def runTest(self):
"""
test the relating service for terms in relation with generic scopes
"""
for i, t in enumerate(self.test1):
print '<RELATING API>'
results = []
for spot in [s['spot'] for s in TagMeService.check_spotting(t)['value']['spots']]:
result = TagMeService.retrieve_taggings(spot.encode('utf-8'), method='POST')
print result
for n in result['annotations']:
title = n['title'].replace(' ', '_') # strip whitespaces from dbpedia tag
results.append(TagMeService.relate(title, self.scopes)) # compare the spotted and tagged term to the generic scopes
print i, results
# 'couple' are the two wikipedia terms been checked, 'rel' is the correlation index (rho). The more the rho
# is closer to 0.5 the more the terms are related. The standard interval of relevance is 0.42 < rho < 0.61
if i == 0:
expected = [[{u'couple': u'Functional_(mathematics) Physics', u'rel': u'0.4235'}], [{u'couple': u'Electron_mobility Cosmic_ray', u'rel': u'0.4784'}], [{u'couple': u'Units_of_measurement Astrophysics', u'rel': u'0.4353'}, {u'couple': u'Units_of_measurement Geodesy', u'rel': u'0.5333'}, {u'couple': u'Units_of_measurement Astronomical_object', u'rel': u'0.4824'}, {u'couple': u'Units_of_measurement Astronomy', u'rel': u'0.4824'}, {u'couple': u'Units_of_measurement Navigation', u'rel': u'0.4706'}, {u'couple': u'Units_of_measurement Physics', u'rel': u'0.4275'}, {u'couple': u'Units_of_measurement Planetary_science', u'rel': u'0.4275'}], [], [], [{u'couple': u'Accuracy_and_precision Geodesy', u'rel': u'0.5176'}, {u'couple': u'Accuracy_and_precision Astronomical_object', u'rel': u'0.4471'}, {u'couple': u'Accuracy_and_precision Navigation', u'rel': u'0.4745'}], [], [], [], [{u'couple': u'Extra-vehicular_activity Aerospace', u'rel': u'0.4392'}, {u'couple': u'Extra-vehicular_activity Astrophysics', u'rel': u'0.4471'}, {u'couple': u'Extra-vehicular_activity Cosmic_ray', u'rel': u'0.5804'}, {u'couple': u'Extra-vehicular_activity Spaceflight', u'rel': u'0.8353'}, {u'couple': u'Extra-vehicular_activity Spacecraft', u'rel': u'0.7059'}, {u'couple': u'Extra-vehicular_activity Geodesy', u'rel': u'0.5137'}, {u'couple': u'Extra-vehicular_activity Astronomical_object', u'rel': u'0.5137'}, {u'couple': u'Extra-vehicular_activity Aircraft', u'rel': u'0.4235'}, {u'couple': u'Extra-vehicular_activity Atmosphere', u'rel': u'0.4784'}, {u'couple': u'Extra-vehicular_activity Navigation', u'rel': u'0.4941'}, {u'couple': u'Extra-vehicular_activity Satellite', u'rel': u'0.6941'}, {u'couple': u'Extra-vehicular_activity Spaceflight', u'rel': u'0.8353'}, {u'couple': u'Extra-vehicular_activity NASA', u'rel': u'0.6000'}], [{u'couple': u'Extra-vehicular_activity Aerospace', u'rel': u'0.4392'}, {u'couple': u'Extra-vehicular_activity Astrophysics', u'rel': u'0.4471'}, {u'couple': u'Extra-vehicular_activity Cosmic_ray', u'rel': u'0.5804'}, {u'couple': u'Extra-vehicular_activity Spaceflight', u'rel': u'0.8353'}, {u'couple': u'Extra-vehicular_activity Spacecraft', u'rel': u'0.7059'}, {u'couple': u'Extra-vehicular_activity Geodesy', u'rel': u'0.5137'}, {u'couple': u'Extra-vehicular_activity Astronomical_object', u'rel': u'0.5137'}, {u'couple': u'Extra-vehicular_activity Aircraft', u'rel': u'0.4235'}, {u'couple': u'Extra-vehicular_activity Atmosphere', u'rel': u'0.4784'}, {u'couple': u'Extra-vehicular_activity Navigation', u'rel': u'0.4941'}, {u'couple': u'Extra-vehicular_activity Satellite', u'rel': u'0.6941'}, {u'couple': u'Extra-vehicular_activity Spaceflight', u'rel': u'0.8353'}, {u'couple': u'Extra-vehicular_activity NASA', u'rel': u'0.6000'}]]
assert results == expected
elif i == 1:
expected = [[{u'couple': u'NASA Astrophysics', u'rel': u'0.4549'}, {u'couple': u'NASA Cosmic_ray', u'rel': u'0.4745'}, {u'couple': u'NASA Spaceflight', u'rel': u'0.5765'}, {u'couple': u'NASA Spacecraft', u'rel': u'0.5569'}, {u'couple': u'NASA Astronomical_object', u'rel': u'0.4471'}, {u'couple': u'NASA Astronomy', u'rel': u'0.4510'}, {u'couple': u'NASA Atmosphere', u'rel': u'0.4863'}, {u'couple': u'NASA Satellite', u'rel': u'0.5451'}, {u'couple': u'NASA Spaceflight', u'rel': u'0.5765'}, {u'couple': u'NASA Planetary_science', u'rel': u'0.4588'}], [{u'couple': u'Research Physics', u'rel': u'0.4431'}], [], [], [{u'couple': u'Research Physics', u'rel': u'0.4431'}], [], [], [], [], [], [], [], [], [], [], [{u'couple': u'Experience Navigation', u'rel': u'0.4275'}], [{u'couple': u'Robotics Aerospace', u'rel': u'0.5255'}, {u'couple': u'Robotics Astrophysics', u'rel': u'0.5608'}, {u'couple': u'Robotics Spaceflight', u'rel': u'0.4667'}, {u'couple': u'Robotics Spacecraft', u'rel': u'0.4863'}, {u'couple': u'Robotics Geodesy', u'rel': u'0.5882'}, {u'couple': u'Robotics Astronomy', u'rel': u'0.4706'}, {u'couple': u'Robotics Spaceflight', u'rel': u'0.4667'}, {u'couple': u'Robotics Physics', u'rel': u'0.4549'}, {u'couple': u'Robotics Planetary_science', u'rel': u'0.5843'}], [{u'couple': u'Human_spaceflight Aerospace', u'rel': u'0.4471'}, {u'couple': u'Human_spaceflight Astrophysics', u'rel': u'0.4706'}, {u'couple': u'Human_spaceflight Cosmic_ray', u'rel': u'0.6039'}, {u'couple': u'Human_spaceflight Spaceflight', u'rel': u'0.8392'}, {u'couple': u'Human_spaceflight Spacecraft', u'rel': u'0.7333'}, {u'couple': u'Human_spaceflight Avionics', u'rel': u'0.5216'}, {u'couple': u'Human_spaceflight Geodesy', u'rel': u'0.5020'}, {u'couple': u'Human_spaceflight