def test_get_in_a_departement_text(self):
"""Point checks for the get_in_a_departement_text func."""
self.assertEqual('en Corrèze', geo.get_in_a_departement_text(self._db, '19'))
self.assertEqual('en Haute-Garonne', geo.get_in_a_departement_text(self._db, '31'))
self.assertEqual('à Paris', geo.get_in_a_departement_text(self._db, '75'))
self.assertEqual('dans les Bouches-du-Rhône', geo.get_in_a_departement_text(self._db, '13'))
self.assertEqual('à la Réunion', geo.get_in_a_departement_text(self._db, '974'))
def _in_departement(scoring_project: ScoringProject) -> str:
try:
return geo.get_in_a_departement_text(
scoring_project.database,
scoring_project.details.city.departement_id)
except KeyError:
return 'dans le département'
def _get_seasonal_departements(self, project):
"""Compute departements that propose seasonal jobs."""
# TODO(guillaume): Cache this to increase speed.
top_departements = proto.create_from_mongo(
project.database.seasonal_jobbing.find_one(
{'_id': project.now.month}),
seasonal_jobbing_pb2.MonthlySeasonalJobbingStats)
for departement in top_departements.departement_stats:
# TODO(guillaume): If we don't use deeper jobgroups by october 1st 2017, trim the db.
del departement.job_groups[6:]
try:
departement.departement_in_name = geo.get_in_a_departement_text(
project.database, departement.departement_id)
except KeyError:
logging.exception(
'Prefix or name not found for departement: %s',
departement.departement_id)
continue
for i, departement in enumerate(
top_departements.departement_stats[::-1]):
if not departement.departement_in_name:
del top_departements.departement_stats[i]
return top_departements or []
def _get_seasonal_departements(self, project: scoring_base.ScoringProject) \
-> seasonal_jobbing_pb2.MonthlySeasonalJobbingStats:
"""Compute departements that propose seasonal jobs."""
top_departements = seasonal_jobbing_pb2.MonthlySeasonalJobbingStats()
try:
top_departements.CopyFrom(
_SEASONAL_JOBBING.get_collection(project.database)[str(
project.now.month)])
except KeyError:
pass
for departement in top_departements.departement_stats:
try:
departement.departement_in_name = geo.get_in_a_departement_text(
project.database, departement.departement_id)
except KeyError:
logging.exception(
'Prefix or name not found for departement: %s',
departement.departement_id)
continue
for i, departement in enumerate(
top_departements.departement_stats[::-1]):
if not departement.departement_in_name:
del top_departements.departement_stats[i]
return top_departements
def _in_departement(scoring_project: scoring_base.ScoringProject) -> str:
try:
return geo.get_in_a_departement_text(
scoring_project.database,
scoring_project.details.city.departement_id,
locale=scoring_project.user_profile.locale,
city_hint=scoring_project.details.city)
except KeyError:
return scoring_project.translate_static_string('dans le département')
def test_get_in_a_departement_text_city_hint(self) -> None:
"""Test get_in_a_departement_text func with a city hing."""
