In [1]:
import os
In [4]:
os.getcwd()
Out[4]:
'/Users/vunguyen/CS512_link_predictor'
In [5]:
os.chdir('/Users/vunguyen/CS512_link_predictor/data')
In [6]:
with open('id_pairs_hashed_sorted.txt') as f:
content = f.read().splitlines()
In [7]:
unique_ids = set()
In [8]:
for i in xrange(len(content)):
worker2manager = content[i].split('\t')
unique_ids.add(worker2manager[0])
unique_ids.add(worker2manager[1])
In [9]:
len(unique_ids)
Out[9]:
469176
In [ ]:
60k*60k - 60k
(a, b) where a != b
In [68]:
tspace_interactions = {
'commented': {}, # actor => set of people
'liked': {},
'mentioned': {}
}
verbs = set()
# TODO: group similar actions
tspace_types_of_interaction = set(['commented', 'liked', 'mentioned'])
In [69]:
with open('anon_tSpace_sorted.txt') as f:
content = f.read().splitlines()
In [70]:
for i in xrange(len(content)):
record = content[i].split('|')
if (len(record) >= 4 and record[1] in tspace_types_of_interaction):
(time, action, page, actor, rest) = (record[0], record[1], record[2], record[3], record[4:])
# must include (time, action, page, actor, receiver(s))
if (actor not in tspace_interactions[action]):
tspace_interactions[action][actor] = rest
else:
tspace_interactions[action][actor].extend(rest)
In [ ]:
In [75]:
len(tspace_interactions['mentioned'].keys())
Out[75]:
1671
In [84]:
tspace_interactions['mentioned']
Out[84]:
{'0fa85790cf45': ['9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078',
'9c73856896e7',
'8e00a1a573e5',
'0a6490de7078'],
'8ad9351df242': ['5ec023f2059b',
'4d3eef98de44',
'3f0883447436',
'5ec023f2059b',
'4d3eef98de44',
'3f0883447436'],
'97632f1ec48b': ['beb56b29baca',
'a9f0e46ed2b7',
'NoMATCH',
'beb56b29baca',
'a9f0e46ed2b7',
'NoMATCH',
'beb56b29baca',
'a9f0e46ed2b7',
'NoMATCH'],
'd1ce96817209': ['e2100c5032ab',
'676432548691',
'4fbc75226ef7',
'e2100c5032ab',
'676432548691',
'4fbc75226ef7',
'e2100c5032ab',
'676432548691',
'4fbc75226ef7',
'e2100c5032ab',
'676432548691',
'4fbc75226ef7',
'e2100c5032ab',
'676432548691',
'4fbc75226ef7',
'e2100c5032ab',
'676432548691',
'4fbc75226ef7',
'e2100c5032ab',
'676432548691',
'4fbc75226ef7',
'e2100c5032ab',
'676432548691',
'4fbc75226ef7',
'e2100c5032ab',
'676432548691',
'4fbc75226ef7',
'e2100c5032ab',
'676432548691',
'4fbc75226ef7',
'e2100c5032ab',
'676432548691',
'4fbc75226ef7',
'e2100c5032ab',
'676432548691',
'4fbc75226ef7',
'e2100c5032ab',
'676432548691',
'4fbc75226ef7',
'e2100c5032ab',
'676432548691',
'4fbc75226ef7'],
'abb7913481cb': ['21375b67d461', '25ed14def326'],
'7ffc7a8d2634': ['4e5fa0df6ac4'],
'0312f8cb1ae7': ['541c88e3c7d4',
'e8476c4772a2',
'541c88e3c7d4',
'e8476c4772a2',
'541c88e3c7d4',
'e8476c4772a2',
'541c88e3c7d4',
'e8476c4772a2'],
'8782e4cc6cba': ['2f1050dd34f4',
'fb876b04ab50',
'NoMATCH',
'2f1050dd34f4',
'fb876b04ab50',
'NoMATCH',
'2f1050dd34f4',
'fb876b04ab50',
'NoMATCH',
'2f1050dd34f4',
'fb876b04ab50',
'NoMATCH',
'2f1050dd34f4',
'fb876b04ab50',
'NoMATCH',
'2f1050dd34f4',
'fb876b04ab50',
'NoMATCH',
'2f1050dd34f4',
'fb876b04ab50',
'NoMATCH',
'2f1050dd34f4',
'fb876b04ab50',
'NoMATCH',
'2f1050dd34f4',
'fb876b04ab50',
'NoMATCH',
'2f1050dd34f4',
'fb876b04ab50',
'NoMATCH',
'b8cc33d0638d',
'b41efb7dbe91',
'90f7a8387c29',
'b8cc33d0638d',
