├── CDR_JSONLines
    ├── CDR.jl
    ├── Report-CDR.pdf
    ├── Report.docx
    ├── __init__.py
    ├── config
    │   ├── ache.yml
    │   ├── link_blacklist.txt
    │   ├── link_whitelist.txt
    │   ├── pageclassifier.yml
    │   ├── stoplist.txt
    │   └── url.seeds
    └── jsonlines.py
├── CRF
    ├── Report-CRF.pdf
    ├── source
    │   ├── author_year.crfsuite
    │   ├── crf.py
    │   ├── extract-textbook.py
    │   ├── final_label_data.txt
    │   ├── html
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32815%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32868%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32878%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32880%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32884%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32913%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32915%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32931%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32938%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32939%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32944%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32946%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32960%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32968%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32983%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32986%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F32998%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33010%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33017%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33051%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33052%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33055%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33069%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33070%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33078%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33086%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33089%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33102%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33114%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33131%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33133%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33136%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33137%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33138%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33139%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33141%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33151%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33152%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33153%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33156%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33157%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33161%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33168%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33169%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33171%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33174%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33176%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33185%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33187%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33189%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33196%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33198%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33202%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33211%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33221%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33225%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33230%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33234%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33236%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33240%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33241%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33264%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33270%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F33853%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F34000%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F34001%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F34045%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F34050%2Fassignments%2Fsyllabus
    │   │   ├── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F34063%2Fassignments%2Fsyllabus
    │   │   └── https%3A%2F%2Fcanvas.harvard.edu%2Fcourses%2F34161%2Fassignments%2Fsyllabus
    │   └── tokenized_draft_extract.csv
    ├── testing
    │   └── testing-author.txt
    └── training
    │   └── training-author.txt
├── LICENSE
├── README.md
├── SPARQL
    └── SPARQL.pdf
├── _config.yml
├── facebook-crawler
    ├── __init__.py
    └── facebook-crawler.py
└── wrapper
    ├── Report-Wrapper.pdf
    ├── __pycache__
        ├── __init__.cpython-36.pyc
        └── wrapper.cpython-36.pyc
    ├── inferlink.json
    ├── inferlink.rules
    └── source
        └── wrapper.py


/CDR_JSONLines/Report-CDR.pdf:
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https://raw.githubusercontent.com/Cheng-Lin-Li/KnowledgeGraph/b7e168b0284563b120b1304ec26deda3671ed83a/CDR_JSONLines/Report-CDR.pdf


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/CDR_JSONLines/Report.docx:
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https://raw.githubusercontent.com/Cheng-Lin-Li/KnowledgeGraph/b7e168b0284563b120b1304ec26deda3671ed83a/CDR_JSONLines/Report.docx


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/CDR_JSONLines/__init__.py:
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https://raw.githubusercontent.com/Cheng-Lin-Li/KnowledgeGraph/b7e168b0284563b120b1304ec26deda3671ed83a/CDR_JSONLines/__init__.py


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/CDR_JSONLines/config/ache.yml:
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 1 | #
 2 | # Example of configuration for running a Focused Crawl
 3 | #
 4 | 
 5 | # Store pages classified as irrelevant pages by the target page classifier
 6 | # Change to false if you don't want to store pages classified as irrelevant
 7 | target_storage.store_negative_pages: false
 8 | 
 9 | # Limit the max number of pages crawled per domain, in order to avoid crawling
10 | # too many pages from same somain and favor discovery o new domains
11 | link_storage.max_pages_per_domain: 2000
12 | 
13 | # Disable "seed scope" to allow crawl pages from any domain
14 | link_storage.link_strategy.use_scope: true
15 | 
16 | # Allows the crawler to follow forward links
17 | link_storage.link_strategy.outlinks: true
18 | 
19 | # Set initial link classifier a simple one
20 | #link_storage.link_classifier.type: LinkClassifierBaseline
21 | 
22 | # Train a new link classifier while the crawler is running. This allows
23 | # the crawler automatically learn how to prioritize links in order to
24 | # efficiently locate relevant content while avoiding the retrieval of
25 | # irrelevant content.
26 | #link_storage.online_learning.enabled: true
27 | #link_storage.online_learning.type: FORWARD_CLASSIFIER_BINARY
28 | #link_storage.online_learning.learning_limit: 2100
29 | 
30 | # Allways select top-k links with highest priority to be scheduled
31 | # Types of LinkSelectors available:
32 | # - TopkLinkSelector
33 | # - RandomLinkSelector
34 | # - NonRandomLinkSelector
35 | # - MultiLevelLinkSelector
36 | # - MaximizeWebsitesLinkSelector
37 | # Select URLs from all domains during link selection phase,
38 | link_storage.link_selector: TopkLinkSelector
39 | 
40 | # Configure the minimum time interval (in milliseconds) to wait between requests
41 | # to the same host to avoid overloading servers. If you are crawling your own
42 | # web site, you can descrease this value to speed-up the crawl.
43 | link_storage.scheduler.host_min_access_interval: 5000
44 | 
45 | # Enable one of the following lines to use one of the FILESYSTEM_* data format
46 | #target_storage.data_format.type: FILESYSTEM_HTML
47 | #target_storage.data_format.type: FILESYSTEM_CBOR
48 | #target_storage.data_format.type: FILESYSTEM_JSON
49 | target_storage.data_format.type: FILESYSTEM_HTML
50 | target_storage.hard_focus: false
51 | #target_storage.data_format.files.max_file_size: 134217728 # 128mb in bytes
52 | 
53 | # Configure the User-Agent of the crawler
54 | crawler_manager.downloader.user_agent.name: ACHE
55 | crawler_manager.downloader.user_agent.url: https://github.com/ViDA-NYU/ache
56 | 


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/CDR_JSONLines/config/link_blacklist.txt:
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1 | https?:\/\/www\.businessinsider\.com\/.*.rss
2 | 


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/CDR_JSONLines/config/link_whitelist.txt:
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1 | https?:\/\/www\.businessinsider\.com\/.*.+201(7|6|5|4|3|2|1|0)-[1-9]{1,2}$
2 | 


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/CDR_JSONLines/config/pageclassifier.yml:
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 1 | type: regex
 2 | parameters:
 3 |     boolean_operator: "AND"
 4 |     url:
 5 |       boolean_operator: "AND"
 6 |       regexes:
 7 |         - https?://www.businessinsider.com/.*.+201(7|6|5|4|3|2|1|0)-[1-9]{1,2}$
 8 |     content:
 9 |       boolean_operator: "AND"
10 |       regexes:
11 |         - .*\b(ks-header-facebook)\b.*
12 | 
13 | 


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/CDR_JSONLines/config/stoplist.txt:
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  1 | *** Excecoes
  2 | *** Palavras Irrelevantes
  3 | a
  4 | about
  5 | above
  6 | all
  7 | also
  8 | am
  9 | an
 10 | and
 11 | are
 12 | as
 13 | asked
 14 | at
 15 | away
 16 | back
 17 | be
 18 | because
 19 | been
 20 | below
 21 | beside
 22 | between
 23 | both
 24 | but
 25 | by
 26 | bytes
 27 | came
 28 | can
 29 | com
 30 | come
 31 | could
 32 | did
 33 | do
 34 | doing
 35 | done
 36 | each
 37 | edu
 38 | else
 39 | for
 40 | from
 41 | fri
 42 | gmt
 43 | gov
 44 | had
 45 | has
 46 | have
 47 | he
 48 | her
 49 | hers
 50 | him
 51 | his
 52 | href
 53 | html
 54 | http
 55 | i
 56 | if
 57 | in
 58 | into
 59 | it
 60 | its
 61 | let
 62 | many
 63 | me
 64 | mon
 65 | mr
 66 | much
 67 | my
 68 | no
 69 | none
 70 | nor
 71 | not
 72 | now
 73 | oct
 74 | of
 75 | off
 76 | ok
 77 | on
 78 | onto
 79 | or
 80 | org
 81 | other
 82 | our
 83 | ours
 84 | out
 85 | over
 86 | own
 87 | part
 88 | sat
 89 | say
 90 | sep
 91 | since
 92 | so
 93 | soon
 94 | still
 95 | such
 96 | text
 97 | than
 98 | that
 99 | the
100 | them
101 | then
102 | there
103 | these
104 | they
105 | this
106 | those
107 | thu
108 | to
109 | too
110 | tue
111 | under
112 | until
113 | up
114 | upon
115 | very
116 | was
117 | we
118 | wed
119 | were
120 | what
121 | when
122 | which
123 | whose
124 | why
125 | with
126 | would
127 | www
128 | yet
129 | you
130 | your
131 | yours
132 | *** Terminacoes Ignoraveis
133 | *** Palavras Complementares
134 | 


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/CDR_JSONLines/config/url.seeds:
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 1 | http://www.businessinsider.com/the-best-restaurant-in-every-state-2017-7
 2 | http://www.businessinsider.com/100-trips-everyone-should-take-in-their-lifetime-according-to-the-worlds-top-travel-experts-2017-8
 3 | http://www.businessinsider.com/london-underground-better-than-nyc-subway-2017-8
 4 | http://www.businessinsider.com/what-its-like-to-fly-virgin-airlines-2017-8/
 5 | http://www.businessinsider.com/secret-billionaire-menu-delmonicos-wall-street-steakhouse-2017-8
 6 | http://www.businessinsider.com/how-to-build-better-habits-2017-9
 7 | http://www.businessinsider.com/num-pang-fast-casual-sandwich-shop-review-2017-9
 8 | http://www.businessinsider.com/budget-airline-comparison-ryanair-vs-easyjet-2017-9
 9 | http://www.businessinsider.com/10-hotel-restaurants-with-spectacular-views-2012-8
10 | http://www.businessinsider.com/the-twenty-best-bbq-joints-in-america-2012-8
11 | http://www.businessinsider.com/how-to-hack-fast-food-menus-2013-7
12 | http://www.businessinsider.com/science-backed-things-that-make-you-happier-2013-8
13 | http://www.businessinsider.com/the-link-between-narcissicsm-and-wealth-2013-8
14 | http://www.businessinsider.com/i-lived-in-a-tiny-house-2014-8
15 | http://www.businessinsider.com/what-is-burning-man-like-2014-9
16 | http://www.businessinsider.com/st-regis-monarch-beach-for-sale-aig-photos-2011-9
17 | http://www.businessinsider.com/richest-people-in-history-2010-8
18 | http://www.businessinsider.com/city-with-the-worst-drivers-in-america-2011-9
19 | http://www.businessinsider.com/shake-shack-versus-in-n-out-faceoff-2015-9
20 | http://www.businessinsider.com/6-books-every-new-new-yorker-should-read-2015-9
21 | http://www.businessinsider.com/no-beer-sales-at-next-monday-night-football-game-2010-12
22 | http://www.businessinsider.com/a-vc-tells-the-horrible-sexual-harassment-shes-experienced-2017-8
23 | http://www.businessinsider.com/early-retirement-increase-income-decrease-spending-2017-9
24 | http://www.businessinsider.com/vix-creator-bob-whaley-interview-investors-dont-understand-wall-street-fear-gauge-2017-9
25 | http://www.businessinsider.com/stock-market-news-goldman-sachs-2-reasons-safe-from-correction-2017-9
26 | http://www.businessinsider.com/hurricane-irma-stock-market-2017-9
27 | http://www.businessinsider.com/art-cashin-post-911-commentary-2017-9
28 | http://markets.businessinsider.com/news/stocks/apple-stock-price-iphone-x-rising-ahead-of-launch-event-2017-9-1002358671
29 | http://www.businessinsider.com/tesla-urban-superchargers-boston-chicago-2017-9
30 | http://www.businessinsider.com/r-citigroup-sees-third-quarter-markets-revenue-down-15-percent-versus-year-earlier-2017-9
31 | http://markets.businessinsider.com/news/stocks/starbucks-stock-price-rewards-program-coffee-debit-card2017-8-1002358342
32 | http://www.businessinsider.com/walmart-will-use-nvidia-and-ai-to-gain-ground-on-amazon-2017-9
33 | http://www.businessinsider.com/secretary-of-defense-mattis-warns-north-korea-2017-8
34 | http://www.businessinsider.com/sputnik-fbi-russia-investigation-2017-9
35 | http://www.businessinsider.com/lush-products-you-should-get-before-discontinued-2017-8
36 | http://www.businessinsider.com/facebook-new-ad-format-replace-print-catalogs-2017-9
37 | http://www.businessinsider.com/internet-of-things-research-iot-connected-cars-connected-homes-enterprise-government-2016-11
38 | http://www.businessinsider.com/ai-ecommerce-report-2017-8
39 | http://www.businessinsider.com/nikes-new-tech-creates-custom-sneakers-in-under-2-hours-2017-9
40 | http://www.businessinsider.com/the-impact-of-the-feds-tapering-on-mortgages-2017-6
41 | http://www.businessinsider.com/getting-help-with-investing-like-learning-to-ride-a-bike-2017-6
42 | http://www.businessinsider.com/alan-greenspan-is-wrong-about-a-bond-bubble-2017-8
43 | http://www.businessinsider.com/its-time-for-the-fed-to-run-the-economy-hot-2017-8
44 | http://www.businessinsider.com/the-benefits-of-living-out-of-a-backpack-2015-11
45 | http://www.businessinsider.com/lessons-i-learned-from-while-traveling-the-world-2015-6
46 | http://www.businessinsider.com/tiny-home-pay-gas-not-rent-2016-1
47 | http://www.businessinsider.com/asia-and-europe-backpacking-photos-2015-12
48 | http://www.businessinsider.com/the-brod-trip-2016-2
49 | 
50 | 
51 | 
52 | 
53 | 
54 | 
55 | 
56 | 
57 | 
58 | 


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/CDR_JSONLines/jsonlines.py:
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  1 | '''
  2 | Created on Sep 10, 2017
  3 | 
  4 | @author: Clark
  5 | '''
  6 | import matplotlib.pyplot as plt
  7 | import os, sys, time, json 
  8 | from urllib import parse
  9 | from hashlib import blake2b
 10 | 
 11 | 
 12 | def check_create_path(path):
 13 |     '''
 14 |     Create path for output
 15 |     '''
 16 |     if not os.path.isdir(path):
 17 |         os.makedirs (path) 
 18 |         
 19 | def get_information(directory):
 20 |     '''
 21 |     Get file name, create time, and file size information
 22 |     '''
 23 |     file_list = []
 24 |     for i in os.listdir(directory):
 25 |         file = os.stat(os.path.join(directory,i))
 26 |         file_list.append([i,time.ctime(file.st_ctime), file.st_size]) #[file, created time, file size]
 27 |     return file_list
 28 |         
 29 | def plot_histogram(file_sizes):
 30 |     '''
 31 |     Based on input size of files to plot the size vs number of files histogram 
 32 |     '''
 33 |     plt.hist(file_sizes, bins=500, histtype='stepfilled', color='b', label='html file size')
 34 |     plt.title("HTML file size/File number Histogram")
 35 |     plt.xlabel("HTML File size: KBytes")
 36 |     plt.ylabel("HTML File Numbers")
 37 |     plt.legend()
 38 |     plt.show()
 39 | 
 40 | def get_input (input_path, input_file):
 41 |     '''
 42 |     get input file by utf8 encoding. Read the file content then return it.
 43 |     '''
 44 |     with open(input_path+'/'+input_file, 'r', encoding='utf8') as f:
 45 |         data = f.read()
 46 |         f.close()    
 47 |     return data
 48 | def set_output(outfile_name, input_path, input_files, number_of_files):
 49 |     '''
 50 |     Generate JSON Lines format output
 51 |     JSON Lines specification:
 52 |         doc_id = unique number
 53 |         url = file URL
 54 |         raw_content = file content
 55 |         timestamp_crawl: When the file was been collected.
 56 |     '''
 57 |     files_size = []
 58 |     i = 0
 59 |     with open(outfile_name, 'w') as outfile:
 60 |         for file in input_files:
 61 |             if number_of_files > i or number_of_files == -1:        
 62 |                 file_name = file[0] #file name is URL
 63 |                 date_time = file[1]
 64 |                 file_size = file[2]/1000 #KB
 65 |                 data = get_input(input_path, file_name)
 66 |                 json.dump({'url':parse.unquote(file_name), 'timestamp_crawl':date_time, 'raw_content':data, 'doc_id':blake2b(file_name.encode('utf-8'), digest_size=32).hexdigest()}, outfile)
 67 |                 outfile.write('\n')
 68 |                 i += 1   
 69 |                 files_size.append(file_size)
 70 |             else:
 71 |                 break
 72 |     outfile.close()
 73 |     return files_size    
 74 | 
 75 | def main(plot_picture, input_path=None, output_path=None, number_of_files = -1):
 76 |     files_size = []
 77 |     
 78 |     start = time.time()
 79 |         
 80 |     input_files = get_information(input_path)
 81 |     if output_path is not None:
 82 |         # Generate JSON Lines
 83 |         check_create_path(output_path)
 84 |         outfile_name = output_path + '/CDR.jl'    
 85 |         files_size = set_output(outfile_name, input_path, input_files, number_of_files)
 86 |     else :
 87 |         # Only plot the HTML file size distribute
 88 |         for file in input_files:
 89 |             file_size = file[2]/1000 #KB            
 90 |             files_size.append(file_size)
 91 | 
 92 |     end = time.time()
 93 |     print('CDR file has been generated.')
 94 |     print('runtime:', end - start)
 95 |     
 96 |     if plot_picture == True:
 97 |         plot_histogram(files_size)
 98 |     else:
 99 |         pass
100 |     
101 | if __name__ == '__main__':
102 |     
103 |     # Get input and output parameters
104 |     if len(sys.argv) < 3:
105 |         print('Usage: python ' + sys.argv[0] + ' <d> <html files input path> [output_path] [number of files]')
106 |         print('       The program requires Python 3.6 to execute.')
107 |         print('         d : Only draw the html file size distribution.')     
108 |         print('         html files input path = input file path of html files')         
109 |         print('         output_path = Optional, output file path of JSON Lines format')
110 |         print('         number of files : Optional, number of html files you want to package into JSON Lines. Default value is all files.')                                             
111 |         exit ()    
112 | 
113 |     if len(sys.argv) == 4:
114 |         if sys.argv[1] == 'd':
115 |             plot_picture = True
116 |         else:
117 |             plot_picture = False
118 |             
119 |         html_files = sys.argv[2]
120 |         output_path = sys.argv[3]
121 | 
122 |         main(plot_picture, html_files, output_path)
123 |     elif len(sys.argv) == 5:
124 |         if sys.argv[1] == 'd':
125 |             plot_picture = True
126 |         else:
127 |             plot_picture = False
128 |             
129 |         html_files = sys.argv[2]
130 |         output_path = sys.argv[3]
131 |         number_of_files = int(sys.argv[4])
132 | 
133 |         main(plot_picture, html_files, output_path, number_of_files)        
134 |     elif len(sys.argv) == 3 and sys.argv[1] == 'd' :
135 |         if sys.argv[1] == 'd':
136 |             plot_picture = True
137 |         else:
138 |             plot_picture = False
139 |             
140 |         html_files = sys.argv[2]      
141 |         main(plot_picture, html_files)
142 |             
143 | 