self.assertEqual(
'in Illinois',
geo.get_in_a_departement_text(self._db,
'19',
city_hint=geo_pb2.FrenchCity(
departement_id='19',
departement_name='Illinois',
departement_prefix='in ',
)))
def _in_area_type(scoring_project: ScoringProject) -> str:
area_type = scoring_project.details.area_type
if area_type == geo_pb2.CITY:
return _in_city(scoring_project)
elif area_type == geo_pb2.DEPARTEMENT:
return geo.get_in_a_departement_text(
scoring_project.database,
scoring_project.details.city.departement_id)
elif area_type == geo_pb2.REGION:
return _in_region(scoring_project)
else:
return 'dans le pays'
def _make_departements_section(user_departement_id, best_departements,
area_type, database):
if area_type < geo_pb2.COUNTRY or not best_departements:
return None
best_departements_title = '<br />'.join(
geo.get_departement_name(database, dep) for dep in best_departements)
try:
best_departements.remove(user_departement_id)
is_best_departement = True
except ValueError:
is_best_departement = False
best_departements_sentence = ' et '.join(
geo.get_in_a_departement_text(database, dep)
for dep in best_departements)
return {
'count': str(len(best_departements)),
'isInBest': campaign.as_template_boolean(is_best_departement),
'title': best_departements_title,
'sentence': best_departements_sentence,
}
def _make_departements_section(
user_departement_id: str, best_departements: list[str],
area_type: 'geo_pb2.AreaType.V', database: mongo.NoPiiMongoDatabase,
scoring_project: scoring.ScoringProject) -> Optional[dict[str, str]]:
if area_type < geo_pb2.COUNTRY or not best_departements:
return None
best_departements_title = '<br />'.join(
geo.get_departement_name(database, dep) for dep in best_departements)
try:
best_departements.remove(user_departement_id)
is_best_departement = True
except ValueError:
is_best_departement = False
best_departements_sentence = scoring_project.translate_static_string(' et ').join(
geo.get_in_a_departement_text(database, dep) for dep in best_departements)
return {
'count': str(len(best_departements)),
'isInBest': campaign.as_template_boolean(is_best_departement),
'title': best_departements_title,
'sentence': best_departements_sentence,
}
def network_plus_vars(
user: user_pb2.User, *, database: mongo.NoPiiMongoDatabase,
**unused_kwargs: Any) -> dict[str, str]:
"""Compute vars for a given user for the network email.
Returns:
a dict with all vars required for the template, or None if no email
should be sent.
"""
if not user.projects:
raise scoring.NotEnoughDataException('No project yet', {'projects.0'})
project = user.projects[0]
if project.network_estimate < 2:
raise campaign.DoNotSend('User does not have a strong network')
rome_id = project.target_job.job_group.rome_id
in_target_domain = _get_in_target_domain(rome_id, database)
job_group_info = jobs.get_group_proto(database, rome_id)
assert job_group_info
application_modes = job_group_info.application_modes.values()
fap_modes = [fap_modes.modes for fap_modes in application_modes if len(fap_modes.modes)]
if not fap_modes:
raise scoring.NotEnoughDataException(
'No information about application modes for the target job',
{f'data.job_group_info.{rome_id}.application_modes'})
flat_fap_modes = [mode for modes in fap_modes for mode in modes]
network_percentages = [mode.percentage for mode in flat_fap_modes if (
mode.mode == job_pb2.PERSONAL_OR_PROFESSIONAL_CONTACTS)]
# We want to focus on the users for which network,
# as an application mode, has a substantial importance.
if not network_percentages:
raise campaign.DoNotSend(
'User is not targeting a job where networking is a main application mode')
scoring_project = scoring.ScoringProject(project, user, database=database)
average_network_percentage = sum(network_percentages) / len(network_percentages)
if average_network_percentage > 55:
network_application_importance = scoring_project.translate_static_string('que la majorité')
elif average_network_percentage >= 45:
network_application_importance = scoring_project.translate_static_string('que la moitié')
elif average_network_percentage >= 25:
network_application_importance = scoring_project.translate_static_string("qu'un tiers")
else:
raise campaign.DoNotSend(
'User is not targeting a job where networking is a main application mode')
worst_frustration = next(
(f for f in (user_profile_pb2.SELF_CONFIDENCE, user_profile_pb2.MOTIVATION)
if f in user.profile.frustrations),
None)
has_children = user.profile.family_situation in {
user_profile_pb2.FAMILY_WITH_KIDS, user_profile_pb2.SINGLE_PARENT_SITUATION}
age = datetime.date.today().year - user.profile.year_of_birth
max_young = 35
try:
in_departement = geo.get_in_a_departement_text(
database, project.city.departement_id,
city_hint=project.city, locale=user.profile.locale)
except KeyError:
raise scoring.NotEnoughDataException(
'Need departement info for phrasing',
{f'data.departements.{project.city.departement_id}'}) from None
job_group_name = french.lower_first_letter(project.target_job.job_group.name)
if (user.profile.locale or 'fr').startswith('fr'):
in_city = french.in_city(project.city.name)
else:
# TODO(pascal): Update the English template so that it follows the logic of "in city" and
# not "city". For now it's phrased as "near {{inCity}}".
in_city = project.city.name
return campaign.get_default_coaching_email_vars(user) | {
'frustration':
user_profile_pb2.Frustration.Name(worst_frustration) if worst_frustration else '',
'hasChildren': campaign.as_template_boolean(has_children),
'hasHighSchoolDegree': campaign.as_template_boolean(
user.profile.highest_degree >= job_pb2.BAC_BACPRO),
'hasLargeNetwork': campaign.as_template_boolean(project.network_estimate >= 2),
'hasWorkedBefore': campaign.as_template_boolean(
project.kind != project_pb2.FIND_A_FIRST_JOB),
'inCity': in_city,
'inTargetDomain': in_target_domain,
'isAbleBodied': campaign.as_template_boolean(not user.profile.has_handicap),
'isYoung': campaign.as_template_boolean(age <= max_young),
'jobGroupInDepartement': f'{job_group_name} {in_departement}',
'networkApplicationPercentage': network_application_importance,
}
def _get_imt_vars(user: user_pb2.User,
database: Optional[pymongo.database.Database] = None,
**unused_kwargs: Any) -> Optional[Dict[str, Any]]:
"""Compute vars for the "IMT" email."""
project = user.projects[0]
assert database
scoring_project = scoring.ScoringProject(project, user, database)
genderized_job_name = french.lower_first_letter(
french.genderize_job(project.target_job, user.profile.gender))
departement_id = project.city.departement_id
rome_id = project.target_job.job_group.rome_id
local_diagnosis = scoring_project.local_diagnosis()
if not local_diagnosis.HasField('imt'):
logging.info('User market has no IMT data')
return None
imt = local_diagnosis.imt
shown_sections = []
market_stress_section = _make_market_stress_section(
imt.yearly_avg_offers_per_10_candidates)
if market_stress_section:
shown_sections.append('marketStress')
application_modes_section = _make_application_mode_section(
scoring_project.get_best_application_mode(), project, user.user_id)
if application_modes_section:
shown_sections.append('applicationModes')
departements_section = _make_departements_section(
departement_id,
_get_best_departements_for_job_group(rome_id, database),
project.area_type, database)
if departements_section:
shown_sections.append('departements')
employment_types_section = _make_employment_type_section(
imt.employment_type_percentages)
if employment_types_section:
shown_sections.append('employmentTypes')
months_section = _make_months_section(imt.active_months)
if months_section:
shown_sections.append('months')
if len(shown_sections) < 3:
logging.info('Only %d section(s) to be shown for user (%s).',
len(shown_sections), shown_sections)
return None
imt_link = 'http://candidat.pole-emploi.fr/marche-du-travail/statistiques?' \
f'codeMetier={project.target_job.code_ogr}&codeZoneGeographique={departement_id}&' \
'typeZoneGeographique=DEPARTEMENT'
in_departement = geo.get_in_a_departement_text(database, departement_id)
job_name_in_departement = f'{genderized_job_name} {in_departement}'
return dict(
campaign.get_default_coaching_email_vars(user), **{
'applicationModes':
_make_section(application_modes_section),
'departements':
_make_section(departements_section),
'employmentType':
_make_section(employment_types_section),
'imtLink':
imt_link,
'inCity':
french.in_city(project.city.name),
'jobNameInDepartement':
job_name_in_departement,
'loginUrl':
campaign.create_logged_url(user.user_id),
'marketStress':
_make_section(market_stress_section),
'months':
_make_section(months_section),
'ofJobNameInDepartement':
french.maybe_contract_prefix('de ', "d'", job_name_in_departement),
'ofJobName':
french.maybe_contract_prefix('de ', "d'", genderized_job_name),
})
def network_plus_vars(user: user_pb2.User,
database: Optional[pymongo.database.Database] = None,
**unused_kwargs: Any) -> Optional[Dict[str, str]]:
"""Compute vars for a given user for the network email.
Returns:
a dict with all vars required for the template, or None if no email
should be sent.
