Supplemental web site in support of the paper:

Predicting Human Brain Activity Associated with the Meanings of Nouns,
Tom M. Mitchell, Svetlana V. Shinkareva, Andrew Carlson, Kai-Min Chang, Vicente L. Malave, Robert A. Mason, Marcel Adam Just,
Science, May 30, 2008.

  Home   Semantic Features   Feature Signatures (P1) Feature Signatures (average)  
 

Semantic Features

This page allows you to view the vector of 25 intermediate semantic features for each of the 60 stimulus nouns. Each feature vector gives the normalized co-occurence frequency of the stimulus noun with each of 25 verbs, over a trillion-token corpus of text. Three forms of each verb are used (e.g., "touch, touches, touched"), except for the verb "see" whose past tense is omitted because "saw" is one of the 60 stimulus nouns. Feature vectors are normalized to unit length. For details, see the orignal paper.

Select a stimulus noun: airplane, ant, apartment, arch, arm, barn, bear, bed, bee, beetle, bell, bicycle, bottle, butterfly, car, carrot, cat, celery, chair, chimney, chisel, church, closet, coat, corn, cow, cup, desk, dog, door, dress, dresser, eye, fly, foot, glass, hammer, hand, horse, house, igloo, key, knife, leg, lettuce, pants, pliers, refrigerator, saw, screwdriver, shirt, skirt, spoon, table, telephone, tomato, train, truck, watch, window
Features for bear: (back to top of page)

  • see sees (0.520),
  • say said says (0.520),
  • taste tasted tastes (0.486),
  • wear wore wears (0.214),
  • open opens opened (0.190),
  • run ran runs (0.181),
  • neared nears near (0.167),
  • eat ate eats (0.158),
  • hear hears heard (0.143),
  • drive drove drives (0.085),
  • ride rides rode (0.079),
  • touch touched touches (0.070),
  • break broke breaks (0.069),
  • enter entered enters (0.054),
  • move moved moves (0.054),
  • listen listens listened (0.041),
  • approach approaches approached (0.041),
  • fill filled fills (0.031),
  • clean cleaned cleans (0.024),
  • lift lifted lifts (0.018),
  • rub rubbed rubs (0.018),
  • smell smells smelled (0.018),
  • fear fears feared (0.013),
  • push pushed pushes (0.011),
  • manipulate manipulates manipulated (0.000)

Features for cat: (back to top of page)
  • say said says (0.592),
  • see sees (0.449),
  • eat ate eats (0.435),
  • run ran runs (0.303),
  • hear hears heard (0.208),
  • open opens opened (0.175),
  • smell smells smelled (0.163),
  • clean cleaned cleans (0.146),
  • move moved moves (0.088),
  • listen listens listened (0.075),
  • touch touched touches (0.075),
  • neared nears near (0.069),
  • enter entered enters (0.068),
  • drive drove drives (0.053),
  • ride rides rode (0.052),
  • wear wore wears (0.048),
  • fear fears feared (0.041),
  • lift lifted lifts (0.041),
  • break broke breaks (0.033),
  • fill filled fills (0.031),
  • push pushed pushes (0.031),
  • approach approaches approached (0.028),
  • taste tasted tastes (0.027),
  • rub rubbed rubs (0.022),
  • manipulate manipulates manipulated (0.002)

Features for cow: (back to top of page)
  • eat ate eats (0.421),
  • fear fears feared (0.367),
  • run ran runs (0.261),
  • see sees (0.205),
  • neared nears near (0.115),
  • touch touched touches (0.080),
  • smell smells smelled (0.073),
  • ride rides rode (0.067),
  • hear hears heard (0.061),
  • open opens opened (0.056),
  • fill filled fills (0.048),
  • move moved moves (0.045),
  • enter entered enters (0.043),
  • drive drove drives (0.042),
  • rub rubbed rubs (0.040),
  • clean cleaned cleans (0.039),
  • taste tasted tastes (0.027),
  • break broke breaks (0.027),
  • wear wore wears (0.025),
  • listen listens listened (0.023),
  • approach approaches approached (0.014),
  • lift lifted lifts (0.013),
  • push pushed pushes (0.009),
  • manipulate manipulates manipulated (0.000)

