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<h1 class="title">APIs and Sentiment Text Analysis</h1>
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<p>API CALL FOR REDDIT ON CECIL B. MOORE LIBRARY</p>
<section id="importing-requests-for-reddit" class="level4">
<h4 class="anchored" data-anchor-id="importing-requests-for-reddit">Importing Requests for Reddit</h4>
<div id="071326c5" class="cell" data-execution_count="6">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb1"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> requests</span>
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a>url <span class="op">=</span> <span class="st">"https://www.reddit.com/r/philadelphia/comments/1j9mr1r/north_philly_residents_reject_proposal_to_build/.json"</span></span>
<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a>headers <span class="op">=</span> {</span>
<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a>    <span class="st">"User-Agent"</span>: <span class="st">"Mozilla/5.0 (research script by u/yourusername)"</span></span>
<span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a>}</span>
<span id="cb1-8"><a href="#cb1-8" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb1-9"><a href="#cb1-9" aria-hidden="true" tabindex="-1"></a>r <span class="op">=</span> requests.get(url, headers<span class="op">=</span>headers)</span>
<span id="cb1-10"><a href="#cb1-10" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb1-11"><a href="#cb1-11" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Status code:"</span>, r.status_code)</span>
<span id="cb1-12"><a href="#cb1-12" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Content-Type:"</span>, r.headers.get(<span class="st">"Content-Type"</span>))</span>
<span id="cb1-13"><a href="#cb1-13" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Preview:"</span>)</span>
<span id="cb1-14"><a href="#cb1-14" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(r.text[:<span class="dv">500</span>])</span>
<span id="cb1-15"><a href="#cb1-15" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb1-16"><a href="#cb1-16" aria-hidden="true" tabindex="-1"></a><span class="cf">if</span> r.status_code <span class="op">==</span> <span class="dv">200</span> <span class="kw">and</span> <span class="st">"application/json"</span> <span class="kw">in</span> r.headers.get(<span class="st">"Content-Type"</span>, <span class="st">""</span>):</span>
<span id="cb1-17"><a href="#cb1-17" aria-hidden="true" tabindex="-1"></a>    data <span class="op">=</span> r.json()</span>
<span id="cb1-18"><a href="#cb1-18" aria-hidden="true" tabindex="-1"></a><span class="cf">else</span>:</span>
<span id="cb1-19"><a href="#cb1-19" aria-hidden="true" tabindex="-1"></a>    <span class="cf">raise</span> <span class="pp">ValueError</span>(<span class="st">"Response is not JSON"</span>)</span>
<span id="cb1-20"><a href="#cb1-20" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb1-21"><a href="#cb1-21" aria-hidden="true" tabindex="-1"></a><span class="co"># Extract raw comment objects</span></span>
<span id="cb1-22"><a href="#cb1-22" aria-hidden="true" tabindex="-1"></a>comments_raw <span class="op">=</span> data[<span class="dv">1</span>][<span class="st">"data"</span>][<span class="st">"children"</span>]</span>
<span id="cb1-23"><a href="#cb1-23" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb1-24"><a href="#cb1-24" aria-hidden="true" tabindex="-1"></a><span class="co"># Save cleaned comment text as `cecillibrary`</span></span>
<span id="cb1-25"><a href="#cb1-25" aria-hidden="true" tabindex="-1"></a>cecillibrary <span class="op">=</span> [</span>
<span id="cb1-26"><a href="#cb1-26" aria-hidden="true" tabindex="-1"></a>    item[<span class="st">"data"</span>].get(<span class="st">"body"</span>, <span class="st">""</span>)</span>
<span id="cb1-27"><a href="#cb1-27" aria-hidden="true" tabindex="-1"></a>    <span class="cf">for</span> item <span class="kw">in</span> comments_raw</span>
<span id="cb1-28"><a href="#cb1-28" aria-hidden="true" tabindex="-1"></a>    <span class="cf">if</span> item[<span class="st">"kind"</span>] <span class="op">==</span> <span class="st">"t1"</span> <span class="kw">and</span> item[<span class="st">"data"</span>].get(<span class="st">"body"</span>) <span class="kw">not</span> <span class="kw">in</span> [<span class="st">"[deleted]"</span>, <span class="st">"[removed]"</span>]</span>
<span id="cb1-29"><a href="#cb1-29" aria-hidden="true" tabindex="-1"></a>]</span>
<span id="cb1-30"><a href="#cb1-30" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb1-31"><a href="#cb1-31" aria-hidden="true" tabindex="-1"></a><span class="co"># Quick sanity check</span></span>
<span id="cb1-32"><a href="#cb1-32" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="ss">f"Total comments saved: </span><span class="sc">{</span><span class="bu">len</span>(cecillibrary)<span class="sc">}</span><span class="ss">"</span>)</span>
<span id="cb1-33"><a href="#cb1-33" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(cecillibrary[:<span class="dv">5</span>])</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code>Status code: 200
Content-Type: application/json; charset=UTF-8
Preview:
[{"kind": "Listing", "data": {"after": null, "dist": 1, "modhash": "", "geo_filter": "", "children": [{"kind": "t3", "data": {"approved_at_utc": null, "subreddit": "philadelphia", "selftext": "", "user_reports": [], "saved": false, "mod_reason_title": null, "gilded": 0, "clicked": false, "title": "North Philly residents reject proposal to build new Cecil B. Moore Library that includes housing: \u2018We resoundingly do not want that\u2019", "link_flair_richtext": [{"e": "text", "t": "Politics"}],
Total comments saved: 20
["Not sure how good faith the argument is but some of the quotes from the article prefer having the library for use as a place for kids to keep out of trouble, and by making the project a full redevelopment for the housing and mix use, they'd be without the library. That doesn't sound as unreasonable as the headline would suggest.", "I grew up around the corner from this library and spent a great deal of time in it. It was in need of expansion in the 90s and I really hope the city builds a great library there as the residents really deserve it.\n\nThe article makes it sound like the residents have no real point and are just trying to block housing, but I think they're right on this one. For me, the library was a safe escape from the streets. It can't be that if it is placed within PHA housing -- and I mean that in the nicest way possible.\n\nHaving grown up in N. Philly it isn't a section of the city where there is a lack of land for affordable housing development. I was there for Street's Neighborhood Transformation Initiative where they bulldozed scores of vacant houses to create massive lots. Which was a welcome change as it made walking down many streets safer... Building on lots like those makes more sense to me than this proposal.\n\nThe city needs to increase the options available for kids to have positive places to seek refuge and the city needs to really invest in ways that show black kids, especially, that we're more than just set pieces to entertain others. Meaning, the city can invest in more than the REC center or sports in neighborhoods like N. Philly.\n\nJust my $.02", "Yeah just fix the HVAC and get the library to be re-opened. The residents want their library back. The housing additions feel like a last minute experiment.\n\nWe need more housing but I don't think this proposal was the right approach", 'Why don\'t they just fix the library and put the housing somewhere nearby.\n\nI don\'t necessarily get the need to tie the 2 things together. I\'m not saying it\'s a bad idea but I guess I need the "why" better explained to me.', "After reading the article, the new library with housing was just another option brought up in the meeting by their council representative that residents didn't agree with. The options are:\n\n1. Rebuild to fix the issues with modest updates.\n2. New library with added amenities.\n3. New library with added amenities along with housing above the library similar to this recently build [Brooklyn Library](https://static01.nyt.com/images/2025/03/09/multimedia/24Renters-minier-02-bgwc/24Renters-minier-02-bgwc-superJumbo.jpg?quality=75&amp;amp;auto=webp)\n\nI tend to Agee with the residents that while affordable housing is nice, not necessary to be added to the library since that adds on a lot more process and time for completion of the project. They just want a nice library."]</code></pre>