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/CRF/source/author_year.crfsuite:
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/CRF/source/crf.py:
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  1 | '''
  2 | Conditional Random Field (CRF) for Information Extraction
  3 | This tasks will leverage CRF to perform information extraction from un-structure texts.
  4 | The target un-structure texts come from syllabus of Harvard extension school. 
  5 | The authors and publish year of textbooks would be extracted by the trained CRF model.
  6 | 
  7 | Created on Sep 23, 2017
  8 | 
  9 | @author: Cheng-Lin Li
 10 | @reference: https://github.com/scrapinghub/python-crfsuite/blob/master/examples/CoNLL%202002.ipynb
 11 | @reference: https://python-crfsuite.readthedocs.io/en/latest/
 12 | '''
 13 | import sys, time, string
 14 | from itertools import chain
 15 | from sklearn.metrics import classification_report
 16 | from sklearn.preprocessing import LabelBinarizer
 17 | import pycrfsuite
 18 | 
 19 | 
 20 | def get_input (input_file):
 21 |     '''
 22 |     get input file by utf8 encoding. Read the file content then return it.
 23 |     '''
 24 |     sentence = []
 25 |     result_list = []
 26 | 
 27 |     with open(input_file, 'r', encoding='utf8') as f:
 28 |         for i in f.readlines():
 29 |             data = tuple(i.replace('\n', '').replace('\ufeff', '').split('|')) # Remove BOM
 30 |             if data == ('',): # end of sentence
 31 |                 result_list.append(sentence)
 32 |                 sentence = []
 33 |             else:
 34 |                 sentence.append(data)
 35 |         f.close()    
 36 |     return result_list
 37 | 
 38 | def set_features(sentence, i):
 39 |     '''
 40 |     Set features for each word in a sentence.
 41 |     '''
 42 |     word = sentence[i][0]
 43 |     
 44 |     # Set the features of the word
 45 |     features = [
 46 |         'word.lower=' + word.lower(),
 47 |         'word.length=' + str(len(word)),
 48 |         'word.isupper=%s' % word.isupper(),
 49 |         'word.istitle=%s' % word.istitle(),
 50 |         'word.isdigit=%s' % word.isdigit(),
 51 |         'word.isdot=%s' % isdot(word),    
 52 |         'word.isdash=%s' % isdash(word),          
 53 |         'word.iscomma=%s' % iscomma(word),
 54 |     ]
 55 |     if i > 0:
 56 |         # Set the features of relationship with previous word.
 57 |         word1 = sentence[i-1][0]
 58 |         features.extend([
 59 |             '-1:word.lower=' + word1.lower(),
 60 |             '-1:word.length=' + str(len(word1)),
 61 |             '-1:word.isupper=%s' % word1.isupper(),
 62 |             '-1:word.istitle=%s' % word1.istitle(),
 63 |             '-1:word.isdigit=%s' % word1.isdigit(), 
 64 |             '-1:word.isdot=%s' % isdot(word1),    
 65 |             '-1:word.isdash=%s' % isdash(word1),  
 66 |             '-1:word.iscomma=%s' % iscomma(word1),         
 67 |         ])
 68 |     else:
 69 |         features.append('Begin_Of_Sentence')
 70 |         
 71 |     if i < len(sentence)-1:
 72 |         # Set the features of relationship with next word.
 73 |         word1 = sentence[i+1][0]
 74 |         features.extend([
 75 |             '+1:word.lower=' + word1.lower(),
 76 |             '+1:word.length=' + str(len(word1)),
 77 |             '+1:word.isupper=%s' % word1.isupper(),
 78 |             '+1:word.istitle=%s' % word1.istitle(),
 79 |             '+1:word.isdigit=%s' % word1.isdigit(),
 80 |             '+1:word.isdot=%s' % isdot(word1),    
 81 |             '+1:word.isdash=%s' % isdash(word1),  
 82 |             '+1:word.iscomma=%s' % iscomma(word1), 
 83 |         ])
 84 |     else:
 85 |         features.append('End_Of_Sentence')
 86 |                 
 87 |     return features
 88 | 
 89 | def isdot(word):
 90 |     return True if word in '.' else False
 91 | 
 92 | def isdash(word):
 93 |     return True if word in '-' else False
 94 | 
 95 | def iscomma(word):
 96 |     return True if word in ',' else False
 97 | 
 98 | def ispunchuation(word):
 99 |     return True if word in string.punctuation else False
100 | 
101 | def get_features(sent):
102 |     return [set_features(sent, i) for i in range(len(sent))]
103 | 
104 | def get_labels(sent):
105 |     return [label for _token, label in sent]
106 | 
107 | def get_tokens(sent):
108 |     return [token for token, _label in sent]     
109 |     
110 | def bio_classification_report(y_true, y_pred):
111 |     '''
112 |     Classification report for a list of BIO-encoded sequences.
113 |     It computes token-level metrics and discards "N" labels.
114 |     
115 |     Note that it requires scikit-learn 0.15+ (or a version from github master) to calculate averages properly!
116 |     '''
117 |     lb = LabelBinarizer()
118 |     y_true_combined = lb.fit_transform(list(chain.from_iterable(y_true)))
119 |     y_pred_combined = lb.transform(list(chain.from_iterable(y_pred)))
120 |         
121 |     tagset = set(lb.classes_) - {'N'}
122 |     tagset = sorted(tagset, key=lambda tag: tag.split('-', 1)[::-1])
123 |     class_indices = {cls: idx for idx, cls in enumerate(lb.classes_)}
124 |     
125 |     return classification_report(
126 |         y_true_combined,
127 |         y_pred_combined,
128 |         labels = [class_indices[cls] for cls in tagset],
129 |         target_names = tagset,
130 |     )
131 |     
132 | 
133 | def main(training_file, testing_file, model_file):
134 |     
135 |     start = time.time()
136 |     
137 |     # Get training and testing set of data
138 |     training_set = get_input(training_file)
139 |     testing_set = get_input(testing_file)
140 |     
141 |     # Get features of each word on training set
142 |     X_train = [get_features(s) for s in training_set]
143 |     y_train = [get_labels(s) for s in training_set]
144 |     
145 |     # Get features of each word on testing set
146 |     X_test = [get_features(s) for s in testing_set]
147 |     y_test = [get_labels(s) for s in testing_set]
148 | 
149 |     # Create trainer model of CRF
150 |     trainer = pycrfsuite.Trainer(verbose=False)
151 | 
152 |     for xseq, yseq in zip(X_train, y_train):
153 |         trainer.append(xseq, yseq)
154 | 
155 |     trainer.set_params({
156 |         'c1': 0.5,   # coefficient for L1 penalty
157 |         'c2': 1e-3,  # coefficient for L2 penalty
158 |         'max_iterations': 1000,  # stop earlier
159 |     
160 |         # include transitions that are possible, but not observed
161 |         'feature.possible_transitions': True
162 |     })    
163 |     
164 |     # Train the model and save the trained model into model_file
165 |     trainer.train(model_file)
166 |     print ('Log of last iteration=%s'%(trainer.logparser.iterations[-1]))
167 | 
168 |     # Initial tagger for prediction task
169 |     trained_model = pycrfsuite.Tagger()
170 |     trained_model.open(model_file) # Load the trained model.
171 |         
172 |     # Get prediction tag results from trained model
173 |     y_pred = [trained_model.tag(xseq) for xseq in X_test]
174 |     
175 |     # Print the Precision, Recall, and F-1 score
176 |     print(bio_classification_report(y_test, y_pred))
177 |     
178 |     end = time.time()
179 |     print('CRF model has been generated.')
180 |     print('runtime:', end - start)
181 |     
182 | 
183 | 
184 | if __name__ == '__main__':
185 |     
186 |     # Get input and output parameters
187 |     if len(sys.argv) < 4:
188 |         print('Usage: python ' + sys.argv[0] + ' <training data input file> <testing data input file> <model file name>')
189 |         print('       The program requires Python 3.6 to execute.')
190 |         print('       Note that it requires scikit-learn 0.15+ (or a version from github master to calculate averages properly!')
191 |         print('       - training data input file : Tokenized training data input file location.')     
192 |         print('       - testing data input file = Tokenized testing data input file location.')      
193 |         print('       - model file name = Trained CRF model file path and name.')                                          
194 |         exit ()    
195 | 
196 |     if len(sys.argv) == 4:           
197 |         training_file = sys.argv[1]
198 |         testing_file = sys.argv[2]
199 |         model_file = sys.argv[3]
200 | 
201 |         main(training_file, testing_file, model_file)
202 |         


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/CRF/source/extract-textbook.py:
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  1 | #!/usr/bin/python
  2 | # -*- coding: utf-8 -*-
  3 | '''
  4 | Created on Sep 25, 2017
  5 | 
  6 | @author: Clark
  7 | '''
  8 | import os, sys, time, json, re, string
  9 | from bs4 import BeautifulSoup
 10 | from wrapper.wrapper import get_detail
 11 | 
 12 | def check_create_path(path):
 13 |     '''
 14 |     Create path for output
 15 |     '''
 16 |     if not os.path.isdir(path):
 17 |         os.makedirs (path) 
 18 |         
 19 | def get_input (input_path, input_file):
 20 |     '''
 21 |     get input file by utf8 encoding. Read the file content then return it.
 22 |     '''
 23 |     with open(input_path+'/'+input_file, 'r', encoding='utf8') as f:
 24 |         data = f.read()
 25 |         f.close()    
 26 |     return data
 27 |         
 28 | def get_information(directory):
 29 |     '''
 30 |     Get file name, create time, and file size information
 31 |     '''
 32 |     file_list = []
 33 |     for i in os.listdir(directory):
 34 |         file = os.stat(os.path.join(directory,i))
 35 |         file_list.append([i,time.ctime(file.st_ctime), file.st_size]) #[file name, created time, file size]
 36 |     return file_list
 37 | 
 38 | def get_detail (html_doc):
 39 |     '''
 40 |     Extract textbook information from syllabus.
 41 |     '''
 42 |     
 43 |     soup = BeautifulSoup(html_doc, 'html.parser') 
 44 |     texts=soup.get_text().replace('\n', ' ')
 45 | #     print('text=%s'%(texts))
 46 |     pattern = re.compile(r' (texts|textbooks|textbook|text:|texts and readings|texts and materials'
 47 |             + '|texts and reading:|text that you should purchase|text is|books for purchase:|'
 48 |             +'books|text).{720}', re.S|re.I) #Get 702 characters
 49 |     data = re.search(pattern,texts)
 50 |     if data is not None:
 51 |         textbooks = data.group(0).strip()
 52 |     else:
 53 |         textbooks = None
 54 |    
 55 |     return textbooks 
 56 | 
 57 | def get_input (input_file):
 58 |     '''
 59 |     get input file by utf8 encoding. Read the file content then return it.
 60 |     '''
 61 |     with open(input_file, 'r', encoding='utf8') as f:
 62 |         data = f.read()
 63 |         f.close()    
 64 |     return data
 65 | 
 66 | def ispunchuation(word):
 67 |     return True if word in string.punctuation else False
 68 | 
 69 | def get_token (sentence, delimiter, label):
 70 |     '''
 71 |     Split sentence to tokens per word
 72 |     '''
 73 |     tokens = ''
 74 |     
 75 |     for i in range(0, len(sentence)):
 76 |         c = sentence[i]
 77 |         splitter = delimiter + irrelevant_label + '\n'
 78 |         if ispunchuation(c) or c == ')' or c == '(':
 79 |             tokens += splitter + c + splitter
 80 |         elif c == ' ':
 81 |             if tokens[-len(splitter)] == splitter:
 82 |                 pass # skip continuous space
 83 |             else:
 84 |                 tokens += splitter
 85 |         else:
 86 |             tokens += c   
 87 |     return tokens
 88 | 
 89 | def set_output(outfile_name, input_path, input_files, delimiter, irrelevant_label):
 90 |     '''
 91 |     Get html file and extract textbook information
 92 |     '''
 93 |     with open(outfile_name, 'wb') as outfile:
 94 |         for file in input_files:
 95 | #             print (input_path+ '/' + file[0])
 96 |             data = get_input(input_path+ '/' + file[0]) #input path + file name
 97 |             textbook = get_detail(data)
 98 |             if delimiter is None: #output sentences per line
 99 |                 outfile.write(textbook.encode('utf-8', 'ignore'))
100 | 
101 |             else: # Output token per line with delimiter and default irrelevant tag/label
102 |                 tokens = get_token(textbook, delimiter, irrelevant_label)
103 |                 outfile.write(tokens.encode('utf-8', 'ignore'))
104 |             
105 |             outfile.write('\n\n'.encode('utf-8'))
106 |     outfile.close()   
107 |     if delimiter is None:
108 |         print('Data extraction completed.')
109 |     else:
110 |         print('Data extraction completed and tokenized.')   
111 | 
112 | def main(input_path, output_path, delimiter, irrelevant_label):
113 |     start = time.time()
114 | 
115 |     input_files = get_information(input_path)
116 |     
117 |     # Generate JSON Lines
118 |     check_create_path(output_path)
119 |     outfile_name = output_path + '/extract.csv'    
120 |     set_output(outfile_name, input_path, input_files, delimiter, irrelevant_label)
121 | 
122 |     end = time.time()
123 | 
124 |     print('runtime:', end - start)
125 |     
126 |     
127 | if __name__ == '__main__':
128 |     
129 |     # Get input and output parameters
130 |     if len(sys.argv) < 3:
131 |         print('Usage: python ' + sys.argv[0] + ' <input html files path> </output/path> [delimiter for token] [irrelevant label]')
132 |         print('       The program requires Python 3.6 to execute.')   
133 |         print('       - input_path = input file path of html files')         
134 |         print('       - output_path = Output file path of csv file')   
135 |         print('       - delimiter for token = Optional, if provide, Output sentences will convert to token + delimiter')  
136 |         print('       - irrelevant label = Optional, if provide, the label/tag will be appended after the delimiter, default = \'N\'')                   
137 |         print('        Output format:')
138 |         print('            One line per sentence:')
139 |         print('        Or, if delimiter=\'|\' and label=\'N\'')
140 |         print('            One|N')                               
141 |         print('            word|N') 
142 |         print('            per|N') 
143 |         print('            row|N')                 
144 | 
145 |                                                  
146 |         exit ()    
147 |         
148 |     delimiter = None
149 |     irrelevant_label = 'N'
150 |     if len(sys.argv) == 3:
151 |         input_path = sys.argv[1]
152 |         output_path = sys.argv[2]
153 | 
154 |     elif len(sys.argv) == 4:
155 |         input_path = sys.argv[1]
156 |         output_path = sys.argv[2]
157 |         delimiter = sys.argv[3]
158 | 
159 |     elif len(sys.argv) == 5:
160 |         input_path = sys.argv[1]
161 |         output_path = sys.argv[2]    
162 |         delimiter = sys.argv[3]
163 |         irrelevant_label = sys.argv[4]                            
164 |     else:
165 |         exit()
166 |         
167 |     main(input_path, output_path, delimiter, irrelevant_label)
168 |             
169 | 


