The full python workflow for semasiological token-level clouds

This notebook walks you through all the steps, from setting up the code based on your corpus to getting token-level distance matrices. They can be based on individual lemmas (like here) or on groups of related lemmas (like here).

0. Initial setup

The first step is to load some packages, including both nephosem and semasioFlow. Then we export functions directly from semasioFlow (although ConfigLoader is extracted from nephosem).

import os
import sys
import logging
sys.path.append("../../nephosem/") # my path to nephosem
sys.path.append("../semasioFlow/") # my path to semasioFlow

from semasioFlow import ConfigLoader
from semasioFlow.load import loadVocab, loadMacro, loadColloc, loadFocRegisters
from semasioFlow.sample import sampleTypes
from semasioFlow.focmodels import createBow, createRel, createPath
from semasioFlow.socmodels import targetPPMI, weightTokens, createSoc
from semasioFlow.utils import plotPatterns

1. Configuration

Depending on what you need, you will have to set up some useful paths settings. I like to have at least the path to my project (mydir), an output path within (mydir + "output") and a GitHub path for the datasets that I will use in the visualization. There is no real reason not to have everything together, except that I did not think of it at the moment. (Actually, there is: the GitHub stuff will be public and huge data would not be included. How much do we want to have public?)

mydir = "./"
output_path = f"{mydir}/output/create-clouds/"
nephovis_path = f"{mydir}/for-nephovis/"
logging.basicConfig(filename = f'{mydir}/testlog.log', level = logging.DEBUG)

necessary_subfolders = ['vocab', 'cws', 'registers', 'tokens']
for sf in necessary_subfolders:
    if not os.path.exists(output_path + sf):
        os.makedirs(output_path + sf)

The variables with paths is just meant to make it easier to manipulate filenames. The most important concrete step is to adapt the configuration file.

conf = ConfigLoader()
settings = conf.update_config('config.ini')
settings['output-path'] = output_path

corpus_name = 'Toy'
print(settings['line-machine'])
print(settings['global-columns'])
print(settings['type'], settings['colloc'], settings['token'])

([^\t]+)\t([^\t])[^\t]*\t([^\t]+)\t([^\t]+)\t([^\t]+)\t([^\t]+)
word,pos,lemma,id,head,deprel
lemma/pos lemma/pos lemma/pos/fid/lid

2. Frequency lists

The frequency lists are the first thing to create, but once you have them, you just load them. So what we are going to do here is define the filename where we would store the frequency list (in this case, where it is actually stored), and if it exists it loads it; if it doesn’t, it creates and store it. After generating a full frequency list, we might want to filter it and store different versions in the vocab folder.

full_name = f"{output_path}/vocab/{corpus_name}.nodefreq"
print(full_name)
full = loadVocab(full_name, settings)
full

.//output/create-clouds//vocab/Toy.nodefreq

[('the/D', 53),('boy/N', 25),('eat/V', 22) ... ('ten/C', 1),('ask/V', 1),('about/I', 1)]

3. Boolean token-level matrices

Even though we first think of the type leven and only afterwards of the token level, with this workflow we don’t really need to touch type level until after we obtain the boolean token-level matrices, that is, until we need to use PPMI values to select or weight the context words.

As a first step, we need the type or list of types we want to run; for example "heet/adj" or ["vernietig/verb", "verniel/verb"], and we subset the vocabulary for that query.

query = full.subvocab(["girl/N", "boy/N"])
type_name = "child"
query

[('girl/N', 21),('boy/N', 25)]

We could generate the tokens for all tokens (which in a real sample could be in the thousands), or create a random selection with a certain number and then only use those files. The output of semasioFlow.sampleTypes() includes a list of token IDs as well as the list of filenames that suffices to extract those tokens. We can then use the new list of filenames when we collect tokens, and the list of tokens to subset the resulting matrices. In addition, the optional argument concordance can take a filename to which a raw concordance based on the current settings can be stored (see this tutorial).

Of course, to keep the sample fixed it would be more useful to generate the list, store it and then retrieve it in future runs.

NOTE: By default, semasioFlow.sampleTypes() will only sample one token of each type per file. To override this, add oneperfile = False.

import json
import os.path

fnames = [settings['corpus-path'] + '/' + x for x in os.listdir(settings['corpus-path'])]
tokenlist_fname = f"{mydir}/filelist.json"
if os.path.exists(tokenlist_fname):
    with open(tokenlist_fname, "r") as f:
        tokenlist, fnameSample = json.load(f).values()
else:
    tokenlist, fnameSample = sampleTypes({'girl/N' : 20, 'boy/N' : 20}, fnames, settings, oneperfile = False)
    with open(tokenlist_fname, "w") as f:
        json.dump({"tokenlist" : tokenlist, "fnames" : fnameSample}, f)

len(tokenlist)

40

len(fnameSample)

11

3.1 Bag-of-words

The code to generate one matrix is very straightforward, but what if we want to use different combinations of parameter settings to create multiple matrices?

The code below assumes that the boolean BOW matrices may vary across three parameters:

• foc_win: window size, which is set with numbers for let and right window. This has the settings above for default

• foc_pos: part-of-speech filter, which will actually be set as a previously filtered list of context words. By default, all context words are included.

• bound: the match for sentence boundaries and whether the models respond to them or not. By default, sentence boundaries are ignored.

nounverbs = [x for x in full.get_item_list() if x.rsplit("/", 1)[1] in ["N", "V"]]

foc_win = [(3, 3), (5, 5), (5, 3)] # optional window sizes
foc_pos = {
    "all" : full[full.freq > 2].get_item_list(), # only frequency filter
    "nounverbs" : nounverbs # only nouns and verbs
}
bound = { "match" : "^</s>$", "values" : [True, False]}

The function below combines a number of necessary functions:

• it creates a loop over the different combinations of parameter settings specified

• it collects the tokens and computes and filters the corresponding matrices

• it transforms the matrices in “boolean” integer matrices, with only 0’s and 1’s

• it stores the matrices in their respective files

• it records the combinations of parameter settings and which values are taken by each model

• it records the context words captured by each model for each token

• it returns both records to be stored wherever you want

bowdata = createBow(query, settings, type_name = type_name, fnames = fnameSample, tokenlist = tokenlist,
        foc_win = foc_win, foc_pos = foc_pos, bound = bound)
bowdata.to_csv(f"{output_path}/registers/{type_name}.bow-models.tsv", sep = "\t", index_label = "_model")

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WARNING: Not provide the temporary path!
WARNING: Use the default tmp directory: '~/tmp'!
Scanning tokens of queries in corpus...
WARNING: 1 columns have not been found.

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child//child.bound3-3all.tcmx.bool.pac
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  .//output/create-clouds//tokens/child//child.bound3-3nounverbs.tcmx.bool.pac
WARNING: Not provide the temporary path!
WARNING: Use the default tmp directory: '~/tmp'!
Scanning tokens of queries in corpus...
WARNING: 1 columns have not been found.

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child//child.nobound3-3all.tcmx.bool.pac
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  .//output/create-clouds//tokens/child//child.nobound3-3nounverbs.tcmx.bool.pac
WARNING: Not provide the temporary path!
WARNING: Use the default tmp directory: '~/tmp'!
Scanning tokens of queries in corpus...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child//child.bound5-5all.tcmx.bool.pac

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Stored in file:
  .//output/create-clouds//tokens/child//child.bound5-5nounverbs.tcmx.bool.pac
WARNING: Not provide the temporary path!
WARNING: Use the default tmp directory: '~/tmp'!
Scanning tokens of queries in corpus...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child//child.nobound5-5all.tcmx.bool.pac

Saving matrix...

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Stored in file:
  .//output/create-clouds//tokens/child//child.nobound5-5nounverbs.tcmx.bool.pac
WARNING: Not provide the temporary path!
WARNING: Use the default tmp directory: '~/tmp'!
Scanning tokens of queries in corpus...
WARNING: 1 columns have not been found.

Saving matrix...
Stored in file:
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WARNING: 1 columns have not been found.

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Stored in file:
  .//output/create-clouds//tokens/child//child.bound5-3nounverbs.tcmx.bool.pac
WARNING: Not provide the temporary path!
WARNING: Use the default tmp directory: '~/tmp'!
Scanning tokens of queries in corpus...
WARNING: 1 columns have not been found.

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child//child.nobound5-3all.tcmx.bool.pac
WARNING: 1 columns have not been found.

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Stored in file:
  .//output/create-clouds//tokens/child//child.nobound5-3nounverbs.tcmx.bool.pac

bowdata

	bound	foc_base	foc_pos	foc_win
child.bound3-3all	True	BOW	all	3-3
child.bound3-3nounverbs	True	BOW	nounverbs	3-3
child.bound5-3all	True	BOW	all	5-3
child.bound5-3nounverbs	True	BOW	nounverbs	5-3
child.bound5-5all	True	BOW	all	5-5
child.bound5-5nounverbs	True	BOW	nounverbs	5-5
child.nobound3-3all	False	BOW	all	3-3
child.nobound3-3nounverbs	False	BOW	nounverbs	3-3
child.nobound5-3all	False	BOW	all	5-3
child.nobound5-3nounverbs	False	BOW	nounverbs	5-3
child.nobound5-5all	False	BOW	all	5-5
child.nobound5-5nounverbs	False	BOW	nounverbs	5-5

3.2 Lemmarel

For dependency models we need specific templates and and patterns — especially for LEMMAREL, they need to be tailored to the part-of-speech that you are looking into. Since I’m exemplifying with a verb, I will use those templates.