Features for dog: (back to top of page)
  • eat ate eats (0.742),
  • see sees (0.460),
  • run ran runs (0.301),
  • say said says (0.294),
  • open opens opened (0.105),
  • neared nears near (0.097),
  • move moved moves (0.079),
  • enter entered enters (0.078),
  • hear hears heard (0.075),
  • clean cleaned cleans (0.072),
  • smell smells smelled (0.062),
  • break broke breaks (0.060),
  • ride rides rode (0.054),
  • wear wore wears (0.049),
  • drive drove drives (0.042),
  • approach approaches approached (0.031),
  • touch touched touches (0.023),
  • listen listens listened (0.022),
  • fill filled fills (0.020),
  • taste tasted tastes (0.018),
  • fear fears feared (0.015),
  • lift lifted lifts (0.014),
  • push pushed pushes (0.011),
  • rub rubbed rubs (0.004),
  • manipulate manipulates manipulated (0.000)

Features for horse: (back to top of page)
  • ride rides rode (0.961),
  • run ran runs (0.128),
  • see sees (0.123),
  • say said says (0.119),
  • open opens opened (0.092),
  • eat ate eats (0.082),
  • move moved moves (0.054),
  • neared nears near (0.053),
  • wear wore wears (0.052),
  • drive drove drives (0.050),
  • break broke breaks (0.039),
  • enter entered enters (0.034),
  • hear hears heard (0.030),
  • fear fears feared (0.023),
  • smell smells smelled (0.017),
  • fill filled fills (0.017),
  • touch touched touches (0.013),
  • push pushed pushes (0.012),
  • approach approaches approached (0.012),
  • clean cleaned cleans (0.010),
  • lift lifted lifts (0.009),
  • taste tasted tastes (0.005),
  • listen listens listened (0.003),
  • rub rubbed rubs (0.002),
  • manipulate manipulates manipulated (0.000)

Features for arm: (back to top of page)
  • lift lifted lifts (0.548),
  • say said says (0.450),
  • move moved moves (0.441),
  • break broke breaks (0.432),
  • touch touched touches (0.206),
  • open opens opened (0.147),
  • see sees (0.132),
  • run ran runs (0.103),
  • push pushed pushes (0.084),
  • neared nears near (0.079),
  • drive drove drives (0.071),
  • wear wore wears (0.048),
  • rub rubbed rubs (0.030),
  • fill filled fills (0.026),
  • enter entered enters (0.024),
  • clean cleaned cleans (0.021),
  • approach approaches approached (0.019),
  • ride rides rode (0.010),
  • eat ate eats (0.008),
  • hear hears heard (0.007),
  • listen listens listened (0.006),
  • fear fears feared (0.005),
  • manipulate manipulates manipulated (0.003),
  • taste tasted tastes (0.002),
  • smell smells smelled (0.001)

Features for eye: (back to top of page)
  • see sees (0.794),
  • open opens opened (0.328),
  • ride rides rode (0.325),
  • wear wore wears (0.300),
  • say said says (0.187),
  • lift lifted lifts (0.105),
  • clean cleaned cleans (0.095),
  • neared nears near (0.059),
  • fill filled fills (0.042),
  • move moved moves (0.042),
  • enter entered enters (0.034),
  • touch touched touches (0.029),
  • break broke breaks (0.027),
  • run ran runs (0.025),
  • fear fears feared (0.022),
  • rub rubbed rubs (0.011),
  • hear hears heard (0.011),
  • eat ate eats (0.011),
  • approach approaches approached (0.009),
  • push pushed pushes (0.008),
  • drive drove drives (0.007),
  • taste tasted tastes (0.006),
  • listen listens listened (0.004),
  • smell smells smelled (0.003),
  • manipulate manipulates manipulated (0.001)