"""
project = user.projects[0]
if project.network_estimate < 2:
logging.info('User does not have a strong network')
return None
assert database
job_group_info = jobs.get_group_proto(database,
project.target_job.job_group.rome_id)
if not job_group_info:
logging.warning('Could not find job group info for "%s"',
project.target_job.job_group.rome_id)
return None
in_target_domain = job_group_info.in_domain
application_modes = job_group_info.application_modes.values()
if not in_target_domain:
logging.warning('Could not find a target domain (%s)',
project.target_job.job_group)
return None
fap_modes = [
fap_modes.modes for fap_modes in application_modes
if len(fap_modes.modes)
]
if not fap_modes:
return None
flat_fap_modes = [mode for modes in fap_modes for mode in modes]
network_percentages = [
mode.percentage for mode in flat_fap_modes
if (mode.mode == job_pb2.PERSONAL_OR_PROFESSIONAL_CONTACTS)
]
# We want to focus on the user for which network,
# as an application mode, has a substantial importance.
if not network_percentages:
return None
average_network_percentage = sum(network_percentages) / len(
network_percentages)
if average_network_percentage > 55:
network_application_importance = 'que la majorité'
elif average_network_percentage >= 45:
network_application_importance = 'que la moitié'
elif average_network_percentage >= 25:
network_application_importance = "qu'un tiers"
else:
return None
worst_frustration = next(
(f for f in (user_pb2.SELF_CONFIDENCE, user_pb2.MOTIVATION)
if f in user.profile.frustrations), None)
has_children = user.profile.family_situation in {
user_pb2.FAMILY_WITH_KIDS, user_pb2.SINGLE_PARENT_SITUATION
}
age = datetime.date.today().year - user.profile.year_of_birth
max_young = 35
try:
in_departement = geo.get_in_a_departement_text(
database, project.city.departement_id)
except KeyError:
logging.warning('Could not find departement (%s)',
project.city.departement_id)
return None
job_group_name = french.lower_first_letter(
project.target_job.job_group.name)
return dict(
campaign.get_default_coaching_email_vars(user), **{
'frustration':
user_pb2.Frustration.Name(worst_frustration)
if worst_frustration else '',
'hasChildren':
campaign.as_template_boolean(has_children),
'hasHighSchoolDegree':
campaign.as_template_boolean(
user.profile.highest_degree >= job_pb2.BAC_BACPRO),
'hasLargeNetwork':
campaign.as_template_boolean(project.network_estimate >= 2),
'hasWorkedBefore':
campaign.as_template_boolean(
project.kind != project_pb2.FIND_A_FIRST_JOB),
'inCity':
french.in_city(project.city.name),
'inTargetDomain':
in_target_domain,
'isAbleBodied':
campaign.as_template_boolean(not user.profile.has_handicap),
'isYoung':
campaign.as_template_boolean(age <= max_young),
'jobGroupInDepartement':
f'{job_group_name} {in_departement}',
'networkApplicationPercentage':
network_application_importance,
})
def christmas_vars(user: user_pb2.User,
now: datetime.datetime,
database: Optional[pymongo.database.Database] = None,
**unused_kwargs: Any) -> Optional[Dict[str, str]]:
"""Compute all variables required for the Christmas campaign."""
project = next((p for p in user.projects), project_pb2.Project())
job_search_started_months_ago = campaign.job_search_started_months_ago(
project, now)
if job_search_started_months_ago < 0:
started_searching_since = ''
elif job_search_started_months_ago < 2:
started_searching_since = 'depuis peu'
else:
try:
num_months = french.try_stringify_number(
round(job_search_started_months_ago))
started_searching_since = f'depuis {num_months} mois'
except NotImplementedError:
started_searching_since = 'depuis un moment'
# A city to commute to.
commute_city = next(
(city for a in project.advices for city in a.commute_data.cities), '')
if commute_city:
commute_city = french.in_city(commute_city)
commute_advice_url = campaign.get_deep_link_advice(user.user_id, project,
'commute')
if not commute_advice_url:
commute_city = ''