IMPORTANT In order to identify different sentences, dependency models require the ‘separator-line-machine’ value.

graphml_name = "LEMMAREL"
templates_dir = f"{mydir}/templates"
rel_macros = [
    ("LEMMAREL", loadMacro(templates_dir, graphml_name, "LEMMAREL")) # list of templates -we only have one
]
settings['separator-line-machine'] = "^</s>$"

reldata = createRel(query, settings, rel_macros, type_name = type_name,
              fnames = fnameSample, tokenlist = tokenlist, foc_filter = full.get_item_list())
reldata.to_csv(f"{output_path}/registers/{type_name}.rel-models.tsv", sep = "\t", index_label = "_model")
reldata

WARNING: Not provide the temporary path!
WARNING: Use the default tmp directory: '~/tmp'!
Building dependency features...

Building matrix...
WARNING: 8 rows have not been found.
WARNING: 45 columns have not been found.

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child//child.LEMMAREL.tcmx.bool.pac

	LEMMAREL	foc_base
child.LEMMAREL	LEMMAREL	LEMMAREL

3.3 Lemmapath

Like LEMMAREL, the LEMMAPATH models need ‘separator-line-machine’ to be properly set and the templates to be loaded. Unlike LEMMAREL, the templates are not cumulative: LEMMAPATH1 models only cover those with one step between target and context word, while LEMMAPATH2 covers those with two steps. We could make them cumulative, but this setup allows us to give them different weights in PATHweight models.

graphml_name = "LEMMAPATH"
templates_dir = f"{mydir}/templates"
# If there were multiple LEMMAPATH templates with increasing path length:
# path_templates = [loadMacro(templates_dir, graphml_name, f"LEMMAPATH{i}") for i in [1, 2, 3]]
# path_macros = [
#     # First group includes templates with one and two steps, no weight
#     ("LEMMAPATH2", [path_templates[0], path_templates[1]], None),
#     # Second group includes templates with up to three steps, no weight
#     ("LEMMAPATH3", [path_templates[0], path_templates[1], path_templates[2]], None),
#     # Third group includes templates with up to three steps, with weight
#     ("LEMMAPATHweight", [path_templates[0], path_templates[1], path_templates[2]], [1, 0.6, 0.3])
# ]
path_templates = [loadMacro(templates_dir, graphml_name, "LEMMAPATH")]
path_macros = [("LEMMAPATH", path_templates, None)]
settings['separator-line-machine'] = "^</s>$"

pathdata = createPath(query, settings, path_macros, type_name = type_name,
          fnames = fnameSample, tokenlist = tokenlist, foc_filter = full.get_item_list())
pathdata.to_csv(f"{output_path}/registers/{type_name}.path-models.tsv", sep = "\t", index_label = "_model")
pathdata

WARNING: Not provide the temporary path!
WARNING: Use the default tmp directory: '~/tmp'!
Building dependency features...

Building matrix...
WARNING: 31 columns have not been found.

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child//child.LEMMAPATH.tcmx.bool.pac

	LEMMAPATH	foc_base
child.LEMMAPATH	LEMMAPATH	LEMMAPATH

4 Weight or booleanize

Once we have our boolean token-by-feature matrices, we can start combining them with type-level matrices: first to weight them and then to obtain second-order features. These functions will require us to specify the directory where we store our token matrices (in case we want different directories).

4.1. Create/load collocation matrix

First of all, we need to have a collocation matrix. The following function checks if the given filename exists and, if it doesn’t, it creates the matrix from scratch.

freq_fname_CW4 = f"{output_path}/{corpus_name}.bow.wcmx.pac" # window size of 4

#settings['left-span'] = 4
#settings['right-span = 4']
freqMTX_CW4 = loadColloc(freq_fname_CW4, settings, row_vocab = full)
freqMTX_CW4

[55, 55]  's/P  ,/,  a/D  about/I  about/R  all/P  an/D  ...
's/P      NaN   NaN  NaN  NaN      NaN      NaN    NaN   ...
,/,       NaN   1    2    NaN      NaN      NaN    NaN   ...
a/D       NaN   3    NaN  NaN      NaN      NaN    NaN   ...
about/I   NaN   NaN  NaN  NaN      NaN      NaN    NaN   ...
about/R   NaN   NaN  NaN  NaN      NaN      NaN    NaN   ...
all/P     NaN   NaN  NaN  NaN      NaN      NaN    NaN   ...
an/D      NaN   NaN  NaN  NaN      NaN      NaN    NaN   ...
...       ...   ...  ...  ...      ...      ...    ...   ...

4.2 Register PPMI values

The function below subsets collocation matrices and calculates PMI values based on collocation matrices and frequencies based on vocabularies, to register the information in a dataframe. It returns a specific PPMI dataframe to use for weighting.

ppmi = targetPPMI(query.get_item_list(),
           vocabs = {"freq" : full},
          collocs = {"4" : freqMTX_CW4
#                      , "10" : freqMTX_CW10 # it's possible to add info from other matrices
                    },
          type_name = type_name, output_dir = f"{nephovis_path}/{type_name}/",
          main_matrix = "4" # matrix to base return matrix on
                 )
ppmi # it returns the PPMI values based on collocs["4"]

************************************
function    = compute_association
  time      = 0.01507 sec
************************************

[2, 48]  's/P       ,/,         a/D         about/I     about/R     all/P      an/D       ...
boy/N    NaN        NaN         NaN         NaN         NaN         0.8252069  0.6428853  ...
girl/N   1.0567893  0.09170843  0.46900266  0.83364576  0.83364576  NaN        NaN        ...

import pandas as pd
with open(f"{nephovis_path}/{type_name}/{type_name}.ppmi.tsv", "r") as f:
    pmidf = pd.read_csv(f, sep = "\t", index_col = "cw")
pmidf

	pmi_4_boy/N	pmi_4_girl/N	raw_4_boy/N	raw_4_girl/N	freq
cw
's/P	NaN	1.056789	NaN	1.0	1
,/,	NaN	0.091708	NaN	2.0	3
a/D	-0.455727	0.469003	2.0	5.0	6
about/I	NaN	0.833646	NaN	1.0	1
about/R	NaN	0.833646	NaN	1.0	1
all/P	0.825207	NaN	1.0	NaN	1
an/D	0.642885	NaN	2.0	NaN	3
and/C	0.237420	-0.159606	3.0	2.0	5
apple/N	-0.621712	-0.207808	4.0	6.0	21
as/I	NaN	0.833646	NaN	1.0	1
ask/V	0.488735	0.497174	1.0	1.0	1
at/I	0.355203	0.363642	5.0	5.0	6
baby/N	0.036750	0.045188	1.0	1.0	2
be/V	0.201053	-0.889121	6.0	2.0	11
both/D	0.825207	0.833646	1.0	1.0	1
boy/N	NaN	-0.360277	NaN	8.0	25
by/I	0.419742	-0.264967	2.0	1.0	3
do/V	NaN	1.056789	NaN	1.0	1
down/R	NaN	1.344471	NaN	1.0	1
eat/V	-0.095518	0.200603	9.0	12.0	22
for/I	1.048350	NaN	1.0	NaN	1
girl/N	-0.239504	NaN	8.0	NaN	21
give/V	0.517722	0.303018	5.0	4.0	6
have/V	0.237420	NaN	1.0	NaN	2
healthy/J	-0.273405	0.022716	3.0	4.0	10
her/P	1.336033	NaN	1.0	NaN	1
him/P	NaN	1.344471	NaN	1.0	1
house/N	1.336033	NaN	1.0	NaN	1
in/I	0.825207	NaN	1.0	NaN	1
less/R	NaN	0.833646	NaN	1.0	1
like/V	0.642885	NaN	1.0	NaN	1
look/V	0.509354	0.363642	7.0	6.0	8
love/V	1.336033	NaN	1.0	NaN	1
not/R	0.355203	0.363642	1.0	1.0	2
old/J	0.442215	0.045188	3.0	2.0	4
on/I	NaN	0.833646	NaN	1.0	1
say/V	0.488735	0.497174	1.0	1.0	1
she/P	0.355203	0.363642	1.0	1.0	2
should/M	0.036750	0.045188	1.0	1.0	2
sit/V	-0.050262	0.651324	1.0	2.0	3
tasty/J	-0.455727	-0.447288	1.0	1.0	5
ten/C	0.825207	NaN	1.0	NaN	1
ten/J	NaN	1.056789	NaN	1.0	1
that/I	0.355203	0.363642	1.0	1.0	1
that/W	0.355203	NaN	1.0	NaN	1
the/D	0.337504	0.316955	35.0	34.0	53
this/D	NaN	0.833646	NaN	1.0	1
to/T	0.132060	NaN	1.0	NaN	2
very/R	0.825207	NaN	1.0	NaN	1
what/W	0.132060	0.140499	1.0	1.0	2
which/W	NaN	0.497174	NaN	1.0	1
without/I	0.488735	NaN	1.0	NaN	1
year/N	-0.273405	-0.264967	1.0	1.0	3