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/CRF/source/final_label_data.txt:
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  1 | Textbooks John Watkins, Simon Mills, Testing IT: An Off-the-Shelf Software Testing Process, 2nd edition, 2011, Cambridge University Press, ISBN 978-0521148016 James Whittaker, Jason Arbon, Jeff Carollo, How Google Tests Software, 2012, Addison-Wesley, ISBN 978-0321803023 Jez Humble, David Farley, Continuous Delivery: Reliable Software Releases through Build, Test, and Deployment Automation, 2010, Addison-Wesley, 978-0321601919
  2 | 
  3 | Textbook and Notes The textbook is The Joy of UX, (2016, 240 pages, Kindle edition $17.27 (Links to an external site.)Links to an external site.), written by your instructor specifically for this class.  It is currently Amazon’s #1 New Release in User Experience and Website Usability (which is sort of like being the tallest building in Wichita, Kansas, but I’ll take what I can get).
  4 | 
  5 | texts: Fowler, Martin, UML Distilled, Third Edition, Addison-Wesley, 2004 Freeman, Eric  & Robson, Elisableth, Head First Design Patterns, First Edition, O’Reilly, 2004 Other lecture material will be in the form of notes that will be made available before the lecture.
  6 | 
  7 | Books to buy or download: Johannes Kepler, Somnium (Madison: University of Wisconsin Press, 2003).
  8 | 
  9 | Texts Available at Harvard Coop and online.
 10 | 
 11 | TEXT: Course pack to be distributed by instructor.
 12 | 
 13 | textbooks will be "Best Food Writing of 2016" and "Will Write for Food" (third edition) Additionally, there will be links to articles from magazines, newspapers, and blogs. Short video clips will be used from time to time. Graduate students in journalism will have an additional project on a food issue, to be determined by the students and teacher.
 14 | 
 15 | textbooks assigned for the course which can be purchased online or at the Harvard Coop Bookstore: Title: Anarchist's Guide to Historic House Museums Author: Franklin D Vagnone, Deborah E Ryan, Gretchen Sorin (Foreword by) Publisher: Left Coast Press ISBN: 9781629581712 Publication Date: 10/31/2015 Title: New Solutions for House Museums: Ensuring the Long-Term Preservation of America's Historic Houses | Edition: 1 Author: Donna Ann Harris, Thomas A. Mason (Editor) Publisher: AltaMira Press ISBN: 9780759110878 Publication Date: 04/16/2007 There will also be supplemental required readings from chosen articles and books that will be available to you on the course website as part of the weekly reading assignments. 
 16 | 
 17 | textbooks are: Barry Higman, A Concise History of the Caribbean.
 18 | 
 19 | Texts: Readings will be available via the course website. These are purposely brief (5-10 pages long), to encourage you to engage with the content on a deeper level. Sometimes, supplemental readings will be provided, in case you wish to gain more contextual understanding of our topic.
 20 | 
 21 | Texts and Readings There are three required texts for the course: Robert Pinsky’s Singing School: Learning to Write (and Read) Poetry by Studying with the Masters (Norton 2013), Edward Hirsch’s The Essential Poet’s Glossary (Mariner Books 20017), and The Making of a Poem, edited by Mark Strand and Eavan Boland (Norton 2001).
 22 | 
 23 | TEXTS: The Anatomy of Story, John Truby Story, Robert McKee (Recommended)
 24 | 
 25 | Texts and Materials In some classes, the texts we turn to will be your own writing: your response papers, drafts and revised essays will be part of what we read and discuss. All writing you do for this class is public – in other words, it may be chosen as one of the examples for us to consider. If there is ever a particular piece you don’t want others to see, please let me know when you submit it.
 26 | 
 27 | Texts and Reading: You are required to purchase the following text for this class: Garner, Bryan A. HBR Guide to Better Business Writing. Boston: Harvard Business Review Press, 2012. ISBN # 9781422184035 Additionally, there are several other texts that you will be required to read. These readings will be posted to the course’s Canvas site and available for download.
 28 | 
 29 | Texts: Jim Cullen. The American Dream: A Short History of an Idea That Shaped a Nation. 
 30 | 
 31 | Textbook:  J. Bennett, M. Donahue, N. Schneider, M. Voit,  ‘The Cosmic Perspective’, Addison Wesley.
 32 | 
 33 | Textbooks We will be using the text Numerical Analysis, by Timothy Sauer. 
 34 | 
 35 | Books for purchase: These are available at the Coop, and also should be easily found on Amazon or elsewhere online; the DoD handbook is online and will also be in your reader.
 36 | 
 37 | textbook and sample tests will also be posted on our website. You will be able to access them by using your Harvard PIN. Make sure that you have your Harvard PIN and password by the first class meeting. You may request one at www.pin.harvard.edu (Links to an external site.)Links to an external site.
 38 | 
 39 | Texts ***Available for purchase at Harvard COOP and on reserve at Grossman Library*** Wayne Booth et al, The Craft of Research, third edition, University of Chicago Press, 2008.
 40 | 
 41 | text that you should purchase from the Coop or online is Wayne C. Booth, Gregory G. Colomb, and Joseph M. Williams, The Craft of Research (University of Chicago Press, 2008). 
 42 | 
 43 | Textbooks Available at the Harvard COOP Brody, T. (2016) Clinical trials: Study design, endpoints and biomarkers, drugs safety, and FDA and ICH guidelines (2nd ed.). Academic Press: Springer Science + Business Media.
 44 | 
 45 | text is Calculus, Sixth Edition, by Deborah Hughes Hallett, Andrew Gleason, et al.
 46 | 
 47 | textbook To buy To download (pdf) Disability Services & Accessibility A message from the Dean for Academic Programs: The Extension School is committed to providing an accessible academic community.
 48 | 
 49 | Texts: Buck, Rebecca A. and Jean Allman Gilmore, Collection Conundrums: Solving Collections Management. Washington: American Association of Museums, 2007.
 50 | 
 51 | Texts (available from the Harvard Coop bookstore) Required Donald J. Mastronarde. 2013. Introduction to Attic Greek. 2nd edition. U. California P.
 52 | 
 53 | Texts While there is no specific textbook requirement, students are encouraged to purchase at least one book on database concepts and/or SQL.
 54 | 
 55 | Texts: Patnaik, D. (2014). Needfinding: Design research and planning. Middletown, DL: Dev Patnaik and CREATESPAC.
 56 | 
 57 | textbook that we recommend for the entire class.
 58 | 
 59 | Texts Barnet, Sylvan, Pat Bellanca and Marcia Stubbs. A Short Guide to College Writing. 5th ed., Pearson, 2014.
 60 | 
 61 | Text: Rules for Writers, 7th edition by Hacker and Sommers. 
 62 | 
 63 | textbook with the title: Treffpunkt Deutsch: Grundstufe 6th Edition by Margaret T. Gonglewski, The George Washington University Beverly Moser, Appalachian State University Cornelius Partsch, Western Washington University This e- textbook will be supplemented by additional exercises – all of this is on the website.
 64 | 
 65 | Text materials are supplemented with readings from articles, books, and white papers from the arenas of business, government and military sources as well as watching film or You Tube documentaries in conjunction with instructor lectures or guest speakers.
 66 | 
 67 | TEXTS Andrew Bacevich, The Limits to Power, 2008.
 68 | 
 69 | texts are also on reserve at Lamont Library. Readings not in the two books will be available on the course website.
 70 | 
 71 | TEXTBOOK OUT OF PRINT Sixth Edition Out Of Print PLEASE NOTE THAT THE TEXTBOOK IS OPTIONAL The content in this course is based on the 6th edition of Corporate Information Strategy and Management: Text and Cases, McGraw-Hill, 2003.
 72 | 
 73 | texts are REQUIRED reading for this course.
 74 | 
 75 | Textbooks & Required Reading: Global Marketing 9th Edition Authors:  Keegan and Green Publishers: Pearson * Please see Announcement for specific purchase instructions titled "Text Book Purchase". 
 76 | 
 77 | Text and Readings A complete course packet will be available on Harvard Business Publishing online.
 78 | 
 79 | textbook is ¿Cómo se dice? 10th edition.
 80 | 
 81 | Textbook: Field, A. (2013). Discovering Statistics Using IBM SPSS Statistics, 4th Edition. 
 82 | 
 83 | texts are Vivian Gonick’s The Situation and the Story and Phillip Lopate's To Show and to Tell.
 84 | 
 85 | textbook and relying instead on the tutorials available from Oracle's website. 
 86 | 
 87 | Textbook Schaefer, C.Ho, R. Harrop, Pro Spring, 4th Edition, Apress, 2014, ISBN 978-1430261513
 88 | 
 89 | Textbooks Required Text: Think Python, by Allen B. Downey, second edition, O'Reilly, Sebastopol, California.
 90 | 
 91 | Textbook: Set Lighting Technician’s Handbook 4th edition by Harry C.
 92 | 
 93 | Textbooks & Training Videos There is no required textbook for the class. Instead, you will be supplied with a variety of academic articles, online resources, book chapters or sections, and other sources. All videos provided will be required to watch, and required readings are a part of the course.
 94 | 
 95 | Textbooks: Introduction to Old English, ed. Peter Baker, 3rd ed. (Blackwell, 2012).
 96 | 
 97 | Textbook Required: Getting to Know ArcGIS (4th Edition) Authors: Michael Law, Amy Collins Publisher: ESRI Press (July 2015, © 2015) ISBN-13: 978-1589483828; ISBN-10: 1589483820
 98 | 
 99 | Texts (available from the Harvard Coop bookstore) Required Shelmerdine, Susan C. 2013. Introduction to Latin. 2nd edition. Focus Publishing.
100 | 
101 | Textbook: The required text is Professor Peter A.
102 | 
103 | Textbooks:~ Required: Gail Anderson, Reinventing the Museum,The Evolving Conversation on the Paradigm Shift,2ndedition, (AltaMira Press, 2013) 432 pages, ISBN 978-0759119659
104 | 
105 | Texts: Plato, The Trial and Death of Socrates, Hackett 9780872205543 Aristotle, Nicomachean Ethics, Hackett 9780872204645 Montaigne, Essays: A Selection, Penguin 9780140446029 Descartes, Meditations on First Philosophy, Hackett 9780872201927 Rousseau, Discourse on the Origin of Inequality, Hackett 9780872201507 Thoreau, Walden and Civil Disobedience, Signet 9780451532169 Nietzsche, Beyond Good and Evil, Vintage 9780679724650 Fanon, Black Skin, White Masks, Grove 9780802143006 You will need (physical) copies of all of these.
106 | 
107 | Textbooks: There are two required textbooks for the course, one for learning statistical concepts and another for learning how to use statistical software: For learning statistical concepts, the required textbook is OpenIntro Statistics, 3rd Edition by David M. 
108 | 
109 | Textbook: Natural Disasters in a Global Environment, Anthony Penna and Jennifer Rivers, Wiley-Blackwell 2013
110 | 
111 | Textbook:  Kotler & Keller.  Framework for Marketing Management, 6th edition.  Pearson Prentice Hall.  Copyright 2016.  ISBN -13:  9780133871319
112 | 
113 | Textbooks: Required: Creating Exhibitions: Collaboration in the Planning Development and Design of Innovative Experiences by Polly McKenna-Cress and Janet A. Kamien, Wiley, October 2013, paperback, 304 pages. ISBN 978-1118306345
114 | 
115 | Required Texts Evolution: Making Sense of Life. Zimmer and Emlen. Roberts & Company Publishers 2013 or 2015.
116 | 
117 | Textbook: John Komlos, What Every Economics Student Needs to Know and Doesn’t Get in the Usual Principles Text. (M.E. Sharpe: 2014).
118 | 
119 | text book for this course is: Creswell, J. (2013) Research Design: Qualitative, Quantitative, and Mixed Methods Approaches, 4th Edition, Sage Publishers.
120 | 
121 | text: Sandel, The Case against Perfection. Cambridge, Massachusetts: Harvard University Press, 2007. (ISBN 978-0674036383)
122 | 
123 | texts available on reserve at Grossman Library: Pollock, Philip H.. The essentials of political analysis (Fourth Edition). CQ Press, 2012.
124 | 
125 | Texts: The only required text for the proposal tutorial is the APA’s publication manual (sixth edition – available relatively inexpensively online or at the Harvard Coop). 
126 | 
127 | Texts To complement the individualized guidance by the instructor, students are encouraged to view a series of short video presentations on various aspects of the ALM thesis research process. 
128 | 
129 | text: Sandel, The Case against Perfection. Cambridge, Massachusetts: Harvard University Press, 2007. (ISBN 978-0674036383)
130 | 
131 | Textbook:  Kotler & Keller.  Framework for Marketing Management, 6th edition.  Pearson Prentice Hall.  Copyright 2016.
132 | 
133 | Textbook There will be a variety of online resources referenced that are either free or available without additional cost (requires Harvard login, which is given to every registered student).
134 | 
135 | text that you should purchase from the Coop or online is Wayne C. Booth, Gregory G. Colomb, and Joseph M. Williams, The Craft of Research (University of Chicago Press, 2008). 
136 | 
137 | Texts and Materials All course readings are available either as a link or a PDF on our course website
138 | 
139 | Texts and Materials All assigned short stories are readily available online for free and will be linked through Canvas.
140 | 
141 | 
142 | 
143 | 
144 | 
145 | 
146 | 
147 | 
148 | 