</div>
</div>
<div id="731b7d3a" class="cell" data-execution_count="7">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb3"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> collections <span class="im">import</span> Counter</span>
<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a>kinds <span class="op">=</span> Counter(item[<span class="st">"kind"</span>] <span class="cf">for</span> item <span class="kw">in</span> comments_raw)</span>
<span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(kinds)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code>Counter({'t1': 20})</code></pre>
</div>
</div>
</section>
<section id="breaking-down-reddit-structure" class="level4">
<h4 class="anchored" data-anchor-id="breaking-down-reddit-structure">Breaking Down Reddit Structure</h4>
<div id="8f8e579a" class="cell" data-execution_count="8">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb5"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> pandas <span class="im">as</span> pd</span>
<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> extract_comments(children, depth<span class="op">=</span><span class="dv">0</span>, parent_id<span class="op">=</span><span class="va">None</span>):</span>
<span id="cb5-4"><a href="#cb5-4" aria-hidden="true" tabindex="-1"></a>    rows <span class="op">=</span> []</span>
<span id="cb5-5"><a href="#cb5-5" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb5-6"><a href="#cb5-6" aria-hidden="true" tabindex="-1"></a>    <span class="cf">for</span> item <span class="kw">in</span> children:</span>
<span id="cb5-7"><a href="#cb5-7" aria-hidden="true" tabindex="-1"></a>        kind <span class="op">=</span> item.get(<span class="st">"kind"</span>)</span>
<span id="cb5-8"><a href="#cb5-8" aria-hidden="true" tabindex="-1"></a>        data <span class="op">=</span> item.get(<span class="st">"data"</span>, {})</span>
<span id="cb5-9"><a href="#cb5-9" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb5-10"><a href="#cb5-10" aria-hidden="true" tabindex="-1"></a>        <span class="co"># Skip "more" placeholder objects</span></span>
<span id="cb5-11"><a href="#cb5-11" aria-hidden="true" tabindex="-1"></a>        <span class="cf">if</span> kind <span class="op">==</span> <span class="st">"more"</span>:</span>
<span id="cb5-12"><a href="#cb5-12" aria-hidden="true" tabindex="-1"></a>            <span class="cf">continue</span></span>
<span id="cb5-13"><a href="#cb5-13" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb5-14"><a href="#cb5-14" aria-hidden="true" tabindex="-1"></a>        <span class="co"># Add this comment</span></span>
<span id="cb5-15"><a href="#cb5-15" aria-hidden="true" tabindex="-1"></a>        rows.append({</span>
<span id="cb5-16"><a href="#cb5-16" aria-hidden="true" tabindex="-1"></a>            <span class="st">"id"</span>: data.get(<span class="st">"id"</span>),</span>
<span id="cb5-17"><a href="#cb5-17" aria-hidden="true" tabindex="-1"></a>            <span class="st">"parent_id"</span>: parent_id,</span>
<span id="cb5-18"><a href="#cb5-18" aria-hidden="true" tabindex="-1"></a>            <span class="st">"author"</span>: data.get(<span class="st">"author"</span>),</span>
<span id="cb5-19"><a href="#cb5-19" aria-hidden="true" tabindex="-1"></a>            <span class="st">"body"</span>: data.get(<span class="st">"body"</span>),</span>
<span id="cb5-20"><a href="#cb5-20" aria-hidden="true" tabindex="-1"></a>            <span class="st">"score"</span>: data.get(<span class="st">"score"</span>),</span>
<span id="cb5-21"><a href="#cb5-21" aria-hidden="true" tabindex="-1"></a>            <span class="st">"created_utc"</span>: data.get(<span class="st">"created_utc"</span>),</span>
<span id="cb5-22"><a href="#cb5-22" aria-hidden="true" tabindex="-1"></a>            <span class="st">"depth"</span>: depth</span>
<span id="cb5-23"><a href="#cb5-23" aria-hidden="true" tabindex="-1"></a>        })</span>
<span id="cb5-24"><a href="#cb5-24" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb5-25"><a href="#cb5-25" aria-hidden="true" tabindex="-1"></a>        <span class="co"># --- RECURSE INTO REPLIES ---</span></span>
<span id="cb5-26"><a href="#cb5-26" aria-hidden="true" tabindex="-1"></a>        <span class="cf">if</span> data.get(<span class="st">"replies"</span>) <span class="kw">and</span> <span class="bu">isinstance</span>(data[<span class="st">"replies"</span>], <span class="bu">dict</span>):</span>
<span id="cb5-27"><a href="#cb5-27" aria-hidden="true" tabindex="-1"></a>            replies <span class="op">=</span> data[<span class="st">"replies"</span>][<span class="st">"data"</span>][<span class="st">"children"</span>]</span>
<span id="cb5-28"><a href="#cb5-28" aria-hidden="true" tabindex="-1"></a>            rows.extend(extract_comments(replies, depth <span class="op">+</span> <span class="dv">1</span>, data.get(<span class="st">"id"</span>)))</span>
<span id="cb5-29"><a href="#cb5-29" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb5-30"><a href="#cb5-30" aria-hidden="true" tabindex="-1"></a>    <span class="cf">return</span> rows</span>
<span id="cb5-31"><a href="#cb5-31" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb5-32"><a href="#cb5-32" aria-hidden="true" tabindex="-1"></a>comments_root <span class="op">=</span> data[<span class="dv">1</span>][<span class="st">"data"</span>][<span class="st">"children"</span>]</span>
<span id="cb5-33"><a href="#cb5-33" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb5-34"><a href="#cb5-34" aria-hidden="true" tabindex="-1"></a>cecillibrary <span class="op">=</span> pd.DataFrame(</span>
<span id="cb5-35"><a href="#cb5-35" aria-hidden="true" tabindex="-1"></a>    extract_comments(comments_root)</span>
<span id="cb5-36"><a href="#cb5-36" aria-hidden="true" tabindex="-1"></a>)</span>
<span id="cb5-37"><a href="#cb5-37" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb5-38"><a href="#cb5-38" aria-hidden="true" tabindex="-1"></a><span class="co"># Clean removed / deleted comments</span></span>
<span id="cb5-39"><a href="#cb5-39" aria-hidden="true" tabindex="-1"></a>cecillibrary <span class="op">=</span> cecillibrary[</span>
<span id="cb5-40"><a href="#cb5-40" aria-hidden="true" tabindex="-1"></a>    cecillibrary[<span class="st">"body"</span>].notna() <span class="op">&amp;</span></span>
<span id="cb5-41"><a href="#cb5-41" aria-hidden="true" tabindex="-1"></a>    <span class="op">~</span>cecillibrary[<span class="st">"body"</span>].isin([<span class="st">"[deleted]"</span>, <span class="st">"[removed]"</span>])</span>
<span id="cb5-42"><a href="#cb5-42" aria-hidden="true" tabindex="-1"></a>]</span>
<span id="cb5-43"><a href="#cb5-43" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb5-44"><a href="#cb5-44" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="bu">len</span>(cecillibrary))</span>
