bigfile = open('/users/julieyang/desktop/ows-raw.txt', 'r',errors='ignore')
chunkSize = 1000000
chunk = bigfile.readlines(chunkSize)
print(len(chunk))
with open("ows_tweets_sample.txt", 'w') as f:
for i in chunk:
f.write(i)
2754
with open("/users/julieyang/desktop/ows_tweets_sample.txt", 'r',errors='ignore') as f:
lines = f.readlines()
len(lines)
12240
lines
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name="go-import" content="github.com/computational-class/bigdata git https://github.com/computational-class/bigdata.git">\n', '\n', ' <meta name="octolytics-dimension-user_id" content="14935077" /><meta name="octolytics-dimension-user_login" content="computational-class" /><meta name="octolytics-dimension-repository_id" content="123104993" /><meta name="octolytics-dimension-repository_nwo" content="computational-class/bigdata" /><meta name="octolytics-dimension-repository_public" content="true" /><meta name="octolytics-dimension-repository_is_fork" content="false" /><meta name="octolytics-dimension-repository_network_root_id" content="123104993" /><meta name="octolytics-dimension-repository_network_root_nwo" content="computational-class/bigdata" /><meta name="octolytics-dimension-repository_explore_github_marketplace_ci_cta_shown" content="false" />\n', '\n', '\n', ' <link rel="canonical" href="https://github.com/computational-class/bigdata/blob/gh-pages/data/ows_tweets_sample.txt" 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js-chromeless-input-container">\n', ' <input type="text"\n', ' class="form-control input-sm header-search-input jump-to-field js-jump-to-field js-site-search-focus js-site-search-field is-clearable"\n', ' data-hotkey="s,/"\n', ' name="q"\n', ' value=""\n', ' placeholder="Search or jump to…"\n', ' data-unscoped-placeholder="Search or jump to…"\n', ' data-scoped-placeholder="Search or jump to…"\n', ' autocapitalize="off"\n', ' aria-autocomplete="list"\n', ' aria-controls="jump-to-results"\n', ' aria-label="Search or jump to…"\n', ' data-jump-to-suggestions-path="/_graphql/GetSuggestedNavigationDestinations#csrf-token=KcxAqRTb1JPp0x0bsZAjlzOJYavzXlLa34jxnKkvdnVq4Oticzxb7Dz8bA1b+DO39wU5LHZ3SVIqqZC7pGsvcA=="\n', ' spellcheck="false"\n', ' autocomplete="off"\n', ' >\n', ' <input type="hidden" class="js-site-search-type-field" name="type" >\n', ' <img src="https://github.githubassets.com/images/search-key-slash.svg" alt="" class="mr-2 header-search-key-slash">\n', '\n', ' <div class="Box position-absolute overflow-hidden d-none jump-to-suggestions js-jump-to-suggestions-container">\n', ' \n', '<ul class="d-none js-jump-to-suggestions-template-container">\n', ' \n', '\n', '<li class="d-flex flex-justify-start flex-items-center p-0 f5 navigation-item js-navigation-item js-jump-to-suggestion" role="option">\n', ' <a tabindex="-1" class="no-underline d-flex flex-auto flex-items-center jump-to-suggestions-path js-jump-to-suggestion-path js-navigation-open p-2" href="">\n', ' <div class="jump-to-octicon js-jump-to-octicon flex-shrink-0 mr-2 text-center d-none">\n', ' <svg height="16" width="16" class="octicon octicon-repo flex-shrink-0 js-jump-to-octicon-repo d-none" title="Repository" aria-label="Repository" viewBox="0 0 12 16" version="1.1" role="img"><path fill-rule="evenodd" d="M4 9H3V8h1v1zm0-3H3v1h1V6zm0-2H3v1h1V4zm0-2H3v1h1V2zm8-1v12c0 .55-.45 1-1 1H6v2l-1.5-1.5L3 16v-2H1c-.55 0-1-.45-1-1V1c0-.55.45-1 1-1h10c.55 0 1 .45 1 1zm-1 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js-jump-to-suggestion-avatar d-none" alt="" aria-label="Team" src="" width="28" height="28">\n', '\n', ' <div class="jump-to-suggestion-name js-jump-to-suggestion-name flex-auto overflow-hidden text-left no-wrap css-truncate css-truncate-target">\n', ' </div>\n', '\n', ' <div class="border rounded-1 flex-shrink-0 bg-gray px-1 text-gray-light ml-1 f6 d-none js-jump-to-badge-search">\n', ' <span class="js-jump-to-badge-search-text-default d-none" aria-label="in this repository">\n', ' In this repository\n', ' </span>\n', ' <span class="js-jump-to-badge-search-text-global d-none" aria-label="in all of GitHub">\n', ' All GitHub\n', ' </span>\n', ' <span aria-hidden="true" class="d-inline-block ml-1 v-align-middle">↵</span>\n', ' </div>\n', '\n', ' <div aria-hidden="true" class="border rounded-1 flex-shrink-0 bg-gray px-1 text-gray-light ml-1 f6 d-none d-on-nav-focus js-jump-to-badge-jump">\n', ' Jump to\n', ' <span class="d-inline-block ml-1 v-align-middle">↵</span>\n', ' </div>\n', ' </a>\n', '</li>\n', '\n', '</ul>\n', '\n', '<ul class="d-none js-jump-to-no-results-template-container">\n', ' <li class="d-flex flex-justify-center flex-items-center f5 d-none js-jump-to-suggestion p-2">\n', ' <span class="text-gray">No suggested jump to results</span>\n', ' </li>\n', '</ul>\n', '\n', '<ul id="jump-to-results" role="listbox" class="p-0 m-0 js-navigation-container jump-to-suggestions-results-container js-jump-to-suggestions-results-container">\n', ' \n', '\n', '<li class="d-flex flex-justify-start flex-items-center p-0 f5 navigation-item js-navigation-item js-jump-to-scoped-search d-none" role="option">\n', ' <a tabindex="-1" class="no-underline d-flex flex-auto flex-items-center jump-to-suggestions-path js-jump-to-suggestion-path js-navigation-open p-2" href="">\n', ' <div class="jump-to-octicon js-jump-to-octicon flex-shrink-0 mr-2 text-center d-none">\n', ' <svg height="16" width="16" class="octicon octicon-repo flex-shrink-0 js-jump-to-octicon-repo d-none" title="Repository" aria-label="Repository" viewBox="0 0 12 16" version="1.1" role="img"><path fill-rule="evenodd" d="M4 9H3V8h1v1zm0-3H3v1h1V6zm0-2H3v1h1V4zm0-2H3v1h1V2zm8-1v12c0 .55-.45 1-1 1H6v2l-1.5-1.5L3 16v-2H1c-.55 0-1-.45-1-1V1c0-.55.45-1 1-1h10c.55 0 1 .45 1 1zm-1 10H1v2h2v-1h3v1h5v-2zm0-10H2v9h9V1z"/></svg>\n', ' <svg height="16" width="16" class="octicon octicon-project flex-shrink-0 js-jump-to-octicon-project d-none" title="Project" aria-label="Project" viewBox="0 0 15 16" version="1.1" role="img"><path fill-rule="evenodd" d="M10 12h3V2h-3v10zm-4-2h3V2H6v8zm-4 4h3V2H2v12zm-1 1h13V1H1v14zM14 0H1a1 1 0 00-1 1v14a1 1 0 001 1h13a1 1 0 001-1V1a1 1 0 00-1-1z"/></svg>\n', ' <svg height="16" width="16" class="octicon octicon-search flex-shrink-0 js-jump-to-octicon-search d-none" title="Search" aria-label="Search" viewBox="0 0 16 16" version="1.1" role="img"><path fill-rule="evenodd" d="M15.7 13.3l-3.81-3.83A5.93 5.93 0 0013 6c0-3.31-2.69-6-6-6S1 2.69 1 6s2.69 6 6 6c1.3 0 2.48-.41 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'\n', ' <div aria-hidden="true" class="border rounded-1 flex-shrink-0 bg-gray px-1 text-gray-light ml-1 f6 d-none d-on-nav-focus js-jump-to-badge-jump">\n', ' Jump to\n', ' <span class="d-inline-block ml-1 v-align-middle">↵</span>\n', ' </div>\n', ' </a>\n', '</li>\n', '\n', ' \n', '\n', '<li class="d-flex flex-justify-start flex-items-center p-0 f5 navigation-item js-navigation-item js-jump-to-global-search d-none" role="option">\n', ' <a tabindex="-1" class="no-underline d-flex flex-auto flex-items-center jump-to-suggestions-path js-jump-to-suggestion-path js-navigation-open p-2" href="">\n', ' <div class="jump-to-octicon js-jump-to-octicon flex-shrink-0 mr-2 text-center d-none">\n', ' <svg height="16" width="16" class="octicon octicon-repo flex-shrink-0 js-jump-to-octicon-repo d-none" title="Repository" aria-label="Repository" viewBox="0 0 12 16" version="1.1" role="img"><path fill-rule="evenodd" d="M4 9H3V8h1v1zm0-3H3v1h1V6zm0-2H3v1h1V4zm0-2H3v1h1V2zm8-1v12c0 .55-.45 1-1 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4.7z"/></svg>\n', ' </div>\n', '\n', ' <img class="avatar mr-2 flex-shrink-0 js-jump-to-suggestion-avatar d-none" alt="" aria-label="Team" src="" width="28" height="28">\n', '\n', ' <div class="jump-to-suggestion-name js-jump-to-suggestion-name flex-auto overflow-hidden text-left no-wrap css-truncate css-truncate-target">\n', ' </div>\n', '\n', ' <div class="border rounded-1 flex-shrink-0 bg-gray px-1 text-gray-light ml-1 f6 d-none js-jump-to-badge-search">\n', ' <span class="js-jump-to-badge-search-text-default d-none" aria-label="in this repository">\n', ' In this repository\n', ' </span>\n', ' <span class="js-jump-to-badge-search-text-global d-none" aria-label="in all of GitHub">\n', ' All GitHub\n', ' </span>\n', ' <span aria-hidden="true" class="d-inline-block ml-1 v-align-middle">↵</span>\n', ' </div>\n', '\n', ' <div aria-hidden="true" class="border rounded-1 flex-shrink-0 bg-gray px-1 text-gray-light ml-1 f6 d-none d-on-nav-focus js-jump-to-badge-jump">\n', ' Jump to\n', ' <span class="d-inline-block ml-1 v-align-middle">↵</span>\n', ' </div>\n', ' </a>\n', '</li>\n', '\n', '\n', ' <li class="d-flex flex-justify-center flex-items-center p-0 f5 js-jump-to-suggestion">\n', ' <img src="https://github.githubassets.com/images/spinners/octocat-spinner-128.gif" alt="Octocat Spinner Icon" class="m-2" width="28">\n', ' </li>\n', '</ul>\n', '\n', ' </div>\n', ' </label>\n', '</form> </div>\n', '</div>\n', '\n', '\n', ' <nav class="d-flex flex-column flex-lg-row flex-self-stretch flex-lg-self-auto" aria-label="Global">\n', ' <a class="Header-link d-block d-lg-none py-2 py-lg-0 border-top border-lg-top-0 border-white-fade-15" data-ga-click="Header, click, Nav menu - item:dashboard:user" aria-label="Dashboard" href="/dashboard">\n', ' Dashboard\n', '</a>\n', ' <a class="js-selected-navigation-item Header-link mr-0 mr-lg-3 py-2 py-lg-0 border-top border-lg-top-0 border-white-fade-15" data-hotkey="g p" data-ga-click="Header, click, Nav menu - item:pulls context:user" aria-label="Pull requests you created" data-selected-links="/pulls /pulls/assigned /pulls/mentioned /pulls" href="/pulls">\n', ' Pull requests\n', '</a>\n', ' <a class="js-selected-navigation-item Header-link mr-0 mr-lg-3 py-2 py-lg-0 border-top border-lg-top-0 border-white-fade-15" data-hotkey="g i" data-ga-click="Header, click, Nav menu - item:issues context:user" aria-label="Issues you created" data-selected-links="/issues /issues/assigned /issues/mentioned /issues" href="/issues">\n', ' Issues\n', '</a>\n', ' <div class="mr-0 mr-lg-3 py-2 py-lg-0 border-top border-lg-top-0 border-white-fade-15">\n', ' <a class="js-selected-navigation-item Header-link" data-ga-click="Header, click, Nav menu - item:marketplace context:user" data-octo-click="marketplace_click" data-octo-dimensions="location:nav_bar" data-selected-links=" /marketplace" href="/marketplace">\n', ' Marketplace\n', '</a> \n', '\n', ' </div>\n', '\n', ' <a class="js-selected-navigation-item Header-link mr-0 mr-lg-3 py-2 py-lg-0 border-top border-lg-top-0 border-white-fade-15" data-ga-click="Header, click, Nav menu - item:explore" data-selected-links="/explore /trending /trending/developers /integrations /integrations/feature/code /integrations/feature/collaborate /integrations/feature/ship showcases showcases_search showcases_landing /explore" href="/explore">\n', ' Explore\n', '</a>\n', '\n', '\n', ' <a class="Header-link d-block d-lg-none mr-0 mr-lg-3 py-2 py-lg-0 border-top border-lg-top-0 border-white-fade-15" href="https://github.com/Julieyang17">\n', ' <img class="avatar" height="20" width="20" alt="@Julieyang17" src="https://avatars1.githubusercontent.com/u/48235790?s=60&v=4" />\n', ' Julieyang17\n', '</a>\n', ' <!