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<h1 class="header-title">A Rustic Re-Podcasting Server (Part 1)</h1>
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<p class="header-date"> <a href="https://bspeice.github.io/author/bradlee-speice.html">Bradlee Speice</a>, Sat 22 October 2016, <a href="https://bspeice.github.io/category/blog.html">Blog</a></p>
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<p class="header-date"> <a href="/author/bradlee-speice.html">Bradlee Speice</a>, Sat 22 October 2016, <a href="/category/blog.html">Blog</a></p>
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<a href="https://bspeice.github.io/tag/nutone.html">nutone</a>, <a href="https://bspeice.github.io/tag/rust.html">Rust</a> </p>
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<a href="/tag/nutone.html">nutone</a>, <a href="/tag/rust.html">Rust</a> </p>
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@ -128,15 +115,15 @@ on some bad cases, <code>str <-> bytes</code> specifically), but Rust is h
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should be incredibly simple: All I want is to echo back
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<code>Didn't find URL: <url></code>. Shouldn't be that hard right? In Python I'd just do
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something like:</p>
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<div class="highlight"><pre><span class="k">def</span> <span class="nf">echo_handler</span><span class="p">(</span><span class="n">request</span><span class="p">):</span>
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<div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">echo_handler</span><span class="p">(</span><span class="n">request</span><span class="p">):</span>
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<span class="k">return</span> <span class="s2">"You're visiting: {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">request</span><span class="o">.</span><span class="n">uri</span><span class="p">)</span>
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</pre></div>
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<p>And we'd call it a day. Rust isn't so simple. Let's start with the trivial
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examples people post online:</p>
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<div class="highlight"><pre><span class="k">fn</span><span class="w"> </span><span class="n">hello_world</span><span class="p">(</span><span class="n">req</span><span class="o">:</span><span class="w"> </span><span class="o">&</span><span class="k">mut</span><span class="w"> </span><span class="n">Request</span><span class="p">)</span><span class="w"> </span><span class="o">-></span><span class="w"> </span><span class="n">IronResult</span><span class="o"><</span><span class="n">Response</span><span class="o">></span><span class="w"> </span><span class="p">{</span><span class="w"></span>
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<span class="w"> </span><span class="nb">Ok</span><span class="p">(</span><span class="n">Response</span><span class="o">::</span><span class="n">with</span><span class="p">((</span><span class="n">status</span><span class="o">::</span><span class="nb">Ok</span><span class="p">,</span><span class="w"> </span><span class="s">"You found the server!"</span><span class="p">)))</span><span class="w"></span>
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<div class="highlight"><pre><span></span><span class="k">fn</span> <span class="nf">hello_world</span><span class="p">(</span><span class="n">req</span>: <span class="kp">&</span><span class="nc">mut</span><span class="w"> </span><span class="n">Request</span><span class="p">)</span><span class="w"> </span>-> <span class="nc">IronResult</span><span class="o"><</span><span class="n">Response</span><span class="o">></span><span class="w"> </span><span class="p">{</span><span class="w"></span>
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<span class="w"> </span><span class="nb">Ok</span><span class="p">(</span><span class="n">Response</span>::<span class="n">with</span><span class="p">((</span><span class="n">status</span>::<span class="nb">Ok</span><span class="p">,</span><span class="w"> </span><span class="s">"You found the server!"</span><span class="p">)))</span><span class="w"></span>
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<span class="p">}</span><span class="w"></span>
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</pre></div>
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@ -145,22 +132,22 @@ examples people post online:</p>
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version! All we need to do is just send back a string of some form. So, we
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look up the documentation for <a href="http://ironframework.io/doc/iron/request/struct.Request.html"><code>Request</code></a> and see a <code>url</code> field that will contain
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what we want. Let's try the first iteration:</p>
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<div class="highlight"><pre><span class="k">fn</span><span class="w"> </span><span class="n">hello_world</span><span class="p">(</span><span class="n">req</span><span class="o">:</span><span class="w"> </span><span class="o">&</span><span class="k">mut</span><span class="w"> </span><span class="n">Request</span><span class="p">)</span><span class="w"> </span><span class="o">-></span><span class="w"> </span><span class="n">IronResult</span><span class="o"><</span><span class="n">Response</span><span class="o">></span><span class="w"> </span><span class="p">{</span><span class="w"></span>
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<span class="w"> </span><span class="nb">Ok</span><span class="p">(</span><span class="n">Response</span><span class="o">::</span><span class="n">with</span><span class="p">((</span><span class="n">status</span><span class="o">::</span><span class="nb">Ok</span><span class="p">,</span><span class="w"> </span><span class="s">"You found the URL: "</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">req</span><span class="p">.</span><span class="n">url</span><span class="p">)))</span><span class="w"></span>
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<div class="highlight"><pre><span></span><span class="k">fn</span> <span class="nf">hello_world</span><span class="p">(</span><span class="n">req</span>: <span class="kp">&</span><span class="nc">mut</span><span class="w"> </span><span class="n">Request</span><span class="p">)</span><span class="w"> </span>-> <span class="nc">IronResult</span><span class="o"><</span><span class="n">Response</span><span class="o">></span><span class="w"> </span><span class="p">{</span><span class="w"></span>
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||||
<span class="w"> </span><span class="nb">Ok</span><span class="p">(</span><span class="n">Response</span>::<span class="n">with</span><span class="p">((</span><span class="n">status</span>::<span class="nb">Ok</span><span class="p">,</span><span class="w"> </span><span class="s">"You found the URL: "</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">req</span><span class="p">.</span><span class="n">url</span><span class="p">)))</span><span class="w"></span>
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<span class="p">}</span><span class="w"></span>
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</pre></div>
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<p>Which yields the error:</p>
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<div class="highlight"><pre>error[E0369]: binary operation `+` cannot be applied to type `&'static str`
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<div class="highlight"><pre><span></span>error[E0369]: binary operation `+` cannot be applied to type `&'static str`
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</pre></div>
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<p>OK, what's going on here? Time to start Googling for <a href="https://www.google.com/#q=concatenate+strings+in+rust">"concatenate strings in Rust"</a>. That's what we
|
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want to do right? Concatenate a static string and the URL.</p>
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||||
<p>After Googling, we come across a helpful <a href="https://doc.rust-lang.org/std/macro.concat!.html"><code>concat!</code></a> macro that looks really nice! Let's try that one:</p>
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<div class="highlight"><pre><span class="k">fn</span><span class="w"> </span><span class="n">hello_world</span><span class="p">(</span><span class="n">req</span><span class="o">:</span><span class="w"> </span><span class="o">&</span><span class="k">mut</span><span class="w"> </span><span class="n">Request</span><span class="p">)</span><span class="w"> </span><span class="o">-></span><span class="w"> </span><span class="n">IronResult</span><span class="o"><</span><span class="n">Response</span><span class="o">></span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="nb">Ok</span><span class="p">(</span><span class="n">Response</span><span class="o">::</span><span class="n">with</span><span class="p">((</span><span class="n">status</span><span class="o">::</span><span class="nb">Ok</span><span class="p">,</span><span class="w"> </span><span class="n">concat</span><span class="o">!</span><span class="p">(</span><span class="s">"You found the URL: "</span><span class="p">,</span><span class="w"> </span><span class="n">req</span><span class="p">.</span><span class="n">url</span><span class="p">))))</span><span class="w"></span>
|
||||
<div class="highlight"><pre><span></span><span class="k">fn</span> <span class="nf">hello_world</span><span class="p">(</span><span class="n">req</span>: <span class="kp">&</span><span class="nc">mut</span><span class="w"> </span><span class="n">Request</span><span class="p">)</span><span class="w"> </span>-> <span class="nc">IronResult</span><span class="o"><</span><span class="n">Response</span><span class="o">></span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="nb">Ok</span><span class="p">(</span><span class="n">Response</span>::<span class="n">with</span><span class="p">((</span><span class="n">status</span>::<span class="nb">Ok</span><span class="p">,</span><span class="w"> </span><span class="n">concat</span><span class="o">!</span><span class="p">(</span><span class="s">"You found the URL: "</span><span class="p">,</span><span class="w"> </span><span class="n">req</span><span class="p">.</span><span class="n">url</span><span class="p">))))</span><span class="w"></span>
|
||||
<span class="p">}</span><span class="w"></span>
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||||
</pre></div>
|
||||
|
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@ -172,8 +159,8 @@ at compile time what <code>req.url</code> is. Which, in my outsider opinion, is
|
||||
strange. <code>println!</code> and <code>format!</code>, etc., all handle values they don't know at
|
||||
compile time. Why can't <code>concat!</code>? By any means, we need a new plan of attack.
|
||||
How about we try formatting strings?</p>
|
||||
<div class="highlight"><pre><span class="k">fn</span><span class="w"> </span><span class="n">hello_world</span><span class="p">(</span><span class="n">req</span><span class="o">:</span><span class="w"> </span><span class="o">&</span><span class="k">mut</span><span class="w"> </span><span class="n">Request</span><span class="p">)</span><span class="w"> </span><span class="o">-></span><span class="w"> </span><span class="n">IronResult</span><span class="o"><</span><span class="n">Response</span><span class="o">></span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="nb">Ok</span><span class="p">(</span><span class="n">Response</span><span class="o">::</span><span class="n">with</span><span class="p">((</span><span class="n">status</span><span class="o">::</span><span class="nb">Ok</span><span class="p">,</span><span class="w"> </span><span class="n">format</span><span class="o">!</span><span class="p">(</span><span class="s">"You found the URL: {}"</span><span class="p">,</span><span class="w"> </span><span class="n">req</span><span class="p">.</span><span class="n">url</span><span class="p">))))</span><span class="w"></span>
|
||||
<div class="highlight"><pre><span></span><span class="k">fn</span> <span class="nf">hello_world</span><span class="p">(</span><span class="n">req</span>: <span class="kp">&</span><span class="nc">mut</span><span class="w"> </span><span class="n">Request</span><span class="p">)</span><span class="w"> </span>-> <span class="nc">IronResult</span><span class="o"><</span><span class="n">Response</span><span class="o">></span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="nb">Ok</span><span class="p">(</span><span class="n">Response</span>::<span class="n">with</span><span class="p">((</span><span class="n">status</span>::<span class="nb">Ok</span><span class="p">,</span><span class="w"> </span><span class="n">format</span><span class="o">!</span><span class="p">(</span><span class="s">"You found the URL: {}"</span><span class="p">,</span><span class="w"> </span><span class="n">req</span><span class="p">.</span><span class="n">url</span><span class="p">))))</span><span class="w"></span>
|
||||
<span class="p">}</span><span class="w"></span>
|
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</pre></div>
|
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|
||||
@ -204,9 +191,9 @@ working on things that are a bit more complex?</p>
|
||||
<p>We're going to cover that here. Our first try: creating a function which returns
|
||||
other functions. This is a principle called <a href="http://stackoverflow.com/a/36321/1454178">currying</a>. We set up a function that allows us to keep some data in scope
|
||||
for another function to come later.</p>
|
||||
<div class="highlight"><pre><span class="k">fn</span><span class="w"> </span><span class="n">build_handler</span><span class="p">(</span><span class="n">message</span><span class="o">:</span><span class="w"> </span><span class="nb">String</span><span class="p">)</span><span class="w"> </span><span class="o">-></span><span class="w"> </span><span class="nb">Fn</span><span class="p">(</span><span class="o">&</span><span class="k">mut</span><span class="w"> </span><span class="n">Request</span><span class="p">)</span><span class="w"> </span><span class="o">-></span><span class="w"> </span><span class="n">IronResult</span><span class="o"><</span><span class="n">Response</span><span class="o">></span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="n">move</span><span class="w"> </span><span class="o">|</span><span class="n">_</span><span class="o">:</span><span class="w"> </span><span class="o">&</span><span class="k">mut</span><span class="w"> </span><span class="n">Request</span><span class="o">|</span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="nb">Ok</span><span class="p">(</span><span class="n">Response</span><span class="o">::</span><span class="n">with</span><span class="p">((</span><span class="n">status</span><span class="o">::</span><span class="nb">Ok</span><span class="p">,</span><span class="w"> </span><span class="n">message</span><span class="p">)))</span><span class="w"></span>
|
||||
<div class="highlight"><pre><span></span><span class="k">fn</span> <span class="nf">build_handler</span><span class="p">(</span><span class="n">message</span>: <span class="nb">String</span><span class="p">)</span><span class="w"> </span>-> <span class="nb">Fn</span><span class="p">(</span><span class="o">&</span><span class="k">mut</span><span class="w"> </span><span class="n">Request</span><span class="p">)</span><span class="w"> </span>-> <span class="nc">IronResult</span><span class="o"><</span><span class="n">Response</span><span class="o">></span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="k">move</span><span class="w"> </span><span class="o">|</span><span class="n">_</span>: <span class="kp">&</span><span class="nc">mut</span><span class="w"> </span><span class="n">Request</span><span class="o">|</span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="nb">Ok</span><span class="p">(</span><span class="n">Response</span>::<span class="n">with</span><span class="p">((</span><span class="n">status</span>::<span class="nb">Ok</span><span class="p">,</span><span class="w"> </span><span class="n">message</span><span class="p">)))</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="p">}</span><span class="w"></span>
|
||||
<span class="p">}</span><span class="w"></span>
|
||||
</pre></div>
|
||||
@ -215,7 +202,7 @@ for another function to come later.</p>
|
||||
<p>We've simply set up a function that returns another anonymous function with the
|
||||
<code>message</code> parameter scoped in. If you compile this, you get not 1, not 2, but 5
|
||||
new errors. 4 of them are the same though:</p>
|
||||