<span id="cb5-45"><a href="#cb5-45" aria-hidden="true" tabindex="-1"></a>cecillibrary.head()</span>
<span id="cb5-46"><a href="#cb5-46" aria-hidden="true" tabindex="-1"></a><span class="bu">len</span>(cecillibrary)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code>67</code></pre>
</div>
<div class="cell-output cell-output-display" data-execution_count="8">
<pre><code>67</code></pre>
</div>
</div>
</section>
<section id="ensuring-replies-are-counted" class="level4">
<h4 class="anchored" data-anchor-id="ensuring-replies-are-counted">Ensuring Replies are counted</h4>
<div id="29383741" class="cell" data-execution_count="9">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb8"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="bu">len</span>(cecillibrary)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="9">
<pre><code>67</code></pre>
</div>
</div>
</section>
<section id="reddit-post-data-cleaning" class="level2">
<h2 class="anchored" data-anchor-id="reddit-post-data-cleaning">Reddit Post Data Cleaning</h2>
<div id="415f2a2f" class="cell" data-execution_count="10">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb10"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="co">#Remove lowercase,line breaks, and unwanted spaces</span></span>
<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a>cecillibrary[<span class="st">"clean_body"</span>] <span class="op">=</span> (</span>
<span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a>    cecillibrary[<span class="st">"body"</span>]</span>
<span id="cb10-4"><a href="#cb10-4" aria-hidden="true" tabindex="-1"></a>        .fillna(<span class="st">""</span>)</span>
<span id="cb10-5"><a href="#cb10-5" aria-hidden="true" tabindex="-1"></a>        .<span class="bu">str</span>.lower()</span>
<span id="cb10-6"><a href="#cb10-6" aria-hidden="true" tabindex="-1"></a>        .<span class="bu">str</span>.replace(<span class="st">"</span><span class="ch">\n</span><span class="st">"</span>, <span class="st">" "</span>, regex<span class="op">=</span><span class="va">False</span>)</span>
<span id="cb10-7"><a href="#cb10-7" aria-hidden="true" tabindex="-1"></a>        .<span class="bu">str</span>.strip()</span>
<span id="cb10-8"><a href="#cb10-8" aria-hidden="true" tabindex="-1"></a>)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
</details>
</div>
<div id="eea91a53" class="cell" data-execution_count="11">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb11"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="co">#Remove deleted comments</span></span>
<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb11-3"><a href="#cb11-3" aria-hidden="true" tabindex="-1"></a>cecillibrary <span class="op">=</span> cecillibrary[<span class="op">~</span>cecillibrary[<span class="st">"clean_body"</span>].isin([<span class="st">"[deleted]"</span>, <span class="st">"[removed]"</span>])]</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
</details>
</div>
<div id="79346139" class="cell" data-execution_count="12">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb12"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a><span class="co">#Remove Urls</span></span>
<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> re</span>
<span id="cb12-3"><a href="#cb12-3" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb12-4"><a href="#cb12-4" aria-hidden="true" tabindex="-1"></a>cecillibrary[<span class="st">"clean_body"</span>] <span class="op">=</span> cecillibrary[<span class="st">"clean_body"</span>].<span class="bu">apply</span>(</span>
<span id="cb12-5"><a href="#cb12-5" aria-hidden="true" tabindex="-1"></a>    <span class="kw">lambda</span> x: re.sub(<span class="vs">r"http</span><span class="dv">\S</span><span class="op">+</span><span class="cf">|</span><span class="vs">www</span><span class="ch">\.</span><span class="dv">\S</span><span class="op">+</span><span class="vs">"</span>, <span class="st">""</span>, x)</span>
<span id="cb12-6"><a href="#cb12-6" aria-hidden="true" tabindex="-1"></a>)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
</details>
</div>
<div id="8591139e" class="cell" data-execution_count="13">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb13"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a><span class="co">#Remove punctuation</span></span>
<span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a>cecillibrary[<span class="st">"clean_body"</span>] <span class="op">=</span> cecillibrary[<span class="st">"clean_body"</span>].<span class="bu">str</span>.replace(<span class="vs">r"</span><span class="pp">[^</span><span class="dv">\w\s</span><span class="pp">]</span><span class="vs">"</span>, <span class="st">""</span>, regex<span class="op">=</span><span class="va">True</span>)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
</details>
</div>
<div id="24f02d0c" class="cell" data-execution_count="14">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb14"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a><span class="co">#Remove extra spaces</span></span>
<span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb14-3"><a href="#cb14-3" aria-hidden="true" tabindex="-1"></a>cecillibrary[<span class="st">"clean_body"</span>] <span class="op">=</span> cecillibrary[<span class="st">"clean_body"</span>].<span class="bu">str</span>.replace(<span class="vs">r"</span><span class="dv">\s</span><span class="op">+</span><span class="vs">"</span>, <span class="st">" "</span>, regex<span class="op">=</span><span class="va">True</span>)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
</details>
</div>
</section>
<section id="chat-gpt-api-for-sentiment-analysis" class="level1">
<h1>CHAT GPT API for Sentiment Analysis</h1>
<section id="importing-chatgpt-api" class="level4">
<h4 class="anchored" data-anchor-id="importing-chatgpt-api">Importing ChatGPT API</h4>
<div id="1966c881" class="cell">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb15"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> os</span>
<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a>os.environ[<span class="st">"OPENAI_API_KEY"</span>] <span class="op">=</span> <span class="st">""</span> <span class="op">\</span></span>
<span id="cb15-4"><a href="#cb15-4" aria-hidden="true" tabindex="-1"></a><span class="co">##Key removed for privacy</span></span>
<span id="cb15-5"><a href="#cb15-5" aria-hidden="true" tabindex="-1"></a></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
</details>
</div>
</section>
<section id="sentiment-prompt" class="level4">
<h4 class="anchored" data-anchor-id="sentiment-prompt">Sentiment Prompt</h4>
</section>
<section id="batch-size-of-sentiment" class="level4">
<h4 class="anchored" data-anchor-id="batch-size-of-sentiment">Batch Size of Sentiment</h4>
<div id="cb8e4b1d" class="cell" data-execution_count="16">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb16"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> openai <span class="im">import</span> OpenAI</span>
<span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> json</span>
<span id="cb16-3"><a href="#cb16-3" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb16-4"><a href="#cb16-4" aria-hidden="true" tabindex="-1"></a>client <span class="op">=</span> OpenAI()</span>
<span id="cb16-5"><a href="#cb16-5" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb16-6"><a href="#cb16-6" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> batch_sentiment_with_scores(comments):</span>
<span id="cb16-7"><a href="#cb16-7" aria-hidden="true" tabindex="-1"></a>    prompt <span class="op">=</span> <span class="st">"""</span></span>
<span id="cb16-8"><a href="#cb16-8" aria-hidden="true" tabindex="-1"></a><span class="st">You are a sentiment analysis model.</span></span>
