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Pagerank Project

Submission - Updated to use most_similar()

  1. Run the following commands, and paste their output into the code blocks below.

    Task 1, part 1:

    python3 pagerank.py --data=data/small.csv.gz --verbose
DEBUG:root:computing indices
DEBUG:root:computing values
DEBUG:root:i=0 residual=0.3775096535682678
DEBUG:root:i=1 residual=0.3134882152080536
DEBUG:root:i=2 residual=0.27565914392471313
DEBUG:root:i=3 residual=0.21698100864887238
DEBUG:root:i=4 residual=0.18984201550483704
DEBUG:root:i=5 residual=0.15531453490257263
DEBUG:root:i=6 residual=0.13266243040561676
DEBUG:root:i=7 residual=0.11062289774417877
DEBUG:root:i=8 residual=0.0935135930776596
DEBUG:root:i=9 residual=0.07847178727388382
DEBUG:root:i=10 residual=0.06611073762178421
DEBUG:root:i=11 residual=0.05558084324002266
DEBUG:root:i=12 residual=0.04677915573120117
DEBUG:root:i=13 residual=0.03934914246201515
DEBUG:root:i=14 residual=0.033108580857515335
DEBUG:root:i=15 residual=0.027854058891534805
DEBUG:root:i=16 residual=0.023434894159436226
DEBUG:root:i=17 residual=0.01971624046564102
DEBUG:root:i=18 residual=0.016587793827056885
DEBUG:root:i=19 residual=0.01395573653280735
DEBUG:root:i=20 residual=0.01174134574830532
DEBUG:root:i=21 residual=0.009878423996269703
DEBUG:root:i=22 residual=0.008310978300869465
DEBUG:root:i=23 residual=0.00699202623218298
DEBUG:root:i=24 residual=0.005882850848138332
DEBUG:root:i=25 residual=0.004949328955262899
DEBUG:root:i=26 residual=0.004163879435509443
DEBUG:root:i=27 residual=0.0035032741725444794
DEBUG:root:i=28 residual=0.002947525354102254
DEBUG:root:i=29 residual=0.002479689661413431
DEBUG:root:i=30 residual=0.0020862016826868057
DEBUG:root:i=31 residual=0.0017553460784256458
DEBUG:root:i=32 residual=0.0014767615357413888
DEBUG:root:i=33 residual=0.0012426351895555854
DEBUG:root:i=34 residual=0.0010450585978105664
DEBUG:root:i=35 residual=0.0008793887100182474
DEBUG:root:i=36 residual=0.0007399079040624201
DEBUG:root:i=37 residual=0.0006227020639926195
DEBUG:root:i=38 residual=0.0005236920551396906
DEBUG:root:i=39 residual=0.0004406478547025472
DEBUG:root:i=40 residual=0.000370639783795923
DEBUG:root:i=41 residual=0.0003121042682323605
DEBUG:root:i=42 residual=0.00026231163064949214
DEBUG:root:i=43 residual=0.0002206446515629068
DEBUG:root:i=44 residual=0.00018575278227217495
DEBUG:root:i=45 residual=0.00015623871877323836
DEBUG:root:i=46 residual=0.00013146748824510723
DEBUG:root:i=47 residual=0.00011045498831663281
DEBUG:root:i=48 residual=9.31432587094605e-05
DEBUG:root:i=49 residual=7.8285884228535e-05
DEBUG:root:i=50 residual=6.595712329726666e-05
DEBUG:root:i=51 residual=5.543767110793851e-05
DEBUG:root:i=52 residual=4.662797800847329e-05
DEBUG:root:i=53 residual=3.916498098988086e-05
DEBUG:root:i=54 residual=3.3166303182952106e-05
DEBUG:root:i=55 residual=2.767469413811341e-05
DEBUG:root:i=56 residual=2.3180422431323677e-05
DEBUG:root:i=57 residual=1.9749610146391205e-05
DEBUG:root:i=58 residual=1.6450476323370822e-05
DEBUG:root:i=59 residual=1.3971823136671446e-05
DEBUG:root:i=60 residual=1.1601221558521502e-05
DEBUG:root:i=61 residual=9.941520147549454e-06
DEBUG:root:i=62 residual=8.237256224674638e-06
DEBUG:root:i=63 residual=7.062458735163091e-06
DEBUG:root:i=64 residual=5.890389729756862e-06
DEBUG:root:i=65 residual=4.963853825756814e-06
DEBUG:root:i=66 residual=3.989728611486498e-06
DEBUG:root:i=67 residual=3.7243364658934297e-06
DEBUG:root:i=68 residual=2.826982381520793e-06
DEBUG:root:i=69 residual=2.5576227926649153e-06
DEBUG:root:i=70 residual=2.092539034492802e-06
DEBUG:root:i=71 residual=1.8848643321689451e-06
DEBUG:root:i=72 residual=1.5724784816484316e-06
DEBUG:root:i=73 residual=1.118282284551242e-06
DEBUG:root:i=74 residual=1.1496127854115912e-06
DEBUG:root:i=75 residual=8.259061701210157e-07
INFO:root:rank=0 pagerank=2.1634e+00 url=4
INFO:root:rank=1 pagerank=1.6664e+00 url=6
INFO:root:rank=2 pagerank=1.2402e+00 url=5
INFO:root:rank=3 pagerank=4.5712e-01 url=2
INFO:root:rank=4 pagerank=3.5620e-01 url=3
INFO:root:rank=5 pagerank=3.2078e-01 url=1

