In [432]:
# import my_util as my_util; from my_util import *
import ja_helpers as ja_helpers
from ja_helpers import *
import os
import gc
from time import time
In [ ]:
# Turn on auto garbage collection
gc.enable()
In [493]:
HOME_DIR = 'd:/larc_projects/job_analytics/'
DATA_DIR = HOME_DIR + 'data/clean/'; RES_DIR = HOME_DIR + 'results/'
In [475]:
df = pd.read_csv(DATA_DIR + 'doc_index_filter.csv')
df.set_index('index', inplace=True)
with(open(RES_DIR + 'doc_20topic_distr.mtx', 'r')) as f:
doc_topic_distr = mmread(f)
title_df = pd.read_csv(DATA_DIR + 'titles_2posts_up.csv')
Out[475]:
avg_n_skill
domain
n_employer
n_post
position
pri_func
sec_func
non_std_title
title
0
10.9
administrative
615
993
NaN
assistant
NaN
Administrative Assistant
Administrative Assistant
In [410]:
# domains = dict(zip(title_df.title, title_df.domain))
In [527]:
# reload(my_util); from my_util import *
reload(ja_helpers); from ja_helpers import *
In [511]:
domain_dir = RES_DIR + 'job_prof/by_domain/' + 'new/'
def saveSim(sims, folder, name):
sim_file = folder + 'sims/{}.csv'.format(clean(name))
sims.to_csv(sim_file, index=False)
print('\tSaved sims to file: {}'.format(sim_file))
def domainsInRange(min_n_title, max_n_title):
q = '{} <= n_title < {}'.format(min_n_title, max_n_title)
domains = by_domain_agg.query(q)['domain']
msg = '# domains with # titles in range [{}, {}): {}'.format(min_n_title, max_n_title, len(domains))
print(msg)
return domains
def domainWiseSims(domains, k=5):
for dom in domains:
print('Domain: {}'.format(dom))
chosen_titles = titlesIn(domain, title_df)
sims = simsAmong(chosen_titles, doc_topic_distr, df, verbose)
if not sims.empty:
sims = sims.sort_values('topic_sim', ascending=False)
saveSim(sims, domain_dir, dom)
fig = viz(sims); fname = domain_dir + '{}_sims.pdf'.format(clean(dom))
plt.savefig(fname)
findTopkSimByDomain(domain=dom, sims=sims, k=k)
Given the parsed titles, we now compute pairwise sims among job titles in the same domain.
In [363]:
# Get needed stats from agg
by_domain_agg = pd.read_csv(DATA_DIR + 'stats_domains.csv')
n_domain = by_domain_agg.shape[0]
print('# domains: {}'.format(n_domain))
# domains: 1150
We re-compute sims after title standardization.
First, we look at the top-10 domains with most no. of titles.
In [364]:
by_domain_agg.head(10)
Out[364]:
domain
n_std_title
n_title
n_post
0
technical
38
40
909
1
sales
33
34
1774
2
project
32
37
1822
3
information technology
25
39
1600
4
operations
23
26
691
5
research
22
25
1592
6
systems
19
23
383
7
production
19
20
329
8
application
19
19
1309
9
marketing
18
20
1084
In [365]:
top_3 = by_domain_agg.head(3)['domain']
domainWiseSims(domains=top_3)
Domain: technical
# titles with at least 2 posts: 36
Finished sim cals after 450.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/technical.csv
Viz pairwise sims among job titles
---------------------------------------------------------------------------
ValueError Traceback (most recent call last)
<ipython-input-365-72e5538e6ff1> in <module>()
1 top_3 = by_domain_agg.head(3)['domain']
----> 2 domainWiseSims(domains=top_3)
<ipython-input-340-1cc3c3bbdddb> in domainWiseSims(domains)
3 sims = calSims(domain=dom, pri_func=None)
4 print('\tViz pairwise sims among job titles')
----> 5 viz(sims, domain=dom)
6 findTopkSimByDomain(domain=dom, sims=sims, k=5)
C:\Users\mdluu.2011\Documents\job_analytics_src\cluster_skill_helpers.py in viz(sims, domain, pri_func)
801 def viz(sims, domain=None, pri_func=None):
802 fig, ax = plt.subplots()
--> 803 vizTopicSim(sims)
804 fig.subplots_adjust(bottom=.2)
805 if domain: fig_file = domain_dir + 'fig/new/{}_sims.pdf'.format(clean(domain))
C:\Users\mdluu.2011\Documents\job_analytics_src\cluster_skill_helpers.py in vizTopicSim(sim_df, ax, sci_fmt, fontsize)
762 ax.grid(True)
763 else:
--> 764 plt.hist(topic_sim)
765 plt.grid(True)
766
C:\Users\mdluu.2011\AppData\Local\Continuum\Anaconda2\lib\site-packages\matplotlib\pyplot.pyc in hist(x, bins, range, normed, weights, cumulative, bottom, histtype, align, orientation, rwidth, log, color, label, stacked, hold, data, **kwargs)
2963 histtype=histtype, align=align, orientation=orientation,
2964 rwidth=rwidth, log=log, color=color, label=label,
-> 2965 stacked=stacked, data=data, **kwargs)
2966 finally:
2967 ax.hold(washold)
C:\Users\mdluu.2011\AppData\Local\Continuum\Anaconda2\lib\site-packages\matplotlib\__init__.pyc in inner(ax, *args, **kwargs)
1816 warnings.warn(msg % (label_namer, func.__name__),
1817 RuntimeWarning, stacklevel=2)
-> 1818 return func(ax, *args, **kwargs)
1819 pre_doc = inner.__doc__
1820 if pre_doc is None:
C:\Users\mdluu.2011\AppData\Local\Continuum\Anaconda2\lib\site-packages\matplotlib\axes\_axes.pyc in hist(self, x, bins, range, normed, weights, cumulative, bottom, histtype, align, orientation, rwidth, log, color, label, stacked, **kwargs)
5983 # this will automatically overwrite bins,
5984 # so that each histogram uses the same bins
-> 5985 m, bins = np.histogram(x[i], bins, weights=w[i], **hist_kwargs)
5986 m = m.astype(float) # causes problems later if it's an int
5987 if mlast is None:
C:\Users\mdluu.2011\AppData\Local\Continuum\Anaconda2\lib\site-packages\numpy\lib\function_base.pyc in histogram(a, bins, range, normed, weights, density)
500 if mn > mx:
501 raise ValueError(
--> 502 'max must be larger than min in range parameter.')
503 if not np.all(np.isfinite([mn, mx])):
504 raise ValueError(
ValueError: max must be larger than min in range parameter.
In [446]:
# sales_sims = pd.read_csv(domain_dir + 'sims/sales.csv')
# findTopkSimByDomain('sales', k=5, sims=sales_sims)
it_sims = pd.read_csv(domain_dir + 'sims/information_technology.csv')
findTopkSimByDomain('information technology', k=5, sims=it_sims)
Saved top-5 similar title result
In [360]:
domainWiseSims(domains=['software'])
Saved top-5 similar title result
In [361]:
domainWiseSims(domains=['marketing'])
Domain: marketing
# titles with at least 2 posts: 19
Finished sim cals after 315.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/marketing.csv
Saved top-5 similar title result
In [344]:
dom_2_5 = domainsInRange(2, 5)
print('# domains with # titles in [2, 5): %d' %len(dom_2_5))
# 1st half
domainWiseSims(domains=dom_2_5[:300])
# 2nd half
domainWiseSims(domains=dom_2_5[300:])
# domains with # titles in range [2, 5): 386
# domains with # titles in [2, 5): 386
Domain: communication
# titles with at least 2 posts: 4
Finished sim cals after 1.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/communication.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: digital
# titles with at least 2 posts: 4
Finished sim cals after 2.9s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/digital.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: administration
# titles with at least 2 posts: 3
Finished sim cals after 7.8s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/administration.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: field
# titles with at least 2 posts: 3
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/field.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: welding
# titles with at least 2 posts: 3
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/welding.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: material
# titles with at least 2 posts: 3
Finished sim cals after 1.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/material.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: internal audit
# titles with at least 2 posts: 3
Finished sim cals after 1.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/internal_audit.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: application support
# titles with at least 2 posts: 4
Finished sim cals after 14.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/application_support.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: distribution
# titles with at least 2 posts: 3
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/distribution.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: dental
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/dental.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: consulting
# titles with at least 2 posts: 2
Finished sim cals after 0.9s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/consulting.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: network support
# titles with at least 2 posts: 3
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/network_support.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: software development
# titles with at least 2 posts: 4
Finished sim cals after 2.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/software_development.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: client relationship
# titles with at least 2 posts: 4
Finished sim cals after 1.8s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/client_relationship.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: advertising sales
