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<li class="toctree-l1"><a class="reference internal" href="Untitled0.html"><strong>Tugas 1 | Crawling Twitter with snscrape</strong></a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks2.html"><strong>Tugas 2 | Web Scraping (https://pta.trunojoyo.ac.id/)</strong></a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks3.html"><strong>Tugas 3 | Web Scraping (https://www.tribunnews.com/)</strong></a></li>
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<li class="toctree-l1"><a class="reference internal" href="Untitled3.html"><strong>Tugas 6 | TimeSeries Dataset airline-passengers</strong></a></li>
<li class="toctree-l1"><a class="reference internal" href="Untitled4.html"><strong>UTS | Data (https://pta.trunojoyo.ac.id/) TF-IDF</strong></a></li>
<li class="toctree-l1"><a class="reference internal" href="Untitled5.html"><strong>Tugas 7 | PageRank NetworkX</strong></a></li>
<li class="toctree-l1"><a class="reference internal" href="Untitled6.html"><strong>Tugas 8 | Extractive Summarizer</strong></a></li>
<li class="toctree-l1"><a class="reference internal" href="Untitled7.html"><strong>Tugas 9 | Topic Modelling</strong></a></li>
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<h1>Tugas 1 | Crawling Twitter with Twint</h1>
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<h2> Contents </h2>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#install-libary-twint">Install Libary Twint</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#install-libary-tambahan">install Libary Tambahan</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#inisialisasi-libary">Inisialisasi Libary</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#proses-crawling-data-twitter">Proses Crawling data Twitter</a></li>
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<h1><strong>Tugas 1 | Crawling Twitter with Twint</strong><a class="headerlink" href="#tugas-1-crawling-twitter-with-twint" title="Permalink to this heading">#</a></h1>
<p>Data crawling adalah proses automatis untuk mengumpulkan dan mengindeks data dari berbagai sumber seperti situs web, database, atau dokumen. Proses ini menggunakan software atau aplikasi khusus yang disebut “twint” untuk mengakses sumber data dan mengambil informasi yang dibutuhkan.</p>
<div class="section" id="install-libary-twint">
<h2>Install Libary Twint<a class="headerlink" href="#install-libary-twint" title="Permalink to this heading">#</a></h2>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># pip install twint</span>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># pip uninstall twint -y</span>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">pip</span> <span class="n">install</span> <span class="o">--</span><span class="n">upgrade</span> <span class="n">git</span><span class="o">+</span><span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">github</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">twintproject</span><span class="o">/</span><span class="n">twint</span><span class="o">.</span><span class="n">git</span><span class="nd">@origin</span><span class="o">/</span><span class="n">master</span><span class="c1">#egg=twint</span>
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
Collecting twint
Cloning https://github.com/twintproject/twint.git (to revision origin/master) to /tmp/pip-install-4h6zee55/twint_e13122ea5e8b467f9745990bde158591
Running command git clone --filter=blob:none --quiet https://github.com/twintproject/twint.git /tmp/pip-install-4h6zee55/twint_e13122ea5e8b467f9745990bde158591
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span><span class=" -Color -Color-Yellow"> WARNING: Did not find branch or tag 'origin/master', assuming revision or ref.</span>
Running command git checkout -q origin/master
Resolved https://github.com/twintproject/twint.git to commit origin/master
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> Preparing metadata (setup.py) ... ?25l?25hdone
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Collecting aiohttp (from twint)
Downloading aiohttp-3.8.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.0 MB)
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?25hCollecting aiodns (from twint)
Downloading aiodns-3.0.0-py3-none-any.whl (5.0 kB)
Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.10/dist-packages (from twint) (4.11.2)
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Downloading cchardet-2.1.7.tar.gz (653 kB)