<span id="cb16-9"><a href="#cb16-9" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb16-10"><a href="#cb16-10" aria-hidden="true" tabindex="-1"></a><span class="st">For EACH comment, output BOTH:</span></span>
<span id="cb16-11"><a href="#cb16-11" aria-hidden="true" tabindex="-1"></a><span class="st">- "sentiment": one of ["positive", "neutral", "negative"]</span></span>
<span id="cb16-12"><a href="#cb16-12" aria-hidden="true" tabindex="-1"></a><span class="st">- "score": a float from -1 to +1 representing sentiment intensity</span></span>
<span id="cb16-13"><a href="#cb16-13" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb16-14"><a href="#cb16-14" aria-hidden="true" tabindex="-1"></a><span class="st">Return ONLY a JSON object in this EXACT format:</span></span>
<span id="cb16-15"><a href="#cb16-15" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb16-16"><a href="#cb16-16" aria-hidden="true" tabindex="-1"></a><span class="st">{</span></span>
<span id="cb16-17"><a href="#cb16-17" aria-hidden="true" tabindex="-1"></a><span class="st">  "results": [</span></span>
<span id="cb16-18"><a href="#cb16-18" aria-hidden="true" tabindex="-1"></a><span class="st">    {"index": 0, "sentiment": "positive", "score": 0.72},</span></span>
<span id="cb16-19"><a href="#cb16-19" aria-hidden="true" tabindex="-1"></a><span class="st">    {"index": 1, "sentiment": "negative", "score": -0.44}</span></span>
<span id="cb16-20"><a href="#cb16-20" aria-hidden="true" tabindex="-1"></a><span class="st">  ]</span></span>
<span id="cb16-21"><a href="#cb16-21" aria-hidden="true" tabindex="-1"></a><span class="st">}</span></span>
<span id="cb16-22"><a href="#cb16-22" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb16-23"><a href="#cb16-23" aria-hidden="true" tabindex="-1"></a><span class="st">Do NOT include explanations, summaries, markdown, or anything else.</span></span>
<span id="cb16-24"><a href="#cb16-24" aria-hidden="true" tabindex="-1"></a><span class="st">ONLY return valid JSON.</span></span>
<span id="cb16-25"><a href="#cb16-25" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb16-26"><a href="#cb16-26" aria-hidden="true" tabindex="-1"></a><span class="st">Here are the comments:</span></span>
<span id="cb16-27"><a href="#cb16-27" aria-hidden="true" tabindex="-1"></a><span class="st">"""</span></span>
<span id="cb16-28"><a href="#cb16-28" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb16-29"><a href="#cb16-29" aria-hidden="true" tabindex="-1"></a>    <span class="cf">for</span> i, text <span class="kw">in</span> <span class="bu">enumerate</span>(comments):</span>
<span id="cb16-30"><a href="#cb16-30" aria-hidden="true" tabindex="-1"></a>        prompt <span class="op">+=</span> <span class="ss">f"</span><span class="ch">\n</span><span class="ss">Comment </span><span class="sc">{</span>i<span class="sc">}</span><span class="ss">: </span><span class="sc">{</span>text<span class="sc">}</span><span class="ss">"</span></span>
<span id="cb16-31"><a href="#cb16-31" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb16-32"><a href="#cb16-32" aria-hidden="true" tabindex="-1"></a>    response <span class="op">=</span> client.chat.completions.create(</span>
<span id="cb16-33"><a href="#cb16-33" aria-hidden="true" tabindex="-1"></a>        model<span class="op">=</span><span class="st">"gpt-4o-mini"</span>,</span>
<span id="cb16-34"><a href="#cb16-34" aria-hidden="true" tabindex="-1"></a>        response_format<span class="op">=</span>{<span class="st">"type"</span>: <span class="st">"json_object"</span>},  <span class="co"># 🔥 forces perfect JSON</span></span>
<span id="cb16-35"><a href="#cb16-35" aria-hidden="true" tabindex="-1"></a>        messages<span class="op">=</span>[{<span class="st">"role"</span>: <span class="st">"user"</span>, <span class="st">"content"</span>: prompt}],</span>
<span id="cb16-36"><a href="#cb16-36" aria-hidden="true" tabindex="-1"></a>        max_tokens<span class="op">=</span><span class="dv">600</span></span>
<span id="cb16-37"><a href="#cb16-37" aria-hidden="true" tabindex="-1"></a>    )</span>
<span id="cb16-38"><a href="#cb16-38" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb16-39"><a href="#cb16-39" aria-hidden="true" tabindex="-1"></a>    data <span class="op">=</span> json.loads(response.choices[<span class="dv">0</span>].message.content)</span>
<span id="cb16-40"><a href="#cb16-40" aria-hidden="true" tabindex="-1"></a>    <span class="cf">return</span> data[<span class="st">"results"</span>]</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<div id="91ba5b45" class="cell" data-execution_count="17">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb17"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a>batch_size <span class="op">=</span> <span class="dv">20</span></span>
<span id="cb17-2"><a href="#cb17-2" aria-hidden="true" tabindex="-1"></a>labels <span class="op">=</span> []</span>
<span id="cb17-3"><a href="#cb17-3" aria-hidden="true" tabindex="-1"></a>scores <span class="op">=</span> []</span>
<span id="cb17-4"><a href="#cb17-4" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb17-5"><a href="#cb17-5" aria-hidden="true" tabindex="-1"></a>texts <span class="op">=</span> cecillibrary[<span class="st">"clean_body"</span>].tolist()</span>
<span id="cb17-6"><a href="#cb17-6" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb17-7"><a href="#cb17-7" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> i <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">0</span>, <span class="bu">len</span>(texts), batch_size):</span>
<span id="cb17-8"><a href="#cb17-8" aria-hidden="true" tabindex="-1"></a>    chunk <span class="op">=</span> texts[i:i<span class="op">+</span>batch_size]</span>
<span id="cb17-9"><a href="#cb17-9" aria-hidden="true" tabindex="-1"></a>    results <span class="op">=</span> batch_sentiment_with_scores(chunk)</span>
<span id="cb17-10"><a href="#cb17-10" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb17-11"><a href="#cb17-11" aria-hidden="true" tabindex="-1"></a>    <span class="cf">for</span> r <span class="kw">in</span> results:</span>
<span id="cb17-12"><a href="#cb17-12" aria-hidden="true" tabindex="-1"></a>        labels.append(r[<span class="st">"sentiment"</span>])</span>
<span id="cb17-13"><a href="#cb17-13" aria-hidden="true" tabindex="-1"></a>        scores.append(r[<span class="st">"score"</span>])</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<div id="2c86505f" class="cell" data-execution_count="18">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb18"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a>cecillibrary[<span class="st">"sentiment_label"</span>] <span class="op">=</span> labels</span>
<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a>cecillibrary[<span class="st">"sentiment_score"</span>] <span class="op">=</span> scores</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<div id="ec1f53f2" class="cell" data-execution_count="19">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb19"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a>pd.set_option(<span class="st">"display.max_rows"</span>, <span class="va">None</span>)</span>
<span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a>cecillibrary.head()</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<div class="cell-output cell-output-display" data-execution_count="19">
<div>


<table class="dataframe caption-top table table-sm table-striped small" data-border="1">
<thead>
<tr class="header">
<th data-quarto-table-cell-role="th"></th>
<th data-quarto-table-cell-role="th">id</th>
<th data-quarto-table-cell-role="th">parent_id</th>
<th data-quarto-table-cell-role="th">author</th>