# titles with at least 2 posts: 3
Finished sim cals after 2.8s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/advertising_sales.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: software support
# titles with at least 2 posts: 4
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/software_support.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: software testing
# titles with at least 2 posts: 4
Finished sim cals after 2.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/software_testing.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: clinic
# titles with at least 2 posts: 3
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/clinic.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: merchandise
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/merchandise.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: pricing
# titles with at least 2 posts: 4
Finished sim cals after 1.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/pricing.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: kitchen
# titles with at least 2 posts: 4
Finished sim cals after 1.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/kitchen.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: electrical and instrumentation
# titles with at least 2 posts: 3
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/electrical_and_instrumentation.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: sous
# titles with at least 2 posts: 4
Finished sim cals after 2.8s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/sous.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: education
# titles with at least 2 posts: 3
Finished sim cals after 0.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/education.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: sap
# titles with at least 2 posts: 4
Finished sim cals after 24.8s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/sap.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: storage
# titles with at least 2 posts: 3
Finished sim cals after 0.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/storage.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: marketing communications
# titles with at least 2 posts: 4
Finished sim cals after 6.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/marketing_communications.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: fund
# titles with at least 2 posts: 3
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/fund.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: implementation
# titles with at least 2 posts: 4
Finished sim cals after 1.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/implementation.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: information
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/information.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: managing
# titles with at least 2 posts: 3
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/managing.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: business process
# titles with at least 2 posts: 4
Finished sim cals after 1.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/business_process.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: hardware
# titles with at least 2 posts: 2
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/hardware.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: credit control
# titles with at least 2 posts: 4
Finished sim cals after 0.9s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/credit_control.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: reservations
# titles with at least 2 posts: 3
Finished sim cals after 0.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/reservations.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: resident
# titles with at least 2 posts: 3
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/resident.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: product marketing
# titles with at least 2 posts: 4
Finished sim cals after 1.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/product_marketing.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: call centre
# titles with at least 2 posts: 4
Finished sim cals after 1.8s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/call_centre.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: credit risk
# titles with at least 2 posts: 4
Finished sim cals after 0.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/credit_risk.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: support
# titles with at least 2 posts: 3
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/support.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: tour
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: information technology support
# titles with at least 2 posts: 4
Finished sim cals after 8.7s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/information_technology_support.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: information technology project
# titles with at least 2 posts: 3
Finished sim cals after 4.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/information_technology_project.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: culinary
# titles with at least 2 posts: 3
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/culinary.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: food & beverage outlet
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/food_&_beverage_outlet.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: instrumentation
# titles with at least 2 posts: 3
Finished sim cals after 0.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/instrumentation.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: marketing and sales
# titles with at least 2 posts: 4
Finished sim cals after 0.6s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/marketing_and_sales.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: project management
# titles with at least 2 posts: 4
Finished sim cals after 5.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/project_management.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: corporate secretarial
# titles with at least 2 posts: 3
Finished sim cals after 2.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/corporate_secretarial.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: document control
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/document_control.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: technical service
# titles with at least 2 posts: 3
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/technical_service.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: credit administrative
# titles with at least 2 posts: 3
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/credit_administrative.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: strategy
# titles with at least 2 posts: 3
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/strategy.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: corporate sales
# titles with at least 2 posts: 3
Finished sim cals after 11.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/corporate_sales.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: document
# titles with at least 2 posts: 3
Finished sim cals after 1.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/document.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: system support
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/system_support.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: development
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/development.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: nondestructive testing
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: corporate planning
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/corporate_planning.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: corporate communications
# titles with at least 2 posts: 3
Finished sim cals after 0.7s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/corporate_communications.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: networking
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: corporate account
# titles with at least 2 posts: 3
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/corporate_account.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: strategic planning
# titles with at least 2 posts: 3
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/strategic_planning.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: portfolio
# titles with at least 2 posts: 2
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/portfolio.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: delivery
# titles with at least 2 posts: 2
Finished sim cals after 0.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/delivery.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: private
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/private.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: sponsorship sales