    Task 1, part 2:

    Noahs-MacBook-Air-7:Project 1 noahbenjamin$ python3 pagerank.py --data=data/lawfareblog.csv.gz --search_query='corona'
INFO:gensim.models.keyedvectors:loading projection weights from /Users/noahbenjamin/gensim-data/glove-twitter-50/glove-twitter-50.gz
INFO:gensim.utils:KeyedVectors lifecycle event {'msg': 'loaded (1193514, 50) matrix of type float32 from /Users/noahbenjamin/gensim-data/glove-twitter-50/glove-twitter-50.gz', 'binary': False, 'encoding': 'utf8', 'datetime': '2022-12-15T15:02:47.241424', 'gensim': '4.2.0', 'python': '3.10.8 (v3.10.8:aaaf517424, Oct 11 2022, 10:14:40) [Clang 13.0.0 (clang-1300.0.29.30)]', 'platform': 'macOS-13.0.1-x86_64-i386-64bit', 'event': 'load_word2vec_format'}
INFO:root:rank=0 pagerank=4.5865e-03 url=www.lawfareblog.com/lawfare-podcast-united-nations-and-coronavirus-crisis
INFO:root:rank=1 pagerank=4.0464e-03 url=www.lawfareblog.com/house-oversight-committee-holds-day-two-hearing-government-coronavirus-response
INFO:root:rank=2 pagerank=2.6118e-03 url=www.lawfareblog.com/britains-coronavirus-response
INFO:root:rank=3 pagerank=2.5392e-03 url=www.lawfareblog.com/prosecuting-purposeful-coronavirus-exposure-terrorism
INFO:root:rank=4 pagerank=2.3560e-03 url=www.lawfareblog.com/israeli-emergency-regulations-location-tracking-coronavirus-carriers
INFO:root:rank=5 pagerank=2.2897e-03 url=www.lawfareblog.com/why-congress-conducting-business-usual-face-coronavirus
INFO:root:rank=6 pagerank=2.2729e-03 url=www.lawfareblog.com/livestream-house-oversight-committee-holds-hearing-government-coronavirus-response
INFO:root:rank=7 pagerank=2.2522e-03 url=www.lawfareblog.com/congressional-homeland-security-committees-seek-ways-support-state-federal-responses-coronavirus
INFO:root:rank=8 pagerank=2.1880e-03 url=www.lawfareblog.com/paper-hearing-experts-debate-digital-contact-tracing-and-coronavirus-privacy-concerns
INFO:root:rank=9 pagerank=2.0341e-03 url=www.lawfareblog.com/cyberlaw-podcast-how-israel-fighting-coronavirus