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> Preparing metadata (setup.py) ... ?25l?25hdone
Collecting dataclasses (from twint)
Downloading dataclasses-0.6-py3-none-any.whl (14 kB)
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Collecting elasticsearch (from twint)
Downloading elasticsearch-8.7.0-py3-none-any.whl (387 kB)
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Collecting aiohttp_socks (from twint)
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> Downloading aiohttp_socks-0.8.0-py3-none-any.whl (9.4 kB)
Collecting schedule (from twint)
Downloading schedule-1.2.0-py2.py3-none-any.whl (11 kB)
Requirement already satisfied: geopy in /usr/local/lib/python3.10/dist-packages (from twint) (2.3.0)
Collecting fake-useragent (from twint)
Downloading fake_useragent-1.1.3-py3-none-any.whl (50 kB)
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?25hCollecting googletransx (from twint)
Downloading googletransx-2.4.2.tar.gz (13 kB)
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> Preparing metadata (setup.py) ... ?25l?25hdone
Collecting pycares>=4.0.0 (from aiodns->twint)
Downloading pycares-4.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (288 kB)
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Collecting multidict<7.0,>=4.5 (from aiohttp->twint)
Downloading multidict-6.0.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (114 kB)
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?25hCollecting async-timeout<5.0,>=4.0.0a3 (from aiohttp->twint)
Downloading async_timeout-4.0.2-py3-none-any.whl (5.8 kB)
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Collecting yarl<2.0,>=1.0 (from aiohttp->twint)
Downloading yarl-1.9.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (268 kB)
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Collecting frozenlist>=1.1.1 (from aiohttp->twint)
Downloading frozenlist-1.3.3-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (149 kB)
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?25hCollecting aiosignal>=1.1.2 (from aiohttp->twint)
Downloading aiosignal-1.3.1-py3-none-any.whl (7.6 kB)
Collecting python-socks[asyncio]<3.0.0,>=2.0.0 (from aiohttp_socks->twint)
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> Downloading python_socks-2.3.0-py3-none-any.whl (53 kB)
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Downloading elastic_transport-8.4.0-py3-none-any.whl (59 kB)
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Requirement already satisfied: idna>=2.0 in /usr/local/lib/python3.10/dist-packages (from yarl<2.0,>=1.0->aiohttp->twint) (3.4)
Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.5.0->pycares>=4.0.0->aiodns->twint) (2.21)
Building wheels for collected packages: twint, cchardet, googletransx
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> Building wheel for twint (setup.py) ... ?25l?25hdone
Created wheel for twint: filename=twint-2.1.21-py3-none-any.whl size=38850 sha256=7f000aa4a0aad2814c3b00213aec9e67876538abcb8dacea4b97ec6402e3113e
Stored in directory: /tmp/pip-ephem-wheel-cache-dbev16cs/wheels/82/53/6a/1748715999869633a137492ae93351d1c6a41e642549f7a822
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> Building wheel for cchardet (setup.py) ... ?25l?25hdone
Created wheel for cchardet: filename=cchardet-2.1.7-cp310-cp310-linux_x86_64.whl size=261578 sha256=5f023054a021e142f31734d3e687ef902f4506795ffb92b9e8dbd4dcbf281a65
Stored in directory: /root/.cache/pip/wheels/ee/e0/ab/e01326f15c59438d080b1496dbab8091e952ec72f35e3c437e
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> Building wheel for googletransx (setup.py) ... ?25l?25hdone
Created wheel for googletransx: filename=googletransx-2.4.2-py3-none-any.whl size=15953 sha256=5d0c38796a00b68aea969b12ced8a467d18c9cae20582c2c713e3e0a623d0df7
Stored in directory: /root/.cache/pip/wheels/12/79/4f/43718126b3548eda695b4c2fa4cd82667b2d62018a98dc6767
Successfully built twint cchardet googletransx
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Installing collected packages: python-socks, fake-useragent, dataclasses, cchardet, schedule, multidict, frozenlist, elastic-transport, async-timeout, yarl, pycares, googletransx, elasticsearch, aiosignal, aiohttp, aiodns, aiohttp_socks, twint
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Successfully installed aiodns-3.0.0 aiohttp-3.8.4 aiohttp_socks-0.8.0 aiosignal-1.3.1 async-timeout-4.0.2 cchardet-2.1.7 dataclasses-0.6 elastic-transport-8.4.0 elasticsearch-8.7.0 fake-useragent-1.1.3 frozenlist-1.3.3 googletransx-2.4.2 multidict-6.0.4 pycares-4.3.0 python-socks-2.3.0 schedule-1.2.0 twint-2.1.21 yarl-1.9.2