<div class="highlight"><pre>error[E0277]: the trait bound `for<'r, 'r, 'r> std::ops::Fn(&'r mut iron::Request<'r, 'r>) -> std::result::Result<iron::Response, iron::IronError> + 'static: std::marker::Sized` is not satisfied
|
||||
<div class="highlight"><pre><span></span>error[E0277]: the trait bound `for<'r, 'r, 'r> std::ops::Fn(&'r mut iron::Request<'r, 'r>) -> std::result::Result<iron::Response, iron::IronError> + 'static: std::marker::Sized` is not satisfied
|
||||
</pre></div>
|
||||
|
||||
|
||||
@ -243,19 +230,19 @@ we've been working with so far.</p>
|
||||
<p>The principle is that we need to define a new <code>struct</code> to hold our data, then
|
||||
implement that <code>handle()</code> method to return the result. Something that looks
|
||||
like this might do:</p>
|
||||
<div class="highlight"><pre><span class="k">struct</span><span class="w"> </span><span class="n">EchoHandler</span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="n">message</span><span class="o">:</span><span class="w"> </span><span class="nb">String</span><span class="w"></span>
|
||||
<div class="highlight"><pre><span></span><span class="k">struct</span> <span class="nc">EchoHandler</span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="n">message</span>: <span class="nb">String</span>
|
||||
<span class="p">}</span><span class="w"></span>
|
||||
|
||||
<span class="k">impl</span><span class="w"> </span><span class="n">Handler</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">EchoHandler</span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="k">fn</span><span class="w"> </span><span class="n">handle</span><span class="p">(</span><span class="o">&</span><span class="bp">self</span><span class="p">,</span><span class="w"> </span><span class="n">_</span><span class="o">:</span><span class="w"> </span><span class="o">&</span><span class="k">mut</span><span class="w"> </span><span class="n">Request</span><span class="p">)</span><span class="w"> </span><span class="o">-></span><span class="w"> </span><span class="n">IronResult</span><span class="o"><</span><span class="n">Response</span><span class="o">></span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="nb">Ok</span><span class="p">(</span><span class="n">Response</span><span class="o">::</span><span class="n">with</span><span class="p">((</span><span class="n">status</span><span class="o">::</span><span class="nb">Ok</span><span class="p">,</span><span class="w"> </span><span class="bp">self</span><span class="p">.</span><span class="n">message</span><span class="p">)))</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="k">fn</span> <span class="nf">handle</span><span class="p">(</span><span class="o">&</span><span class="bp">self</span><span class="p">,</span><span class="w"> </span><span class="n">_</span>: <span class="kp">&</span><span class="nc">mut</span><span class="w"> </span><span class="n">Request</span><span class="p">)</span><span class="w"> </span>-> <span class="nc">IronResult</span><span class="o"><</span><span class="n">Response</span><span class="o">></span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="nb">Ok</span><span class="p">(</span><span class="n">Response</span>::<span class="n">with</span><span class="p">((</span><span class="n">status</span>::<span class="nb">Ok</span><span class="p">,</span><span class="w"> </span><span class="bp">self</span><span class="p">.</span><span class="n">message</span><span class="p">)))</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="p">}</span><span class="w"></span>
|
||||
<span class="p">}</span><span class="w"></span>
|
||||
|
||||
<span class="c1">// Later in the code when we set up the router...</span>
|
||||
<span class="kd">let</span><span class="w"> </span><span class="n">echo</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">EchoHandler</span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="n">message</span><span class="o">:</span><span class="w"> </span><span class="s">"Is it working yet?"</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="n">message</span>: <span class="s">"Is it working yet?"</span><span class="w"></span>
|
||||
<span class="p">}</span><span class="w"></span>
|
||||
<span class="n">router</span><span class="p">.</span><span class="n">get</span><span class="p">(</span><span class="s">"/"</span><span class="p">,</span><span class="w"> </span><span class="n">echo</span><span class="p">.</span><span class="n">handle</span><span class="p">,</span><span class="w"> </span><span class="s">"index"</span><span class="p">);</span><span class="w"></span>
|
||||
</pre></div>
|
||||
@ -264,38 +251,38 @@ like this might do:</p>
|
||||
<p>We attempt to build a struct, and give its <code>handle</code> method off to the router
|
||||
so the router knows what to do.</p>
|
||||
<p>You guessed it, more errors:</p>
|
||||
<div class="highlight"><pre><span class="n">error</span><span class="o">:</span> <span class="n">attempted</span> <span class="n">to</span> <span class="n">take</span> <span class="n">value</span> <span class="n">of</span> <span class="n">method</span> <span class="err">`</span><span class="n">handle</span><span class="err">`</span> <span class="n">on</span> <span class="n">type</span> <span class="err">`</span><span class="n">EchoHandler</span><span class="err">`</span>
|
||||
<div class="highlight"><pre><span></span><span class="n">error</span><span class="o">:</span> <span class="n">attempted</span> <span class="n">to</span> <span class="n">take</span> <span class="n">value</span> <span class="n">of</span> <span class="n">method</span> <span class="err">`</span><span class="n">handle</span><span class="err">`</span> <span class="n">on</span> <span class="n">type</span> <span class="err">`</span><span class="n">EchoHandler</span><span class="err">`</span>
|
||||
</pre></div>
|
||||
|
||||
|
||||
<p>Now, the Rust compiler is actually a really nice fellow, and offers us help:</p>
|
||||
<div class="highlight"><pre><span class="n">help</span><span class="o">:</span> <span class="n">maybe</span> <span class="n">a</span> <span class="err">`</span><span class="o">()</span><span class="err">`</span> <span class="n">to</span> <span class="n">call</span> <span class="n">it</span> <span class="k">is</span> <span class="n">missing</span><span class="o">?</span> <span class="n">If</span> <span class="n">not</span><span class="o">,</span> <span class="k">try</span> <span class="n">an</span> <span class="n">anonymous</span> <span class="kd">function</span>
|
||||
<div class="highlight"><pre><span></span><span class="n">help</span><span class="o">:</span> <span class="n">maybe</span> <span class="n">a</span> <span class="err">`</span><span class="o">()</span><span class="err">`</span> <span class="n">to</span> <span class="n">call</span> <span class="n">it</span> <span class="k">is</span> <span class="n">missing</span><span class="o">?</span> <span class="n">If</span> <span class="n">not</span><span class="o">,</span> <span class="k">try</span> <span class="n">an</span> <span class="n">anonymous</span> <span class="kd">function</span>
|
||||
</pre></div>
|
||||
|
||||
|
||||
<p>We definitely don't want to call that function, so maybe try an anonymous
|
||||
function as it recommends?</p>
|
||||
<div class="highlight"><pre><span class="n">router</span><span class="p">.</span><span class="n">get</span><span class="p">(</span><span class="s">"/"</span><span class="p">,</span><span class="w"> </span><span class="o">|</span><span class="n">req</span><span class="o">:</span><span class="w"> </span><span class="o">&</span><span class="k">mut</span><span class="w"> </span><span class="n">Request</span><span class="o">|</span><span class="w"> </span><span class="n">echo</span><span class="p">.</span><span class="n">handle</span><span class="p">(</span><span class="n">req</span><span class="p">),</span><span class="w"> </span><span class="s">"index"</span><span class="p">);</span><span class="w"></span>
|
||||
<div class="highlight"><pre><span></span><span class="n">router</span><span class="p">.</span><span class="n">get</span><span class="p">(</span><span class="s">"/"</span><span class="p">,</span><span class="w"> </span><span class="o">|</span><span class="n">req</span>: <span class="kp">&</span><span class="nc">mut</span><span class="w"> </span><span class="n">Request</span><span class="o">|</span><span class="w"> </span><span class="n">echo</span><span class="p">.</span><span class="n">handle</span><span class="p">(</span><span class="n">req</span><span class="p">),</span><span class="w"> </span><span class="s">"index"</span><span class="p">);</span><span class="w"></span>
|
||||
</pre></div>
|
||||
|
||||
|
||||
<p>Another error:</p>
|
||||
<div class="highlight"><pre>error[E0373]: closure may outlive the current function, but it borrows `echo`, which is owned by the current function
|
||||
<div class="highlight"><pre><span></span>error[E0373]: closure may outlive the current function, but it borrows `echo`, which is owned by the current function
|
||||
</pre></div>
|
||||
|
||||
|
||||
<p>Another helpful message:</p>
|
||||
<div class="highlight"><pre><span class="n">help</span><span class="o">:</span> <span class="n">to</span> <span class="n">force</span> <span class="n">the</span> <span class="n">closure</span> <span class="n">to</span> <span class="n">take</span> <span class="n">ownership</span> <span class="n">of</span> <span class="err">`</span><span class="n">echo</span><span class="err">`</span> <span class="o">(</span><span class="n">and</span> <span class="n">any</span> <span class="n">other</span> <span class="n">referenced</span> <span class="n">variables</span><span class="o">),</span> <span class="n">use</span> <span class="n">the</span> <span class="err">`</span><span class="n">move</span><span class="err">`</span> <span class="n">keyword</span>
|
||||
<div class="highlight"><pre><span></span><span class="n">help</span><span class="o">:</span> <span class="n">to</span> <span class="n">force</span> <span class="n">the</span> <span class="n">closure</span> <span class="n">to</span> <span class="n">take</span> <span class="n">ownership</span> <span class="n">of</span> <span class="err">`</span><span class="n">echo</span><span class="err">`</span> <span class="o">(</span><span class="n">and</span> <span class="n">any</span> <span class="n">other</span> <span class="n">referenced</span> <span class="n">variables</span><span class="o">),</span> <span class="n">use</span> <span class="n">the</span> <span class="err">`</span><span class="n">move</span><span class="err">`</span> <span class="n">keyword</span>
|
||||
</pre></div>
|
||||
|
||||
|
||||
<p>We're getting closer though! Let's implement this change:</p>
|
||||
<div class="highlight"><pre><span class="n">router</span><span class="p">.</span><span class="n">get</span><span class="p">(</span><span class="s">"/"</span><span class="p">,</span><span class="w"> </span><span class="n">move</span><span class="w"> </span><span class="o">|</span><span class="n">req</span><span class="o">:</span><span class="w"> </span><span class="o">&</span><span class="k">mut</span><span class="w"> </span><span class="n">Request</span><span class="o">|</span><span class="w"> </span><span class="n">echo</span><span class="p">.</span><span class="n">handle</span><span class="p">(</span><span class="n">req</span><span class="p">),</span><span class="w"> </span><span class="s">"index"</span><span class="p">);</span><span class="w"></span>
|
||||
<div class="highlight"><pre><span></span><span class="n">router</span><span class="p">.</span><span class="n">get</span><span class="p">(</span><span class="s">"/"</span><span class="p">,</span><span class="w"> </span><span class="k">move</span><span class="w"> </span><span class="o">|</span><span class="n">req</span>: <span class="kp">&</span><span class="nc">mut</span><span class="w"> </span><span class="n">Request</span><span class="o">|</span><span class="w"> </span><span class="n">echo</span><span class="p">.</span><span class="n">handle</span><span class="p">(</span><span class="n">req</span><span class="p">),</span><span class="w"> </span><span class="s">"index"</span><span class="p">);</span><span class="w"></span>
|
||||
</pre></div>
|
||||
|
||||
|
||||
<p>And here's where things get strange:</p>
|
||||
<div class="highlight"><pre>error[E0507]: cannot move out of borrowed content
|
||||
<div class="highlight"><pre><span></span>error[E0507]: cannot move out of borrowed content
|
||||
--> src/main.rs:18:40
|
||||
|
|
||||
18 | Ok(Response::with((status::Ok, self.message)))
|
||||
@ -320,7 +307,7 @@ instead of transferring ownership</li>
|
||||
audience out. Because <code>iron</code> won't accept a reference, we are forced into the
|
||||
second option: making a copy. To do so, we just need to change the function
|
||||
to look like this:</p>
|
||||
<div class="highlight"><pre><span class="nb">Ok</span><span class="p">(</span><span class="n">Response</span><span class="o">::</span><span class="n">with</span><span class="p">((</span><span class="n">status</span><span class="o">::</span><span class="nb">Ok</span><span class="p">,</span><span class="w"> </span><span class="bp">self</span><span class="p">.</span><span class="n">message</span><span class="p">.</span><span class="n">clone</span><span class="p">())))</span><span class="w"></span>
|
||||
<div class="highlight"><pre><span></span><span class="nb">Ok</span><span class="p">(</span><span class="n">Response</span>::<span class="n">with</span><span class="p">((</span><span class="n">status</span>::<span class="nb">Ok</span><span class="p">,</span><span class="w"> </span><span class="bp">self</span><span class="p">.</span><span class="n">message</span><span class="p">.</span><span class="n">clone</span><span class="p">())))</span><span class="w"></span>
|
||||
</pre></div>
|
||||
|
||||
|
||||
@ -356,20 +343,6 @@ incredibly precise about how I use it.</p>
|
||||
going to take me a lot longer to do this than I originally thought.</p>
|
||||
|
||||
|
||||
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@ -381,7 +354,6 @@ going to take me a lot longer to do this than I originally thought.</p>
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@ -51,7 +39,7 @@
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<dt>Tue 16 January 2018</dt>
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<dd><a href="/captains-cookbook-part-1.html">Captain's Cookbook - Part 1</a></dd>
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<dt>Tue 01 November 2016</dt>
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<dd><a href="https://bspeice.github.io/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
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||||
<dd><a href="/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
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<dt>Sat 22 October 2016</dt>
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||||
<dd><a href="https://bspeice.github.io/a-rustic-re-podcasting-server-part-1.html">A Rustic Re-Podcasting Server (Part 1)</a></dd>
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<dt>Sat 05 March 2016</dt>
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<dd><a href="https://bspeice.github.io/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
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<dt>Fri 26 February 2016</dt>
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<dd><a href="https://bspeice.github.io/profitability-using-the-investment-formula.html">Profitability using the Investment Formula</a></dd>
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<dt>Wed 03 February 2016</dt>
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<dt>Fri 01 January 2016</dt>
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|
||||
<dd><a href="/complaining-about-the-weather.html">Complaining about the Weather</a></dd>
|
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<dt>Sat 26 December 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/testing-cramer.html">Testing Cramer</a></dd>
|
||||
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|
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<dt>Fri 27 November 2015</dt>
|
||||
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|
||||
<dd><a href="/autocallable-bonds.html">Autocallable Bonds</a></dd>
|
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<dt>Thu 19 November 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
||||
<dd><a href="/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -122,7 +112,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
File diff suppressed because one or more lines are too long
@ -6,19 +6,18 @@
|
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<meta name="viewport" content="width=device-width, initial-scale=1">
|
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|
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|
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<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
||||
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||||
|
||||
<title> Bradlee Speice - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
||||
