Child Directed Speech constituency test 2018-08-14 [10x]

Updated (2018-08-14) Grammar Tester, server 94.130.238.118
Each line is calculated 10x, parsing metrics tested 1x for each calculation.
This notebook is shared as static html via
http://langlearn.singularitynet.io/data/clustering_2018/html/Child-Directed-Speech-2018-08-14.html

Basic settings

import os, sys, time
from IPython.display import display
module_path = os.path.abspath(os.path.join('..'))
if module_path not in sys.path: sys.path.append(module_path)
grammar_learner_path = module_path + '/src/grammar_learner/'
if grammar_learner_path not in sys.path: sys.path.append(grammar_learner_path)
from utl import UTC
from read_files import check_dir
from widgets import html_table
from pqa_table import table_cds
tmpath = module_path + '/tmp/'
if check_dir(tmpath, True, 'none'):
    table = []
    long_table = []
    header = ['Line','Corpus','Parsing','LW','"."','Generalization','Space','Rules','PA','PQ']
    start = time.time()
    print(UTC(), ':: module_path =', module_path)
else: print(UTC(), ':: could not create temporary files directory', tmpath)

2018-08-14 11:10:37 UTC :: module_path = /home/obaskov/language-learning

Corpus test settings

out_dir = module_path + '/output/Child-Directed-Speech-' + str(UTC())[:10]
runs = (10,1)    # (attempts to learn grammar per line, grammar tests per attempt)
if runs != (1,1): out_dir += '-multi'
kwargs = {
    'left_wall'     :   ''          ,
    'period'        :   False       ,
    'clustering'    :   ('kmeans', 'kmeans++', 10),
    'cluster_range' :   (30,120,5,3), # min, max, step, repeat
    'cluster_criteria': 'silhouette',
    'cluster_level' :   1           ,
    'tmpath'        :   tmpath      , 
    'verbose'       :   'min'       ,
    'template_path' :   'poc-turtle',
    'linkage_limit' :   1000        ,
    'categories_generalization': 'off' }
lines = [
    [58, 'CDS-caps-br-text+brent9mos' , 'LG-English'                     ,0,0, 'none'  ], 
    [59, 'CDS-caps-br-text+brent9mos' , 'LG-English'                     ,0,0, 'rules' ], 
    [60, 'CDS-caps-br-text+brent9mos' , 'R=6-Weight=6:R-mst-weight=+1:R' ,0,0, 'none'  ], 
    [61, 'CDS-caps-br-text+brent9mos' , 'R=6-Weight=6:R-mst-weight=+1:R' ,0,0, 'rules' ]]
rp = module_path + '/data/CDS-caps-br-text+brent9mos/LG-English'
cp = rp  # corpus path = reference_path :: use 'gold' parses as test corpus

ULL Project Plan ⇒ Parses ⇒ lines 58-61, by columns

Connectors-DRK-Connectors

%%capture
kwargs['context'] = 1
kwargs['word_space'] = 'vectors'
kwargs['clustering'] = 'kmeans'
kwargs['grammar_rules'] = 1
average21, long21 = table_cds(lines, out_dir, cp, rp, runs, **kwargs)
table.extend(average21)
long_table.extend(long21)

display(html_table([header]+average21))
print(UTC())

Line	Corpus	Parsing	LW	"."	Generalization	Space	Rules	PA	PQ
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKc	80	71%	50%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKc	67	70%	44%

2018-08-14 12:06:54 UTC

Connectors-DRK-Disjuncts

%%capture
kwargs['context'] = 1
kwargs['word_space'] = 'vectors'
kwargs['clustering'] = 'kmeans'
kwargs['grammar_rules'] = 2
average22, long22 = table_cds(lines, out_dir, cp, rp, runs, **kwargs)
table.extend(average22)
long_table.extend(long22)

display(html_table([header]+average22))
print(UTC())