Features for foot: (back to top of page)
  • break broke breaks (0.481),
  • wear wore wears (0.478),
  • open opens opened (0.388),
  • move moved moves (0.282),
  • see sees (0.265),
  • say said says (0.243),
  • lift lifted lifts (0.229),
  • neared nears near (0.212),
  • touch touched touches (0.153),
  • run ran runs (0.131),
  • rub rubbed rubs (0.105),
  • drive drove drives (0.097),
  • push pushed pushes (0.092),
  • approach approaches approached (0.054),
  • ride rides rode (0.051),
  • fill filled fills (0.039),
  • enter entered enters (0.038),
  • hear hears heard (0.036),
  • fear fears feared (0.034),
  • clean cleaned cleans (0.032),
  • eat ate eats (0.016),
  • smell smells smelled (0.009),
  • taste tasted tastes (0.007),
  • listen listens listened (0.001),
  • manipulate manipulates manipulated (0.000)

Features for hand: (back to top of page)
  • say said says (0.508),
  • see sees (0.470),
  • move moved moves (0.319),
  • open opens opened (0.309),
  • touch touched touches (0.299),
  • drive drove drives (0.262),
  • run ran runs (0.205),
  • neared nears near (0.173),
  • rub rubbed rubs (0.166),
  • lift lifted lifts (0.153),
  • push pushed pushes (0.110),
  • hear hears heard (0.082),
  • fill filled fills (0.077),
  • clean cleaned cleans (0.069),
  • break broke breaks (0.068),
  • enter entered enters (0.061),
  • approach approaches approached (0.031),
  • wear wore wears (0.031),
  • fear fears feared (0.029),
  • eat ate eats (0.028),
  • ride rides rode (0.016),
  • manipulate manipulates manipulated (0.010),
  • taste tasted tastes (0.009),
  • listen listens listened (0.008),
  • smell smells smelled (0.006)

Features for leg: (back to top of page)
  • break broke breaks (0.821),
  • lift lifted lifts (0.427),
  • open opens opened (0.279),
  • say said says (0.129),
  • move moved moves (0.125),
  • run ran runs (0.111),
  • wear wore wears (0.091),
  • see sees (0.070),
  • drive drove drives (0.047),
  • touch touched touches (0.046),
  • push pushed pushes (0.038),
  • rub rubbed rubs (0.034),
  • neared nears near (0.031),
  • clean cleaned cleans (0.018),
  • enter entered enters (0.013),
  • ride rides rode (0.011),
  • eat ate eats (0.011),
  • fill filled fills (0.010),
  • approach approaches approached (0.008),
  • smell smells smelled (0.003),
  • hear hears heard (0.003),
  • fear fears feared (0.001),
  • taste tasted tastes (0.001),
  • manipulate manipulates manipulated (0.000),
  • listen listens listened (0.000)

Features for apartment: (back to top of page)
  • move moved moves (0.654),
  • neared nears near (0.619),
  • clean cleaned cleans (0.238),
  • enter entered enters (0.210),
  • see sees (0.200),
  • open opens opened (0.122),
  • say said says (0.093),
  • fill filled fills (0.080),
  • run ran runs (0.075),
  • drive drove drives (0.070),
  • break broke breaks (0.064),
  • smell smells smelled (0.036),
  • lift lifted lifts (0.024),
  • hear hears heard (0.021),
  • eat ate eats (0.012),
  • approach approaches approached (0.009),
  • ride rides rode (0.007),
  • listen listens listened (0.004),
  • touch touched touches (0.002),
  • push pushed pushes (0.002),
  • fear fears feared (0.002),
  • wear wore wears (0.000),
  • taste tasted tastes (0.000),
  • rub rubbed rubs (0.000),
  • manipulate manipulates manipulated (0.000)

Features for barn: (back to top of page)
  • say said says (0.710),
  • open opens opened (0.485),
  • neared nears near (0.436),
  • see sees (0.148),
  • wear wore wears (0.104),
  • enter entered enters (0.099),
  • fill filled fills (0.094),
  • run ran runs (0.092),
  • move moved moves (0.055),
  • clean cleaned cleans (0.054),
  • ride rides rode (0.041),
  • drive drove drives (0.037),
  • smell smells smelled (0.025),
  • lift lifted lifts (0.025),
  • hear hears heard (0.021),
  • approach approaches approached (0.009),
  • break broke breaks (0.008),
  • eat ate eats (0.006),
  • touch touched touches (0.004),
  • listen listens listened (0.003),
  • fear fears feared (0.002),
  • rub rubbed rubs (0.001),
  • taste tasted tastes (0.000),
  • manipulate manipulates manipulated (0.000),
  • push pushed pushes (0.000)