# A departement to relocate to.
relocate_departement = next(
(departement.name for a in project.advices
for departement in a.relocate_data.departement_scores), '')
assert database
if relocate_departement:
try:
departement_id = geo.get_departement_id(database,
relocate_departement)
relocate_departement = geo.get_in_a_departement_text(
database, departement_id)
except KeyError:
relocate_departement = ''
relocate_advice_url = campaign.get_deep_link_advice(
user.user_id, project, 'relocate')
if not relocate_advice_url:
relocate_departement = ''
# Whether the job may have freelancers.
job_group_info = jobs.get_group_proto(database,
project.target_job.job_group.rome_id)
could_freelance = job_group_info and job_group_info.has_freelancers
return dict(
campaign.get_default_vars(user), **{
'adviceUrlBodyLanguage':
campaign.get_deep_link_advice(user.user_id, project,
'body-language'),
'adviceUrlCommute':
commute_advice_url,
'adviceUrlCreateYourCompany':
campaign.get_deep_link_advice(user.user_id, project,
'create-your-company'),
'adviceUrlImproveInterview':
campaign.get_deep_link_advice(user.user_id, project,
'improve-interview'),
'adviceUrlRelocate':
relocate_advice_url,
'couldFreelance':
campaign.as_template_boolean(could_freelance),
'emailInUrl':
parse.quote(user.profile.email),
'inCommuteCity':
commute_city,
'inRelocateDepartement':
relocate_departement,
'startedSearchingSince':
started_searching_since,
})
def test_get_in_a_departement_text_missing_id(self):
"""Check get_in_a_departement_text on an unknown département."""
with self.assertRaises(KeyError):
geo.get_in_a_departement_text(self._db, '999')
def test_get_in_a_departement_text_english(self) -> None:
"""The in_a_departement text is translated."""
self.assertEqual(
'in Corrèze',
geo.get_in_a_departement_text(self._db, '19', locale='en'))
def _christmas_vars(user: user_pb2.User, *, now: datetime.datetime,
database: mongo.NoPiiMongoDatabase,
**unused_kwargs: Any) -> dict[str, str]:
"""Compute all variables required for the Christmas campaign."""
if now.month != 12 and not user.features_enabled.alpha:
raise campaign.DoNotSend('Only send christmas email in December')
project = next((p for p in user.projects), project_pb2.Project())
job_search_started_months_ago = campaign.job_search_started_months_ago(
project, now)
if job_search_started_months_ago < 0:
started_searching_since = ''
elif job_search_started_months_ago < 2:
started_searching_since = 'depuis peu'
else:
try:
num_months = french.try_stringify_number(
round(job_search_started_months_ago))
started_searching_since = f'depuis {num_months} mois'
except NotImplementedError:
started_searching_since = 'depuis un moment'
# A city to commute to.
commute_city = next(
(city for a in project.advices for city in a.commute_data.cities), '')
if commute_city:
commute_city = french.in_city(commute_city)
commute_advice_url = campaign.get_deep_link_advice(user.user_id, project,
'commute')
if not commute_advice_url:
commute_city = ''
# A departement to relocate to.
relocate_departement = next(
(departement.name for a in project.advices
for departement in a.relocate_data.departement_scores), '')
if relocate_departement:
try:
departement_id = geo.get_departement_id(database,
relocate_departement)
relocate_departement = geo.get_in_a_departement_text(
database, departement_id)
except KeyError:
relocate_departement = ''
relocate_advice_url = campaign.get_deep_link_advice(
user.user_id, project, 'relocate')
if not relocate_advice_url:
relocate_departement = ''