Astronomical_object', u'rel': u'0.5412'}, {u'couple': u'Human_spaceflight Astronomy', u'rel': u'0.4275'}, {u'couple': u'Human_spaceflight Atmosphere', u'rel': u'0.5333'}, {u'couple': u'Human_spaceflight Navigation', u'rel': u'0.4510'}, {u'couple': u'Human_spaceflight Satellite', u'rel': u'0.7137'}, {u'couple': u'Human_spaceflight Spaceflight', u'rel': u'0.8392'}, {u'couple': u'Human_spaceflight NASA', u'rel': u'0.5922'}, {u'couple': u'Human_spaceflight Planetary_science', u'rel': u'0.4471'}], [], [], [{u'couple': u'Observation Astrophysics', u'rel': u'0.5451'}, {u'couple': u'Observation Geodesy', u'rel': u'0.5569'}, {u'couple': u'Observation Astronomical_object', u'rel': u'0.5725'}, {u'couple': u'Observation Astronomy', u'rel': u'0.5059'}, {u'couple': u'Observation Atmosphere', u'rel': u'0.4392'}, {u'couple': u'Observation Physics', u'rel': u'0.4824'}, {u'couple': u'Observation Planetary_science', u'rel': u'0.5490'}], [], [], [{u'couple': u'NASA Astrophysics', u'rel': u'0.4549'}, {u'couple': u'NASA Cosmic_ray', u'rel': u'0.4745'}, {u'couple': u'NASA Spaceflight', u'rel': u'0.5765'}, {u'couple': u'NASA Spacecraft', u'rel': u'0.5569'}, {u'couple': u'NASA Astronomical_object', u'rel': u'0.4471'}, {u'couple': u'NASA Astronomy', u'rel': u'0.4510'}, {u'couple': u'NASA Atmosphere', u'rel': u'0.4863'}, {u'couple': u'NASA Satellite', u'rel': u'0.5451'}, {u'couple': u'NASA Spaceflight', u'rel': u'0.5765'}, {u'couple': u'NASA Planetary_science', u'rel': u'0.4588'}], [], [], [], [], [{u'couple': u'Missile_guidance Spaceflight', u'rel': u'0.4235'}, {u'couple': u'Missile_guidance Avionics', u'rel': u'0.4549'}, {u'couple': u'Missile_guidance Command_and_control', u'rel': u'0.4510'}, {u'couple': u'Missile_guidance Spaceflight', u'rel': u'0.4235'}], []]
assert results == expected
elif i == 2:
expected = [[{u'couple': u'University Physics', u'rel': u'0.4235'}], [{u'couple': u'University Physics', u'rel': u'0.4235'}], [], [], [], [], [{u'couple': u'Exploration_Systems_Architecture_Study Cosmic_ray', u'rel': u'0.4588'}, {u'couple': u'Exploration_Systems_Architecture_Study Spaceflight', u'rel': u'0.4863'}, {u'couple': u'Exploration_Systems_Architecture_Study Spacecraft', u'rel': u'0.5412'}, {u'couple': u'Exploration_Systems_Architecture_Study Avionics', u'rel': u'0.5059'}, {u'couple': u'Exploration_Systems_Architecture_Study Spaceflight', u'rel': u'0.4863'}, {u'couple': u'Exploration_Systems_Architecture_Study NASA', u'rel': u'0.4667'}], [], [], [], [], [{u'couple': u'Scientific_journal Astrophysics', u'rel': u'0.4706'}, {u'couple': u'Scientific_journal Astronomy', u'rel': u'0.4314'}, {u'couple': u'Scientific_journal Physics', u'rel': u'0.4510'}, {u'couple': u'Scientific_journal Planetary_science', u'rel': u'0.4314'}], [{u'couple': u'Research Physics', u'rel': u'0.4431'}], [], [{u'couple': u'Electricity Astrophysics', u'rel': u'0.4275'}, {u'couple': u'Electricity Physics', u'rel': u'0.4627'}], [], [], [], [{u'couple': u'Plant_cell Atmosphere', u'rel': u'0.5020'}], [], [], [], [], []]
assert results == expected
else:
assert False
def get_spotted_terms(self):
"""
from spotted terms returns wikipedia slugs
:param res: the JSON received from the Spotting API
:return: a list of wikipedia slugs in an article
"""
#
# Find wikipedia terms in text
# Spot terms in text
#
res = TagMeService.check_spotting(self.text)
rst = []
if res['spotted']:
for s in [s['spot'] for s in res['value']['spots']]:
r = TagMeService.retrieve_taggings(s.encode('utf-8'), method='POST')
if len(r['annotations']) != 0:
for n in r['annotations']:
if 'title' in n.keys():
title = n['title'].replace(' ', '_') # strip whitespaces from dbpedia tag
rst.append(title)
if len(rst) > 200:
# if the terms spotted are more than 199, enough
setattr(self, 'spotted', rst)
return None
else:
print "Cannot find title in annotations: " + str(n)
setattr(self, 'spotted', rst)
def runTest(self):
"""
test the function that checks if any term has a proper correlation with the aerospace/astronomy/physics
"""
for i, t in enumerate(self.test1):
print '<CHECK IF TERMS are related to SPACEKNOWLEDGE>'
results = []
for spot in [s['spot'] for s in TagMeService.check_spotting(t)['value']['spots']]:
result = TagMeService.retrieve_taggings(spot.encode('utf-8'), method='POST')
for n in result['annotations']:
title = n['title'].replace(' ', '_') # strip whitespaces from dbpedia tag
relate = TagMeService.relate(title, self.scopes) # compare the spotted and tagged term to the generic scopes
results.append(TagMeService.check_if_rho_fits_spaceknowledge(relate))
print i, results
# print True, name and the mean of the rho of the term in relation with the scopes
if i == 0:
expected = [(True, u'Functional_(mathematics)', 0.4235), (True, u'Electron_mobility', 0.4784), (True, u'Units_of_measurement', 0.46557142857142864), False, False, (True, u'Accuracy_and_precision', 0.4797333333333333), False, False, False, (True, u'Extra-vehicular_activity', 0.5815923076923076), (True, u'Extra-vehicular_activity', 0.5815923076923076)]
assert results == expected
elif i == 1:
expected = [(True, u'NASA', 0.5027600000000001), (True, u'Research', 0.4431), False, False, (True, u'Research', 0.4431), False, False, False, False, False, False, False, False, False, False, (True, u'Experience', 0.4275), (True, u'Robotics', 0.5115555555555555), (True, u'Human_spaceflight', 0.5775266666666666), False, False, (True, u'Observation', 0.5215714285714286), False, False, (True, u'NASA', 0.5027600000000001), False, False, False, False, (True, u'Missile_guidance', 0.43822500000000003), False]
