Similarity By Job's Domain


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/'
  • Data loading:

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))

Helpers


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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: 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: 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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	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
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: sap project
	# 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: child care
	# 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: security systems
	# 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: failure analysis
	# 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: aircraft quality
	# 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: 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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: catering sales
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: regulatory compliance
	# 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: food and beverage department
	# 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: sales 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: centre
	# 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: 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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: sap pre-sales
	# 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: health care
	# 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: 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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: intermediate
	# 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: bread
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: interface
	# 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: broadcast
	# 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: rail track
	# 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: 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
	Viz pairwise sims among job titles
	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
	Saved top-5 similar title result
Domain: web marketing
	# 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: analyst
	# 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: 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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: quantitative
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: project sales
	# 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 planning
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: industrial
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: business control
	# 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 applications
	# 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: visual merchandising
	# 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: information technology quality assurance
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: information technology infrastructure
	# 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/information_technology_infrastructure.csv
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: regional human resource
	# 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: information technology business solution
	# 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/information_technology_business_solution.csv
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: bunker
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: supply
	# 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: mobile product
	# 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: structural design
	# 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: datawarehousing
	# 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: datawarehouse
	# 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/datawarehouse.csv
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: structural steel
	# 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: studio
	# 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: data warehousing
	# 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/data_warehousing.csv
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: data security
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: data processing control
	# 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: data processing
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: data network
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: order
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: digital media
	# 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: precision
	# 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: drafting
	# 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: statistical
	# 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: training and education
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: derivatives
	# 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: traffic
	# 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: diagnostic
	# 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: 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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: transformation
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: network consulting
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: team
	# 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: accounts payable
	# 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: computer operations and network
	# 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 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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: network systems
	# 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: 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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: talent
	# 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: 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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: customer sales
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: music
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: test 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: 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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: theatre
	# 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: operations research
	# 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: sports
	# 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: 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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: software technical
	# 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 instrument
	# 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
	# 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: civil 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: site start-up
	# 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: electrical instrument
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: client support
	# 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: social
	# 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: social research
	# 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: 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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: electronic design
	# 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 products
	# 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: 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
	Viz pairwise sims among job titles
	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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
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
	Viz pairwise sims among job titles
	Saved top-5 similar title result
Domain: electronics
	# 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: client relations
	# 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: software design
	# 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: 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
	Viz pairwise sims among job titles
	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
  • Domains with at least 20 job titles:

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
  • Domains with # titles in range [10, 20):

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
  • Domains with # titles in range [5, 10):

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)

Should we group similar domain together?

We can spot similar domain names e.g. account and accounts, financial and finance. Should we group them together?