Line	Corpus	Parsing	LW	"."	Generalization	Space	Rules	PA	PQ
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKd	82	64%	49%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	cDRKd	82	64%	49%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKd	67	67%	41%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	cDRKd	64	68%	41%

2018-08-14 15:01:37 UTC

Disjuncts-DRK-Disjuncts

%%capture
kwargs['context'] = 2
kwargs['word_space'] = 'vectors'
kwargs['clustering'] = 'kmeans'
kwargs['grammar_rules'] = 2
average23, long23 = table_cds(lines, out_dir, cp, rp, runs, **kwargs)
table.extend(average23)
long_table.extend(long23)

display(html_table([header]+average23))
print(UTC())

Line	Corpus	Parsing	LW	"."	Generalization	Space	Rules	PA	PQ
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dDRKd	74	62%	47%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dDRKd	72	63%	47%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dDRKd	86	63%	38%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dDRKd	86	63%	38%

2018-08-14 18:09:22 UTC

Disjuncts-ILE-Disjuncts

%%capture
kwargs['context'] = 2
kwargs['word_space'] = 'discrete'
kwargs['clustering'] = 'group'
kwargs['grammar_rules'] = 2
average24, long24 = table_cds(lines, out_dir, cp, rp, runs, **kwargs)
table.extend(average24)
long_table.extend(long24)

display(html_table([header]+average24))
print(UTC())

Line	Corpus	Parsing	LW	"."	Generalization	Space	Rules	PA	PQ
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dILEd	2980	40%	37%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dILEd	2424	41%	37%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dILEd	3558	0%	0%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dILEd	3415	48%	31%

2018-08-14 20:00:38 UTC

All tests

display(html_table([header]+long_table))