Features for church: (back to top of page)
  • say said says (0.762),
  • see sees (0.395),
  • neared nears near (0.325),
  • open opens opened (0.265),
  • enter entered enters (0.153),
  • run ran runs (0.143),
  • move moved moves (0.112),
  • hear hears heard (0.101),
  • drive drove drives (0.099),
  • fill filled fills (0.071),
  • break broke breaks (0.042),
  • approach approaches approached (0.033),
  • fear fears feared (0.025),
  • listen listens listened (0.025),
  • wear wore wears (0.022),
  • ride rides rode (0.019),
  • clean cleaned cleans (0.018),
  • touch touched touches (0.010),
  • push pushed pushes (0.005),
  • eat ate eats (0.005),
  • lift lifted lifts (0.004),
  • taste tasted tastes (0.001),
  • smell smells smelled (0.001),
  • manipulate manipulates manipulated (0.000),
  • rub rubbed rubs (0.000)

Features for house: (back to top of page)
  • open opens opened (0.837),
  • say said says (0.270),
  • move moved moves (0.224),
  • run ran runs (0.223),
  • neared nears near (0.210),
  • clean cleaned cleans (0.166),
  • see sees (0.148),
  • enter entered enters (0.114),
  • break broke breaks (0.108),
  • drive drove drives (0.058),
  • fill filled fills (0.044),
  • hear hears heard (0.035),
  • eat ate eats (0.018),
  • approach approaches approached (0.016),
  • listen listens listened (0.013),
  • ride rides rode (0.013),
  • smell smells smelled (0.012),
  • fear fears feared (0.011),
  • wear wore wears (0.011),
  • push pushed pushes (0.009),
  • lift lifted lifts (0.007),
  • touch touched touches (0.005),
  • taste tasted tastes (0.002),
  • manipulate manipulates manipulated (0.001),
  • rub rubbed rubs (0.000)

Features for igloo: (back to top of page)
  • open opens opened (0.649),
  • eat ate eats (0.564),
  • see sees (0.420),
  • say said says (0.204),
  • enter entered enters (0.181),
  • neared nears near (0.067),
  • fill filled fills (0.067),
  • hear hears heard (0.000),
  • listen listens listened (0.000),
  • taste tasted tastes (0.000),
  • smell smells smelled (0.000),
  • touch touched touches (0.000),
  • rub rubbed rubs (0.000),
  • manipulate manipulates manipulated (0.000),
  • run ran runs (0.000),
  • push pushed pushes (0.000),
  • move moved moves (0.000),
  • fear fears feared (0.000),
  • approach approaches approached (0.000),
  • drive drove drives (0.000),
  • wear wore wears (0.000),
  • lift lifted lifts (0.000),
  • break broke breaks (0.000),
  • clean cleaned cleans (0.000),
  • ride rides rode (0.000)

Features for arch: (back to top of page)
  • neared nears near (0.614),
  • see sees (0.474),
  • open opens opened (0.422),
  • move moved moves (0.268),
  • say said says (0.244),
  • clean cleaned cleans (0.185),
  • run ran runs (0.129),
  • touch touched touches (0.127),
  • drive drove drives (0.075),
  • approach approaches approached (0.060),
  • fill filled fills (0.054),
  • lift lifted lifts (0.053),
  • break broke breaks (0.047),
  • eat ate eats (0.035),
  • enter entered enters (0.032),
  • fear fears feared (0.024),
  • ride rides rode (0.018),
  • wear wore wears (0.015),
  • hear hears heard (0.012),
  • listen listens listened (0.009),
  • rub rubbed rubs (0.007),
  • push pushed pushes (0.004),
  • taste tasted tastes (0.000),
  • smell smells smelled (0.000),
  • manipulate manipulates manipulated (0.000)