FINAL OUTPUT HERE: 

www.lawfareblog.com/israeli-emergency-regulations-location-tracking-coronavirus-carriers
www.lawfareblog.com/prosecuting-purposeful-coronavirus-exposure-terrorism
www.lawfareblog.com/paper-hearing-experts-debate-digital-contact-tracing-and-coronavirus-privacy-concerns
www.lawfareblog.com/britains-coronavirus-response
www.lawfareblog.com/congressional-homeland-security-committees-seek-ways-support-state-federal-responses-coronavirus
www.lawfareblog.com/why-congress-conducting-business-usual-face-coronavirus
www.lawfareblog.com/livestream-house-oversight-committee-holds-hearing-government-coronavirus-response
www.lawfareblog.com/lawfare-podcast-united-nations-and-coronavirus-crisis
www.lawfareblog.com/house-oversight-committee-holds-day-two-hearing-government-coronavirus-response
www.lawfareblog.com/cyberlaw-podcast-how-israel-fighting-coronavirus

python3 pagerank.py --data=data/lawfareblog.csv.gz --search_query='trump'
INFO:gensim.models.keyedvectors:loading projection weights from /Users/noahbenjamin/gensim-data/glove-twitter-50/glove-twitter-50.gz
INFO:gensim.utils:KeyedVectors lifecycle event {'msg': 'loaded (1193514, 50) matrix of type float32 from /Users/noahbenjamin/gensim-data/glove-twitter-50/glove-twitter-50.gz', 'binary': False, 'encoding': 'utf8', 'datetime': '2022-12-15T15:06:20.757204', 'gensim': '4.2.0', 'python': '3.10.8 (v3.10.8:aaaf517424, Oct 11 2022, 10:14:40) [Clang 13.0.0 (clang-1300.0.29.30)]', 'platform': 'macOS-13.0.1-x86_64-i386-64bit', 'event': 'load_word2vec_format'}
INFO:root:rank=0 pagerank=6.6261e-02 url=www.lawfareblog.com/donald-trump-and-politically-weaponized-executive-branch
INFO:root:rank=1 pagerank=6.0200e-02 url=www.lawfareblog.com/trump-asks-supreme-court-stay-congressional-subpeona-tax-returns
INFO:root:rank=2 pagerank=3.4972e-02 url=www.lawfareblog.com/trump-administrations-worrying-new-policy-israeli-settlements
INFO:root:rank=3 pagerank=3.2196e-02 url=www.lawfareblog.com/document-trump-revokes-obama-executive-order-counterterrorism-strike-casualty-reporting
INFO:root:rank=4 pagerank=3.0974e-02 url=www.lawfareblog.com/dc-circuit-overrules-district-courts-due-process-ruling-qasim-v-trump
INFO:root:rank=5 pagerank=2.8463e-02 url=www.lawfareblog.com/how-trumps-approach-middle-east-ignores-past-future-and-human-condition
INFO:root:rank=6 pagerank=2.5255e-02 url=www.lawfareblog.com/why-trump-cant-buy-greenland
INFO:root:rank=7 pagerank=2.2459e-02 url=www.lawfareblog.com/oral-argument-summary-qassim-v-trump
INFO:root:rank=8 pagerank=2.1465e-02 url=www.lawfareblog.com/dc-circuit-court-denies-trump-rehearing-mazars-case
INFO:root:rank=9 pagerank=2.1105e-02 url=www.lawfareblog.com/second-circuit-rules-mazars-must-hand-over-trump-tax-returns-new-york-prosecutors



FINAL OUTPUT HERE: 

www.lawfareblog.com/donald-trump-and-politically-weaponized-executive-branch
www.lawfareblog.com/trump-administrations-worrying-new-policy-israeli-settlements
www.lawfareblog.com/why-trump-cant-buy-greenland
www.lawfareblog.com/how-trumps-approach-middle-east-ignores-past-future-and-human-condition
www.lawfareblog.com/second-circuit-rules-mazars-must-hand-over-trump-tax-returns-new-york-prosecutors
www.lawfareblog.com/dc-circuit-court-denies-trump-rehearing-mazars-case
www.lawfareblog.com/document-trump-revokes-obama-executive-order-counterterrorism-strike-casualty-reporting
www.lawfareblog.com/dc-circuit-overrules-district-courts-due-process-ruling-qasim-v-trump
www.lawfareblog.com/oral-argument-summary-qassim-v-trump
www.lawfareblog.com/trump-asks-supreme-court-stay-congressional-subpeona-tax-returns