<link href="https://bspeice.github.io/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
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<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
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|
||||
<!-- /Stylesheets -->
|
||||
|
||||
<!-- RSS Feeds -->
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||||
<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
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<!-- /RSS Feeds -->
|
||||
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||||
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
|
||||
@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
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<![endif]-->
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||||
|
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<!-- Google Analytics -->
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(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
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<!-- /Google Analytics -->
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</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
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</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,36 +68,38 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/author/bradlee-speice.html"></a></h2>
|
||||
<h2><a href="/author/bradlee-speice.html"></a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Tue 16 January 2018</dt>
|
||||
<dd><a href="/captains-cookbook-part-1.html">Captain's Cookbook - Part 1</a></dd>
|
||||
<dt>Tue 01 November 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
<dd><a href="/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
<dt>Sat 22 October 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/a-rustic-re-podcasting-server-part-1.html">A Rustic Re-Podcasting Server (Part 1)</a></dd>
|
||||
<dd><a href="/a-rustic-re-podcasting-server-part-1.html">A Rustic Re-Podcasting Server (Part 1)</a></dd>
|
||||
<dt>Wed 08 June 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
|
||||
<dd><a href="/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
|
||||
<dt>Sun 15 May 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/the-unfair-casino.html">The Unfair Casino</a></dd>
|
||||
<dd><a href="/the-unfair-casino.html">The Unfair Casino</a></dd>
|
||||
<dt>Wed 06 April 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/tick-tock.html">Tick Tock...</a></dd>
|
||||
<dd><a href="/tick-tock.html">Tick Tock...</a></dd>
|
||||
<dt>Mon 28 March 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/tweet-like-me.html">Tweet Like Me</a></dd>
|
||||
<dd><a href="/tweet-like-me.html">Tweet Like Me</a></dd>
|
||||
<dt>Sat 05 March 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
<dd><a href="/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
<dt>Fri 26 February 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/profitability-using-the-investment-formula.html">Profitability using the Investment Formula</a></dd>
|
||||
<dd><a href="/profitability-using-the-investment-formula.html">Profitability using the Investment Formula</a></dd>
|
||||
<dt>Wed 03 February 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/guaranteed-money-maker.html">Guaranteed Money Maker</a></dd>
|
||||
<dd><a href="/guaranteed-money-maker.html">Guaranteed Money Maker</a></dd>
|
||||
<dt>Sat 23 January 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/cloudy-in-seattle.html">Cloudy in Seattle</a></dd>
|
||||
<dd><a href="/cloudy-in-seattle.html">Cloudy in Seattle</a></dd>
|
||||
<dt>Fri 01 January 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/complaining-about-the-weather.html">Complaining about the Weather</a></dd>
|
||||
<dd><a href="/complaining-about-the-weather.html">Complaining about the Weather</a></dd>
|
||||
<dt>Sat 26 December 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/testing-cramer.html">Testing Cramer</a></dd>
|
||||
<dd><a href="/testing-cramer.html">Testing Cramer</a></dd>
|
||||
<dt>Fri 27 November 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/autocallable-bonds.html">Autocallable Bonds</a></dd>
|
||||
<dd><a href="/autocallable-bonds.html">Autocallable Bonds</a></dd>
|
||||
<dt>Thu 19 November 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
||||
<dd><a href="/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -122,7 +112,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" Bradlee Speice">
|
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|
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<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
||||
<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title> Bradlee Speice - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
||||
<link href="https://bspeice.github.io/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="/theme/css/pygment.css" rel="stylesheet">
|
||||
<!-- /Stylesheets -->
|
||||
|
||||
<!-- RSS Feeds -->
|
||||
<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
|
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<!-- /RSS Feeds -->
|
||||
|
||||
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
|
||||
@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
|
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|
||||
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<script>
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|
||||
|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,36 +68,38 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/author/bradlee-speice.html"></a></h2>
|
||||
<h2><a href="/author/bradlee-speice.html"></a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Tue 16 January 2018</dt>
|
||||
<dd><a href="/captains-cookbook-part-1.html">Captain's Cookbook - Part 1</a></dd>
|
||||
<dt>Tue 01 November 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
<dd><a href="/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
<dt>Sat 22 October 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/a-rustic-re-podcasting-server-part-1.html">A Rustic Re-Podcasting Server (Part 1)</a></dd>
|
||||
<dd><a href="/a-rustic-re-podcasting-server-part-1.html">A Rustic Re-Podcasting Server (Part 1)</a></dd>
|
||||
<dt>Wed 08 June 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
|
||||
<dd><a href="/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
|
||||
<dt>Sun 15 May 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/the-unfair-casino.html">The Unfair Casino</a></dd>
|
||||
<dd><a href="/the-unfair-casino.html">The Unfair Casino</a></dd>
|
||||
<dt>Wed 06 April 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/tick-tock.html">Tick Tock...</a></dd>
|
||||
<dd><a href="/tick-tock.html">Tick Tock...</a></dd>
|
||||
<dt>Mon 28 March 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/tweet-like-me.html">Tweet Like Me</a></dd>
|
||||
<dd><a href="/tweet-like-me.html">Tweet Like Me</a></dd>
|
||||
<dt>Sat 05 March 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
<dd><a href="/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
<dt>Fri 26 February 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/profitability-using-the-investment-formula.html">Profitability using the Investment Formula</a></dd>
|
||||
<dd><a href="/profitability-using-the-investment-formula.html">Profitability using the Investment Formula</a></dd>
|
||||
<dt>Wed 03 February 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/guaranteed-money-maker.html">Guaranteed Money Maker</a></dd>
|
||||
<dd><a href="/guaranteed-money-maker.html">Guaranteed Money Maker</a></dd>
|
||||
<dt>Sat 23 January 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/cloudy-in-seattle.html">Cloudy in Seattle</a></dd>
|
||||
<dd><a href="/cloudy-in-seattle.html">Cloudy in Seattle</a></dd>
|
||||
<dt>Fri 01 January 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/complaining-about-the-weather.html">Complaining about the Weather</a></dd>
|
||||
<dd><a href="/complaining-about-the-weather.html">Complaining about the Weather</a></dd>
|
||||
<dt>Sat 26 December 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/testing-cramer.html">Testing Cramer</a></dd>
|
||||
<dd><a href="/testing-cramer.html">Testing Cramer</a></dd>
|
||||
<dt>Fri 27 November 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/autocallable-bonds.html">Autocallable Bonds</a></dd>
|
||||
<dd><a href="/autocallable-bonds.html">Autocallable Bonds</a></dd>
|
||||
<dt>Thu 19 November 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
||||
<dd><a href="/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -122,7 +112,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
57
authors.html
57
authors.html
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content="">
|
||||
<meta name="keywords" content="">
|
||||
<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
||||
<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title> - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
||||
<link href="https://bspeice.github.io/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="/theme/css/pygment.css" rel="stylesheet">
|
||||
<!-- /Stylesheets -->
|
||||
|
||||
<!-- RSS Feeds -->
|
||||
<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
|
||||
<!-- /RSS Feeds -->
|
||||
|
||||
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
|
||||
@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
|
||||
|
||||
<!-- Google Analytics -->
|
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<script>
|
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(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
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(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
|
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m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
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})(window,document,'script','//www.google-analytics.com/analytics.js','ga');
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ga('create', 'UA-74711362-1', 'auto');
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ga('send', 'pageview');
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|
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<!-- /Google Analytics -->
|
||||
|
||||
|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,36 +68,38 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/author/bradlee-speice.html">Bradlee Speice</a></h2>
|
||||
<h2><a href="/author/bradlee-speice.html">Bradlee Speice</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Tue 16 January 2018</dt>
|
||||
<dd><a href="/captains-cookbook-part-1.html">Captain's Cookbook - Part 1</a></dd>
|
||||
<dt>Tue 01 November 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
<dd><a href="/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
<dt>Sat 22 October 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/a-rustic-re-podcasting-server-part-1.html">A Rustic Re-Podcasting Server (Part 1)</a></dd>
|
||||
<dd><a href="/a-rustic-re-podcasting-server-part-1.html">A Rustic Re-Podcasting Server (Part 1)</a></dd>
|
||||
<dt>Wed 08 June 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
|
||||
<dd><a href="/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
|
||||
<dt>Sun 15 May 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/the-unfair-casino.html">The Unfair Casino</a></dd>
|
||||
<dd><a href="/the-unfair-casino.html">The Unfair Casino</a></dd>
|
||||
<dt>Wed 06 April 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/tick-tock.html">Tick Tock...</a></dd>
|
||||
<dd><a href="/tick-tock.html">Tick Tock...</a></dd>
|
||||
<dt>Mon 28 March 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/tweet-like-me.html">Tweet Like Me</a></dd>
|
||||
<dd><a href="/tweet-like-me.html">Tweet Like Me</a></dd>
|
||||
<dt>Sat 05 March 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
<dd><a href="/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
<dt>Fri 26 February 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/profitability-using-the-investment-formula.html">Profitability using the Investment Formula</a></dd>
|
||||
<dd><a href="/profitability-using-the-investment-formula.html">Profitability using the Investment Formula</a></dd>
|
||||
<dt>Wed 03 February 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/guaranteed-money-maker.html">Guaranteed Money Maker</a></dd>
|
||||
<dd><a href="/guaranteed-money-maker.html">Guaranteed Money Maker</a></dd>
|
||||
<dt>Sat 23 January 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/cloudy-in-seattle.html">Cloudy in Seattle</a></dd>
|
||||
<dd><a href="/cloudy-in-seattle.html">Cloudy in Seattle</a></dd>
|
||||
<dt>Fri 01 January 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/complaining-about-the-weather.html">Complaining about the Weather</a></dd>
|
||||
<dd><a href="/complaining-about-the-weather.html">Complaining about the Weather</a></dd>
|
||||
<dt>Sat 26 December 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/testing-cramer.html">Testing Cramer</a></dd>
|
||||
<dd><a href="/testing-cramer.html">Testing Cramer</a></dd>
|
||||
<dt>Fri 27 November 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/autocallable-bonds.html">Autocallable Bonds</a></dd>
|
||||
<dd><a href="/autocallable-bonds.html">Autocallable Bonds</a></dd>
|
||||
<dt>Thu 19 November 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
||||
<dd><a href="/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -122,7 +112,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
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|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
File diff suppressed because one or more lines are too long
313
captains-cookbook-part-1.html
Normal file
313
captains-cookbook-part-1.html
Normal file
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|
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|
||||
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|
||||
<head>
|
||||
<meta charset="utf-8">
|
||||
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|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content="Captain's Cookbook - Part 1 I've been working a lot with Cap'N Proto recently with Rust, but there's a real dearth of information on how to set up and get going quickly. In the interest of trying...">
|
||||
<meta name="keywords" content="capnproto rust">
|
||||
<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title>Captain's Cookbook - Part 1 - Bradlee Speice</title>
|
||||
|
||||
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|
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||||
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|
||||
<h1 class="header-title">Captain's Cookbook - Part 1</h1>
|
||||
<p class="header-date"> <a href="/author/bradlee-speice.html">Bradlee Speice</a>, Tue 16 January 2018, <a href="/category/blog.html">Blog</a></p>
|
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<a href="/tag/capnproto-rust.html">capnproto rust</a> </p>
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|
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|
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|
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|
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|
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|
||||
<!-- Content -->
|
||||
<div class="container content">
|
||||
<h1>Captain's Cookbook - Part 1</h1>
|
||||
<p>I've been working a lot with <a href="https://capnproto.org/">Cap'N Proto</a> recently with Rust, but there's a real dearth of information
|
||||
on how to set up and get going quickly. In the interest of trying to get more people using this (because I think it's
|
||||
fantastic), I'm going to work through a couple of examples detailing what exactly should be done to get going.</p>
|
||||
<p>So, what is Cap'N Proto? It's a data serialization library. It has contemporaries with <a href="https://developers.google.com/protocol-buffers/">Protobuf</a>
|
||||
and <a href="https://google.github.io/flatbuffers/">FlatBuffers</a>, but is better compared with FlatBuffers. The whole point behind it
|
||||
is to define a schema language and serialization format such that:</p>
|
||||
<ol>
|
||||
<li>Applications that do not share the same base programming language can communicate</li>
|
||||
<li>The data and schema you use can naturally evolve over time as your needs change</li>
|
||||
</ol>
|
||||
<p>Accompanying this are typically code generators that take the schemas you define for your application and give you back
|
||||
code for different languages to get data to and from that schema.</p>
|
||||
<p>Now, what makes Cap'N Proto different from, say, Protobuf, is that there is no serialization/deserialization step the same way
|
||||
as is implemented with Protobuf. Instead, the idea is that the message itself can be loaded in memory and used directly there.</p>
|
||||
<p>We're going to take a look at a series of progressively more complex projects that use Cap'N Proto in an effort to provide some
|
||||
examples of what idiomatic usage looks like, and shorten the startup time needed to make use of this library in Rust projects.