'b41efb7dbe91',
'90f7a8387c29',
'b8cc33d0638d',
'b41efb7dbe91',
'90f7a8387c29',
'b8cc33d0638d',
'b41efb7dbe91',
'90f7a8387c29',
'b8cc33d0638d',
'b41efb7dbe91',
'90f7a8387c29'],
'23a9e4ccb978': ['NoMATCH',
'NoMATCH',
'NoMATCH',
'NoMATCH',
'af8f4a0404fd',
'af8f4a0404fd',
'2d03f5006bbe',
'62eb069fbe33',
'62eb069fbe33',
'b8838d46c5f0',
'aee5a443beed',
'e39836b2ea24',
'NoMATCH',
'dc5bf7da68cf',
'e39836b2ea24',
'NoMATCH',
'dc5bf7da68cf',
'e39836b2ea24',
'NoMATCH',
'dc5bf7da68cf',
'e39836b2ea24',
'NoMATCH',
'dc5bf7da68cf',
'e39836b2ea24',
'NoMATCH',
'dc5bf7da68cf',
'e39836b2ea24',
'NoMATCH',
'dc5bf7da68cf',
'e39836b2ea24',
'NoMATCH',
'dc5bf7da68cf',
'e39836b2ea24',
'NoMATCH',
'dc5bf7da68cf',
'22aa6495d4b8',
'NoMATCH',
'22aa6495d4b8',
'NoMATCH',
'722c9f6d3e8f',
'722c9f6d3e8f',
'c43867a43296',
'NoMATCH',
'80fb8af96832',
'c43867a43296',
'NoMATCH',
'80fb8af96832',
'c43867a43296',
'NoMATCH',
'80fb8af96832',
'c43867a43296',
'NoMATCH',
'80fb8af96832',
'c43867a43296',
'NoMATCH',
'80fb8af96832',
'c43867a43296',
'NoMATCH',
'80fb8af96832',
'c43867a43296',
'NoMATCH',
'80fb8af96832',
'c43867a43296',
'NoMATCH',
'80fb8af96832',
'c43867a43296',
'NoMATCH',
'80fb8af96832',
'c43867a43296',
'NoMATCH',
'80fb8af96832',
'c43867a43296',
'NoMATCH',
'80fb8af96832'],
'43f689c294a8': ['4af15230a1f4',
'318439168b65',
'9d3bfae0b0d4',
'4af15230a1f4',
'318439168b65',
'9d3bfae0b0d4'],
'727e71731600': ['848514cbd302',
'97302995f6ef',
'e0181860f582',
'89bde6a558c2',
'db5ed0412462'],
'725de8d3b796': ['bd24cbbdba2c',
'NoMATCH',
'90e9c294ebfe',
'bd24cbbdba2c',
'NoMATCH',
'90e9c294ebfe',
'NoMATCH',
'90e9c294ebfe',
'7eb05a534e35',
'NoMATCH',
'90e9c294ebfe',
'7eb05a534e35',
'NoMATCH',
'90e9c294ebfe',
'7eb05a534e35',
'NoMATCH',
'90e9c294ebfe',
'7eb05a534e35'],
'15b8ba121343': ['c4040bb7ecaf',
'36d2dbbf6fb7',
'3a3f377320ec',
'c4040bb7ecaf',
'36d2dbbf6fb7',
'3a3f377320ec',
'c4040bb7ecaf',
'36d2dbbf6fb7',
'3a3f377320ec'],
'dc5d0ec79f88': ['8aa8480f104f', 'dafcfed7d645'],
'9e2a0ad66ec7': ['e00637780e97', '7f77860f6940', '40a7b5bfa22a'],
'a8c3acbaa545': ['6b59582705b0',
'670c94a2d6f5',
'8c4d197f7c09',
'6b59582705b0',
'670c94a2d6f5',
'8c4d197f7c09',
'6b59582705b0',
'670c94a2d6f5',
'8c4d197f7c09',
'6b59582705b0',
'670c94a2d6f5',
'8c4d197f7c09',
'6b59582705b0',
'670c94a2d6f5',
'8c4d197f7c09',
'6b59582705b0',
'670c94a2d6f5',
'8c4d197f7c09',
'6b59582705b0',
'670c94a2d6f5',
'8c4d197f7c09',
'6b59582705b0',
'670c94a2d6f5',
'8c4d197f7c09',
'6b59582705b0',
'670c94a2d6f5',
'8c4d197f7c09',
'b80b4d04dfaf',
'NoMATCH',
'6b59582705b0',
'bc6fb20e01e6',
'NoMATCH',
'6b59582705b0',
'bc6fb20e01e6',
'NoMATCH',
'6b59582705b0',
'bc6fb20e01e6',
'NoMATCH',
'6b59582705b0',
'bc6fb20e01e6'],
'5fcb4fa3e99e': ['92b6a82eb3b1',
'12a5975adb10',
'e12c5f993c4b',
'92b6a82eb3b1',
'12a5975adb10',
'e12c5f993c4b',
'92b6a82eb3b1',
'12a5975adb10',
'e12c5f993c4b',
'92b6a82eb3b1',
'12a5975adb10',
'e12c5f993c4b',
'92b6a82eb3b1',
'12a5975adb10',
'e12c5f993c4b',
'92b6a82eb3b1',
'12a5975adb10',
'e12c5f993c4b',
'92b6a82eb3b1',
'12a5975adb10',
'e12c5f993c4b',
'92b6a82eb3b1',
'12a5975adb10',
'e12c5f993c4b'],
'38eeb9fe6924': ['NoMATCH',
'c872d8056515',
'21c1d6c3ee37',
'NoMATCH',
'c872d8056515',
'21c1d6c3ee37',