python3 pagerank.py --data=data/lawfareblog.csv.gz --search_query='iran'
INFO:gensim.models.keyedvectors:loading projection weights from /Users/noahbenjamin/gensim-data/glove-twitter-50/glove-twitter-50.gz
INFO:gensim.utils:KeyedVectors lifecycle event {'msg': 'loaded (1193514, 50) matrix of type float32 from /Users/noahbenjamin/gensim-data/glove-twitter-50/glove-twitter-50.gz', 'binary': False, 'encoding': 'utf8', 'datetime': '2022-12-15T15:10:44.092229', 'gensim': '4.2.0', 'python': '3.10.8 (v3.10.8:aaaf517424, Oct 11 2022, 10:14:40) [Clang 13.0.0 (clang-1300.0.29.30)]', 'platform': 'macOS-13.0.1-x86_64-i386-64bit', 'event': 'load_word2vec_format'}
INFO:root:rank=0 pagerank=6.6149e-02 url=www.lawfareblog.com/praise-presidents-iran-tweets
INFO:root:rank=1 pagerank=3.4136e-02 url=www.lawfareblog.com/update-military-commissions-continued-health-issues-recusal-motion-and-new-cell-al-iraqi
INFO:root:rank=2 pagerank=2.9202e-02 url=www.lawfareblog.com/how-us-iran-tensions-could-disrupt-iraqs-fragile-peace
INFO:root:rank=3 pagerank=2.8810e-02 url=www.lawfareblog.com/haftar-attacking-tripoli-us-needs-re-engage-libya
INFO:root:rank=4 pagerank=2.3396e-02 url=www.lawfareblog.com/france-makes-play-try-foreign-fighters-iraq
INFO:root:rank=5 pagerank=1.7711e-02 url=www.lawfareblog.com/cyber-command-operational-update-clarifying-june-2019-iran-operation
INFO:root:rank=6 pagerank=1.4606e-02 url=www.lawfareblog.com/aborted-iran-strike-fine-line-between-necessity-and-revenge
INFO:root:rank=7 pagerank=1.4579e-02 url=www.lawfareblog.com/its-not-only-iraq-and-syria
INFO:root:rank=8 pagerank=1.2143e-02 url=www.lawfareblog.com/document-sens-kaine-and-young-introduce-bill-revoke-iraq-force-authorizations
INFO:root:rank=9 pagerank=1.1965e-02 url=www.lawfareblog.com/congress-us-policy-toward-syria-and-turkey-overview-recent-hearings



FINAL OUTPUT HERE: 

www.lawfareblog.com/how-us-iran-tensions-could-disrupt-iraqs-fragile-peace
www.lawfareblog.com/praise-presidents-iran-tweets
www.lawfareblog.com/congress-us-policy-toward-syria-and-turkey-overview-recent-hearings
www.lawfareblog.com/aborted-iran-strike-fine-line-between-necessity-and-revenge
www.lawfareblog.com/cyber-command-operational-update-clarifying-june-2019-iran-operation
www.lawfareblog.com/haftar-attacking-tripoli-us-needs-re-engage-libya
www.lawfareblog.com/france-makes-play-try-foreign-fighters-iraq
www.lawfareblog.com/update-military-commissions-continued-health-issues-recusal-motion-and-new-cell-al-iraqi
www.lawfareblog.com/its-not-only-iraq-and-syria
www.lawfareblog.com/document-sens-kaine-and-young-introduce-bill-revoke-iraq-force-authorizations

    Task 1, part 3:

    python3 pagerank.py --data=data/lawfareblog.csv.gz
INFO:root:rank=0 pagerank=8.4193e+00 url=www.lawfareblog.com/litigation-documents-related-appointment-matthew-whitaker-acting-attorney-general
INFO:root:rank=1 pagerank=8.4193e+00 url=www.lawfareblog.com/lawfare-job-board
INFO:root:rank=2 pagerank=8.4193e+00 url=www.lawfareblog.com/documents-related-mueller-investigation
INFO:root:rank=3 pagerank=8.4193e+00 url=www.lawfareblog.com/litigation-documents-resources-related-travel-ban
INFO:root:rank=4 pagerank=8.4193e+00 url=www.lawfareblog.com/subscribe-lawfare
INFO:root:rank=5 pagerank=8.4193e+00 url=www.lawfareblog.com/masthead
INFO:root:rank=6 pagerank=8.4193e+00 url=www.lawfareblog.com/topics
INFO:root:rank=7 pagerank=8.4193e+00 url=www.lawfareblog.com/our-comments-policy
INFO:root:rank=8 pagerank=8.4193e+00 url=www.lawfareblog.com/upcoming-events
INFO:root:rank=9 pagerank=8.4193e+00 url=www.lawfareblog.com/about-lawfare-brief-history-term-and-site