|
||||
If you want to follow along, feel free. If not, I've posted <a href="https://github.com/bspeice/capnp_cookbook_1">the final result</a>
|
||||
for reference.</p>
|
||||
<h1>Step 1: Installing <code>capnp</code></h1>
|
||||
<p>The <code>capnp</code> binary itself is needed for taking the schema files you write and turning them into a format that can be used by the
|
||||
code generation libraries. Don't ask me what that actually means, I just know that you need to make sure this is installed.</p>
|
||||
<p>I'll refer you to <a href="https://capnproto.org/install.html">Cap'N Proto's installation instructions</a> here. As a quick TLDR though:</p>
|
||||
<ul>
|
||||
<li>Linux users will likely have a binary shipped by their package manager - On Ubuntu, <code>apt install capnproto</code> is enough</li>
|
||||
<li>OS X users can use <a href="https://brew.sh/">Homebrew</a> as an easy install path. Just <code>brew install capnp</code></li>
|
||||
<li>Windows users are a bit more complicated. If you're using <a href="https://chocolatey.org/">Chocolatey</a>, there's <a href="https://chocolatey.org/packages/capnproto/">a package</a> available. If that doesn't work however, you need to download <a href="https://capnproto.org/capnproto-c++-win32-0.6.1.zip">a release zip</a> and make sure that the <code>capnp.exe</code> binary is in your <code>%PATH%</code> environment variable</li>
|
||||
</ul>
|
||||
<p>The way you know you're done with this step is if the following command works in your shell:</p>
|
||||
<div class="highlight"><pre><span></span>capnp id
|
||||
</pre></div>
|
||||
|
||||
|
||||
<h1>Step 2: Starting a Cap'N Proto Rust project</h1>
|
||||
<p>After the <code>capnp</code> binary is set up, it's time to actually create our Rust project. Nothing terribly complex here, just a simple</p>
|
||||
<div class="highlight"><pre><span></span>mkdir capnp_cookbook_1
|
||||
<span class="nb">cd</span> capnp_cookbook_1
|
||||
cargo init --bin
|
||||
</pre></div>
|
||||
|
||||
|
||||
<p>We'll put the following content into <code>Cargo.toml</code>:</p>
|
||||
<div class="highlight"><pre><span></span><span class="k">[package]</span>
|
||||
<span class="na">name</span> <span class="o">=</span> <span class="s">"capnp_cookbook_1"</span>
|
||||
<span class="na">version</span> <span class="o">=</span> <span class="s">"0.1.0"</span>
|
||||
<span class="na">authors</span> <span class="o">=</span> <span class="s">["Bradlee Speice <bspeice@kcg.com>"]</span>
|
||||
|
||||
<span class="k">[build-dependencies]</span>
|
||||
<span class="na">capnpc</span> <span class="o">=</span> <span class="s">"0.8" # 1</span>
|
||||
|
||||
<span class="k">[dependencies]</span>
|
||||
<span class="na">capnp</span> <span class="o">=</span> <span class="s">"0.8" # 2</span>
|
||||
</pre></div>
|
||||
|
||||
|
||||
<p>This sets up: </p>
|
||||
<ol>
|
||||
<li>The Rust code generator (CAPNProto Compiler)</li>
|
||||
<li>The Cap'N Proto runtime library (CAPNProto runtime)</li>
|
||||
</ol>
|
||||
<p>We've now got everything prepared that we need for writing a Cap'N Proto project.</p>
|
||||
<h1>Step 3: Writing a basic schema</h1>
|
||||
<p>We're going to start with writing a pretty trivial data schema that we can extend later. This is just intended to make sure
|
||||
you get familiar with how to start from a basic project.</p>
|
||||
<p>First, we're going to create a top-level directory for storing the schema files in:</p>
|
||||
<div class="highlight"><pre><span></span><span class="c1"># Assuming we're starting from the `capnp_cookbook_1` directory created earlier</span>
|
||||
|
||||
mkdir schema
|
||||
<span class="nb">cd</span> schema
|
||||
</pre></div>
|
||||
|
||||
|
||||
<p>Now, we're going to put the following content in <code>point.capnp</code>:</p>
|
||||
<div class="highlight"><pre><span></span><span class="mh">@0xab555145c708dad2</span><span class="p">;</span>
|
||||
|
||||
<span class="k">struct</span> <span class="n">Point</span> <span class="p">{</span>
|
||||
<span class="n">x</span> <span class="mi">@0</span> <span class="o">:</span><span class="n">Int32</span><span class="p">;</span>
|
||||
<span class="n">y</span> <span class="mi">@1</span> <span class="o">:</span><span class="n">Int32</span><span class="p">;</span>
|
||||
<span class="p">}</span>
|
||||
</pre></div>
|
||||
|
||||
|
||||
<p>Pretty easy, we've now got structure for an object we'll be able to quickly encode in a binary format.</p>
|
||||
<h1>Step 4: Setting up the build process</h1>
|
||||
<p>Now it's time to actually set up the build process to make sure that Cap'N Proto generates the Rust code we'll eventually be using.
|
||||
This is typically done through a <code>build.rs</code> file to invoke the schema compiler.</p>
|
||||
<p>In the same folder as your <code>Cargo.toml</code> file, please put the following content in <code>build.rs</code>:</p>
|
||||
<div class="highlight"><pre><span></span><span class="k">extern</span><span class="w"> </span><span class="k">crate</span><span class="w"> </span><span class="n">capnpc</span><span class="p">;</span><span class="w"></span>
|
||||
|
||||
<span class="k">fn</span> <span class="nf">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span>::<span class="n">capnpc</span>::<span class="n">CompilerCommand</span>::<span class="n">new</span><span class="p">()</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="p">.</span><span class="n">src_prefix</span><span class="p">(</span><span class="s">"schema"</span><span class="p">)</span><span class="w"> </span><span class="c1">// 1</span>
|
||||
<span class="w"> </span><span class="p">.</span><span class="n">file</span><span class="p">(</span><span class="s">"schema/point.capnp"</span><span class="p">)</span><span class="w"> </span><span class="c1">// 2</span>
|
||||
<span class="w"> </span><span class="p">.</span><span class="n">run</span><span class="p">().</span><span class="n">expect</span><span class="p">(</span><span class="s">"compiling schema"</span><span class="p">);</span><span class="w"></span>
|
||||
<span class="p">}</span><span class="w"></span>
|
||||
</pre></div>
|
||||
|
||||
|
||||
<p>This sets up the protocol compiler (<code>capnpc</code> from earlier) to compile the schema we've built so far.</p>
|
||||
<ol>
|
||||
<li>Because Cap'N Proto schema files can re-use types specified in other files, the <code>src_prefix()</code> tells the compiler
|
||||
where to look for those extra files at.</li>
|
||||
<li>We specify the schema file we're including by hand. In a much larger project, you could presumably build the <code>CompilerCommand</code>
|
||||
dynamically, but we won't worry too much about that one for now.</li>
|
||||
</ol>
|
||||
<h1>Step 5: Running the build</h1>
|
||||
<p>If you've done everything correctly so far, you should be able to actually build the project and see the auto-generated code.
|
||||
Run a <code>cargo build</code> command, and if you don't see <code>cargo</code> complaining, you're doing just fine!</p>
|
||||
<p>So where exactly does the generated code go to? I think it's critically important for people to be able to see what the generated
|
||||
code looks like, because you need to understand what you're actually programming against. The short answer is: the generated code lives
|
||||
somewhere in the <code>target/</code> directory.</p>
|
||||
<p>The long answer is that you're best off running a <code>find</code> command to get the actual file path:</p>
|
||||
<div class="highlight"><pre><span></span><span class="c1"># Assuming we're running from the capnp_cookbook_1 project folder</span>
|
||||
find . -name point_capnp.rs
|
||||
</pre></div>
|
||||
|
||||
|
||||
<p>Alternately, if the <code>find</code> command isn't available, the path will look something like:</p>
|
||||
<div class="highlight"><pre><span></span>./target/debug/build/capnp_cookbook_1-c6e2990393c32fe6/out/point_capnp.rs
|
||||
</pre></div>
|
||||
|
||||
|
||||
<p>See if there are any paths in your target directory that look similar.</p>
|
||||
<p>Now, the file content looks pretty nasty. I've included an example <a href="https://github.com/bspeice/capnp_cookbook_1/blob/master/target/debug/build/capnp_cookbook_1-c6e2990393c32fe6/out/point_capnp.rs">here</a>
|
||||
if you aren't following along at home. There are a couple things I'll try and point out though so you can get an idea of how
|
||||
the schema we wrote for the "Point" message is tied to the generated code.</p>
|
||||
<p>First, the Cap'N Proto library splits things up into <code>Builder</code> and <code>Reader</code> structs. These are best thought of the same way
|
||||
Rust separates <code>mut</code> from non-<code>mut</code> code. <code>Builder</code>s are <code>mut</code> versions of your message, and <code>Reader</code>s are immutable versions.</p>
|
||||
<p>For example, the <a href="https://github.com/bspeice/capnp_cookbook_1/blob/master/target/debug/build/capnp_cookbook_1-c6e2990393c32fe6/out/point_capnp.rs#L90"><code>Builder</code> impl</a> for <code>point</code> defines <a href="https://github.com/bspeice/capnp_cookbook_1/blob/master/target/debug/build/capnp_cookbook_1-c6e2990393c32fe6/out/point_capnp.rs#L105"><code>get_x()</code></a>, <a href="https://github.com/bspeice/capnp_cookbook_1/blob/master/target/debug/build/capnp_cookbook_1-c6e2990393c32fe6/out/point_capnp.rs#L109"><code>set_x()</code></a>, <a href="https://github.com/bspeice/capnp_cookbook_1/blob/master/target/debug/build/capnp_cookbook_1-c6e2990393c32fe6/out/point_capnp.rs#L113"><code>get_y()</code></a>, and <a href="https://github.com/bspeice/capnp_cookbook_1/blob/master/target/debug/build/capnp_cookbook_1-c6e2990393c32fe6/out/point_capnp.rs#L117"><code>set_y()</code></a> methods.
|
||||
In comparison, the <a href="https://github.com/bspeice/capnp_cookbook_1/blob/master/target/debug/build/capnp_cookbook_1-c6e2990393c32fe6/out/point_capnp.rs#L38"><code>Reader</code> impl</a> only defines <a href="https://github.com/bspeice/capnp_cookbook_1/blob/master/target/debug/build/capnp_cookbook_1-c6e2990393c32fe6/out/point_capnp.rs#L47"><code>get_x()</code></a> and <a href="https://github.com/bspeice/capnp_cookbook_1/blob/master/target/debug/build/capnp_cookbook_1-c6e2990393c32fe6/out/point_capnp.rs#L51"><code>get_y()</code></a> methods.</p>
|
||||
<p>So now we know that there are some <code>get</code> and <code>set</code> methods available for our <code>x</code> and <code>y</code> coordinates;
|
||||
but what do we actually do with those?</p>
|
||||
<h1>Step 6: Making a point</h1>
|
||||
<p>So we've install Cap'N Proto, gotten a project set up, and can generate schema code now. It's time to actually start building
|
||||
Cap'N Proto messages! I'm going to put the code you need here because it's small, and put some extra long comments inline. This code
|
||||
should go in <a href="https://github.com/bspeice/capnp_cookbook_1/blob/master/src/main.rs"><code>src/main.rs</code></a>:</p>
|
||||
<div class="highlight"><pre><span></span><span class="c1">// Note that we use `capnp` here, NOT `capnpc`</span>
|
||||
<span class="k">extern</span><span class="w"> </span><span class="k">crate</span><span class="w"> </span><span class="n">capnp</span><span class="p">;</span><span class="w"></span>
|
||||
|
||||
<span class="c1">// We create a module here to define how we are to access the code</span>
|
||||
<span class="c1">// being included.</span>
|
||||
<span class="k">pub</span><span class="w"> </span><span class="k">mod</span> <span class="nn">point_capnp</span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="c1">// The environment variable OUT_DIR is set by Cargo, and</span>
|
||||
<span class="w"> </span><span class="c1">// is the location of all the code that was built as part</span>
|
||||
<span class="w"> </span><span class="c1">// of the codegen step.</span>
|
||||
<span class="w"> </span><span class="c1">// point_capnp.rs is the actual file to include</span>
|
||||
<span class="w"> </span><span class="n">include</span><span class="o">!</span><span class="p">(</span><span class="n">concat</span><span class="o">!</span><span class="p">(</span><span class="n">env</span><span class="o">!</span><span class="p">(</span><span class="s">"OUT_DIR"</span><span class="p">),</span><span class="w"> </span><span class="s">"/point_capnp.rs"</span><span class="p">));</span><span class="w"></span>
|
||||
<span class="p">}</span><span class="w"></span>
|
||||
|
||||
<span class="k">fn</span> <span class="nf">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
|
||||
<span class="w"> </span><span class="c1">// The process of building a Cap'N Proto message is a bit tedious.</span>
|
||||
<span class="w"> </span><span class="c1">// We start by creating a generic Builder; it acts as the message</span>
|
||||
<span class="w"> </span><span class="c1">// container that we'll later be filling with content of our `Point`</span>
|
||||
<span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="k">mut</span><span class="w"> </span><span class="n">builder</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">capnp</span>::<span class="n">message</span>::<span class="n">Builder</span>::<span class="n">new_default</span><span class="p">();</span><span class="w"></span>
|
||||
|
||||
<span class="w"> </span><span class="c1">// Because we need a mutable reference to the `builder` later,</span>
|
||||
<span class="w"> </span><span class="c1">// we fence off this part of the code to allow sequential mutable</span>
|
||||
<span class="w"> </span><span class="c1">// borrows. As I understand it, non-lexical lifetimes:</span>
|
||||
<span class="w"> </span><span class="c1">// https://github.com/rust-lang/rust-roadmap/issues/16</span>
|
||||
<span class="w"> </span><span class="c1">// will make this no longer necessary</span>
|
||||
<span class="w"> </span><span class="p">{</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="c1">// And now we can set up the actual message we're trying to create</span>
|
||||
<span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="k">mut</span><span class="w"> </span><span class="n">point_msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">builder</span><span class="p">.</span><span class="n">init_root</span>::<span class="o"><</span><span class="n">point_capnp</span>::<span class="n">point</span>::<span class="n">Builder</span><span class="o">></span><span class="p">();</span><span class="w"></span>
|
||||
|
||||
<span class="w"> </span><span class="c1">// Stuff our message with some content</span>
|
||||
<span class="w"> </span><span class="n">point_msg</span><span class="p">.</span><span class="n">set_x</span><span class="p">(</span><span class="mi">12</span><span class="p">);</span><span class="w"></span>
|
||||
|
||||
<span class="w"> </span><span class="n">point_msg</span><span class="p">.</span><span class="n">set_y</span><span class="p">(</span><span class="mi">14</span><span class="p">);</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="p">}</span><span class="w"></span>
|
||||
|
||||
<span class="w"> </span><span class="c1">// It's now time to serialize our message to binary. Let's set up a buffer for that:</span>
|
||||
<span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="k">mut</span><span class="w"> </span><span class="n">buffer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">Vec</span>::<span class="n">new</span><span class="p">();</span><span class="w"></span>
|
||||
|
||||
<span class="w"> </span><span class="c1">// And actually fill that buffer with our data</span>
|
||||
<span class="w"> </span><span class="n">capnp</span>::<span class="n">serialize</span>::<span class="n">write_message</span><span class="p">(</span><span class="o">&</span><span class="k">mut</span><span class="w"> </span><span class="n">buffer</span><span class="p">,</span><span class="w"> </span><span class="o">&</span><span class="n">builder</span><span class="p">).</span><span class="n">unwrap</span><span class="p">();</span><span class="w"></span>
|
||||
|
||||
<span class="w"> </span><span class="c1">// Finally, let's deserialize the data</span>
|
||||
<span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="n">deserialized</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">capnp</span>::<span class="n">serialize</span>::<span class="n">read_message</span><span class="p">(</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="o">&</span><span class="k">mut</span><span class="w"> </span><span class="n">buffer</span><span class="p">.</span><span class="n">as_slice</span><span class="p">(),</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="n">capnp</span>::<span class="n">message</span>::<span class="n">ReaderOptions</span>::<span class="n">new</span><span class="p">()</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="p">).</span><span class="n">unwrap</span><span class="p">();</span><span class="w"></span>
|
||||
|
||||
<span class="w"> </span><span class="c1">// `deserialized` is currently a generic reader; it understands</span>
|
||||
<span class="w"> </span><span class="c1">// the content of the message we gave it (i.e. that there are two</span>
|
||||
<span class="w"> </span><span class="c1">// int32 values) but doesn't really know what they represent (the Point).</span>
|
||||
<span class="w"> </span><span class="c1">// This is where we map the generic data back into our schema.</span>
|
||||
<span class="w"> </span><span class="kd">let</span><span class="w"> </span><span class="n">point_reader</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">deserialized</span><span class="p">.</span><span class="n">get_root</span>::<span class="o"><</span><span class="n">point_capnp</span>::<span class="n">point</span>::<span class="n">Reader</span><span class="o">></span><span class="p">().</span><span class="n">unwrap</span><span class="p">();</span><span class="w"></span>
|
||||
|
||||
<span class="w"> </span><span class="c1">// We can now get our x and y values back, and make sure they match</span>
|
||||
<span class="w"> </span><span class="n">assert_eq</span><span class="o">!</span><span class="p">(</span><span class="n">point_reader</span><span class="p">.</span><span class="n">get_x</span><span class="p">(),</span><span class="w"> </span><span class="mi">12</span><span class="p">);</span><span class="w"></span>
|
||||
<span class="w"> </span><span class="n">assert_eq</span><span class="o">!</span><span class="p">(</span><span class="n">point_reader</span><span class="p">.</span><span class="n">get_y</span><span class="p">(),</span><span class="w"> </span><span class="mi">14</span><span class="p">);</span><span class="w"></span>
|
||||
<span class="p">}</span><span class="w"></span>
|
||||
</pre></div>
|
||||
|
||||
|
||||
<p>And with that, we've now got a functioning project. Here's the content I'm planning to go over next as we build up
|
||||
some practical examples of Cap'N Proto in action:</p>
|
||||
<h2>Next steps:</h2>
|
||||
<p>Part 2: Using <a href="https://github.com/capnproto/capnproto-rust/blob/master/src/message.rs#L181">TypedReader</a> to send messages across thread boundaries</p>
|
||||
<p>Part 3: Serialization and Deserialization of multiple Cap'N Proto messages</p>
|
||||
|
||||
|
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|