'28f7669b8180',
'28f7669b8180',
'a5406798d943'],
'599a9966fa86': ['d97b79f7cff5',
'5c8c02fa7e41',
'7c4d78e6fd96',
'd97b79f7cff5',
'5c8c02fa7e41',
'7c4d78e6fd96'],
'4a9375f72e4c': ['1583be0a7b15',
'ea682bf22eae',
'afeac2af165f',
'1583be0a7b15',
'ea682bf22eae',
'afeac2af165f',
'1583be0a7b15',
'ea682bf22eae',
'afeac2af165f',
'1583be0a7b15',
'ea682bf22eae',
'afeac2af165f',
'424bf5b6e61f',
'424bf5b6e61f',
'aea06d0a12b9',
'1c0129530d7f',
'aea06d0a12b9',
'1c0129530d7f'],
'3881a72f6803': ['8725df175ccd',
'9b927a7f42dc',
'8725df175ccd',
'98e05950a060',
'98e05950a060',
'9b927a7f42dc',
'98e05950a060',
'9b927a7f42dc',
'98e05950a060',
'9f5f128ad7ff',
'9f5f128ad7ff',
'9b927a7f42dc',
'98e05950a060',
'9b927a7f42dc',
'98e05950a060',
'9f5f128ad7ff',
'9b927a7f42dc',
'9f5f128ad7ff',
'9b927a7f42dc',
'9f5f128ad7ff',
'9f5f128ad7ff'],
'7b1a2b4f7c36': ['76984dbf7291'],
'913d48a08ca1': ['a8bedf807665',
'780d1d2da2c0',
'4e734f00ce83',
'a8bedf807665',
'780d1d2da2c0',
'4e734f00ce83',
'a8bedf807665',
'c3d86af20efc',
'a8bedf807665',
'c3d86af20efc',
'780d1d2da2c0',
'4793a45ad154',
'dcc7dd63a88b',
'780d1d2da2c0',
'4793a45ad154',
'dcc7dd63a88b',
'af663d9bd610',
'02f412665b9e',
'd2e951ccbcee',
'af663d9bd610',
'02f412665b9e',
'd2e951ccbcee',
'298a117fd6b8',
'780d1d2da2c0',
'a8bedf807665',
'a8bedf807665',
'bddb74a8ed8b',
'4793a45ad154',
'a8bedf807665',
'bddb74a8ed8b',
'4793a45ad154',
'a8bedf807665',
'f388ba38b24c',
'0e0e49aa5100',
'a8bedf807665',
'4793a45ad154',
'b2df16cf2f1a',
'a8bedf807665',
'4793a45ad154',
'b2df16cf2f1a',
'a8bedf807665',
'b2df16cf2f1a',
'af663d9bd610',
'a8bedf807665',
'b2df16cf2f1a',
'af663d9bd610',
'a8bedf807665',
'8eae0dd3f9d5',
'a8bedf807665',
'8eae0dd3f9d5',
'a8bedf807665',
'8eae0dd3f9d5',
'a8bedf807665',
'62a56b9cf2ac',
'a8bedf807665',
'62a56b9cf2ac',
'a8bedf807665',
'a8bedf807665',
'b228f4683a8b',
'a8bedf807665',
'370db6454b16',
'b228f4683a8b',
'a8bedf807665',
'370db6454b16',
'a8bedf807665',
'a8bedf807665',
'a8bedf807665',
'a8bedf807665'],
'79b7dcfeb46c': ['f73e62214295',
'a98ea03703fb',
'854433d283dd',
'f73e62214295',
'a98ea03703fb',
'854433d283dd',
'f73e62214295',
'a98ea03703fb',
'854433d283dd',
'f73e62214295',
'a98ea03703fb',
'854433d283dd',
'f73e62214295',
'a98ea03703fb',
'854433d283dd'],
'edcd0714ee7d': ['3249897858aa',
'3249897858aa',
'275342b26b35',
'NoMATCH',
'6849fc8450b7',
'275342b26b35',
'NoMATCH',
'6849fc8450b7',
'275342b26b35',
'NoMATCH',
'6849fc8450b7',
'275342b26b35',
'NoMATCH',
'6849fc8450b7',
'275342b26b35',
'NoMATCH',
'6849fc8450b7',
'275342b26b35',
'NoMATCH',
'6849fc8450b7',
'275342b26b35',
'NoMATCH',
'6849fc8450b7',
'275342b26b35',
'NoMATCH',
'6849fc8450b7',
'275342b26b35',
'NoMATCH',
'6849fc8450b7',
'bb4f8aec55a8',
'2e764a11dea0',
'c73a4a4e0707',
'bb4f8aec55a8',
'2e764a11dea0',
'c73a4a4e0707',
'bb4f8aec55a8',
'2e764a11dea0',
'c73a4a4e0707',
'bb4f8aec55a8',
'2e764a11dea0',
'c73a4a4e0707',
'bb4f8aec55a8',
'2e764a11dea0',
'c73a4a4e0707',
'bb4f8aec55a8',
'2e764a11dea0',
'c73a4a4e0707',
'NoMATCH',
'c73a4a4e0707',
'NoMATCH',
'c73a4a4e0707',
'0dda5063d13b',
'0dda5063d13b',
'f15f164c40bc',
'0dda5063d13b',
'f15f164c40bc'],
'fd9c9f87acdd': ['87a53fd19dee',
'87a53fd19dee',
'384cf71a00ef',
'2ab5fc94183b',