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 184 |   <div id="wrapper" class="ic-Layout-wrapper">
 185 |       <div class="ic-app-nav-toggle-and-crumbs no-print">
 186 |           <button type="button" id="courseMenuToggle" class="Button Button--link ic-app-course-nav-toggle" aria-live="polite" aria-label="Hide Courses Navigation Menu" title="Hide Courses Navigation Menu">
 187 |             <i class="icon-hamburger" aria-hidden="true"></i>
 188 |           </button>
 189 |           <div class="ic-app-crumbs">
 190 |         <nav id="breadcrumbs" role="navigation" aria-label="breadcrumbs"><ul><li class="home"><a href="/"><span class="ellipsible">      <i class="icon-home"
 191 |          title="My Dashboard">
 192 |         <span class="screenreader-only">My Dashboard</span>
 193 |       </i>
 194 | </span></a></li><li><span class="ellipsible">SPAN E-2 (13968)</span></li><li><span class="ellipsible">Syllabus</span></li></ul></nav>
 195 |         </div>
 196 |       </div>
 197 |     <div id="main" class="ic-Layout-columns">
 198 |         <div class="ic-Layout-watermark"></div>
 199 |         <div id="left-side"
 200 |           class="ic-app-course-menu list-view"
 201 |           style="display: block"
 202 |           >
 203 |               <span id="section-tabs-header-subtitle" class="ellipsis">2017-2018 Fall</span>
 204 |             <nav role="navigation" aria-label="Courses Navigation Menu"><ul id="section-tabs"><li class="section"><a href="/courses/33156/assignments/syllabus" title="Syllabus" class="syllabus active">Syllabus</a></li><li class="section"><a href="/courses/33156/external_tools/13815" title="Student Resources" class="context_external_tool_13815">Student Resources</a></li></ul></nav>
 205 |         </div>
 206 |       <div id="not_right_side" class="ic-app-main-content">
 207 |         <div id="content-wrapper" class="ic-Layout-contentWrapper">
 208 |             
 209 | 
 210 |           <div id="content" class="ic-Layout-contentMain" role="main">
 211 |             
 212 | 
 213 | 
 214 | 
 215 | <div class="ic-Action-header">
 216 |   <div class="ic-Action-header__Primary">
 217 |     <h1 class="ic-Action-header__Heading">Course Syllabus</h1>
 218 |   </div>
 219 |   <div class="ic-Action-header__Secondary">
 220 |     <a href="#" class="jump_to_today_link">Jump to Today</a>
 221 |   </div>
 222 | </div>
 223 | 
 224 | <div id="course_syllabus" style="margin-bottom: 10px;" class="user_content">
 225 |   <p><a class="instructure_file_link instructure_scribd_file" title="HU SYL 17 JOY MAV E-2 Elem Span II.pdf" href="/courses/33156/files/4219563/download?verifier=M9evuF2hndr1CdSWhBCUVcsydyZRve576nzahElD&amp;wrap=1">HU SYL 17 JOY MAV E-2 Elem Span II.pdf</a><img style="width: 100%;" src="/courses/33156/files/4157304/preview?verifier=sZwLYNkj1kJztXK64k8evT2GMVirJXcm6ssjO6Ed" alt="Marquee image: Harvard Extension School shield on decorative paper" data-api-endpoint="https://canvas.harvard.edu/api/v1$IMS-CC-FILEBASE$/Template%20images/PaperShieldBanner.png?canvas_download=1&amp;canvas_qs_verifier=KBdi7qbAsL1oyUp6f839HnhJ3DhpxlrUFFSzkluL" data-api-returntype="File"></p>
 226 | <table class="ic-Table" style="width: 100%;">
 227 | <tbody>
 228 | <tr>
 229 | <td>
 230 | <div class="content-box pad-box-micro border border-b border-t" style="background-color: whitesmoke;">
 231 | <h2 style="text-align: center;"><a class="icon-syllabus" style="color: black; text-decoration: none;"> Syllabus</a></h2>
 232 | </div>
 233 | </td>
 234 | </tr>
 235 | <tr>
 236 | <td>Greetings to Intensive Elementary Spanish II.  The link to the course syllabus is above but if you wish to contact us please feel free to do so.  Contact <strong>Professor Renjilian-Burgy</strong> at 781-283-2400 or <a href="mailto:joy.renjilianburyg@wellesley.edu">joy.renjilianburyg@wellesley.edu</a>.  Contact <strong>Professor Vetterling</strong> at <a href="mailto:MAV@regiscollege.edu">MAV@regiscollege.edu</a>   The textbook is <em>¿</em><em>Cómo se dice?</em> 10th edition.  </td>
 237 | </tr>
 238 | <tr>
 239 | <td>
 240 | <div class="content-box pad-box-micro border border-b border-t" style="background-color: whitesmoke;">
 241 | <h2 style="text-align: center;"><a class="icon-rubric-dark" style="color: black; text-decoration: none;"> Course Information</a></h2>
 242 | </div>
 243 | </td>
 244 | </tr>
 245 | <tr>
 246 | <td>
 247 | <p> <iframe style="width: 100%; height: 200px;" title="Course Info" src="https://canvas-course-info.tlt.harvard.edu/course_info/widget.html?f=title&amp;f=course.registrar_code_display&amp;f=term.display_name&amp;f=instructors_display&amp;f=location&amp;f=meeting_time&amp;f=exam_group&amp;f=description&amp;f=notes" width="300" height="150" allowfullscreen="allowfullscreen" webkitallowfullscreen="webkitallowfullscreen" mozallowfullscreen="mozallowfullscreen"></iframe> </p>
 248 | </td>
 249 | </tr>
 250 | </tbody>
 251 | </table>
 252 | <table style="width: 30%; float: right;" cellspacing="10" cellpadding="9">
 253 | <tbody>
 254 | <tr>
 255 | <td style="border-color: gray; background-color: whitesmoke;">
 256 | <h2 style="text-align: center;"><span style="color: #000000;"><a class="icon-user" style="color: #000000;" href="/courses/7955" target="_blank"><span style="font-size: 10pt;">Student Support Tips</span></a></span></h2>
 257 | </td>
 258 | </tr>
 259 | <tr>
 260 | <td style="border-color: gray; background-color: whitesmoke;">
 261 | <h2 style="text-align: center;"><span style="color: #000000;"><a class="icon-educators" style="color: #000000;" href="/courses/4514" target="_blank"><span style="font-size: 10pt;">Instructor Support Tips</span></a> </span></h2>
 262 | </td>
 263 | </tr>
 264 | </tbody>
 265 | </table>
 266 | <p style="clear: both;"> </p>
 267 | </div>
 268 | <div id="course_syllabus_details" style="display: none;">
 269 |   <p>The syllabus page shows a table-oriented view of the course schedule, and the basics of
 270 | course grading.  You can add any other comments, notes, or thoughts you have about the course
 271 | structure, course policies or anything else.</p>
 272 | 
 273 | <p>To add some comments, click the &quot;Edit&quot; link at the top.</p>
 274 | </div>
 275 | <form id="edit_course_syllabus_form" style="display: none; margin-bottom: 10px;" action="/courses/33156" accept-charset="UTF-8" method="post"><input name="utf8" type="hidden" value="&#x2713;" /><input type="hidden" name="_method" value="put" /><input type="hidden" name="authenticity_token" value="VqO+X6qDp35RpGq5vloK1VITlOJxuGZRM5lsn7kiD05l9PA04bbgTBvRCcDpaEWTA37EhzLCKzBQ8AOnwWVbHg==" />
 276 |   <div style="float: right;">
 277 |     <a href="#" class="toggle_views_link toggle_html_editor_link">HTML Editor</a>
 278 |     <a href="#" class="toggle_views_link toggle_rich_editor_link" style="display:none;">Rich Content Editor</a>
 279 |   </div>
 280 |   <label for="course_syllabus_body">Syllabus Description:</label>
 281 |   <div class="clear"></div>
 282 |   <textarea style="width: 100%; height: 300px;" id="course_syllabus_body" name="course[syllabus_body]">
 283 | </textarea>
 284 |   <div class='form-actions'>
 285 |     <button type="button" class="btn cancel_button">Cancel</button>
 286 |     <button type="submit" class='btn btn-primary'>Update Syllabus</button>
 287 |   </div>
 288 | </form>
 289 | <h2>Course Summary:</h2>
 290 | 
 291 | <div id="syllabusContainer">
 292 |   <div id="syllabus_links">
 293 |     <a id="toggle_special_dates_in_syllabus">&nbsp;</a>
 294 |   </div>
 295 |   <table id="syllabus" class="ic-Table--condensed">
 296 |     <thead>
 297 |       <tr>
 298 |         <th scope="col" style="width: 25%;">Date</th>
 299 |         <th scope="col" style="width: 75%;">Details</th>
 300 |       </tr>
 301 |     </thead>
 302 |     <tbody>
 303 |       <tr>
 304 |         <td scope="row">
 305 |           <span id="loading_indicator"/>
 306 |         </td>
 307 |       </tr>
 308 |     </tbody>
 309 |   </table>
 310 | </div>
 311 | 
 312 | 
 313 |           </div>
 314 |         </div>
 315 |         <div id="right-side-wrapper" class="ic-app-main-content__secondary">
 316 |           <aside id="right-side" role="complementary">
 317 |               
 318 | <div id="sidebar_content">
 319 |   
 320 | <div class="mini_month">
 321 |   <div class="mini-cal-header">
 322 |     <button class="prev_month_link Button Button--icon-action"><i class="icon-arrow-open-left"></i><span class="screenreader-only">Prev month</span></button>
 323 |     <button class="next_month_link Button Button--icon-action"><i class="icon-arrow-open-right"></i><span class="screenreader-only">Next month</span></button>
 324 |     <span class="mini-cal-month-and-year">
 325 |       <span class="month_name">September</span>
 326 |       <span class="year_number">2017</span>
 327 |     </span>
 328 |   </div>
 329 |   <div style="display: none;">
 330 |     <span class="month_number">9</span>
 331 |   </div>
 332 |   <table class="mini_calendar" cellspacing="0">
 333 |     <caption class="screenreader-only">Calendar</caption>
 334 |     <thead>
 335 |       <tr>
 336 |           <th scope="col">
 337 |             <span class="screenreader-only">
 338 |               Sunday
 339 |             </span>
 340 |           </th>
 341 |           <th scope="col">
 342 |             <span class="screenreader-only">
 343 |               Monday
 344 |             </span>
 345 |           </th>
 346 |           <th scope="col">
 347 |             <span class="screenreader-only">
 348 |               Tuesday
 349 |             </span>
 350 |           </th>
 351 |           <th scope="col">
 352 |             <span class="screenreader-only">
 353 |               Wednesday
 354 |             </span>
 355 |           </th>
 356 |           <th scope="col">
 357 |             <span class="screenreader-only">
 358 |               Thursday
 359 |             </span>
 360 |           </th>
 361 |           <th scope="col">
 362 |             <span class="screenreader-only">
 363 |               Friday
 364 |             </span>
 365 |           </th>
 366 |           <th scope="col">
 367 |             <span class="screenreader-only">
 368 |               Saturday
 369 |             </span>
 370 |           </th>
 371 |       </tr>
 372 |     </thead>
 373 |     <tbody>
 374 |       <tr class="mini_calendar_week">
 375 |           <td id="mini_day_2017_08_27" class="mini_calendar_day day other_month previous_month date_08_27_2017">
 376 |             <div class="day_wrapper">
 377 |               <span class="day_number">
 378 |                 27
 379 |               </span>
 380 |               <span class="screenreader-only previous_month_text">Previous month</span>
 381 |               <span class="screenreader-only next_month_text">Next month</span>
 382 |               <span class="screenreader-only today_text">Today</span>
 383 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 384 |             </div>
 385 |           </td>
 386 |           <td id="mini_day_2017_08_28" class="mini_calendar_day day other_month previous_month date_08_28_2017">
 387 |             <div class="day_wrapper">
 388 |               <span class="day_number">
 389 |                 28
 390 |               </span>
 391 |               <span class="screenreader-only previous_month_text">Previous month</span>
 392 |               <span class="screenreader-only next_month_text">Next month</span>
 393 |               <span class="screenreader-only today_text">Today</span>
 394 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 395 |             </div>
 396 |           </td>
 397 |           <td id="mini_day_2017_08_29" class="mini_calendar_day day other_month previous_month date_08_29_2017">
 398 |             <div class="day_wrapper">
 399 |               <span class="day_number">
 400 |                 29
 401 |               </span>
 402 |               <span class="screenreader-only previous_month_text">Previous month</span>
 403 |               <span class="screenreader-only next_month_text">Next month</span>
 404 |               <span class="screenreader-only today_text">Today</span>
 405 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 406 |             </div>
 407 |           </td>
 408 |           <td id="mini_day_2017_08_30" class="mini_calendar_day day other_month previous_month date_08_30_2017">
 409 |             <div class="day_wrapper">
 410 |               <span class="day_number">
 411 |                 30
 412 |               </span>
 413 |               <span class="screenreader-only previous_month_text">Previous month</span>
 414 |               <span class="screenreader-only next_month_text">Next month</span>
 415 |               <span class="screenreader-only today_text">Today</span>
 416 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 417 |             </div>
 418 |           </td>
 419 |           <td id="mini_day_2017_08_31" class="mini_calendar_day day other_month previous_month date_08_31_2017">
 420 |             <div class="day_wrapper">
 421 |               <span class="day_number">
 422 |                 31
 423 |               </span>
 424 |               <span class="screenreader-only previous_month_text">Previous month</span>
 425 |               <span class="screenreader-only next_month_text">Next month</span>
 426 |               <span class="screenreader-only today_text">Today</span>
 427 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 428 |             </div>
 429 |           </td>
 430 |           <td id="mini_day_2017_09_01" class="mini_calendar_day day current_month date_09_01_2017">
 431 |             <div class="day_wrapper">
 432 |               <span class="day_number">
 433 |                 1
 434 |               </span>
 435 |               <span class="screenreader-only previous_month_text">Previous month</span>
 436 |               <span class="screenreader-only next_month_text">Next month</span>
 437 |               <span class="screenreader-only today_text">Today</span>
 438 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 439 |             </div>
 440 |           </td>
 441 |           <td id="mini_day_2017_09_02" class="mini_calendar_day day current_month date_09_02_2017">
 442 |             <div class="day_wrapper">
 443 |               <span class="day_number">
 444 |                 2
 445 |               </span>
 446 |               <span class="screenreader-only previous_month_text">Previous month</span>
 447 |               <span class="screenreader-only next_month_text">Next month</span>
 448 |               <span class="screenreader-only today_text">Today</span>
 449 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 450 |             </div>
 451 |           </td>
 452 |       </tr>
 453 |       <tr class="mini_calendar_week">
 454 |           <td id="mini_day_2017_09_03" class="mini_calendar_day day current_month date_09_03_2017">
 455 |             <div class="day_wrapper">
 456 |               <span class="day_number">
 457 |                 3
 458 |               </span>
 459 |               <span class="screenreader-only previous_month_text">Previous month</span>
 460 |               <span class="screenreader-only next_month_text">Next month</span>
 461 |               <span class="screenreader-only today_text">Today</span>
 462 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 463 |             </div>
 464 |           </td>
 465 |           <td id="mini_day_2017_09_04" class="mini_calendar_day day current_month date_09_04_2017">
 466 |             <div class="day_wrapper">
 467 |               <span class="day_number">
 468 |                 4
 469 |               </span>
 470 |               <span class="screenreader-only previous_month_text">Previous month</span>
 471 |               <span class="screenreader-only next_month_text">Next month</span>
 472 |               <span class="screenreader-only today_text">Today</span>
 473 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 474 |             </div>
 475 |           </td>
 476 |           <td id="mini_day_2017_09_05" class="mini_calendar_day day current_month date_09_05_2017">
 477 |             <div class="day_wrapper">
 478 |               <span class="day_number">
 479 |                 5
 480 |               </span>
 481 |               <span class="screenreader-only previous_month_text">Previous month</span>
 482 |               <span class="screenreader-only next_month_text">Next month</span>
 483 |               <span class="screenreader-only today_text">Today</span>
 484 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 485 |             </div>
 486 |           </td>
 487 |           <td id="mini_day_2017_09_06" class="mini_calendar_day day current_month date_09_06_2017">
 488 |             <div class="day_wrapper">
 489 |               <span class="day_number">
 490 |                 6
 491 |               </span>
 492 |               <span class="screenreader-only previous_month_text">Previous month</span>
 493 |               <span class="screenreader-only next_month_text">Next month</span>
 494 |               <span class="screenreader-only today_text">Today</span>
 495 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 496 |             </div>
 497 |           </td>
 498 |           <td id="mini_day_2017_09_07" class="mini_calendar_day day current_month date_09_07_2017">
 499 |             <div class="day_wrapper">
 500 |               <span class="day_number">
 501 |                 7
 502 |               </span>
 503 |               <span class="screenreader-only previous_month_text">Previous month</span>
 504 |               <span class="screenreader-only next_month_text">Next month</span>
 505 |               <span class="screenreader-only today_text">Today</span>
 506 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 507 |             </div>
 508 |           </td>
 509 |           <td id="mini_day_2017_09_08" class="mini_calendar_day day current_month date_09_08_2017">
 510 |             <div class="day_wrapper">
 511 |               <span class="day_number">
 512 |                 8
 513 |               </span>
 514 |               <span class="screenreader-only previous_month_text">Previous month</span>
 515 |               <span class="screenreader-only next_month_text">Next month</span>
 516 |               <span class="screenreader-only today_text">Today</span>
 517 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 518 |             </div>
 519 |           </td>
 520 |           <td id="mini_day_2017_09_09" class="mini_calendar_day day current_month date_09_09_2017">
 521 |             <div class="day_wrapper">
 522 |               <span class="day_number">
 523 |                 9
 524 |               </span>
 525 |               <span class="screenreader-only previous_month_text">Previous month</span>
 526 |               <span class="screenreader-only next_month_text">Next month</span>
 527 |               <span class="screenreader-only today_text">Today</span>
 528 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 529 |             </div>
 530 |           </td>
 531 |       </tr>
 532 |       <tr class="mini_calendar_week">
 533 |           <td id="mini_day_2017_09_10" class="mini_calendar_day day current_month date_09_10_2017">
 534 |             <div class="day_wrapper">
 535 |               <span class="day_number">
 536 |                 10
 537 |               </span>
 538 |               <span class="screenreader-only previous_month_text">Previous month</span>
 539 |               <span class="screenreader-only next_month_text">Next month</span>
 540 |               <span class="screenreader-only today_text">Today</span>
 541 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 542 |             </div>
 543 |           </td>
 544 |           <td id="mini_day_2017_09_11" class="mini_calendar_day day current_month date_09_11_2017">
 545 |             <div class="day_wrapper">
 546 |               <span class="day_number">
 547 |                 11
 548 |               </span>
 549 |               <span class="screenreader-only previous_month_text">Previous month</span>
 550 |               <span class="screenreader-only next_month_text">Next month</span>
 551 |               <span class="screenreader-only today_text">Today</span>
 552 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 553 |             </div>
 554 |           </td>
 555 |           <td id="mini_day_2017_09_12" class="mini_calendar_day day current_month date_09_12_2017">
 556 |             <div class="day_wrapper">
 557 |               <span class="day_number">
 558 |                 12
 559 |               </span>
 560 |               <span class="screenreader-only previous_month_text">Previous month</span>
 561 |               <span class="screenreader-only next_month_text">Next month</span>
 562 |               <span class="screenreader-only today_text">Today</span>
 563 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 564 |             </div>
 565 |           </td>
 566 |           <td id="mini_day_2017_09_13" class="mini_calendar_day day current_month date_09_13_2017">
 567 |             <div class="day_wrapper">
 568 |               <span class="day_number">
 569 |                 13
 570 |               </span>
 571 |               <span class="screenreader-only previous_month_text">Previous month</span>
 572 |               <span class="screenreader-only next_month_text">Next month</span>
 573 |               <span class="screenreader-only today_text">Today</span>
 574 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 575 |             </div>
 576 |           </td>
 577 |           <td id="mini_day_2017_09_14" class="mini_calendar_day day current_month date_09_14_2017">
 578 |             <div class="day_wrapper">
 579 |               <span class="day_number">
 580 |                 14
 581 |               </span>
 582 |               <span class="screenreader-only previous_month_text">Previous month</span>
 583 |               <span class="screenreader-only next_month_text">Next month</span>
 584 |               <span class="screenreader-only today_text">Today</span>
 585 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 586 |             </div>
 587 |           </td>
 588 |           <td id="mini_day_2017_09_15" class="mini_calendar_day day current_month date_09_15_2017">
 589 |             <div class="day_wrapper">
 590 |               <span class="day_number">
 591 |                 15
 592 |               </span>
 593 |               <span class="screenreader-only previous_month_text">Previous month</span>
 594 |               <span class="screenreader-only next_month_text">Next month</span>
 595 |               <span class="screenreader-only today_text">Today</span>
 596 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 597 |             </div>
 598 |           </td>
 599 |           <td id="mini_day_2017_09_16" class="mini_calendar_day day current_month date_09_16_2017">
 600 |             <div class="day_wrapper">
 601 |               <span class="day_number">
 602 |                 16
 603 |               </span>
 604 |               <span class="screenreader-only previous_month_text">Previous month</span>
 605 |               <span class="screenreader-only next_month_text">Next month</span>
 606 |               <span class="screenreader-only today_text">Today</span>
 607 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 608 |             </div>
 609 |           </td>
 610 |       </tr>
 611 |       <tr class="mini_calendar_week">
 612 |           <td id="mini_day_2017_09_17" class="mini_calendar_day day current_month date_09_17_2017">
 613 |             <div class="day_wrapper">
 614 |               <span class="day_number">
 615 |                 17
 616 |               </span>
 617 |               <span class="screenreader-only previous_month_text">Previous month</span>
 618 |               <span class="screenreader-only next_month_text">Next month</span>
 619 |               <span class="screenreader-only today_text">Today</span>
 620 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 621 |             </div>
 622 |           </td>
 623 |           <td id="mini_day_2017_09_18" class="mini_calendar_day day current_month date_09_18_2017">
 624 |             <div class="day_wrapper">
 625 |               <span class="day_number">
 626 |                 18
 627 |               </span>
 628 |               <span class="screenreader-only previous_month_text">Previous month</span>
 629 |               <span class="screenreader-only next_month_text">Next month</span>
 630 |               <span class="screenreader-only today_text">Today</span>
 631 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 632 |             </div>
 633 |           </td>
 634 |           <td id="mini_day_2017_09_19" class="mini_calendar_day day current_month date_09_19_2017">
 635 |             <div class="day_wrapper">
 636 |               <span class="day_number">
 637 |                 19
 638 |               </span>
 639 |               <span class="screenreader-only previous_month_text">Previous month</span>
 640 |               <span class="screenreader-only next_month_text">Next month</span>
 641 |               <span class="screenreader-only today_text">Today</span>
 642 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 643 |             </div>
 644 |           </td>
 645 |           <td id="mini_day_2017_09_20" class="mini_calendar_day day current_month date_09_20_2017">
 646 |             <div class="day_wrapper">
 647 |               <span class="day_number">
 648 |                 20
 649 |               </span>
 650 |               <span class="screenreader-only previous_month_text">Previous month</span>
 651 |               <span class="screenreader-only next_month_text">Next month</span>
 652 |               <span class="screenreader-only today_text">Today</span>
 653 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 654 |             </div>
 655 |           </td>
 656 |           <td id="mini_day_2017_09_21" class="mini_calendar_day day current_month date_09_21_2017">
 657 |             <div class="day_wrapper">
 658 |               <span class="day_number">
 659 |                 21
 660 |               </span>
 661 |               <span class="screenreader-only previous_month_text">Previous month</span>
 662 |               <span class="screenreader-only next_month_text">Next month</span>
 663 |               <span class="screenreader-only today_text">Today</span>
 664 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 665 |             </div>
 666 |           </td>
 667 |           <td id="mini_day_2017_09_22" class="mini_calendar_day day current_month date_09_22_2017">
 668 |             <div class="day_wrapper">
 669 |               <span class="day_number">
 670 |                 22
 671 |               </span>
 672 |               <span class="screenreader-only previous_month_text">Previous month</span>
 673 |               <span class="screenreader-only next_month_text">Next month</span>
 674 |               <span class="screenreader-only today_text">Today</span>
 675 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 676 |             </div>
 677 |           </td>
 678 |           <td id="mini_day_2017_09_23" class="mini_calendar_day day current_month date_09_23_2017">
 679 |             <div class="day_wrapper">
 680 |               <span class="day_number">
 681 |                 23
 682 |               </span>
 683 |               <span class="screenreader-only previous_month_text">Previous month</span>
 684 |               <span class="screenreader-only next_month_text">Next month</span>
 685 |               <span class="screenreader-only today_text">Today</span>
 686 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 687 |             </div>
 688 |           </td>
 689 |       </tr>
 690 |       <tr class="mini_calendar_week">
 691 |           <td id="mini_day_2017_09_24" class="mini_calendar_day day current_month today date_09_24_2017">
 692 |             <div class="day_wrapper">
 693 |               <span class="day_number">
 694 |                 24
 695 |               </span>
 696 |               <span class="screenreader-only previous_month_text">Previous month</span>
 697 |               <span class="screenreader-only next_month_text">Next month</span>
 698 |               <span class="screenreader-only today_text">Today</span>
 699 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 700 |             </div>
 701 |           </td>
 702 |           <td id="mini_day_2017_09_25" class="mini_calendar_day day current_month date_09_25_2017">
 703 |             <div class="day_wrapper">
 704 |               <span class="day_number">
 705 |                 25
 706 |               </span>
 707 |               <span class="screenreader-only previous_month_text">Previous month</span>
 708 |               <span class="screenreader-only next_month_text">Next month</span>
 709 |               <span class="screenreader-only today_text">Today</span>
 710 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 711 |             </div>
 712 |           </td>
 713 |           <td id="mini_day_2017_09_26" class="mini_calendar_day day current_month date_09_26_2017">
 714 |             <div class="day_wrapper">
 715 |               <span class="day_number">
 716 |                 26
 717 |               </span>
 718 |               <span class="screenreader-only previous_month_text">Previous month</span>
 719 |               <span class="screenreader-only next_month_text">Next month</span>
 720 |               <span class="screenreader-only today_text">Today</span>
 721 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 722 |             </div>
 723 |           </td>
 724 |           <td id="mini_day_2017_09_27" class="mini_calendar_day day current_month date_09_27_2017">
 725 |             <div class="day_wrapper">
 726 |               <span class="day_number">
 727 |                 27
 728 |               </span>
 729 |               <span class="screenreader-only previous_month_text">Previous month</span>
 730 |               <span class="screenreader-only next_month_text">Next month</span>
 731 |               <span class="screenreader-only today_text">Today</span>
 732 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 733 |             </div>
 734 |           </td>
 735 |           <td id="mini_day_2017_09_28" class="mini_calendar_day day current_month date_09_28_2017">
 736 |             <div class="day_wrapper">
 737 |               <span class="day_number">
 738 |                 28
 739 |               </span>
 740 |               <span class="screenreader-only previous_month_text">Previous month</span>
 741 |               <span class="screenreader-only next_month_text">Next month</span>
 742 |               <span class="screenreader-only today_text">Today</span>
 743 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 744 |             </div>
 745 |           </td>
 746 |           <td id="mini_day_2017_09_29" class="mini_calendar_day day current_month date_09_29_2017">
 747 |             <div class="day_wrapper">
 748 |               <span class="day_number">
 749 |                 29
 750 |               </span>
 751 |               <span class="screenreader-only previous_month_text">Previous month</span>
 752 |               <span class="screenreader-only next_month_text">Next month</span>
 753 |               <span class="screenreader-only today_text">Today</span>
 754 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 755 |             </div>
 756 |           </td>
 757 |           <td id="mini_day_2017_09_30" class="mini_calendar_day day current_month date_09_30_2017">
 758 |             <div class="day_wrapper">
 759 |               <span class="day_number">
 760 |                 30
 761 |               </span>
 762 |               <span class="screenreader-only previous_month_text">Previous month</span>
 763 |               <span class="screenreader-only next_month_text">Next month</span>
 764 |               <span class="screenreader-only today_text">Today</span>
 765 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 766 |             </div>
 767 |           </td>
 768 |       </tr>
 769 |       <tr class="mini_calendar_week">
 770 |           <td id="mini_day_2017_10_01" class="mini_calendar_day day other_month next_month date_10_01_2017">
 771 |             <div class="day_wrapper">
 772 |               <span class="day_number">
 773 |                 1
 774 |               </span>
 775 |               <span class="screenreader-only previous_month_text">Previous month</span>
 776 |               <span class="screenreader-only next_month_text">Next month</span>
 777 |               <span class="screenreader-only today_text">Today</span>
 778 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 779 |             </div>
 780 |           </td>
 781 |           <td id="mini_day_2017_10_02" class="mini_calendar_day day other_month next_month date_10_02_2017">
 782 |             <div class="day_wrapper">
 783 |               <span class="day_number">
 784 |                 2
 785 |               </span>
 786 |               <span class="screenreader-only previous_month_text">Previous month</span>
 787 |               <span class="screenreader-only next_month_text">Next month</span>
 788 |               <span class="screenreader-only today_text">Today</span>
 789 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 790 |             </div>
 791 |           </td>
 792 |           <td id="mini_day_2017_10_03" class="mini_calendar_day day other_month next_month date_10_03_2017">
 793 |             <div class="day_wrapper">
 794 |               <span class="day_number">
 795 |                 3
 796 |               </span>
 797 |               <span class="screenreader-only previous_month_text">Previous month</span>
 798 |               <span class="screenreader-only next_month_text">Next month</span>
 799 |               <span class="screenreader-only today_text">Today</span>
 800 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 801 |             </div>
 802 |           </td>
 803 |           <td id="mini_day_2017_10_04" class="mini_calendar_day day other_month next_month date_10_04_2017">
 804 |             <div class="day_wrapper">
 805 |               <span class="day_number">
 806 |                 4
 807 |               </span>
 808 |               <span class="screenreader-only previous_month_text">Previous month</span>
 809 |               <span class="screenreader-only next_month_text">Next month</span>
 810 |               <span class="screenreader-only today_text">Today</span>
 811 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 812 |             </div>
 813 |           </td>
 814 |           <td id="mini_day_2017_10_05" class="mini_calendar_day day other_month next_month date_10_05_2017">
 815 |             <div class="day_wrapper">
 816 |               <span class="day_number">
 817 |                 5
 818 |               </span>
 819 |               <span class="screenreader-only previous_month_text">Previous month</span>
 820 |               <span class="screenreader-only next_month_text">Next month</span>
 821 |               <span class="screenreader-only today_text">Today</span>
 822 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 823 |             </div>
 824 |           </td>
 825 |           <td id="mini_day_2017_10_06" class="mini_calendar_day day other_month next_month date_10_06_2017">
 826 |             <div class="day_wrapper">
 827 |               <span class="day_number">
 828 |                 6
 829 |               </span>
 830 |               <span class="screenreader-only previous_month_text">Previous month</span>
 831 |               <span class="screenreader-only next_month_text">Next month</span>
 832 |               <span class="screenreader-only today_text">Today</span>
 833 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 834 |             </div>
 835 |           </td>
 836 |           <td id="mini_day_2017_10_07" class="mini_calendar_day day other_month next_month date_10_07_2017">
 837 |             <div class="day_wrapper">
 838 |               <span class="day_number">
 839 |                 7
 840 |               </span>
 841 |               <span class="screenreader-only previous_month_text">Previous month</span>
 842 |               <span class="screenreader-only next_month_text">Next month</span>
 843 |               <span class="screenreader-only today_text">Today</span>
 844 |               <span class="screenreader-only event_link_text">Click to view event details</span>
 845 |             </div>
 846 |           </td>
 847 |       </tr>
 848 |     </tbody>
 849 |   </table>
 850 | </div>
 851 | 
 852 |     
 853 | <div role="complementary" aria-label="Assignment Weights">
 854 |   <h2>Course assignments are not weighted.</h2>
 855 | </div>
 856 | 
 857 | </div>
 858 | 
 859 | <div id="editor_tabs" class="ui-tabs--mini" style="display: none;">
 860 | 
 861 |   <span class="wiki-sidebar-header" role="heading" aria-level="2">Insert Content into the Page</span>
 862 |   <ul>
 863 |     <li><a href="#editor_tabs_2">Links</a></li>
 864 |     <li><a href="#editor_tabs_4">Images</a></li>
 865 |   </ul>
 866 |   <div id="editor_tabs_2" role="application">
 867 |     Link to other content in the course.
 868 |       <a href="/courses/33156/external_tools/retrieve?url=%7B%7B+url+%7D%7D" id="external_tool_retrieve_url" style="display: none;">&nbsp;</a>
 869 |       <a href="/courses/33156/external_tools/%7B%7B%20id%20%7D%7D/resource_selection?editor=1" id="context_external_tool_resource_selection_url" style="display: none;">&nbsp;</a>
 870 |     Click any page to insert a link to that page.
 871 |     <div id="pages_accordion" class="ui-accordion--mini" role="tabpanel">
 872 |       <a href="https://canvas.harvard.edu/courses/33156/pages/%7B%7B%20page_url%20%7D%7D" id="wiki_sidebar_wiki_url" style="display: none;">&nbsp;</a>
 873 |       <div>
 874 |         <div class="header" aria-controls="pages_tab_panel" role="tab"><a href="#">Wiki Pages</a></div>
 875 |         <div id="pages_tab_panel" role="tabpanel">
 876 |             <ul class="wiki_pages page_list">
 877 |             </ul>
 878 |         </div>
 879 |       </div>
 880 |       <div>
 881 |         <div aria-controls="assignment_panel" role="tab" class="header" aria-controls="wiki_pages_panel"><a href="#">Assignments</a></div>
 882 |          <div id="assignment_panel" role="tabpanel">
 883 |             <ul class="wiki_pages page_list">
 884 |               <li title="Click to insert a link to this assignment"><a href="/courses/33156/assignments">Assignment List</a></li>
 885 |             </ul>
 886 |          </div>
 887 |       </div>
 888 |       <div>
 889 |         <div aria-controls="quizzes_panel" class="header" role="tab"><a href="#">Quizzes</a></div>
 890 |          <div id="quizzes_panel" role="tabpanel">
 891 |             <ul class="wiki_pages page_list">
 892 |               <li title="Click to insert a link to this quiz"><a href="/courses/33156/quizzes">Quiz List</a></li>
 893 |             </ul>
 894 |          </div>
 895 |       </div>
 896 |       <div>
 897 |         <div class="header" aria-controls="announcements_panel" role="tab"><a href="#">Announcements</a></div>
 898 |          <div id="announcements_panel" role="tabpanel">
 899 |             <ul class="wiki_pages page_list">
 900 |               <li title="Click to insert a link to this announcement"><a href="/courses/33156/announcements">Announcements List</a></li>
 901 |             </ul>
 902 |          </div>
 903 |       </div>
 904 | 
 905 |       <div>
 906 |         <div role="tab" aria-controls="discussions_panel" class="header"><a href="#">Discussions</a></div>
 907 |          <div id="discussions_panel" role="tabpanel">
 908 |             <ul class="wiki_pages page_list">
 909 |               <li title="Click to insert a link to this topic"><a href="/courses/33156/discussion_topics">Discussion Index</a></li>
 910 |             </ul>
 911 |          </div>
 912 |       </div>
 913 | 
 914 |       <div>
 915 |         <div role="tab" aria-controls="modules_panel" class="header"><a href="#">Modules</a></div>
 916 |           <div id="modules_panel" role="tabpanel">
 917 |             <ul class="wiki_pages page_list">
 918 |               <li title="Click to insert a link to this module"><a href="/courses/33156/modules">Modules List</a></li>
 919 |             </ul>
 920 |           </div>
 921 |       </div>
 922 | 
 923 |       <div>
 924 |         <div class="header" role="tab" aria-controls="groups_panel"><a href="#">Course Navigation</a></div>
 925 |          <div role="tabpanel" id="groups_panel">
 926 |             <ul class="wiki_pages page_list">
 927 |                 <li title="Click to insert a link to the assignments page"><a href="/courses/33156/assignments">Assignment List</a></li>
 928 |                 <li title="Click to insert a link to the wiki"><a href="https://canvas.harvard.edu/courses/33156/pages">Wiki Home</a></li>
 929 |                 <li title="Click to insert a link to the discussions page"><a href="/courses/33156/discussion_topics">Discussions Index</a></li>
 930 |                 <li title="Click to insert a link to the syllabus"><a href="/courses/33156/assignments/syllabus">Course Syllabus</a></li>
 931 |                 <li title="Click to insert a link to the announcements page"><a href="/courses/33156/announcements">Announcement List</a></li>
 932 |                 <li title="Click to insert a link to the files page"><a href="/courses/33156/files">Files Index</a></li>
 933 |                 <li title="Click to insert a link to the collaborations page"><a href="/courses/33156/collaborations">Collaborations</a></li>
 934 |                 <li title="Click to insert a link to the grades page"><a href="/courses/33156/grades">Grades</a></li>
 935 |                 <li title="Click to insert a link to the people page"><a href="/courses/33156/users">People</a></li>
 936 |                 <li title="Click to insert a link to the modules page"><a href="/courses/33156/modules">Modules</a></li>
 937 |             </ul>
 938 |          </div>
 939 |       </div>
 940 |     </div>
 941 | 
 942 |   </div>
 943 |   <div aria-atomic="true" id="editor_tabs_4">
 944 |     Click any image to embed the image in the page.
 945 |     <div>
 946 |       <a tabindex="0" href="#" class="find_new_image_link find">Find images on flickr creative commons</a>
 947 |     </div>
 948 |     <div id="wiki_sidebar_image_uploads" class="uploading_file_list uploading_image_list" style="display: none;">
 949 |       <div class="uploading">
 950 |         Uploading <span class="filename">file</span>...
 951 |         <div>
 952 |           <img alt="Loading..." src="https://du11hjcvx0uqb.cloudfront.net/dist/images/ajax-loader-bar-71e6988298.gif" />
 953 |         </div>
 954 |       </div>
 955 |       <div class="remaining">
 956 |         <span class="files_remaining">0</span> more to upload
 957 |       </div>
 958 |       
 959 | <a href="#" style="text-align: center display: none;" class="img_link" title="Click to embed image">
 960 |   <div class="img_holder">
 961 |     <img class="img" data-url="" src="" alt="{{ display_name }}" title="Click to embed {{ display_name }}">
 962 |   </div>
 963 |   <div class="display_name">{{ display_name }}</div>
 964 | </a>
 965 | 
 966 |     </div>
 967 |     <div class="image_list_holder ">
 968 |       <div class="dragging_message">Drop Images Here to upload</div>
 969 |       <div class="image_list" style="max-height: 300px; overflow: auto;" data-url="/courses/33156/images">
 970 |       </div>
 971 |     </div>
 972 |   </div>
 973 |   <div style="display: none;">
 974 |     <a href="/services?service_type=BookmarkService" class="bookmark_services_url">&nbsp;</a>
 975 |     <a href="/search/bookmarks?q=%7B%7B+query+%7D%7D&amp;service_type=%7B%7B+service_type+%7D%7D" class="bookmark_search_url">&nbsp;</a>
 976 |     <span class="context_code">course_33156</span>
 977 |     <div id="wiki_sidebar_select_folder_dialog">
 978 |       Select a destination folder for these <span class="file_count">&nbsp;</span> files:
 979 |       <div style="margin: 20px;">
 980 |         <select class="folder_id">
 981 |         </select>
 982 |       </div>
 983 |       <div class="button-container">
 984 |         <button type="button" class="btn select_button">Upload Files to Folder</button>
 985 |         <button type="button" class="btn cancel_button btn button-secondary">Cancel</button>
 986 |       </div>
 987 |     </div>
 988 |   </div>
 989 | </div>
 990 | 
 991 | 
 992 | 
 993 |           </aside>
 994 |         </div>
 995 |       </div>
 996 |     </div>
 997 |   </div>
 998 | 
 999 | 
1000 | 
1001 |     <div style="display:none;"><!-- Everything inside of this should always stay hidden -->
1002 |     </div>
1003 |     
1004 | <div id="cant_record_dialog" style="display: none;">
1005 |   <div>
1006 |     In order to create video or audio recordings your computer needs to be 
1007 |     webcam-enabled.  If you don&#39;t have a webcam on your computer, you can still
1008 |     record audio-only messages by first installing the Google Video Chat
1009 |     plugin.
1010 |   </div>
1011 |   <div style="text-align: center; font-size: 1.5em; margin: 10px;">
1012 |     <a href="http://www.google.com/chat/video" target="_blank" class="btn">Install the Video Plugin</a>
1013 |   </div>
1014 |   <div class="links" style="text-align: right; font-size: 0.8em; display: none;">
1015 |     <a href="#" class="cant_record_link">Don&#39;t have a webcam?</a>
1016 |   </div>
1017 | </div>
1018 |   <div id='aria_alerts' class='hide-text affix' role="alert" aria-live="assertive"></div>
1019 |   <div id='StudentTray__Container'></div>
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  1 | Textbook|N
  2 | :|N
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  6 | is|N
  7 | Professor|N
  8 | Peter|F
  9 | A|L
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 25 | Evolving|N
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 30 | Shift|N
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 33 | ,|N
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 36 | Press|N
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 56 | of|N
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100 | and|N
101 | Civil|N
102 | Disobedience|N
103 | ,|N
104 | Signet|N
105 | 9780451532169|N
106 | Nietzsche|L
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108 | Beyond|N
109 | Good|N
110 | and|N
111 | Evil|N
112 | ,|N
113 | Vintage|N
114 | 9780679724650|N
115 | Fanon|L
116 | ,|N
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118 | Skin|N
119 | ,|N
120 | White|N
121 | Masks|N
122 | ,|N
123 | Grove|N
124 | 9780802143006|N
125 | You|N
126 | will|N
127 | need|N
128 | (|N
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130 | )|N
131 | copies|N
132 | of|N
133 | all|N
134 | of|N
135 | these|N
136 | .|N
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141 | are|N
142 | two|N
143 | required|N
144 | textbooks|N
145 | for|N
146 | the|N
147 | course|N
148 | ,|N
149 | one|N
150 | for|N
151 | learning|N
152 | statistical|N
153 | concepts|N
154 | and|N
155 | another|N
156 | for|N
157 | learning|N
158 | how|N
159 | to|N
160 | use|N
161 | statistical|N
162 | software|N
163 | :|N
164 | For|N
165 | learning|N
166 | statistical|N
167 | concepts|N
168 | ,|N
169 | the|N
170 | required|N
171 | textbook|N
172 | is|N
173 | OpenIntro|N
174 | Statistics|N
175 | ,|N
176 | 3rd|N
177 | Edition|N
178 | by|N
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180 | M|L
181 | .|A
182 | 
183 | Textbook|N
184 | :|N
185 | Natural|N
186 | Disasters|N
187 | in|N
188 | a|N
189 | Global|N
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191 | ,|N
192 | Anthony|F
193 | Penna|L
194 | and|N
195 | Jennifer|F
196 | Rivers|L
197 | ,|N
198 | Wiley|N
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200 | Blackwell|N
201 | 2013|Y
202 | 
203 | Textbook|N
204 | :|N
205 | Kotler|F
206 | &|N
207 | Keller|L
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209 | Framework|N
210 | for|N
211 | Marketing|N
212 | Management|N
213 | ,|N
214 | 6th|N
215 | edition|N
216 | .|N
217 | |N
218 | Pearson|N
219 | Prentice|N
220 | Hall|N
221 | .|N
222 | |N
223 | Copyright|N
224 | 2016|Y
225 | .|N
226 | |N
227 | ISBN|N
228 | -|N
229 | 13|N
230 | :|N
231 | |N
232 | 9780133871319|N
233 | 
234 | Required|N
235 | Texts|N
236 | Evolution|N
237 | :|N
238 | Making|N
239 | Sense|N
240 | of|N
241 | Life|N
242 | .|N
243 | Zimmer|L
244 | and|N
245 | Emlen|L
246 | .|N
247 | Roberts|N
248 | &|N
249 | Company|N
250 | Publishers|N
251 | 2013|Y
252 | or|N
253 | 2015|Y
254 | .|N
255 | 
256 | Textbook|N
257 | :|N
258 | John|F
259 | Komlos|L
260 | ,|N
261 | What|N
262 | Every|N
263 | Economics|N
264 | Student|N
265 | Needs|N
266 | to|N
267 | Know|N
268 | and|N
269 | Doesn’t|N
270 | Get|N
271 | in|N
272 | the|N
273 | Usual|N
274 | Principles|N
275 | Text|N
276 | .|N
277 | (|N
278 | M|N
279 | .|N
280 | E|N
281 | .|N
282 | Sharpe|N
283 | :|N
284 | 2014|Y
285 | )|N
286 | .|N
287 | 
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289 | book|N
290 | for|N
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292 | course|N
293 | is|N
294 | :|N
295 | Creswell|L
296 | ,|N
297 | J|F
298 | .|A
299 | (|N
300 | 2013|Y
301 | )|N
302 | Research|N
303 | Design|N
304 | :|N
305 | Qualitative|N
306 | ,|N
307 | Quantitative|N
308 | ,|N
309 | and|N
310 | Mixed|N
311 | Methods|N
312 | Approaches|N
313 | ,|N
314 | 4th|N
315 | Edition|N
316 | ,|N
317 | Sage|N
318 | Publishers|N
319 | .|N
320 | 
321 | text|N
322 | :|N
323 | Sandel|L
324 | ,|N
325 | The|N
326 | Case|N
327 | against|N
328 | Perfection|N
329 | .|N
330 | Cambridge|N
331 | ,|N
332 | Massachusetts|N
333 | :|N
334 | Harvard|N
335 | University|N
336 | Press|N
337 | ,|N
338 | 2007|N
339 | .|N
340 | (|N
341 | ISBN|N
342 | 978|N
343 | -|N
344 | 0674036383|N
345 | )|N
346 | 
347 | texts|N
348 | available|N
349 | on|N
350 | reserve|N
351 | at|N
352 | Grossman|N
353 | Library|N
354 | :|N
355 | Pollock|N
356 | ,|N
357 | Philip|F
358 | H|L
359 | .|A
360 | .|N
361 | The|N
362 | essentials|N
363 | of|N
364 | political|N
365 | analysis|N
366 | (|N
367 | Fourth|N
368 | Edition|N
369 | )|N
370 | .|N
371 | CQ|N
372 | Press|N
373 | ,|N
374 | 2012|Y
375 | .|N
376 | 
377 | Texts|N
378 | :|N
379 | The|N
380 | only|N
381 | required|N
382 | text|N
383 | for|N
384 | the|N
385 | proposal|N
386 | tutorial|N
387 | is|N
388 | the|N
389 | APA’s|N
390 | publication|N
391 | manual|N
392 | (|N
393 | sixth|N
394 | edition|N
395 | –|N
396 | available|N
397 | relatively|N
398 | inexpensively|N
399 | online|N
400 | or|N
401 | at|N
402 | the|N
403 | Harvard|N
404 | Coop|N
405 | )|N
406 | .|N
407 | 
408 | Texts|N
409 | To|N
410 | complement|N
411 | the|N
412 | individualized|N
413 | guidance|N
414 | by|N
415 | the|N
416 | instructor|N
417 | ,|N
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439 | 
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443 | ,|N
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460 | 978-0674036383|N
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462 | 
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465 | |N
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467 | &|N
468 | Keller|L
469 | .|N
470 | |N
471 | Framework|N
472 | for|N
473 | Marketing|N
474 | Management|N
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477 | edition|N
478 | .|N
479 | |N
480 | Pearson|N
481 | Prentice|N
482 | Hall|N
483 | .|N
484 | |N
485 | Copyright|N
486 | 2016|Y
487 | .|N
488 | 
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491 | will|N
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498 | referenced|N
499 | that|N
500 | are|N
501 | either|N
502 | free|N
503 | or|N
504 | available|N
505 | without|N
506 | additional|N
507 | cost|N
508 | (|N
509 | requires|N
510 | Harvard|N
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512 | ,|N
513 | which|N
514 | is|N
515 | given|N
516 | to|N
517 | every|N
518 | registered|N
519 | student|N
520 | )|N
521 | .|N
522 | 
523 | text|N
524 | that|N
525 | you|N
526 | should|N
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528 | from|N
529 | the|N
530 | Coop|N
531 | or|N
532 | online|N
533 | is|N
534 | Wayne|F
535 | C|M
536 | .|A
537 | Booth|L
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539 | Gregory|F
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541 | .|A
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545 | Joseph|F
546 | M|M
547 | .|A
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554 | (|N
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556 | of|N
557 | Chicago|N
558 | Press|N
559 | ,|N
560 | 2008|Y
561 | )|N
562 | .|N
563 | 
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565 | and|N
566 | Materials|N
567 | All|N
568 | course|N
569 | readings|N
570 | are|N
571 | available|N
572 | either|N
573 | as|N
574 | a|N
575 | link|N
576 | or|N
577 | a|N
578 | PDF|N
579 | on|N
580 | our|N
581 | course|N
582 | website|N
583 | 
584 | Texts|N
585 | and|N
586 | Materials|N
587 | All|N
588 | assigned|N
589 | short|N
590 | stories|N
591 | are|N
592 | readily|N
593 | available|N
594 | online|N
595 | for|N
596 | free|N
597 | and|N
598 | will|N
599 | be|N
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601 | through|N
602 | Canvas|N
603 | .|N
604 | 
605 | Texts|N
606 | (|N
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611 | Coop|N
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618 | C|L
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629 | Focus|N
630 | Publishing|N
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/CRF/training/training-author.txt:
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   1 | Textbooks|N
   2 | John|F
   3 | Watkins|L
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   5 | Simon|F
   6 | Mills|L
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   9 | IT|N
  10 | :|N
  11 | An|N
  12 | Off|N
  13 | -|N
  14 | the|N
  15 | -|N
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  17 | Software|N
  18 | Testing|N
  19 | Process|N
  20 | ,|N
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  22 | edition|N
  23 | ,|N
  24 | 2011|Y
  25 | ,|N
  26 | Cambridge|N
  27 | University|N
  28 | Press|N
  29 | ,|N
  30 | ISBN|N
  31 | 978|N
  32 | -|N
  33 | 0521148016|N
  34 | James|F
  35 | Whittaker|L
  36 | ,|N
  37 | Jason|F
  38 | Arbon|L
  39 | ,|N
  40 | Jeff|F
  41 | Carollo|L
  42 | ,|N
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  45 | Tests|N
  46 | Software|N
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  49 | ,|N
  50 | Addison|N
  51 | -|N
  52 | Wesley|N
  53 | ,|N
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  55 | 978|N
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 365 | Vagnone|L
 366 | ,|N
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 368 | E|M
 369 | Ryan,|L
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 418 | Ann|M
 419 | Harris|L
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 421 | Thomas|F
 422 | A|M
 423 | .|N
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 488 | Texts|N
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 598 | Making|N
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 607 | Eavan|F
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 610 | Norton|N
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 612 | )|N
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 614 | 
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 623 | Truby|L
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 631 | 
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 656 | revised|N
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 696 | If|N
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 699 | ever|N
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 800 | .|A
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 802 | ,|N
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 807 | N|F
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 809 | Schneider|L
 810 | ,|N
 811 | M|F
 812 | .|A
 813 | Voit|L
 814 | ,|N
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 923 | at|N
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 931 | .|N
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 972 | 
 973 | text|N
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 987 | Booth|L
 988 | ,|N
 989 | Gregory|F
 990 | G|M
 991 | .|A
 992 | Colomb|L
 993 | ,|N
 994 | and|N
 995 | Joseph|F
 996 | M|M
 997 | .|A
 998 | Williams|L
 999 | ,|N
1000 | The|N
1001 | Craft|N
1002 | of|N
1003 | Research|N
1004 | (|N
1005 | University|N
1006 | of|N
1007 | Chicago|N
1008 | Press|N
1009 | ,|N
1010 | 2008|Y
1011 | )|N
1012 | .|N
1013 | 
1014 | Textbooks|N
1015 | Available|N
1016 | at|N
1017 | the|N
1018 | Harvard|N
1019 | COOP|N
1020 | Brody|N
1021 | ,|N
1022 | T|N
1023 | .|N
1024 | (|N
1025 | 2016|Y
1026 | )|N
1027 | Clinical|N
1028 | trials|N
1029 | :|N
1030 | Study|N
1031 | design|N
1032 | ,|N
1033 | endpoints|N
1034 | and|N
1035 | biomarkers|N
1036 | ,|N
1037 | drugs|N
1038 | safety|N
1039 | ,|N
1040 | and|N
1041 | FDA|N
1042 | and|N
1043 | ICH|N
1044 | guidelines|N
1045 | (|N
1046 | 2nd|N
1047 | ed|N
1048 | .|N
1049 | )|N
1050 | .|N
1051 | Academic|N
1052 | Press|N
1053 | :|N
1054 | Springer|N
1055 | Science|N
1056 | +|N
1057 | Business|N
1058 | Media|N
1059 | .|N
1060 | 
1061 | text|N
1062 | is|N
1063 | Calculus|N
1064 | ,|N
1065 | Sixth|N
1066 | Edition|N
1067 | ,|N
1068 | by|N
1069 | Deborah|F
1070 | Hughes|M
1071 | Hallett|L
1072 | ,|N
1073 | Andrew|F
1074 | Gleason|L
1075 | ,|N
1076 | et|N
1077 | al|N
1078 | .|N
1079 | 
1080 | textbook|N
1081 | To|N
1082 | buy|N
1083 | To|N
1084 | download|N
1085 | (|N
1086 | pdf|N
1087 | )|N
1088 | Disability|N
1089 | Services|N
1090 | &|N
1091 | Accessibility|N
1092 | A|N
1093 | message|N
1094 | from|N
1095 | the|N
1096 | Dean|N
1097 | for|N
1098 | Academic|N
1099 | Programs|N
1100 | :|N
1101 | The|N
1102 | Extension|N
1103 | School|N
1104 | is|N
1105 | committed|N
1106 | to|N
1107 | providing|N
1108 | an|N
1109 | accessible|N
1110 | academic|N
1111 | community|N
1112 | .|N
1113 | 
1114 | Texts|N
1115 | :|N
1116 | Buck|N
1117 | ,|N
1118 | Rebecca|F
1119 | A|L
1120 | .|A
1121 | and|N
1122 | Jean|F
1123 | Allman|M
1124 | Gilmore|L
1125 | ,|N
1126 | Collection|N
1127 | Conundrums|N
1128 | :|N
1129 | Solving|N
1130 | Collections|N
1131 | Management|N
1132 | .|N
1133 | Washington|N
1134 | :|N
1135 | American|N
1136 | Association|N
1137 | of|N
1138 | Museums,|N
1139 | 2007|Y
1140 | .|N
1141 | 
1142 | Texts|N
1143 | (|N
1144 | available|N
1145 | from|N
1146 | the|N
1147 | Harvard|N
1148 | Coop|N
1149 | bookstore|N
1150 | )|N
1151 | Required|N
1152 | Donald|F
1153 | J|M
1154 | .|A
1155 | Mastronarde|L
1156 | .|N
1157 | 2013|Y
1158 | .|N
1159 | Introduction|N
1160 | to|N
1161 | Attic|N
1162 | Greek|N
1163 | .|N
1164 | 2nd|N
1165 | edition|N
1166 | .|N
1167 | U|N
1168 | .|N
1169 | California|N
1170 | P|N
1171 | .|N
1172 | 
1173 | Texts|N
1174 | While|N
1175 | there|N
1176 | is|N
1177 | no|N
1178 | specific|N
1179 | textbook|N
1180 | requirement|N
1181 | ,|N
1182 | students|N
1183 | are|N
1184 | encouraged|N
1185 | to|N
1186 | purchase|N
1187 | at|N
1188 | least|N
1189 | one|N
1190 | book|N
1191 | on|N
1192 | database|N
1193 | concepts|N
1194 | and|N
1195 | /|N
1196 | or|N
1197 | SQL|N
1198 | .|N
1199 | 
1200 | Texts|N
1201 | :|N
1202 | Patnaik|L
1203 | ,|N
1204 | D|F
1205 | .|A
1206 | (|N
1207 | 2014|Y
1208 | )|N
1209 | .|N
1210 | Needfinding|N
1211 | :|N
1212 | Design|N
1213 | research|N
1214 | and|N
1215 | planning|N
1216 | .|N
1217 | Middletown|N
1218 | ,|N
1219 | DL:|N
1220 | Dev|N
1221 | Patnaik|N
1222 | and|N
1223 | CREATESPAC|N
1224 | .|N
1225 | 
1226 | textbook|N
1227 | that|N
1228 | we|N
1229 | recommend|N
1230 | for|N
1231 | the|N
1232 | entire|N
1233 | class|N
1234 | .|N
1235 | 
1236 | Texts|N
1237 | Barnet|L
1238 | ,|N
1239 | Sylvan|M
1240 | ,|N
1241 | Pat|F
1242 | Bellanca|L
1243 | and|N
1244 | Marcia|F
1245 | Stubbs|L
1246 | .|N
1247 | A|N
1248 | Short|N
1249 | Guide|N
1250 | to|N
1251 | College|N
1252 | Writing|N
1253 | .|N
1254 | 5th|N
1255 | ed|N
1256 | .|N
1257 | ,|N
1258 | Pearson|N
1259 | ,|N
1260 | 2014|Y
1261 | .|N
1262 | 
1263 | Text|N
1264 | :|N
1265 | Rules|N
1266 | for|N
1267 | Writers|N
1268 | ,|N
1269 | 7th|N
1270 | edition|N
1271 | by|N
1272 | Hacker|L
1273 | and|N
1274 | Sommers|L
1275 | .|N
1276 | 
1277 | textbook|N
1278 | with|N
1279 | the|N
1280 | title|N
1281 | :|N
1282 | Treffpunkt|N
1283 | Deutsch|N
1284 | :|N
1285 | Grundstufe|N
1286 | 6th|N
1287 | Edition|N
1288 | by|N
1289 | Margaret|F
1290 | T|M
1291 | .|A
1292 | Gonglewski|L
1293 | ,|N
1294 | The|N
1295 | George|N
1296 | Washington|N
1297 | University|N
1298 | Beverly|N
1299 | Moser|N
1300 | ,|N
1301 | Appalachian|N
1302 | State|N
1303 | University|N
1304 | Cornelius|N
1305 | Partsch|N
1306 | ,|N
1307 | Western|N
1308 | Washington|N
1309 | University|N
1310 | This|N
1311 | e|N
1312 | -|N
1313 | textbook|N
1314 | will|N
1315 | be|N
1316 | supplemented|N
1317 | by|N
1318 | additional|N
1319 | exercises|N
1320 | –|N
1321 | all|N
1322 | of|N
1323 | this|N
1324 | is|N
1325 | on|N
1326 | the|N
1327 | website|N
1328 | .|N
1329 | 
1330 | Text|N
1331 | materials|N
1332 | are|N
1333 | supplemented|N
1334 | with|N
1335 | readings|N
1336 | from|N
1337 | articles|N
1338 | ,|N
1339 | books|N
1340 | ,|N
1341 | and|N
1342 | white|N
1343 | papers|N
1344 | from|N
1345 | the|N
1346 | arenas|N
1347 | of|N
1348 | business|N
1349 | ,|N
1350 | government|N
1351 | and|N
1352 | military|N
1353 | sources|N
1354 | as|N
1355 | well|N
1356 | as|N
1357 | watching|N
1358 | film|N
1359 | or|N
1360 | You|N
1361 | Tube|N
1362 | documentaries|N
1363 | in|N
1364 | conjunction|N
1365 | with|N
1366 | instructor|N
1367 | lectures|N
1368 | or|N
1369 | guest|N
1370 | speakers|N
1371 | .|N
1372 | 
1373 | TEXTS|N
1374 | Andrew|F
1375 | Bacevich|L
1376 | ,|N
1377 | The|N
1378 | Limits|N
1379 | to|N
1380 | Power|N
1381 | ,|N
1382 | 2008|Y
1383 | .|N
1384 | 
1385 | texts|N
1386 | are|N
1387 | also|N
1388 | on|N
1389 | reserve|N
1390 | at|N
1391 | Lamont|N
1392 | Library|N
1393 | .|N
1394 | Readings|N
1395 | not|N
1396 | in|N
1397 | the|N
1398 | two|N
1399 | books|N
1400 | will|N
1401 | be|N
1402 | available|N
1403 | on|N
1404 | the|N
1405 | course|N
1406 | website|N
1407 | .|N
1408 | 
1409 | TEXTBOOK|N
1410 | OUT|N
1411 | OF|N
1412 | PRINT|N
1413 | Sixth|N
1414 | Edition|N
1415 | Out|N
1416 | Of|N
1417 | Print|N
1418 | PLEASE|N
1419 | NOTE|N
1420 | THAT|N
1421 | THE|N
1422 | TEXTBOOK|N
1423 | IS|N
1424 | OPTIONAL|N
1425 | The|N
1426 | content|N
1427 | in|N
1428 | this|N
1429 | course|N
1430 | is|N
1431 | based|N
1432 | on|N
1433 | the|N
1434 | 6th|N
1435 | edition|N
1436 | of|N
1437 | Corporate|N
1438 | Information|N
1439 | Strategy|N
1440 | and|N
1441 | Management|N
1442 | :|N
1443 | Text|N
1444 | and|N
1445 | Cases|N
1446 | ,|N
1447 | McGraw-Hill|N
1448 | ,|N
1449 | 2003|Y
1450 | .|N
1451 | 
1452 | texts|N
1453 | are|N
1454 | REQUIRED|N
1455 | reading|N
1456 | for|N
1457 | this|N
1458 | course|N
1459 | .|N
1460 | 
1461 | Textbooks|N
1462 | &|N
1463 | Required|N
1464 | Reading|N
1465 | :|N
1466 | Global|N
1467 | Marketing|N
1468 | 9th|N
1469 | Edition|N
1470 | Authors|N
1471 | :|N
1472 | |N
1473 | Keegan|N
1474 | and|N
1475 | Green|N
1476 | Publishers|N
1477 | :|N
1478 | Pearson|N
1479 | *|N
1480 | Please|N
1481 | see|N
1482 | Announcement|N
1483 | for|N
1484 | specific|N
1485 | purchase|N
1486 | instructions|N
1487 | titled|N
1488 | "|N
1489 | Text|N
1490 | Book|N
1491 | Purchase|N
1492 | "|N
1493 | .|N
1494 | 
1495 | Text|N
1496 | and|N
1497 | Readings|N
1498 | A|N
1499 | complete|N
1500 | course|N
1501 | packet|N
1502 | will|N
1503 | be|N
1504 | available|N
1505 | on|N
1506 | Harvard|N
1507 | Business|N
1508 | Publishing|N
1509 | online|N
1510 | .|N
1511 | 
1512 | textbook|N
1513 | is|N
1514 | ¿Cómo|N
1515 | se|N
1516 | dice|N
1517 | ?|N
1518 | 10th|N
1519 | edition|N
1520 | .|N
1521 | 
1522 | Textbook|N
1523 | :|N
1524 | Field|N
1525 | ,|N
1526 | A|N
1527 | .|N
1528 | (|N
1529 | 2013|Y
1530 | )|N
1531 | .|N
1532 | Discovering|N
1533 | Statistics|N
1534 | Using|N
1535 | IBM|N
1536 | SPSS|N
1537 | Statistics|N
1538 | ,|N
1539 | 4th|N
1540 | Edition|N
1541 | .|N
1542 | 
1543 | texts|N
1544 | are|N
1545 | Vivian|F
1546 | Gonick|L
1547 | ’|N
1548 | s|N
1549 | The|N
1550 | Situation|N
1551 | and|N
1552 | the|N
1553 | Story|N
1554 | and|N
1555 | Phillip|F
1556 | Lopate|L
1557 | '|N
1558 | s|N
1559 | To|N
1560 | Show|N
1561 | and|N
1562 | to|N
1563 | Tell|N
1564 | .|N
1565 | 
1566 | textbook|N
1567 | and|N
1568 | relying|N
1569 | instead|N
1570 | on|N
1571 | the|N
1572 | tutorials|N
1573 | available|N
1574 | from|N
1575 | Oracle|N
1576 | '|N
1577 | s|N
1578 | website|N
1579 | .|N
1580 | 
1581 | Textbook|N
1582 | Schaefer|L
1583 | ,|N
1584 | C|F
1585 | .|A
1586 | Ho|L
1587 | ,|N
1588 | R|F
1589 | .|A
1590 | Harrop|L
1591 | ,|N
1592 | Pro|N
1593 | Spring|N
1594 | ,|N
1595 | 4th|N
1596 | Edition|N
1597 | ,|N
1598 | Apress|N
1599 | ,|N
1600 | 2014|Y
1601 | ,|N
1602 | ISBN|N
1603 | 978|N
1604 | -|N
1605 | 1430261513|N
1606 | 
1607 | Textbooks|N
1608 | Required|N
1609 | Text|N
1610 | :|N
1611 | Think|N
1612 | Python|N
1613 | ,|N
1614 | by|N
1615 | Allen|F
1616 | B|M
1617 | .|A
1618 | Downey|L
1619 | ,|N
1620 | second|N
1621 | edition|N
1622 | ,|N
1623 | O|N
1624 | '|N
1625 | Reilly|N
1626 | ,|N
1627 | Sebastopol|N
1628 | ,|N
1629 | California|N
1630 | .|N
1631 | 
1632 | Textbook|N
1633 | :|N
1634 | Set|N
1635 | Lighting|N
1636 | Technician’s|N
1637 | Handbook|N
1638 | 4th|N
1639 | edition|N
1640 | by|N
1641 | Harry|F
1642 | C|L
1643 | .|A
1644 | 
1645 | Textbooks|N
1646 | &|N
1647 | Training|N
1648 | Videos|N
1649 | There|N
1650 | is|N
1651 | no|N
1652 | required|N
1653 | textbook|N
1654 | for|N
1655 | the|N
1656 | class|N
1657 | .|N
1658 | Instead|N
1659 | ,|N
1660 | you|N
1661 | will|N
1662 | be|N
1663 | supplied|N
1664 | with|N
1665 | a|N
1666 | variety|N
1667 | of|N
1668 | academic|N
1669 | articles|N
1670 | ,|N
1671 | online|N
1672 | resources|N
1673 | ,|N
1674 | book|N
1675 | chapters|N
1676 | or|N
1677 | sections|N
1678 | ,|N
1679 | and|N
1680 | other|N
1681 | sources|N
1682 | .|N
1683 | All|N
1684 | videos|N
1685 | provided|N
1686 | will|N
1687 | be|N
1688 | required|N
1689 | to|N
1690 | watch|N
1691 | ,|N
1692 | and|N
1693 | required|N
1694 | readings|N
1695 | are|N
1696 | a|N
1697 | part|N
1698 | of|N
1699 | the|N
1700 | course|N
1701 | .|N
1702 | 
1703 | Textbooks|N
1704 | :|N
1705 | Introduction|N
1706 | to|N
1707 | Old|N
1708 | English|N
1709 | ,|N
1710 | ed|N
1711 | .|N
1712 | Peter|F
1713 | Baker|L
1714 | ,|N
1715 | 3rd|N
1716 | ed|N
1717 | .|N
1718 | (|N
1719 | Blackwell|N
1720 | ,|N
1721 | 2012|Y
1722 | )|N
1723 | .|N
1724 | 
1725 | Textbook|N
1726 | Required|N
1727 | :|N
1728 | Getting|N
1729 | to|N
1730 | Know|N
1731 | ArcGIS|N
1732 | (|N
1733 | 4th|N
1734 | Edition|N
1735 | )|N
1736 | Authors|N
1737 | :|N
1738 | Michael|F
1739 | Law|L
1740 | ,|N
1741 | Amy|F
1742 | Collins|L
1743 | Publisher|N
1744 | :|N
1745 | ESRI|N
1746 | Press|N
1747 | (|N
1748 | July|N
1749 | 2015|Y
1750 | ,|N
1751 | ©|N
1752 | 2015|Y
1753 | )|N
1754 | ISBN-13|N
1755 | :|N
1756 | 978|N
1757 | -|N
1758 | 1589483828|N
1759 | ;|N
1760 | ISBN|N
1761 | -|N
1762 | 10|N
1763 | :|N
1764 | 1589483820|N
1765 | 
1766 | Textbooks|N
1767 | :|N
1768 | Required|N
1769 | :|N
1770 | Creating|N
1771 | Exhibitions|N
1772 | :|N
1773 | Collaboration|N
1774 | in|N
1775 | the|N
1776 | Planning|N
1777 | Development|N
1778 | and|N
1779 | Design|N
1780 | of|N
1781 | Innovative|N
1782 | Experiences|N
1783 | by|N
1784 | Polly|F
1785 | McKenna|M
1786 | -|D
1787 | Cress|L
1788 | and|N
1789 | Janet|F
1790 | A|M
1791 | .|A
1792 | Kamien|L
1793 | ,|N
1794 | Wiley|N
1795 | ,|N
1796 | October|N
1797 | 2013|Y
1798 | ,|N
1799 | paperback|N
1800 | ,|N
1801 | 304|N
1802 | pages|N
1803 | .|N
1804 | ISBN|N
1805 | 978|N
1806 | -|N
1807 | 1118306345|N
1808 | 