Features for chimney: (back to top of page)
  • clean cleaned cleans (0.893),
  • neared nears near (0.276),
  • run ran runs (0.205),
  • see sees (0.175),
  • fill filled fills (0.126),
  • say said says (0.119),
  • open opens opened (0.100),
  • enter entered enters (0.074),
  • drive drove drives (0.070),
  • push pushed pushes (0.037),
  • wear wore wears (0.033),
  • touch touched touches (0.030),
  • move moved moves (0.027),
  • break broke breaks (0.015),
  • smell smells smelled (0.008),
  • lift lifted lifts (0.006),
  • approach approaches approached (0.003),
  • hear hears heard (0.003),
  • listen listens listened (0.002),
  • eat ate eats (0.002),
  • taste tasted tastes (0.000),
  • rub rubbed rubs (0.000),
  • manipulate manipulates manipulated (0.000),
  • fear fears feared (0.000),
  • ride rides rode (0.000)

Features for closet: (back to top of page)
  • open opens opened (0.768),
  • clean cleaned cleans (0.515),
  • see sees (0.258),
  • say said says (0.161),
  • enter entered enters (0.143),
  • fill filled fills (0.121),
  • run ran runs (0.094),
  • move moved moves (0.059),
  • neared nears near (0.057),
  • wear wore wears (0.031),
  • fear fears feared (0.017),
  • approach approaches approached (0.013),
  • eat ate eats (0.013),
  • drive drove drives (0.013),
  • push pushed pushes (0.010),
  • hear hears heard (0.009),
  • lift lifted lifts (0.009),
  • break broke breaks (0.008),
  • smell smells smelled (0.007),
  • rub rubbed rubs (0.002),
  • listen listens listened (0.002),
  • touch touched touches (0.001),
  • taste tasted tastes (0.000),
  • manipulate manipulates manipulated (0.000),
  • ride rides rode (0.000)

Features for door: (back to top of page)
  • open opens opened (0.996),
  • say said says (0.037),
  • enter entered enters (0.036),
  • neared nears near (0.031),
  • see sees (0.029),
  • run ran runs (0.027),
  • hear hears heard (0.027),
  • push pushed pushes (0.024),
  • move moved moves (0.017),
  • drive drove drives (0.015),
  • break broke breaks (0.012),
  • approach approaches approached (0.008),
  • lift lifted lifts (0.008),
  • listen listens listened (0.003),
  • touch touched touches (0.003),
  • clean cleaned cleans (0.003),
  • fill filled fills (0.002),
  • fear fears feared (0.001),
  • ride rides rode (0.001),
  • wear wore wears (0.001),
  • eat ate eats (0.001),
  • smell smells smelled (0.000),
  • rub rubbed rubs (0.000),
  • taste tasted tastes (0.000),
  • manipulate manipulates manipulated (0.000)

Features for window: (back to top of page)
  • open opens opened (0.998),
  • see sees (0.050),
  • enter entered enters (0.014),
  • move moved moves (0.012),
  • run ran runs (0.010),
  • neared nears near (0.009),
  • say said says (0.008),
  • break broke breaks (0.008),
  • drive drove drives (0.007),
  • fill filled fills (0.004),
  • clean cleaned cleans (0.003),
  • lift lifted lifts (0.002),
  • touch touched touches (0.002),
  • wear wore wears (0.002),
  • approach approaches approached (0.002),
  • hear hears heard (0.002),
  • eat ate eats (0.001),
  • push pushed pushes (0.001),
  • listen listens listened (0.001),
  • ride rides rode (0.001),
  • manipulate manipulates manipulated (0.000),
  • fear fears feared (0.000),
  • smell smells smelled (0.000),
  • taste tasted tastes (0.000),
  • rub rubbed rubs (0.000)

Features for coat: (back to top of page)
  • wear wore wears (0.739),
  • open opens opened (0.580),
  • drive drove drives (0.194),
  • see sees (0.161),
  • clean cleaned cleans (0.136),
  • say said says (0.127),
  • ride rides rode (0.105),
  • fill filled fills (0.054),
  • run ran runs (0.045),
  • move moved moves (0.040),
  • touch touched touches (0.028),
  • push pushed pushes (0.019),
  • rub rubbed rubs (0.018),
  • neared nears near (0.016),
  • lift lifted lifts (0.012),
  • enter entered enters (0.011),
  • break broke breaks (0.009),
  • smell smells smelled (0.009),
  • approach approaches approached (0.007),
  • hear hears heard (0.004),
  • taste tasted tastes (0.003),
  • eat ate eats (0.003),
  • listen listens listened (0.002),
  • fear fears feared (0.001),
  • manipulate manipulates manipulated (0.000)