<th data-quarto-table-cell-role="th">body</th>
<th data-quarto-table-cell-role="th">score</th>
<th data-quarto-table-cell-role="th">created_utc</th>
<th data-quarto-table-cell-role="th">depth</th>
<th data-quarto-table-cell-role="th">clean_body</th>
<th data-quarto-table-cell-role="th">sentiment_label</th>
<th data-quarto-table-cell-role="th">sentiment_score</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<th data-quarto-table-cell-role="th">0</th>
<td>mhegcqo</td>
<td>None</td>
<td>inherendo</td>
<td>Not sure how good faith the argument is but so...</td>
<td>415</td>
<td>1.741794e+09</td>
<td>0</td>
<td>not sure how good faith the argument is but so...</td>
<td>neutral</td>
<td>0.0</td>
</tr>
<tr class="even">
<th data-quarto-table-cell-role="th">1</th>
<td>mhgll0i</td>
<td>mhegcqo</td>
<td>CabbageSoupNow</td>
<td>They are completely renovating the library In ...</td>
<td>71</td>
<td>1.741816e+09</td>
<td>1</td>
<td>they are completely renovating the library in ...</td>
<td>negative</td>
<td>-0.5</td>
</tr>
<tr class="odd">
<th data-quarto-table-cell-role="th">2</th>
<td>mheuxw8</td>
<td>mhegcqo</td>
<td>lappy-486</td>
<td>Replacing the entire building could take 3-5 y...</td>
<td>50</td>
<td>1.741798e+09</td>
<td>1</td>
<td>replacing the entire building could take 35 ye...</td>
<td>negative</td>
<td>-0.6</td>
</tr>
<tr class="even">
<th data-quarto-table-cell-role="th">4</th>
<td>mheisbj</td>
<td>mhegcqo</td>
<td>starshiprarity</td>
<td>There's also a rec center two blocks away. If ...</td>
<td>46</td>
<td>1.741795e+09</td>
<td>1</td>
<td>theres also a rec center two blocks away if la...</td>
<td>neutral</td>
<td>0.0</td>
</tr>
<tr class="odd">
<th data-quarto-table-cell-role="th">5</th>
<td>mhel5r6</td>
<td>mheisbj</td>
<td>John_EightThirtyTwo</td>
<td>Rec centers are awesome but don't replace libr...</td>
<td>184</td>
<td>1.741796e+09</td>
<td>2</td>
<td>rec centers are awesome but dont replace libra...</td>
<td>neutral</td>
<td>0.0</td>
</tr>
</tbody>
</table>

</div>
</div>
</div>
<div id="e1b55f46" class="cell" data-execution_count="20">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb20"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a><span class="co">#### Distribution of Sentiment Scores</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<div id="e6e32d09" class="cell" data-execution_count="21">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb21"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> matplotlib.pyplot <span class="im">as</span> plt</span>
<span id="cb21-2"><a href="#cb21-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb21-3"><a href="#cb21-3" aria-hidden="true" tabindex="-1"></a>plt.figure(figsize<span class="op">=</span>(<span class="dv">10</span>,<span class="dv">6</span>))</span>
<span id="cb21-4"><a href="#cb21-4" aria-hidden="true" tabindex="-1"></a>cecillibrary[<span class="st">"sentiment_score"</span>].hist(bins<span class="op">=</span><span class="dv">20</span>, color<span class="op">=</span><span class="st">"steelblue"</span>, edgecolor<span class="op">=</span><span class="st">"black"</span>)</span>
<span id="cb21-5"><a href="#cb21-5" aria-hidden="true" tabindex="-1"></a>plt.title(<span class="st">"Distribution of Sentiment Scores"</span>)</span>
<span id="cb21-6"><a href="#cb21-6" aria-hidden="true" tabindex="-1"></a>plt.xlabel(<span class="st">"Sentiment Score (-1 = Negative, +1 = Positive)"</span>)</span>
<span id="cb21-7"><a href="#cb21-7" aria-hidden="true" tabindex="-1"></a>plt.ylabel(<span class="st">"Number of Comments"</span>)</span>
<span id="cb21-8"><a href="#cb21-8" aria-hidden="true" tabindex="-1"></a>plt.grid(alpha<span class="op">=</span><span class="dv">0</span>)</span>
<span id="cb21-9"><a href="#cb21-9" aria-hidden="true" tabindex="-1"></a></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<div class="cell-output cell-output-display">
<div>
<figure class="figure">
<p><img src="SocialInf_14_files/figure-html/cell-17-output-1.png" class="img-fluid figure-img"></p>
</figure>
</div>
</div>
</div>
</section>
<section id="sentiment-score-by-comment-depth" class="level4">
<h4 class="anchored" data-anchor-id="sentiment-score-by-comment-depth">Sentiment Score by Comment Depth</h4>
<div id="1651d671" class="cell" data-execution_count="22">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb22"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> seaborn <span class="im">as</span> sns</span>
<span id="cb22-2"><a href="#cb22-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb22-3"><a href="#cb22-3" aria-hidden="true" tabindex="-1"></a>plt.figure(figsize<span class="op">=</span>(<span class="dv">10</span>,<span class="dv">6</span>))</span>
<span id="cb22-4"><a href="#cb22-4" aria-hidden="true" tabindex="-1"></a>sns.boxplot(data<span class="op">=</span>cecillibrary, x<span class="op">=</span><span class="st">"depth"</span>, y<span class="op">=</span><span class="st">"sentiment_score"</span>, color<span class="op">=</span><span class="st">"lightgray"</span>)</span>
<span id="cb22-5"><a href="#cb22-5" aria-hidden="true" tabindex="-1"></a>plt.title(<span class="st">"Sentiment Score by Comment Depth"</span>)</span>
<span id="cb22-6"><a href="#cb22-6" aria-hidden="true" tabindex="-1"></a>plt.xlabel(<span class="st">"Depth (0 = Top-Level, Higher = Replies)"</span>)</span>
<span id="cb22-7"><a href="#cb22-7" aria-hidden="true" tabindex="-1"></a>plt.ylabel(<span class="st">"Sentiment Score"</span>)</span>
<span id="cb22-8"><a href="#cb22-8" aria-hidden="true" tabindex="-1"></a>plt.grid(alpha<span class="op">=</span><span class="dv">0</span>)</span>
<span id="cb22-9"><a href="#cb22-9" aria-hidden="true" tabindex="-1"></a></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<figure class="figure">
<p><img src="SocialInf_14_files/figure-html/cell-18-output-1.png" class="img-fluid figure-img"></p>
</figure>
</div>
</div>
</div>
</section>
<section id="average-sentiment-by-depth" class="level4">
<h4 class="anchored" data-anchor-id="average-sentiment-by-depth">Average Sentiment by Depth</h4>
<div id="00ac3569" class="cell" data-execution_count="23">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb23"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a>avg_depth <span class="op">=</span> cecillibrary.groupby(<span class="st">"depth"</span>)[<span class="st">"sentiment_score"</span>].mean()</span>
<span id="cb23-2"><a href="#cb23-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb23-3"><a href="#cb23-3" aria-hidden="true" tabindex="-1"></a>plt.figure(figsize<span class="op">=</span>(<span class="dv">10</span>,<span class="dv">6</span>))</span>
<span id="cb23-4"><a href="#cb23-4" aria-hidden="true" tabindex="-1"></a>avg_depth.plot(kind<span class="op">=</span><span class="st">"line"</span>, marker<span class="op">=</span><span class="st">"o"</span>, color<span class="op">=</span><span class="st">"darkred"</span>)</span>
<span id="cb23-5"><a href="#cb23-5" aria-hidden="true" tabindex="-1"></a>plt.title(<span class="st">"Average Sentiment by Depth"</span>)</span>
<span id="cb23-6"><a href="#cb23-6" aria-hidden="true" tabindex="-1"></a>plt.xlabel(<span class="st">"Depth"</span>)</span>
<span id="cb23-7"><a href="#cb23-7" aria-hidden="true" tabindex="-1"></a>plt.ylabel(<span class="st">"Mean Sentiment Score"</span>)</span>
<span id="cb23-8"><a href="#cb23-8" aria-hidden="true" tabindex="-1"></a>plt.grid(alpha<span class="op">=</span><span class="dv">0</span>)</span>
<span id="cb23-9"><a href="#cb23-9" aria-hidden="true" tabindex="-1"></a></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<div class="cell-output cell-output-display">
<div>
<figure class="figure">