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|
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@ -6,19 +6,18 @@
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<dt>Tue 16 January 2018</dt>
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<dd><a href="/captains-cookbook-part-1.html">Captain's Cookbook - Part 1</a></dd>
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<dt>Tue 01 November 2016</dt>
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<dd><a href="https://bspeice.github.io/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
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<dd><a href="/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
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<dt>Sat 22 October 2016</dt>
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<dd><a href="https://bspeice.github.io/a-rustic-re-podcasting-server-part-1.html">A Rustic Re-Podcasting Server (Part 1)</a></dd>
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<dd><a href="/a-rustic-re-podcasting-server-part-1.html">A Rustic Re-Podcasting Server (Part 1)</a></dd>
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<dt>Wed 08 June 2016</dt>
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<dd><a href="https://bspeice.github.io/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
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<dd><a href="/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
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<dt>Sun 15 May 2016</dt>
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<dd><a href="https://bspeice.github.io/the-unfair-casino.html">The Unfair Casino</a></dd>
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<dd><a href="/the-unfair-casino.html">The Unfair Casino</a></dd>
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<dd><a href="https://bspeice.github.io/tick-tock.html">Tick Tock...</a></dd>
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<dd><a href="https://bspeice.github.io/profitability-using-the-investment-formula.html">Profitability using the Investment Formula</a></dd>
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<dd><a href="https://bspeice.github.io/guaranteed-money-maker.html">Guaranteed Money Maker</a></dd>
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<dd><a href="/complaining-about-the-weather.html">Complaining about the Weather</a></dd>
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<dd><a href="https://bspeice.github.io/testing-cramer.html">Testing Cramer</a></dd>
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<dd><a href="/testing-cramer.html">Testing Cramer</a></dd>
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<dd><a href="/autocallable-bonds.html">Autocallable Bonds</a></dd>
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<dt>Thu 19 November 2015</dt>
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<dd><a href="https://bspeice.github.io/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
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<dd><a href="/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
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<dt>Tue 16 January 2018</dt>
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<dd><a href="/captains-cookbook-part-1.html">Captain's Cookbook - Part 1</a></dd>
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<dt>Tue 01 November 2016</dt>
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<dd><a href="https://bspeice.github.io/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
<dd><a href="/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
<dt>Sat 22 October 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/a-rustic-re-podcasting-server-part-1.html">A Rustic Re-Podcasting Server (Part 1)</a></dd>
|
||||
<dd><a href="/a-rustic-re-podcasting-server-part-1.html">A Rustic Re-Podcasting Server (Part 1)</a></dd>
|
||||
<dt>Wed 08 June 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
|
||||
<dd><a href="/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
|
||||
<dt>Sun 15 May 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/the-unfair-casino.html">The Unfair Casino</a></dd>
|
||||
<dd><a href="/the-unfair-casino.html">The Unfair Casino</a></dd>
|
||||
<dt>Wed 06 April 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/tick-tock.html">Tick Tock...</a></dd>
|
||||
<dd><a href="/tick-tock.html">Tick Tock...</a></dd>
|
||||
<dt>Mon 28 March 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/tweet-like-me.html">Tweet Like Me</a></dd>
|
||||
<dd><a href="/tweet-like-me.html">Tweet Like Me</a></dd>
|
||||
<dt>Sat 05 March 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
<dd><a href="/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
<dt>Fri 26 February 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/profitability-using-the-investment-formula.html">Profitability using the Investment Formula</a></dd>
|
||||
<dd><a href="/profitability-using-the-investment-formula.html">Profitability using the Investment Formula</a></dd>
|
||||
<dt>Wed 03 February 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/guaranteed-money-maker.html">Guaranteed Money Maker</a></dd>
|
||||
<dd><a href="/guaranteed-money-maker.html">Guaranteed Money Maker</a></dd>
|
||||
<dt>Sat 23 January 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/cloudy-in-seattle.html">Cloudy in Seattle</a></dd>
|
||||
<dd><a href="/cloudy-in-seattle.html">Cloudy in Seattle</a></dd>
|
||||
<dt>Fri 01 January 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/complaining-about-the-weather.html">Complaining about the Weather</a></dd>
|
||||
<dd><a href="/complaining-about-the-weather.html">Complaining about the Weather</a></dd>
|
||||
<dt>Sat 26 December 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/testing-cramer.html">Testing Cramer</a></dd>
|
||||
<dd><a href="/testing-cramer.html">Testing Cramer</a></dd>
|
||||
<dt>Fri 27 November 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/autocallable-bonds.html">Autocallable Bonds</a></dd>
|
||||
<dd><a href="/autocallable-bonds.html">Autocallable Bonds</a></dd>
|
||||
<dt>Thu 19 November 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
||||
<dd><a href="/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
||||
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|
||||
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|
||||
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|
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<dt>Tue 16 January 2018</dt>
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<dd><a href="/captains-cookbook-part-1.html">Captain's Cookbook - Part 1</a></dd>
|
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<dt>Tue 01 November 2016</dt>
|
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<dd><a href="https://bspeice.github.io/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
<dd><a href="/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
<dt>Sat 22 October 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/a-rustic-re-podcasting-server-part-1.html">A Rustic Re-Podcasting Server (Part 1)</a></dd>
|
||||
<dd><a href="/a-rustic-re-podcasting-server-part-1.html">A Rustic Re-Podcasting Server (Part 1)</a></dd>
|
||||
<dt>Wed 08 June 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
|
||||
<dd><a href="/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
|
||||
<dt>Sun 15 May 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/the-unfair-casino.html">The Unfair Casino</a></dd>
|
||||
<dd><a href="/the-unfair-casino.html">The Unfair Casino</a></dd>
|
||||
<dt>Wed 06 April 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/tick-tock.html">Tick Tock...</a></dd>
|
||||
<dd><a href="/tick-tock.html">Tick Tock...</a></dd>
|
||||
<dt>Mon 28 March 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/tweet-like-me.html">Tweet Like Me</a></dd>
|
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<dd><a href="/tweet-like-me.html">Tweet Like Me</a></dd>
|
||||
<dt>Sat 05 March 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
<dd><a href="/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
<dt>Fri 26 February 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/profitability-using-the-investment-formula.html">Profitability using the Investment Formula</a></dd>
|
||||
<dd><a href="/profitability-using-the-investment-formula.html">Profitability using the Investment Formula</a></dd>
|
||||
<dt>Wed 03 February 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/guaranteed-money-maker.html">Guaranteed Money Maker</a></dd>
|
||||
<dd><a href="/guaranteed-money-maker.html">Guaranteed Money Maker</a></dd>
|
||||
<dt>Sat 23 January 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/cloudy-in-seattle.html">Cloudy in Seattle</a></dd>
|
||||
<dd><a href="/cloudy-in-seattle.html">Cloudy in Seattle</a></dd>
|
||||
<dt>Fri 01 January 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/complaining-about-the-weather.html">Complaining about the Weather</a></dd>
|
||||
<dd><a href="/complaining-about-the-weather.html">Complaining about the Weather</a></dd>
|
||||
<dt>Sat 26 December 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/testing-cramer.html">Testing Cramer</a></dd>
|
||||
<dd><a href="/testing-cramer.html">Testing Cramer</a></dd>
|
||||
<dt>Fri 27 November 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/autocallable-bonds.html">Autocallable Bonds</a></dd>
|
||||
<dd><a href="/autocallable-bonds.html">Autocallable Bonds</a></dd>
|
||||
<dt>Thu 19 November 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
||||
<dd><a href="/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
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<h1 class="header-title">Guaranteed Money Maker</h1>
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<p class="header-date"> <a href="https://bspeice.github.io/author/bradlee-speice.html">Bradlee Speice</a>, Wed 03 February 2016, <a href="https://bspeice.github.io/category/blog.html">Blog</a></p>
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<a href="https://bspeice.github.io/tag/martingale.html">martingale</a>, <a href="https://bspeice.github.io/tag/strategy.html">strategy</a> </p>
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<a href="/tag/martingale.html">martingale</a>, <a href="/tag/strategy.html">strategy</a> </p>
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<h3 id="If-you-can-see-into-the-future,-that-is.">If you can see into the future, that is.<a class="anchor-link" href="#If-you-can-see-into-the-future,-that-is.">¶</a></h3><p>My previous class in Stochastic Calculus covered a lot of interesting topics, and the important one for today
|
||||
is the <a href="https://en.wikipedia.org/wiki/Gambler's_ruin">Gambler's Ruin</a> problem. If you're interested in some of the theory behind it, also make sure to check out
|
||||
<a href="https://en.wikipedia.org/wiki/Random_walk">random walks</a>. The important bit is that we studied the <a href="https://en.wikipedia.org/wiki/Martingale_%28betting_system%29">Martingale Betting Strategy</a>, which describes for us
|
||||
a <strong>guaranteed way</strong> to <span style='font-size: x-small'>eventually</span> make money.</p>
|
||||
<p>The strategy goes like this: You are going to toss a fair coin with a friend. If you guess heads or tails correctly, you get back double the money you bet. If you guess incorrectly, you lose money. How should you bet?</p>
|
||||
<p>The correct answer is that you should double your bet each time you lose. Then when you finally win, you'll be guaranteed to make back everything you lost and then $1 extra! Consider the scenario:</p>
|
||||
<ol>
|
||||
<li>You bet $1, and guess incorrectly. You're 1 dollar in the hole.</li>
|
||||
<li>You bet $2, and guess incorrectly. You're 3 dollars in the hole now.</li>
|
||||
<li>You bet $4, and guess incorrectly. You're 7 dollars in the hole.</li>
|
||||
<li>You bet $8, and guess correctly! You now get back those 8 dollars you bet, plus 8 extra for winning, for a <strong>total profit of one dollar</strong>!</li>
|
||||
</ol>
|
||||
<p>Mathematically, we can prove that as long as you have unlimited money to bet, you are guaranteed to make money.</p>
|
||||
<h1 id="Applying-the-Martingale-Strategy">Applying the Martingale Strategy<a class="anchor-link" href="#Applying-the-Martingale-Strategy">¶</a></h1><p>But we're all realistic people, and once you start talking about "unlimited money" eyebrows should be raised. Even still, this is an interesting strategy to investigate, and I want to apply it to the stock market. As long as we can guarantee there's a single day in which the stock goes up, we should be able to make money right? The question is just how much we have to invest to guarantee this.</p>
|
||||
<p>Now it's time for the math. We'll use the following definitions:</p>
|
||||
<ul>
|
||||
<li>$o_i$ = the share price at the opening of day $i$</li>
|
||||
<li>$c_i$ = the share price at the close of day $i$</li>
|
||||
<li>$d_i$ = the amount of money we want to invest at the beginning of day $i$</li>
|
||||
</ul>
|
||||
<p>With those definitions in place, I'd like to present the formula that is <strong>guaranteed to make you money</strong>. I call it <em>Bradlee's Investment Formula</em>:</p>
|
||||
<p>$c_n \sum_{i=1}^n \frac{d_i}{o_i} > \sum_{i=1}^{n} d_i$</p>
|
||||
<p>It might not look like much, but if you can manage to make it so that this formula holds true, you will be guaranteed to make money. The intuition behind the formula is this: The closing share price times the number of shares you have purchased ends up greater than the amount of money you invested.</p>
|
||||
<p>That is, on day $n$, <span style='font-size: x-small'>if you know what the closing price will be</span> you can set up the amount of money you invest that day to <strong>guarantee you make money</strong>. I'll even teach you to figure out how much money that is! Take a look:</p>
|
||||
<p>$
|
||||
\begin{align}
|
||||
c_n \sum_{i=1}^{n-1} \frac{d_i}{o_i} + \frac{c_nd_n}{o_n} &> \sum_{i=1}^{n-1}d_i + d_n\\
|
||||
\frac{c_nd_n}{o_n} - d_n &> \sum_{i=1}^{n-1}(d_i - \frac{c_nd_i}{o_i})\\
|
||||
d_n (\frac{c_n - o_n}{o_n}) &> \sum_{i=1}^{n-1} d_i(1 - \frac{c_n}{o_i})\\
|
||||
d_n &> \frac{o_n}{c_n - o_n} \sum_{i=1}^{n-1} d_i(1 - \frac{1}{o_i})
|
||||
\end{align}$</p>
|
||||
<p>If you invest exactly $d_n$ that day, you'll break even. But if you can make sure the money you invest is greater than that quantity on the right <span style='font-size: x-small'>(which requires that you have a crystal ball tell you the stock's closing price)</span> you are <strong>guaranteed to make money!</strong></p>
|
||||
<h1 id="Interesting-Implications">Interesting Implications<a class="anchor-link" href="#Interesting-Implications">¶</a></h1><p>On a more serious note though, the formula above tells us a couple of interesting things:</p>
|
||||
<ol>
|
||||
<li>It's impossible to make money without the closing price at some point being greater than the opening price (or vice-versa if you are short selling) - there is no amount of money you can invest that will turn things in your favor.</li>
|
||||
<li>Close prices of the past aren't important if you're concerned about the bottom line. While chart technicians use price history to make judgment calls, in the end, the closing price on anything other than the last day is irrelevant.</li>
|
||||
<li>It's possible to make money as long as there is a single day where the closing price is greater than the opening price! You might have to invest a lot to do so, but it's possible.</li>
|
||||
<li>You must make a prediction about where the stock will close at if you want to know how much to invest. That is, we can set up our investment for the day to make money if the stock goes up 1%, but if it only goes up .5% we'll still lose money.</li>
|
||||
<li>It's possible the winning move is to scale back your position. Consider the scenario:<ul>
|
||||
<li>You invest money and the stock closes down the day .5%</li>
|
||||
<li>You invest tomorrow expecting the stock to go up 1%</li>
|
||||
<li>The winning investment to break even (assuming a 1% increase) is to scale back the position, since the shares you purchased at the beginning would then be profitable</li>
|
||||
</ul>
|
||||
</li>
|
||||
</ol>
|
||||
<h1 id="Running-the-simulation">Running the simulation<a class="anchor-link" href="#Running-the-simulation">¶</a></h1><p>So now that we've defined our investment formula,we need to tweak a couple things in order to make an investment strategy we can actually work with. There are two issues we need to address:</p>
|
||||
<ol>
|
||||
<li>The formula only tells us how much to invest if we want to break even ($d_n$). If we actually want to turn a profit, we need to invest more than that, which we will refer to as the <strong>bias</strong>.</li>
|
||||
<li>The formula assumes we know what the closing price will be on any given day. If we don't know this, we can still invest assuming the stock price will close at a level we choose. If the price doesn't meet this objective, we try again tomorrow! This predetermined closing price will be referred to as the <strong>expectation</strong>.</li>
|
||||
</ol>
|
||||
<p>Now that we've defined our <em>bias</em> and <em>expectation</em>, we can actually build a strategy we can simulate. Much like the martingale strategy told you to bet twice your previous bet in order to make money, we've designed a system that tells us how much to bet in order to make money as well.</p>
|
||||
<p>Now, let's get to the code!</p>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<div class="cell border-box-sizing code_cell rendered">
|
||||
<div class="input">
|
||||
<div class="prompt input_prompt">In [1]:</div>
|
||||
<div class="inner_cell">
|
||||
<div class="input_area">
|
||||
<div class=" highlight hl-julia"><pre><span class="k">using</span> <span class="n">Quandl</span>
|
||||
<span class="n">api_key</span> <span class="o">=</span> <span class="s">""</span>
|
||||
<span class="n">daily_investment</span> <span class="o">=</span> <span class="n">function</span><span class="p">(</span><span class="n">current_open</span><span class="p">,</span> <span class="n">current_close</span><span class="p">,</span> <span class="n">purchase_history</span><span class="p">,</span> <span class="n">open_history</span><span class="p">)</span>
|
||||
<span class="c"># We're not going to safeguard against divide by 0 - that's the user's responsibility</span>
|
||||
<span class="n">t1</span> <span class="o">=</span> <span class="n">current_close</span> <span class="o">/</span> <span class="n">current_open</span> <span class="o">-</span> <span class="mi">1</span>
|
||||
<span class="n">t2</span> <span class="o">=</span> <span class="n">sum</span><span class="p">(</span><span class="n">purchase_history</span> <span class="o">-</span> <span class="n">purchase_history</span><span class="o">*</span><span class="n">current_close</span> <span class="o">./</span> <span class="n">open_history</span><span class="p">)</span>
|
||||
<span class="k">return</span> <span class="n">t2</span> <span class="o">/</span> <span class="n">t1</span>
|
||||
<span class="k">end</span><span class="p">;</span>
