def label_blockchain():
db = dbcon.connect_torndb()
feeder = Feeder()
w2v = Word2Vec.load(word2vec_model)
model_dir = os.path.join(os.path.split(os.path.realpath(__file__))[0], 'models')
clf = joblib.load(os.path.join(model_dir, '175747.20180311.model'))
for cid in dbutil.get_all_company_id(db):
print cid
flag = False
try:
content = list(feeder.feed_seged(cid))
content = [np.mean([w2v[w] for w in content if w in w2v], axis=0)]
if u'区块链' not in content:
if clf.predict_proba(content)[0][1] > 0.9:
dbutil.update_company_tag(db, cid, 175747, 2.806, verify='N', active='Y')
flag = True
else:
if clf.predict(content)[0] == 1:
dbutil.update_company_tag(db, cid, 175747, 2.806, verify='N', active='Y')
flag = True
if dbutil.exist_company_tag(db, cid, 175747) and not flag:
dbutil.update_company_tag(db, cid, 175747, 0, verify='N', active='N')
except Exception, e:
print 'Fail to classify, due to %s', e
def c4_2(today=None):
aut = AndroidUpdateCompanyTracker()
db = dbcon.connect_torndb()
for cid in iter(dbutil.get_all_company_id(db)):
aut.feed(cid, today)
db.close()
def summary_recruit_all(days=30, recruit_ratio=0.2, recruit_threshold=50):
db = dbcon.connect_torndb()
mongo = dbcon.connect_mongo()
gte = datetime.now() - timedelta(days=days)
for cid in dbutil.get_all_company_id(db):
recruit_ids = dbutil.get_company_recruitments(db, cid)
if not recruit_ids:
continue
recruits = len(
list(
mongo.job.job.find({
'recruit_company_id': {
'$in': recruit_ids
},
'updateDate': {
'$gte': gte
}
})))
headcount = dbutil.get_company_headcount_max(db, cid)
if headcount and headcount > 0:
ratio = round(recruits / float(headcount), 2)
if ratio > recruit_ratio:
yield cid, ratio
else:
if recruits > recruit_threshold:
yield cid, 1
db.close()
def c1():
global logger_track
nct = NewsCompanyTracker()
db = dbcon.connect_torndb()
for cid in dbutil.get_all_company_id(db):
nct.feed(cid)
logger_track.info('tracked')
def score_activation_full():
global logger_activation
db = dbcon.connect_torndb()
scorer = ActivationScorer()
for cid in dbutil.get_all_company_id(db):
scorer.score(cid)
logger_activation.info('%s scored' % cid)
db.close()
def extract_all(self):
global logger_tag
db_back = dbcon.connect_torndb()
for cid in dbutil.get_all_company_id(db_back):
try:
self.extract(cid)
logger_tag.info('%s processed' % cid)
except Exception, e:
logger_tag.exception('%s, %s' % (cid, e))
def dump_full(self):
global logger_nlp
db = dbcon.connect_torndb()
for cid in iter(dbutil.get_all_company_id(db)):
try:
self.get_similar(cid)
logger_nlp.info('%s processed' % cid)
except Exception, e:
logger_nlp.exception('%s failed, %s' % (cid, e))
def c5001_5002():
"""
5001 股东变更
5002 注册资本变更
update every day
"""
global logger_track
cgt = CompanyGongshangTracker()
db = dbcon.connect_torndb()
logger_track.info('Processing gongshang change')
for cid in dbutil.get_all_company_id(db):
cgt.feed(cid, logger_track)
db.close()
def c4004():
"""
4004 招聘CTO, COO等核心职位, update every day
"""
global logger_track
crt = CompanyRecruitTracker()
db = dbcon.connect_torndb()
today = datetime.today()
for cid in dbutil.get_all_company_id(db):
for feed_back in crt.feed_4004(cid, today):
if feed_back:
crt.send_company_message_msg(feed_back)
logger_track.info('4004 %s' % cid)
db.close()
def c4002():
"""
4002 长期无新职位发布, update every week
"""
global logger_track
crt = CompanyRecruitTracker()
db = dbcon.connect_torndb()
today = datetime.today()