<p><img src="SocialInf_14_files/figure-html/cell-19-output-1.png" class="img-fluid figure-img"></p>
</figure>
</div>
</div>
</div>
</section>
<section id="most-positive-comments" class="level4">
<h4 class="anchored" data-anchor-id="most-positive-comments">10 Most Positive Comments</h4>
<div id="49b9a015" class="cell" data-execution_count="24">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb24"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb24-1"><a href="#cb24-1" aria-hidden="true" tabindex="-1"></a>cecillibrary.nlargest(<span class="dv">10</span>, <span class="st">"sentiment_score"</span>)[[<span class="st">"body"</span>, <span class="st">"sentiment_score"</span>]]</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<div class="cell-output cell-output-display" data-execution_count="24">
<div>


<table class="dataframe caption-top table table-sm table-striped small" data-border="1">
<thead>
<tr class="header">
<th data-quarto-table-cell-role="th"></th>
<th data-quarto-table-cell-role="th">body</th>
<th data-quarto-table-cell-role="th">sentiment_score</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<th data-quarto-table-cell-role="th">21</th>
<td>I grew up around the corner from this library ...</td>
<td>0.80</td>
</tr>
<tr class="even">
<th data-quarto-table-cell-role="th">38</th>
<td>Thanks for sharing this story. It's good to se...</td>
<td>0.80</td>
</tr>
<tr class="odd">
<th data-quarto-table-cell-role="th">6</th>
<td>Yup. &nbsp;During the renovations of my town’s libr...</td>
<td>0.70</td>
</tr>
<tr class="even">
<th data-quarto-table-cell-role="th">64</th>
<td>Libraries offer lots of things that rec center...</td>
<td>0.55</td>
</tr>
<tr class="odd">
<th data-quarto-table-cell-role="th">0</th>
<td>Not sure how good faith the argument is but so...</td>
<td>0.00</td>
</tr>
<tr class="even">
<th data-quarto-table-cell-role="th">4</th>
<td>There's also a rec center two blocks away. If ...</td>
<td>0.00</td>
</tr>
<tr class="odd">
<th data-quarto-table-cell-role="th">5</th>
<td>Rec centers are awesome but don't replace libr...</td>
<td>0.00</td>
</tr>
<tr class="even">
<th data-quarto-table-cell-role="th">10</th>
<td>I'm not seeing an objection in the article tha...</td>
<td>0.00</td>
</tr>
<tr class="odd">
<th data-quarto-table-cell-role="th">12</th>
<td>I agree. The article does't say anything abou...</td>
<td>0.00</td>
</tr>
<tr class="even">
<th data-quarto-table-cell-role="th">14</th>
<td>I'll bite. How does housing improve the librar...</td>
<td>0.00</td>
</tr>
</tbody>
</table>

</div>
</div>
</div>
<div id="f8f5565b" class="cell" data-execution_count="25">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb25"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> re</span>
<span id="cb25-2"><a href="#cb25-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb25-3"><a href="#cb25-3" aria-hidden="true" tabindex="-1"></a>cecillibrary[<span class="st">"body"</span>] <span class="op">=</span> (</span>
<span id="cb25-4"><a href="#cb25-4" aria-hidden="true" tabindex="-1"></a>    cecillibrary[<span class="st">"body"</span>]</span>
<span id="cb25-5"><a href="#cb25-5" aria-hidden="true" tabindex="-1"></a>    .astype(<span class="bu">str</span>)</span>
<span id="cb25-6"><a href="#cb25-6" aria-hidden="true" tabindex="-1"></a>    .<span class="bu">str</span>.replace(<span class="vs">r"</span><span class="dv">\s</span><span class="op">+</span><span class="vs">"</span>, <span class="st">" "</span>, regex<span class="op">=</span><span class="va">True</span>)  <span class="co"># collapse whitespace</span></span>
<span id="cb25-7"><a href="#cb25-7" aria-hidden="true" tabindex="-1"></a>    .<span class="bu">str</span>.replace(<span class="vs">r"</span><span class="ch">\n</span><span class="vs">"</span>, <span class="st">" "</span>, regex<span class="op">=</span><span class="va">True</span>)   <span class="co"># remove line breaks</span></span>
<span id="cb25-8"><a href="#cb25-8" aria-hidden="true" tabindex="-1"></a>    .<span class="bu">str</span>.replace(<span class="vs">r"</span><span class="ch">\r</span><span class="vs">"</span>, <span class="st">" "</span>, regex<span class="op">=</span><span class="va">True</span>)</span>
<span id="cb25-9"><a href="#cb25-9" aria-hidden="true" tabindex="-1"></a>    .<span class="bu">str</span>.strip()</span>
<span id="cb25-10"><a href="#cb25-10" aria-hidden="true" tabindex="-1"></a>)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
</details>
</div>
<div id="8b130a39" class="cell" data-execution_count="26">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb26"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb26-1"><a href="#cb26-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> pandas <span class="im">as</span> pd</span>
<span id="cb26-2"><a href="#cb26-2" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> textwrap <span class="im">import</span> wrap</span>
<span id="cb26-3"><a href="#cb26-3" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb26-4"><a href="#cb26-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Top 10 comments</span></span>
<span id="cb26-5"><a href="#cb26-5" aria-hidden="true" tabindex="-1"></a>t10 <span class="op">=</span> cecillibrary.nlargest(<span class="dv">10</span>, <span class="st">"sentiment_score"</span>)[[<span class="st">"body"</span>, <span class="st">"sentiment_score"</span>]]</span>
<span id="cb26-6"><a href="#cb26-6" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb26-7"><a href="#cb26-7" aria-hidden="true" tabindex="-1"></a><span class="co"># Wrap text</span></span>
<span id="cb26-8"><a href="#cb26-8" aria-hidden="true" tabindex="-1"></a>t10[<span class="st">"body"</span>] <span class="op">=</span> t10[<span class="st">"body"</span>].<span class="bu">apply</span>(<span class="kw">lambda</span> x: <span class="st">"&lt;br&gt;"</span>.join(wrap(x, width<span class="op">=</span><span class="dv">80</span>)))</span>
<span id="cb26-9"><a href="#cb26-9" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb26-10"><a href="#cb26-10" aria-hidden="true" tabindex="-1"></a><span class="co"># Styled table</span></span>
<span id="cb26-11"><a href="#cb26-11" aria-hidden="true" tabindex="-1"></a>styled <span class="op">=</span> (</span>
<span id="cb26-12"><a href="#cb26-12" aria-hidden="true" tabindex="-1"></a>    t10.style</span>
<span id="cb26-13"><a href="#cb26-13" aria-hidden="true" tabindex="-1"></a>    .set_table_styles([{<span class="st">"selector"</span>:<span class="st">"th"</span>,<span class="st">"props"</span>:[(<span class="st">"font-size"</span>,<span class="st">"12pt"</span>),(<span class="st">"text-align"</span>,<span class="st">"center"</span>)]}])</span>
<span id="cb26-14"><a href="#cb26-14" aria-hidden="true" tabindex="-1"></a>    .set_properties(subset<span class="op">=</span>[<span class="st">"body"</span>], <span class="op">**</span>{<span class="st">"font-size"</span>:<span class="st">"11pt"</span>, <span class="st">"text-align"</span>:<span class="st">"left"</span>})</span>
<span id="cb26-15"><a href="#cb26-15" aria-hidden="true" tabindex="-1"></a>    .set_properties(subset<span class="op">=</span>[<span class="st">"sentiment_score"</span>], <span class="op">**</span>{<span class="st">"text-align"</span>:<span class="st">"center"</span>})</span>
<span id="cb26-16"><a href="#cb26-16" aria-hidden="true" tabindex="-1"></a>    .background_gradient(cmap<span class="op">=</span><span class="st">"Blues"</span>, subset<span class="op">=</span>[<span class="st">"sentiment_score"</span>])</span>
<span id="cb26-17"><a href="#cb26-17" aria-hidden="true" tabindex="-1"></a>)</span>
<span id="cb26-18"><a href="#cb26-18" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb26-19"><a href="#cb26-19" aria-hidden="true" tabindex="-1"></a></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