--------------------------------------------------------------------------------
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  1 |                     GNU GENERAL PUBLIC LICENSE
  2 |                        Version 3, 29 June 2007
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612 |   17. Interpretation of Sections 15 and 16.
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620 | 
621 |                      END OF TERMS AND CONDITIONS
622 | 
623 |             How to Apply These Terms to Your New Programs
624 | 
625 |   If you develop a new program, and you want it to be of the greatest
626 | possible use to the public, the best way to achieve this is to make it
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628 | 
629 |   To do so, attach the following notices to the program.  It is safest
630 | to attach them to the start of each source file to most effectively
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632 | the "copyright" line and a pointer to where the full notice is found.
633 | 
634 |     {one line to give the program's name and a brief idea of what it does.}
635 |     Copyright (C) {year}  {name of author}
636 | 
637 |     This program is free software: you can redistribute it and/or modify
638 |     it under the terms of the GNU General Public License as published by
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640 |     (at your option) any later version.
641 | 
642 |     This program is distributed in the hope that it will be useful,
643 |     but WITHOUT ANY WARRANTY; without even the implied warranty of
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645 |     GNU General Public License for more details.
646 | 
647 |     You should have received a copy of the GNU General Public License
648 |     along with this program.  If not, see <http://www.gnu.org/licenses/>.
649 | 
650 | Also add information on how to contact you by electronic and paper mail.
651 | 
652 |   If the program does terminal interaction, make it output a short
653 | notice like this when it starts in an interactive mode:
654 | 
655 |     {project}  Copyright (C) {year}  {fullname}
656 |     This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
657 |     This is free software, and you are welcome to redistribute it
658 |     under certain conditions; type `show c' for details.
659 | 
660 | The hypothetical commands `show w' and `show c' should show the appropriate
661 | parts of the General Public License.  Of course, your program's commands
662 | might be different; for a GUI interface, you would use an "about box".
663 | 
664 |   You should also get your employer (if you work as a programmer) or school,
665 | if any, to sign a "copyright disclaimer" for the program, if necessary.
666 | For more information on this, and how to apply and follow the GNU GPL, see
667 | <http://www.gnu.org/licenses/>.
668 | 
669 |   The GNU General Public License does not permit incorporating your program
670 | into proprietary programs.  If your program is a subroutine library, you
671 | may consider it more useful to permit linking proprietary applications with
672 | the library.  If this is what you want to do, use the GNU Lesser General
673 | Public License instead of this License.  But first, please read
674 | <http://www.gnu.org/philosophy/why-not-lgpl.html>.
675 | 