assert results == expected
elif i == 2:
expected = [(True, u'University', 0.4235), (True, u'University', 0.4235), False, False, False, False, (True, u'Exploration_Systems_Architecture_Study', 0.4908666666666666), False, False, False, False, (True, u'Scientific_journal', 0.4461), (True, u'Research', 0.4431), False, (True, u'Electricity', 0.4451), False, False, False, (True, u'Plant_cell', 0.502), False, False, False, False, False]
assert results == expected
else:
assert False
def runTest(self):
"""
test the tagging service for any given term spotted
"""
from flankers.textsemantics import return_wikipedia_term
print '<TAGGING API>'
for i, t in enumerate(self.test1):
response = TagMeService.check_spotting(t)
results = return_wikipedia_term(response)
print i, results
if i == 0:
expected = [
u'Functional_(mathematics)', u'Electron_mobility',
u'Units_of_measurement', u'Electric_multiple_unit',
u'High,_Just-As-High,_and_Third',
u'Accuracy_and_precision', u'Glove', u'Essential_Marvel',
u'Success_(company)', u'Extra-vehicular_activity',
u'Extra-vehicular_activity'
]
assert results == expected
elif i == 1:
expected = [
u'NASA', u'Research', u'Initiative', u'Neijia',
u'Research', u'Conducting', u'The_Office_(U.S._TV_series)',
u'Engineer', u'Engineer', u'Engineer', u'Understanding',
u'Literature_review', u'Interview', u'Key_(music)',
u'Member_of_Parliament', u'Experience', u'Robotics',
u'Human_spaceflight', u'Mission_(Christianity)',
u'Main_(river)', u'Observation', u'World_War_I',
u'Entailment', u'NASA', u'Method_(computer_programming)',
u'Linguistic_prescription', u'The_Current_(song)',
u'Policy', u'Missile_guidance', u'Emic_unit'
]
assert results == expected
elif i == 2:
expected = [
u'University', u'University', u'Student', u'Student',
u'Student', u'List_of_Champ_Car_teams',
u'Exploration_Systems_Architecture_Study',
u'Spin_(magazine)', u'Thesis', u'Television_program',
u'Video_game_publisher', u'Scientific_journal',
u'Research', u'Clear_(Scientology)', u'Electricity',
u'Behavior', u'Plant', u'Plant', u'Plant_cell',
u'Cell_(biology)', u'By_the_Way', u'Stimulation',
u'Bone_cell', u'Formation_(stratigraphy)'
]
assert results == expected
else:
assert False
def find_related_concepts(text):
"""
Find related concept in taxonomy from a text
:param text: a given abstract or title
:return: a list of taxonomy keywords (see http://taxonomy.projectchronos.eu/concepts/c/infrared+telescopes)
"""
#
# Find wikipedia terms in text
# Spot terms in text
text = text.encode('ascii', 'replace')
response = TagMeService.check_spotting(text)
results = return_wikipedia_term(response)
#
# Lookup terms in taxonomy and fetch relatedConcepts (keywords)
# return related terms if they are found in the taxonomy
return lookup_in_taxonomy(results)
def runTest(self):
"""
test the spotting service for a test string
"""
print '<SPOTTING API>'
for i, t in enumerate(self.test1):
results = TagMeService.check_spotting(t)
print i, [s['spot'] for s in results['value']['spots']]
if results['spotted']:
if i == 0:
expected = [
u'Functional', u'Mobility', u'Units', u'EMUs', u'high',
u'precision', u'gloves', u'essential', u'success',
u'Extravehicular Activity', u'EVA'
]
assert [s['spot']
for s in results['value']['spots']] == expected
elif i == 1:
expected = [
u'NASA', u'Research', u'Initiative', u'internal',
u'study', u'conducted', u'Office', u'Chief Engineer',
u'Engineer', u'understand', u'literature reviews',
u'interviews', u'key', u'members', u'experience',
u'robotic', u'human spaceflight', u'missions', u'main',
u'observations', u'first', u'conclusion', u"NASA's",
u'method', u'prescriptive', u'The current',
u'policies', u'guidance', u'allo'
]
assert [s['spot']
for s in results['value']['spots']] == expected
elif i == 2:
expected = [
u'university', u'university student', u'student',
u'teams', u'ESAs', u'Spin', u'Thesis', u'programme',
u'published', u'scientific journals', u'study',
u'clear', u'electrical', u'behaviour', u'plant',
u'plant cells', u'way', u'stimulate', u'bone cells',
u'formation'
]
assert [s['spot']
for s in results['value']['spots']] == expected
else:
assert False
def find_related_concepts(text):
"""
Find related concept in taxonomy from a text
:param text: a given abstract or title
:return: a list of taxonomy keywords (see http://taxonomy.projectchronos.eu/concepts/c/infrared+telescopes)
"""
#
# Find wikipedia terms in text
# Spot terms in text
text = text.encode('ascii', 'replace')
response = TagMeService.check_spotting(text)
results = return_wikipedia_term(response)
#
# Lookup terms in taxonomy and fetch relatedConcepts (keywords)
# return related terms if they are found in the taxonomy
return lookup_in_taxonomy(results)
def runTest(self):
"""
test the tagging service for any given term spotted
"""
from flankers.textsemantics import return_wikipedia_term
print '<TAGGING API>'
for i, t in enumerate(self.test1):
response = TagMeService.check_spotting(t)
results = return_wikipedia_term(response)
print i, results
if i == 0:
expected = [u'Functional_(mathematics)', u'Electron_mobility', u'Units_of_measurement', u'Electric_multiple_unit', u'Accuracy_and_precision', u'Glove', u'Essential_Marvel', u'Success_(company)', u'Extra-vehicular_activity', u'Extra-vehicular_activity']