|
||||
</pre></div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
<div class="cell border-box-sizing text_cell rendered">
|
||||
<div class="prompt input_prompt">
|
||||
</div>
|
||||
<div class="inner_cell">
|
||||
<div class="text_cell_render border-box-sizing rendered_html">
|
||||
<p>And let's code a way to run simulations quickly:</p>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<div class="cell border-box-sizing code_cell rendered">
|
||||
<div class="input">
|
||||
<div class="prompt input_prompt">In [2]:</div>
|
||||
<div class="inner_cell">
|
||||
<div class="input_area">
|
||||
<div class=" highlight hl-julia"><pre><span class="n">is_profitable</span> <span class="o">=</span> <span class="n">function</span><span class="p">(</span><span class="n">current_price</span><span class="p">,</span> <span class="n">purchase_history</span><span class="p">,</span> <span class="n">open_history</span><span class="p">)</span>
|
||||
<span class="n">shares</span> <span class="o">=</span> <span class="n">sum</span><span class="p">(</span><span class="n">purchase_history</span> <span class="o">./</span> <span class="n">open_history</span><span class="p">)</span>
|
||||
<span class="k">return</span> <span class="n">current_price</span><span class="o">*</span><span class="n">shares</span> <span class="o">></span> <span class="n">sum</span><span class="p">(</span><span class="n">purchase_history</span><span class="p">)</span>
|
||||
<span class="k">end</span>
|
||||
|
||||
<span class="n">simulate</span> <span class="o">=</span> <span class="n">function</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">start</span><span class="p">,</span> <span class="n">init</span><span class="p">,</span> <span class="n">expected</span><span class="p">,</span> <span class="n">bias</span><span class="p">)</span>
|
||||
<span class="n">ticker_info</span> <span class="o">=</span> <span class="n">quandlget</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">from</span><span class="o">=</span><span class="n">start</span><span class="p">,</span> <span class="n">api_key</span><span class="o">=</span><span class="n">api_key</span><span class="p">)</span>
|
||||
<span class="n">open_vals</span> <span class="o">=</span> <span class="n">ticker_info</span><span class="p">[</span><span class="s">"Open"</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
|
||||
<span class="n">close_vals</span> <span class="o">=</span> <span class="n">ticker_info</span><span class="p">[</span><span class="s">"Close"</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
|
||||
<span class="n">invested</span> <span class="o">=</span> <span class="p">[</span><span class="n">init</span><span class="p">]</span>
|
||||
|
||||
<span class="c"># The simulation stops once we've made a profit</span>
|
||||
<span class="n">day</span> <span class="o">=</span> <span class="mi">1</span>
|
||||
<span class="n">profitable</span> <span class="o">=</span> <span class="n">is_profitable</span><span class="p">(</span><span class="n">close_vals</span><span class="p">[</span><span class="n">day</span><span class="p">],</span> <span class="n">invested</span><span class="p">,</span> <span class="n">open_vals</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="n">length</span><span class="p">(</span><span class="n">invested</span><span class="p">)])</span> <span class="o">||</span>
|
||||
<span class="n">is_profitable</span><span class="p">(</span><span class="n">open_vals</span><span class="p">[</span><span class="n">day</span><span class="o">+</span><span class="mi">1</span><span class="p">],</span> <span class="n">invested</span><span class="p">,</span> <span class="n">open_vals</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="n">length</span><span class="p">(</span><span class="n">invested</span><span class="p">)])</span>
|
||||
<span class="k">while</span> <span class="o">!</span><span class="n">profitable</span>
|
||||
<span class="n">expected_close</span> <span class="o">=</span> <span class="n">open_vals</span><span class="p">[</span><span class="n">day</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="o">*</span> <span class="n">expected</span>
|
||||
<span class="n">todays_purchase</span> <span class="o">=</span> <span class="n">daily_investment</span><span class="p">(</span><span class="n">open_vals</span><span class="p">[</span><span class="n">day</span><span class="o">+</span><span class="mi">1</span><span class="p">],</span> <span class="n">expected_close</span><span class="p">,</span> <span class="n">invested</span><span class="p">,</span> <span class="n">open_vals</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="n">day</span><span class="p">])</span>
|
||||
<span class="n">invested</span> <span class="o">=</span> <span class="p">[</span><span class="n">invested</span><span class="p">;</span> <span class="n">todays_purchase</span> <span class="o">+</span> <span class="n">bias</span><span class="p">]</span>
|
||||
<span class="c"># expected_profit = expected_close * sum(invested ./ open_vals[1:length(invested)]) - sum(invested)</span>
|
||||
<span class="n">day</span> <span class="o">+=</span> <span class="mi">1</span>
|
||||
<span class="n">profitable</span> <span class="o">=</span> <span class="n">is_profitable</span><span class="p">(</span><span class="n">close_vals</span><span class="p">[</span><span class="n">day</span><span class="p">],</span> <span class="n">invested</span><span class="p">,</span> <span class="n">open_vals</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="n">length</span><span class="p">(</span><span class="n">invested</span><span class="p">)])</span> <span class="o">||</span>
|
||||
<span class="n">is_profitable</span><span class="p">(</span><span class="n">open_vals</span><span class="p">[</span><span class="n">day</span><span class="o">+</span><span class="mi">1</span><span class="p">],</span> <span class="n">invested</span><span class="p">,</span> <span class="n">open_vals</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="n">length</span><span class="p">(</span><span class="n">invested</span><span class="p">)])</span>
|
||||
<span class="k">end</span>
|
||||
|
||||
<span class="n">shares</span> <span class="o">=</span> <span class="n">sum</span><span class="p">(</span><span class="n">invested</span> <span class="o">./</span> <span class="n">open_vals</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="n">length</span><span class="p">(</span><span class="n">invested</span><span class="p">)])</span>
|
||||
<span class="n">max_profit</span> <span class="o">=</span> <span class="n">max</span><span class="p">(</span><span class="n">close_vals</span><span class="p">[</span><span class="n">day</span><span class="p">],</span> <span class="n">open_vals</span><span class="p">[</span><span class="n">day</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span>
|
||||
<span class="n">profit</span> <span class="o">=</span> <span class="n">shares</span> <span class="o">*</span> <span class="n">max_profit</span> <span class="o">-</span> <span class="n">sum</span><span class="p">(</span><span class="n">invested</span><span class="p">)</span>
|
||||
<span class="k">return</span> <span class="p">(</span><span class="n">invested</span><span class="p">,</span> <span class="n">profit</span><span class="p">)</span>
|
||||
<span class="k">end</span>
|
||||
|
||||
<span class="n">sim_summary</span> <span class="o">=</span> <span class="n">function</span><span class="p">(</span><span class="n">investments</span><span class="p">,</span> <span class="n">profit</span><span class="p">)</span>
|
||||
<span class="n">leverages</span> <span class="o">=</span> <span class="p">[</span><span class="n">sum</span><span class="p">(</span><span class="n">investments</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="n">i</span><span class="p">])</span> <span class="k">for</span> <span class="n">i</span><span class="o">=</span><span class="mi">1</span><span class="p">:</span><span class="n">length</span><span class="p">(</span><span class="n">investments</span><span class="p">)]</span>
|
||||
<span class="n">max_leverage</span> <span class="o">=</span> <span class="n">maximum</span><span class="p">(</span><span class="n">leverages</span><span class="p">)</span> <span class="o">/</span> <span class="n">investments</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
|
||||
<span class="n">println</span><span class="p">(</span><span class="s">"Max leverage: </span><span class="si">$(max_leverage)</span><span class="s">"</span><span class="p">)</span>
|
||||
<span class="n">println</span><span class="p">(</span><span class="s">"Days invested: </span><span class="si">$</span><span class="s">(length(investments))"</span><span class="p">)</span>
|
||||
<span class="n">println</span><span class="p">(</span><span class="s">"Profit: </span><span class="si">$</span><span class="s">profit"</span><span class="p">)</span>
|
||||
<span class="k">end</span><span class="p">;</span>
|
||||
</pre></div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
<div class="cell border-box-sizing text_cell rendered">
|
||||
<div class="prompt input_prompt">
|
||||
</div>
|
||||
<div class="inner_cell">
|
||||
<div class="text_cell_render border-box-sizing rendered_html">
|
||||
<p>Now, let's get some data and run a simulation! Our first test:</p>
|
||||
<ul>
|
||||
<li>We'll invest 100 dollars in LMT, and expect that the stock will close up 1% every day. We'll invest $d_n$ + 10 dollars every day that we haven't turned a profit, and end the simulation once we've made a profit.</li>
|
||||
</ul>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<div class="cell border-box-sizing code_cell rendered">
|
||||
<div class="input">
|
||||
<div class="prompt input_prompt">In [3]:</div>
|
||||
<div class="inner_cell">
|
||||
<div class="input_area">
|
||||
<div class=" highlight hl-julia"><pre><span class="n">investments</span><span class="p">,</span> <span class="n">profit</span> <span class="o">=</span> <span class="n">simulate</span><span class="p">(</span><span class="s">"YAHOO/LMT"</span><span class="p">,</span> <span class="n">Date</span><span class="p">(</span><span class="mi">2015</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="mi">29</span><span class="p">),</span> <span class="mi">100</span><span class="p">,</span> <span class="mf">1.01</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
|
||||
<span class="n">sim_summary</span><span class="p">(</span><span class="n">investments</span><span class="p">,</span> <span class="n">profit</span><span class="p">)</span>
|
||||
</pre></div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div class="output_wrapper">
|
||||
<div class="output">
|
||||
|
||||
|
||||
<div class="output_area"><div class="prompt"></div>
|
||||
<div class="output_subarea output_stream output_stdout output_text">
|
||||
<pre>Max leverage: 5.590373200042106
|
||||
Days invested: 5
|
||||
Profit: 0.6894803101560001
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
<div class="cell border-box-sizing text_cell rendered">
|
||||
<div class="prompt input_prompt">
|
||||
</div>
|
||||
<div class="inner_cell">
|
||||
<div class="text_cell_render border-box-sizing rendered_html">
|
||||
<p>The result: We need to invest 5.6x our initial position over a period of 5 days to make approximately .69¢</p>
|
||||
<ul>
|
||||
<li>Now let's try the same thing, but we'll assume the stock closes up 2% instead.</li>
|
||||
</ul>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<div class="cell border-box-sizing code_cell rendered">
|
||||
<div class="input">
|
||||
<div class="prompt input_prompt">In [4]:</div>
|
||||
<div class="inner_cell">
|
||||
<div class="input_area">
|
||||
<div class=" highlight hl-julia"><pre><span class="n">investments</span><span class="p">,</span> <span class="n">profit</span> <span class="o">=</span> <span class="n">simulate</span><span class="p">(</span><span class="s">"YAHOO/LMT"</span><span class="p">,</span> <span class="n">Date</span><span class="p">(</span><span class="mi">2015</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="mi">29</span><span class="p">),</span> <span class="mi">100</span><span class="p">,</span> <span class="mf">1.02</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
|
||||
<span class="n">sim_summary</span><span class="p">(</span><span class="n">investments</span><span class="p">,</span> <span class="n">profit</span><span class="p">)</span>
|
||||
</pre></div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div class="output_wrapper">
|
||||
<div class="output">
|
||||
|
||||
|
||||
<div class="output_area"><div class="prompt"></div>
|
||||
<div class="output_subarea output_stream output_stdout output_text">
|
||||
<pre>Max leverage: 1.854949900247809
|
||||
Days invested: 25
|
||||
Profit: 0.08304813163696423
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
<div class="cell border-box-sizing text_cell rendered">
|
||||
<div class="prompt input_prompt">
|
||||
</div>
|
||||
<div class="inner_cell">
|
||||
<div class="text_cell_render border-box-sizing rendered_html">
|
||||
<p>In this example, we only get up to a 1.85x leveraged position, but it takes 25 days to turn a profit of 8¢</p>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<div class="cell border-box-sizing text_cell rendered">
|
||||
<div class="prompt input_prompt">
|
||||
</div>
|
||||
<div class="inner_cell">
|
||||
<div class="text_cell_render border-box-sizing rendered_html">
|
||||
<h1 id="Summary">Summary<a class="anchor-link" href="#Summary">¶</a></h1><p>We've defined an investment strategy that can tell us how much to invest when we know what the closing position of a stock will be. We can tweak the strategy to actually make money, but plenty of work needs to be done so that we can optimize the money invested.</p>
|
||||
<p>In the next post I'm going to post more information about some backtests and strategy tests on this strategy (unless of course this experiment actually produces a significant profit potential, and then I'm keeping it for myself).</p>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<div class="cell border-box-sizing text_cell rendered">
|
||||
<div class="prompt input_prompt">
|
||||
</div>
|
||||
<div class="inner_cell">
|
||||
<div class="text_cell_render border-box-sizing rendered_html">
|
||||
<h1 id="Side-note-and-disclaimer">Side note and disclaimer<a class="anchor-link" href="#Side-note-and-disclaimer">¶</a></h1><p>The claims made in this presentation about being able to guarantee making money are intended as a joke and do not constitute investment advice of any sort.</p>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div></p>
|
||||
<p>{% notebook 2016-2-3-guaranteed-money-maker.ipynb %}</p>
|
||||
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|
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||||
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|
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|
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<dt>Fri 26 February 2016</dt>
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<dd><a href="https://bspeice.github.io/profitability-using-the-investment-formula.html">Profitability using the Investment Formula</a></dd>
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|
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|
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|
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|
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|
||||
<dt>Tue 16 January 2018</dt>
|
||||
<dd><a href="/captains-cookbook-part-1.html">Captain's Cookbook - Part 1</a></dd>
|
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<dt>Sun 15 May 2016</dt>
|
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|
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|
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|
||||
<dl class="dl-horizontal">
|
||||
<dt>Sat 05 March 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
<dd><a href="/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
<dt>Sat 23 January 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/cloudy-in-seattle.html">Cloudy in Seattle</a></dd>
|
||||
<dd><a href="/cloudy-in-seattle.html">Cloudy in Seattle</a></dd>
|
||||
<dt>Sat 26 December 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/testing-cramer.html">Testing Cramer</a></dd>
|
||||
<dd><a href="/testing-cramer.html">Testing Cramer</a></dd>
|
||||
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|
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|
||||
<dl class="dl-horizontal">
|
||||
<dt>Tue 01 November 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
<dd><a href="/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
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<dt>Wed 08 June 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
|
||||
<dd><a href="/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
29
tag/em.html
29
tag/em.html
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" em">
|
||||
<meta name="keywords" content="">
|
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<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
||||
<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title> em - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
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|
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|
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|
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<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="/theme/css/pygment.css" rel="stylesheet">
|
||||
<!-- /Stylesheets -->
|
||||
|
||||
<!-- RSS Feeds -->
|
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<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
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<!-- /RSS Feeds -->
|
||||
|
||||
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
|
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@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
|
||||
|
||||
<!-- Google Analytics -->
|
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<script>
|
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(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
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(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
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|
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|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,10 +68,10 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/em.html">em</a></h2>
|
||||
<h2><a href="/tag/em.html">em</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Sun 15 May 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/the-unfair-casino.html">The Unfair Casino</a></dd>
|
||||
<dd><a href="/the-unfair-casino.html">The Unfair Casino</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" event study">
|
||||
<meta name="keywords" content="">
|
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|
||||
<title> event study - Bradlee Speice</title>
|
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|
