are turned into the dex dictionary values.
{1: [{"x":1}]} -> {1: {"x":1}}
- force = False
- if IS True, it grabs the first entry of each list

0.2.3:
+ indexBy0 wins the optimization war. Removed alternatives.
+ Added index, which swaps the arguments of indexBy
+ singletons("label", [1,2,3]) -> [{"label": 1}, {"label": 2}, ...]
+ removed pprint statement from merge

0.2.2:
+ There's load_csv and dump_csv functions now, but they are crap. They work.
But they're crap.
+ This fixes the ";" bug from earlier versions.

0.2.1:
+ version number is now a string so I can support multiple "."s

0.21:
+ indexBy4: ACTUALLY fixed pipe arg. The last fix was sloppy.
+ indexBy0 is now the winner again, so that's the default now.

0.2:
+ Finished tag.
+ Added merge.
+ Cancelled pickle_load/pickle_dump.
+ Cancelled transformAllTo (what was it supposed to do?)
+ indexBy4: pipe arg fixed--may not work properly on others

0.1:
+ First test version
+ indexBy0, indexBy1, indexBy2, indexBy3, indexBy4 added.
+ indexBy4 selected as optimal.
Performances:
<function indexBy0 at 0xf6e500> 0.00283553865387
<function indexBy2 at 0xf6e6e0> 0.00355636643664
<function indexBy3 at 0xf6e758> 0.0116692264226
<function indexBy4 at 0xf6e5f0> 0.00204977947795
+ meta functions
Added:
future: raises an exception when a planned function is called.
Planned:
validate
+ Manipulation functions
Added:
histo: turns a dex into a histogram (dictionary with number values)
summary: performs histo on each possible key
Planned:
tag
transformAllTo
+ Hello and Goodbye functions
Planned:
pickle_load, pickle_dump
dump_csv
load_json, dump_json
Added:
load_csv: turns a csv into a free table