'427c1f01e8f7',
'21c469f8ec4e',
'2ab5fc94183b',
'427c1f01e8f7',
'21c469f8ec4e',
'2ab5fc94183b',
'427c1f01e8f7',
'21c469f8ec4e',
'5a6d1a8415ba',
'384cf71a00ef',
'6f3a27dddd63',
'8a8467d21edf',
'384cf71a00ef',
'6f3a27dddd63',
'8a8467d21edf',
'384cf71a00ef',
'6f3a27dddd63',
'8a8467d21edf',
'384cf71a00ef',
'6f3a27dddd63',
'8a8467d21edf',
'384cf71a00ef',
'6f3a27dddd63',
'8a8467d21edf',
'384cf71a00ef',
'6f3a27dddd63',
'8a8467d21edf',
'384cf71a00ef',
'6f3a27dddd63',
'8a8467d21edf',
'384cf71a00ef',
'6f3a27dddd63',
'8a8467d21edf',
'384cf71a00ef',
'6f3a27dddd63',
'8a8467d21edf',
'384cf71a00ef',
'384cf71a00ef',
'093be8786fac',
'2ab5fc94183b',
'384cf71a00ef',
'093be8786fac',
'2ab5fc94183b',
'384cf71a00ef',
'093be8786fac',
'2ab5fc94183b',
'384cf71a00ef',
'093be8786fac',
'2ab5fc94183b',
'384cf71a00ef',
'093be8786fac',
'2ab5fc94183b',
'21c469f8ec4e',
'2ab5fc94183b',
'21c469f8ec4e',
'2ab5fc94183b',
'21c469f8ec4e',
'2ab5fc94183b',
'21c469f8ec4e',
'2ab5fc94183b',
'2ab5fc94183b',
'093be8786fac',
'6f3a27dddd63',
'2ab5fc94183b',
'093be8786fac',
'6f3a27dddd63',
'2ab5fc94183b',
'093be8786fac',
'6f3a27dddd63',
'2ab5fc94183b',
'093be8786fac',
'6f3a27dddd63',
'2ab5fc94183b',
'093be8786fac',
'6f3a27dddd63',
'2ab5fc94183b',
'093be8786fac',
'6f3a27dddd63',
'f0dfa1f7ffd5',
'f0dfa1f7ffd5',
'f0dfa1f7ffd5',
'a507fc4fffdb',
'f0dfa1f7ffd5',
'a507fc4fffdb',
'f0dfa1f7ffd5',
'a507fc4fffdb',
'f0dfa1f7ffd5',
'a507fc4fffdb',
'c552f4202553',
'0f6caf8166d3',
'f2b11f041199',
'8757e581cbd7',
'0f6caf8166d3',
'f2b11f041199',
'8757e581cbd7',
'0f6caf8166d3',
'f2b11f041199',
'8757e581cbd7',
'0f6caf8166d3',
'f2b11f041199',
'8757e581cbd7',
'0f6caf8166d3',
'f2b11f041199',
'8757e581cbd7',
'0f6caf8166d3',
'f2b11f041199',
'8757e581cbd7',
'b1cafb2edde7',
'b1cafb2edde7',
'093be8786fac',
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'8de05ba7f519',
'fdd6ee9c7332',
'NoMATCH',
'8de05ba7f519',
'fdd6ee9c7332',
'NoMATCH',
'8de05ba7f519',
'fdd6ee9c7332',
'NoMATCH',
'8de05ba7f519',
'fdd6ee9c7332',
'NoMATCH',
'8de05ba7f519',
'fdd6ee9c7332',
'NoMATCH',
'8de05ba7f519',
'fdd6ee9c7332',
'NoMATCH',
'8de05ba7f519',
'fdd6ee9c7332',
'NoMATCH',
'8de05ba7f519',
'fdd6ee9c7332',
'NoMATCH',
'8de05ba7f519',
'fdd6ee9c7332',
'NoMATCH',
'b7aeeaf04a3f',
'fdd6ee9c7332',
'8de05ba7f519',
'b7aeeaf04a3f',
'fdd6ee9c7332',
'8de05ba7f519',
'b7aeeaf04a3f',
'fdd6ee9c7332',
'8de05ba7f519',
'b7aeeaf04a3f',
'fdd6ee9c7332',
'8de05ba7f519',
'8de05ba7f519',
'fdd6ee9c7332',
'8de05ba7f519',
'fdd6ee9c7332',
'fdd6ee9c7332',
'8de05ba7f519',
'b9144c35866c',
'fdd6ee9c7332',
'8de05ba7f519',
'b9144c35866c',
'fdd6ee9c7332',
'8de05ba7f519',
'b9144c35866c',
'fdd6ee9c7332',
'8de05ba7f519',
'b9144c35866c',
'fdd6ee9c7332',
'8de05ba7f519',
'b9144c35866c',
'fdd6ee9c7332',
'8de05ba7f519',
'b9144c35866c',
'fdd6ee9c7332',
'8de05ba7f519',
'b9144c35866c'],
'7288a4249bd2': ['1faa7b26499f', '70cf53014ddb', 'NoMATCH'],
'bb0b7b64db9c': ['afac74743223'],
'f4af997d2e2a': ['NoMATCH',
'8506121ee207',
'NoMATCH',
'NoMATCH',
'8506121ee207',
'NoMATCH',
'NoMATCH',
'8506121ee207',
'NoMATCH',
'NoMATCH',
'8506121ee207',
'NoMATCH',
'NoMATCH',
'8506121ee207',
'NoMATCH',
'NoMATCH',
'8506121ee207',
'NoMATCH',
'NoMATCH',
'8506121ee207',