-- \'"` --><!-- </textarea></xmp> --></option></form><form action="/logout" accept-charset="UTF-8" method="post"><input name="utf8" type="hidden" value="✓" /><input type="hidden" name="authenticity_token" value="Eqa/XdSdcQr0ivZCA85QhAdz92FOT7SjaF1R4Mfc0BViqRcqh00Ya+pF85huMdknIyoEkDalumTDqlovowpVBw==" />\n', ' <button type="submit" class="Header-link mr-0 mr-lg-3 py-2 py-lg-0 border-top border-lg-top-0 border-white-fade-15 d-lg-none btn-link d-block width-full text-left" data-ga-click="Header, sign out, icon:logout" style="padding-left: 2px;">\n', ' <svg class="octicon octicon-sign-out v-align-middle" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path fill-rule="evenodd" d="M12 9V7H8V5h4V3l4 3-4 3zm-2 3H6V3L2 1h8v3h1V1c0-.55-.45-1-1-1H1C.45 0 0 .45 0 1v11.38c0 .39.22.73.55.91L6 16.01V13h4c.55 0 1-.45 1-1V8h-1v4z"/></svg>\n', ' Sign out\n', ' </button>\n', '</form></nav>\n', '\n', ' </div>\n', '\n', ' <div class="Header-item Header-item--full flex-justify-center d-lg-none position-relative">\n', ' <div class="css-truncate css-truncate-target width-fit position-absolute left-0 right-0 text-center">\n', ' <svg class="octicon octicon-repo" viewBox="0 0 12 16" version="1.1" width="12" height="16" aria-hidden="true"><path fill-rule="evenodd" d="M4 9H3V8h1v1zm0-3H3v1h1V6zm0-2H3v1h1V4zm0-2H3v1h1V2zm8-1v12c0 .55-.45 1-1 1H6v2l-1.5-1.5L3 16v-2H1c-.55 0-1-.45-1-1V1c0-.55.45-1 1-1h10c.55 0 1 .45 1 1zm-1 10H1v2h2v-1h3v1h5v-2zm0-10H2v9h9V1z"/></svg>\n', ' <a class="Header-link" href="/computational-class">computational-class</a>\n', ' /\n', ' <a class="Header-link" href="/computational-class/bigdata">bigdata</a>\n', '\n', '</div>\n', ' </div>\n', '\n', '\n', ' <div class="Header-item mr-0 mr-lg-3 flex-order-1 flex-lg-order-none">\n', ' \n', '\n', ' <a aria-label="You have no unread notifications" class="Header-link notification-indicator position-relative tooltipped tooltipped-sw js-socket-channel js-notification-indicator" data-hotkey="g n" data-ga-click="Header, go to notifications, icon:read" data-channel="notification-changed:48235790" href="/notifications">\n', ' <span class="js-indicator-modifier mail-status "></span>\n', ' <svg class="octicon octicon-bell" viewBox="0 0 14 16" version="1.1" width="14" height="16" aria-hidden="true"><path fill-rule="evenodd" d="M14 12v1H0v-1l.73-.58c.77-.77.81-2.55 1.19-4.42C2.69 3.23 6 2 6 2c0-.55.45-1 1-1s1 .45 1 1c0 0 3.39 1.23 4.16 5 .38 1.88.42 3.66 1.19 4.42l.66.58H14zm-7 4c1.11 0 2-.89 2-2H5c0 1.11.89 2 2 2z"/></svg>\n', '</a>\n', ' </div>\n', '\n', '\n', ' <div class="Header-item position-relative d-none d-lg-flex">\n', ' <details class="details-overlay details-reset">\n', ' <summary class="Header-link"\n', ' aria-label="Create new…"\n', ' data-ga-click="Header, create new, icon:add">\n', ' <svg class="octicon octicon-plus" viewBox="0 0 12 16" version="1.1" width="12" height="16" aria-hidden="true"><path fill-rule="evenodd" d="M12 9H7v5H5V9H0V7h5V2h2v5h5v2z"/></svg> <span class="dropdown-caret"></span>\n', ' </summary>\n', ' <details-menu class="dropdown-menu dropdown-menu-sw">\n', ' \n', '<a role="menuitem" class="dropdown-item" href="/new" data-ga-click="Header, create new 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d-none d-lg-flex">\n', ' \n', ' <details class="details-overlay details-reset js-feature-preview-indicator-container" data-feature-preview-indicator-src="/users/Julieyang17/feature_preview/indicator_check.json">\n', '\n', ' <summary class="Header-link"\n', ' aria-label="View profile and more"\n', ' data-ga-click="Header, show menu, icon:avatar">\n', ' <img alt="@Julieyang17" class="avatar" src="https://avatars2.githubusercontent.com/u/48235790?s=40&v=4" height="20" width="20">\n', ' <span class="feature-preview-indicator js-feature-preview-indicator" hidden></span>\n', ' <span class="dropdown-caret"></span>\n', ' </summary>\n', ' <details-menu class="dropdown-menu dropdown-menu-sw mt-2" style="width: 180px">\n', ' <div class="header-nav-current-user css-truncate"><a role="menuitem" class="no-underline user-profile-link px-3 pt-2 pb-2 mb-n2 mt-n1 d-block" href="/Julieyang17" data-ga-click="Header, go to profile, text:Signed in as">Signed in as <strong 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data-hydro-click="{"event_type":"user_profile.click","payload":{"profile_user_id":14935077,"target":"EDIT_USER_STATUS","user_id":48235790,"client_id":"859532768.1552867952","originating_request_id":"BEE7:530E:92AD66:11A6375:5E242D96","originating_url":"https://github.com/computational-class/bigdata/blob/gh-pages/data/ows_tweets_sample.txt","referrer":null}}" data-hydro-click-hmac="69657cc7c76d522f22d2b1013b3458dfdaef1e8646aab12e044558dcee51e529">\n', ' <div class="d-flex">\n', ' <div class="f6 lh-condensed user-status-header\n', ' d-inline-block v-align-middle\n', ' user-status-emoji-only-header circle\n', ' pr-2\n', '"\n', ' style="max-width: 29px"\n', ' >\n', ' <div class="user-status-emoji-container flex-shrink-0 mr-1 mt-1 lh-condensed-ultra v-align-bottom" style="">\n', ' <svg class="octicon octicon-smiley" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path fill-rule="evenodd" d="M8 0C3.58 0 0 3.58 0 8s3.58 8 8 8 8-3.58 8-8-3.58-8-8-8zm4.81 12.81a6.72 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<span class="text-gray ml-2">Set status</span>\n', ' </div>\n', ' </div>\n', ' </div>\n', ' </summary>\n', ' <details-dialog class="details-dialog rounded-1 anim-fade-in fast Box Box--overlay" role="dialog" tabindex="-1">\n', ' <!-- \'"` --><!-- </textarea></xmp> --></option></form><form class="position-relative flex-auto js-user-status-form" action="/users/status?compact=1&link_mentions=0&truncate=1" accept-charset="UTF-8" method="post"><input name="utf8" type="hidden" value="✓" /><input type="hidden" name="_method" value="put" /><input type="hidden" name="authenticity_token" value="RtAz0tRzHyCPsk8UFPpgwbeiuRfRaKlWiWoo10I4RM4FO6uJl8Ao8mmeIfHPYygq+V7QMSixBvNZRyi8rUjLdQ==" />\n', ' <div class="Box-header bg-gray border-bottom p-3">\n', ' <button class="Box-btn-octicon js-toggle-user-status-edit btn-octicon float-right" type="reset" aria-label="Close dialog" data-close-dialog>\n', ' <svg class="octicon octicon-x" viewBox="0 0 12 16" version="1.1" width="12" height="16" aria-hidden="true"><path fill-rule="evenodd" d="M7.48 8l3.75 3.75-1.48 1.48L6 9.48l-3.75 3.75-1.48-1.48L4.52 8 .77 4.25l1.48-1.48L6 6.52l3.75-3.75 1.48 1.48L7.48 8z"/></svg>\n', ' </button>\n', ' <h3 class="Box-title f5 text-bold text-gray-dark">Edit status</h3>\n', ' </div>\n', ' <input type="hidden" name="emoji" class="js-user-status-emoji-field" value="">\n', ' <input type="hidden" name="organization_id" class="js-user-status-org-id-field" value="">\n', ' <div class="px-3 py-2 text-gray-dark">\n', ' <div class="js-characters-remaining-container position-relative mt-2">\n', ' <div class="input-group d-table form-group my-0 js-user-status-form-group">\n', ' <span class="input-group-button d-table-cell v-align-middle" style="width: 1%">\n', ' <button type="button" aria-label="Choose an emoji" class="btn-outline btn js-toggle-user-status-emoji-picker btn-open-emoji-picker p-0">\n', ' <span class="js-user-status-original-emoji" hidden></span>\n', ' <span 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.89.61.75 1z"/></svg>\n', ' </span>\n', ' </button>\n', ' </span>\n', ' <text-expander keys=": @" data-mention-url="/autocomplete/user-suggestions" data-emoji-url="/autocomplete/emoji">\n', ' <input\n', ' type="text"\n', ' autocomplete="off"\n', ' data-no-org-url="/autocomplete/user-suggestions"\n', ' data-org-url="/suggestions?mention_suggester=1"\n', ' data-maxlength="80"\n', ' class="d-table-cell width-full form-control js-user-status-message-field js-characters-remaining-field"\n', ' placeholder="What\'s happening?"\n', ' name="message"\n', ' value=""\n', ' aria-label="What is your current status?">\n', ' </text-expander>\n', ' <div class="error">Could not update your status, please try again.</div>\n', ' </div>\n', ' <div style="margin-left: 53px" class="my-1 text-small label-characters-remaining js-characters-remaining" data-suffix="remaining" hidden>\n', ' 80 remaining\n', ' </div>\n', ' </div>\n', ' <include-fragment class="js-user-status-emoji-picker" data-url="/users/status/emoji"></include-fragment>\n', ' <div class="overflow-auto ml-n3 mr-n3 px-3 border-bottom" style="max-height: 33vh">\n', ' <div class="user-status-suggestions js-user-status-suggestions collapsed overflow-hidden">\n', ' <h4 class="f6 text-normal my-3">Suggestions:</h4>\n', ' <div class="mx-3 mt-2 clearfix">\n', ' <div class="float-left col-6">\n', ' <button type="button" value=":palm_tree:" class="d-flex flex-items-baseline flex-items-stretch lh-condensed f6 btn-link link-gray no-underline js-predefined-user-status mb-1">\n', ' <div class="emoji-status-width mr-2 v-align-middle js-predefined-user-status-emoji">\n', ' <g-emoji alias="palm_tree" fallback-src="https://github.githubassets.com/images/icons/emoji/unicode/1f334.png">🌴</g-emoji>\n', ' </div>\n', ' <div class="d-flex flex-items-center no-underline js-predefined-user-status-message ws-normal text-left" style="border-left: 1px solid transparent">\n', ' On vacation\n', ' </div>\n', ' </button>\n', ' <button type="button" value=":face_with_thermometer:" class="d-flex flex-items-baseline flex-items-stretch lh-condensed f6 btn-link link-gray no-underline js-predefined-user-status mb-1">\n', ' <div class="emoji-status-width mr-2 v-align-middle js-predefined-user-status-emoji">\n', ' <g-emoji alias="face_with_thermometer" fallback-src="https://github.githubassets.com/images/icons/emoji/unicode/1f912.png">🤒</g-emoji>\n', ' </div>\n', ' <div class="d-flex flex-items-center no-underline js-predefined-user-status-message ws-normal text-left" style="border-left: 1px solid transparent">\n', ' Out sick\n', ' </div>\n', ' </button>\n', ' </div>\n', ' <div class="float-left col-6">\n', ' <button type="button" value=":house:" class="d-flex flex-items-baseline flex-items-stretch lh-condensed f6 btn-link link-gray no-underline js-predefined-user-status mb-1">\n', ' <div class="emoji-status-width mr-2 v-align-middle js-predefined-user-status-emoji">\n', ' <g-emoji