4.3 Implement weighting on selection

This step is performed on all the matrices created up to this moment. A useful thing to do first is to combine all the first-order register information we have from the different kinds of models.

registers = loadFocRegisters(f"{output_path}/registers/", type_name)
registers

	bound	foc_base	foc_pos	foc_win	LEMMAREL	LEMMAPATH
_model
child.bound3-3all	True	BOW	all	3-3	NaN	NaN
child.bound3-3nounverbs	True	BOW	nounverbs	3-3	NaN	NaN
child.bound5-3all	True	BOW	all	5-3	NaN	NaN
child.bound5-3nounverbs	True	BOW	nounverbs	5-3	NaN	NaN
child.bound5-5all	True	BOW	all	5-5	NaN	NaN
child.bound5-5nounverbs	True	BOW	nounverbs	5-5	NaN	NaN
child.nobound3-3all	False	BOW	all	3-3	NaN	NaN
child.nobound3-3nounverbs	False	BOW	nounverbs	3-3	NaN	NaN
child.nobound5-3all	False	BOW	all	5-3	NaN	NaN
child.nobound5-3nounverbs	False	BOW	nounverbs	5-3	NaN	NaN
child.nobound5-5all	False	BOW	all	5-5	NaN	NaN
child.nobound5-5nounverbs	False	BOW	nounverbs	5-5	NaN	NaN
child.LEMMAREL	NaN	LEMMAREL	NaN	NaN	LEMMAREL	NaN
child.LEMMAPATH	NaN	LEMMAPATH	NaN	NaN	NaN	LEMMAPATH

Once we have the registers, we can also set the values for our PPMI setting with the weighting dictionary. A value None indicates that no weighting is applied, while matrices as values (a boolean version for selection instead of weighting, for example) are used to weight the tokens.

from semasioFlow.utils import booleanize
weighting = {
    "no" : None, # no weighting
    "selection" : booleanize(ppmi, include_negative=False), # select with ppmi
    "weight" : ppmi # weight with ppmi
}

token_dir = f"{output_path}/tokens/{type_name}"
weight_data = weightTokens(token_dir, weighting, registers)

Saving matrix...
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  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.tcmx.weight.pac

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Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.tcmx.weight.pac

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.tcmx.weight.pac

# new model register
weight_data["model_register"]
# weight_data["model_register"].to_csv(f"{output_path}/registers/{type_name}.focmodels.tsv", sep = '\t',
# index_label = "_model")

	LEMMAPATH	LEMMAREL	bound	foc_base	foc_context_words	foc_pmi	foc_pos	foc_win	tokens
child.LEMMAPATH.PPMIno	LEMMAPATH	NaN	NaN	LEMMAPATH	23	no	NaN	NaN	40
child.LEMMAPATH.PPMIselection	LEMMAPATH	NaN	NaN	LEMMAPATH	20	selection	NaN	NaN	40
child.LEMMAPATH.PPMIweight	LEMMAPATH	NaN	NaN	LEMMAPATH	20	weight	NaN	NaN	40
child.LEMMAREL.PPMIno	NaN	LEMMAREL	NaN	LEMMAREL	10	no	NaN	NaN	32
child.LEMMAREL.PPMIselection	NaN	LEMMAREL	NaN	LEMMAREL	10	selection	NaN	NaN	26
child.LEMMAREL.PPMIweight	NaN	LEMMAREL	NaN	LEMMAREL	10	weight	NaN	NaN	26
child.bound3-3all.PPMIno	NaN	NaN	True	BOW	19	no	all	3-3	40
child.bound3-3all.PPMIselection	NaN	NaN	True	BOW	14	selection	all	3-3	40
child.bound3-3all.PPMIweight	NaN	NaN	True	BOW	14	weight	all	3-3	40
child.bound3-3nounverbs.PPMIno	NaN	NaN	True	BOW	16	no	nounverbs	3-3	40
child.bound3-3nounverbs.PPMIselection	NaN	NaN	True	BOW	12	selection	nounverbs	3-3	34
child.bound3-3nounverbs.PPMIweight	NaN	NaN	True	BOW	12	weight	nounverbs	3-3	34
child.bound5-3all.PPMIno	NaN	NaN	True	BOW	19	no	all	5-3	40
child.bound5-3all.PPMIselection	NaN	NaN	True	BOW	14	selection	all	5-3	40
child.bound5-3all.PPMIweight	NaN	NaN	True	BOW	14	weight	all	5-3	40
child.bound5-3nounverbs.PPMIno	NaN	NaN	True	BOW	16	no	nounverbs	5-3	40
child.bound5-3nounverbs.PPMIselection	NaN	NaN	True	BOW	12	selection	nounverbs	5-3	35
child.bound5-3nounverbs.PPMIweight	NaN	NaN	True	BOW	12	weight	nounverbs	5-3	35
child.bound5-5all.PPMIno	NaN	NaN	True	BOW	20	no	all	5-5	40
child.bound5-5all.PPMIselection	NaN	NaN	True	BOW	14	selection	all	5-5	40
child.bound5-5all.PPMIweight	NaN	NaN	True	BOW	14	weight	all	5-5	40
child.bound5-5nounverbs.PPMIno	NaN	NaN	True	BOW	17	no	nounverbs	5-5	40
child.bound5-5nounverbs.PPMIselection	NaN	NaN	True	BOW	12	selection	nounverbs	5-5	35
child.bound5-5nounverbs.PPMIweight	NaN	NaN	True	BOW	12	weight	nounverbs	5-5	35
child.nobound3-3all.PPMIno	NaN	NaN	False	BOW	19	no	all	3-3	40
child.nobound3-3all.PPMIselection	NaN	NaN	False	BOW	14	selection	all	3-3	40
child.nobound3-3all.PPMIweight	NaN	NaN	False	BOW	14	weight	all	3-3	40
child.nobound3-3nounverbs.PPMIno	NaN	NaN	False	BOW	16	no	nounverbs	3-3	40
child.nobound3-3nounverbs.PPMIselection	NaN	NaN	False	BOW	12	selection	nounverbs	3-3	35
child.nobound3-3nounverbs.PPMIweight	NaN	NaN	False	BOW	12	weight	nounverbs	3-3	35
child.nobound5-3all.PPMIno	NaN	NaN	False	BOW	19	no	all	5-3	40
child.nobound5-3all.PPMIselection	NaN	NaN	False	BOW	14	selection	all	5-3	40
child.nobound5-3all.PPMIweight	NaN	NaN	False	BOW	14	weight	all	5-3	40
child.nobound5-3nounverbs.PPMIno	NaN	NaN	False	BOW	16	no	nounverbs	5-3	40
child.nobound5-3nounverbs.PPMIselection	NaN	NaN	False	BOW	12	selection	nounverbs	5-3	36
child.nobound5-3nounverbs.PPMIweight	NaN	NaN	False	BOW	12	weight	nounverbs	5-3	36
child.nobound5-5all.PPMIno	NaN	NaN	False	BOW	20	no	all	5-5	40
child.nobound5-5all.PPMIselection	NaN	NaN	False	BOW	14	selection	all	5-5	40
child.nobound5-5all.PPMIweight	NaN	NaN	False	BOW	14	weight	all	5-5	40
child.nobound5-5nounverbs.PPMIno	NaN	NaN	False	BOW	17	no	nounverbs	5-5	40
child.nobound5-5nounverbs.PPMIselection	NaN	NaN	False	BOW	12	selection	nounverbs	5-5	36
child.nobound5-5nounverbs.PPMIweight	NaN	NaN	False	BOW	12	weight	nounverbs	5-5	36