Line	Corpus	Parsing	LW	"."	Generalization	Space	Rules	PA	PQ
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKc	84	71%	50%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKc	83	71%	50%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKc	74	71%	51%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKc	70	71%	51%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKc	73	71%	51%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKc	86	70%	50%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKc	79	70%	50%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKc	81	71%	50%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKc	86	70%	50%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKc	79	72%	51%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKc	63	70%	44%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKc	63	70%	44%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKc	68	70%	44%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKc	60	70%	44%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKc	77	70%	44%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKc	65	70%	44%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKc	64	70%	44%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKc	70	70%	44%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKc	76	70%	44%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKc	64	70%	44%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKd	80	64%	49%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKd	85	64%	49%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKd	83	66%	49%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKd	81	63%	48%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKd	82	65%	50%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKd	83	63%	49%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKd	81	65%	49%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKd	85	63%	49%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKd	84	62%	48%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	cDRKd	80	64%	49%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	cDRKd	76	66%	50%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	cDRKd	85	63%	49%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	cDRKd	84	65%	50%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	cDRKd	79	65%	49%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	cDRKd	82	63%	49%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	cDRKd	86	65%	49%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	cDRKd	86	63%	48%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	cDRKd	83	63%	48%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	cDRKd	79	67%	50%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	cDRKd	85	62%	49%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKd	79	65%	39%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKd	57	69%	42%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKd	65	68%	41%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKd	60	68%	42%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKd	71	67%	41%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKd	74	67%	40%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKd	56	68%	42%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKd	79	66%	40%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKd	64	68%	41%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	cDRKd	69	66%	40%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	cDRKd	66	68%	41%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	cDRKd	59	69%	42%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	cDRKd	61	69%	42%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	cDRKd	72	67%	41%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	cDRKd	63	68%	41%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	cDRKd	65	68%	41%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	cDRKd	69	68%	41%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	cDRKd	76	67%	40%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	cDRKd	54	69%	42%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	cDRKd	58	69%	42%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dDRKd	83	61%	46%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dDRKd	78	62%	47%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dDRKd	68	62%	46%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dDRKd	79	60%	46%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dDRKd	57	66%	48%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dDRKd	71	61%	47%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dDRKd	72	63%	47%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dDRKd	70	62%	46%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dDRKd	86	60%	46%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dDRKd	78	61%	46%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dDRKd	62	66%	48%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dDRKd	84	59%	46%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dDRKd	82	61%	46%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dDRKd	48	68%	48%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dDRKd	81	62%	46%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dDRKd	74	63%	47%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dDRKd	81	60%	46%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dDRKd	62	64%	47%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dDRKd	75	62%	47%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dDRKd	74	61%	46%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dDRKd	85	62%	37%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dDRKd	88	64%	38%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dDRKd	86	64%	38%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dDRKd	88	62%	38%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dDRKd	87	63%	38%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dDRKd	87	63%	38%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dDRKd	87	64%	39%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dDRKd	86	64%	39%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dDRKd	85	63%	39%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dDRKd	85	63%	38%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dDRKd	87	63%	38%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dDRKd	85	63%	38%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dDRKd	87	63%	38%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dDRKd	85	64%	39%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dDRKd	85	62%	38%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dDRKd	87	64%	39%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dDRKd	88	62%	37%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dDRKd	86	64%	39%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dDRKd	86	64%	39%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dDRKd	87	63%	38%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dILEd	2980	40%	37%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dILEd	2980	40%	37%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dILEd	2980	40%	37%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dILEd	2980	40%	37%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dILEd	2980	40%	37%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dILEd	2980	40%	37%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dILEd	2980	40%	37%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dILEd	2980	40%	37%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dILEd	2980	40%	37%
58	CDS-caps-br-text+brent9mos	LG-English	--	--	none	dILEd	2980	40%	37%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dILEd	2424	41%	37%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dILEd	2424	41%	37%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dILEd	2424	41%	37%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dILEd	2424	41%	37%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dILEd	2424	41%	37%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dILEd	2424	41%	37%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dILEd	2424	41%	37%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dILEd	2424	41%	37%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dILEd	2424	41%	37%
59	CDS-caps-br-text+brent9mos	LG-English	--	--	rules	dILEd	2424	41%	37%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dILEd	3558	0%	0%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dILEd	3558	0%	0%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dILEd	3558	0%	0%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dILEd	3558	0%	0%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dILEd	3558	0%	0%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dILEd	3558	0%	0%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dILEd	3558	0%	0%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dILEd	3558	0%	0%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dILEd	3558	0%	0%
60	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	none	dILEd	3558	0%	0%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dILEd	3415	48%	31%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dILEd	3415	48%	31%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dILEd	3415	48%	31%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dILEd	3415	48%	31%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dILEd	3415	48%	31%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dILEd	3415	48%	31%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dILEd	3415	48%	31%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dILEd	3415	48%	31%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dILEd	3415	48%	31%
61	CDS-caps-br-text+brent9mos	R=6-Weight=6:R-mst-weight=+1:R	--	--	rules	dILEd	3415	48%	31%

from write_files import list2file
print(UTC(), ':: finished, elapsed', str(round((time.time()-start)/3600.0, 1)), 'hours')
table_str = list2file(table, out_dir+'/short_table.txt')
if runs == (1,1):
    print('Results saved to', out_dir + '/short_table.txt')
else:
    long_table_str = list2file(long_table, out_dir+'/long_table.txt')
    print('Average results saved to', out_dir + '/short_table.txt\n'
          'Detailed results for every run saved to', out_dir + '/long_table.txt')

2018-08-14 20:00:38 UTC :: finished, elapsed 8.8 hours
Average results saved to /home/obaskov/language-learning/output/Child-Directed-Speech-2018-08-14-multi/short_table.txt
Detailed results for every run saved to /home/obaskov/language-learning/output/Child-Directed-Speech-2018-08-14-multi/long_table.txt

2018-08-05 'cluster_range': (120,30,2) ~33.4 min / server 88...
2018-08-05 'cluster_range': (30,120,5,3) ~0.7 h / server 94...