--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
 1 | # Knowledge Graph
 2 | This repository for Web Crawling, Information Extraction, and Knowledge Graph build up.
 3 | 
 4 | Implementations of utilities and algorithms to build your knowledge graph by Python 3
 5 | 
 6 | I will enrich those implementations and descriptions from time to time. If you include any of my work into your website or project; please add a link to this repository and send me an email to let me know.
 7 | 
 8 | Your comments are welcome.
 9 | Thanks,
10 | 
11 | |Programs|Description|Link|
12 | |------|------|--------|
13 | |[JSONLines](https://github.com/Cheng-Lin-Li/KnowledgeGraph/tree/master/CDR_JSONLines)|Once your crawler download a lot of pages, how can you aggregate all of those files into single one? Json Lines is your answer. The program will package each of your file into single JSON object into the file which will contain multiple JSON objects.| [Source Code](https://github.com/Cheng-Lin-Li/KnowledgeGraph/blob/master/CDR_JSONLines/jsonlines.py)|
14 | |[Conditional Random Field](https://github.com/Cheng-Lin-Li/KnowledgeGraph/tree/master/CRF)|This is a program to demostrate how to leverage crf to extract textbook information from syllabus of webpages. |[Source Code](https://github.com/Cheng-Lin-Li/KnowledgeGraph/blob/master/CRF/source/crf.py)|
15 | |[Wrapper and BeautifulSoup](https://github.com/Cheng-Lin-Li/KnowledgeGraph/tree/master/wrapper)| This program demostrate how to extract information from JSON Lines by BeautifulSoup. |[Source Code](https://github.com/Cheng-Lin-Li/KnowledgeGraph/blob/master/wrapper/source/wrapper.py)|
16 | |[Facebook Crawler](https://github.com/Cheng-Lin-Li/KnowledgeGraph/blob/master/facebook-crawler)| This is a crawler program to crawl facebook post via facebook graph api. |[Source Code](https://github.com/Cheng-Lin-Li/KnowledgeGraph/tree/master/facebook-crawler/facebook-crawler.py)|
17 | |[SPARQL](https://github.com/Cheng-Lin-Li/KnowledgeGraph/blob/master/SPARQL)| This is an exercise to query information via dbpedia Virtuoso SPARQL Query Editor to answer/retrive University related questions. |[Source Code](https://github.com/Cheng-Lin-Li/KnowledgeGraph/tree/master/SPARQL/SPARQL.pdf)|
18 | |[Market Index Prediction](https://cheng-lin-li.github.io/Market-Trend-Prediction)| This is a final project of building knowledge graph. I and my teammate YuCheng Kuo leverage not only stock price information but also combine social media listening data to feed into a LSTM (Long Short Term Memory) machine learning model to predict the trend of next day and next 30 day of Dow Jones Industrial Average index . |[Project Repository](https://github.com/Cheng-Lin-Li/Market-Trend-Prediction)|
19 | 
20 | 
21 | ## Reference
22 | * CRF suite Example: https://github.com/scrapinghub/python-crfsuite/blob/master/examples/CoNLL%202002.ipynb
23 | * CRF Suite: https://python-crfsuite.readthedocs.io/en/latest/
24 | * Facebook Crawler by Jacob: https://github.com/chenjr0719/Facebook-Page-Crawler/edit/master/Facebook_Page_Crawler.py
25 | 
26 | ## Disclaimer
27 | Last updated: January 16, 2018
28 | 
29 | The information contained on https://github.com/Cheng-Lin-Li/ website (the "Service") is for general information purposes only.
30 | Cheng-Lin-Li's github assumes no responsibility for errors or omissions in the contents on the Service and Programs.
31 | 
32 | In no event shall Cheng-Lin-Li's github be liable for any special, direct, indirect, consequential, or incidental damages or any damages whatsoever, whether in an action of contract, negligence or other tort, arising out of or in connection with the use of the Service or the contents of the Service. Cheng-Lin-Li's github reserves the right to make additions, deletions, or modification to the contents on the Service at any time without prior notice.
33 | 
34 | ### External links disclaimer
35 | 
36 | https://github.com/Cheng-Lin-Li/ website may contain links to external websites that are not provided or maintained by or in any way affiliated with Cheng-Lin-Li's github.
37 | 
38 | Please note that the Cheng-Lin-Li's github does not guarantee the accuracy, relevance, timeliness, or completeness of any information on these external websites.
39 | 
40 | ## Contact Information
41 | Cheng-Lin Li@University of Southern California
42 | 
43 | chenglil@usc.edu or 
44 | 
45 | clark.cl.li@gmail.com
46 | 
47 | 


