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 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 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")
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 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