Features for dress: (back to top of page)
  • wear wore wears (0.843),
  • open opens opened (0.474),
  • see sees (0.198),
  • drive drove drives (0.101),
  • say said says (0.092),
  • clean cleaned cleans (0.043),
  • lift lifted lifts (0.037),
  • eat ate eats (0.034),
  • run ran runs (0.027),
  • taste tasted tastes (0.023),
  • move moved moves (0.017),
  • push pushed pushes (0.016),
  • ride rides rode (0.016),
  • neared nears near (0.014),
  • touch touched touches (0.014),
  • enter entered enters (0.006),
  • fill filled fills (0.006),
  • approach approaches approached (0.003),
  • hear hears heard (0.003),
  • listen listens listened (0.003),
  • break broke breaks (0.002),
  • smell smells smelled (0.001),
  • rub rubbed rubs (0.001),
  • fear fears feared (0.001),
  • manipulate manipulates manipulated (0.000)

Features for pants: (back to top of page)
  • wear wore wears (0.773),
  • open opens opened (0.616),
  • see sees (0.102),
  • break broke breaks (0.066),
  • say said says (0.063),
  • ride rides rode (0.047),
  • clean cleaned cleans (0.027),
  • run ran runs (0.017),
  • push pushed pushes (0.015),
  • move moved moves (0.013),
  • touch touched touches (0.013),
  • rub rubbed rubs (0.012),
  • fill filled fills (0.012),
  • fear fears feared (0.010),
  • approach approaches approached (0.007),
  • eat ate eats (0.007),
  • hear hears heard (0.006),
  • smell smells smelled (0.005),
  • enter entered enters (0.005),
  • drive drove drives (0.004),
  • neared nears near (0.004),
  • lift lifted lifts (0.004),
  • listen listens listened (0.003),
  • taste tasted tastes (0.001),
  • manipulate manipulates manipulated (0.000)

Features for shirt: (back to top of page)
  • wear wore wears (0.739),
  • open opens opened (0.554),
  • say said says (0.302),
  • see sees (0.177),
  • clean cleaned cleans (0.095),
  • lift lifted lifts (0.075),
  • run ran runs (0.058),
  • break broke breaks (0.045),
  • touch touched touches (0.036),
  • eat ate eats (0.036),
  • ride rides rode (0.034),
  • push pushed pushes (0.022),
  • enter entered enters (0.017),
  • fear fears feared (0.015),
  • drive drove drives (0.011),
  • move moved moves (0.011),
  • fill filled fills (0.008),
  • rub rubbed rubs (0.006),
  • smell smells smelled (0.006),
  • neared nears near (0.005),
  • listen listens listened (0.004),
  • taste tasted tastes (0.003),
  • hear hears heard (0.002),
  • approach approaches approached (0.002),
  • manipulate manipulates manipulated (0.000)

Features for skirt: (back to top of page)
  • break broke breaks (0.734),
  • wear wore wears (0.520),
  • lift lifted lifts (0.311),
  • open opens opened (0.288),
  • see sees (0.083),
  • say said says (0.045),
  • ride rides rode (0.028),
  • push pushed pushes (0.025),
  • run ran runs (0.020),
  • clean cleaned cleans (0.016),
  • touch touched touches (0.016),
  • move moved moves (0.013),
  • rub rubbed rubs (0.009),
  • neared nears near (0.005),
  • fill filled fills (0.002),
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Features for celery: (back to top of page)
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Features for corn: (back to top of page)
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Features for lettuce: (back to top of page)
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Features for tomato: (back to top of page)
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Features for airplane: (back to top of page)
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Features for bicycle: (back to top of page)
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Features for car: (back to top of page)
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Features for train: (back to top of page)
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Features for truck: (back to top of page)
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Last modified on May 27, 2008 by tom.mitchell@cmu.edu