'NoMATCH',
'NoMATCH',
'8506121ee207',
'NoMATCH',
'9be3a0d8e1d4',
'8506121ee207',
'2100e21e6427',
'9be3a0d8e1d4',
'8506121ee207',
'2100e21e6427',
'9be3a0d8e1d4',
'8506121ee207',
'2100e21e6427',
'9be3a0d8e1d4',
'8506121ee207',
'2100e21e6427',
'9be3a0d8e1d4',
'8506121ee207',
'2100e21e6427',
'9be3a0d8e1d4',
'8506121ee207',
'2100e21e6427',
'9be3a0d8e1d4',
'8506121ee207',
'2100e21e6427',
'9be3a0d8e1d4',
'8506121ee207',
'2100e21e6427',
'9be3a0d8e1d4',
'8506121ee207',
'2100e21e6427',
'8506121ee207',
'NoMATCH',
'NoMATCH',
'8506121ee207',
'NoMATCH',
'NoMATCH',
'2100e21e6427',
'8506121ee207',
'2100e21e6427',
'8506121ee207',
'2100e21e6427',
'8506121ee207'],
'b890ae481b6b': ['d66e5fcf438b', '0647127ee303'],
'bcb4311eec81': ['f4a70729fe28', 'f4a70729fe28'],
'93a8a2d8bbfb': ['957b5241d319',
'a80a261931ea',
'9cbc751cff91',
'957b5241d319',
'a80a261931ea',
'9cbc751cff91'],
'0c432b25525d': ['8c44ff5ba41c', 'c93ded5846cf'],
'f6d56911b187': ['04176faa132c',
'796e17869fe4',
'c3ad42a223c5',
'f09e6863f017',
'd350a1736189',
'c3ad42a223c5',
'f09e6863f017',
'd350a1736189',
'c3ad42a223c5',
'f09e6863f017',
'd350a1736189',
'c3ad42a223c5',
'f09e6863f017',
'd350a1736189',
'c3ad42a223c5',
'f09e6863f017',
'd350a1736189',
'4534937efe14',
'4534937efe14',
'114ca78c034f',
'7e5fa60b0c40',
'4e163688383f',
'114ca78c034f',
'7e5fa60b0c40',
'4e163688383f',
'114ca78c034f',
'7e5fa60b0c40',
'4e163688383f',
'114ca78c034f',
'7e5fa60b0c40',
'4e163688383f',
'114ca78c034f',
'7e5fa60b0c40',
'4e163688383f',
'1ed15a07ac6a',
'93a66858d115',
'1ed15a07ac6a',
'93a66858d115',
'1cb1f1c46295',
'NoMATCH',
'6eafb9add512',
'NoMATCH',
'6eafb9add512'],
'bc0fadbf8cee': ['af8f4a0404fd',
'NoMATCH',
'NoMATCH',
'af8f4a0404fd',
'NoMATCH',
'NoMATCH'],
'bc1101152cd1': ['c9bc836e1999',
'29c028ce88c0',
'bfc8e9e89216',
'c9bc836e1999',
'29c028ce88c0',
'bfc8e9e89216'],
'88b455e65a38': ['50d85ea0acec',
'ae3cb46c27ac',
'c08fba6edf41',
'50d85ea0acec',
'ae3cb46c27ac',
'c08fba6edf41',
'50d85ea0acec',
'ae3cb46c27ac',
'c08fba6edf41'],
'5f1cb3c52e9c': ['6db997b0a730',
'50b5f335dfb0',
'87bc6c9c7433',
'6db997b0a730',
'50b5f335dfb0',
'87bc6c9c7433',
'6db997b0a730',
'50b5f335dfb0',
'87bc6c9c7433',
'6db997b0a730',
'50b5f335dfb0',
'87bc6c9c7433',
'f4f88c9e1e2e',
'f4f88c9e1e2e'],
'8534d605ae1c': ['9ed1deca4353', '9ed1deca4353'],
...}
In [38]:
record
Out[38]:
['2013-01-28T12:39:35.151-08:00',
'liked',
'd0bd7b93db07',
'NoMATCH',
'NoMATCH']
In [39]:
record[4:]
Out[39]:
['NoMATCH']
In [45]:
test['bbb'] = record[4:]
In [47]:
test['bbb'].extend(['a','b'])
In [48]:
test['bbb']
Out[48]:
['NoMATCH', 'a', 'b']
In [82]:
organization = {} # boss -> list of employees
with open('id_pairs_hashed_sorted.txt') as f:
content = f.read().splitlines()
In [83]:
for i in xrange(len(content)):
relation = content[i].split('\t')
if (relation[1] not in organization.keys()):
organization[relation[1]] = list()
else:
organization[relation[1]].append(relation[0])
In [85]:
organization
Out[85]:
{'5b555ebbc01c': ['1ff9eda72032',
'28948dfc596a',
'54a51fcbb427',
'57d84581feca',
'590b8698ca1b',
'87492c29e4ab',
'c5f7abfdafd0',
'fd200e78d47e'],
'1058b1ad54d4': ['2394b8777e3f',
'67ac5729dd80',
'7c93d4dd84bf',
'9f578aeae54c'],