alias="house" fallback-src="https://github.githubassets.com/images/icons/emoji/unicode/1f3e0.png">🏠</g-emoji>\n', ' </div>\n', ' <div class="d-flex flex-items-center no-underline js-predefined-user-status-message ws-normal text-left" style="border-left: 1px solid transparent">\n', ' Working from home\n', ' </div>\n', ' </button>\n', ' <button type="button" value=":dart:" class="d-flex flex-items-baseline flex-items-stretch lh-condensed f6 btn-link link-gray no-underline js-predefined-user-status mb-1">\n', ' <div class="emoji-status-width mr-2 v-align-middle js-predefined-user-status-emoji">\n', ' <g-emoji alias="dart" fallback-src="https://github.githubassets.com/images/icons/emoji/unicode/1f3af.png">🎯</g-emoji>\n', ' </div>\n', ' <div class="d-flex flex-items-center no-underline js-predefined-user-status-message ws-normal text-left" style="border-left: 1px solid transparent">\n', ' Focusing\n', ' </div>\n', ' </button>\n', ' </div>\n', ' </div>\n', ' </div>\n', ' <div class="user-status-limited-availability-container">\n', ' <div class="form-checkbox my-0">\n', ' <input type="checkbox" name="limited_availability" value="1" class="js-user-status-limited-availability-checkbox" data-default-message="I may be slow to respond." aria-describedby="limited-availability-help-text-truncate-true-compact-true" id="limited-availability-truncate-true-compact-true">\n', ' <label class="d-block f5 text-gray-dark mb-1" for="limited-availability-truncate-true-compact-true">\n', ' Busy\n', ' </label>\n', ' <p class="note" id="limited-availability-help-text-truncate-true-compact-true">\n', ' When others mention you, assign you, or request your review,\n', ' GitHub will let them know that you have limited availability.\n', ' </p>\n', ' </div>\n', ' </div>\n', ' </div>\n', ' \n', '\n', '<div class="d-inline-block f5 mr-2 pt-3 pb-2" >\n', ' <div class="d-inline-block mr-1">\n', ' Clear status\n', ' </div>\n', '\n', ' <details class="js-user-status-expire-drop-down f6 dropdown details-reset details-overlay d-inline-block mr-2">\n', ' <summary class="f5 btn-link link-gray-dark border px-2 py-1 rounded-1" aria-haspopup="true">\n', ' <div class="js-user-status-expiration-interval-selected d-inline-block v-align-baseline">\n', ' Never\n', ' </div>\n', ' <div class="dropdown-caret"></div>\n', ' </summary>\n', '\n', ' <ul class="dropdown-menu dropdown-menu-se pl-0 overflow-auto" style="width: 220px; max-height: 15.5em">\n', ' <li>\n', ' <button type="button" class="btn-link dropdown-item js-user-status-expire-button ws-normal" title="Never">\n', ' <span class="d-inline-block text-bold mb-1">Never</span>\n', ' <div class="f6 lh-condensed">Keep this status until you clear your status or edit your status.</div>\n', ' </button>\n', ' </li>\n', ' <li class="dropdown-divider" role="none"></li>\n', ' <li>\n', ' <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="in 30 minutes" value="2020-01-19T18:51:36+08:00">\n', ' in 30 minutes\n', ' </button>\n', ' </li>\n', ' <li>\n', ' <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="in 1 hour" value="2020-01-19T19:21:36+08:00">\n', ' in 1 hour\n', ' </button>\n', ' </li>\n', ' <li>\n', ' <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="in 4 hours" value="2020-01-19T22:21:36+08:00">\n', ' in 4 hours\n', ' </button>\n', ' </li>\n', ' <li>\n', ' <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="today" value="2020-01-19T23:59:59+08:00">\n', ' today\n', ' </button>\n', ' </li>\n', ' <li>\n', ' <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="this week" value="2020-01-19T23:59:59+08:00">\n', ' this week\n', ' </button>\n', ' </li>\n', ' </ul>\n', ' </details>\n', ' <input class="js-user-status-expiration-date-input" type="hidden" name="expires_at" value="">\n', '</div>\n', '\n', ' <include-fragment class="js-user-status-org-picker" data-url="/users/status/organizations"></include-fragment>\n', ' </div>\n', ' <div class="d-flex flex-items-center flex-justify-between p-3 border-top">\n', ' <button type="submit" disabled class="width-full btn btn-primary mr-2 js-user-status-submit">\n', ' Set status\n', ' </button>\n', ' <button type="button" disabled class="width-full js-clear-user-status-button btn ml-2 ">\n', ' Clear status\n', ' </button>\n', ' </div>\n', '</form> </details-dialog>\n', ' </details>\n', '</div>\n', '\n', ' </div>\n', ' <div role="none" class="dropdown-divider"></div>\n', '\n', '\n', ' <a role="menuitem" class="dropdown-item" href="/Julieyang17" data-ga-click="Header, go to profile, text:your profile">Your profile</a>\n', '\n', ' <a role="menuitem" class="dropdown-item" href="/Julieyang17?tab=repositories" data-ga-click="Header, go to repositories, text:your repositories">Your repositories</a>\n', '\n', ' <a role="menuitem" class="dropdown-item" href="/Julieyang17?tab=projects" data-ga-click="Header, go to projects, text:your projects">Your projects</a>\n', '\n', ' <a role="menuitem" class="dropdown-item" href="/Julieyang17?tab=stars" data-ga-click="Header, go to starred repos, text:your stars">Your stars</a>\n', ' <a role="menuitem" class="dropdown-item" href="https://gist.github.com/mine" data-ga-click="Header, your gists, text:your gists">Your gists</a>\n', '\n', '\n', '\n', '\n', '\n', ' <div role="none" class="dropdown-divider"></div>\n', ' \n', '<div id="feature-enrollment-toggle" class="hide-sm hide-md feature-preview-details position-relative">\n', ' <button\n', ' type="button"\n', ' class="dropdown-item btn-link"\n', ' role="menuitem"\n', ' data-feature-preview-trigger-url="/users/Julieyang17/feature_previews"\n', ' data-feature-preview-close-details="{"event_type":"feature_preview.clicks.close_modal","payload":{"client_id":"859532768.1552867952","originating_request_id":"BEE7:530E:92AD66:11A6375:5E242D96","originating_url":"https://github.com/computational-class/bigdata/blob/gh-pages/data/ows_tweets_sample.txt","referrer":null,"user_id":48235790}}"\n', ' data-feature-preview-close-hmac="e06a677634e9c6bab89e3fc79724c808ef069fc32da670f614ab247b46ddbba5"\n', ' data-hydro-click="{"event_type":"feature_preview.clicks.open_modal","payload":{"link_location":"user_dropdown","client_id":"859532768.1552867952","originating_request_id":"BEE7:530E:92AD66:11A6375:5E242D96","originating_url":"https://github.com/computational-class/bigdata/blob/gh-pages/data/ows_tweets_sample.txt","referrer":null,"user_id":48235790}}"\n', ' data-hydro-click-hmac="efa1277e376088b1b2d01447cba600ce5b3bcbfb6714f1048aaa11c4da90bd00"\n', ' >\n', ' Feature preview\n', ' </button>\n', ' <span class="feature-preview-indicator js-feature-preview-indicator" hidden></span>\n', '</div>\n', '\n', ' <a role="menuitem" class="dropdown-item" href="https://help.github.com" data-ga-click="Header, go to help, text:help">Help</a>\n', ' <a role="menuitem" class="dropdown-item" href="/settings/profile" data-ga-click="Header, go to settings, icon:settings">Settings</a>\n', ' <!-- \'"` --><!-- </textarea></xmp> --></option></form><form class="logout-form" action="/logout" accept-charset="UTF-8" method="post"><input name="utf8" type="hidden" value="✓" /><input type="hidden" name="authenticity_token" value="ge2Nln/7F4GR15Mf4NcHzIQm1sushLTrRztoGwNW8QLx4iXhLCt+4I8YlsWNKI5voH8lOtRuuizszGPUZ4B0EA==" />\n', ' \n', ' <button type="submit" class="dropdown-item dropdown-signout" data-ga-click="Header, sign out, icon:logout" role="menuitem">\n', ' Sign out\n', ' </button>\n', ' <input type="text" name="required_field_1f80" hidden="hidden" class="form-control" />\n', '<input type="hidden" name="timestamp" value="1579429296431" class="form-control" />\n', '<input type="hidden" name="timestamp_secret" value="049ea2ded85307dcb0b77df01733bd36fb352221c9f4108f015b15ea66b615f4" class="form-control" />\n', '\n', '</form> </details-menu>\n', '</details>\n', '\n', ' </div>\n', '\n', ' </header>\n', '\n', ' \n', '\n', ' </div>\n', '\n', ' <div id="start-of-content" class="show-on-focus"></div>\n', '\n', '\n', ' <div id="js-flash-container">\n', '\n', '</div>\n', '\n', '\n', '\n', ' <div class="application-main " data-commit-hovercards-enabled>\n', ' <div itemscope itemtype="http://schema.org/SoftwareSourceCode" class="">\n', ' <main >\n', ' \n', '\n', '\n', ' \n', '\n', ' <div class="border-bottom shelf intro-shelf js-notice mb-0 pb-4">\n', ' <div class="width-full container">\n', ' <div class="width-full mx-auto shelf-content">\n', ' <h2 class="shelf-title">Learn Git and GitHub without any code!</h2>\n', ' <p class="shelf-lead">\n', ' Using the Hello World guide, you’ll start a branch, write comments, and open a pull request.\n', ' </p>\n', ' <a class="btn btn-primary shelf-cta" target="_blank" data-hydro-click="{"event_type":"repository.click","payload":{"target":"READ_GUIDE","repository_id":123104993,"client_id":"859532768.1552867952","originating_request_id":"BEE7:530E:92AD66:11A6375:5E242D96","originating_url":"https://github.com/computational-class/bigdata/blob/gh-pages/data/ows_tweets_sample.txt","referrer":null,"user_id":48235790}}" data-hydro-click-hmac="dec9ee39141bcca9ece0da3fcb8c40d877a7ae880a2aeb0608915cf54487e1ce" href="https://guides.github.com/activities/hello-world/">Read the guide</a>\n', ' </div>\n', ' <!-- \'"` --><!-- </textarea></xmp> --></option></form><form class="shelf-dismiss js-notice-dismiss" action="/dashboard/dismiss_bootcamp" accept-charset="UTF-8" method="post"><input name="utf8" type="hidden" value="✓" /><input type="hidden" name="_method" value="delete" /><input type="hidden" name="authenticity_token" value="IAmR1Bm/Ht3mxo4HJWA4JYplk8UdqPH6ju/NneztOcU2NLxuKT9h/O4d6xB7db1441HLbGcw2lag1Rw6k6istw==" />\n', ' <button name="button" type="submit" class="mr-1 close-button tooltipped tooltipped-w" aria-label="Hide this notice forever" data-hydro-click="{"event_type":"repository.click","payload":{"target":"DISMISS_BANNER","repository_id":123104993,"client_id":"859532768.1552867952","originating_request_id":"BEE7:530E:92AD66:11A6375:5E242D96","originating_url":"https://github.com/computational-class/bigdata/blob/gh-pages/data/ows_tweets_sample.txt","referrer":null,"user_id":48235790}}" data-hydro-click-hmac="428f81e7227fb67b9a346e4d989b5d9c4a3df2b39ab791083b689785e8d21618">\n', ' <svg aria-label="Hide this notice forever" class="octicon octicon-x v-align-text-top" viewBox="0 0 12 16" version="1.1" width="12" height="16" role="img"><path fill-rule="evenodd" d="M7.48 8l3.75 3.75-1.48 1.48L6 9.48l-3.75 3.75-1.48-1.48L4.52 8 .77 4.25l1.48-1.48L6 6.52l3.75-3.75 1.48 1.48L7.48 8z"/></svg>\n', '</button></form> </div>\n', '</div>\n', '\n', '\n', '\n', ' \n', '\n', '\n', '\n', '\n', '\n', '\n', '\n', '\n', '\n', ' <div class=" pagehead repohead readability-menu experiment-repo-nav pt-0 pt-lg-4 ">\n', '\n', ' <div class="container-lg mb-4 p-responsive d-none d-lg-flex">\n', '\n', ' <div class="flex-auto min-width-0 width-fit mr-3">\n', ' <h1 class="public d-flex flex-wrap flex-items-center break-word float-none">\n', ' <svg class="octicon octicon-repo mr-1" viewBox="0 0 12 16" version="1.1" width="12" height="16" aria-hidden="true"><path fill-rule="evenodd" d="M4 9H3V8h1v1zm0-3H3v1h1V6zm0-2H3v1h1V4zm0-2H3v1h1V2zm8-1v12c0 .55-.45 1-1 1H6v2l-1.5-1.5L3 16v-2H1c-.55 0-1-.45-1-1V1c0-.55.45-1 1-1h10c.55 0 1 .45 1 1zm-1 10H1v2h2v-1h3v1h5v-2zm0-10H2v9h9V1z"/></svg>\n', ' <span class="author" itemprop="author">\n', ' <a class="url fn" rel="author" data-hovercard-type="organization" data-hovercard-url="/orgs/computational-class/hovercard" href="/computational-class">computational-class</a>\n', ' </span>\n', ' <span class="path-divider">/</span>\n', ' <strong itemprop="name" class="mr-2">\n', ' <a data-pjax="#js-repo-pjax-container" href="/computational-class/bigdata">bigdata</a>\n', ' </strong>\n', ' \n', '</h1>\n', '\n', '\n', ' </div>\n', '\n', ' <ul class="pagehead-actions flex-shrink-0">\n', '\n', '\n', '\n', '\n', ' <li>\n', ' \n', ' <!