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<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
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<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
|
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<link href="/theme/css/pygment.css" rel="stylesheet">
|
||||
<!-- /Stylesheets -->
|
||||
|
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<!-- RSS Feeds -->
|
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<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
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<!-- /RSS Feeds -->
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|
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<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
|
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@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
|
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<!-- Google Analytics -->
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(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
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<!-- /Google Analytics -->
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|
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|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,10 +68,10 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/event-study.html">event study</a></h2>
|
||||
<h2><a href="/tag/event-study.html">event study</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Wed 08 June 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
|
||||
<dd><a href="/event-studies-and-earnings-releases.html">Event Studies and Earnings Releases</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" finance">
|
||||
<meta name="keywords" content="">
|
||||
<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
||||
<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title> finance - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
||||
<link href="https://bspeice.github.io/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="/theme/css/pygment.css" rel="stylesheet">
|
||||
<!-- /Stylesheets -->
|
||||
|
||||
<!-- RSS Feeds -->
|
||||
<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
|
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<!-- /RSS Feeds -->
|
||||
|
||||
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
|
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@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
|
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|
||||
<!-- Google Analytics -->
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||||
<script>
|
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(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
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(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
|
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m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
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})(window,document,'script','//www.google-analytics.com/analytics.js','ga');
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ga('create', 'UA-74711362-1', 'auto');
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ga('send', 'pageview');
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</script>
|
||||
<!-- /Google Analytics -->
|
||||
|
||||
|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,10 +68,10 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/finance.html">finance</a></h2>
|
||||
<h2><a href="/tag/finance.html">finance</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Fri 27 November 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/autocallable-bonds.html">Autocallable Bonds</a></dd>
|
||||
<dd><a href="/autocallable-bonds.html">Autocallable Bonds</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" fitbit">
|
||||
<meta name="keywords" content="">
|
||||
<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
||||
<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title> fitbit - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
||||
<link href="https://bspeice.github.io/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="/theme/css/pygment.css" rel="stylesheet">
|
||||
<!-- /Stylesheets -->
|
||||
|
||||
<!-- RSS Feeds -->
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<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
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<!-- /RSS Feeds -->
|
||||
|
||||
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
|
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@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
|
||||
|
||||
<!-- Google Analytics -->
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||||
<script>
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(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
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(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
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m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
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})(window,document,'script','//www.google-analytics.com/analytics.js','ga');
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ga('create', 'UA-74711362-1', 'auto');
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ga('send', 'pageview');
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<!-- /Google Analytics -->
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|
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|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,10 +68,10 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/fitbit.html">fitbit</a></h2>
|
||||
<h2><a href="/tag/fitbit.html">fitbit</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Wed 06 April 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/tick-tock.html">Tick Tock...</a></dd>
|
||||
<dd><a href="/tick-tock.html">Tick Tock...</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
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<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" futures">
|
||||
<meta name="keywords" content="">
|
||||
<link rel="icon" href="https://bspeice.github.io/favicon.ico">
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||||
<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title> futures - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
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|
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<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
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<link href="/theme/css/pygment.css" rel="stylesheet">
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<!-- /Stylesheets -->
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|
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<!-- RSS Feeds -->
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<!-- /RSS Feeds -->
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<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
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@ -27,17 +26,6 @@
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<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
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<![endif]-->
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(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
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m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
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</head>
|
||||
@ -51,7 +39,7 @@
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<div class="container">
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||||
<div class="header-nav">
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||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
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<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
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<div class="nav pull-right">
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||||
</div>
|
||||
@ -80,10 +68,10 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/futures.html">futures</a></h2>
|
||||
<h2><a href="/tag/futures.html">futures</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Sat 26 December 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/testing-cramer.html">Testing Cramer</a></dd>
|
||||
<dd><a href="/testing-cramer.html">Testing Cramer</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" heartrate">
|
||||
<meta name="keywords" content="">
|
||||
<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
||||
<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title> heartrate - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
||||
<link href="https://bspeice.github.io/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="/theme/css/pygment.css" rel="stylesheet">
|
||||
<!-- /Stylesheets -->
|
||||
|
||||
<!-- RSS Feeds -->
|
||||
<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
|
||||
<!-- /RSS Feeds -->
|
||||
|
||||
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
|
||||
@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
|
||||
|
||||
<!-- Google Analytics -->
|
||||
<script>
|
||||
(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
|
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(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
|
||||
m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
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})(window,document,'script','//www.google-analytics.com/analytics.js','ga');
|
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|
||||
ga('create', 'UA-74711362-1', 'auto');
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||||
ga('send', 'pageview');
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</script>
|
||||
<!-- /Google Analytics -->
|
||||
|
||||
|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,10 +68,10 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/heartrate.html">heartrate</a></h2>
|
||||
<h2><a href="/tag/heartrate.html">heartrate</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Wed 06 April 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/tick-tock.html">Tick Tock...</a></dd>
|
||||
<dd><a href="/tick-tock.html">Tick Tock...</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" introduction">
|
||||
<meta name="keywords" content="">
|
||||
<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
||||
<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title> introduction - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
||||
<link href="https://bspeice.github.io/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="/theme/css/pygment.css" rel="stylesheet">
|
||||
<!-- /Stylesheets -->
|
||||
|
||||
<!-- RSS Feeds -->
|
||||
<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
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||||
<!-- /RSS Feeds -->
|
||||
|
||||
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
|
||||
@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
|
||||
|
||||
<!-- Google Analytics -->
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||||
<script>
|
||||
(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
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(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
|
||||
m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
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})(window,document,'script','//www.google-analytics.com/analytics.js','ga');
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|
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ga('create', 'UA-74711362-1', 'auto');
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ga('send', 'pageview');
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|
||||
<!-- /Google Analytics -->
|
||||
|
||||
|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,10 +68,10 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/introduction.html">introduction</a></h2>
|
||||
<h2><a href="/tag/introduction.html">introduction</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Thu 19 November 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
||||
<dd><a href="/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" kaggle">
|
||||
<meta name="keywords" content="">
|
||||
<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
||||
<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title> kaggle - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
||||
<link href="https://bspeice.github.io/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="/theme/css/pygment.css" rel="stylesheet">
|
||||
<!-- /Stylesheets -->
|
||||
|
||||
<!-- RSS Feeds -->
|
||||
<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
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||||
<!-- /RSS Feeds -->
|
||||
|
||||
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
|
||||
@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
|
||||
|
||||
<!-- Google Analytics -->
|
||||
<script>
|
||||
(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
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(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
|
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m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
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})(window,document,'script','//www.google-analytics.com/analytics.js','ga');
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|
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ga('create', 'UA-74711362-1', 'auto');
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ga('send', 'pageview');
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</script>
|
||||
<!-- /Google Analytics -->
|
||||
|
||||
|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,10 +68,10 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/kaggle.html">kaggle</a></h2>
|
||||
<h2><a href="/tag/kaggle.html">kaggle</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Sat 05 March 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
<dd><a href="/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" Machine Learning">
|
||||
<meta name="keywords" content="">
|
||||
<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
||||
<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title> Machine Learning - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
||||
<link href="https://bspeice.github.io/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="/theme/css/pygment.css" rel="stylesheet">
|
||||
<!-- /Stylesheets -->
|
||||
|
||||
<!-- RSS Feeds -->
|
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<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
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<!-- /RSS Feeds -->
|
||||
|
||||
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
|
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@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
|
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|
||||
<!-- Google Analytics -->
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<script>
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(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
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(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
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m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
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<!-- /Google Analytics -->
|
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|
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|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,14 +68,14 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/machine-learning.html">Machine Learning</a></h2>
|
||||
<h2><a href="/tag/machine-learning.html">Machine Learning</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Tue 01 November 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
<dd><a href="/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
<dt>Sun 15 May 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/the-unfair-casino.html">The Unfair Casino</a></dd>
|
||||
<dd><a href="/the-unfair-casino.html">The Unfair Casino</a></dd>
|
||||
<dt>Sat 05 March 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
<dd><a href="/predicting-santander-customer-happiness.html">Predicting Santander Customer Happiness</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -100,7 +88,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" martingale">
|
||||
<meta name="keywords" content="">
|
||||
<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
||||
<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title> martingale - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
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<link href="https://bspeice.github.io/theme/css/bootstrap.min.css" rel="stylesheet">
|
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<link href="https://bspeice.github.io/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="/theme/css/pygment.css" rel="stylesheet">
|
||||
<!-- /Stylesheets -->
|
||||
|
||||
<!-- RSS Feeds -->
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<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
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<!-- /RSS Feeds -->
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|
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<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
|
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@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
|
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|
||||
<!-- Google Analytics -->
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<script>
|
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(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
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|
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|
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|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,10 +68,10 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/martingale.html">martingale</a></h2>
|
||||
<h2><a href="/tag/martingale.html">martingale</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Wed 03 February 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/guaranteed-money-maker.html">Guaranteed Money Maker</a></dd>
|
||||
<dd><a href="/guaranteed-money-maker.html">Guaranteed Money Maker</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
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<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" MCMC">
|
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|
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|
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<title> MCMC - Bradlee Speice</title>
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@ -27,17 +26,6 @@
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|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
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<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