'3b2797649a07': ['19364cfcc1c2',
'26e1731c07c7',
'3cb360b5a273',
'4364d39742cd',
'5381138b52d7',
'53c1f31e531c',
'6b61b20bd048',
'841c712bd607',
'86dace72f892',
'b0054d1f2ece',
'c3a9656a666a',
'd19b82a75b72',
'e5cddbe09a24',
'f5553298948b'],
'7c27ca1fa289': [],
'0635796dc7ad': [],
'58e5fcd4ed1d': ['74719055a195',
'779759415f85',
'90acce90ef7d',
'c875dd724653',
'd78cf61ec0e4',
'dd4c5ea5f37e',
'e5f7b349830f',
'f0f8f527ba49'],
'f748b096375d': ['167d63ad20ab',
'1e77880f05a8',
'307a25c8a778',
'33c75e9abaff',
'48eba241ebac',
'960d94af0a98',
'c3dbd0073271',
'c7091c494a51',
'd17f4e41ccf2',
'e4db73e49012',
'ec555940973a'],
'eafc1d477d29': ['3620a5f16954', '4724b9db3cd0'],
'3a8b6d466ef3': ['f0924a82c7a4'],
'6b4a0b182abb': ['17fa18bd7dbc',
'1f29a0f80e96',
'b8a10b6c8677',
'c190d0219d87',
'c93d4bdba6da',
'd3ec48c23776',
'd6b4dcb213e6'],
'7fd9086d95b6': ['0b51b708d078',
'30baa1c1453d',
'8c08057f2e7c',
'9164b791be24',
'946c1ef3c2f1',
'cb43562c5a63',
'cd2030ba5150',
'd6353613003c',
'db0063087130',
'f7e845e48be8',
'f8b3563fb240'],
'adcab6bfb950': ['2344febef555',
'581327b4899a',
'6ebdf6eeb4d0',
'fff2ceb63333'],
'5e89d44ec421': ['45a0a4626a65',
'7b21e205ff5e',
'95b10ac6fc9e',
'b2f981fc0d1e',
'c3b9cc6643c2',
'ce6c1aaf64e4',
'e9d2e4c816c9'],
'f1f0b1666359': ['39924c1740a5', '6d1a5426852a', 'c44901bc5d48'],
'fd4732c3aad9': ['00c4a0e051df',
'01ca1e07e003',
'02cfd55fbfaa',
'02f536689d87',
'031b8308ed24',
'03a1b209adde',
'04308de5d6de',
'04b635035226',
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'15298cf6817b',
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'9f56f6f6a2c0': [],
'a4a07ada1b12': ['0f2729363f74',
'11927b841a53',
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'48703de3f53e': [],
'c7ca2f6ef70e': ['152bf08a0c24',
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'25327c5afffe',
'2ff5cb0f066c',
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'db41fee1f8e0',
'e0319ddb5085'],
'e49baabd3549': ['08bff9ae75e8',
'18caa2dcfa3d',
'1e04a010ad8e',
'266439ce1b5c',
'2dd74ebe6678',
'4df35afeb384',
'6d12db0c7656',
'99b9434812fc',
'9a06600a73d0',
'a8d1332e686b',
'cfd71be90bcd',
'd960b2300278',
'e937255902d8',
'ee5e54d1ac86'],
'6dbff4308ae9': ['064a51593ca6',
'21bf05f46c71',
'442791960411',
'64fdff9ea1a1',
'787c9e1a3b27',
'9a8d0cf3effc',
'a033a6d87fa6',
'd4a53b8917d0'],
'19857dad8873': ['00b629a8ebf5',
'0288a50ea15b',
'0df891668434',
'10ec93aa72fd',
'1891ad4bc215',
'1b52e2cf3a5b',
'265d5fea2f74',
'2c89dc5eaa15',
'327e32553a11',
'3e39e557e11b',
'4c2be5daa734',
'58718877896f',
'5da10221834f',
'5dcbb54d6603',
'5dfa954a2d54',
'616bc3a1622f',
'62bc586cc34e',
'655dfb7bbb99',
'69e7ed7941ef',
'6be10f9b855d',
'7bc9dab045be',
'7e77d08c57a0',
'7ed471e0eeaa',
'8937611cfb96',
'8bc36cc52839',
'8dd92fe11083',
'9d7a63eeedd0',
'a07edf52946a',
'a56e1dc6d995',
'a8d74ab59b17',
'b47b8a844a7e',
'b937e23e4625',
'bc35b0f82f7d',
'c2981d8b06bf',
'ca4fdf06388a',
'cbf9ac3fbdc4',
'd3ffb8acb536',
'e1c9fd2dd64b',
'e2b0b01a428d',
'ee66cb487676',
'f4d62ec77a83',
'ff674feee53f'],
'2d9b39f5f447': ['11cbf8187f1a',
'20df1dc47c10',
'213f812be766',
'214350d67f05',
'2895f6884707',
'2c2f8553e5c4',
'2cc7da59d14f',
'2d66711f3ae2',
'30f3765046b6',
'7943c9d6098b',