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/sponsorship_sales.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: information technology business
# titles with at least 2 posts: 3
Finished sim cals after 5.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/information_technology_business.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: housekeeping
# titles with at least 2 posts: 3
Finished sim cals after 1.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/housekeeping.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: production engineering
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: management information systems
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/management_information_systems.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: import & export
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: program
# titles with at least 2 posts: 3
Finished sim cals after 2.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/program.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: information management
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: information systems
# titles with at least 2 posts: 3
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/information_systems.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: infrastructure
# titles with at least 2 posts: 3
Finished sim cals after 1.9s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/infrastructure.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: spa
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/spa.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: installation
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/installation.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: real estate
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/real_estate.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: integration
# titles with at least 2 posts: 3
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/integration.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: lease management
# titles with at least 2 posts: 3
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/lease_management.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: property management
# titles with at least 2 posts: 2
Finished sim cals after 1.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/property_management.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: key account
# titles with at least 2 posts: 2
Finished sim cals after 0.6s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/key_account.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: landscape
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/landscape.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: guest relations
# titles with at least 2 posts: 3
Finished sim cals after 0.7s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/guest_relations.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: product sales
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/product_sales.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: research and development
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: geotechnical
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/geotechnical.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: electrical design
# titles with at least 2 posts: 2
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/electrical_design.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: electrical engineering
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/electrical_engineering.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: primary school
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: mechanical engineering
# titles with at least 2 posts: 3
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/mechanical_engineering.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: fabrication
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: facility
# titles with at least 2 posts: 3
Finished sim cals after 1.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/facility.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: contract
# titles with at least 2 posts: 3
Finished sim cals after 0.8s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/contract.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: securities
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: assembly
# titles with at least 2 posts: 3
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/assembly.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: financial accounting
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: floor
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/floor.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: food
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/food.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: sales account
# titles with at least 2 posts: 3
Finished sim cals after 2.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/sales_account.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: admissions
# titles with at least 2 posts: 3
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/admissions.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: risk management
# titles with at least 2 posts: 3
Finished sim cals after 1.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/risk_management.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: contracts
# titles with at least 2 posts: 3
Finished sim cals after 0.6s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/contracts.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: language
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/language.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: building maintenance
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/building_maintenance.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: underwriting
# titles with at least 2 posts: 3
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/underwriting.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: catering
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: bar
# titles with at least 2 posts: 3
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/bar.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: packaging
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/packaging.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: trade
# titles with at least 2 posts: 2
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/trade.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: business intelligence
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/business_intelligence.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: cad
# titles with at least 2 posts: 3
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/cad.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: banquet
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/banquet.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: billing
# titles with at least 2 posts: 3
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/billing.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: brand
# titles with at least 2 posts: 3
Finished sim cals after 2.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/brand.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: chemical engineering
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: personal
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: cafeteria
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: telesales
# titles with at least 2 posts: 3
Finished sim cals after 1.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/telesales.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: conference
# titles with at least 2 posts: 3
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/conference.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: tunnel
# titles with at least 2 posts: 3
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/tunnel.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: personnel
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: automotive engineering
# titles with at least 2 posts: 3
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/automotive_engineering.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: change management
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/change_management.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: community
# titles with at least 2 posts: 3
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/community.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: civil & structural
# titles with at least 2 posts: 3
Finished sim cals after 1.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/civil_&_structural.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: consumer market insight
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: building construction
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: account management