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</div>
<div class="section" id="install-libary-tambahan">
<h2>install Libary Tambahan<a class="headerlink" href="#install-libary-tambahan" title="Permalink to this heading">#</a></h2>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">pip</span> <span class="n">install</span> <span class="n">nest_asyncio</span>
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
Requirement already satisfied: nest_asyncio in /usr/local/lib/python3.10/dist-packages (1.5.6)
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<div class="section" id="inisialisasi-libary">
<h2>Inisialisasi Libary<a class="headerlink" href="#inisialisasi-libary" title="Permalink to this heading">#</a></h2>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">nest_asyncio</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="kn">import</span> <span class="nn">twint</span>
<span class="n">nest_asyncio</span><span class="o">.</span><span class="n">apply</span><span class="p">()</span>
</pre></div>
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</div>
<div class="section" id="proses-crawling-data-twitter">
<h2>Proses Crawling data Twitter<a class="headerlink" href="#proses-crawling-data-twitter" title="Permalink to this heading">#</a></h2>
<p>untuk data yang diambil dengan kata kunci <strong>anies baswedan</strong></p>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">twi</span> <span class="o">=</span> <span class="n">twint</span><span class="o">.</span><span class="n">Config</span><span class="p">()</span>
<span class="c1"># Proses Penyimpanan Data yang sudah di crawling</span>
<span class="n">path</span> <span class="o">=</span> <span class="s2">"/content/drive/MyDrive/prosaindata/DataCrawling/Data_twitter.csv"</span>
<span class="n">twi</span><span class="o">.</span><span class="n">Search</span> <span class="o">=</span> <span class="s1">'anies baswedan'</span>
<span class="c1"># twi.Location = True</span>
<span class="n">twi</span><span class="o">.</span><span class="n">Store_csv</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">twi</span><span class="o">.</span><span class="n">Custom</span><span class="p">[</span><span class="s2">"tweet"</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"date"</span><span class="p">,</span><span class="s2">"language"</span><span class="p">,</span> <span class="s2">"username"</span><span class="p">,</span><span class="s2">"name"</span><span class="p">,</span> <span class="s2">"tweet"</span><span class="p">]</span>
<span class="n">twi</span><span class="o">.</span><span class="n">Limit</span> <span class="o">=</span> <span class="mi">500</span>
<span class="k">if</span><span class="p">(</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">path</span><span class="p">)</span> <span class="o">==</span> <span class="kc">True</span><span class="p">):</span>
<span class="n">os</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
<span class="n">twi</span><span class="o">.</span><span class="n">Output</span> <span class="o">=</span> <span class="n">path</span>
<span class="c1"># try:</span>
<span class="c1"># twint.run.Search(twi)</span>
<span class="n">twint</span><span class="o">.</span><span class="n">run</span><span class="o">.</span><span class="n">Search</span><span class="p">(</span><span class="n">twi</span><span class="p">)</span>
<span class="c1"># except:</span>
<span class="c1"># time.sleep(6)</span>
</pre></div>
</div>
</div>
<div class="cell_output docutils container">
<div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="ne">RefreshTokenException</span>Traceback (most recent call last)
<span class="nn"><ipython-input-6-a973770352d1></span> in <span class="ni"><cell line: 15></span><span class="nt">()</span>
<span class="g g-Whitespace"> </span><span class="mi">13</span> <span class="c1"># try:</span>
<span class="g g-Whitespace"> </span><span class="mi">14</span> <span class="c1"># twint.run.Search(twi)</span>
<span class="ne">---> </span><span class="mi">15</span> <span class="n">twint</span><span class="o">.</span><span class="n">run</span><span class="o">.</span><span class="n">Search</span><span class="p">(</span><span class="n">twi</span><span class="p">)</span>
<span class="g g-Whitespace"> </span><span class="mi">16</span> <span class="c1"># except:</span>
<span class="g g-Whitespace"> </span><span class="mi">17</span> <span class="c1"># time.sleep(6)</span>