'8539237a96d5',
'9be7f72100c8'],
'fcf5284221cc': ['158b97be1766',
'1f148f4f8bf4',
'2830e22e31ee',
'28dc6584cb8f',
'525ef0ec5592',
'555d7b647be8',
'59c0895dfee2',
'691a71df2e95',
'749198eb9d35',
'7e84aa3fbb96',
'86829622ef5a',
'93c4b908a75b',
'a7bcedc820b5',
'c229cd7e9ab2',
'd09562f8578c',
'e6cc92bf2e2e',
'ec957efb5c0e',
'fb05d98c8758'],
'988dfa4fdc5e': ['291e7b29708f',
'2c2839357600',
'349c62e0b8d4',
'5a12239cb960',
'6597f99a6c28',
'6ab022f31140',
'6c0d49ba8742',
'794b4f434408',
'90ec28b425c1',
'b72be6d728c4',
'c7fc26fe3793',
'c8cfd1e458e5',
'd33821e5d2c4',
'df83e74b8844',
'e3bd5d714785',
'e8adaa45dc9f'],
...}
In [95]:
# build matrices for tspace_interactions['mentioned'] and tspace_interactions['liked']
persons_involved_in_mentions = set()
persons_involved_in_likes = set()
for person in tspace_interactions['mentioned'].keys():
persons_involved_in_mentions.add(person)
for receiver in tspace_interactions['mentioned'][person]:
persons_involved_in_mentions.add(receiver)
for person in tspace_interactions['liked'].keys():
persons_involved_in_likes.add(person)
for receiver in tspace_interactions['liked'][person]:
persons_involved_in_likes.add(receiver)
#persons = persons_involved_in_mentions.union(person_involved_in_likes)
In [96]:
len(persons_involved_in_likes)
Out[96]:
11006
In [97]:
len(persons_involved_in_mentions)
Out[97]:
5179
In [103]:
# sort the hash ids so 0 -> n maps to the sorted hash list
persons = list(sorted(persons_involved_in_mentions.union(persons_involved_in_likes)))
In [ ]:
In [ ]:
In [105]:
import numpy as np
In [199]:
LIKE = np.zeros((len(persons), len(persons)))
MENTION = np.zeros((len(persons), len(persons)))
# COMMENT
In [200]:
# create LIKE adjacency matrix
for person in tspace_interactions['liked'].keys():
if person != 'NoMATCH':
for receiver in tspace_interactions['liked'][person]:
if receiver != 'NoMATCH':
LIKE[persons.index(person), persons.index(receiver)] = 1
#LIKE[persons.index(receiver), persons.index(person)] = 1
# create MENTION adjacency matrix
for person in tspace_interactions['mentioned'].keys():
if person != 'NoMATCH':
for receiver in tspace_interactions['mentioned'][person]:
if receiver != 'NoMATCH':
MENTION[persons.index(person), persons.index(receiver)] = 1
#MENTION[persons.index(receiver), persons.index(person)] = 1
In [ ]:
[LIKE, MENTION]
[MENTION, LIKE]
[MENTION, COMMENT]
[MENTION, COMMENT, LIKE]
[MENTION, COMMENT, MENTION, LIKE]
In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [ ]:
tspace_interactions['liked']
In [ ]:
tspace_interactions['liked']['2b7ad7ce3b28']
In [150]:
tspace_interactions['mentioned']['1e87b267d849']
Out[150]:
['NoMATCH',
'2b7ad7ce3b28',
'dffdb98d4c2c',
'NoMATCH',
'2b7ad7ce3b28',
'dffdb98d4c2c',
'NoMATCH',
'NoMATCH',
'95b1d5882a09',
'NoMATCH',
'NoMATCH',
'95b1d5882a09']
In [ ]:
In [ ]:
In [ ]:
"""
def pathCount(mList):
result = mList[0]
for m in mList[1:]:
result = np.dot(result, m)
return result
def nPathCount(mList):
mList_ = mList
mList_.reverse()
R = pathCount(mList)
R_ = pathCount(mList_)
result = np.zeros((len(R), len(R)))
rowSums = np.sum(R, axis = 1)
colSums = np.sum(R, axis = 0)
for i in xrange(len(R)):
for j in xrange(len(R)):