assert results == expected
elif i == 1:
expected = [u'NASA', u'Research', u'Initiative', u'Neijia', u'Research', u'Conducting', u'The_Office_(U.S._TV_series)', u'Engineer', u'Engineer', u'Engineer', u'Understanding', u'Literature_review', u'Interview', u'Key_(music)', u'Member_of_Parliament', u'Experience', u'Robotics', u'Human_spaceflight', u'Mission_(Christianity)', u'Main_(river)', u'Observation', u'World_War_I', u'Entailment', u'NASA', u'Method_(computer_programming)', u'Linguistic_prescription', u'The_Current_(song)', u'Policy', u'Missile_guidance', u'Emic_unit']
assert results == expected
elif i == 2:
expected = [u'University', u'University', u'Student', u'Student', u'Student', u'List_of_Champ_Car_teams', u'Exploration_Systems_Architecture_Study', u'Spin_(magazine)', u'Thesis', u'Television_program', u'Video_game_publisher', u'Scientific_journal', u'Research', u'Clear_(Scientology)', u'Electricity', u'Behavior', u'Plant', u'Plant', u'Plant_cell', u'Cell_(biology)', u'By_the_Way', u'Stimulation', u'Bone_cell', u'Formation_(stratigraphy)']
assert results == expected
else:
assert False
def runTest(self):
"""
test the spotting service for a test string
"""
print '<SPOTTING API>'
for i, t in enumerate(self.test1):
results = TagMeService.check_spotting(t)
print i, [s['spot'] for s in results['value']['spots']]
if results['spotted']:
if i == 0:
expected = [u'Functional', u'Mobility', u'Units', u'EMUs', u'high', u'precision', u'gloves',
u'essential', u'success', u'Extravehicular Activity', u'EVA']
assert [s['spot'] for s in results['value']['spots']] == expected
elif i == 1:
expected = [u'NASA', u'Research', u'Initiative', u'internal', u'study', u'conducted', u'Office', u'Chief Engineer', u'Engineer', u'understand', u'literature reviews', u'interviews', u'key', u'members', u'experience', u'robotic', u'human spaceflight', u'missions', u'main', u'observations', u'first', u'conclusion', u"NASA's", u'method', u'prescriptive', u'The current', u'policies', u'guidance', u'allo']
assert [s['spot'] for s in results['value']['spots']] == expected
elif i == 2:
expected = [u'university', u'university student', u'student', u'teams', u'ESAs', u'Spin', u'Thesis', u'programme', u'published', u'scientific journals', u'study', u'clear', u'electrical', u'behaviour', u'plant', u'plant cells', u'way', u'stimulate', u'bone cells', u'formation']
assert [s['spot'] for s in results['value']['spots']] == expected
else:
assert False
def runTest(self):
"""
test the function that checks if any term has a proper correlation with the aerospace/astronomy/physics
"""
for i, t in enumerate(self.test1):
print "<CHECK IF TERMS are related to SPACEKNOWLEDGE>"
results = []
for spot in [s["spot"] for s in TagMeService.check_spotting(t)["value"]["spots"]]:
result = TagMeService.retrieve_taggings(spot.encode("utf-8"), method="POST")
for n in result["annotations"]:
title = n["title"].replace(" ", "_") # strip whitespaces from dbpedia tag
relate = TagMeService.relate(
title, self.scopes
) # compare the spotted and tagged term to the generic scopes
results.append(TagMeService.check_if_rho_fits_spaceknowledge(relate))
print i, results
# print True, name and the mean of the rho of the term in relation with the scopes
if i == 0:
expected = [
(True, u"Functional_(mathematics)", 0.4235),
(True, u"Electron_mobility", 0.4784),
(True, u"Units_of_measurement", 0.46557142857142864),
False,
False,
(True, u"Accuracy_and_precision", 0.4797333333333333),
False,
False,
False,
(True, u"Extra-vehicular_activity", 0.5815923076923076),
(True, u"Extra-vehicular_activity", 0.5815923076923076),
]
assert results == expected
elif i == 1:
expected = [
(True, u"NASA", 0.5027600000000001),
(True, u"Research", 0.4431),
False,
False,
(True, u"Research", 0.4431),
False,
False,
False,
False,
False,
False,
False,
False,
False,
False,
(True, u"Experience", 0.4275),
(True, u"Robotics", 0.5115555555555555),
(True, u"Human_spaceflight", 0.5775266666666666),
False,
False,
(True, u"Observation", 0.5215714285714286),
False,
False,
(True, u"NASA", 0.5027600000000001),
False,
False,
False,
False,
(True, u"Missile_guidance", 0.43822500000000003),
False,
]
assert results == expected
elif i == 2:
expected = [
(True, u"University", 0.4235),
(True, u"University", 0.4235),
False,
False,
False,
False,
(True, u"Exploration_Systems_Architecture_Study", 0.4908666666666666),
False,
False,
False,
False,
(True, u"Scientific_journal", 0.4461),
(True, u"Research", 0.4431),
False,
(True, u"Electricity", 0.4451),
False,
False,
False,
(True, u"Plant_cell", 0.502),
False,
False,
False,
False,
False,
]
assert results == expected
else:
assert False
def runTest(self):
"""
test the spotting service for a test string
"""
print "<SPOTTING API>"
for i, t in enumerate(self.test1):
results = TagMeService.check_spotting(t)
print i, [s["spot"] for s in results["value"]["spots"]]
if results["spotted"]:
if i == 0:
expected = [
u"Functional",
u"Mobility",
u"Units",
u"EMUs",
u"high",
u"precision",
u"gloves",
u"essential",
u"success",
u"Extravehicular Activity",
u"EVA",
]
assert [s["spot"] for s in results["value"]["spots"]] == expected
elif i == 1:
expected = [
u"NASA",
u"Research",
u"Initiative",
u"internal",
u"study",
u"conducted",
u"Office",
u"Chief Engineer",
u"Engineer",
u"understand",
u"literature reviews",
u"interviews",
u"key",
u"members",
u"experience",
u"robotic",
u"human spaceflight",
u"missions",
u"main",