# token_level register
weight_data["token_register"]

	_count.child.LEMMAPATH.PPMIno	_count.child.LEMMAPATH.PPMIselection	_count.child.LEMMAPATH.PPMIweight	_count.child.LEMMAREL.PPMIno	_count.child.LEMMAREL.PPMIselection	_count.child.LEMMAREL.PPMIweight	_count.child.bound3-3all.PPMIno	_count.child.bound3-3all.PPMIselection	_count.child.bound3-3all.PPMIweight	_count.child.bound3-3nounverbs.PPMIno	...	_cws.child.nobound5-3all.PPMIweight	_cws.child.nobound5-3nounverbs.PPMIno	_cws.child.nobound5-3nounverbs.PPMIselection	_cws.child.nobound5-3nounverbs.PPMIweight	_cws.child.nobound5-5all.PPMIno	_cws.child.nobound5-5all.PPMIselection	_cws.child.nobound5-5all.PPMIweight	_cws.child.nobound5-5nounverbs.PPMIno	_cws.child.nobound5-5nounverbs.PPMIselection	_cws.child.nobound5-5nounverbs.PPMIweight
boy/N/StanfDepSents.1/9	2	2	2	1.0	1.0	1.0	3	3	3	1	...	look/V;at/I;the/D	girl/N;look/V	look/V	look/V	at/I;girl/N;healthy/J;look/V;the/D	look/V;at/I;the/D	look/V;at/I;the/D	girl/N;look/V	look/V	look/V
boy/N/StanfDepSents.12/12	2	2	2	1.0	1.0	1.0	2	1	1	2	...	the/D;be/V	be/V;eat/V;like/V;year/N	like/V;be/V	like/V;be/V	an/D;apple/N;be/V;eat/V;tasty/J;the/D;year/N	an/D;the/D;be/V	an/D;the/D;be/V	apple/N;be/V;eat/V;like/V;year/N	like/V;be/V	like/V;be/V
boy/N/StanfDepSents.2/12	2	1	1	1.0	NaN	NaN	3	1	1	1	...	by/I;the/D	boy/N;eat/V	NaN	NaN	apple/N;boy/N;by/I;eat/V;food/N;healthy/J;the/D	by/I;the/D	by/I;the/D	apple/N;boy/N;eat/V;food/N	NaN	NaN
boy/N/StanfDepSents.2/8	2	2	2	NaN	NaN	NaN	3	2	2	1	...	by/I;the/D;be/V	apple/N;be/V;boy/N;eat/V	be/V	be/V	apple/N;be/V;boy/N;by/I;eat/V;healthy/J;the/D	by/I;the/D;be/V	by/I;the/D;be/V	apple/N;be/V;boy/N;eat/V	be/V	be/V
boy/N/StanfDepSents.3/18	4	2	2	1.0	NaN	NaN	3	2	2	1	...	and/C;the/D;be/V	apple/N;be/V;eat/V;girl/N;have/V	have/V;be/V	have/V;be/V	a/D;and/C;apple/N;be/V;eat/V;girl/N;the/D	and/C;the/D;be/V	and/C;the/D;be/V	apple/N;be/V;eat/V;girl/N;have/V	have/V;be/V	have/V;be/V
boy/N/StanfDepSents.3/3	2	1	1	1.0	NaN	NaN	3	2	2	1	...	an/D;the/D	eat/V	NaN	NaN	an/D;apple/N;eat/V;the/D	an/D;the/D	an/D;the/D	apple/N;eat/V	NaN	NaN
boy/N/StanfDepSents.4/22	2	2	2	1.0	1.0	1.0	2	2	2	3	...	give/V;the/D	apple/N;baby/N;give/V;have/V	baby/N;give/V;have/V	baby/N;give/V;have/V	apple/N;give/V;the/D	give/V;the/D	give/V;the/D	apple/N;baby/N;give/V;have/V	baby/N;give/V;have/V	baby/N;give/V;have/V
boy/N/StanfDepSents.4/3	2	2	2	1.0	1.0	1.0	1	1	1	1	...	the/D	say/V	say/V	say/V	girl/N;the/D	the/D	the/D	girl/N;say/V	say/V	say/V
boy/N/StanfDepSents.5/11	2	1	1	1.0	NaN	NaN	4	2	2	2	...	look/V;and/C;the/D	eat/V;look/V;sit/V	look/V	look/V	and/C;eat/V;look/V;sit/V;tasty/J;the/D	look/V;and/C;the/D	look/V;and/C;the/D	eat/V;look/V;sit/V	look/V	look/V
boy/N/StanfDepSents.5/25	2	2	2	NaN	NaN	NaN	3	3	3	1	...	by/I;give/V;the/D;be/V	be/V;eat/V;give/V	give/V;be/V	give/V;be/V	be/V;by/I;eat/V;give/V;the/D	by/I;give/V;the/D;be/V	by/I;give/V;the/D;be/V	be/V;eat/V;give/V	give/V;be/V	give/V;be/V
boy/N/StanfDepSents.5/3	2	1	1	1.0	NaN	NaN	4	2	2	2	...	and/C;the/D	eat/V;sit/V	NaN	NaN	and/C;eat/V;sit/V;the/D	and/C;the/D	and/C;the/D	eat/V;sit/V	NaN	NaN
boy/N/StanfDepSents.6/14	2	2	2	1.0	1.0	1.0	3	2	2	1	...	the/D;be/V	apple/N;be/V	be/V	be/V	a/D;apple/N;be/V;girl/N;healthy/J;tasty/J;the/D	the/D;be/V	the/D;be/V	apple/N;be/V;girl/N	be/V	be/V
boy/N/StanfDepSents.6/3	2	2	2	1.0	1.0	1.0	3	2	2	2	...	give/V;the/D	girl/N;give/V	give/V	give/V	a/D;girl/N;give/V;tasty/J;the/D	give/V;the/D	give/V;the/D	girl/N;give/V	give/V	give/V
boy/N/StanfDepSents.7/14	2	2	2	1.0	1.0	1.0	3	2	2	2	...	the/D;be/V	apple/N;baby/N;be/V;girl/N;year/N	baby/N;be/V	baby/N;be/V	a/D;apple/N;be/V;girl/N;old/J;the/D;year/N	old/J;the/D;be/V	old/J;the/D;be/V	apple/N;baby/N;be/V;girl/N;year/N	baby/N;be/V	baby/N;be/V
boy/N/StanfDepSents.7/22	2	2	2	1.0	1.0	1.0	2	1	1	2	...	old/J;the/D;be/V	ask/V;be/V;girl/N;year/N	ask/V;be/V	ask/V;be/V	be/V;eat/V;girl/N;old/J;the/D;year/N	old/J;the/D;be/V	old/J;the/D;be/V	ask/V;be/V;eat/V;girl/N;year/N	ask/V;be/V	ask/V;be/V
boy/N/StanfDepSents.7/4	3	3	3	1.0	1.0	1.0	4	3	3	2	...	old/J;give/V;the/D	girl/N;give/V	give/V	give/V	a/D;girl/N;give/V;old/J;the/D	old/J;give/V;the/D	old/J;give/V;the/D	baby/N;girl/N;give/V	baby/N;give/V	baby/N;give/V
boy/N/StanfDepSents.8/11	2	2	2	1.0	1.0	1.0	3	3	3	1	...	look/V;at/I;the/D	apple/N;look/V;sit/V	look/V	look/V	apple/N;at/I;girl/N;look/V;sit/V;the/D	look/V;at/I;the/D	look/V;at/I;the/D	apple/N;girl/N;look/V;sit/V	look/V	look/V
boy/N/StanfDepSents.8/22	5	3	3	1.0	NaN	NaN	3	2	2	1	...	and/C;the/D	apple/N;girl/N	NaN	NaN	and/C;apple/N;eat/V;girl/N;the/D	and/C;the/D	and/C;the/D	apple/N;eat/V;girl/N	NaN	NaN
boy/N/StanfDepSents.9/18	3	2	2	1.0	1.0	1.0	4	3	3	2	...	look/V;old/J;at/I;the/D	girl/N;house/N;look/V	look/V;house/N	look/V;house/N	a/D;apple/N;at/I;be/V;girl/N;look/V;old/J;the/D	look/V;old/J;at/I;the/D;be/V	look/V;old/J;at/I;the/D;be/V	apple/N;be/V;girl/N;house/N;look/V	look/V;house/N;be/V	look/V;house/N;be/V
boy/N/StanfDepSents.9/28	1	1	1	1.0	1.0	1.0	2	1	1	1	...	be/V	apple/N;be/V;house/N	house/N;be/V	house/N;be/V	apple/N;be/V;healthy/J	be/V	be/V	apple/N;be/V;house/N	house/N;be/V	house/N;be/V
boy/N/StanfDepSents.9/5	4	4	4	1.0	1.0	1.0	5	5	5	2	...	old/J;give/V;an/D;the/D;be/V	be/V;give/V	give/V;be/V	give/V;be/V	an/D;apple/N;be/V;give/V;old/J;the/D	old/J;give/V;an/D;the/D;be/V	old/J;give/V;an/D;the/D;be/V	apple/N;be/V;give/V	give/V;be/V	give/V;be/V
girl/N/StanfDepSents.1/13	2	2	2	1.0	1.0	1.0	4	4	4	2	...	eat/V;look/V;at/I;the/D	boy/N;eat/V;look/V	eat/V;look/V	eat/V;look/V	at/I;boy/N;eat/V;girl/N;look/V;the/D	eat/V;look/V;at/I;the/D	eat/V;look/V;at/I;the/D	boy/N;eat/V;girl/N;look/V	eat/V;look/V	eat/V;look/V
girl/N/StanfDepSents.1/20	2	2	2	1.0	1.0	1.0	3	3	3	1	...	eat/V;healthy/J;the/D	eat/V;girl/N	eat/V	eat/V	eat/V;food/N;girl/N;healthy/J;the/D	eat/V;healthy/J;the/D	eat/V;healthy/J;the/D	eat/V;food/N;girl/N	eat/V	eat/V
girl/N/StanfDepSents.1/3	2	2	2	1.0	1.0	1.0	3	3	3	1	...	look/V;healthy/J;the/D	look/V	look/V	look/V	boy/N;healthy/J;look/V;the/D	look/V;healthy/J;the/D	look/V;healthy/J;the/D	boy/N;look/V	look/V	look/V
girl/N/StanfDepSents.11/19	2	2	2	1.0	1.0	1.0	3	2	2	2	...	eat/V;give/V;the/D	apple/N;eat/V;give/V	eat/V;give/V	eat/V;give/V	,/,;apple/N;eat/V;give/V;the/D;year/N	eat/V;,/,;give/V;the/D	eat/V;,/,;give/V;the/D	apple/N;eat/V;give/V;year/N	eat/V;give/V	eat/V;give/V
girl/N/StanfDepSents.11/28	2	2	2	1.0	1.0	1.0	6	5	5	2	...	a/D;look/V;,/,;at/I;the/D	look/V;year/N	look/V	look/V	,/,;a/D;at/I;boy/N;look/V;the/D;year/N	a/D;look/V;,/,;at/I;the/D	a/D;look/V;,/,;at/I;the/D	boy/N;look/V;year/N	look/V	look/V
girl/N/StanfDepSents.11/3	2	2	2	1.0	1.0	1.0	3	3	3	1	...	look/V;at/I;the/D	look/V	look/V	look/V	at/I;boy/N;look/V;the/D	look/V;at/I;the/D	look/V;at/I;the/D	boy/N;look/V	look/V	look/V
girl/N/StanfDepSents.2/29	2	1	1	NaN	NaN	NaN	3	2	2	1	...	eat/V;,/,;the/D	be/V;eat/V	eat/V	eat/V	,/,;be/V;by/I;eat/V;the/D	eat/V;,/,;the/D	eat/V;,/,;the/D	be/V;eat/V	eat/V	eat/V
girl/N/StanfDepSents.3/21	2	1	1	NaN	NaN	NaN	6	4	4	2	...	eat/V;a/D;healthy/J;the/D	boy/N;eat/V	eat/V	eat/V	a/D;and/C;boy/N;eat/V;healthy/J;tasty/J;the/D	eat/V;a/D;healthy/J;the/D	eat/V;a/D;healthy/J;the/D	boy/N;eat/V	eat/V	eat/V
girl/N/StanfDepSents.4/15	2	2	2	1.0	1.0	1.0	3	2	2	2	...	eat/V;the/D	apple/N;eat/V	eat/V	eat/V	apple/N;eat/V;the/D	eat/V;the/D	eat/V;the/D	apple/N;eat/V	eat/V	eat/V
girl/N/StanfDepSents.4/7	2	2	2	1.0	1.0	1.0	2	2	2	2	...	eat/V;the/D	boy/N;eat/V;say/V	eat/V;say/V	eat/V;say/V	apple/N;boy/N;eat/V;the/D	eat/V;the/D	eat/V;the/D	apple/N;boy/N;eat/V;say/V	eat/V;say/V	eat/V;say/V
girl/N/StanfDepSents.5/19	2	2	2	1.0	1.0	1.0	4	3	3	3	...	eat/V;look/V;give/V;the/D	be/V;eat/V;give/V;look/V	eat/V;look/V;give/V	eat/V;look/V;give/V	be/V;by/I;eat/V;give/V;look/V;tasty/J;the/D	eat/V;look/V;give/V;the/D	eat/V;look/V;give/V;the/D	be/V;eat/V;give/V;look/V	eat/V;look/V;give/V	eat/V;look/V;give/V
girl/N/StanfDepSents.6/21	2	2	2	1.0	1.0	1.0	2	2	2	2	...	eat/V;healthy/J;the/D	be/V;boy/N;do/V;eat/V	eat/V;do/V	eat/V;do/V	be/V;boy/N;eat/V;healthy/J;the/D	eat/V;healthy/J;the/D	eat/V;healthy/J;the/D	be/V;boy/N;do/V;eat/V	eat/V;do/V	eat/V;do/V
girl/N/StanfDepSents.6/6	2	2	2	NaN	NaN	NaN	6	4	4	2	...	a/D;healthy/J;give/V;the/D	boy/N;give/V	give/V	give/V	a/D;apple/N;boy/N;give/V;healthy/J;tasty/J;the/D	a/D;healthy/J;give/V;the/D	a/D;healthy/J;give/V;the/D	apple/N;boy/N;give/V	give/V	give/V
girl/N/StanfDepSents.7/25	2	2	2	1.0	1.0	1.0	4	2	2	4	...	eat/V;old/J;the/D	apple/N;ask/V;boy/N;eat/V	eat/V;ask/V	eat/V;ask/V	apple/N;boy/N;eat/V;old/J;the/D	eat/V;old/J;the/D	eat/V;old/J;the/D	apple/N;ask/V;boy/N;eat/V	eat/V;ask/V	eat/V;ask/V
girl/N/StanfDepSents.7/7	2	2	2	NaN	NaN	NaN	5	3	3	4	...	a/D;old/J;give/V;the/D	apple/N;baby/N;boy/N;give/V	baby/N;give/V	baby/N;give/V	a/D;apple/N;boy/N;give/V;old/J;the/D	a/D;old/J;give/V;the/D	a/D;old/J;give/V;the/D	apple/N;baby/N;boy/N;give/V	baby/N;give/V	baby/N;give/V
girl/N/StanfDepSents.8/15	3	2	2	NaN	NaN	NaN	4	3	3	2	...	look/V;at/I;the/D	apple/N;boy/N;look/V	look/V	look/V	apple/N;at/I;boy/N;look/V;the/D	look/V;at/I;the/D	look/V;at/I;the/D	apple/N;boy/N;look/V	look/V	look/V
girl/N/StanfDepSents.8/25	2	1	1	NaN	NaN	NaN	5	2	2	3	...	eat/V;the/D	apple/N;boy/N;eat/V	eat/V	eat/V	and/C;apple/N;boy/N;eat/V;the/D	eat/V;the/D	eat/V;the/D	apple/N;boy/N;eat/V	eat/V	eat/V
girl/N/StanfDepSents.8/3	2	2	2	1.0	1.0	1.0	2	2	2	1	...	sit/V;the/D	sit/V	sit/V	sit/V	apple/N;sit/V;the/D	sit/V;the/D	sit/V;the/D	apple/N;sit/V	sit/V	sit/V
girl/N/StanfDepSents.9/14	3	3	3	1.0	1.0	1.0	5	5	5	1	...	a/D;look/V;old/J;at/I;give/V;the/D	apple/N;give/V;look/V	look/V;give/V	look/V;give/V	a/D;an/D;apple/N;at/I;boy/N;give/V;look/V;old/...	a/D;look/V;old/J;at/I;give/V;the/D	a/D;look/V;old/J;at/I;give/V;the/D	apple/N;boy/N;give/V;look/V	look/V;give/V	look/V;give/V