-- \'"` --><!-- </textarea></xmp> --></option></form><form data-remote="true" class="clearfix js-social-form js-social-container" action="/notifications/subscribe" accept-charset="UTF-8" method="post"><input name="utf8" type="hidden" value="✓" /><input type="hidden" name="authenticity_token" value="fTrIRbxkR5zoVicYbsv8rCn0JFEuMTfI5PYFXzxK3D9bglYo1lVmeZPPVFXTsjDEiZwnCoTwtbrLYl013b5S4w==" /> <input type="hidden" name="repository_id" value="123104993">\n', '\n', ' <details class="details-reset details-overlay select-menu float-left">\n', ' <summary class="select-menu-button float-left btn btn-sm btn-with-count" data-hydro-click="{"event_type":"repository.click","payload":{"target":"WATCH_BUTTON","repository_id":123104993,"client_id":"859532768.1552867952","originating_request_id":"BEE7:530E:92AD66:11A6375:5E242D96","originating_url":"https://github.com/computational-class/bigdata/blob/gh-pages/data/ows_tweets_sample.txt","referrer":null,"user_id":48235790}}" data-hydro-click-hmac="b93cc271d422da761e6ba5d52efa4013895ad41abe78c3aa80d460d8a88e5473" data-ga-click="Repository, click Watch settings, action:blob#show"> <span data-menu-button>\n', ' <svg class="octicon octicon-eye v-align-text-bottom" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path fill-rule="evenodd" d="M8.06 2C3 2 0 8 0 8s3 6 8.06 6C13 14 16 8 16 8s-3-6-7.94-6zM8 12c-2.2 0-4-1.78-4-4 0-2.2 1.8-4 4-4 2.22 0 4 1.8 4 4 0 2.22-1.78 4-4 4zm2-4c0 1.11-.89 2-2 2-1.11 0-2-.89-2-2 0-1.11.89-2 2-2 1.11 0 2 .89 2 2z"/></svg>\n', ' Watch\n', ' </span>\n', '</summary> <details-menu\n', ' class="select-menu-modal position-absolute mt-5"\n', ' style="z-index: 99;">\n', ' <div class="select-menu-header">\n', ' <span class="select-menu-title">Notifications</span>\n', ' </div>\n', ' <div class="select-menu-list">\n', ' <button type="submit" name="do" value="included" class="select-menu-item width-full" aria-checked="true" role="menuitemradio">\n', ' <svg class="octicon octicon-check select-menu-item-icon" viewBox="0 0 12 16" version="1.1" width="12" height="16" aria-hidden="true"><path fill-rule="evenodd" d="M12 5l-8 8-4-4 1.5-1.5L4 10l6.5-6.5L12 5z"/></svg>\n', ' <div class="select-menu-item-text">\n', ' <span class="select-menu-item-heading">Not watching</span>\n', ' <span class="description">Be notified only when participating or @mentioned.</span>\n', ' <span class="hidden-select-button-text" data-menu-button-contents>\n', ' <svg class="octicon octicon-eye v-align-text-bottom" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path fill-rule="evenodd" d="M8.06 2C3 2 0 8 0 8s3 6 8.06 6C13 14 16 8 16 8s-3-6-7.94-6zM8 12c-2.2 0-4-1.78-4-4 0-2.2 1.8-4 4-4 2.22 0 4 1.8 4 4 0 2.22-1.78 4-4 4zm2-4c0 1.11-.89 2-2 2-1.11 0-2-.89-2-2 0-1.11.89-2 2-2 1.11 0 2 .89 2 2z"/></svg>\n', ' Watch\n', ' </span>\n', ' </div>\n', ' </button>\n', '\n', ' <button type="submit" name="do" value="release_only" class="select-menu-item width-full" aria-checked="false" role="menuitemradio">\n', ' <svg class="octicon octicon-check select-menu-item-icon" viewBox="0 0 12 16" version="1.1" width="12" height="16" aria-hidden="true"><path fill-rule="evenodd" d="M12 5l-8 8-4-4 1.5-1.5L4 10l6.5-6.5L12 5z"/></svg>\n', ' <div class="select-menu-item-text">\n', ' <span class="select-menu-item-heading">Releases only</span>\n', ' <span class="description">Be notified of new releases, and when participating or @mentioned.</span>\n', ' <span class="hidden-select-button-text" data-menu-button-contents>\n', ' <svg class="octicon 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with open("/users/julieyang/desktop/ows_tweets_sample.txt", 'r') as f:
chunk = f.readlines()
len(chunk)
12240
len(df)
2626
chunk[:3]
['\n', '\n', '\n']
df['From User'][:10]
0 Anonops_Cop 1 KittyHybrid 2 nerdsherpa 3 hamudistan 4 kl_knox 5 vickycrampton 6 burgerbuilders 7 neverfox 8 davidgaliel 9 AnonOws Name: From User, dtype: object
import csv
lines_csv = csv.reader(chunk, delimiter=',', quotechar='"')
print(len(list(lines_csv)))
12239
import csv
import pandas as pd
df = pd.read_csv(open("ows_tweets_sample.txt",'r',encoding="utf-8",errors='ignore'),sep=',', quotechar='"')
df[:20]
Twitter ID | Text | Profile Image URL | Day | Hour | Minute | Created At | Geo | From User | From User ID | Language | To User | To User ID | Source | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 121813144174727168 | RT @AnonKitsu: ALERT!!!!!!!!!!COPS ARE KETTLIN... | http://a2.twimg.com/profile_images/1539375713/... | 2011-10-06 | 5 | 4 | 2011-10-06 05:04:51 | N; | Anonops_Cop | 401240477 | en | NaN | 0 | <a href="http://twitter.com/">... |
1 | 121813146137657344 | @jamiekilstein @allisonkilkenny Interesting in... | http://a2.twimg.com/profile_images/1574715503/... | 2011-10-06 | 5 | 4 | 2011-10-06 05:04:51 | N; | KittyHybrid | 34532053 | en | jamiekilstein | 2149053 | <a href="http://twitter.com/">... |
2 | 121813150000619521 | @Seductivpancake Right! Those guys have a vict... | http://a1.twimg.com/profile_images/1241412831/... | 2011-10-06 | 5 | 4 | 2011-10-06 05:04:52 | N; | nerdsherpa | 95067344 | en | Seductivpancake | 19695580 | <a href="http://www.echofon.com/"... |
3 | 121813150701072385 | RT @bembel "Occupy Wall Street" als ... | http://a0.twimg.com/profile_images/1106399092/... | 2011-10-06 | 5 | 4 | 2011-10-06 05:04:52 | N; | hamudistan | 35862923 | en | NaN | 0 | <a href="http://levelupstudio.com"... |
4 | 121813163778899968 | #ows White shirt= Brown shirt. | http://a2.twimg.com/profile_images/1568117871/... | 2011-10-06 | 5 | 4 | 2011-10-06 05:04:56 | N; | kl_knox | 419580636 | en | NaN | 0 | <a href="http://twitter.com/">... |
5 | 121813169999065088 | RT @TheNewDeal: The #NYPD are Out of Control. ... | http://a2.twimg.com/profile_images/1344925102/... | 2011-10-06 | 5 | 4 | 2011-10-06 05:04:57 | N; | vickycrampton | 32151083 | en | NaN | 0 | <a href="http://twitter.com/">... |
6 | 121813190454689792 | 1912 prediction re: founding of #Fed : Then we... | http://a2.twimg.com/profile_images/1362909408/... | 2011-10-06 | 5 | 5 | 2011-10-06 05:05:02 | N; | burgerbuilders | 143597105 | en | NaN | 0 | <a href="http://twitter.com/">... |
7 | 121813195924058113 | Wall Street Protests Marred by Anti-Semitism h... | http://a2.twimg.com/profile_images/1497877873/... | 2011-10-06 | 5 | 5 | 2011-10-06 05:05:03 | N; | neverfox | 363594381 | en | NaN | 0 | <a href="http://www.tweetdeck.com"... |
8 | 121813197404639232 | #OWS @cynthiaboaz 8 rules for Satyagrahi activ... | http://a3.twimg.com/profile_images/1508918940/... | 2011-10-06 | 5 | 5 | 2011-10-06 05:05:04 | N; | davidgaliel | 19105658 | en | NaN | 0 | <a href="http://twitterrific.com"... |
9 | 121813198935560192 | RT @ForseenUnNamed: Btw. Welcome to day 20 #o... | http://a3.twimg.com/profile_images/1568182911/... | 2011-10-06 | 5 | 5 | 2011-10-06 05:05:04 | N; | AnonOws | 417383736 | en | NaN | 0 | <a href="http://twitter.com/">... |
10 | 121813202475556864 | RT @tinadupuy: The is what happens when you pr... | http://a2.twimg.com/profile_images/1180369332/... | 2011-10-06 | 5 | 5 | 2011-10-06 05:05:05 | N; | ryanjnagle | 161516982 | en | NaN | 0 | <a href="http://twitter.com/">... |
11 | 121813209370992640 | RT @UnderdogLib: We ALREADY pay debit card &qu... | http://a0.twimg.com/profile_images/1479525543/... | 2011-10-06 | 5 | 5 | 2011-10-06 05:05:06 | N; | JanSKay | 3309375 | en | NaN | 0 | <a href="http://www.tweetdeck.com"... |
12 | 121813209459073025 | http://t.co/tsUARoAm Reports not confirmed po... | http://a1.twimg.com/profile_images/1536904281/... | 2011-10-06 | 5 | 5 | 2011-10-06 05:05:06 | N; | alyssa011968 | 60158320 | en | NaN | 0 | <a href="http://twitter.com/tweetbutto... |
13 | 121813232523558912 | @AnonyOps @danielhewitt Wow. Self-defense is ... | http://a2.twimg.com/profile_images/1100137056/... | 2011-10-06 | 5 | 5 | 2011-10-06 05:05:12 | N; | fresh__air | 131619446 | en | AnonyOps | 196631316 | <a href="http://twitter.com/">... |
14 | 121813245488140288 | @HumanityCritic i'm worried that the #ows sell... | http://a2.twimg.com/profile_images/627683576/f... | 2011-10-06 | 5 | 5 | 2011-10-06 05:05:15 | N; | fucentarmal | 27480502 | en | HumanityCritic | 230431 | <a href="http://www.tweetdeck.com"... |
15 | 121813246519934976 | RT @anonops: The New Hashtag is #OWS -- #Occup... | http://a1.twimg.com/profile_images/1567149924/... | 2011-10-06 | 5 | 5 | 2011-10-06 05:05:15 | N; | msaf | 14339359 | en | NaN | 0 | <a href="http://blackberry.com/twitter... |
16 | 121813249531445249 | RT @OccupyWallSt: Let's stop the hash tag soup... | http://a2.twimg.com/profile_images/1534521122/... | 2011-10-06 | 5 | 5 | 2011-10-06 05:05:16 | N; | Seekadoo2 | 35067122 | en | NaN | 0 | <a href="http://twitter.com/">... |
17 | 121813250131230720 | RT @TheNewDeal: Why is it easier to believe th... | http://a2.twimg.com/profile_images/1493899546/... | 2011-10-06 | 5 | 5 | 2011-10-06 05:05:16 | N; | Jay_in_Omaha | 387082431 | en | NaN | 0 | <a href="http://twitter.com/">... |
18 | 121813263557206016 | RT @KevDGrussing: RT @OccupyMainSt: #JonStewar... | http://a1.twimg.com/profile_images/1034197140/... | 2011-10-06 | 5 | 5 | 2011-10-06 05:05:19 | N; | starshollowgzt | 124658614 | en | NaN | 0 | <a href="http://www.tweetdeck.com"... |
19 | 121813264547053568 | RT @LJSearles: #OWS with Errol Louis - Countdo... | http://a3.twimg.com/profile_images/1512099198/... | 2011-10-06 | 5 | 5 | 2011-10-06 05:05:20 | N; | TopCat_TC | 166981885 | en | NaN | 0 | <a href="http://www.shareaholic.com&qu... |
len(df)
2627
df.Text[0]
'RT @AnonKitsu: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!! #OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE RT !!HELP!!!!'