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/account_management.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: campaign
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/campaign.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: retail trade
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: validation
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: revenue
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/revenue.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: revenue operations
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: vessel
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: after sales service
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/after_sales_service.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: user interface
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/user_interface.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: rotating equipment
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: marine operations
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/marine_operations.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: chartering
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: advanced software
# titles with at least 2 posts: 2
Finished sim cals after 2.6s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/advanced_software.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: government
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/government.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: graphic web
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/graphic_web.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: video
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: business system
# titles with at least 2 posts: 2
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/business_system.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: business support
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/business_support.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: career
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: guest services
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/guest_services.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: reliability
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/reliability.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: hand
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: business solution
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/business_solution.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: relationship management
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: relationship
# titles with at least 2 posts: 2
Finished sim cals after 2.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/relationship.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: business solutions
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/business_solutions.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: sales and marketing
# titles with at least 2 posts: 2
Finished sim cals after 0.6s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/sales_and_marketing.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: market development
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: aftersales
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/aftersales.csv
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Domain: chartered
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/chartered.csv
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Domain: marketing sales
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/marketing_sales.csv
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Domain: school
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: process safety
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/process_safety.csv
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Saved top-5 similar title result
Domain: seafreight
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/seafreight.csv
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Saved top-5 similar title result
Domain: performance
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/performance.csv
Viz pairwise sims among job titles
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Domain: section
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/section.csv
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Domain: sap project
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: child care
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: security systems
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: failure analysis
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: aircraft quality
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: facilities maintenance
# titles with at least 2 posts: 2
Finished sim cals after 0.7s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/facilities_maintenance.csv
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Saved top-5 similar title result
Domain: facilities
# titles with at least 2 posts: 2
Finished sim cals after 0.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/facilities.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: financial analysis
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/financial_analysis.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: financial planning
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/financial_planning.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: case management
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/case_management.csv
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Domain: catering sales
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: unix
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/unix.csv
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Domain: foreign
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/foreign.csv
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Domain: regulatory compliance
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: food and beverage department
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: sales development
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: sales operations
# titles with at least 2 posts: 2
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/sales_operations.csv
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Domain: centre
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: financial product
# titles with at least 2 posts: 2
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/financial_product.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: sales team
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/sales_team.csv
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Saved top-5 similar title result
Domain: sales training
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/sales_training.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: fitness
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/fitness.csv
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Saved top-5 similar title result
Domain: firmware
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/firmware.csv
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Saved top-5 similar title result
Domain: fire and safety
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/fire_and_safety.csv
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Domain: sap pre-sales
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
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Domain: health care
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: human resource business
# titles with at least 2 posts: 2
Finished sim cals after 1.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/human_resource_business.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: business project
# titles with at least 2 posts: 2
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/business_project.csv
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Saved top-5 similar title result
Domain: inspection
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/inspection.csv
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Domain: intermediate
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: bread
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: r&d
# titles with at least 2 posts: 2
Finished sim cals after 5.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/r&d.csv
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Domain: interface
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: broadcast
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: rail track
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: integration technical project
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/integration_technical_project.csv
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Saved top-5 similar title result
Domain: website