40 rows × 84 columns

weight_data["token_register"].to_csv(f"{nephovis_path}/{type_name}/{type_name}.variables.tsv", sep = '\t', index_label = "_id")

5 Second-order dimensions

The final step to obtain our token-level vectors is to multiply the token-foc matrices for type-level matrices to obtain second-order vectors. We will loop over the models in the index of weight_data["model_register"] and over second-order parameter settings to filter freqMTX_CW4 and obtain different models.

soc_pos = {
    "all" : full[full.freq > 2], # all possible dimensions
    "nv" : full.subvocab(nounverbs) # only nouns and verbs
}
lengths = ["FOC", 10] # a number will take the most frequent; something else will take the FOC items

socdata = createSoc(
    token_dir,
    registers = weight_data['model_register'],
    soc_pos = soc_pos, lengths = lengths,
    socMTX = freqMTX_CW4,
    store_focdists = f"{output_path}/cws/{type_name}/") # create distance matrices for context words

************************************
function    = compute_association
  time      = 0.01494 sec
************************************


************************************
function    = compute_distance
  time      = 0.0008421 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01419 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003443 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01451 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004005 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.014 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004139 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01402 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003409 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.014 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002725 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01372 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002735 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01429 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002871 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01382 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002756 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01377 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002801 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01377 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002804 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01362 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002763 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01349 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003459 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01366 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002432 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01372 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002666 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01385 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002439 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01328 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002365 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01374 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002801 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01487 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002985 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01528 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003293 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01517 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003436 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01514 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002854 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01388 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002503 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01415 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002589 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01429 sec
************************************


************************************
function    = compute_distance
  time      = 0.000283 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01443 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003333 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01382 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003645 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01481 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002685 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01405 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003028 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01438 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002913 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01409 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002704 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01399 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002589 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01425 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002675 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01404 sec
************************************


************************************
function    = compute_distance
  time      = 0.000258 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01399 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002482 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01388 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002568 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01426 sec
************************************


************************************
function    = compute_distance
  time      = 0.000283 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01403 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002627 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01392 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002763 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01417 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002916 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01368 sec
************************************


************************************
function    = compute_distance
  time      = 0.000257 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01387 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002882 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.014 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002863 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01423 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002837 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01434 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002458 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01424 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002489 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01385 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002589 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01384 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002451 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01454 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003071 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01403 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002849 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01367 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003464 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01426 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002737 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.0137 sec
************************************


************************************
function    = compute_distance
  time      = 0.000258 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01385 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002732 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01382 sec
************************************


************************************
function    = compute_distance
  time      = 0.000246 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01357 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003359 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01416 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003211 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01374 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002675 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01368 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002589 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01378 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002677 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01362 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002778 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01353 sec
************************************


************************************
function    = compute_distance
  time      = 0.000258 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01357 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002711 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01983 sec
************************************


************************************
function    = compute_distance
  time      = 0.000638 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01583 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003812 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01385 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003104 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01468 sec
************************************


************************************
function    = compute_distance
  time      = 0.000411 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01454 sec
************************************