# Whether the job may have freelancers.
job_group_info = jobs.get_group_proto(database,
project.target_job.job_group.rome_id)
could_freelance = job_group_info and job_group_info.has_freelancers
return campaign.get_default_coaching_email_vars(user) | {
'adviceUrlBodyLanguage':
campaign.get_deep_link_advice(user.user_id, project, 'body-language'),
'adviceUrlCommute':
commute_advice_url,
'adviceUrlCreateYourCompany':
campaign.get_deep_link_advice(user.user_id, project,
'create-your-company'),
'adviceUrlExploreOtherJobs':
campaign.get_deep_link_advice(user.user_id, project,
'explore-other-jobs'),
'adviceUrlImproveInterview':
campaign.get_deep_link_advice(user.user_id, project,
'improve-interview'),
'adviceUrlRelocate':
relocate_advice_url,
'adviceUrlVolunteer':
campaign.get_deep_link_advice(user.user_id, project, 'volunteer'),
'couldFreelance':
campaign.as_template_boolean(could_freelance),
'emailInUrl':
parse.quote(user.profile.email),
'inCommuteCity':
commute_city,
'inRelocateDepartement':
relocate_departement,
'nextYear':
str(now.year + 1),
'startedSearchingSince':
started_searching_since,
'year':
str(now.year),
}
raise scoring.NotEnoughDataException(
f'Not enough IMT data for this user, only {len(shown_sections)}')
if _BOB_DEPLOYMENT == 'fr':
imt_link = 'https://candidat.pole-emploi.fr/marche-du-travail/statistiques?' \
f'codeMetier={project.target_job.code_ogr}&codeZoneGeographique={departement_id}&' \
'typeZoneGeographique=DEPARTEMENT'
elif _BOB_DEPLOYMENT == 'usa':
imt_link = 'https://www.bls.gov/oes/current/' \
f'oes{project.target_job.job_group.rome_id.replace("-", "")}.htm'
else:
imt_link = ''
if departement_id:
in_departement = geo.get_in_a_departement_text(
database, departement_id,
locale=scoring_project.user_profile.locale, city_hint=project.city)
else:
in_departement = scoring_project.translate_static_string('dans votre département')
if project.target_job.name:
of_job_name = scoring_project.populate_template('%ofJobName')
genderized_job_name = scoring_project.populate_template('%jobName')
else:
of_job_name = scoring_project.translate_static_string('dans votre domaine')
# This variable should be included in the following sentence:
# "des personnes qui travaillent comme {{var:jobNameInDepartement}} ont décroché leur poste"
# That'd make a weird but ok sentence and should not happened anyway as this block relies
# on job info.
genderized_job_name = scoring_project.translate_static_string('vous')
def imt_vars(user, database):
"""Compute vars for the "IMT" email."""
if not user.projects:
logging.info('User has no project')
return None
project = user.projects[0]
genderized_job_name = french.lower_first_letter(
french.genderize_job(project.target_job, user.profile.gender))
departement_id = project.mobility.city.departement_id
rome_id = project.target_job.job_group.rome_id
diagnosis_key = '{}:{}'.format(departement_id, rome_id)
local_diagnosis = _LOCAL_DIAGNOSIS.get_collection(database).get(
diagnosis_key)
if not local_diagnosis:
logging.info('User market does not exist')
return None
imt = local_diagnosis.imt
if not imt:
logging.info('User market has no IMT data')
return None
shown_sections = 0
market_stress_section = _make_market_stress_section(
imt.yearly_avg_offers_per_10_candidates)
if market_stress_section:
shown_sections += 1
application_modes_section = _make_application_mode_section(
campaign.get_application_modes(rome_id, database), project.advices,
user.user_id)
if application_modes_section:
shown_sections += 1
departements_section = _make_departements_section(
project.mobility.city.departement_id,
_get_best_departements_for_job_group(rome_id, database),
project.mobility.area_type, database)
if departements_section:
shown_sections += 1
employment_types_section = _make_employment_type_section(
sorted(imt.employment_type_percentages, key=lambda e: e.percentage))
if employment_types_section:
shown_sections += 1
months_section = _make_months_section(imt.active_months)
if months_section:
shown_sections += 1
if shown_sections < 3:
logging.info('Only %d section(s) to be shown for user.',
shown_sections)
return None
imt_link = 'http://candidat.pole-emploi.fr/marche-du-travail/statistiques?' + \
'codeMetier={}&codeZoneGeographique={}&typeZoneGeographique=DEPARTEMENT'.format(
project.target_job.code_ogr, departement_id)
job_name_in_departement = '{} {}'.format(
genderized_job_name,
geo.get_in_a_departement_text(database,
project.mobility.city.departement_id))
return dict(
campaign.get_default_vars(user), **{
'applicationModes':
_make_section(application_modes_section),
'departements':
_make_section(departements_section),
'employmentType':
_make_section(employment_types_section),
'imtLink':
imt_link,
'inCity':
french.in_city(project.mobility.city.name),
'jobNameInDepartement':
job_name_in_departement,
'loginUrl':
campaign.create_logged_url(user.user_id),
'marketStress':
_make_section(market_stress_section),
'months':
_make_section(months_section),
'ofJobNameInDepartement':
french.maybe_contract_prefix('de ', "d'", job_name_in_departement),
'ofJobName':
french.maybe_contract_prefix('de ', "d'", genderized_job_name),
'showPs':
campaign.as_template_boolean(
_can_go_to_arles_hotellerie_event(rome_id, project.mobility)),
'statusUpdateUrl':
campaign.get_status_update_link(user.user_id, user.profile),
})
def network_plus_vars(user, database):
"""Compute vars for a given user for the network email.