u"observations",
u"first",
u"conclusion",
u"NASA's",
u"method",
u"prescriptive",
u"The current",
u"policies",
u"guidance",
u"allo",
]
assert [s["spot"] for s in results["value"]["spots"]] == expected
elif i == 2:
expected = [
u"university",
u"university student",
u"student",
u"teams",
u"ESAs",
u"Spin",
u"Thesis",
u"programme",
u"published",
u"scientific journals",
u"study",
u"clear",
u"electrical",
u"behaviour",
u"plant",
u"plant cells",
u"way",
u"stimulate",
u"bone cells",
u"formation",
]
assert [s["spot"] for s in results["value"]["spots"]] == expected
else:
assert False
def runTest(self):
"""
test the relating service for terms in relation with generic scopes
"""
for i, t in enumerate(self.test1):
print "<RELATING API>"
results = []
for spot in [s["spot"] for s in TagMeService.check_spotting(t)["value"]["spots"]]:
result = TagMeService.retrieve_taggings(spot.encode("utf-8"), method="POST")
print result
for n in result["annotations"]:
title = n["title"].replace(" ", "_") # strip whitespaces from dbpedia tag
results.append(
TagMeService.relate(title, self.scopes)
) # compare the spotted and tagged term to the generic scopes
print i, results
# 'couple' are the two wikipedia terms been checked, 'rel' is the correlation index (rho). The more the rho
# is closer to 0.5 the more the terms are related. The standard interval of relevance is 0.42 < rho < 0.61
if i == 0:
expected = [
[{u"couple": u"Functional_(mathematics) Physics", u"rel": u"0.4235"}],
[{u"couple": u"Electron_mobility Cosmic_ray", u"rel": u"0.4784"}],
[
{u"couple": u"Units_of_measurement Astrophysics", u"rel": u"0.4353"},
{u"couple": u"Units_of_measurement Geodesy", u"rel": u"0.5333"},
{u"couple": u"Units_of_measurement Astronomical_object", u"rel": u"0.4824"},
{u"couple": u"Units_of_measurement Astronomy", u"rel": u"0.4824"},
{u"couple": u"Units_of_measurement Navigation", u"rel": u"0.4706"},
{u"couple": u"Units_of_measurement Physics", u"rel": u"0.4275"},
{u"couple": u"Units_of_measurement Planetary_science", u"rel": u"0.4275"},
],
[],
[],
[
{u"couple": u"Accuracy_and_precision Geodesy", u"rel": u"0.5176"},
{u"couple": u"Accuracy_and_precision Astronomical_object", u"rel": u"0.4471"},
{u"couple": u"Accuracy_and_precision Navigation", u"rel": u"0.4745"},
],
[],
[],
[],
[
{u"couple": u"Extra-vehicular_activity Aerospace", u"rel": u"0.4392"},
{u"couple": u"Extra-vehicular_activity Astrophysics", u"rel": u"0.4471"},
{u"couple": u"Extra-vehicular_activity Cosmic_ray", u"rel": u"0.5804"},
{u"couple": u"Extra-vehicular_activity Spaceflight", u"rel": u"0.8353"},
{u"couple": u"Extra-vehicular_activity Spacecraft", u"rel": u"0.7059"},
{u"couple": u"Extra-vehicular_activity Geodesy", u"rel": u"0.5137"},
{u"couple": u"Extra-vehicular_activity Astronomical_object", u"rel": u"0.5137"},
{u"couple": u"Extra-vehicular_activity Aircraft", u"rel": u"0.4235"},
{u"couple": u"Extra-vehicular_activity Atmosphere", u"rel": u"0.4784"},
{u"couple": u"Extra-vehicular_activity Navigation", u"rel": u"0.4941"},
{u"couple": u"Extra-vehicular_activity Satellite", u"rel": u"0.6941"},
{u"couple": u"Extra-vehicular_activity Spaceflight", u"rel": u"0.8353"},
{u"couple": u"Extra-vehicular_activity NASA", u"rel": u"0.6000"},
],
[
{u"couple": u"Extra-vehicular_activity Aerospace", u"rel": u"0.4392"},
{u"couple": u"Extra-vehicular_activity Astrophysics", u"rel": u"0.4471"},
{u"couple": u"Extra-vehicular_activity Cosmic_ray", u"rel": u"0.5804"},
{u"couple": u"Extra-vehicular_activity Spaceflight", u"rel": u"0.8353"},
{u"couple": u"Extra-vehicular_activity Spacecraft", u"rel": u"0.7059"},
{u"couple": u"Extra-vehicular_activity Geodesy", u"rel": u"0.5137"},
{u"couple": u"Extra-vehicular_activity Astronomical_object", u"rel": u"0.5137"},
{u"couple": u"Extra-vehicular_activity Aircraft", u"rel": u"0.4235"},
{u"couple": u"Extra-vehicular_activity Atmosphere", u"rel": u"0.4784"},
{u"couple": u"Extra-vehicular_activity Navigation", u"rel": u"0.4941"},
{u"couple": u"Extra-vehicular_activity Satellite", u"rel": u"0.6941"},
{u"couple": u"Extra-vehicular_activity Spaceflight", u"rel": u"0.8353"},
{u"couple": u"Extra-vehicular_activity NASA", u"rel": u"0.6000"},
],
]
assert results == expected
elif i == 1:
expected = [
[
{u"couple": u"NASA Astrophysics", u"rel": u"0.4549"},
{u"couple": u"NASA Cosmic_ray", u"rel": u"0.4745"},
{u"couple": u"NASA Spaceflight", u"rel": u"0.5765"},
{u"couple": u"NASA Spacecraft", u"rel": u"0.5569"},
{u"couple": u"NASA Astronomical_object", u"rel": u"0.4471"},
{u"couple": u"NASA Astronomy", u"rel": u"0.4510"},
{u"couple": u"NASA Atmosphere", u"rel": u"0.4863"},
{u"couple": u"NASA Satellite", u"rel": u"0.5451"},
{u"couple": u"NASA Spaceflight", u"rel": u"0.5765"},
{u"couple": u"NASA Planetary_science", u"rel": u"0.4588"},
],
[{u"couple": u"Research Physics", u"rel": u"0.4431"}],
[],
[],
[{u"couple": u"Research Physics", u"rel": u"0.4431"}],
[],
[],
[],
[],
[],
[],
[],
[],
[],
[],
[{u"couple": u"Experience Navigation", u"rel": u"0.4275"}],
[
{u"couple": u"Robotics Aerospace", u"rel": u"0.5255"},
{u"couple": u"Robotics Astrophysics", u"rel": u"0.5608"},
{u"couple": u"Robotics Spaceflight", u"rel": u"0.4667"},
{u"couple": u"Robotics Spacecraft", u"rel": u"0.4863"},
{u"couple": u"Robotics Geodesy", u"rel": u"0.5882"},
{u"couple": u"Robotics Astronomy", u"rel": u"0.4706"},
{u"couple": u"Robotics Spaceflight", u"rel": u"0.4667"},
{u"couple": u"Robotics Physics", u"rel": u"0.4549"},