************************************
function    = compute_distance
  time      = 0.000387 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01374 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003073 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01406 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003247 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01387 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003138 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01459 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004056 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01444 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004435 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01461 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003569 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.0146 sec
************************************


************************************
function    = compute_distance
  time      = 0.000308 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01454 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004134 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01414 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004332 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01466 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004258 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01373 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002682 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01411 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003271 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.0144 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003004 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01419 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003037 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01431 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003641 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01439 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003188 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.0138 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003436 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01398 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003068 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01425 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004435 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.0144 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002882 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01367 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002458 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01429 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002596 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01485 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003014 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01444 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004439 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01398 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002608 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01418 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003374 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01365 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002751 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01426 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004215 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01462 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004749 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01443 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004103 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01442 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004051 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.0143 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004137 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01425 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003734 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01414 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002923 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01423 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003095 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01545 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003495 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01467 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003078 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01434 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002689 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01395 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002882 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01402 sec
************************************


************************************
function    = compute_distance
  time      = 0.000303 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01434 sec
************************************


************************************
function    = compute_distance
  time      = 0.000375 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01461 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004246 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01445 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002921 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01458 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004594 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01388 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004416 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01403 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003662 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01423 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002878 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01393 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004101 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01416 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003831 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01404 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002923 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.014 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004227 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01378 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003235 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.0143 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004218 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01434 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002985 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01432 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003104 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01442 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004361 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01416 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003979 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01404 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003238 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01421 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003929 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01392 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002837 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01412 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003159 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01493 sec
************************************


************************************
function    = compute_distance
  time      = 0.000376 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01404 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002992 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01402 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004101 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01387 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003057 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01414 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003326 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01418 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003924 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01406 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003374 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01412 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003881 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.0144 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004048 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01393 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003459 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01434 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004034 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01401 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003109 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01417 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004241 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01467 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003197 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01419 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003269 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01458 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003638 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.0142 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003717 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01439 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004082 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01418 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004315 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.0145 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003211 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01464 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002882 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01444 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003829 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01479 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003049 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01469 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003016 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01407 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003226 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.014 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002759 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01441 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003214 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01397 sec
************************************


************************************
function    = compute_distance
  time      = 0.000319 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01487 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004451 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01487 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003221 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01476 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003107 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01405 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002704 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01443 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002801 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01378 sec
************************************


************************************
function    = compute_distance
  time      = 0.0004559 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01434 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002866 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01368 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002737 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01433 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003326 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01373 sec
************************************


************************************
function    = compute_distance
  time      = 0.0002837 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac

************************************
function    = compute_association
  time      = 0.01407 sec
************************************


************************************
function    = compute_distance
  time      = 0.0003114 sec
************************************

  Operation: addition 'token-feature weight matrix' X 'socc matrix'...

Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac

socdata

	LEMMAPATH	LEMMAREL	bound	foc_base	foc_context_words	foc_pmi	foc_pos	foc_win	soc_length	soc_pos	tokens
child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSall	LEMMAPATH	NaN	NaN	LEMMAPATH	23	no	NaN	NaN	10	all	40
child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSnv	LEMMAPATH	NaN	NaN	LEMMAPATH	23	no	NaN	NaN	10	nv	40
child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSall	LEMMAPATH	NaN	NaN	LEMMAPATH	23	no	NaN	NaN	FOC	all	40
child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSnv	LEMMAPATH	NaN	NaN	LEMMAPATH	23	no	NaN	NaN	FOC	nv	40
child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSall	LEMMAPATH	NaN	NaN	LEMMAPATH	20	selection	NaN	NaN	10	all	40
child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSnv	LEMMAPATH	NaN	NaN	LEMMAPATH	20	selection	NaN	NaN	10	nv	40
child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSall	LEMMAPATH	NaN	NaN	LEMMAPATH	20	selection	NaN	NaN	FOC	all	40
child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSnv	LEMMAPATH	NaN	NaN	LEMMAPATH	20	selection	NaN	NaN	FOC	nv	40
child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSall	LEMMAPATH	NaN	NaN	LEMMAPATH	20	weight	NaN	NaN	10	all	40
child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSnv	LEMMAPATH	NaN	NaN	LEMMAPATH	20	weight	NaN	NaN	10	nv	40
child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSall	LEMMAPATH	NaN	NaN	LEMMAPATH	20	weight	NaN	NaN	FOC	all	40
child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSnv	LEMMAPATH	NaN	NaN	LEMMAPATH	20	weight	NaN	NaN	FOC	nv	40
child.LEMMAREL.PPMIno.LENGTH10.SOCPOSall	NaN	LEMMAREL	NaN	LEMMAREL	10	no	NaN	NaN	10	all	32
child.LEMMAREL.PPMIno.LENGTH10.SOCPOSnv	NaN	LEMMAREL	NaN	LEMMAREL	10	no	NaN	NaN	10	nv	32
child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSall	NaN	LEMMAREL	NaN	LEMMAREL	10	no	NaN	NaN	FOC	all	32
child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSnv	NaN	LEMMAREL	NaN	LEMMAREL	10	no	NaN	NaN	FOC	nv	32
child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSall	NaN	LEMMAREL	NaN	LEMMAREL	10	selection	NaN	NaN	10	all	26
child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSnv	NaN	LEMMAREL	NaN	LEMMAREL	10	selection	NaN	NaN	10	nv	26
child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSall	NaN	LEMMAREL	NaN	LEMMAREL	10	selection	NaN	NaN	FOC	all	26
child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSnv	NaN	LEMMAREL	NaN	LEMMAREL	10	selection	NaN	NaN	FOC	nv	26
child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSall	NaN	LEMMAREL	NaN	LEMMAREL	10	weight	NaN	NaN	10	all	26
child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSnv	NaN	LEMMAREL	NaN	LEMMAREL	10	weight	NaN	NaN	10	nv	26
child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSall	NaN	LEMMAREL	NaN	LEMMAREL	10	weight	NaN	NaN	FOC	all	26
child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSnv	NaN	LEMMAREL	NaN	LEMMAREL	10	weight	NaN	NaN	FOC	nv	26
child.bound3-3all.PPMIno.LENGTH10.SOCPOSall	NaN	NaN	True	BOW	19	no	all	3-3	10	all	40
child.bound3-3all.PPMIno.LENGTH10.SOCPOSnv	NaN	NaN	True	BOW	19	no	all	3-3	10	nv	40
child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSall	NaN	NaN	True	BOW	19	no	all	3-3	FOC	all	40
child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSnv	NaN	NaN	True	BOW	19	no	all	3-3	FOC	nv	40
child.bound3-3all.PPMIselection.LENGTH10.SOCPOSall	NaN	NaN	True	BOW	14	selection	all	3-3	10	all	40
child.bound3-3all.PPMIselection.LENGTH10.SOCPOSnv	NaN	NaN	True	BOW	14	selection	all	3-3	10	nv	40
...	...	...	...	...	...	...	...	...	...	...	...
child.nobound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall	NaN	NaN	False	BOW	12	selection	nounverbs	5-3	FOC	all	36
child.nobound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv	NaN	NaN	False	BOW	12	selection	nounverbs	5-3	FOC	nv	36
child.nobound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSall	NaN	NaN	False	BOW	12	weight	nounverbs	5-3	10	all	36
child.nobound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv	NaN	NaN	False	BOW	12	weight	nounverbs	5-3	10	nv	36
child.nobound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall	NaN	NaN	False	BOW	12	weight	nounverbs	5-3	FOC	all	36
child.nobound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv	NaN	NaN	False	BOW	12	weight	nounverbs	5-3	FOC	nv	36
child.nobound5-5all.PPMIno.LENGTH10.SOCPOSall	NaN	NaN	False	BOW	20	no	all	5-5	10	all	40
child.nobound5-5all.PPMIno.LENGTH10.SOCPOSnv	NaN	NaN	False	BOW	20	no	all	5-5	10	nv	40
child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSall	NaN	NaN	False	BOW	20	no	all	5-5	FOC	all	40
child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSnv	NaN	NaN	False	BOW	20	no	all	5-5	FOC	nv	40
child.nobound5-5all.PPMIselection.LENGTH10.SOCPOSall	NaN	NaN	False	BOW	14	selection	all	5-5	10	all	40
child.nobound5-5all.PPMIselection.LENGTH10.SOCPOSnv	NaN	NaN	False	BOW	14	selection	all	5-5	10	nv	40
child.nobound5-5all.PPMIselection.LENGTHFOC.SOCPOSall	NaN	NaN	False	BOW	14	selection	all	5-5	FOC	all	40
child.nobound5-5all.PPMIselection.LENGTHFOC.SOCPOSnv	NaN	NaN	False	BOW	14	selection	all	5-5	FOC	nv	40
child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSall	NaN	NaN	False	BOW	14	weight	all	5-5	10	all	40
child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSnv	NaN	NaN	False	BOW	14	weight	all	5-5	10	nv	40
child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSall	NaN	NaN	False	BOW	14	weight	all	5-5	FOC	all	40
child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv	NaN	NaN	False	BOW	14	weight	all	5-5	FOC	nv	40
child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSall	NaN	NaN	False	BOW	17	no	nounverbs	5-5	10	all	40
child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv	NaN	NaN	False	BOW	17	no	nounverbs	5-5	10	nv	40
child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSall	NaN	NaN	False	BOW	17	no	nounverbs	5-5	FOC	all	40
child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSnv	NaN	NaN	False	BOW	17	no	nounverbs	5-5	FOC	nv	40
child.nobound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSall	NaN	NaN	False	BOW	12	selection	nounverbs	5-5	10	all	36
child.nobound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSnv	NaN	NaN	False	BOW	12	selection	nounverbs	5-5	10	nv	36
child.nobound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSall	NaN	NaN	False	BOW	12	selection	nounverbs	5-5	FOC	all	36
child.nobound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv	NaN	NaN	False	BOW	12	selection	nounverbs	5-5	FOC	nv	36
child.nobound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSall	NaN	NaN	False	BOW	12	weight	nounverbs	5-5	10	all	36
child.nobound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSnv	NaN	NaN	False	BOW	12	weight	nounverbs	5-5	10	nv	36
child.nobound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSall	NaN	NaN	False	BOW	12	weight	nounverbs	5-5	FOC	all	36
child.nobound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv	NaN	NaN	False	BOW	12	weight	nounverbs	5-5	FOC	nv	36