if (rowSums[i] + colSums[j] != 0):
result[i,j] = (R[i,j] + R_[j,i])/(rowSums[i] + colSums[j])
return result
def randomWalk(mList):
R = pathCount(mList)
result = np.zeros((len(R), len(R)))
rowSums = np.sum(R, axis = 1)
for i in xrange(len(R)):
for j in xrange(len(R)):
if rowSums[i] != 0:
result[i,j] = (R[i,j])/rowSums[i]
return result
def sRandomWalk(mList):
mList_ = mList
mList_.reverse()
R = randomWalk(mList)
R_ = randomWalk(mList_)
result = np.zeros((len(R), len(R)))
for i in xrange(len(R)):
for j in xrange(len(R)):
result[i,j] = R[i,j] + R_[j,i]
return result
"""
In [283]:
def generateMPFeatures(mList):
# path count
PC = mList[0]
for m in mList[1:]:
PC = np.dot(PC, m)
# inverse path count
mList_ = mList
mList_.reverse()
PC_ = mList_[0]
for m in mList_[1:]:
PC_ = np.dot(PC_, m)
# normalized path count
NPC = np.zeros((len(PC), len(PC)))
rowSums = np.sum(PC, axis = 1)
colSums = np.sum(PC, axis = 0)
for i in xrange(len(PC)):
for j in xrange(len(PC)):
if (rowSums[i] + colSums[j] != 0):
NPC[i,j] = (PC[i,j] + PC_[j,i])/(rowSums[i] + colSums[j])
# random walk
RW = np.zeros((len(PC), len(PC)))
for i in xrange(len(R)):
for j in xrange(len(R)):
if rowSums[i] != 0:
RW[i,j] = (PC[i,j])/rowSums[i]
# symmetric random walk
SRW = np.zeros((len(PC), len(PC)))
for i in xrange(len(PC)):
for j in xrange(len(PC)):
SRW[i,j] = PC[i,j] + PC_[j,i]
return (PC, NPC, RW, SRW)
In [302]:
PC_LM = pathCount([LIKE, MENTION])
In [319]:
# prep data
# forming feature set
In [ ]:
RW_LM = randomWalk([LIKE, MENTION])
In [ ]:
SRW_LM = sRandomWalk([LIKE, MENTION])
In [306]:
PC_ML = pathCount([MENTION, LIKE])
In [307]:
PC_ML
Out[307]:
array([[ 0., 0., 0., ..., 0., 0., 0.],
[ 0., 0., 0., ..., 0., 0., 0.],
[ 0., 0., 0., ..., 0., 0., 0.],
...,
[ 0., 0., 0., ..., 1., 0., 0.],
[ 0., 0., 0., ..., 0., 1., 0.],
[ 0., 0., 0., ..., 0., 0., 0.]])
In [317]:
# PC_LM and PC_ML
result = np.zeros((len(PC_LM), len(PC_LM)))
rowSums = np.sum(PC_LM, axis = 1)
colSums = np.sum(PC_LM, axis = 0)
for i in xrange(len(PC_LM)):
for j in xrange(len(PC_LM)):
if (rowSums[i] + colSums[j] != 0):
result[i,j] = (PC_LM[i,j] + PC_ML[j,i])/(rowSums[i] + colSums[j])
In [318]:
result
Out[318]:
array([[ 0. , 0. , 0. , ..., 0. ,
0. , 0. ],
[ 0. , 0. , 0. , ..., 0. ,
0. , 0. ],
[ 0. , 0. , 0. , ..., 0. ,
0. , 0. ],
...,
[ 0. , 0. , 0. , ..., 0.16666667,
0. , 0. ],
[ 0. , 0. , 0. , ..., 0. ,
0.02521008, 0. ],
[ 0. , 0. , 0. , ..., 0. ,
0. , 0. ]])
In [315]:
np.sum(PC_LM, axis=1) # row sum
Out[315]:
array([ 2., 6., 0., ..., 0., 85., 0.])
In [ ]:
"""
LIKE - MENTION
[0 1 0] [0 0 0] [0 0 1]
[0 0 0] [0 0 1]=[0 0 0]
[0 0 0] [0 0 0] [0 0 0]
MENTION - LIKE
LIKE - LIKE
[0 1 0] [0 1 0] [0 0 0]
[0 0 0] [0 0 0]=[0 0 0]
[0 0 0] [0 0 0] [0 0 0]
People - Meeting - People
M_PM <- symmetric
M_PM * M_PM^T
= M_PM * M_MP
[1 0 1] [1 0]
[0 1 1] [0 1]
[1 1]
=
[2 1]
[1 2]
Commuting matrix
M_ii = visibility of i
M_ij for i != j: path instance i and j
"""
In [ ]:
In [ ]:
In [206]:
TEST = np.dot(LIKE, MENTION)
In [207]:
TEST[persons.index('2b7ad7ce3b28'), persons.index('dffdb98d4c2c')]
Out[207]:
1.0
In [ ]:
In [ ]:
Content source: martymcwizard/CS512_link_predictor
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