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/website.csv
Viz pairwise sims among job titles
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Domain: web marketing
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: analyst
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: web application
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/web_application.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: application team
# titles with at least 2 posts: 2
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/application_team.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: instrumentation and electrical
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/instrumentation_and_electrical.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: account delivery
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Saved top-5 similar title result
Domain: instrument
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/instrument.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: internal
# titles with at least 2 posts: 2
Finished sim cals after 1.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/internal.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: brand development
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/brand_development.csv
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Domain: quantitative
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: it development
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/it_development.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: land
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/land.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: analytics
# titles with at least 2 posts: 2
Finished sim cals after 1.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/analytics.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: boiler
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/boiler.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: kindergarten
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: layout
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/layout.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: java
# titles with at least 2 posts: 2
Finished sim cals after 4.6s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/java.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: it audit
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/it_audit.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: learning support
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/learning_support.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: proposal
# titles with at least 2 posts: 2
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/proposal.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: branch
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/branch.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: application sales
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/application_sales.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: property
# titles with at least 2 posts: 2
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/property.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: internet
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: international mobility
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/international_mobility.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: library
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: project sales
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
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Domain: business planning
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: infrastructure technical
# titles with at least 2 posts: 2
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/infrastructure_technical.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: visual effects
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/visual_effects.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: regional marketing
# titles with at least 2 posts: 2
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/regional_marketing.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: machinery
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/machinery.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: outlet
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/outlet.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: analog design
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: industrial
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
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Domain: bid
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/bid.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: hypertext preprocessor
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/hypertext_preprocessor.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: business operations
# titles with at least 2 posts: 2
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/business_operations.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: hydraulic
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: hvac
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/hvac.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: regional supply chain
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/regional_supply_chain.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: human resource & administrative
# titles with at least 2 posts: 2
Finished sim cals after 3.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/human_resource_&_administrative.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: manufacturing engineering
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/manufacturing_engineering.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: regional technical
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/regional_technical.csv
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Domain: business control
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: business applications
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: visual merchandising
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: information technology quality assurance
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: infrastructure support
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/infrastructure_support.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: account development
# titles with at least 2 posts: 2
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/account_development.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: project quantity
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/project_quantity.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: project procurement and contracts
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/project_procurement_and_contracts.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: lifting
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: information technology security
# titles with at least 2 posts: 2
Finished sim cals after 0.6s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/information_technology_security.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: building services
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/building_services.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: loans
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/loans.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: information technology program
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: information technology pre-sales
# titles with at least 2 posts: 2
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/information_technology_pre-sales.csv
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Domain: information technology infrastructure
# titles with at least 2 posts: 2
Finished sim cals after 0.4s
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Domain: regional human resource
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: information technology business solution
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
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Domain: bunker
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: service delivery
# titles with at least 2 posts: 2
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/service_delivery.csv
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Domain: e-commerce
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/e-commerce.csv
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Domain: export sales
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/export_sales.csv
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Domain: supply
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: mobile product
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: structural design
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: datawarehousing
