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<!DOCTYPE html>
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<meta name="author" content="Christopher Barrie">
<title>Using APIs</title>
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<body>
<div class="reveal">
<div class="slides">
<section id="title-slide" class="center">
<h1 class="title">Using APIs</h1>
<p class="subtitle">SICSS, 2022</p>
<p class="author">Christopher Barrie</p>
</section>
<section id="introduction" class="slide level2">
<h2>Introduction</h2>
<ul>
<li>Why get tweets?
<ul>
<li><p>Testing API call (again…)</p></li>
<li><p>We can investigate user characteristics</p></li>
<li><p>We can investigate text beyond keywords</p></li>
<li><p>We can investigate additional tweet characteristics (metrics, annotations)</p></li>
</ul></li>
</ul>
</section>
<section id="getting-tweets" class="slide level2">
<h2>Getting tweets</h2>
<div class="cell">
</div>
<div class="cell">
<div class="sourceCode" id="cb1" data-code-line-numbers="|6|7|8|9|10|11|12|13"><pre class="sourceCode numberSource r cell-code number-lines code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1"></a><span class="fu">library</span>(academictwitteR)</span>
<span id="cb1-2"><a href="#cb1-2"></a><span class="fu">library</span>(dplyr)</span>
<span id="cb1-3"><a href="#cb1-3"></a><span class="fu">library</span>(lubridate)</span>
<span id="cb1-4"><a href="#cb1-4"></a><span class="fu">library</span>(ggplot2)</span>
<span id="cb1-5"><a href="#cb1-5"></a></span>
<span id="cb1-6"><a href="#cb1-6"></a>tweetsblm <span class="ot"><-</span> <span class="fu">get_all_tweets</span>(</span>
<span id="cb1-7"><a href="#cb1-7"></a> <span class="at">query =</span> <span class="st">"BLM"</span>,</span>
<span id="cb1-8"><a href="#cb1-8"></a> <span class="at">start_tweets =</span> <span class="st">"2020-01-01T00:00:00Z"</span>,</span>
<span id="cb1-9"><a href="#cb1-9"></a> <span class="at">end_tweets =</span> <span class="st">"2020-01-05T00:00:00Z"</span>,</span>
<span id="cb1-10"><a href="#cb1-10"></a> <span class="at">bearer_token =</span> <span class="fu">get_bearer</span>(),</span>
<span id="cb1-11"><a href="#cb1-11"></a> <span class="at">file =</span> <span class="st">"data/blmtweets.rds"</span>,</span>
<span id="cb1-12"><a href="#cb1-12"></a> <span class="at">data_path =</span> <span class="st">"data/json_data/"</span>,</span>
<span id="cb1-13"><a href="#cb1-13"></a> <span class="at">n =</span> <span class="dv">500</span></span>
<span id="cb1-14"><a href="#cb1-14"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section>
<section id="get-tidy-format" class="slide level2">
<h2>Get tidy format</h2>
<div class="cell">
<div class="sourceCode" id="cb2"><pre class="sourceCode numberSource r cell-code number-lines code-with-copy"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1"></a>tweetsblmb <span class="ot"><-</span> <span class="fu">bind_tweets</span>(<span class="st">"data/json_data/"</span>, <span class="at">output_format =</span> <span class="st">"tidy"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section>
<section id="note-data-structure" class="slide level2">
<h2>Note data structure</h2>
<div class="cell">
<div class="sourceCode" id="cb3"><pre class="sourceCode numberSource r cell-code number-lines code-with-copy"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1"></a>tweetsblm <span class="ot"><-</span> <span class="fu">readRDS</span>(<span class="st">"data/blmtweets.rds"</span>)</span>
<span id="cb3-2"><a href="#cb3-2"></a></span>
<span id="cb3-3"><a href="#cb3-3"></a>tweetsblmb <span class="ot"><-</span> <span class="fu">bind_tweets</span>(<span class="st">"data/json_data/"</span>, <span class="at">output_format =</span> <span class="st">"tidy"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="panel-tabset">
<ul id="tabset-1" class="panel-tabset-tabby"><li><a data-tabby-default="" href="#tabset-1-1">JSONs</a></li><li><a href="#tabset-1-2">.rds</a></li></ul>
<div class="tab-content">
<div id="tabset-1-1">
<div class="cell">
<div class="cell-output-stdout">
<pre><code>tibble [926 × 31] (S3: tbl_df/tbl/data.frame)
$ tweet_id : chr [1:926] "1213593785629859841" "1213593764628963333" "1213593714200739840" "1213593713772941312" ...
$ user_username : chr [1:926] "MSmeowsie" "lordofintent" "ernarina94" "Adhit_1909" ...
$ text : chr [1:926] "@Blueequus775 \nBLM gets a new boss in Utah as feds shuffle key positions - The Salt Lake Tribune https://t.co/yod4mxxoqo" "RT @Nick_BLM: Meat Loaf says Greta Thunberg has ' been forced into thinking climate change is true ' yeah possi"| __truncated__ "RT @_ImYour_Engel: [HELP RT] OPEN SHARING SM ARTIST SEASON GREETINGS 2020\n\n- No shopee\n- Pengiriman dr Jakar"| __truncated__ "RT @elisa_jkt: Maret 2019 ada berita @indopressid ttg masalah ganti rugi lahan Waduk Ciawi yg tdk beres.\n\nTyt"| __truncated__ ...
$ conversation_id : chr [1:926] "1213593785629859841" "1213593764628963333" "1213593714200739840" "1213593713772941312" ...
$ source : chr [1:926] "Twitter Web App" "Twitter for Android" "Twitter for Android" "Twitter for Android" ...