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/facebook-crawler/__init__.py:
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/facebook-crawler/facebook-crawler.py:
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  1 | #!/usr/bin/env python
  2 | # encoding: utf-8
  3 | '''
  4 | facebook content crawler: By facebook graph API.
  5 | 
  6 | This is a content crawler for facebook via facebook graph API.
  7 | 
  8 | @author: Cheng-Lin Li a.k.a. Clark
  9 | 
 10 | @copyright:  2017 Cheng-Lin Li@University of Southern California. All rights reserved.
 11 | 
 12 | @license:    Licensed under the GNU v3.0. https://www.gnu.org/licenses/gpl
 13 | 
 14 | @contact:    clark.cl.li@gmail.com
 15 | @version:    1.0
 16 | 
 17 | @create:    October 22, 2017
 18 | @updated:   October 26, 2017
 19 | 
 20 | Reference:
 21 |     https://github.com/chenjr0719/Facebook-Page-Crawler/edit/master/Facebook_Page_Crawler.py
 22 | 
 23 | Enhance:
 24 |   1. Support Facebook Graph API 2.10
 25 |   2. Additional parameters for better control.
 26 |   3. add delay time for every request of post.
 27 |   4. encode with utf-8
 28 |   5. Add html mode for better JSON Lines CDR creation.
 29 |   6. Add reactions summary by single query to improve performance in html mode rather than counting each reaction in json mode.
 30 |   7. Add 'total' to summary the total counts of reactions of each post.
 31 |   8. Bug fix.
 32 | 
 33 | ## Get summary reactions in one single query.
 34 | ?fields=reactions.type(LIKE).limit(0).summary(1).as(like),
 35 |         reactions.type(WOW).limit(0).summary(1).as(wow),
 36 |         reactions.type(SAD).limit(0).summary(1).as(sad)
 37 |             
 38 | Facebook Graph API limitation:
 39 |     api call level restriction: 200 call per hour per user. (18 seconds a call in average.)
 40 |     page level: 4800 call per page per user per 24 hours
 41 | 
 42 | Graph API error code:
 43 | | Throttling Type             | At least                  | Error Code | 
 44 | |-----------------------------|---------------------------|------------|
 45 | |Application-level throttling | 200 calls/person/hour     |4           |
 46 | |Account-level throttling     | Not applicable            |17          |
 47 | |Page-level throttling        |4800 calls/person/24-hours |32          |
 48 | |Custom-level throttling      |Not applicable             |613         |
 49 |     
 50 | Getting the Access Token:
 51 | https://medium.com/towards-data-science/how-to-use-facebook-graph-api-and-extract-data-using-python-1839e19d6999
 52 |     To be able to extract data from Facebook using a python code you need to register as a developer on Facebook and then have an access token. 
 53 |     Here are the steps for it.
 54 |   1. Go to link developers.facebook.com, create an account there.
 55 |   2. Go to link developers.facebook.com/tools/explorer.
 56 |   3. Go to “My apps” drop down in the top right corner and select “add a new app”. 
 57 |       Choose a display name and a category and then “Create App ID”.
 58 |   4. Again get back to the same link developers.facebook.com/tools/explorer. 
 59 |       You will see “Graph API Explorer” below “My Apps” in the top right corner. From “Graph API Explorer” drop down, select your app.
 60 |   5. Then, select “Get Token”. From this drop down, select “Get User Access Token”. 
 61 |       Select permissions from the menu that appears and then select “Get Access Token.”
 62 |   6. Go to link developers.facebook.com/tools/accesstoken. Select “Debug” corresponding to “User Token”. 
 63 |       Go to “Extend Token Access”. This will ensure that your token does not expire every two hours.    
 64 |     
 65 | '''
 66 | 
 67 | import requests, os, time, json
 68 | import argparse, sys
 69 | from datetime import datetime
 70 | from functools import partial
 71 | import urllib.parse
 72 | 
 73 | from multiprocessing import Pool
 74 | 
 75 | URL_HEADER = 'https://graph.facebook.com/v2.10/'
 76 | iMaxStackSize = 5000 #Change max recursion depth from default around 1000 to 5000
 77 | 
 78 | sys.setrecursionlimit(iMaxStackSize)
 79 | 
 80 | def getRequests(url, delay):
 81 | 
 82 |     requests_result = requests.get(url, headers={'Connection':'close'}).json()
 83 |     time.sleep(delay)
 84 | 
 85 |     return requests_result
 86 | 
 87 | def getFeedIds(feeds, feed_list, delay):
 88 | 
 89 |     feeds = feeds['feed'] if 'feed' in feeds else feeds
 90 | 
 91 |     for feed in feeds['data']:
 92 |         feed_list.append(feed['id'])
 93 |         if not stream:
 94 |             print('Feed found: ' + feed['id'] + '\n')
 95 |             #log.write('Feed found: ' + feed['id'] + '\n')
 96 |     
 97 |     if 'paging' in feeds and 'next' in feeds['paging']:
 98 |         feeds_url = feeds['paging']['next']
 99 |         feed_list = getFeedIds(getRequests(feeds_url, delay), feed_list, delay)
100 | 
101 |     return feed_list
102 | 
103 | def getComments(comments, comments_count, stream, delay):
104 | 
105 |     # If comments exist.
106 |     comments = comments['comments'] if 'comments' in comments else comments
107 |     if 'data' in comments:
108 | 
109 |         if not stream:
110 |             comments_dir = 'comments/'
111 |             if not os.path.exists(comments_dir):
112 |                 os.makedirs(comments_dir)
113 | 
114 |         for comment in comments['data']:
115 | 
116 |             comment_content = {
117 |                 'id': comment['id'],
118 |                 'user_id': comment['from']['id'],
119 |                 'user_name': comment['from']['name'] if 'name' in comment['from'] else None,
120 |                 'message': comment['message'],
121 |                 'like_count': comment['like_count'] if 'like_count' in comment else None,
122 |                 'created_time': comment['created_time']
123 |             }
124 | 
125 |             comments_count+= 1
126 | 
127 |             if stream:
128 |                 print(comment_content)
129 |             else:
130 |                 print('Processing comment: ' + comment['id'] + '\n')
131 |                 comment_file = open(comments_dir + comment['id'] + '.json', 'w')
132 |                 comment_file.write(json.dumps(comment_content, indent = 4))
133 |                 comment_file.close()
134 |                 #log.write('Processing comment: ' + feed_id + '/' + comment['id'] + '\n')
135 | 
136 |         # Check comments has next or not.
137 |         if 'paging' in comments and 'next' in comments['paging']:
138 |             comments_url = comments['paging']['next']
139 |             comments_count = getComments(getRequests(comments_url, delay), comments_count, stream, delay)
140 | 
141 |     return comments_count
142 | 
143 | def getReactions(reactions, reactions_count_dict, stream, delay):
144 | 
145 |     # If reactions exist.
146 |     reactions = reactions['reactions'] if 'reactions' in reactions else reactions
147 |     if 'data' in reactions:
148 | 
149 |         if not stream:
150 |             reactions_dir = 'reactions/'
151 |             if not os.path.exists(reactions_dir):
152 |                 os.makedirs(reactions_dir)
153 | 
154 |         for reaction in reactions['data']:
155 | 
156 |             if reaction['type'] == 'LIKE':
157 |                 reactions_count_dict['like']+= 1
158 |                 reactions_count_dict['total']+= 1
159 |             elif reaction['type'] == 'LOVE':
160 |                 reactions_count_dict['love']+= 1
161 |                 reactions_count_dict['total']+= 1
162 |             elif reaction['type'] == 'HAHA':
163 |                 reactions_count_dict['haha']+= 1
164 |                 reactions_count_dict['total']+= 1
165 |             elif reaction['type'] == 'WOW':
166 |                 reactions_count_dict['wow']+= 1
167 |                 reactions_count_dict['total']+= 1
168 |             elif reaction['type'] == 'SAD':
169 |                 reactions_count_dict['sad']+= 1
170 |                 reactions_count_dict['total']+= 1
171 |             elif reaction['type'] == 'ANGRY':
172 |                 reactions_count_dict['angry']+= 1
173 |                 reactions_count_dict['total']+= 1
174 | 
175 |             if stream:
176 |                 print(reaction)
177 |             else:
178 |                 print('Processing reaction: ' + reaction['id'] + '\n')
179 |                 reaction_file = open(reactions_dir + reaction['id'] + '.json', 'w')
180 |                 reaction_file.write(json.dumps(reaction, indent = 4))
181 |                 reaction_file.close()
182 |                 #log.write('Processing reaction: ' + feed_id + '/' + reaction['id'] + '\n')
183 | 
184 |         # Check reactions has next or not.
185 |         if 'paging' in reactions and 'next' in reactions['paging']:
186 |             reactions_url = reactions['paging']['next']
187 |             try:
188 |                 reactions_count_dict, reactions_content = getReactions(getRequests(reactions_url, delay), reactions_count_dict, stream, delay)
189 |             except RuntimeError as re:
190 |                 if re.args[0] != 'maximum recursion depth exceeded':
191 |                     # different type of runtime error
192 |                     print('Oopsie: {}'.format(re.args[0]))
193 |                     raise
194 |                 print('Sorry but this getReactions was not able to finish '
195 |                       'analyzing the getReactions: {}'.format(re.args[0]))
196 |                 return reactions_count_dict, reaction          
197 |                 
198 |             if 'data' in reactions_content:
199 |                 reaction['data'].append(reactions_content['data'])
200 |                 
201 |     return reactions_count_dict, reaction
202 | 
203 | def getReactionSummary(reactions, reactions_count_dict, stream, delay):
204 |     # If reactions exist.
205 |     '''
206 |     {
207 |       "LIKE": {
208 |         "data": [
209 |         ],
210 |         "summary": {
211 |           "total_count": 2006,
212 |           "viewer_reaction": "NONE"
213 |         }
214 |       },
215 |       "LOVE": {
216 |         "data": [
217 |         ],
218 |         "summary": {
219 |           "total_count": 158,
220 |           "viewer_reaction": "NONE"
221 |         }
222 |       },
223 |       "id": "168597536563870_1495301963893414"
224 |     }
225 |         
226 |     '''
227 |     _like_ct = reactions['LIKE']['summary']['total_count']
228 |     _love_ct = reactions['LOVE']['summary']['total_count']
229 |     _haha_ct = reactions['HAHA']['summary']['total_count']
230 |     _wow_ct = reactions['WOW']['summary']['total_count']
231 |     _sad_ct = reactions['SAD']['summary']['total_count']
232 |     _angry_ct = reactions['ANGRY']['summary']['total_count']    
233 |     
234 |     _total_ct = _like_ct + _love_ct + _haha_ct + _wow_ct + _sad_ct + _angry_ct 
235 |                
236 |     reactions_count_dict['like'] = _like_ct
237 |     reactions_count_dict['love'] = _love_ct
238 |     reactions_count_dict['haha'] = _haha_ct
239 |     reactions_count_dict['wow'] = _wow_ct
240 |     reactions_count_dict['sad'] = _sad_ct
241 |     reactions_count_dict['angry'] = _angry_ct
242 |     reactions_count_dict['total'] = _total_ct
243 |         
244 |     if stream:
245 |         print(reactions)
246 |     else:
247 |         pass
248 |                 
249 |     return reactions_count_dict, reactions
250 | 
251 | def getAttachments(attachments, attachments_content):
252 | 
253 |     # If attachments exist.
254 |     attachments = attachments['attachments'] if 'attachments' in attachments else attachments
255 |     if 'data' in attachments:
256 |         attachments_content['title'] = attachments['data'][0]['title'] if 'title' in attachments['data'][0] else ''
257 |         attachments_content['description'] = attachments['data'][0]['description'] if 'description' in attachments['data'][0] else ''
258 |         attachments_content['target'] = attachments['data'][0]['target']['url'] if 'target' in attachments['data'][0] and 'url' in attachments['data'][0]['target'] else ''
259 | 
260 |     return attachments_content
261 | 
262 | def getFeed(target, get_reactions, stream, token, limit, delay, output, feed_id):
263 | 
264 |     feed_url = URL_HEADER + feed_id
265 | 
266 |     if not stream:
267 |         feed_dir = feed_id + '/'
268 |         if not os.path.exists(feed_dir):
269 |             os.makedirs(feed_dir)
270 | 
271 |         os.chdir(feed_dir)
272 | 
273 |         print('\nProcessing feed: ' + feed_id + '\nAt: ' + datetime.strftime(datetime.now(), '%Y-%m-%d %H:%M:%S') + '\n')
274 |         log = open('../log', 'a')
275 |         log.write('\nProcessing feed: ' + feed_id + '\nAt: ' + datetime.strftime(datetime.now(), '%Y-%m-%d %H:%M:%S') + '\n')
276 |         log.close()
277 | 
278 |     # For comments.
279 |     comments_url = feed_url + '?fields=comments.limit(' + str(limit) + ')&' + token
280 |     comments_count = getComments(getRequests(comments_url, delay), 0, stream, delay)
281 | 
282 |     # For reactions.
283 |     if get_reactions:
284 |         reactions_count_dict = {
285 |             'like': 0,
286 |             'love': 0,
287 |             'haha': 0,
288 |             'wow': 0,
289 |             'sad': 0,
290 |             'angry': 0,
291 |             'total': 0
292 |         }
293 | 
294 | 
295 |         if output == 'html':
296 |             reactions_summary_url = feed_url + ('?fields=reactions.type(LIKE).limit(0).summary(1).as(LIKE),'
297 |                                 'reactions.type(LOVE).limit(0).summary(1).as(LOVE),'
298 |                                 'reactions.type(HAHA).limit(0).summary(1).as(HAHA),'
299 |                                 'reactions.type(WOW).limit(0).summary(1).as(WOW),'
300 |                                 'reactions.type(SAD).limit(0).summary(1).as(SAD),'
301 |                                 'reactions.type(ANGRY).limit(0).summary(1).as(ANGRY)') + '&'+ token            
302 |             reactions_count_dict, reactions_content = getReactionSummary(getRequests(reactions_summary_url, delay), reactions_count_dict, stream, delay)
303 |         else: #json format.
304 |             reactions_url = feed_url + '?fields=reactions.limit(' + str(limit) + ')&' + token            
305 |             reactions_count_dict, reactions_content = getReactions(getRequests(reactions_url, delay), reactions_count_dict, stream, delay)
306 |     
307 |     # For attachments.
308 |     attachments_content = {
309 |         'title': '',
310 |         'description': '',
311 |         'target': ''
312 |     }
313 |     attachments_url = feed_url + '?fields=attachments&' + token
314 |     attachments_content = getAttachments(getRequests(attachments_url, delay), attachments_content)
315 | 
316 |     # For feed content.
317 |     feed = getRequests(feed_url + '?' + token, delay)
318 | 
319 |     if 'message' in feed:
320 |         feed_content = {
321 |             'id': feed['id'],
322 |             'message': feed['message'],
323 |             'link': feed['link'] if 'link' in feed else None,
324 |             'created_time': feed['created_time'],
325 |             'comments_count': comments_count
326 |         }
327 | 
328 |         feed_content.update(attachments_content)
329 | 
330 |         if get_reactions:
331 |             feed_content.update(reactions_count_dict)
332 |             #Todo: Include all reactions into single file. So far only include first reaction, need to be enhanced.
333 | #             feed_content.update({'reactions_content':reactions_content})
334 | 
335 |         if stream:
336 |             print(feed_content)
337 |         elif output == 'html':
338 |             feed_file = open('../'+urllib.parse.quote_plus('http://www.facebook.com/')+feed_id, 'w', encoding='utf8')
339 |             feed_file.write(getHTML(target, feed_content, indent = 0))
340 |             feed_file.close()
341 |         else: # output as json
342 |             feed_file = open('../'+urllib.parse.quote_plus('http://www.facebook.com/')+feed_id + '.json', 'w', encoding='utf8')
343 |             feed_file.write(json.dumps(feed_content, indent = 4))
344 |             feed_file.close()
345 | 
346 |     if not stream:
347 |         os.chdir('../')
348 | 
349 | def getHTML(target, dictObj, indent):
350 |     output = ('<!DOCTYPE html>'
351 |       '<html>'
352 |       '<head>'
353 |       '<meta charset="UTF-8">'
354 |       '<title>' + target + '</title>'
355 |       '</head>'
356 |       '<body>'
357 |       )    
358 |     output += getHTMLItems(dictObj, indent)
359 |     output += ('</body>'
360 |       '</html>'
361 |       )     
362 |     return output
363 | 
364 | def getHTMLItems(dictObj, indent):
365 |     output = ''
366 |     output += '  '*indent + '<ul>\n'
367 |     for k,v in dictObj.items():
368 |         if isinstance(v, dict):
369 |             output += '  '*indent + '<li class="' + k + '">' + k + ':' + '</li>'
370 |             output += getHTMLItems(v, indent+1)
371 |         else:
372 |             output += ' '*indent + '<li class="' + k + '">' + k + ':' + ('None' if v is None else str(v)) + '</li>'
373 |     output += '  '*indent + '</ul>\n'
374 |     
375 |     return output
376 | 
377 | def getTarget(target, since, until, token, limit, get_reactions, stream, delay, output):
378 | 
379 |     if not stream:
380 |         target_dir = target + '/'
381 |         if not os.path.exists(target_dir):
382 |             os.makedirs(target_dir)
383 |         os.chdir(target_dir)
384 | 
385 |         log = open('log', 'w')
386 |         start_time = datetime.now()
387 |         execution_start_time = time.time()
388 |         print('Task start at:' + datetime.strftime(start_time, '%Y-%m-%d %H:%M:%S') + '\nTaget: ' + target + '\nSince: ' + since + '\nUntil: ' + until + '\n')
389 |         log.write('Task start at:' + datetime.strftime(start_time, '%Y-%m-%d %H:%M:%S') + '\nTaget: ' + target + '\nSince: ' + since + '\nUntil: ' + until + '\n')
390 |         log.close()
391 | 
392 |     #Get list of feed id from target.
393 |     _since = str(datetime.strptime(since, '%Y-%m-%d %H:%M:%S').timestamp())
394 |     _until = str(datetime.strptime(until, '%Y-%m-%d %H:%M:%S').timestamp())
395 |     feeds_url = URL_HEADER + target + '/?fields=feed.limit(' + str(limit) + ').since(' + _since + ').until(' + _until + '){id}&' + token
396 |     feed_list = getFeedIds(getRequests(feeds_url, delay), [], delay)
397 | 
398 |     if not stream:
399 |         feed_list_file = open('feed_ids', 'w')
400 |         for id in feed_list:
401 |             feed_list_file.write(id + '\n')
402 |         feed_list_file.close()
403 | 
404 |     #Get message, comments and reactions from feed.
405 |     # getFeed is a function to be used in map
406 |     func = partial(getFeed, target, get_reactions, stream, token, limit, delay, output) # multiple arguments to map function
407 |     target_pool = Pool()
408 |     target_pool.map(func, feed_list)
409 |     target_pool.close()
410 | 
411 |     if not stream:
412 |         end_time = datetime.now()
413 |         cost_time = time.time() - execution_start_time
414 |         print('\nTask end Time: ' + datetime.strftime(end_time, '%Y-%m-%d %H:%M:%S') + '\nTime Cost: ' + str(cost_time))
415 |         log = open('log', 'a')
416 |         log.write('\nTask end Time: ' + datetime.strftime(end_time, '%Y-%m-%d %H:%M:%S') + '\nTime Cost: ' + str(cost_time))
417 |         log.close()
418 |         os.chdir('../')
419 | 
420 | 
421 | if __name__ == '__main__':
422 |     # Set crawler target and parameters.
423 |     parser = argparse.ArgumentParser()
424 | 
425 |     parser.add_argument('-t', '--target', help='Set the target fans page(at least one) you want to crawling. Ex: \'ibm\' or \'apple, ibm\'')
426 |     parser.add_argument('-s', '--since', help='Set the start date you want to crawling. Format: \'yyyy-mm-dd HH:MM:SS\'')
427 |     parser.add_argument('-u', '--until', help='Set the end date you want to crawling. Format: \'yyyy-mm-dd HH:MM:SS\'')
428 |     parser.add_argument('-l', '--limit', help='This is the maximum number of objects that may be returned')
429 | 
430 |     parser.add_argument('-d', '--delay', help='delay seconds between each http request call, default = 1 second')
431 |     parser.add_argument('-a', '--accesstoken', help='facebook access token. It will expire every two hours.')
432 |     
433 |     parser.add_argument('-r', '--reactions', help='Collect reactions or not. Default is no.')
434 |     parser.add_argument('-m', '--stream', help='If yes, this crawler will turn to streaming mode.')    
435 |     parser.add_argument('-o', '--output', help='Output format, json or html. Default is json for details comments and reactions.' 
436 |         'html output is a summary version of the post without details for JSONLines program to package into CDR (Crawler Data Repository).'
437 |         ' Please be aware of no file extension (.html) will be included in this option')
438 |          
439 |     
440 |     parser.print_help()
441 | 
442 |     args = parser.parse_args()
443 | 
444 |     target = str(args.target)
445 |     since = str(args.since)
446 |     until = str(args.until)
447 |     access_token = str(args.accesstoken)
448 |     
449 |     if args.limit is not None:
450 |         limit = int(args.limit)
451 |     else:
452 |         limit = 100
453 |         
454 |     if args.reactions == 'yes':
455 |         get_reactions = True
456 |     else:
457 |         get_reactions = False
458 | 
459 |     if args.stream == 'yes':
460 |         stream = True
461 |     else:
462 |         stream = False
463 |         
464 |     if args.delay is not None:
465 |         delay = int(args.delay)
466 |     else:
467 |         delay = 1
468 | 
469 |     if args.output is not None:
470 |         output = str(args.output)
471 |     else:
472 |         output = 'json'
473 |         
474 |     token = 'access_token=' +access_token
475 | 
476 |     #Create a directory to restore the result if not in stream mode.
477 |     if not stream:
478 |         result_dir = 'Result/'
479 |         if not os.path.exists(result_dir):
480 |             os.makedirs(result_dir)
481 |         os.chdir(result_dir)
482 | 
483 |     if target.find(',') == -1:
484 | 
485 |         getTarget(target, since, until, token, limit, get_reactions, stream, delay, output)
486 |         
487 |     else:
488 | 
489 |         target = target.split(',')
490 |         for t in target :
491 |             getTarget(t, since, until, token, limit, get_reactions, stream, delay, output)
492 | 