df['From User'][:10]
0 Anonops_Cop 1 KittyHybrid 2 nerdsherpa 3 hamudistan 4 kl_knox 5 vickycrampton 6 burgerbuilders 7 neverfox 8 davidgaliel 9 AnonOws Name: From User, dtype: object
import statsmodels.api as sm
from collections import defaultdict
import numpy as np
def powerPlot2(data):
d = sorted(data, reverse = True )
d_table = defaultdict(int)
for k in d:
d_table[k] += 1
d_value = sorted(d_table)
d_value = [i+1 for i in d_value]
d_freq = [d_table[i]+1 for i in d_value]
d_prob = [float(i)/sum(d_freq) for i in d_freq]
x = np.log(d_value)
y = np.log(d_prob)
xx = sm.add_constant(x, prepend=True)
res = sm.OLS(y,xx).fit()
constant,beta = res.params
r2 = res.rsquared
plt.plot(d_value, d_prob, 'ro')
plt.plot(d_value, np.exp(constant+x*beta),"red")
plt.xscale('log'); plt.yscale('log')
plt.text(max(d_value)/2,max(d_prob)/5,
'Beta = ' + str(round(beta,2)) +'\n' + 'R squared = ' + str(round(r2, 2)))
plt.title('Distribution')
plt.ylabel('P(K)')
plt.xlabel('K')
plt.show()
tweet = '''RT @AnonKitsu: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!!
#OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com
http://ccc.nju.edu.cn RT !!HELP!!!!'''
pip install twitter-text
The following command must be run outside of the IPython shell: $ pip install twitter-text The Python package manager (pip) can only be used from outside of IPython. Please reissue the `pip` command in a separate terminal or command prompt. See the Python documentation for more information on how to install packages: https://docs.python.org/3/installing/
import re
import twitter_text
In [87]:
File "<ipython-input-29-bf44f642ab96>", line 4 In [87]: ^ SyntaxError: invalid syntax
import re
tweet = '''RT @AnonKitsu: @who ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!!
#OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com
http://ccc.nju.edu.cn RT !!HELP!!!!'''
rt_patterns = re.compile(r"(RT|via)((?:\b\W*@\w+)+)", \
re.IGNORECASE)
rt_user_name = rt_patterns.findall(tweet)[0][1].strip(' @')#.split(':')[0]
rt_user_name
'AnonKitsu: @who'
import re
tweet = '''RT @AnonKitsu: @who ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!!
#OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com
http://ccc.nju.edu.cn RT !!HELP!!!!'''
rt_patterns = re.compile(r"(RT|via)((?:\b\W*@\w+)+)", \
re.IGNORECASE)
rt_user_name = rt_patterns.findall(tweet)[0][1].strip(' @').split(':')[0]
rt_user_name
'AnonKitsu'
import re
tweet = '''@chengjun:@who ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!!
#OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com
http://ccc.nju.edu.cn RT !!HELP!!!!'''
rt_patterns = re.compile(r"(RT|via)((?:\b\W*@\w+)+)", re.IGNORECASE)
rt_user_name = rt_patterns.findall(tweet)
print(rt_user_name)
if rt_user_name:
print('it exits.')
else:
print('None')
[] None
import re
tweet = '''@chengjun:@who ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!!
#OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com
http://ccc.nju.edu.cn RT !!HELP!!!!'''
rt_patterns = re.compile(r"(RT|via)((?:\b\W*@\w+)+)", re.IGNORECASE)
rt_user_name = rt_patterns.findall(tweet)
print(rt_user_name)
if rt_user_name:
print('it exits.')
else:
print('None')
[] None
import twitter_text
tweet = '''RT @AnonKitsu: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!!
#OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com
http://ccc.nju.edu.cn RT !!HELP!!!!'''
ex = twitter_text.Extractor(tweet)
at_names = ex.extract_mentioned_screen_names()
urls = ex.extract_urls()
hashtags = ex.extract_hashtags()
rt_user = extract_rt_user(tweet)
#tweet_text = extract_tweet_text(tweet, at_names, urls)
print(at_names, urls, hashtags, rt_user,'-------->')#, tweet_text)
--------------------------------------------------------------------------- ModuleNotFoundError Traceback (most recent call last) <ipython-input-36-3b11eda788d5> in <module> ----> 1 import twitter_text 2 3 tweet = '''RT @AnonKitsu: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!! 4 #OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com 5 http://ccc.nju.edu.cn RT !!HELP!!!!''' ModuleNotFoundError: No module named 'twitter_text'
import re
def extract_rt_user(tweet):
rt_patterns = re.compile(r"(RT|via)((?:\b\W*@\w+)+)", re.IGNORECASE)
rt_user_name = rt_patterns.findall(tweet)
if rt_user_name:
rt_user_name = rt_user_name[0][1].strip(' @').split(':')[0]
else:
rt_user_name = None
return rt_user_name
tweet = '''RT @wqe: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!!
#OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com
http://ccc.nju.edu.cn RT !!HELP!!!!'''
extract_rt_user(tweet)
'wqe'
tweet = '''@wqe: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!!
#OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com
http://ccc.nju.edu.cn RT !!HELP!!!!'''
print(extract_rt_user(tweet) )
None
import csv
with open("ows_tweets_sample.txt", 'r') as f:
chunk = f.readlines()
rt_network = []
lines = csv.reader(chunk[1:], delimiter=',', quotechar='"')
tweet_user_data = [(i[1], i[8]) for i in lines]
tweet_user_data[:3]
[('RT @AnonKitsu: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!! #OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE RT !!HELP!!!!', 'Anonops_Cop'), ('@jamiekilstein @allisonkilkenny Interesting interview (never aired, wonder why??) by Fox with #ows protester http://t.co/Fte55Kh7', 'KittyHybrid'), ("@Seductivpancake Right! Those guys have a victory condition: regime change. #ows doesn't seem to have a goal I can figure out.", 'nerdsherpa')]
from collections import defaultdict
rt_network = []
rt_dict = defaultdict(int)
for k, i in enumerate(tweet_user_data):
tweet,user = i
rt_user = extract_rt_user(tweet)
if rt_user:
rt_network.append((user, rt_user)) #(rt_user,' ', user, end = '\n')
rt_dict[(user, rt_user)] += 1
#rt_network[:5]
list(rt_dict.items())[:3]
[(('Anonops_Cop', 'AnonKitsu'), 1), (('hamudistan', 'bembel'), 1), (('vickycrampton', 'TheNewDeal'), 2)]
def extract_tweet_text(tweet, at_names, urls):
for i in at_names:
tweet = tweet.replace(i, '')
for j in urls:
tweet = tweet.replace(j, '')
marks = ['RT @', '@', '"', '#', '\n', '\t', ' ']
for k in marks:
tweet = tweet.replace(k, '')
return tweet
import twitter_text
import re
def extract_rt_user(tweet):
rt_patterns = re.compile(r"(RT|via)((?:\b\W*@\w+)+)", re.IGNORECASE)
rt_user_name = rt_patterns.findall(tweet)
if rt_user_name:
rt_user_name = rt_user_name[0][1].strip(' @').split(':')[0]
else:
rt_user_name = None
return rt_user_name
tweet = '''RT @AnonKitsu: ALERT!!!!!!!!!!COPS ARE KETTLING PROTESTERS IN PARK W HELICOPTERS AND PADDYWAGONS!!!!
#OCCUPYWALLSTREET #OWS #OCCUPYNY PLEASE @chengjun @mili http://computational-communication.com
http://ccc.nju.edu.cn RT !!HELP!!!!'''