Returns:
a dict with all vars required for the template, or None if no email
should be sent.
"""
if not user.projects:
logging.info('User has no project')
return None
project = user.projects[0]
registered_months_ago = campaign.get_french_months_ago(
user.registered_at.ToDatetime())
if not registered_months_ago:
logging.warning('User registered only recently (%s)',
user.registered_at)
return None
job_group_info = jobs.get_group_proto(database,
project.target_job.job_group.rome_id)
in_target_domain = job_group_info.in_domain
application_modes = job_group_info.application_modes.values()
if not in_target_domain:
logging.warning('Could not find a target domain (%s)',
project.target_job.job_group)
return None
fap_modes = [
fap_modes.modes for fap_modes in application_modes
if len(fap_modes.modes)
]
if not fap_modes:
return None
flat_fap_modes = [mode for modes in fap_modes for mode in modes]
network_percentages = [
mode.percentage for mode in flat_fap_modes
if (mode.mode == job_pb2.PERSONAL_OR_PROFESSIONAL_CONTACTS)
]
# We want to focus on the user for which network,
# as an application mode, has a substantial importance.
if not network_percentages:
return None
average_network_percentage = sum(network_percentages) / len(
network_percentages)
if average_network_percentage < 55:
network_application_importance = 'que la majorité'
if average_network_percentage >= 45 and average_network_percentage <= 55:
network_application_importance = 'que la moitié'
if average_network_percentage >= 25 and average_network_percentage < 45:
network_application_importance = "qu'un tiers"
else:
return None
worst_frustration = next(
(f for f in (user_pb2.SELF_CONFIDENCE, user_pb2.MOTIVATION)
if f in user.profile.frustrations), None)
has_children = user.profile.family_situation in {
user_pb2.FAMILY_WITH_KIDS, user_pb2.SINGLE_PARENT_SITUATION
}
age = datetime.date.today().year - user.profile.year_of_birth
max_young = 35
return dict(
campaign.get_default_vars(user), **{
'frustration':
user_pb2.Frustration.Name(worst_frustration)
if worst_frustration else '',
'hasChildren':
campaign.as_template_boolean(has_children),
'hasHandicap':
campaign.as_template_boolean(user.profile.has_handicap),
'hasHighSchoolDegree':
campaign.as_template_boolean(
user.profile.highest_degree >= job_pb2.BAC_BACPRO),
'hasLargeNetwork':
campaign.as_template_boolean(project.network_estimate >= 2),
'hasWorkedBefore':
campaign.as_template_boolean(
project.kind != project_pb2.FIND_A_FIRST_JOB),
'inCity':
french.in_city(project.mobility.city.name),
'inTargetDomain':
in_target_domain,
'isYoung':
campaign.as_template_boolean(age <= max_young),
'jobGroupInDepartement':
'{} {}'.format(
french.lower_first_letter(project.target_job.job_group.name),
geo.get_in_a_departement_text(
database, project.mobility.city.departement_id)),
'networkApplicationPercentage':
network_application_importance,
})