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: datawarehouse
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
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Domain: structural steel
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: studio
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
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Domain: data warehousing
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
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Domain: data security
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: data research
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/data_research.csv
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Domain: data processing control
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: data processing
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: data network engineering
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/data_network_engineering.csv
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Domain: data network
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: motor vehicle
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/motor_vehicle.csv
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Domain: data center
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/data_center.csv
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Domain: order
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: department
# titles with at least 2 posts: 2
Finished sim cals after 1.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/department.csv
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Domain: deployment project
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/deployment_project.csv
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Domain: digital media
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: precision
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
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Domain: drafting
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
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Domain: statistical
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: training and education
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: pre-sales
# titles with at least 2 posts: 2
Finished sim cals after 0.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/pre-sales.csv
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Domain: stores
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/stores.csv
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Domain: strategic sourcing
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/strategic_sourcing.csv
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Domain: derivatives
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: traffic
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: diagnostic
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: aircraft maintenance
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/aircraft_maintenance.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: desktop support
# titles with at least 2 posts: 2
Finished sim cals after 2.9s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/desktop_support.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: mobile
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/mobile.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: audio and video equipment
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/audio_and_video_equipment.csv
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Saved top-5 similar title result
Domain: supplier quality
# titles with at least 2 posts: 2
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/supplier_quality.csv
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Saved top-5 similar title result
Domain: customer service operations
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/customer_service_operations.csv
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Domain: transformation
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: postdoctoral
# titles with at least 2 posts: 2
Finished sim cals after 1.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/postdoctoral.csv
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Domain: network consulting
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
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Domain: network operations
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/network_operations.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: network security
# titles with at least 2 posts: 2
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/network_security.csv
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Domain: team
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: accounts payable
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: computer operations and network
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: corporate strategy
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/corporate_strategy.csv
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Saved top-5 similar title result
Domain: corporate services
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/corporate_services.csv
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Domain: network systems
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: new product introduction
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/new_product_introduction.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: office
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/office.csv
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Saved top-5 similar title result
Domain: accounts administrative
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/accounts_administrative.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: construction site
# titles with at least 2 posts: 2
Finished sim cals after 0.7s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/construction_site.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: control system
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/control_system.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: control and instrumentation
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/control_and_instrumentation.csv
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Saved top-5 similar title result
Domain: talent management
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/talent_management.csv
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Saved top-5 similar title result
Domain: talent
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: systems project
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/systems_project.csv
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Saved top-5 similar title result
Domain: customer account
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/customer_account.csv
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Domain: customer sales
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: supply chain planning
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/supply_chain_planning.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: customer relationship management
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/customer_relationship_management.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: customer relations
# titles with at least 2 posts: 2
Finished sim cals after 0.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/customer_relations.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: customer care
# titles with at least 2 posts: 2
Finished sim cals after 1.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/customer_care.csv
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Domain: music
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: curriculum
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/curriculum.csv
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Domain: test development
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: banking operations
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/banking_operations.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: ticketing
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/ticketing.csv
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Saved top-5 similar title result
Domain: naval
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/naval.csv
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Domain: compensation & benefits
# titles with at least 2 posts: 2
Finished sim cals after 0.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/compensation_&_benefits.csv
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Domain: theatre
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
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Domain: operations research
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: sports
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