</details>
</div>
<div id="ab33fd13" class="cell" data-execution_count="27">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb27"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb27-1"><a href="#cb27-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> pandas <span class="im">as</span> pd</span>
<span id="cb27-2"><a href="#cb27-2" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> textwrap <span class="im">import</span> wrap</span>
<span id="cb27-3"><a href="#cb27-3" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb27-4"><a href="#cb27-4" aria-hidden="true" tabindex="-1"></a>cecillibrary[<span class="st">"body"</span>] <span class="op">=</span> (</span>
<span id="cb27-5"><a href="#cb27-5" aria-hidden="true" tabindex="-1"></a>    cecillibrary[<span class="st">"body"</span>]</span>
<span id="cb27-6"><a href="#cb27-6" aria-hidden="true" tabindex="-1"></a>    .astype(<span class="bu">str</span>)</span>
<span id="cb27-7"><a href="#cb27-7" aria-hidden="true" tabindex="-1"></a>    .<span class="bu">str</span>.replace(<span class="vs">r"</span><span class="dv">\s</span><span class="op">+</span><span class="vs">"</span>, <span class="st">" "</span>, regex<span class="op">=</span><span class="va">True</span>)</span>
<span id="cb27-8"><a href="#cb27-8" aria-hidden="true" tabindex="-1"></a>    .<span class="bu">str</span>.strip()</span>
<span id="cb27-9"><a href="#cb27-9" aria-hidden="true" tabindex="-1"></a>)</span>
<span id="cb27-10"><a href="#cb27-10" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb27-11"><a href="#cb27-11" aria-hidden="true" tabindex="-1"></a>t10 <span class="op">=</span> cecillibrary.nlargest(<span class="dv">10</span>, <span class="st">"sentiment_score"</span>)[[<span class="st">"body"</span>, <span class="st">"sentiment_score"</span>]]</span>
<span id="cb27-12"><a href="#cb27-12" aria-hidden="true" tabindex="-1"></a>t10.columns <span class="op">=</span> [<span class="st">"Comment"</span>, <span class="st">"Sentiment Score"</span>]</span>
<span id="cb27-13"><a href="#cb27-13" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb27-14"><a href="#cb27-14" aria-hidden="true" tabindex="-1"></a>t10[<span class="st">"Comment"</span>] <span class="op">=</span> t10[<span class="st">"Comment"</span>].<span class="bu">apply</span>(<span class="kw">lambda</span> x: <span class="st">"&lt;br&gt;"</span>.join(wrap(x, width<span class="op">=</span><span class="dv">80</span>)))</span>
<span id="cb27-15"><a href="#cb27-15" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb27-16"><a href="#cb27-16" aria-hidden="true" tabindex="-1"></a>styled <span class="op">=</span> (</span>
<span id="cb27-17"><a href="#cb27-17" aria-hidden="true" tabindex="-1"></a>    t10.style</span>
<span id="cb27-18"><a href="#cb27-18" aria-hidden="true" tabindex="-1"></a>    .hide(axis<span class="op">=</span><span class="st">"index"</span>)</span>
<span id="cb27-19"><a href="#cb27-19" aria-hidden="true" tabindex="-1"></a>    .set_table_styles([</span>
<span id="cb27-20"><a href="#cb27-20" aria-hidden="true" tabindex="-1"></a>        {<span class="st">"selector"</span>: <span class="st">"th"</span>, <span class="st">"props"</span>: [(<span class="st">"font-size"</span>,<span class="st">"12pt"</span>), (<span class="st">"text-align"</span>,<span class="st">"center"</span>)]},</span>
<span id="cb27-21"><a href="#cb27-21" aria-hidden="true" tabindex="-1"></a>        {<span class="st">"selector"</span>: <span class="st">"tr"</span>, <span class="st">"props"</span>: [(<span class="st">"border-bottom"</span>, <span class="st">"1px solid #ddd"</span>)]},</span>
<span id="cb27-22"><a href="#cb27-22" aria-hidden="true" tabindex="-1"></a>    ])</span>
<span id="cb27-23"><a href="#cb27-23" aria-hidden="true" tabindex="-1"></a>    .set_properties(subset<span class="op">=</span>[<span class="st">"Comment"</span>], <span class="op">**</span>{<span class="st">"font-size"</span>:<span class="st">"11pt"</span>, <span class="st">"text-align"</span>:<span class="st">"left"</span>})</span>
<span id="cb27-24"><a href="#cb27-24" aria-hidden="true" tabindex="-1"></a>    .set_properties(subset<span class="op">=</span>[<span class="st">"Sentiment Score"</span>], <span class="op">**</span>{<span class="st">"text-align"</span>:<span class="st">"center"</span>})</span>
<span id="cb27-25"><a href="#cb27-25" aria-hidden="true" tabindex="-1"></a>    .background_gradient(cmap<span class="op">=</span><span class="st">"Blues"</span>, subset<span class="op">=</span>[<span class="st">"Sentiment Score"</span>])</span>
<span id="cb27-26"><a href="#cb27-26" aria-hidden="true" tabindex="-1"></a>)</span>
<span id="cb27-27"><a href="#cb27-27" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb27-28"><a href="#cb27-28" aria-hidden="true" tabindex="-1"></a>styled_html <span class="op">=</span> styled.to_html()</span>
<span id="cb27-29"><a href="#cb27-29" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb27-30"><a href="#cb27-30" aria-hidden="true" tabindex="-1"></a>border_css <span class="op">=</span> <span class="st">"""</span></span>
<span id="cb27-31"><a href="#cb27-31" aria-hidden="true" tabindex="-1"></a><span class="st">&lt;style&gt;</span></span>
<span id="cb27-32"><a href="#cb27-32" aria-hidden="true" tabindex="-1"></a><span class="st">table, th, td {</span></span>
<span id="cb27-33"><a href="#cb27-33" aria-hidden="true" tabindex="-1"></a><span class="st">    border: 1px solid #ccc !important;</span></span>
<span id="cb27-34"><a href="#cb27-34" aria-hidden="true" tabindex="-1"></a><span class="st">    border-collapse: collapse !important;</span></span>
<span id="cb27-35"><a href="#cb27-35" aria-hidden="true" tabindex="-1"></a><span class="st">    padding: 6px !important;</span></span>
<span id="cb27-36"><a href="#cb27-36" aria-hidden="true" tabindex="-1"></a><span class="st">}</span></span>
<span id="cb27-37"><a href="#cb27-37" aria-hidden="true" tabindex="-1"></a><span class="st">tr {</span></span>
<span id="cb27-38"><a href="#cb27-38" aria-hidden="true" tabindex="-1"></a><span class="st">    border-bottom: 1px solid #ddd;</span></span>
<span id="cb27-39"><a href="#cb27-39" aria-hidden="true" tabindex="-1"></a><span class="st">}</span></span>
<span id="cb27-40"><a href="#cb27-40" aria-hidden="true" tabindex="-1"></a><span class="st">&lt;/style&gt;</span></span>
<span id="cb27-41"><a href="#cb27-41" aria-hidden="true" tabindex="-1"></a><span class="st">"""</span></span>
<span id="cb27-42"><a href="#cb27-42" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb27-43"><a href="#cb27-43" aria-hidden="true" tabindex="-1"></a><span class="cf">with</span> <span class="bu">open</span>(<span class="st">"top10_sentiment.html"</span>, <span class="st">"w"</span>) <span class="im">as</span> f:</span>
<span id="cb27-44"><a href="#cb27-44" aria-hidden="true" tabindex="-1"></a>    f.write(border_css <span class="op">+</span> styled_html)</span>
<span id="cb27-45"><a href="#cb27-45" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb27-46"><a href="#cb27-46" aria-hidden="true" tabindex="-1"></a>styled</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="27">
<style type="text/css">
#T_a818a th {
  font-size: 12pt;
  text-align: center;
}
#T_a818a tr {
  border-bottom: 1px solid #ddd;
}
#T_a818a_row0_col0, #T_a818a_row1_col0, #T_a818a_row2_col0, #T_a818a_row3_col0, #T_a818a_row4_col0, #T_a818a_row5_col0, #T_a818a_row6_col0, #T_a818a_row7_col0, #T_a818a_row8_col0, #T_a818a_row9_col0 {
  font-size: 11pt;
  text-align: left;
}
#T_a818a_row0_col1, #T_a818a_row1_col1 {
  text-align: center;
  background-color: #08306b;
  color: #f1f1f1;
}
#T_a818a_row2_col1 {
  text-align: center;