<span class="nn">/usr/local/lib/python3.10/dist-packages/twint/run.py</span> in <span class="ni">Search</span><span class="nt">(config, callback)</span>
<span class="g g-Whitespace"> </span><span class="mi">408</span> <span class="n">config</span><span class="o">.</span><span class="n">Followers</span> <span class="o">=</span> <span class="kc">False</span>
<span class="g g-Whitespace"> </span><span class="mi">409</span> <span class="n">config</span><span class="o">.</span><span class="n">Profile</span> <span class="o">=</span> <span class="kc">False</span>
<span class="ne">--> </span><span class="mi">410</span> <span class="n">run</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="n">callback</span><span class="p">)</span>
<span class="g g-Whitespace"> </span><span class="mi">411</span> <span class="k">if</span> <span class="n">config</span><span class="o">.</span><span class="n">Pandas_au</span><span class="p">:</span>
<span class="g g-Whitespace"> </span><span class="mi">412</span> <span class="n">storage</span><span class="o">.</span><span class="n">panda</span><span class="o">.</span><span class="n">_autoget</span><span class="p">(</span><span class="s2">"tweet"</span><span class="p">)</span>
<span class="nn">/usr/local/lib/python3.10/dist-packages/twint/run.py</span> in <span class="ni">run</span><span class="nt">(config, callback)</span>
<span class="g g-Whitespace"> </span><span class="mi">327</span> <span class="k">raise</span>
<span class="g g-Whitespace"> </span><span class="mi">328</span>
<span class="ne">--> </span><span class="mi">329</span> <span class="n">get_event_loop</span><span class="p">()</span><span class="o">.</span><span class="n">run_until_complete</span><span class="p">(</span><span class="n">Twint</span><span class="p">(</span><span class="n">config</span><span class="p">)</span><span class="o">.</span><span class="n">main</span><span class="p">(</span><span class="n">callback</span><span class="p">))</span>
<span class="g g-Whitespace"> </span><span class="mi">330</span>
<span class="g g-Whitespace"> </span><span class="mi">331</span>
<span class="nn">/usr/local/lib/python3.10/dist-packages/twint/run.py</span> in <span class="ni">__init__</span><span class="nt">(self, config)</span>
<span class="g g-Whitespace"> </span><span class="mi">34</span> <span class="c1"># USAGE : to get a new guest token simply do `self.token.refresh()`</span>
<span class="g g-Whitespace"> </span><span class="mi">35</span> <span class="bp">self</span><span class="o">.</span><span class="n">token</span> <span class="o">=</span> <span class="n">token</span><span class="o">.</span><span class="n">Token</span><span class="p">(</span><span class="n">config</span><span class="p">)</span>
<span class="ne">---> </span><span class="mi">36</span> <span class="bp">self</span><span class="o">.</span><span class="n">token</span><span class="o">.</span><span class="n">refresh</span><span class="p">()</span>
<span class="g g-Whitespace"> </span><span class="mi">37</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn</span> <span class="o">=</span> <span class="n">db</span><span class="o">.</span><span class="n">Conn</span><span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">Database</span><span class="p">)</span>
<span class="g g-Whitespace"> </span><span class="mi">38</span> <span class="bp">self</span><span class="o">.</span><span class="n">d</span> <span class="o">=</span> <span class="n">datelock</span><span class="o">.</span><span class="n">Set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">Until</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">Since</span><span class="p">)</span>
<span class="nn">/usr/local/lib/python3.10/dist-packages/twint/token.py</span> in <span class="ni">refresh</span><span class="nt">(self)</span>
<span class="g g-Whitespace"> </span><span class="mi">67</span> <span class="k">else</span><span class="p">:</span>
<span class="g g-Whitespace"> </span><span class="mi">68</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">Guest_token</span> <span class="o">=</span> <span class="kc">None</span>
<span class="ne">---> </span><span class="mi">69</span> <span class="k">raise</span> <span class="n">RefreshTokenException</span><span class="p">(</span><span class="s1">'Could not find the Guest token in HTML'</span><span class="p">)</span>
<span class="ne">RefreshTokenException</span>: Could not find the Guest token in HTML
</pre></div>
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