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Domain: communications
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/communications.csv
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Saved top-5 similar title result
Domain: pharmaceutical
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/pharmaceutical.csv
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Domain: software technical
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: electrical and instrument
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: estate
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: civil engineering
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
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Domain: personnel / human resource
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/personnel__human_resource.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: clinical operations
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/clinical_operations.csv
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Domain: site start-up
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
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Domain: electrical instrument
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: clinical
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/clinical.csv
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Domain: electrical maintenance
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/electrical_maintenance.csv
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Domain: client support
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: social
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: social research
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: client services
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/client_services.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: media sales
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/media_sales.csv
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Domain: electronic design
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: mechanical products
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: software quality
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/software_quality.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: clerical
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/clerical.csv
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Saved top-5 similar title result
Domain: software localization
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/software_localization.csv
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Domain: energy
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/energy.csv
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Domain: electronics
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: client relations
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: software design
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
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Domain: embedded software
# titles with at least 2 posts: 2
Finished sim cals after 1.7s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/embedded_software.csv
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Saved top-5 similar title result
Domain: software and applications
# titles with at least 2 posts: 2
Finished sim cals after 0.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/software_and_applications.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: employment
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: electrical and electronics
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/electrical_and_electronics.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: client data management
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: estate management
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: cnc
# titles with at least 2 posts: 2
Finished sim cals after 0.6s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/cnc.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: education development
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: coastal
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: trust
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/trust.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: transition
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/transition.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: mechanical design
# titles with at least 2 posts: 2
Finished sim cals after 0.8s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/mechanical_design.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: trust relationship
# titles with at least 2 posts: 0
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: shift
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/shift.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: administrative operations
# titles with at least 2 posts: 2
Finished sim cals after 4.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/administrative_operations.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: electric power
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: settlements
# titles with at least 2 posts: 2
Finished sim cals after 0.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/settlements.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: speech
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: shop
# titles with at least 2 posts: 2
Finished sim cals after 0.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/shop.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: premises and facilities maintenance
# titles with at least 2 posts: 2
Finished sim cals after 0.9s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/premises_and_facilities_maintenance.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: transport
# titles with at least 2 posts: 1
Finished sim cals after 0.0s
Viz pairwise sims among job titles
Saved top-5 similar title result
In [336]:
domain_20_ = by_domain_agg.query('20 <= n_title')['domain']
print('# domains with at least 20 job titles: %d' %len(domain_20_))
# domains with at least 20 job titles: 11
In [345]:
domainWiseSims(domains=domain_20_)
Domain: technical
# titles with at least 2 posts: 36
Finished sim cals after 463.9s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/technical.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: information technology
# titles with at least 2 posts: 37
Finished sim cals after 680.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/information_technology.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: project
# titles with at least 2 posts: 33
Finished sim cals after 649.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/project.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: sales
# titles with at least 2 posts: 29
Finished sim cals after 552.6s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/sales.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: operations
# titles with at least 2 posts: 25
Finished sim cals after 220.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/operations.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: systems
# titles with at least 2 posts: 19
Finished sim cals after 94.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/systems.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: research
# titles with at least 2 posts: 19
Finished sim cals after 341.6s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/research.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: mechanical
# titles with at least 2 posts: 17
Finished sim cals after 42.7s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/mechanical.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: marketing
# titles with at least 2 posts: 19
Finished sim cals after 217.8s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/marketing.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: production
# titles with at least 2 posts: 17
Finished sim cals after 58.8s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/production.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: human resource
# titles with at least 2 posts: 17
Finished sim cals after 252.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/human_resource.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
In [347]:
domain_10_20 = domainsInRange(10, 20)
domainWiseSims(domains=domain_10_20[3:])
# domains with # titles in range [10, 20): 50
Domain: accounts
# titles with at least 2 posts: 15
Finished sim cals after 164.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/accounts.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: financial
# titles with at least 2 posts: 14
Finished sim cals after 76.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/financial.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: procurement