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/wrapper/inferlink.rules:
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 1 | {
 2 |   "metadata": {
 3 |     "tld": "businessinsider.com"
 4 |   }, 
 5 |   "rules": [
 6 |     {
 7 |       "begin_regex": "\"vert\\-name\\s+ellipsis\"\\>\\<a\\s+href=\"http://www\\.businessinsider\\..*?\"\\>", 
 8 |       "end_regex": "\\</a\\>\\</h2\\>\\s+\\</div\\>\\s+\\<!\\-\\-\\s+links\\s+\\-\\-\\>", 
 9 |       "id": "0e4f4254-7e02-44ef-ac10-a6fee89e4348", 
10 |       "include_end_regex": true, 
11 |       "name": "845", 
12 |       "removehtml": false, 
13 |       "rule_type": "ItemRule", 
14 |       "strip_end_regex": "\\</a\\>\\</h2\\>\\s+\\</div\\>\\s+\\<!\\-\\-\\s+links\\s+\\-\\-\\>"
15 |     }, 
16 |     {
17 |       "begin_regex": "\\>\\s+\\</div\\>\\s+\\</div\\>\\s+\\</div\\>\\s+\\<div\\s+class=\"content\\s+post.*?\"\\>\\s+\\<div\\s+class=\"sl\\-layout.*?\\-post\"\\>\\s+\\<.*?h1\\>", 
18 |       "end_regex": "\\</h1\\>\\s+\\<div\\s+id=\"content\"\\s+class=\"content\"\\>\\s+\\<div\\s+class", 
19 |       "id": "af701a31-8f37-4b4b-8aae-eff7f5a24fc4", 
20 |       "include_end_regex": true, 
21 |       "name": "965", 
22 |       "removehtml": false, 
23 |       "rule_type": "ItemRule", 
24 |       "strip_end_regex": "\\</h1\\>\\s+\\<div\\s+id=\"content\"\\s+class=\"content\"\\>\\s+\\<div\\s+class"
25 |     }, 
26 |     {
27 |       "begin_regex": "\\<span\\s+class=\"svg\\s+sprites\\s+date\\-icon\"\\>\\</span\\>\\s+\\<span\\s+data\\-.*?bi\\-format=\"date\"\\s+rel=\".*?\"\\>", 
28 |       "end_regex": "\\</span\\>\\s+\\</li\\>\\s+\\<li\\s+class=\"pageviews\"\\>\\s+\\<span\\s+class=", 
29 |       "id": "e79691c0-cfd3-40fa-85ed-e06eaaaa1637", 
30 |       "include_end_regex": true, 
31 |       "name": "976", 
32 |       "removehtml": false, 
33 |       "rule_type": "ItemRule", 
34 |       "strip_end_regex": "\\</span\\>\\s+\\</li\\>\\s+\\<li\\s+class=\"pageviews\"\\>\\s+\\<span\\s+class="
35 |     }, 
36 |     {
37 |       "begin_regex": "\\</span\\>\\s+\\</li\\>\\s+\\<li\\s+class=\"pageviews\"\\>\\s+\\<span\\s+class=.*?views\"\\>\\</span\\>\\s+\\<span\\s+class.*?\"\\s+title=\"Engagement.*?\"\\>", 
38 |       "end_regex": "\\</span\\>\\s+\\</li\\>\\s+\\</ul\\>\\s+\\</div\\>\\s+\\</div\\>", 
39 |       "id": "bd346755-ac83-4546-a17c-6a1327410fe7", 
40 |       "include_end_regex": true, 
41 |       "name": "982", 
42 |       "removehtml": false, 
43 |       "rule_type": "ItemRule", 
44 |       "strip_end_regex": "\\</span\\>\\s+\\</li\\>\\s+\\</ul\\>\\s+\\</div\\>\\s+\\</div\\>"
45 |     }, 
46 |     {
47 |       "begin_regex": "div\\>\\s+\\</div\\>\\s+\\<!\\-\\-\\s+Perfect\\s+Market\\s+content\\s+ad\\-\\-\\>\\s+\\<!\\-.*?\"\\>\\s*\\<img\\s+src=\"http:/.*?/", 
48 |       "end_regex": "\\>\\s+\\<!\\-\\-\\s+Post\\s+category\\s+tags\\s+\\-\\-\\>\\s+\\<div\\s+class=\"category\\-wrapper\"", 
49 |       "id": "b82032f8-8221-475a-9528-0cf5eec7fa11", 
50 |       "include_end_regex": true, 
51 |       "name": "1034", 
52 |       "removehtml": false, 
53 |       "rule_type": "ItemRule", 
54 |       "strip_end_regex": "\\>\\s+\\<!\\-\\-\\s+Post\\s+category\\s+tags\\s+\\-\\-\\>\\s+\\<div\\s+class=\"category\\-wrapper\""
55 |     }
56 |   ]
57 | }
58 | 


--------------------------------------------------------------------------------
/wrapper/source/wrapper.py:
--------------------------------------------------------------------------------
  1 | '''
  2 | Created on Sep 17, 2017
  3 | 
  4 | @author: Clark
  5 | '''
  6 | import os, sys, time, json, re
  7 | from bs4 import BeautifulSoup
  8 | 
  9 | 
 10 | def check_create_path(path):
 11 |     '''
 12 |     Create path for output
 13 |     '''
 14 |     if not os.path.isdir(path):
 15 |         os.makedirs (path) 
 16 |         
 17 | def get_content(inputfile):
 18 |     '''
 19 |     Get file name, load the JSON LINES data
 20 |     '''
 21 |     data_list = []
 22 |     with open(inputfile) as f:
 23 |         for line in f:
 24 |             data_list.append(json.loads(line))
 25 | 
 26 |     return data_list
 27 |         
 28 | 
 29 | 
 30 | def get_detail (html_doc):
 31 |     '''
 32 |     Extract article category, subject, content, publish date, total views and author.
 33 |     '''
 34 |     soup = BeautifulSoup(html_doc, 'html.parser')
 35 |     print(soup.h1.text)    
 36 |     if 'I Asked Jeff Bezos The Tough Questions  — No Profits, The Book Controversies' in soup.h1.text:
 37 |         print ('Stop') 
 38 | 
 39 |     # Get article category
 40 |     if soup.find('h2', class_ ='vert-name') is not None:
 41 |         category = ' '.join(soup.find('h2', class_ ='vert-name').text.split())
 42 | #     elif soup.find('h2', class_ ='vert-name ellipsis') is not None:
 43 | #         category = ' '.join(soup.find('h2', class_ ='vert-name ellipsis').text.split())
 44 |     else:
 45 |         category = None 
 46 |           
 47 |     # Get subject of the article
 48 |     if soup.h1 is not None:
 49 |         subject = soup.h1.text
 50 |     else:
 51 |         subject = None
 52 |     
 53 |     # Get content
 54 |     if soup.find('div', class_=re.compile('KonaBody post-content*')) is not None:
 55 |         content = ' '.join(soup.find('div', class_=re.compile('KonaBody post-content*')).text.split())
 56 |     elif soup.find('div', class_='intro-content') is not None:
 57 |         content = ' '.join(soup.find('div', class_='intro-content').text.split())
 58 |     else:
 59 |         content = None
 60 |     
 61 |     # Get publish date
 62 |     publishdate = soup.find('span', class_='svg sprites date-icon').next_sibling.next_sibling.text
 63 |     
 64 |     # Get page views
 65 |     if soup.find('span', title='Engagement') is not None:
 66 |         views = int(soup.find('span', title='Engagement').text.replace(',',''))
 67 |     else:
 68 |         views = None
 69 |     
 70 | #     # Get author from meta tag.
 71 | #     if soup.find('meta', property="author") is not None:
 72 | #         author = (soup.find('meta', property="author")['content'])       
 73 |     # Get author(s) name.
 74 |     if soup.find('li', class_='ks-author-byline') is not None:
 75 |         author = soup.find('li', class_='ks-author-byline').text.replace('and',',')
 76 |     elif soup.find('li', class_='single-author') is not None:
 77 |         author = soup.find('li', class_='single-author').text
 78 |     else:
 79 |         author = None
 80 |             
 81 |     if ',' in author:
 82 |         author = author.split(',')
 83 |     elif ' and ' in author:
 84 |         author = author.split(' and ')
 85 |     else:
 86 |         author = [author] 
 87 | 
 88 |     
 89 |     data = {'category':category, 'subject': subject, 'content': content, 
 90 |             'publish_date': publishdate, 'views': views, 'author': author}
 91 |     
 92 |    
 93 |     return data
 94 | def set_output(outfile_name, data_list):
 95 |     '''
 96 |     Generate JSON file format output
 97 |     JSON file specification:
 98 |         {
 99 |             "url": {
100 |                 "category": " Category Text ",
101 |                 "subject": "Subject Text",
102 |                 "content": "Article content",
103 |                 "publish_date": "Article publish date",
104 |                 "views": How many views on this article
105 |                 "author": ["author1", "author 2"...]
106 |             },
107 |         ...
108 |         }
109 | 
110 |     '''
111 |     i = 0
112 |     output_obj = {}
113 |     for json_data in data_list:      
114 |         raw_html = json_data['raw_content'] #html page content
115 | 
116 |         data = get_detail(raw_html)
117 |         output_obj[str(json_data['url'])] = data
118 |         i += 1
119 |         
120 |     with open(outfile_name, 'w') as outfile:
121 |         json.dump(output_obj, outfile, indent=4)
122 |    
123 | 
124 | def main(input_file, output_path):  
125 |     start = time.time()
126 | 
127 |     data_list = get_content(input_file)
128 |     
129 |     if output_path is not None:
130 |         # Generate JSON output
131 |         check_create_path(output_path)
132 |         outfile_name = output_path + '/wrapper.json'    
133 |         set_output(outfile_name, data_list)
134 |         print('JSON file output has been generated.')
135 |     else:
136 |         print('Invalid output path.')
137 | 
138 |     end = time.time()
139 | 
140 |     print('runtime:', end - start)
141 |     
142 |     
143 | if __name__ == '__main__':
144 |     
145 |     # Get input and output parameters
146 |     if len(sys.argv) < 3:
147 |         print('Usage: python ' + sys.argv[0] + ' <JSON Lines input file name> </output/path>')
148 |         print('       The program requires Python 3.6 to execute.')   
149 |         print('       - JSON Lines input file path = input file path of JSON Lines file')         
150 |         print('       - output_path = Output file path of JSON file')    
151 |         print('        Output JSON format:')       
152 |         print('        {') 
153 |         print('            "url": {') 
154 |         print('                          "category": " Category Text ",') 
155 |         print('                          "subject": "Subject Text",') 
156 |         print('                          "content": "Article content",') 
157 |         print('                          "publish_date": "Article publish date",')
158 |         print('                          "views": How many views on this article,')
159 |         print('                          "author": ["author1", "author 2"...]')
160 |         print('            },')
161 |         print('        ...')
162 |         print('        }') 
163 |                                                  
164 |         exit ()    
165 | 
166 |     if len(sys.argv) == 3:
167 |         input_file = sys.argv[1]
168 |         output_path = sys.argv[2]
169 | 
170 |         main(input_file, output_path)
171 |     else:
172 |         pass
173 |             
174 | 


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