168 rows × 11 columns

socdata.to_csv(f"{nephovis_path}/{type_name}/{type_name}.models.tsv", sep = "\t", index_label="_model")

6 Cosine distances

Once we have all the token-level vectors, as well as our registers, we can quickly compute and store their cosine distances.

from nephosem import TypeTokenMatrix
from nephosem.specutils.mxcalc import compute_distance

input_suffix = ".tcmx.soc.pac" #token by context matrix
output_suffix = ".ttmx.dist.pac" # token by token matrix
for modelname in socdata.index:
    input_name = f"{token_dir}/{modelname}{input_suffix}"
    output_name = f"{token_dir}/{modelname}{output_suffix}"
    compute_distance(TypeTokenMatrix.load(input_name)).save(output_name)

************************************
function    = compute_distance
  time      = 0.000612 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0004447 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0003285 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0003374 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002944 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002861 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002871 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002854 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002887 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0003104 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002878 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000298 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002873 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0003633 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002754 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002789 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002759 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002666 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0004048 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002644 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002637 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002723 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002658 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002668 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000407 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000289 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002985 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002909 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000288 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002871 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0003994 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000289 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002892 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002916 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002885 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002854 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002859 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002871 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002878 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002909 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002809 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002854 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002775 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002828 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002794 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002763 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002847 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002789 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002863 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000288 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000293 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002902 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002897 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000289 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002897 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002911 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002866 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002882 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002978 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0003126 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0003049 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002878 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002971 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002995 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002847 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002794 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002794 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002832 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002801 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002794 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002801 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000309 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002863 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002878 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002925 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000288 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000288 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002868 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002906 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002868 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002878 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000288 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002894 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002847 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0003045 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0003166 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002954 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0003026 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002818 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002801 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002849 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002847 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002799 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000288 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002837 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002861 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002885 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002878 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002944 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002885 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002956 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002878 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002906 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002866 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002892 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000288 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002997 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002868 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002894 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002894 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002892 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002913 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002794 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002892 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000278 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002816 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002794 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002801 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002818 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002856 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002887 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002995 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0003011 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002873 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002882 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002902 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002913 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002866 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002875 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002882 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002916 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0003128 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002894 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002928 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002892 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002882 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002823 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002811 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002811 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002842 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002804 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002818 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002804 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002816 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002861 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002849 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002909 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002873 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002861 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002875 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002887 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002856 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002885 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002856 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000289 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002851 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002875 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002875 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002832 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.000289 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002789 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002809 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002801 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002823 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002816 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002782 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002809 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac

************************************
function    = compute_distance
  time      = 0.0002835 sec
************************************


Saving matrix...
Stored in file:
  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac

For the rest, we go to R!

The R code is in the processClouds notebook, which uses the semcloud package.

Bonus: context word detail

from semasioFlow.contextwords import listContextwords

cws = listContextwords(type_name, tokenlist, fnameSample, settings, left_win=15, right_win = 15)

100%|██████████| 11/11 [00:00<00:00, 417.83it/s]