$ possibly_sensitive : logi [1:926] FALSE FALSE FALSE FALSE FALSE FALSE ...
$ author_id : chr [1:926] "4108983501" "4798547435" "1099552499864727553" "61757743" ...
$ lang : chr [1:926] "en" "en" "in" "in" ...
$ created_at : chr [1:926] "2020-01-04T22:51:20.000Z" "2020-01-04T22:51:15.000Z" "2020-01-04T22:51:03.000Z" "2020-01-04T22:51:03.000Z" ...
$ in_reply_to_user_id : chr [1:926] "833402240241065984" NA NA NA ...
$ user_verified : logi [1:926] FALSE FALSE FALSE FALSE FALSE FALSE ...
$ user_description : chr [1:926] "" "Unite Member, Ex-Labour\n#ClimateEmergency is Real...\n¡¡¡...Zero by 2030...!!! 🐇🐇🐇🐇🐇\nBunny Hugger 🐰🐰🐰🐰🐰🐰🐰" "Ⓜⓤⓛⓕⓐⓝⓓ, ✦ ˚ *𝔼𝕏𝕆* ˚ ✦, ♡⋆ƝƇƬ⋆♡, ⸙: ✰❛ ⒝⒯⒮; ❀❜, ✧ T̨͈͗̌ͥḣ̖̻͛̓ẹ̿͋̒̕ B̩͎͍̾ͅo̯̱̊͊͢y҉̃̀̋̑z̼͙̓́ͭ ✧, ↳˳⸙;; ❝ ѕєνєηтєєη ᵕ̈ ೫˚∗:, ˗ˏˋRҽɗ VҽƖⱱҽƭ࿐ྂ, ❝𝐼𝒰 ᵕ̈." "Allah - Rasullullah - Family - friends | #AntiJILSyiah dkk | #Tripoter | #mufc #juventus | Pinned Twit - Al ‘Il"| __truncated__ ...
$ user_name : chr [1:926] "M Susan" "💙 🟨🟥 🐰🐇🐰🐇 Physics doesn't stop for politics" "𝐸𝓇𝓃𝒶 𝑅𝒾𝓃𝒶 𝐿𝑒𝓈𝓉𝒶𝓇𝒾" "ΛYƬIΉDΛ ӨΉӨЯGЦП 🇵🇸🇮🇩" ...
$ user_protected : logi [1:926] FALSE FALSE FALSE FALSE FALSE FALSE ...
$ user_created_at : chr [1:926] "2015-11-04T03:02:29.000Z" "2016-01-13T23:09:28.000Z" "2019-02-24T06:11:59.000Z" "2009-07-31T12:18:24.000Z" ...
$ user_url : chr [1:926] "" "" "" "https://t.co/UECFF1M57b" ...
$ user_profile_image_url: chr [1:926] "https://abs.twimg.com/sticky/default_profile_images/default_profile_normal.png" "https://pbs.twimg.com/profile_images/1509223630630182929/rtSRFBDS_normal.jpg" "https://pbs.twimg.com/profile_images/1502247452908597252/FX9f_5iH_normal.jpg" "https://pbs.twimg.com/profile_images/1514535745654235137/BQpezALD_normal.jpg" ...
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$ user_location : chr [1:926] NA NA "𝐵𝑎𝑛𝑑𝑢𝑛𝑔" "Indonesia" ...
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$ user_list_count : int [1:926] 7 15 0 0 1 44 15 3 56 0 ...
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$ user_following_count : int [1:926] 573 4963 565 754 2367 462 4963 407 2190 79 ...
$ sourcetweet_type : chr [1:926] NA "retweeted" "retweeted" "retweeted" ...
$ sourcetweet_id : chr [1:926] NA "1213565174378061826" "1212342410425929728" "1213272799642439681" ...
$ sourcetweet_text : chr [1:926] NA "Meat Loaf says Greta Thunberg has ' been forced into thinking climate change is true ' yeah possibly by 97% sci"| __truncated__ "[HELP RT] OPEN SHARING SM ARTIST SEASON GREETINGS 2020\n\n- No shopee\n- Pengiriman dr Jakarta Selatan setelah "| __truncated__ "Maret 2019 ada berita @indopressid ttg masalah ganti rugi lahan Waduk Ciawi yg tdk beres.\n\nTyt di Nov 2019, b"| __truncated__ ...
$ sourcetweet_lang : chr [1:926] NA "en" "in" "in" ...
$ sourcetweet_author_id : chr [1:926] NA "2760638907" "1177631206705205248" "44556194" ...</code></pre>
</div>
</div>
</div>
<div id="tabset-1-2">
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<div class="cell-output-stdout">
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$ text : chr "RT @Ade1ra78_: Mnrt ilmu hidrodinamika cr mncegah banjir : \n●Wadah pnampungn hujan ●penyerapan \n●pengaliran \"| __truncated__ "@wisanggeni_084 Masih syukur camatnya minta maaf....lha yg bosnya DKI salahnya sdh kebangetan msh blm minta maa"| __truncated__ "RT @PhilipWegmann: Call was organized by local BLM group to highlight \"Mayor Pete's Cold Shoulder &amp; Tolera"| __truncated__ "BESOK SEKOLAH!!!\n.\nbisa-bisanya gw blm tidur fak.." ...
$ source : chr "Twitter Web App" "Twitter for Android" "Twitter Web App" "Twitter for Android" ...
$ possibly_sensitive : logi FALSE FALSE FALSE FALSE FALSE FALSE ...
$ public_metrics :'data.frame': 500 obs. of 4 variables:
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.. [list output truncated]
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