python3 pagerank.py --data=data/lawfareblog.csv.gz --filter_ratio=0.2
INFO:root:rank=0 pagerank=4.6096e+00 url=www.lawfareblog.com/trump-asks-supreme-court-stay-congressional-subpeona-tax-returns
INFO:root:rank=1 pagerank=2.9870e+00 url=www.lawfareblog.com/livestream-nov-21-impeachment-hearings-0
INFO:root:rank=2 pagerank=2.9672e+00 url=www.lawfareblog.com/opening-statement-david-holmes
INFO:root:rank=3 pagerank=2.0175e+00 url=www.lawfareblog.com/senate-examines-threats-homeland
INFO:root:rank=4 pagerank=1.8771e+00 url=www.lawfareblog.com/what-make-first-day-impeachment-hearings
INFO:root:rank=5 pagerank=1.8764e+00 url=www.lawfareblog.com/livestream-house-armed-services-committee-hearing-f-35-program
INFO:root:rank=6 pagerank=1.8695e+00 url=www.lawfareblog.com/whats-house-resolution-impeachment
INFO:root:rank=7 pagerank=1.7657e+00 url=www.lawfareblog.com/congress-us-policy-toward-syria-and-turkey-overview-recent-hearings
INFO:root:rank=8 pagerank=1.6809e+00 url=www.lawfareblog.com/summary-david-holmess-deposition-testimony
INFO:root:rank=9 pagerank=9.8355e-01 url=www.lawfareblog.com/events

    Task 1, part 4:

    python3 pagerank.py --data=data/lawfareblog.csv.gz --verbose 
DEBUG:root:computing indices
DEBUG:root:computing values
DEBUG:root:i=0 residual=20.519113540649414
DEBUG:root:i=1 residual=6.111500263214111
DEBUG:root:i=2 residual=1.9213933944702148
DEBUG:root:i=3 residual=0.5894440412521362
DEBUG:root:i=4 residual=0.17696045339107513
DEBUG:root:i=5 residual=0.05283278226852417
DEBUG:root:i=6 residual=0.016079027205705643
DEBUG:root:i=7 residual=0.005210632458329201
DEBUG:root:i=8 residual=0.0019537066109478474
DEBUG:root:i=9 residual=0.0009344476857222617
DEBUG:root:i=10 residual=0.0005896315560676157
DEBUG:root:i=11 residual=0.00044961803359910846
DEBUG:root:i=12 residual=0.0003635356551967561
DEBUG:root:i=13 residual=0.000304026179946959
DEBUG:root:i=14 residual=0.0002544544404372573
DEBUG:root:i=15 residual=0.0002214041887782514
DEBUG:root:i=16 residual=0.00018175305740442127
DEBUG:root:i=17 residual=0.00015861692372709513
DEBUG:root:i=18 residual=0.0001354878768324852
DEBUG:root:i=19 residual=0.00010905363160418347
DEBUG:root:i=20 residual=9.582996426615864e-05
DEBUG:root:i=21 residual=8.261331095127389e-05
DEBUG:root:i=22 residual=6.609420233871788e-05
DEBUG:root:i=23 residual=5.948157559032552e-05
DEBUG:root:i=24 residual=5.287045132718049e-05
DEBUG:root:i=25 residual=4.296085171517916e-05
DEBUG:root:i=26 residual=3.634976746980101e-05
DEBUG:root:i=27 residual=2.9742914193775505e-05
DEBUG:root:i=28 residual=2.6435980544192716e-05
DEBUG:root:i=29 residual=2.3131800844566897e-05
DEBUG:root:i=30 residual=1.9827610231004655e-05
DEBUG:root:i=31 residual=1.3219563697930425e-05
DEBUG:root:i=32 residual=1.6520900317118503e-05
DEBUG:root:i=33 residual=9.917550414684229e-06
DEBUG:root:i=34 residual=6.6084767240681686e-06
DEBUG:root:i=35 residual=1.3215736544225365e-05
DEBUG:root:i=36 residual=6.611599928874057e-06
DEBUG:root:i=37 residual=3.3059184261219343e-06
DEBUG:root:i=38 residual=3.304282927274471e-06
DEBUG:root:i=39 residual=3.3057854125218e-06
DEBUG:root:i=40 residual=3.304204938103794e-06
DEBUG:root:i=41 residual=5.966464300399821e-08
INFO:root:rank=0 pagerank=8.4193e+00 url=www.lawfareblog.com/litigation-documents-related-appointment-matthew-whitaker-acting-attorney-general
INFO:root:rank=1 pagerank=8.4193e+00 url=www.lawfareblog.com/lawfare-job-board
INFO:root:rank=2 pagerank=8.4193e+00 url=www.lawfareblog.com/documents-related-mueller-investigation
INFO:root:rank=3 pagerank=8.4193e+00 url=www.lawfareblog.com/litigation-documents-resources-related-travel-ban
INFO:root:rank=4 pagerank=8.4193e+00 url=www.lawfareblog.com/subscribe-lawfare
INFO:root:rank=5 pagerank=8.4193e+00 url=www.lawfareblog.com/masthead
INFO:root:rank=6 pagerank=8.4193e+00 url=www.lawfareblog.com/topics
INFO:root:rank=7 pagerank=8.4193e+00 url=www.lawfareblog.com/our-comments-policy
INFO:root:rank=8 pagerank=8.4193e+00 url=www.lawfareblog.com/upcoming-events
INFO:root:rank=9 pagerank=8.4193e+00 url=www.lawfareblog.com/about-lawfare-brief-history-term-and-site