{u"couple": u"Robotics Planetary_science", u"rel": u"0.5843"},
],
[
{u"couple": u"Human_spaceflight Aerospace", u"rel": u"0.4471"},
{u"couple": u"Human_spaceflight Astrophysics", u"rel": u"0.4706"},
{u"couple": u"Human_spaceflight Cosmic_ray", u"rel": u"0.6039"},
{u"couple": u"Human_spaceflight Spaceflight", u"rel": u"0.8392"},
{u"couple": u"Human_spaceflight Spacecraft", u"rel": u"0.7333"},
{u"couple": u"Human_spaceflight Avionics", u"rel": u"0.5216"},
{u"couple": u"Human_spaceflight Geodesy", u"rel": u"0.5020"},
{u"couple": u"Human_spaceflight Astronomical_object", u"rel": u"0.5412"},
{u"couple": u"Human_spaceflight Astronomy", u"rel": u"0.4275"},
{u"couple": u"Human_spaceflight Atmosphere", u"rel": u"0.5333"},
{u"couple": u"Human_spaceflight Navigation", u"rel": u"0.4510"},
{u"couple": u"Human_spaceflight Satellite", u"rel": u"0.7137"},
{u"couple": u"Human_spaceflight Spaceflight", u"rel": u"0.8392"},
{u"couple": u"Human_spaceflight NASA", u"rel": u"0.5922"},
{u"couple": u"Human_spaceflight Planetary_science", u"rel": u"0.4471"},
],
[],
[],
[
{u"couple": u"Observation Astrophysics", u"rel": u"0.5451"},
{u"couple": u"Observation Geodesy", u"rel": u"0.5569"},
{u"couple": u"Observation Astronomical_object", u"rel": u"0.5725"},
{u"couple": u"Observation Astronomy", u"rel": u"0.5059"},
{u"couple": u"Observation Atmosphere", u"rel": u"0.4392"},
{u"couple": u"Observation Physics", u"rel": u"0.4824"},
{u"couple": u"Observation Planetary_science", u"rel": u"0.5490"},
],
[],
[],
[
{u"couple": u"NASA Astrophysics", u"rel": u"0.4549"},
{u"couple": u"NASA Cosmic_ray", u"rel": u"0.4745"},
{u"couple": u"NASA Spaceflight", u"rel": u"0.5765"},
{u"couple": u"NASA Spacecraft", u"rel": u"0.5569"},
{u"couple": u"NASA Astronomical_object", u"rel": u"0.4471"},
{u"couple": u"NASA Astronomy", u"rel": u"0.4510"},
{u"couple": u"NASA Atmosphere", u"rel": u"0.4863"},
{u"couple": u"NASA Satellite", u"rel": u"0.5451"},
{u"couple": u"NASA Spaceflight", u"rel": u"0.5765"},
{u"couple": u"NASA Planetary_science", u"rel": u"0.4588"},
],
[],
[],
[],
[],
[
{u"couple": u"Missile_guidance Spaceflight", u"rel": u"0.4235"},
{u"couple": u"Missile_guidance Avionics", u"rel": u"0.4549"},
{u"couple": u"Missile_guidance Command_and_control", u"rel": u"0.4510"},
{u"couple": u"Missile_guidance Spaceflight", u"rel": u"0.4235"},
],
[],
]
assert results == expected
elif i == 2:
expected = [
[{u"couple": u"University Physics", u"rel": u"0.4235"}],
[{u"couple": u"University Physics", u"rel": u"0.4235"}],
[],
[],
[],
[],
[
{u"couple": u"Exploration_Systems_Architecture_Study Cosmic_ray", u"rel": u"0.4588"},
{u"couple": u"Exploration_Systems_Architecture_Study Spaceflight", u"rel": u"0.4863"},
{u"couple": u"Exploration_Systems_Architecture_Study Spacecraft", u"rel": u"0.5412"},
{u"couple": u"Exploration_Systems_Architecture_Study Avionics", u"rel": u"0.5059"},
{u"couple": u"Exploration_Systems_Architecture_Study Spaceflight", u"rel": u"0.4863"},
{u"couple": u"Exploration_Systems_Architecture_Study NASA", u"rel": u"0.4667"},
],
[],
[],
[],
[],
[
{u"couple": u"Scientific_journal Astrophysics", u"rel": u"0.4706"},
{u"couple": u"Scientific_journal Astronomy", u"rel": u"0.4314"},
{u"couple": u"Scientific_journal Physics", u"rel": u"0.4510"},
{u"couple": u"Scientific_journal Planetary_science", u"rel": u"0.4314"},
],
[{u"couple": u"Research Physics", u"rel": u"0.4431"}],
[],
[
{u"couple": u"Electricity Astrophysics", u"rel": u"0.4275"},
{u"couple": u"Electricity Physics", u"rel": u"0.4627"},
],
[],
[],
[],
[{u"couple": u"Plant_cell Atmosphere", u"rel": u"0.5020"}],
[],
[],
[],
[],
[],
]
assert results == expected
else:
assert False
def runTest(self):
"""
test the tagging service for any given term spotted
"""
from flankers.textsemantics import return_wikipedia_term
print "<TAGGING API>"
for i, t in enumerate(self.test1):
response = TagMeService.check_spotting(t)
results = return_wikipedia_term(response)
print i, results
if i == 0:
expected = [
u"Functional_(mathematics)",
u"Electron_mobility",
u"Units_of_measurement",
u"Electric_multiple_unit",
u"Accuracy_and_precision",
u"Glove",
u"Essential_Marvel",
u"Success_(company)",
u"Extra-vehicular_activity",
u"Extra-vehicular_activity",
]
assert results == expected
elif i == 1:
expected = [
u"NASA",
u"Research",
u"Initiative",
u"Neijia",
u"Research",
u"Conducting",
u"The_Office_(U.S._TV_series)",
u"Engineer",
u"Engineer",
u"Engineer",
u"Understanding",
u"Literature_review",
u"Interview",
u"Key_(music)",
u"Member_of_Parliament",
u"Experience",
u"Robotics",
u"Human_spaceflight",
u"Mission_(Christianity)",
u"Main_(river)",
u"Observation",
u"World_War_I",
u"Entailment",
u"NASA",
u"Method_(computer_programming)",
u"Linguistic_prescription",
u"The_Current_(song)",
u"Policy",
u"Missile_guidance",
u"Emic_unit",
]
assert results == expected
elif i == 2:
expected = [
u"University",
u"University",
u"Student",
u"Student",
u"Student",
u"List_of_Champ_Car_teams",
u"Exploration_Systems_Architecture_Study",
u"Spin_(magazine)",
u"Thesis",
u"Television_program",
u"Video_game_publisher",
u"Scientific_journal",
u"Research",
u"Clear_(Scientology)",
u"Electricity",
u"Behavior",
u"Plant",
u"Plant",
u"Plant_cell",
u"Cell_(biology)",
u"By_the_Way",
u"Stimulation",
u"Bone_cell",
u"Formation_(stratigraphy)",
]
assert results == expected
else:
assert False
def runTest(self):
"""