ex = twitter_text.Extractor(tweet)
at_names = ex.extract_mentioned_screen_names()
urls = ex.extract_urls()
hashtags = ex.extract_hashtags()
rt_user = extract_rt_user(tweet)
#tweet_text = extract_tweet_text(tweet, at_names, urls)
print(at_names, urls, hashtags, rt_user,'-------->')#, tweet_text)
--------------------------------------------------------------------------- ModuleNotFoundError Traceback (most recent call last) <ipython-input-39-2648e4936a9f> in <module> ----> 1 import twitter_text 2 3 import re 4 5 def extract_rt_user(tweet): ModuleNotFoundError: No module named 'twitter_text'
import csv
lines = csv.reader(chunk,delimiter=',', quotechar='"')
tweets = [i[1] for i in lines]
for tweet in tweets[:5]:
ex = twitter_text.Extractor(tweet)
at_names = ex.extract_mentioned_screen_names()
urls = ex.extract_urls()
hashtags = ex.extract_hashtags()
rt_user = extract_rt_user(tweet)
#tweet_text = extract_tweet_text(tweet, at_names, urls)
print(at_names, urls, hashtags, rt_user)
#print(tweet_text)
--------------------------------------------------------------------------- NameError Traceback (most recent call last) <ipython-input-41-75341eb7b900> in <module> 1 for tweet in tweets[:5]: ----> 2 ex = twitter_text.Extractor(tweet) 3 at_names = ex.extract_mentioned_screen_names() 4 urls = ex.extract_urls() 5 hashtags = ex.extract_hashtags() NameError: name 'twitter_text' is not defined
with open("/users/julieyang/desktop/ows_tweets_sample_clean.txt", 'r',encoding="utf-8",errors='ignore') as f:
chunk = f.readlines()
rt_network = []
lines = csv.reader(chunk[1:], delimiter=',', quotechar='"')
tweet_user_data = [(i[1], i[8]) for i in lines]
tweet_user_data[:3]
--------------------------------------------------------------------------- IndexError Traceback (most recent call last) <ipython-input-45-cb7b82daa05f> in <module> 4 rt_network = [] 5 lines = csv.reader(chunk[1:], delimiter=',', quotechar='"') ----> 6 tweet_user_data = [(i[1], i[8]) for i in lines] 7 tweet_user_data[:3] <ipython-input-45-cb7b82daa05f> in <listcomp>(.0) 4 rt_network = [] 5 lines = csv.reader(chunk[1:], delimiter=',', quotechar='"') ----> 6 tweet_user_data = [(i[1], i[8]) for i in lines] 7 tweet_user_data[:3] IndexError: list index out of range
from collections import defaultdict
rt_network = []
rt_dict = defaultdict(int)
for k, i in enumerate(tweet_user_data):
tweet,user = i
rt_user = extract_rt_user(tweet)
if rt_user:
rt_network.append((rt_user, user))
rt_dict[(rt_user, user)] += 1
list(rt_dict.items())
[(('AnonKitsu', 'Anonops_Cop'), 1), (('bembel', 'hamudistan'), 1), (('TheNewDeal', 'vickycrampton'), 2), (('ForseenUnNamed', 'AnonOws'), 1), (('tinadupuy', 'ryanjnagle'), 1), (('UnderdogLib', 'JanSKay'), 1), (('anonops', 'msaf'), 1), (('OccupyWallSt', 'Seekadoo2'), 1), (('TheNewDeal', 'Jay_in_Omaha'), 1), (('KevDGrussing', 'starshollowgzt'), 1), (('LJSearles', 'TopCat_TC'), 1), (('OccupyMainSt', 'ElizabethBrossa'), 1), (('BlueDuPage', 'dpfournier'), 1), (('OpWallStreet', 'ReTweetAgain'), 2), (('Anon_is_you', 'tommymiles'), 1), (('TheNewDeal', 'Perlins'), 1), (('OccupySF', 'SuzanneTwoTon'), 1), (('MMFlint', 'adpucci'), 1), (('OccupySF', 'subiepick'), 4), (('OccupySF', 'Tawanda46'), 3), (('TrueGilby', 'RowleyGirl_4'), 1), (('Titleixbaby', 'starshollowgzt'), 1), (('neverfox', 'yelbley'), 1), (('raypride', 'Beelzebjorn'), 1), (('kittylight', 'dove_hawk'), 8), (('AnonymousIRC', 'dctwice'), 1), (('OccupySF', 'JorgexMA'), 1), (('TheNewDeal', 'LeftSlashRight'), 1), (('BABYDIABOLICAL', 'WeCanBeatEczema'), 1), (('Spudlovr', '2foodie'), 1), (('OccupySF', 'AnnaLovesBooks'), 1), (('diceylee808', 'Tawanda46'), 1), (('LyndsayFarlow', 'WhatMattersNews'), 1), (('OccupySF', 'JonusMiles'), 1), (('Beelzebjorn', 'JorgexMA'), 1), (('consciouslibert', 'CitizenWorm'), 1), (('BlueDuPage', 'GreeGreece'), 1), (('akrockefeller', 'HenryZeniewicz'), 1), (('OccupySF', 'OccupyHsv'), 4), (('kelly_carlin', 'JonathanDBrown'), 1), (('OccupySF', 'Helyxcious'), 2), (('Din_SFLA', 'kikiki321'), 1), (('singlepayer', 'kenjey'), 1), (('livestream', 'alyssa011968'), 1), (('TheNewDeal', 'napcat1947'), 1), (('OccupySF', 'occupygreenbay'), 2), (('Jeannie_Hartley', 'rivernewstc'), 1), (('KeithOlbermann', 'Wanderer19'), 1), (('OccupySF', 'Citizen1452'), 1), (('“@SabzBrach', 'lulusgirl888'), 1), (('OccupyWallSt', 'bahnree'), 1), (('OccupySF', 'volksmenner'), 2), (('cjohanns', 'LandLLaBoy'), 1), (('GreeGreece', 'katiaperuca'), 1), (('A_L_A_Politics', 'WhatMattersNews'), 1), (('KeithOlbermann', 'dannydoodar'), 1), (('OccupyPics', 'liujingsheng001'), 1), (('AnonymousIRC', 'Hacksperger'), 1), (('OccupyVancouver', 'amandalilja8'), 1), (('AnonKitsu', 'LifeasaReader'), 1), (('pixls', 'thedailyfishfry'), 1), (('Jeannie_Hartley', 'The_News_DIVA'), 1), (('angela0328', 'OccupyNCGBORO'), 1), (('labgrrl', 'HenryZeniewicz'), 1), (('KrisKaos', 'CitizenWorm'), 1), (('OccupySF', 'robveliz'), 2), (('TheReidReport', 'allanbrauer'), 1), (('CharlesBivona', 'smacknrat'), 1), (('anonops', 'primeris'), 1), (('TheNewDeal', 'ImogeneM1'), 1), (('WeOccupyAmerica', 'cheappoet'), 2), (('OccupySF', 'artkiver'), 1), (('Shoq', 'Kinniska'), 1), (('Beelzebjorn', 'Amywhere'), 1), (('CharlesBivona', 'Timothy_S'), 1), (('Spudlovr', 'mangobeach'), 3), (('mrbarnard1', 'LifeasaReader'), 1), (('BrettGleason', 'AccidentalBear'), 1), (('CharlesBivona', 'OccupyMainSt'), 1), (('majorityfm', 'popart84'), 1), (('Balkingpoints', 'TucsonOccupy'), 1), (('A_L_A_Politics', 'Christoph2012'), 1), (('BlueDuPage', 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(('anonops', 'Tibby1989'), 1), (('UnderdogLib', 'cheappoet'), 1), (('BigBizznass', 'nicoles'), 1), (('anonops', 'ScurvyMcRickets'), 1), (('Wotansson', 'dctwice'), 1), (('OccupySF', 'okiebowl'), 1), (('AnonymousIRC', 'KaruJOY'), 1), (('OccupySF', 'BlizzyBe'), 2), (('CharlesBivona', 'cheappoet'), 1), (('anonops', 'Bavilabo'), 1), (('MattBors', 'b_strange'), 1), (('josh2462', 'WhatMattersNews'), 1), (('MoveOn', 'LGJuanDewey'), 1), (('cjohanns', 'AnonNCarolina2'), 1), (('kittyFitz50', 'bebird'), 1), (('JoshuaHol', 'Procoolgranny'), 2), (('OccupyAlbany', 'SirrK'), 1), (('OccupySF', 'thewindsofwar'), 2), (('jeremyscahill', 'cheappoet'), 1), (('MoveOn', '45JORDAN'), 1), (('pdneko', 'A_L_A_Politics'), 1), (('SGardinier', 'chantzerolin'), 1), (('Lizardoid', 'Tokyo_Tom'), 1), (('Saccaparami', 'thewindsofwar'), 1), (('jeremyscahill', 'born2twittah'), 1), (('jeremyscahill', 'ApolloForever'), 1), (('TdottH', 'StevConnor'), 1), (('cjohanns', 'ConspiracyWATCH'), 1), (('OccupySF', 'JaniceKay5'), 1), (('boffchops', 'UsRevolt11'), 1), (('labgrrl', 'esd2000'), 1), (('angela0328', 'AnonNCarolina2'), 1), (('OccupySF', 'GreggJLevine'), 1), (('99_film', 'ChipleKira'), 1), (('AACina', 'zatch6789'), 1), (('OccupyMainSt', 'cheappoet'), 1), (('NeffKen', 'RevLea'), 1), (('OccupySF', 'skweekie'), 2), (('KeithOlbermann', 'rayvyn2k'), 1), (('Spudlovr', 'occupygreenbay'), 3), (('soynicay', 'mafuok'), 1), (('CalFireNews', 'kittystryker'), 1), (('OccupySF', 'Eva_in_Oregon'), 2), (('Joshsod', 'URSUExternal'), 1), (('nicolesandler', 'Balkingpoints'), 1), (('peterrothberg', '_Snafubar_'), 1), (('Thomasgivens', 'LibertyBelle4'), 1), (('BiffSpliff', 'lulusgirl888'), 1), (('BlueDuPage', 'BlizzyBe'), 1), (('RichardKimNYC', 'BakaKale'), 1), (('kittylight', 'kittylightsCat'), 7), (('OccupySF', 'Scoopyex'), 1), (('myrddenbuckley', 'Loading1333'), 1), (('KeithSmooth', 'RubberRoomHotel'), 1), (('kelly_carlin', 'dannydoodar'), 1), (('99_film', 'zatch6789'), 1), (('TheNewDeal', 'elctrodnd21'), 1), 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'thewindsofwar'), 2), (('TorianBrown', 'distantlover125'), 1), (('cjohanns', 'kittylightsCat'), 1), (('OccupyWallSt', 'RowleyGirl_4'), 1), (('OccupySF', 'CaraCordoni'), 2), (('OccupySF', 'Leoslaire'), 1), (('codeamazon', 'robinjpearson'), 1), (('BlueDuPage', 'LeftSlashRight'), 1), (('JeffreyFeldman', 'NouriNv'), 1), (('robertolobianco', 'Cin_Le1'), 1), (('anonops', 'shahid'), 1), (('RichardKimNYC', 'UANO1CATS'), 1), (('CelluloidBlonde', 'liubaldo_garcia'), 2), (('cjoh', 'kreneskyp'), 1), (('Beelzebjorn', 'Nemokrati'), 1), (('CharlesBivona', 'ellinjaa'), 1), (('OccupySF', 'Jay_in_Omaha'), 1), (('OccupyWallSt', 'Vida_Jay'), 2), (('jeremyscahill', 'justinhaaheim'), 1), (('TheNewDeal', 'MiyazakiMegu'), 1), (('OccupySF', 'LJSearles'), 1), (('HuggyBear116', 'miixxy'), 1), (('PattyOnEdge', 'N1CKG_g'), 1), (('OccupySF', 'GuerrillaDaily'), 1), (('OccupyMainSt', 'BlueDuPage'), 1), (('TorianBrown', 'miixxy'), 1), (('OccupySF', 'Mikee1da'), 1), (('ConspiracyWATCH', 'mattdina'), 1), (('gwynnek', 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(('OccupySF', 'StillDiggin'), 5), (('WeOccupyAmerica', 'favstar_pop'), 1), (('CalFireNews', 'bakerbacare'), 1), (('CalFireNews', 'lynx55'), 1), (('PennyRed', 'LutherPatenge'), 1), (('TheRealGiest', 'soynicay'), 1), (('neverfox', 'KirsteninMT'), 1), (('CalFireNews', 'WarOnErrorDKos'), 1), (('OccupyWallSt', 'RyanHigginsRyan'), 1), (('lynx55', 'kittylight'), 1), (('codeamazon', 'TheNewPopulists'), 1), (('OccupySF', 'HenryZeniewicz'), 2), (('anonops', 'MarlowesFaustus'), 1), (('WhatMattersNews', 'OccupySomething'), 1), (('joemerino5', 