python3 pagerank.py --data=data/lawfareblog.csv.gz --verbose --alpha=0.99999
DEBUG:root:computing indices
DEBUG:root:computing values
DEBUG:root:i=0 residual=24.13996124267578
DEBUG:root:i=1 residual=8.458998680114746
DEBUG:root:i=2 residual=3.1286847591400146
DEBUG:root:i=3 residual=1.124982476234436
DEBUG:root:i=4 residual=0.3952835202217102
DEBUG:root:i=5 residual=0.13689270615577698
DEBUG:root:i=6 residual=0.04697100818157196
DEBUG:root:i=7 residual=0.015966199338436127
DEBUG:root:i=8 residual=0.005269138608127832
DEBUG:root:i=9 residual=0.001595006207935512
DEBUG:root:i=10 residual=0.0003629165585152805
DEBUG:root:i=11 residual=0.00015495774277951568
DEBUG:root:i=12 residual=0.0002625398337841034
DEBUG:root:i=13 residual=0.0002975492679979652
DEBUG:root:i=14 residual=0.0003040328447241336
DEBUG:root:i=15 residual=0.00030732262530364096
DEBUG:root:i=16 residual=0.0003172335564158857
DEBUG:root:i=17 residual=0.00032054053735919297
DEBUG:root:i=18 residual=0.00032054216717369854
DEBUG:root:i=19 residual=0.0003172409487888217
DEBUG:root:i=20 residual=0.00031723821302875876
DEBUG:root:i=21 residual=0.0003172381839249283
DEBUG:root:i=22 residual=0.0003172379801981151
DEBUG:root:i=23 residual=0.00031723815482109785
DEBUG:root:i=24 residual=0.000317236699629575
DEBUG:root:i=25 residual=0.0003172394644934684
DEBUG:root:i=26 residual=0.0003172381257172674
DEBUG:root:i=27 residual=0.0003139354521408677
DEBUG:root:i=28 residual=0.0003139339969493449
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INFO:root:rank=0 pagerank=1.0623e+01 url=www.lawfareblog.com/snowden-revelations
INFO:root:rank=1 pagerank=1.0623e+01 url=www.lawfareblog.com/lawfare-job-board
INFO:root:rank=2 pagerank=1.0623e+01 url=www.lawfareblog.com/masthead
INFO:root:rank=3 pagerank=1.0623e+01 url=www.lawfareblog.com/litigation-documents-resources-related-travel-ban
INFO:root:rank=4 pagerank=1.0623e+01 url=www.lawfareblog.com/subscribe-lawfare
INFO:root:rank=5 pagerank=1.0623e+01 url=www.lawfareblog.com/litigation-documents-related-appointment-matthew-whitaker-acting-attorney-general
INFO:root:rank=6 pagerank=1.0623e+01 url=www.lawfareblog.com/documents-related-mueller-investigation
INFO:root:rank=7 pagerank=1.0623e+01 url=www.lawfareblog.com/our-comments-policy
INFO:root:rank=8 pagerank=1.0623e+01 url=www.lawfareblog.com/upcoming-events
INFO:root:rank=9 pagerank=1.0623e+01 url=www.lawfareblog.com/topics