test the function that checks if any term has a proper correlation with the aerospace/astronomy/physics
"""
for i, t in enumerate(self.test1):
print '<CHECK IF TERMS are related to SPACEKNOWLEDGE>'
results = []
for spot in [
s['spot']
for s in TagMeService.check_spotting(t)['value']['spots']
]:
result = TagMeService.retrieve_taggings(spot.encode('utf-8'),
method='POST')
for n in result['annotations']:
title = n['title'].replace(
' ', '_') # strip whitespaces from dbpedia tag
relate = TagMeService.relate(
title, self.scopes
) # compare the spotted and tagged term to the generic scopes
results.append(
TagMeService.check_if_rho_fits_spaceknowledge(relate))
print i, results
# print True, name and the mean of the rho of the term in relation with the scopes
if i == 0:
expected = [
(True, u'Functional_(mathematics)', 0.4235),
(True, u'Electron_mobility', 0.4784),
(True, u'Units_of_measurement', 0.46557142857142864),
False, False,
(True, u'Accuracy_and_precision', 0.4797333333333333),
False, False, False,
(True, u'Extra-vehicular_activity', 0.5815923076923076),
(True, u'Extra-vehicular_activity', 0.5815923076923076)
]
assert results == expected
elif i == 1:
expected = [
(True, u'NASA', 0.5027600000000001),
(True, u'Research', 0.4431), False, False,
(True, u'Research', 0.4431), False, False, False, False,
False, False, False, False, False, False,
(True, u'Experience', 0.4275),
(True, u'Robotics', 0.5115555555555555),
(True, u'Human_spaceflight',
0.5775266666666666), False, False,
(True, u'Observation', 0.5215714285714286), False, False,
(True, u'NASA', 0.5027600000000001), False, False,
False, False,
(True, u'Missile_guidance', 0.43822500000000003), False
]
assert results == expected
elif i == 2:
expected = [(True, u'University', 0.4235),
(True, u'University', 0.4235), False, False, False,
False,
(True, u'Exploration_Systems_Architecture_Study',
0.4908666666666666), False, False, False, False,
(True, u'Scientific_journal', 0.4461),
(True, u'Research', 0.4431), False,
(True, u'Electricity', 0.4451), False, False,
False, (True, u'Plant_cell', 0.502), False, False,
False, False, False]
assert results == expected
else:
assert False
def runTest(self):
"""
test the relating service for terms in relation with generic scopes
"""
for i, t in enumerate(self.test1):
print '<RELATING API>'
results = []
for spot in [
s['spot']
for s in TagMeService.check_spotting(t)['value']['spots']
]:
result = TagMeService.retrieve_taggings(spot.encode('utf-8'),
method='POST')
for n in result['annotations']:
title = n['title'].replace(
' ', '_') # strip whitespaces from dbpedia tag
results.append(
TagMeService.relate(title, self.scopes)
) # compare the spotted and tagged term to the generic scopes
print i, results
# 'couple' are the two wikipedia terms been checked, 'rel' is the correlation index (rho). The more the rho
# is closer to 0.5 the more the terms are related. The standard interval of relevance is 0.42 < rho < 0.61
if i == 0:
expected = [
[{
u'couple': u'Functional_(mathematics) Physics',
u'rel': u'0.4235'
}],
[{
u'couple': u'Electron_mobility Cosmic_ray',
u'rel': u'0.4784'
}],
[{
u'couple': u'Units_of_measurement Astrophysics',
u'rel': u'0.4353'
}, {
u'couple': u'Units_of_measurement Geodesy',
u'rel': u'0.5333'
}, {
u'couple': u'Units_of_measurement Astronomical_object',
u'rel': u'0.4824'
}, {
u'couple': u'Units_of_measurement Astronomy',
u'rel': u'0.4824'
}, {
u'couple': u'Units_of_measurement Navigation',
u'rel': u'0.4706'
}, {
u'couple': u'Units_of_measurement Physics',
u'rel': u'0.4275'
}, {
u'couple': u'Units_of_measurement Planetary_science',
u'rel': u'0.4275'
}], [], [],
[{
u'couple': u'Accuracy_and_precision Geodesy',
u'rel': u'0.5176'
}, {
u'couple':
u'Accuracy_and_precision Astronomical_object',
u'rel': u'0.4471'
}, {
u'couple': u'Accuracy_and_precision Navigation',
u'rel': u'0.4745'
}], [], [], [],
[{
u'couple': u'Extra-vehicular_activity Aerospace',
u'rel': u'0.4392'
}, {
u'couple': u'Extra-vehicular_activity Astrophysics',
u'rel': u'0.4471'
}, {
u'couple': u'Extra-vehicular_activity Cosmic_ray',
u'rel': u'0.5804'
}, {
u'couple': u'Extra-vehicular_activity Spaceflight',
u'rel': u'0.8353'
}, {
u'couple': u'Extra-vehicular_activity Spacecraft',
u'rel': u'0.7059'
}, {
u'couple': u'Extra-vehicular_activity Geodesy',
u'rel': u'0.5137'
}, {
u'couple':
u'Extra-vehicular_activity Astronomical_object',
u'rel': u'0.5137'
}, {
u'couple': u'Extra-vehicular_activity Aircraft',
u'rel': u'0.4235'
}, {
u'couple': u'Extra-vehicular_activity Atmosphere',
u'rel': u'0.4784'
}, {
u'couple': u'Extra-vehicular_activity Navigation',
u'rel': u'0.4941'
}, {
u'couple': u'Extra-vehicular_activity Satellite',
u'rel': u'0.6941'
}, {
u'couple': u'Extra-vehicular_activity Spaceflight',
u'rel': u'0.8353'
}, {
u'couple': u'Extra-vehicular_activity NASA',
u'rel': u'0.6000'
}],
[{
u'couple': u'Extra-vehicular_activity Aerospace',
u'rel': u'0.4392'
}, {
u'couple': u'Extra-vehicular_activity Astrophysics',
u'rel': u'0.4471'
}, {
u'couple': u'Extra-vehicular_activity Cosmic_ray',
u'rel': u'0.5804'
}, {
u'couple': u'Extra-vehicular_activity Spaceflight',
u'rel': u'0.8353'
}, {
u'couple': u'Extra-vehicular_activity Spacecraft',
u'rel': u'0.7059'
}, {
u'couple': u'Extra-vehicular_activity Geodesy',
u'rel': u'0.5137'
}, {
u'couple':
u'Extra-vehicular_activity Astronomical_object',
u'rel': u'0.5137'
}, {
u'couple': u'Extra-vehicular_activity Aircraft',
u'rel': u'0.4235'