for cid in dbutil.get_all_company_id(db):
feed_back = crt.feed_4002(cid, today)
if feed_back:
crt.send_company_message_msg(feed_back)
logger_track.info('4002 %s' % cid)
db.close()
def dump(self, fetch_model='default'):
global logger_nlp
db = dbcon.connect_torndb()
if fetch_model == 'makeup':
all_cids = iter(dbutil.get_all_company_id_makeups(db))
else:
all_cids = iter(dbutil.get_all_company_id(db))
for cid in all_cids:
try:
dbutil.update_company_rels(db,
cid,
self.generate_comps(cid),
feedback_threshold=0.5)
logger_nlp.info('%s has similar companies now' % cid)
except Exception, e:
logger_nlp.exception(
'fail to find similar company for %s, %s' % (cid, e))
def create_indice(self):
global logger_universal_index
self.__check()
db = dbcon.connect_torndb()
self.topic_tags = dbutil.get_topic_corresponding_tags(db)
logger_universal_index.info('Start to create indice')
logger_universal_index.info(str(self.es.info()))
logger_universal_index.info('ES Config %s' %
str(tsbconfig.get_es_config()))
for cid in dbutil.get_all_company_id(db):
try:
self.create_single(db, cid)
logger_universal_index.info(
'%s index created, %s' %
(cid, dbutil.get_company_name(db, cid)))
except Exception, e:
logger_universal_index.exception('%s failed # %s' % (cid, e))
def classify_founder():
global logger_yl
db = dbcon.connect_torndb()
fs = FounderScorer()
for cid in iter(dbutil.get_all_company_id(db)):
score = fs.score(cid)
if score >= 0.5:
# 309128 团队优秀
dbutil.update_company_tag(db, cid, 309128, score, "Y")
logger_yl.info('Outstanding team: %s insert' % cid)
# if fs.has_QBFJ(cid):
# # 清北复交团队
# logger_yl.info('Has QBFJ: %s insert' % cid)
# if fs.has_overseas(cid):
# # 海归团队
# logger_yl.info('Has overseas: %s insert' % cid)
# if fs.has_serial_entrepreneur(cid):
# # 连续创业者
# logger_yl.info('Has serial entrepreneur' % cid)
db.close()
def __iter__(self):
global description_len_threshold, complete_threshold
db = dbcon.connect_torndb()
index = 0
for cid in iter(dbutil.get_all_company_id(db)):
contents = self.feeder.feed_string(cid)
score = dbutil.get_company_score(db, cid)
if not (score and score > complete_threshold):
continue
if int(cid) > self.max_id:
self.max_id = int(cid)
words = list(self.segmenter.cut(contents))
if not words:
continue
words = self.default_filter(words)
if len(words) < description_len_threshold:
continue
self.mapping_id2in[cid] = index
self.mapping_in2id[index] = cid
index += 1
yield [word.lower() for word in words]
db.close()
self.__check()
db = dbcon.connect_torndb()
self.logger.info('Start to create indice')
self.logger.info(str(self.es.info()))
self.logger.info('ES Config %s' % str(tsbconfig.get_es_config()))
try:
self.logger.info('Start to create location & tag indice')
self.create_indice_completion_locations(db)
self.create_indice_completion_keywords(db)
except Exception, e:
self.logger.exception('location indice & tag failed')
self.logger.exception(e)
for cid in dbutil.get_all_company_id(db):
try:
self.create_single(db, cid)
self.logger.info('%s index created, %s' %
(cid, dbutil.get_company_name(db, cid)))
except Exception, e:
self.logger.exception('%s failed # %s' % (cid, e))
db.close()
def create_single(self, db, cid):
"""
create a single index for a particular company,
completion id consists of its type and original id, including
cxxxx, fxxx, axxxx, pxxxx, nxxxx, standing for company, full, artifact, product, nick
kxxxx, keyword
"""