  background-color: #08519c;
  color: #f1f1f1;
}
#T_a818a_row3_col1 {
  text-align: center;
  background-color: #3181bd;
  color: #f1f1f1;
}
#T_a818a_row4_col1, #T_a818a_row5_col1, #T_a818a_row6_col1, #T_a818a_row7_col1, #T_a818a_row8_col1, #T_a818a_row9_col1 {
  text-align: center;
  background-color: #f7fbff;
  color: #000000;
}
</style>

<table id="T_a818a" class="caption-top table table-sm table-striped small">
<colgroup>
<col style="width: 50%">
<col style="width: 50%">
</colgroup>
<thead>
<tr class="header">
<th id="T_a818a_level0_col0" class="col_heading level0 col0" data-quarto-table-cell-role="th">Comment</th>
<th id="T_a818a_level0_col1" class="col_heading level0 col1" data-quarto-table-cell-role="th">Sentiment Score</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td id="T_a818a_row0_col0" class="data row0 col0">I grew up around the corner from this library and spent a great deal of time in<br>
it. It was in need of expansion in the 90s and I really hope the city builds a<br>
great library there as the residents really deserve it. The article makes it<br>
sound like the residents have no real point and are just trying to block<br>
housing, but I think they're right on this one. For me, the library was a safe<br>
escape from the streets. It can't be that if it is placed within PHA housing --<br>
and I mean that in the nicest way possible. Having grown up in N. Philly it<br>
isn't a section of the city where there is a lack of land for affordable housing<br>
development. I was there for Street's Neighborhood Transformation Initiative<br>
where they bulldozed scores of vacant houses to create massive lots. Which was a<br>
welcome change as it made walking down many streets safer... Building on lots<br>
like those makes more sense to me than this proposal. The city needs to increase<br>
the options available for kids to have positive places to seek refuge and the<br>
city needs to really invest in ways that show black kids, especially, that we're<br>
more than just set pieces to entertain others. Meaning, the city can invest in<br>
more than the REC center or sports in neighborhoods like N. Philly. Just my $.02</td>
<td id="T_a818a_row0_col1" class="data row0 col1">0.800000</td>
</tr>
<tr class="even">
<td id="T_a818a_row1_col0" class="data row1 col0">Thanks for sharing this story. It's good to see the neighbors are focused on the<br>
library and the library only, not turning it into some mixed use development.</td>
<td id="T_a818a_row1_col1" class="data row1 col1">0.800000</td>
</tr>
<tr class="odd">
<td id="T_a818a_row2_col0" class="data row2 col0">Yup. During the renovations of my town’s library they created a temporary<br>
library in a leased commercial space. Is it perfect? No? Does it maintain access<br>
to books and services temporarily while they work on a bigger and better library<br>
to provide even better services? Yes. It just takes a bit of creativity.</td>
<td id="T_a818a_row2_col1" class="data row2 col1">0.700000</td>
</tr>
<tr class="even">
<td id="T_a818a_row3_col0" class="data row3 col0">Libraries offer lots of things that rec centers can't. They're both great<br>
options, but they aren't interchangeable.</td>
<td id="T_a818a_row3_col1" class="data row3 col1">0.550000</td>
</tr>
<tr class="odd">
<td id="T_a818a_row4_col0" class="data row4 col0">Not sure how good faith the argument is but some of the quotes from the article<br>
prefer having the library for use as a place for kids to keep out of trouble,<br>
and by making the project a full redevelopment for the housing and mix use,<br>
they'd be without the library. That doesn't sound as unreasonable as the<br>
headline would suggest.</td>
<td id="T_a818a_row4_col1" class="data row4 col1">0.000000</td>
</tr>
<tr class="even">
<td id="T_a818a_row5_col0" class="data row5 col0">There's also a rec center two blocks away. If lack of access to books and work<br>
space is the issue, I'm betting there's a way to work that out</td>
<td id="T_a818a_row5_col1" class="data row5 col1">0.000000</td>
</tr>
<tr class="odd">
<td id="T_a818a_row6_col0" class="data row6 col0">Rec centers are awesome but don't replace libraries. I agree with u/inherendo<br>
that the headline evokes NIMBYism but the article reads more like people not<br>
wanting their library turned into a long-term real-estate project.</td>
<td id="T_a818a_row6_col1" class="data row6 col1">0.000000</td>
</tr>
<tr class="even">
<td id="T_a818a_row7_col0" class="data row7 col0">I'm not seeing an objection in the article that suggests anyone thinks they'd be<br>
without the library. It looks like all the objections are to having additional<br>
housing. But feel free to correct me if I'm misreading something.</td>
<td id="T_a818a_row7_col1" class="data row7 col1">0.000000</td>
</tr>
<tr class="odd">
<td id="T_a818a_row8_col0" class="data row8 col0">I agree. The article does't say anything about losing the library. My guess is<br>
the objection could be about temporarily losing it during construction but<br>
that's all I can think of.</td>
<td id="T_a818a_row8_col1" class="data row8 col1">0.000000</td>
</tr>
<tr class="even">
<td id="T_a818a_row9_col0" class="data row9 col0">I'll bite. How does housing improve the library? I can see the argument for the<br>
library adding value to the housing but vice versa?</td>
<td id="T_a818a_row9_col1" class="data row9 col1">0.000000</td>
</tr>
</tbody>
</table>
</div>
</div>
</section>
<section id="most-negative-comments" class="level4">
<h4 class="anchored" data-anchor-id="most-negative-comments">10 Most Negative Comments</h4>
<div id="5096f2bd" class="cell" data-execution_count="28">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb28"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb28-1"><a href="#cb28-1" aria-hidden="true" tabindex="-1"></a>cecillibrary.nsmallest(<span class="dv">10</span>, <span class="st">"sentiment_score"</span>)[[<span class="st">"body"</span>, <span class="st">"sentiment_score"</span>]]</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="28">
<div>


<table class="dataframe caption-top table table-sm table-striped small" data-border="1">
<thead>
<tr class="header">
<th data-quarto-table-cell-role="th"></th>
<th data-quarto-table-cell-role="th">body</th>
<th data-quarto-table-cell-role="th">sentiment_score</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<th data-quarto-table-cell-role="th">34</th>
<td>Young on speed cameras in school zones: needs ...</td>
<td>-0.90</td>
</tr>
<tr class="even">
<th data-quarto-table-cell-role="th">25</th>
<td>Young tanked the community plan and now is hol...</td>
<td>-0.80</td>
</tr>
<tr class="odd">
<th data-quarto-table-cell-role="th">61</th>
<td>Fuck this stupid ass city man</td>
<td>-0.80</td>
</tr>
<tr class="even">
<th data-quarto-table-cell-role="th">65</th>
<td>Libraries aren’t for kids. You know what libra...</td>
<td>-0.75</td>
</tr>
<tr class="odd">
<th data-quarto-table-cell-role="th">15</th>
<td>Several people and librarians raised some vali...</td>
<td>-0.70</td>
</tr>
<tr class="even">
<th data-quarto-table-cell-role="th">26</th>
<td>Have to love blowing up a plan that is already...</td>
<td>-0.70</td>
</tr>
<tr class="odd">
<th data-quarto-table-cell-role="th">33</th>
<td>Piling on housing is ridiculous, just fix the ...</td>
<td>-0.70</td>
</tr>
<tr class="even">
<th data-quarto-table-cell-role="th">60</th>
<td>I figured this might be a legitimate concern a...</td>
<td>-0.70</td>
</tr>
<tr class="odd">
<th data-quarto-table-cell-role="th">63</th>
<td>There is a rec center a block away im not sayi...</td>
<td>-0.65</td>
</tr>
<tr class="even">
<th data-quarto-table-cell-role="th">2</th>
<td>Replacing the entire building could take 3-5 y...</td>