}, {
u'couple': u'Extra-vehicular_activity Atmosphere',
u'rel': u'0.4784'
}, {
u'couple': u'Extra-vehicular_activity Navigation',
u'rel': u'0.4941'
}, {
u'couple': u'Extra-vehicular_activity Satellite',
u'rel': u'0.6941'
}, {
u'couple': u'Extra-vehicular_activity Spaceflight',
u'rel': u'0.8353'
}, {
u'couple': u'Extra-vehicular_activity NASA',
u'rel': u'0.6000'
}]
]
assert results == expected
elif i == 1:
expected = [[{
u'couple': u'NASA Astrophysics',
u'rel': u'0.4549'
}, {
u'couple': u'NASA Cosmic_ray',
u'rel': u'0.4745'
}, {
u'couple': u'NASA Spaceflight',
u'rel': u'0.5765'
}, {
u'couple': u'NASA Spacecraft',
u'rel': u'0.5569'
}, {
u'couple': u'NASA Astronomical_object',
u'rel': u'0.4471'
}, {
u'couple': u'NASA Astronomy',
u'rel': u'0.4510'
}, {
u'couple': u'NASA Atmosphere',
u'rel': u'0.4863'
}, {
u'couple': u'NASA Satellite',
u'rel': u'0.5451'
}, {
u'couple': u'NASA Spaceflight',
u'rel': u'0.5765'
}, {
u'couple': u'NASA Planetary_science',
u'rel': u'0.4588'
}], [{
u'couple': u'Research Physics',
u'rel': u'0.4431'
}], [], [],
[{
u'couple': u'Research Physics',
u'rel': u'0.4431'
}], [], [], [], [], [], [], [], [], [], [],
[{
u'couple': u'Experience Navigation',
u'rel': u'0.4275'
}],
[{
u'couple': u'Robotics Aerospace',
u'rel': u'0.5255'
}, {
u'couple': u'Robotics Astrophysics',
u'rel': u'0.5608'
}, {
u'couple': u'Robotics Spaceflight',
u'rel': u'0.4667'
}, {
u'couple': u'Robotics Spacecraft',
u'rel': u'0.4863'
}, {
u'couple': u'Robotics Geodesy',
u'rel': u'0.5882'
}, {
u'couple': u'Robotics Astronomy',
u'rel': u'0.4706'
}, {
u'couple': u'Robotics Spaceflight',
u'rel': u'0.4667'
}, {
u'couple': u'Robotics Physics',
u'rel': u'0.4549'
}, {
u'couple': u'Robotics Planetary_science',
u'rel': u'0.5843'
}],
[{
u'couple': u'Human_spaceflight Aerospace',
u'rel': u'0.4471'
}, {
u'couple': u'Human_spaceflight Astrophysics',
u'rel': u'0.4706'
}, {
u'couple': u'Human_spaceflight Cosmic_ray',
u'rel': u'0.6039'
}, {
u'couple': u'Human_spaceflight Spaceflight',
u'rel': u'0.8392'
}, {
u'couple': u'Human_spaceflight Spacecraft',
u'rel': u'0.7333'
}, {
u'couple': u'Human_spaceflight Avionics',
u'rel': u'0.5216'
}, {
u'couple': u'Human_spaceflight Geodesy',
u'rel': u'0.5020'
}, {
u'couple':
u'Human_spaceflight Astronomical_object',
u'rel': u'0.5412'
}, {
u'couple': u'Human_spaceflight Astronomy',
u'rel': u'0.4275'
}, {
u'couple': u'Human_spaceflight Atmosphere',
u'rel': u'0.5333'
}, {
u'couple': u'Human_spaceflight Navigation',
u'rel': u'0.4510'
}, {
u'couple': u'Human_spaceflight Satellite',
u'rel': u'0.7137'
}, {
u'couple': u'Human_spaceflight Spaceflight',
u'rel': u'0.8392'
}, {
u'couple': u'Human_spaceflight NASA',
u'rel': u'0.5922'
}, {
u'couple':
u'Human_spaceflight Planetary_science',
u'rel': u'0.4471'
}], [], [],
[{
u'couple': u'Observation Astrophysics',
u'rel': u'0.5451'
}, {
u'couple': u'Observation Geodesy',
u'rel': u'0.5569'
}, {
u'couple': u'Observation Astronomical_object',
u'rel': u'0.5725'
}, {
u'couple': u'Observation Astronomy',
u'rel': u'0.5059'
}, {
u'couple': u'Observation Atmosphere',
u'rel': u'0.4392'
}, {
u'couple': u'Observation Physics',
u'rel': u'0.4824'
}, {
u'couple': u'Observation Planetary_science',
u'rel': u'0.5490'
}], [], [],
[{
u'couple': u'NASA Astrophysics',
u'rel': u'0.4549'
}, {
u'couple': u'NASA Cosmic_ray',
u'rel': u'0.4745'
}, {
u'couple': u'NASA Spaceflight',
u'rel': u'0.5765'
}, {
u'couple': u'NASA Spacecraft',
u'rel': u'0.5569'
}, {
u'couple': u'NASA Astronomical_object',
u'rel': u'0.4471'
}, {
u'couple': u'NASA Astronomy',
u'rel': u'0.4510'
}, {
u'couple': u'NASA Atmosphere',
u'rel': u'0.4863'
}, {
u'couple': u'NASA Satellite',
u'rel': u'0.5451'
}, {
u'couple': u'NASA Spaceflight',
u'rel': u'0.5765'
}, {
u'couple': u'NASA Planetary_science',
u'rel': u'0.4588'
}], [], [], [], [],
[{
u'couple': u'Missile_guidance Spaceflight',
u'rel': u'0.4235'
}, {
u'couple': u'Missile_guidance Avionics',
u'rel': u'0.4549'
}, {
u'couple':
u'Missile_guidance Command_and_control',
u'rel': u'0.4510'
}, {
u'couple': u'Missile_guidance Spaceflight',
u'rel': u'0.4235'
}], []]
assert results == expected
elif i == 2:
expected = [
[{
u'couple': u'University Physics',
u'rel': u'0.4235'
}], [{
u'couple': u'University Physics',
u'rel': u'0.4235'
}], [], [], [], [],
[{
u'couple':
u'Exploration_Systems_Architecture_Study Cosmic_ray',
u'rel': u'0.4588'
}, {
u'couple':
u'Exploration_Systems_Architecture_Study Spaceflight',
u'rel': u'0.4863'
}, {
u'couple':
u'Exploration_Systems_Architecture_Study Spacecraft',
u'rel': u'0.5412'
}, {
u'couple':
u'Exploration_Systems_Architecture_Study Avionics',
u'rel': u'0.5059'
}, {
u'couple':
u'Exploration_Systems_Architecture_Study Spaceflight',
u'rel': u'0.4863'
}, {
u'couple':
u'Exploration_Systems_Architecture_Study NASA',
u'rel': u'0.4667'
}], [], [], [], [],
[{
u'couple': u'Scientific_journal Astrophysics',
u'rel': u'0.4706'
}, {
u'couple': u'Scientific_journal Astronomy',
u'rel': u'0.4314'
}, {
u'couple': u'Scientific_journal Physics',
u'rel': u'0.4510'
}, {
u'couple': u'Scientific_journal Planetary_science',
u'rel': u'0.4314'
}], [{
u'couple': u'Research Physics',
u'rel': u'0.4431'
}], [],
[{
u'couple': u'Electricity Astrophysics',
u'rel': u'0.4275'
}, {
u'couple': u'Electricity Physics',
u'rel': u'0.4627'
}], [], [], [],
[{
u'couple': u'Plant_cell Atmosphere',
u'rel': u'0.5020'
}], [], [], [], [], []
]
assert results == expected
else:
assert False