# titles with at least 2 posts: 13
Finished sim cals after 54.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/procurement.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: quality assurance
# titles with at least 2 posts: 12
Finished sim cals after 36.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/quality_assurance.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: business
# titles with at least 2 posts: 17
Finished sim cals after 121.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/business.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: supply chain
# titles with at least 2 posts: 13
Finished sim cals after 24.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/supply_chain.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: logistics
# titles with at least 2 posts: 15
Finished sim cals after 104.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/logistics.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: administrative
# titles with at least 2 posts: 14
Finished sim cals after 123.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/administrative.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: customer service
# titles with at least 2 posts: 15
Finished sim cals after 237.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/customer_service.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: business development
# titles with at least 2 posts: 13
Finished sim cals after 98.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/business_development.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: database
# titles with at least 2 posts: 13
Finished sim cals after 18.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/database.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: design
# titles with at least 2 posts: 11
Finished sim cals after 18.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/design.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: legal
# titles with at least 2 posts: 12
Finished sim cals after 33.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/legal.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: accounting
# titles with at least 2 posts: 12
Finished sim cals after 34.9s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/accounting.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: architectural
# titles with at least 2 posts: 13
Finished sim cals after 21.8s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/architectural.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: quality control
# titles with at least 2 posts: 10
Finished sim cals after 2.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/quality_control.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: web
# titles with at least 2 posts: 9
Finished sim cals after 24.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/web.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: civil
# titles with at least 2 posts: 8
Finished sim cals after 3.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/civil.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: purchasing
# titles with at least 2 posts: 10
Finished sim cals after 26.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/purchasing.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: electrical
# titles with at least 2 posts: 10
Finished sim cals after 33.6s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/electrical.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: laboratory
# titles with at least 2 posts: 10
Finished sim cals after 28.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/laboratory.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: audit
# titles with at least 2 posts: 10
Finished sim cals after 17.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/audit.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: shipping
# titles with at least 2 posts: 11
Finished sim cals after 23.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/shipping.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: marine
# titles with at least 2 posts: 6
Finished sim cals after 3.4s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/marine.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: product
# titles with at least 2 posts: 12
Finished sim cals after 45.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/product.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: process
# titles with at least 2 posts: 9
Finished sim cals after 22.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/process.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: restaurant
# titles with at least 2 posts: 8
Finished sim cals after 17.7s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/restaurant.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: tax
# titles with at least 2 posts: 9
Finished sim cals after 6.9s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/tax.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: engineering
# titles with at least 2 posts: 11
Finished sim cals after 27.8s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/engineering.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: advertising
# titles with at least 2 posts: 8
Finished sim cals after 6.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/advertising.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: training
# titles with at least 2 posts: 9
Finished sim cals after 11.0s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/training.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: technical support
# titles with at least 2 posts: 11
Finished sim cals after 16.6s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/technical_support.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: quality assurance & quality control
# titles with at least 2 posts: 12
Finished sim cals after 19.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/quality_assurance_&_quality_control.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: quality
# titles with at least 2 posts: 9
Finished sim cals after 14.7s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/quality.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: technology
# titles with at least 2 posts: 9
Finished sim cals after 4.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/technology.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: medical
# titles with at least 2 posts: 11
Finished sim cals after 3.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/medical.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: account
# titles with at least 2 posts: 11
Finished sim cals after 105.8s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/account.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: network
# titles with at least 2 posts: 10
Finished sim cals after 24.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/network.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: credit
# titles with at least 2 posts: 9
Finished sim cals after 6.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/credit.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: planning
# titles with at least 2 posts: 8
Finished sim cals after 5.6s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/planning.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: maintenance
# titles with at least 2 posts: 10
Finished sim cals after 17.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/maintenance.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: structural
# titles with at least 2 posts: 6
Finished sim cals after 1.2s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/structural.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: solutions
# titles with at least 2 posts: 9
Finished sim cals after 14.3s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/solutions.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: safety
# titles with at least 2 posts: 10
Finished sim cals after 18.9s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/safety.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: computer
# titles with at least 2 posts: 7
Finished sim cals after 5.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/computer.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: compliance
# titles with at least 2 posts: 9
Finished sim cals after 61.5s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/compliance.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
Domain: manufacturing
# titles with at least 2 posts: 8
Finished sim cals after 10.1s
Saved sims to file: d:/larc_projects/job_analytics/results/skill_cluster/new/job_prof/by_domain/sims/new/manufacturing.csv
Viz pairwise sims among job titles
Saved top-5 similar title result
In [463]:
dom_5_10 = domainsInRange(5, 10)
# domains with # titles in range [5, 10): 85
In [ ]:
# 1st half
half = len(dom_5_10)/2
domainWiseSims(domains=dom_5_10[:half], k=5)
In [ ]:
# 2nd half
domainWiseSims(domains=dom_5_10[half:], k=5)
Content source: musketeer191/job_analytics
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