Noahs-MacBook-Air-7:Project 1 noahbenjamin$ python3 pagerank.py --data=data/lawfareblog.csv.gz --verbose --filter_ratio=0.2
DEBUG:root:computing indices
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DEBUG:root:i=0 residual=5.117101669311523
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INFO:root:rank=0 pagerank=4.6096e+00 url=www.lawfareblog.com/trump-asks-supreme-court-stay-congressional-subpeona-tax-returns
INFO:root:rank=1 pagerank=2.9870e+00 url=www.lawfareblog.com/livestream-nov-21-impeachment-hearings-0
INFO:root:rank=2 pagerank=2.9672e+00 url=www.lawfareblog.com/opening-statement-david-holmes
INFO:root:rank=3 pagerank=2.0175e+00 url=www.lawfareblog.com/senate-examines-threats-homeland
INFO:root:rank=4 pagerank=1.8771e+00 url=www.lawfareblog.com/what-make-first-day-impeachment-hearings
INFO:root:rank=5 pagerank=1.8764e+00 url=www.lawfareblog.com/livestream-house-armed-services-committee-hearing-f-35-program
INFO:root:rank=6 pagerank=1.8695e+00 url=www.lawfareblog.com/whats-house-resolution-impeachment
INFO:root:rank=7 pagerank=1.7657e+00 url=www.lawfareblog.com/congress-us-policy-toward-syria-and-turkey-overview-recent-hearings
INFO:root:rank=8 pagerank=1.6809e+00 url=www.lawfareblog.com/summary-david-holmess-deposition-testimony
INFO:root:rank=9 pagerank=9.8355e-01 url=www.lawfareblog.com/events

python3 pagerank.py --data=data/lawfareblog.csv.gz --verbose --filter_ratio=0.2 --alpha=0.99999
DEBUG:root:computing indices
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INFO:root:rank=0 pagerank=5.2386e+01 url=www.lawfareblog.com/lawfare-live-covid-19-speech-and-surveillance
INFO:root:rank=1 pagerank=5.2386e+01 url=www.lawfareblog.com/covid-19-speech-and-surveillance-response
INFO:root:rank=2 pagerank=7.9439e+00 url=www.lawfareblog.com/cost-using-zero-days
INFO:root:rank=3 pagerank=2.3700e+00 url=www.lawfareblog.com/lawfare-podcast-former-congressman-brian-baird-and-daniel-schuman-how-congress-can-continue-function
INFO:root:rank=4 pagerank=1.5530e+00 url=www.lawfareblog.com/events
INFO:root:rank=5 pagerank=1.1867e+00 url=www.lawfareblog.com/water-wars-increased-us-focus-indo-pacific
INFO:root:rank=6 pagerank=1.1867e+00 url=www.lawfareblog.com/water-wars-drill-maybe-drill
INFO:root:rank=7 pagerank=1.1867e+00 url=www.lawfareblog.com/water-wars-disjointed-operations-south-china-sea
INFO:root:rank=8 pagerank=1.1867e+00 url=www.lawfareblog.com/water-wars-us-china-divide-shangri-la
INFO:root:rank=9 pagerank=1.1867e+00 url=www.lawfareblog.com/water-wars-sinking-feeling-philippine-china-relations

    Task 2, part 1:

    $ python3 pagerank.py --data=data/lawfareblog.csv.gz --filter_ratio=0.2 --personalization_vector_query='corona'
INFO:root:rank=0 pagerank=8.8870e-01 url=www.lawfareblog.com/covid-19-speech-and-surveillance-response
 INFO:root:rank=1 pagerank=8.8867e-01 url=www.lawfareblog.com/lawfare-live-covid-19-speech-and-surveillance
 INFO:root:rank=2 pagerank=1.8256e-01 url=www.lawfareblog.com/chinatalk-how-party-takes-its-propaganda-global
 INFO:root:rank=3 pagerank=1.4907e-01 url=www.lawfareblog.com/brexit-not-immune-coronavirus
 INFO:root:rank=4 pagerank=1.4907e-01 url=www.lawfareblog.com/rational-security-my-corona-edition
 INFO:root:rank=5 pagerank=1.0729e-01 url=www.lawfareblog.com/trump-cant-reopen-country-over-state-objections
 INFO:root:rank=6 pagerank=1.0199e-01 url=www.lawfareblog.com/britains-coronavirus-response
 INFO:root:rank=7 pagerank=1.0199e-01 url=www.lawfareblog.com/prosecuting-purposeful-coronavirus-exposure-terrorism
 INFO:root:rank=8 pagerank=9.4298e-02 url=www.lawfareblog.com/lawfare-podcast-mom-and-dad-talk-clinical-trials-pandemic
 INFO:root:rank=9 pagerank=8.7207e-02 url=www.lawfareblog.com/house-oversight-committee-holds-day-two-hearing-government-coronavirus-response

    Task 2, part 2:

    $ python3 pagerank.py --data=data/lawfareblog.csv.gz --filter_ratio=0.2 --personalization_vector_query='corona' --search_query='-corona'
INFO:root:rank=0 pagerank=8.8870e-01 url=www.lawfareblog.com/covid-19-speech-and-surveillance-response
 INFO:root:rank=1 pagerank=8.8867e-01 url=www.lawfareblog.com/lawfare-live-covid-19-speech-and-surveillance
 INFO:root:rank=2 pagerank=1.8256e-01 url=www.lawfareblog.com/chinatalk-how-party-takes-its-propaganda-global
 INFO:root:rank=3 pagerank=1.0729e-01 url=www.lawfareblog.com/trump-cant-reopen-country-over-state-objections
 INFO:root:rank=4 pagerank=9.4298e-02 url=www.lawfareblog.com/lawfare-podcast-mom-and-dad-talk-clinical-trials-pandemic
 INFO:root:rank=5 pagerank=7.9633e-02 url=www.lawfareblog.com/fault-lines-foreign-policy-quarantined
 INFO:root:rank=6 pagerank=7.5307e-02 url=www.lawfareblog.com/limits-world-health-organization
 INFO:root:rank=7 pagerank=6.8115e-02 url=www.lawfareblog.com/chinatalk-dispatches-shanghai-beijing-and-hong-kong
 INFO:root:rank=8 pagerank=6.4847e-02 url=www.lawfareblog.com/us-moves-dismiss-case-against-company-linked-ira-troll-farm
 INFO:root:rank=9 pagerank=6.4847e-02 url=www.lawfareblog.com/livestream-house-foreign-affairs-committee-holds-hearing-crisis-idlib

  2. Ensure that all your changes to the pagerank.py and README.md files are committed to your repo and pushed to github.

  3. Get at least 5 stars on your repo. (You may trade stars with other students in the class.)

    NOTE:

    Recruiters use github profiles to determine who to hire, and pagerank is used to rank user profiles and projects. Links in this graph correspond to who has starred/followed who's repo. By getting more stars on your repo, you'll be increasing your github pagerank, which increases the likelihood that recruiters will hire you. To see an example, perform a search for data mining. Notice that the results are returned "approximately" ranked by the number of stars, but because "some stars count more than others" the results are not exactly ranked by the number of stars. (I asked you not to fork this repo because forks are ranked lower than non-forks.)

    In some sense, we are doing a "dual problem" to data mining by getting these stars. Recruiters are using data mining to find out who the best people to recruit are, and we are hacking their data mining algorithms by making those algorithms select you instead of someone else.

    If you're interested in exploring this idea further, here's a python tutorial for extracting GitHub's social graph: https://www.oreilly.com/library/view/mining-the-social/9781449368180/ch07.html ; if you're interested in learning more about how recruiters use github profiles, read this Hacker News post: https://news.ycombinator.com/item?id=19413348.

  4. Submit the url of your repo to sakai.

    Each part is worth 2 points, for 12 points overall.

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