cws

	cw	deprel	distance	head	id	lemma	path	pos	position	rep_path	same_sentence	side	steps	target_lemma	token_id	word
boy/N/StanfDepSents.1/9/L0	the/D	det	1	2	1	the	#T->det:the	D	L0	#T->det:Cw	True	L	1	child	boy/N/StanfDepSents.1/9	The
boy/N/StanfDepSents.1/9/L1	NaN	<s id="2">	2	<s id="2">	<s id="2">	<s id="2">	NaN	<s id="2">	L1	NaN	False	L	NaN	child	boy/N/StanfDepSents.1/9	<s id="2">
boy/N/StanfDepSents.1/9/L2	NaN	</s>	3	</s>	</s>	</s>	NaN	</s>	L2	NaN	False	L	NaN	child	boy/N/StanfDepSents.1/9	</s>
boy/N/StanfDepSents.1/9/L3	healthy/J	acomp	4	3	4	healthy	NaN	J	L3	NaN	False	L	NaN	child	boy/N/StanfDepSents.1/9	healthy
boy/N/StanfDepSents.1/9/L4	look/V	ROOT	5	0	3	look	NaN	V	L4	NaN	False	L	NaN	child	boy/N/StanfDepSents.1/9	looks
boy/N/StanfDepSents.1/9/L5	girl/N	nsubj	6	3	2	girl	NaN	N	L5	NaN	False	L	NaN	child	boy/N/StanfDepSents.1/9	girl
boy/N/StanfDepSents.1/9/L6	the/D	det	7	2	1	the	NaN	D	L6	NaN	False	L	NaN	child	boy/N/StanfDepSents.1/9	The
boy/N/StanfDepSents.1/9/L7	NaN	<s id="1">	8	<s id="1">	<s id="1">	<s id="1">	NaN	<s id="1">	L7	NaN	False	L	NaN	child	boy/N/StanfDepSents.1/9	<s id="1">
boy/N/StanfDepSents.1/9/R0	look/V	ROOT	1	0	3	look	look->nsubj:#T	V	R0	Cw->nsubj:#T	True	R	1	child	boy/N/StanfDepSents.1/9	looks
boy/N/StanfDepSents.1/9/R1	at/I	prep	2	3	4	at	look->[nsubj:#T,prep:at]	I	R1	look->[nsubj:#T,prep:Cw]	True	R	2	child	boy/N/StanfDepSents.1/9	at
boy/N/StanfDepSents.1/9/R10	girl/N	nsubj	11	3	2	girl	NaN	N	R10	NaN	False	R	NaN	child	boy/N/StanfDepSents.1/9	girl
boy/N/StanfDepSents.1/9/R11	eat/V	ROOT	12	0	3	eat	NaN	V	R11	NaN	False	R	NaN	child	boy/N/StanfDepSents.1/9	eats
boy/N/StanfDepSents.1/9/R12	less/R	advmod	13	5	4	less	NaN	R	R12	NaN	False	R	NaN	child	boy/N/StanfDepSents.1/9	less
boy/N/StanfDepSents.1/9/R13	healthy/J	amod	14	6	5	healthy	NaN	J	R13	NaN	False	R	NaN	child	boy/N/StanfDepSents.1/9	healthy
boy/N/StanfDepSents.1/9/R14	food/N	dobj	15	3	6	food	NaN	N	R14	NaN	False	R	NaN	child	boy/N/StanfDepSents.1/9	food
boy/N/StanfDepSents.1/9/R2	the/D	det	3	6	5	the	look->[nsubj:#T,prep:at->pobj:girl->det:the]	D	R2	look->[nsubj:#T,prep:at->pobj:girl->det:Cw]	True	R	4	child	boy/N/StanfDepSents.1/9	the
boy/N/StanfDepSents.1/9/R3	girl/N	pobj	4	4	6	girl	look->[nsubj:#T,prep:at->pobj:girl]	N	R3	look->[nsubj:#T,prep:at->pobj:Cw]	True	R	3	child	boy/N/StanfDepSents.1/9	girl
boy/N/StanfDepSents.1/9/R4	as/I	mark	5	9	7	as	look->[nsubj:#T,advcl:eat->mark:as]	I	R4	look->[nsubj:#T,advcl:eat->mark:Cw]	True	R	3	child	boy/N/StanfDepSents.1/9	as
boy/N/StanfDepSents.1/9/R5	she/P	nsubj	6	9	8	she	look->[nsubj:#T,advcl:eat->nsubj:she]	P	R5	look->[nsubj:#T,advcl:eat->nsubj:Cw]	True	R	3	child	boy/N/StanfDepSents.1/9	she
boy/N/StanfDepSents.1/9/R6	eat/V	advcl	7	3	9	eat	look->[nsubj:#T,advcl:eat]	V	R6	look->[nsubj:#T,advcl:Cw]	True	R	2	child	boy/N/StanfDepSents.1/9	eats
boy/N/StanfDepSents.1/9/R7	NaN	</s>	8	</s>	</s>	</s>	NaN	</s>	R7	NaN	False	R	NaN	child	boy/N/StanfDepSents.1/9	</s>
boy/N/StanfDepSents.1/9/R8	NaN	<s id="3">	9	<s id="3">	<s id="3">	<s id="3">	NaN	<s id="3">	R8	NaN	False	R	NaN	child	boy/N/StanfDepSents.1/9	<s id="3">
boy/N/StanfDepSents.1/9/R9	the/D	det	10	2	1	the	NaN	D	R9	NaN	False	R	NaN	child	boy/N/StanfDepSents.1/9	The
boy/N/StanfDepSents.1/9/target	boy/N	nsubj	0	3	2	boy	#T	N	target	#T	True	target	0	child	boy/N/StanfDepSents.1/9	boy
boy/N/StanfDepSents.12/12/L0	the/D	det	1	2	1	the	#T->det:the	D	L0	#T->det:Cw	True	L	1	child	boy/N/StanfDepSents.12/12	The
boy/N/StanfDepSents.12/12/L1	NaN	<s id="35">	2	<s id="35">	<s id="35">	<s id="35">	NaN	<s id="35">	L1	NaN	False	L	NaN	child	boy/N/StanfDepSents.12/12	<s id="35">
boy/N/StanfDepSents.12/12/L10	NaN	<s id="34">	11	<s id="34">	<s id="34">	<s id="34">	NaN	<s id="34">	L10	NaN	False	L	NaN	child	boy/N/StanfDepSents.12/12	<s id="34">
boy/N/StanfDepSents.12/12/L2	NaN	</s>	3	</s>	</s>	</s>	NaN	</s>	L2	NaN	False	L	NaN	child	boy/N/StanfDepSents.12/12	</s>
boy/N/StanfDepSents.12/12/L3	tasty/J	acomp	4	6	7	tasty	NaN	J	L3	NaN	False	L	NaN	child	boy/N/StanfDepSents.12/12	tasty
boy/N/StanfDepSents.12/12/L4	be/V	ROOT	5	0	6	be	NaN	V	L4	NaN	False	L	NaN	child	boy/N/StanfDepSents.12/12	are
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
girl/N/StanfDepSents.8/3/target	girl/N	nsubj	0	3	2	girl	#T	N	target	#T	True	target	0	child	girl/N/StanfDepSents.8/3	girl
girl/N/StanfDepSents.9/14/L0	old/J	amod	1	3	2	old	#T->amod:old	J	L0	#T->amod:Cw	True	L	1	child	girl/N/StanfDepSents.9/14	older
girl/N/StanfDepSents.9/14/L1	the/D	det	2	3	1	the	#T->det:the	D	L1	#T->det:Cw	True	L	1	child	girl/N/StanfDepSents.9/14	The
girl/N/StanfDepSents.9/14/L10	the/D	det	11	4	2	the	NaN	D	L10	NaN	False	L	NaN	child	girl/N/StanfDepSents.9/14	the
girl/N/StanfDepSents.9/14/L11	all/P	predet	12	4	1	all	NaN	P	L11	NaN	False	L	NaN	child	girl/N/StanfDepSents.9/14	All
girl/N/StanfDepSents.9/14/L12	NaN	<s id="25">	13	<s id="25">	<s id="25">	<s id="25">	NaN	<s id="25">	L12	NaN	False	L	NaN	child	girl/N/StanfDepSents.9/14	<s id="25">
girl/N/StanfDepSents.9/14/L2	NaN	<s id="26">	3	<s id="26">	<s id="26">	<s id="26">	NaN	<s id="26">	L2	NaN	False	L	NaN	child	girl/N/StanfDepSents.9/14	<s id="26">
girl/N/StanfDepSents.9/14/L3	NaN	</s>	4	</s>	</s>	</s>	NaN	</s>	L3	NaN	False	L	NaN	child	girl/N/StanfDepSents.9/14	</s>
girl/N/StanfDepSents.9/14/L4	apple/N	dobj	5	6	8	apple	NaN	N	L4	NaN	False	L	NaN	child	girl/N/StanfDepSents.9/14	apple
girl/N/StanfDepSents.9/14/L5	an/D	det	6	8	7	an	NaN	D	L5	NaN	False	L	NaN	child	girl/N/StanfDepSents.9/14	an
girl/N/StanfDepSents.9/14/L6	give/V	ROOT	7	0	6	give	NaN	V	L6	NaN	False	L	NaN	child	girl/N/StanfDepSents.9/14	given
girl/N/StanfDepSents.9/14/L7	be/V	auxpass	8	6	5	be	NaN	V	L7	NaN	False	L	NaN	child	girl/N/StanfDepSents.9/14	were
girl/N/StanfDepSents.9/14/L8	boy/N	nsubjpass	9	6	4	boy	NaN	N	L8	NaN	False	L	NaN	child	girl/N/StanfDepSents.9/14	boys
girl/N/StanfDepSents.9/14/L9	old/J	amod	10	4	3	old	NaN	J	L9	NaN	False	L	NaN	child	girl/N/StanfDepSents.9/14	old
girl/N/StanfDepSents.9/14/R0	look/V	ROOT	1	0	4	look	look->nsubj:#T	V	R0	Cw->nsubj:#T	True	R	1	child	girl/N/StanfDepSents.9/14	looks
girl/N/StanfDepSents.9/14/R1	at/I	prep	2	4	5	at	look->[nsubj:#T,prep:at]	I	R1	look->[nsubj:#T,prep:Cw]	True	R	2	child	girl/N/StanfDepSents.9/14	at
girl/N/StanfDepSents.9/14/R10	be/V	ROOT	11	0	2	be	NaN	V	R10	NaN	False	R	NaN	child	girl/N/StanfDepSents.9/14	are
girl/N/StanfDepSents.9/14/R11	healthy/J	acomp	12	2	3	healthy	NaN	J	R11	NaN	False	R	NaN	child	girl/N/StanfDepSents.9/14	healthy
girl/N/StanfDepSents.9/14/R12	for/I	prep	13	3	4	for	NaN	I	R12	NaN	False	R	NaN	child	girl/N/StanfDepSents.9/14	for
girl/N/StanfDepSents.9/14/R13	boy/N	pobj	14	4	5	boy	NaN	N	R13	NaN	False	R	NaN	child	girl/N/StanfDepSents.9/14	boys
girl/N/StanfDepSents.9/14/R14	NaN	</s>	15	</s>	</s>	</s>	NaN	</s>	R14	NaN	False	R	NaN	child	girl/N/StanfDepSents.9/14	</s>
girl/N/StanfDepSents.9/14/R2	a/D	det	3	7	6	a	look->[nsubj:#T,prep:at->pobj:boy->det:a]	D	R2	look->[nsubj:#T,prep:at->pobj:boy->det:Cw]	True	R	4	child	girl/N/StanfDepSents.9/14	a
girl/N/StanfDepSents.9/14/R3	boy/N	pobj	4	5	7	boy	look->[nsubj:#T,prep:at->pobj:boy]	N	R3	look->[nsubj:#T,prep:at->pobj:Cw]	True	R	3	child	girl/N/StanfDepSents.9/14	boy
girl/N/StanfDepSents.9/14/R4	in/I	prep	5	7	8	in	look->[nsubj:#T,prep:at->pobj:boy->prep:in]	I	R4	look->[nsubj:#T,prep:at->pobj:boy->prep:Cw]	True	R	4	child	girl/N/StanfDepSents.9/14	in
girl/N/StanfDepSents.9/14/R5	the/D	det	6	10	9	the	look->[nsubj:#T,prep:at->pobj:boy->prep:in->po...	D	R5	look->[nsubj:#T,prep:at->pobj:boy->prep:in->po...	True	R	6	child	girl/N/StanfDepSents.9/14	the
girl/N/StanfDepSents.9/14/R6	house/N	pobj	7	8	10	house	look->[nsubj:#T,prep:at->pobj:boy->prep:in->po...	N	R6	look->[nsubj:#T,prep:at->pobj:boy->prep:in->po...	True	R	5	child	girl/N/StanfDepSents.9/14	house
girl/N/StanfDepSents.9/14/R7	NaN	</s>	8	</s>	</s>	</s>	NaN	</s>	R7	NaN	False	R	NaN	child	girl/N/StanfDepSents.9/14	</s>
girl/N/StanfDepSents.9/14/R8	NaN	<s id="27">	9	<s id="27">	<s id="27">	<s id="27">	NaN	<s id="27">	R8	NaN	False	R	NaN	child	girl/N/StanfDepSents.9/14	<s id="27">
girl/N/StanfDepSents.9/14/R9	apple/N	nsubj	10	2	1	apple	NaN	N	R9	NaN	False	R	NaN	child	girl/N/StanfDepSents.9/14	Apples
girl/N/StanfDepSents.9/14/target	girl/N	nsubj	0	4	3	girl	#T	N	target	#T	True	target	0	child	girl/N/StanfDepSents.9/14	girl

917 rows × 16 columns

cw_fname = f"{nephovis_path}/{type_name}/{type_name}.cws.detail.tsv"
cws.to_csv(cw_fname, sep = "\t", index_label = "cw_id")

From this table, it is relatively straightforward to extract concordances and highlight the context words that match certain filters. Note that by default the left contexts are in reverse order.