'miixxy'), 1), (('Beelzebjorn', 'berinder'), 1), (('anonops', 'AnonymousFL'), 1), (('jopauca', 'forever_flavor6'), 1), (('JLownLaw', 'mike42024769'), 1), (('OccupyMainSt', 'esd2000'), 1), (('CalFireNews', 'LusciousLani'), 1), (('LibertyBelle4', 'Tawanda46'), 1), (('beetle_eater', 'ElizabethJone18'), 1), (('OccupyWallSt', 'evilllamas'), 1), (('geckomom', 'jimmytheheel'), 1), (('bluedupage', 'WR_'), 1), (('NewAmericaMedia', 'mafuok'), 1), (('TimothyS', 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'UnifiedLeft'), 1), (('marcocesarsaenz', 'lexcampbell'), 1), (('marcocesarsaenz', 'NYC_GMC'), 1), (('OccupySF', 'Kaymee'), 1), (('TheNewDeal', 'King_Gonad'), 1), (('joehump52', 'forever_flavor6'), 1), (('MeTheMessinger', 'ihadaneviltwin'), 1), (('ElizabethJone18', 'holidaygoheavy'), 1), (('TriRunner302', 'IronChad'), 1), (('millbot', 'Spudlovr'), 1), (('rspires1952', 'PMgeezer'), 1), (('seasonothebitch', 'madeline_oh'), 1), (('TheNewDeal', 'shannona_smith'), 1), (('BaileyMcC', 'megather'), 1), (('akrockefeller', 'Tokyo_Tom'), 1), (('lawscribe', 'LiviaBorak'), 1), (('diceylee808', 'IglooAnonymous'), 1), (('Badgitator', 'OccupyWallSt'), 1), (('TommySwitch', 'DjSknee'), 1), (('hadearkandil', 'Beelzebjorn'), 1), (('tinadupuy', 'javimorillo'), 1), (('ElizabethBrossa', 'DemonProphet'), 1), (('hadearkandil', 'heartbraden'), 1), (('OccupySantaFe', 'AlvinsMom'), 1), (('anonops', 'critmasspanic'), 1), (('OccupyMainSt', 'pishka'), 1), (('TurboKitty', 'mangobeach'), 1), (('sundeux', 'GuerrillaDaily'), 1), (('occupythefuture', 'MikePFrank'), 1), (('PennyRed', 'acid_'), 1), (('Badgitator', 'PyreBorn'), 1), (('Beyerstein', 'Titleixbaby'), 1), (('Benjamin_Flex', 'RevLea'), 1), (('OccupySF', 'occupyRiverside'), 3), (('OccupySF', 'deviousjenna'), 1), (('lovexinfiniti', 'WhatMattersNews'), 1), (('TorianBrown', 'SvenStraatveit'), 1), (('AlanColmes', 'shannona_smith'), 1), (('Badgitator', 'KKElephant'), 1), (('KeithOlbermann', 'KaraAlesandra'), 1), (('Badgitator', 'OccupyMainSt'), 1), (('TheNewDeal', 'lonnie509'), 1), (('OccupyMainSt', 'soybomber'), 1), (('anonops', 'modsix'), 1), (('cjohanns', 'rattlecans'), 1), (('UltraVerified', 'starshollowgzt'), 1), (('Badgitator', 'OccupyBham'), 1), (('Badgitator', 'LauraShezBar'), 1), (('Badgitator', 'BlackOceanGhost'), 1), (('Valerie0714', 'Luchia_'), 1), (('OccupyWallSt', 'DemonProphet'), 1), (('Badgitator', 'OccupySeattle'), 1), (('OccupyWallSt', 'laurenj_ellis'), 1), (('Badgitator', 'S_Paden11'), 1), (('TheOther99', 'realsociology'), 1), (('derekahunter', 'LRJD'), 1), (('guardian', 'evaottesmith'), 3), (('PhattyF', 'AlvinsMom'), 1), (('Badgitator', 'MikkiCZ'), 1), (('millbot', 'WhatMattersNews'), 1), (('jeremyscahill', 'deezthugs'), 1), (('anonops', 'ZK82'), 1), (('Badgitator', 'CrownCityCuts'), 1), (('sundeux', 'melanie0010'), 1), (('deniseromano', 'raycapiral'), 1), (('shannona_smith', 'chillchuckchill'), 1), (('leighalexander', 'Manpuncher'), 1), (('CharlesBivona', 'Garou_Cuac'), 1), (('diceylee808', 'MikeHeXt'), 1), (('Badgitator', 'AntonioFlores00'), 1), (('amandafrahm', 'Beelzebjorn'), 1), (('sundeux', 'GlobalRevLive'), 1), (('k_l_h_j', 'TheNewPopulists'), 1), (('millbot', 'goundermytongue'), 1), (('Shoq', 'shannona_smith'), 1), (('OccupySF', 'galatorg'), 1), (('BSox_Revolution', 'TheNewPopulists'), 1), (('Badgitator', 'ClassicBookworm'), 1), (('TheNewDeal', 'naveplanetoide'), 2), (('sundeux', 'Mikee1da'), 1), (('Badgitator', 'mattmdiaz'), 1), (('daveweigel', 'shannona_smith'), 1), (('kelly_carlin', 'JoAllisonHenn'), 1), (('Benjamin_Flex', 'blackdognorth'), 1), (('Badgitator', 'thewindsofwar'), 1), (('OccupyMainSt', 'NinaNerdFace'), 1), (('TheNewDeal', 'laflifa'), 1), (('Badgitator', 'Break1_9'), 1), (('TheNewDeal', 'paris1939'), 1), (('KeithOlbermann', 'pswswiney'), 2), (('UnanimousHQ', 'dgsr505'), 1), (('Badgitator', 'josh_ulino'), 1), (('LJSearles', 'JackDeTate'), 1), (('Badgitator', 'deviousjenna'), 1), (('lawscribe', 'radiofreejordan'), 1), (('Badgitator', 'Matias_DreadScy'), 1), (('OccupyMainSt', 'sardonicallyme'), 1), (('TurboKitty', 'jimmytheheel'), 1), (('OccupySantaFe', 'deviousjenna'), 1), (('Valerie0714', 'bluedutchess726'), 1), (('diceylee808', 'HahaYoureFunny'), 1), (('Badgitator', 'Johnnyjuby'), 1), (('MJMcKean', 'zenbazooka'), 1), (('DaveMc99TA', 'randytweets510'), 1), (('BABYDIABOLICAL', 'MikeHeXt'), 1), (('LibertyBelle4', 'watergatesummer'), 1), (('ElizabethJone18', 'IamNickyT'), 1), (('BlackLagooner', 'OccupySeattle'), 1), (('Badgitator', 'Desencubridor'), 1), (('Badgitator', 'DeemaM'), 1), (('timmytink', 'TopCat_TC'), 1), (('AnonNCarolina2', 'TheChaseNight'), 1), (('diceylee808', 'Break1_9'), 1), (('Badgitator', 'rocketgirl3914'), 1), (('Badgitator', 'angelindiskies'), 1), (('Badgitator', '6eep6eep'), 1), (('Badgitator', 'seemegonzo'), 1), (('jeremyscahill', 'josh_ulino'), 1), (('Badgitator', 'TheBookVlogger'), 1), (('BlackLagooner', 'heatherhydra'), 1), (('tazshedevl', 'mangobeach'), 1), (('anonops', '_in_lakech'), 1), (('OccupyMainSt', 'Tokyo_Tom'), 1), (('Teddy2500', 'OccupyHolidays'), 1), (('sundeux', 'indigojourney'), 1), (('OccupySF', 'PASmokey'), 2), (('LibertyBelle4', 'starshollowgzt'), 1), (('KBDPHD', 'BangoRkt'), 1), (('OccupyMainSt', 'bluedutchess726'), 1), (('Badgitator', 'ADAPTChicago'), 1), (('Badgitator', 'andrewbigdoor'), 1), (('NeffKen', 'nayan1875'), 1), (('hadearkandil', 'NasJab'), 1), (('Valerie0714', 'esd2000'), 1), (('seasonothebitch', 'phillipanderson'), 1), (('UnderdogLib', 'search4truth1'), 1), (('OccupySF', 'dove_hawk'), 1), (('Badgitator', 'Nicotone'), 1), (('sundeux', 'good2bgreene'), 1), (('youtube', 'OhMeadhbh'), 3), (('Badgitator', 'Snarkathon'), 1), (('Badgitator', 'Myss_Relentless'), 1), (('sundeux', 'skweekie'), 1), (('Badgitator', 'ellinjaa'), 1), (('OccupySF', 'ElizabethJone18'), 1), (('PyreBorn', 'Eva_in_Oregon'), 1), (('sunshineejc', 'Procoolgranny'), 1), (('Zoocritter', '_joaniegirl'), 1), (('TorianBrown', 'Kevinovations'), 1), (('jeremyscahill', 'aarondhknight'), 1), (('Badgitator', 'RevLea'), 1), (('OccupyMainSt', 'kikiki321'), 1), (('OccupyMainSt', 'DonShappelle'), 1), (('sundeux', 'lancejgosnell'), 1), (('hadearkandil', 'darrenlund'), 1), (('OccupyMainSt', 'DieLowen'), 1), (('AnonKitsu', 'theJGway'), 1), (('OccupyMainSt', 'Ciudadano_Zer0'), 1), (('alphaisforever', 'rustymk2'), 1), (('ArrghPaine', 'angelsavant'), 1), (('Badgitator', 'arthurfragoso'), 1), (('WeOccupyAmerica', 'HahaYoureFunny'), 1), (('Badgitator', 'Little_Luna1'), 1), (('MMFlint', 'veggieterrain'), 1), (('kikiki321', 'leeand00'), 1), (('millbot', 'SalCtrProg'), 1), (('anonops', 'Queiroga_'), 1), (('cmfcknw', 'LiveFree24x7'), 1), (('ZandarVTS', 'King_Gonad'), 1), (('holidaygoheavy', 'ElizabethJone18'), 1), (('jmalsin', 'watergatesummer'), 1), (('PyreBorn', 'americanzpring'), 2), (('GreeGreece', 'DanaGirl'), 1), (('TurboKitty', 'skweekie'), 1), (('OccupyWallSt', 'MarcoCesarSaenz'), 1), (('OccupyMainSt', 'acatman'), 1), (('Badgitator', 'LinkIzMyHomeboy'), 1), (('MikeHeXt', 'reneeroman300'), 1), (('TheNewDeal', 'oakAsfan24'), 1), (('Badgitator', 'MyDixie_Wrecked'), 1), (('sundeux', 'OccupyOrlMedia'), 1), (('sundeux', 'ArianaFaustini'), 1), (('JLownLaw', 'AGrandKerfuffle'), 2), (('peterrothberg', 'LeftSlashRight'), 1), (('Badgitator', 'LGwhat'), 1), (('Moizzil', 'Muslims4RonPaul'), 1), (('kkalmes2', 'bazingainc'), 1), (('sundeux', 'Break1_9'), 1), (('BlackLagooner', 'SvenStraatveit'), 1), (('Badgitator', 'CACR25'), 1), (('diceylee808', 'OccupySeattle'), 1), (('CharlesBivona', 'halabalusa'), 1), (('Badgitator', 'bebird'), 1), (('TheNewDeal', 'MarlowesFaustus'), 2), (('BCeeGee', 'Nosapaid'), 1), (('Badgitator', 'imchasesbrain'), 1), (('tommasonic', 'Gloves4Masons'), 1), (('dominique_e_', 'oglhaiti'), 1), (('mobius1ski', 'AGrandKerfuffle'), 1), (('red_rogers', 'guykanon'), 1), (('TorianBrown', 'papabearblaker'), 1), (('LiveFree24x7', 'KrissyRubbles'), 1), (('OccupySF', '48thave'), 1), (('OccupySF', 'kidcaregiver'), 1), (('PoliticsOfFear', 'liveforthesun'), 1), (('OccupyMainSt', 'Kaydreein'), 1), (('DratSaddamWCK', 'skweekie'), 1), (('AnonKitsu', 'emmaleelife'), 1), (('Badgitator', 'plathrop7'), 1), (('occupygreenbay', 'AnonyMissBadger'), 1), (('anonops', 'RayPayola'), 1), (('TheNewDeal', 'Jennyjinx'), 1), (('OccupySF', 'OccupySeattle'), 1), (('rustymk2', 'ShawnMilli'), 1), (('DaveMc99TA', 'frogsarelovely'), 1), (('ChipleKira', 'KeithOlbermann'), 1), (('deniseromano', 'LaidBackFarmer'), 1), (('Spudlovr', 'leeand00'), 2), (('OccupyMainSt', 'Kaymee'), 1), (('deniseromano', 'letfreedomspk'), 1), (('OccupyWallSt', 'nom_de_fume'), 1), (('sundeux', 'GlobalOccupier'), 1), (('SEIUenEspanol', 'RafaelMorataya2'), 1), (('kkalmes2', 'MAK7591'), 1), (('OccupyWallSt', 'alaskaRP'), 1), (('MitchHurley', 'franniebobannie'), 1), (('TorianBrown', 'UnifiedLeft'), 1), (('KeithOlbermann', 'maximosis'), 1), (('TheNewDeal', 'nom_de_fume'), 1), (('Badgitator', 'nbcapobia'), 1), (('OccupySF', 'WeROccupyUnited'), 1), (('Badgitator', 'Psy51'), 1), (('OccupySF', 'katwithabook'), 1), (('TheNewDeal', 'chachiTHEgr8'), 1), (('OccupyMainSt', 'dannydoodar'), 1), (('OccupySF', 'mgpettit'), 2), (('KeithOlbermann', '3rdShftSexClerk'), 1), (('KeithOlbermann', 'kikiki321'), 1), (('Genespark', 'justgrateful'), 1), (('TheNewDeal', 'Bobbitz1944'), 1), (('KeithOlbermann', 'mjsunflowerjj'), 1), (('liveforthesun', 'Hardline_Stance'), 1), (('KeithOlbermann', 'Luchia_'), 1), (('KeithOlbermann', 'bebird'), 1), (('OccupySF', 'BadMonsanto'), 1), (('BigBizznass', 'mgpettit'), 1), (('CharlesBivona', 'Gobanian'), 1), (('millbot', 'Athenae'), 1), (('hadearkandil', 'franniebobannie'), 1), (('lukec', 'keeth'), 1), (('TheNewDeal', 'ElleCSid'), 1), (('Badgitator', 'justforclasss'), 1), (('peterrothberg', 'mangobeach'), 1), (('tnr', 'JackHart67'), 1), (('alphaisforever', 'jugganautical'), 1), (('sundeux', 'kidcaregiver'), 1), (('DeadJack57', 'xalisae'), 2), (('sundeux', 'kallou22'), 1), (('KeithOlbermann', 'starshollowgzt'), 1), (('anonops', 'klejko'), 1), (('margiemetz44', 'WhatMattersNews'), 1), (('KeithOlbermann', 'quirkyme'), 1), (('KeithOlbermann', 'skooks'), 1), (('sundeux', 'occupygreenbay'), 1), (('KeithOlbermann', 'TheRagingCelt'), 1), (('CalFireNews', 'CynthiaY29'), 1), (('chachiTHEgr8', 'k_l_h_j'), 1), (('seasonothebitch', 'JahFurry'), 1), (('KeithOlbermann', 'Aine'), 1), (('anonops', 'timetrick'), 1), (('Zoocritter', 'achariw'), 1), (('KeithOlbermann', 'trevineanise'), 1), (('seasonothebitch', 'emiliawrites'), 1), (('anonops', 'Anti_Secret'), 1), (('jeremyscahill', 'randytweets510'), 1), (('Robyn_DaHood', 'skweekie'), 1), (('miixxy', 'Tokyo_Tom'), 1), (('because_thalb', 'Can_ada'), 1), (('pourmecoffee', 'cherrytreecig'), 1), (('PsychoNotLiz', 'NWDowns'), 1), (('KeithOlbermann', 'MAK7591'), 1), (('sundeux', 'lipstickham'), 1), (('KeithOlbermann', 'jlr_1969'), 1), (('Valerie0714', 'DaveMc99TA'), 1), (('KeithOlbermann', 'OccupyWallStNYC'), 1), (('CharlesBivona', 'tinajbowen'), 1), (('sundeux', 'StargazingFire'), 1), (('KeithOlbermann', 'five15design'), 1), (('McBlondeLand', 'starshollowgzt'), 1), (('hyperlocavore', 'because_thalb'), 1), (('KeithOlbermann', 'FinchHaven'), 1), (('diceylee808', 'KNDEA'), 1), (('KeithOlbermann', 'josephdemaria'), 1), (('KeithOlbermann', 'SuzanneTwoTon'), 1), (('CultOfAngelique', 'skweekie'), 1), (('Shoq', 'mykatmikey'), 1), (('OccupySF', 'AtomAu'), 1), (('randytweets510', 'MAK7591'), 1), (('JC_Christian', 'SuzanneTwoTon'), 1), (('Badgitator', 'Kevinovations'), 1), (('CharlesBivona', 'cgartmann24'), 1), (('phillipanderson', 'bmaz'), 1), (('WeROccupyUnited', 'thewindsofwar'), 2), (('KeithOlbermann', 'FreiahD'), 1), (('livestream', 'mbooshay'), 1), (('diceylee808', 'AnoniW33ZY'), 1), (('KeithOlbermann', 'rckvm'), 1), (('mkink', 'Jessica_Shearer'), 1), (('GhostPanther', 'buckzollo'), 1), (('jimmytheheel', 'VegasPhotog'), 1), (('WeOccupyAmerica', 'revrendoni'), 1), (('TTSCanada', 'frogsarelovely'), 1), (('Badgitator', 'Screwcomforttoo'), 1), (('WeOccupyAmerica', 'vtknitboy'), 1), (('JC_Christian', 'starshollowgzt'), 1), (('KeithOlbermann', 'billgcta'), 1), (('TheNewDeal', 'StigNasty'), 1), (('PyreBorn', 'thewindsofwar'), 2), (('shannona_smith', 'lipstickham'), 1), (('PyreBorn', 'Anti_Secret'), 1), (('Min_Reyes', 'MiyazakiMegu'), 2), (('allisonkilkenny', 'YezeniaPoulsen'), 1), (('alanranta', 'deviousjenna'), 1), (('azmoderate', 'boilthebeast'), 1), (('sundeux', '3lis3Ashl3y'), 1), (('ChipleKira', 'AnonNCarolina2'), 2), (('Spudlovr', 'jimgigliotti'), 3), (('KeithOlbermann', 'jeskriske'), 1), (('mobius1ski', 'OccupyWallStNYC'), 1), (('TheNewDeal', 'alnayeb'), 1), (('Beelzebjorn', 'babaoreilymike'), 1), (('kkalmes2', 'Rebecca1nAZ'), 1), (('UnionPlus', 'IELMCC'), 1), (('KeithOlbermann', 'NWDowns'), 1), (('tnr', 'democrab'), 1), (('MJMcKean', 'peterdamien'), 1), (('JosephKBlack', 'skweekie'), 1), (('biinT', 'torinstweets'), 1), (('TheLoneDeranger', 'pulserazor'), 1), (('Jeannie_Hartley', 'rkell'), 1), (('deniseromano', 'sisbuzz'), 1), (('mobius1ski', 'kcravenmusic'), 1), (('jeremyscahill', 'jimgigliotti'), 1), (('jeremyscahill', 'alaskaRP'), 1), (('PyreBorn', 'JoshuaHol'), 1), (('KeithOlbermann', 'because_thalb'), 1), (('UnderdogLib', 'babaoreilymike'), 1), (('ChipleKira', 'ptypk'), 1), (('KeithOlbermann', 'pishka'), 1), (('occupygreenbay', 'because_thalb'), 1), (('edgewatercreek', 'Isajah78'), 1), (('DanaGirl', 'skweekie'), 1), (('OccupySF', 'SteveLussier'), 2), (('Tokyo_Tom', 'Santnamor2013'), 1), (('randytweets510', 'Prime_116'), 1), (('TheNewDeal', 'Tigergal62'), 1), (('AnonyOps', 'MikeHeXt'), 1), (('PyreBorn', 'AtomAu'), 1), (('KeithSmooth', 'RawwrrrRyan'), 1), (('red_rogers', 'Demopublican1'), 1), (('KeithOlbermann', 'Meisju'), 1), (('Shoq', 'MiyazakiMegu'), 1), (('AddThis', 'jasminepw'), 1), (('seasonothebitch', 'RickSmithShow'), 1), (('seasonothebitch', 'banditelli'), 1), (('WeOccupyAmerica', 'mospiritu'), 1), (('KeithOlbermann', 'monkeyofdarknes'), 1), (('KeithOlbermann', 'grassrootzv'), 1), (('mobius1ski', 'cee_skwared'), 1), (('WeROccupyUnited', 'GlobalRevLive'), 1), (('KeithOlbermann', 'MastaMp3'), 1), (('mobius1ski', 'OccupyWallSt'), 1), (('KeithOlbermann', 'Kaymee'), 1), (('KeithOlbermann', 'RearNakedSmoke'), 1), (('seasonothebitch', 'bmaz'), 1), (('TheOther99', 'malaeus'), 1), (('WeOccupyAmerica', 'UrbanForager'), 1), (('KeithOlbermann', 'FackBuster'), 1), (('deniseromano', 'malaeus'), 1), (('mobius1ski', 'starshollowgzt'), 1), (('JoshuaHol', 'WThomasMarks'), 1), (('WeROccupyUnited', 'good2bgreene'), 1), (('anonops', 'bori_214'), 1), (('anonops', 'thedrunkdriver'), 1), (('OccupyWallSt', 'Daigansf'), 1), (('PyreBorn', 'ladykayaker'), 1), (('MotherJones', 'christianepps'), 1), (('Valerie0714', 'azmoderate'), 1), (('Tokyo_Tom', 'leeand00'), 1), (('hadearkandil', 'hjertebraaten'), 2), (('Titleixbaby', 'wheeliesmom'), 1), (('WeROccupyUnited', 'BigBizznass'), 1), (('Screwcomforttoo', 'freespeach2'), 1), (('JoshuaHol', 'joanwalsh'), 1), (('pixls', 'sKgBdub'), 1), (('KeithOlbermann', 'kaatje36'), 1), (('KeithOlbermann', 'ACCBiggz'), 1), (('PoliticsOfFear', 'GeorgeAngus'), 1), (('KeithOlbermann', 'derrickcrowe'), 1), (('LJSearles', 'because_thalb'), 1), (('JoshuaHol', 'PyreBorn'), 1), (('JosephKBlack', 'KforKallisti'), 1), (('TracyLeigh10', 'Tokyo_Tom'), 1), (('anonops', 'superreturns'), 1), (('Badgitator', 'yarddonky'), 1), (('KeithOlbermann', 'Itsmekelly'), 1), (('crewislife', 'GomerWHoward'), 1), (('themojowire', 'skweekie'), 1), (('mobius1ski', 'soybomber'), 2), (('WeROccupyUnited', 'Break1_9'), 1), (('DrBenway23', 'wavyca'), 1), (('Valerie0714', 'mangobeach'), 1), (('inwpress', 'prajnaseek'), 11), (('TheNewDeal', 'dmcrane'), 1), (('caine2000', 'cassandraheresy'), 1), (('DonShappelle', 'myfaceinforums'), 1), (('KeithOlbermann', 'KarynBakoCA'), 1), (('anonops', 'NotWilson1'), 1), (('KeithOlbermann', 'OWNtheNWO'), 1), (('KeithOlbermann', 'Matt_Mahaney'), 1), (('KeithOlbermann', 'soybomber'), 1), (('JoshuaHol', 'GreggJLevine'), 1), (('thedejavudu', 'syaume'), 1), (('tinadupuy', 'jscottfitzwater'), 1), (('JoshuaHol', 'freespeach2'), 1), (('KeithOlbermann', 'realthaniil'), 1), (('diceylee808', 'Aine'), 1), (('WeROccupyUnited', 'Marshallsfuture'), 1), (('KeithOlbermann', 'heatherhydra'), 1), (('JoshuaHol', 'SooperMexican'), 1), (('KeithOlbermann', 'mykatmikey'), 1), (('52stations', 'Pixelfish'), 1), (('Spudlovr', 'dmcrane'), 1), (('KeithOlbermann', 'AgentMomost'), 1), (('PyreBorn', 'klaptastic'), 1), (('sundeux', 'Can_ada'), 1), (('JoshuaHol', 'MikeElk'), 1), (('KeithOlbermann', 'BuzzIzarownd'), 1), (('PlanetPOV', 'BrainTrack'), 1), (('KeithOlbermann', 'Tim_Sanchez'), 1), (('mobius1ski', 'MiroWare'), 1), (('OccupyMainSt', 'yarddonky'), 1), (('KeithOlbermann', 'Break1_9'), 1), (('KeithOlbermann', 'LeightonCardno'), 1), (('millbot', 'shonan_naminori'), 1), (('Badgitator', 'OccupyWallStNYC'), 1), (('anonops', 'pishka'), 1), (('KeithOlbermann', 'Shadow_Frau'), 1), (('WeROccupyUnited', 'Occupy_duess'), 1), (('mobius1ski', 'farewellRPBLC'), 1), (('SolCollins', 'Kaydreein'), 1), (('OccupyWallSt', 'superreturns'), 1), (('Badgitator', 'charliezugasti'), 1), (('PyreBorn', 'liamrulz'), 1), (('KeithOlbermann', 'Hussein_Jaafar'), 1), (('Badgitator', 'fresh__air'), 1), (('KeithOlbermann', 'gypsy18'), 1), (('lynx55', 'wheeliesmom'), 1), (('KeithOlbermann', 'xbradx75'), 1), (('ewshefarted', 'stevenstim'), 1), (('KeithOlbermann', 'liubaldo_garcia'), 1), (('Badgitator', 'Imlostinwyoming'), 1), (('thomascarpe', 'WhatMattersNews'), 1), (('holidaygoheavy', 'liamrulz'), 1), (('WeROccupyUnited', 'brendanorrell'), 1), (('MoveOn', 'Sweet_Reason'), 1), (('WeROccupyUnited', 'AnonBecca'), 1), (('Beelzebjorn', 'lancejgosnell'), 1), (('KeithOlbermann', 'Occupy_duess'), 1), (('TracyLeigh10', 'GreeGreece'), 1), (('KeithOlbermann', 'Andreas24x7'), 1), (('KeithOlbermann', 'johntheBasterd'), 1), (('mobius1ski', 'mean_uhh'), 1), (('TheNewDeal', 'GomerWHoward'), 1), (('opticaldensity', 'southsidedeauce'), 1), (('GhostPanther', 'bexistntlcrisis'), 1), (('OpWallStreet', 'Mattixbigs'), 1), ...]
col=['rt_user','user','number']
df6.to_csv('rt_user_user_number.csv',sep=',',index=True)
--------------------------------------------------------------------------- NameError Traceback (most recent call last) <ipython-input-47-260d1dba6356> in <module> 1 col=['rt_user','user','number'] ----> 2 df6.to_csv('rt_user_user_number.csv',sep=',',index=True) NameError: name 'df6' is not defined