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|
||||
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|
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@ -80,10 +68,10 @@
|
||||
<!-- Content -->
|
||||
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|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/mcmc.html">MCMC</a></h2>
|
||||
<h2><a href="/tag/mcmc.html">MCMC</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Mon 28 March 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/tweet-like-me.html">Tweet Like Me</a></dd>
|
||||
<dd><a href="/tweet-like-me.html">Tweet Like Me</a></dd>
|
||||
</dl>
|
||||
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|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
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|
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<div class="footer-title"></div>
|
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|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" monte carlo">
|
||||
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|
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@ -27,17 +26,6 @@
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||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,10 +68,10 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/monte-carlo.html">monte carlo</a></h2>
|
||||
<h2><a href="/tag/monte-carlo.html">monte carlo</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Fri 27 November 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/autocallable-bonds.html">Autocallable Bonds</a></dd>
|
||||
<dd><a href="/autocallable-bonds.html">Autocallable Bonds</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
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||||
<div class="footer-title"></div>
|
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|
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<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" nutone">
|
||||
<meta name="keywords" content="">
|
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<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
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<title> nutone - Bradlee Speice</title>
|
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|
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|
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@ -27,17 +26,6 @@
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|
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<![endif]-->
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</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,10 +68,10 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/nutone.html">nutone</a></h2>
|
||||
<h2><a href="/tag/nutone.html">nutone</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Sat 22 October 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/a-rustic-re-podcasting-server-part-1.html">A Rustic Re-Podcasting Server (Part 1)</a></dd>
|
||||
<dd><a href="/a-rustic-re-podcasting-server-part-1.html">A Rustic Re-Podcasting Server (Part 1)</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
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<div class="footer-title"></div>
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|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
29
tag/pca.html
29
tag/pca.html
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" PCA">
|
||||
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|
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||||
|
||||
<title> PCA - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
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@ -27,17 +26,6 @@
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</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
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|
||||
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|
||||
@ -80,10 +68,10 @@
|
||||
<!-- Content -->
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||||
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|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/pca.html">PCA</a></h2>
|
||||
<h2><a href="/tag/pca.html">PCA</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Tue 01 November 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
<dd><a href="/audio-compression-using-pca.html">Audio Compression using PCA</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
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@ -96,7 +84,6 @@
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</ul>
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||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
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<meta name="viewport" content="width=device-width, initial-scale=1">
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<link href="https://bspeice.github.io/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="/theme/css/pygment.css" rel="stylesheet">
|
||||
<!-- /Stylesheets -->
|
||||
|
||||
<!-- RSS Feeds -->
|
||||
<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
|
||||
<!-- /RSS Feeds -->
|
||||
|
||||
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
|
||||
@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
|
||||
|
||||
<!-- Google Analytics -->
|
||||
<script>
|
||||
(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
|
||||
(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
|
||||
m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
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})(window,document,'script','//www.google-analytics.com/analytics.js','ga');
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ga('create', 'UA-74711362-1', 'auto');
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|
||||
<!-- /Google Analytics -->
|
||||
|
||||
|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,10 +68,10 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/strategy.html">strategy</a></h2>
|
||||
<h2><a href="/tag/strategy.html">strategy</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Wed 03 February 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/guaranteed-money-maker.html">Guaranteed Money Maker</a></dd>
|
||||
<dd><a href="/guaranteed-money-maker.html">Guaranteed Money Maker</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" trading">
|
||||
<meta name="keywords" content="">
|
||||
<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
||||
<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title> trading - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
||||
<link href="https://bspeice.github.io/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="/theme/css/pygment.css" rel="stylesheet">
|
||||
<!-- /Stylesheets -->
|
||||
|
||||
<!-- RSS Feeds -->
|
||||
<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
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<!-- /RSS Feeds -->
|
||||
|
||||
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
|
||||
@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
|
||||
|
||||
<!-- Google Analytics -->
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||||
<script>
|
||||
(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
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(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
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||||
<!-- /Google Analytics -->
|
||||
|
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|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,10 +68,10 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/trading.html">trading</a></h2>
|
||||
<h2><a href="/tag/trading.html">trading</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Thu 19 November 2015</dt>
|
||||
<dd><a href="https://bspeice.github.io/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
||||
<dd><a href="/welcome-and-an-algorithm.html">Welcome, and an algorithm</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" twitter">
|
||||
<meta name="keywords" content="">
|
||||
<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
||||
<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title> twitter - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
||||
<link href="https://bspeice.github.io/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="/theme/css/pygment.css" rel="stylesheet">
|
||||
<!-- /Stylesheets -->
|
||||
|
||||
<!-- RSS Feeds -->
|
||||
<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
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<!-- /RSS Feeds -->
|
||||
|
||||
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
|
||||
@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
|
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|
||||
<!-- Google Analytics -->
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||||
<script>
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(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
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(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
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m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
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})(window,document,'script','//www.google-analytics.com/analytics.js','ga');
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ga('create', 'UA-74711362-1', 'auto');
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ga('send', 'pageview');
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||||
<!-- /Google Analytics -->
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||||
|
||||
|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,10 +68,10 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/twitter.html">twitter</a></h2>
|
||||
<h2><a href="/tag/twitter.html">twitter</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Mon 28 March 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/tweet-like-me.html">Tweet Like Me</a></dd>
|
||||
<dd><a href="/tweet-like-me.html">Tweet Like Me</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -96,7 +84,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content=" weather">
|
||||
<meta name="keywords" content="">
|
||||
<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
||||
<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title> weather - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
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<link href="https://bspeice.github.io/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/fonts.css" rel="stylesheet">
|
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<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
<link href="/theme/css/nest.css" rel="stylesheet">
|
||||
<link href="/theme/css/pygment.css" rel="stylesheet">
|
||||
<!-- /Stylesheets -->
|
||||
|
||||
<!-- RSS Feeds -->
|
||||
<link href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Bradlee Speice Full Atom Feed" />
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<!-- /RSS Feeds -->
|
||||
|
||||
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
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@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
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||||
<!-- Google Analytics -->
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<script>
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(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
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(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
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|
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|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
</div>
|
||||
<div class="nav pull-right">
|
||||
</div>
|
||||
@ -80,12 +68,12 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tag/weather.html">weather</a></h2>
|
||||
<h2><a href="/tag/weather.html">weather</a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt>Sat 23 January 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/cloudy-in-seattle.html">Cloudy in Seattle</a></dd>
|
||||
<dd><a href="/cloudy-in-seattle.html">Cloudy in Seattle</a></dd>
|
||||
<dt>Fri 01 January 2016</dt>
|
||||
<dd><a href="https://bspeice.github.io/complaining-about-the-weather.html">Complaining about the Weather</a></dd>
|
||||
<dd><a href="/complaining-about-the-weather.html">Complaining about the Weather</a></dd>
|
||||
</dl>
|
||||
</div>
|
||||
</div>
|
||||
@ -98,7 +86,6 @@
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
<div class="footer-title"></div>
|
||||
<ul class="list-unstyled">
|
||||
<li><a href="https://bspeice.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"></a></li>
|
||||
</ul>
|
||||
</div>
|
||||
<div class="col-xs-4 col-sm-3 col-md-3 col-lg-3">
|
||||
|
||||
85
tags.html
85
tags.html
@ -6,19 +6,18 @@
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1">
|
||||
<meta name="description" content="">
|
||||
<meta name="keywords" content="">
|
||||
<link rel="icon" href="https://bspeice.github.io/favicon.ico">
|
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<link rel="icon" href="/favicon.ico">
|
||||
|
||||
<title> - Bradlee Speice</title>
|
||||
|
||||
<!-- Stylesheets -->
|
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<link href="https://bspeice.github.io/theme/css/bootstrap.min.css" rel="stylesheet">
|
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|
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<link href="https://bspeice.github.io/theme/css/nest.css" rel="stylesheet">
|
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<link href="https://bspeice.github.io/theme/css/pygment.css" rel="stylesheet">
|
||||
<link href="/theme/css/bootstrap.min.css" rel="stylesheet">
|
||||
<link href="/theme/css/fonts.css" rel="stylesheet">
|
||||
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|
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|
||||
<!-- /Stylesheets -->
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||||
|
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<!-- RSS Feeds -->
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<!-- /RSS Feeds -->
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||||
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
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@ -27,17 +26,6 @@
|
||||
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
|
||||
<![endif]-->
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<!-- Google Analytics -->
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(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
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m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
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|
||||
</head>
|
||||
@ -51,7 +39,7 @@
|
||||
<div class="container">
|
||||
<div class="header-nav">
|
||||
<div class="header-logo">
|
||||
<a class="pull-left" href="https://bspeice.github.io/"><img class="mr20" src="https://bspeice.github.io/images/logo.svg" alt="logo">Bradlee Speice</a>
|
||||
<a class="pull-left" href="/"><img class="mr20" src="/images/logo.svg" alt="logo">Bradlee Speice</a>
|
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|
||||
<div class="nav pull-right">
|
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</div>
|
||||
@ -80,64 +68,66 @@
|
||||
<!-- Content -->
|
||||
<div class="archive-container">
|
||||
<div class="container content archive">
|
||||
<h2><a href="https://bspeice.github.io/tags.html"></a></h2>
|
||||
<h2><a href="/tags.html"></a></h2>
|
||||
<dl class="dl-horizontal">
|
||||
<dt><span class="label label-default">1</span> article </dt>
|
||||
<dd><a href="https://bspeice.github.io/tag/algorithmic-trading.html">algorithmic-trading</a></dd>
|
||||
<dd><a href="/tag/algorithmic-trading.html">algorithmic-trading</a></dd>
|
||||
<dt><span class="label label-default">1</span> article </dt>
|
||||
<dd><a href="https://bspeice.github.io/tag/casino.html">casino</a></dd>
|
||||
<dd><a href="/tag/capnproto-rust.html">capnproto rust</a></dd>
|
||||
<dt><span class="label label-default">1</span> article </dt>
|
||||
<dd><a href="/tag/casino.html">casino</a></dd>
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<h1 class="header-title">Testing Cramer</h1>
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<p class="header-date"> <a href="https://bspeice.github.io/author/bradlee-speice.html">Bradlee Speice</a>, Sat 26 December 2015, <a href="https://bspeice.github.io/category/blog.html">Blog</a></p>
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<a href="https://bspeice.github.io/tag/data-science.html">data science</a>, <a href="https://bspeice.github.io/tag/futures.html">futures</a> </p>
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<div class=" highlight hl-ipython3"><pre><span class="kn">import</span> <span class="nn">requests</span>
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<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
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<h1 id="Testing-Cramer">Testing Cramer<a class="anchor-link" href="#Testing-Cramer">¶</a></h1><p>Pursuant to attending a graduate school studying Financial Engineering, I've been a fan of the <a href="http://seekingalpha.com/author/wall-street-breakfast?s=wall-street-breakfast">Mad Money</a> TV show featuring the bombastic Jim Cramer. One of the things that he's said is that you shouldn't use the futures to predict where the stock market is going to go. But he says it often enough, I've begun to wonder - who is he trying to convince?</p>
|
||||
<p>It makes sense that because futures on things like the S&P 500 are traded continuously, they would price in market information before the stock market opens. So is Cramer right to be convinced that strategies based on the futures are a poor idea? I wanted to test it out.</p>
|
||||
<p>The first question is where to get the future's data. I've been part of <a href="http://seekingalpha.com/">Seeking Alpha</a> for a bit, and they publish the <a href="http://seekingalpha.com/author/wall-street-breakfast?s=wall-street-breakfast">Wall Street Breakfast</a> newsletter which contains daily future's returns as of 6:20 AM EST. I'd be interested in using that data to see if we can actually make some money.</p>
|
||||
<p>First though, let's get the data:</p>
|
||||
<h1 id="Downloading-Futures-data-from-Seeking-Alpha">Downloading Futures data from Seeking Alpha<a class="anchor-link" href="#Downloading-Futures-data-from-Seeking-Alpha">¶</a></h1><p>We're going to define two HTML parsing classes - one to get the article URL's from a page, and one to get the actual data from each article.</p>
|
||||
|
||||
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|
||||
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||||
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||||
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|
||||
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|
||||
<div class="prompt input_prompt">In [2]:</div>
|
||||
<div class="inner_cell">
|
||||
<div class="input_area">
|
||||
<div class=" highlight hl-ipython3"><pre><span class="k">class</span> <span class="nc">ArticleListParser</span><span class="p">(</span><span class="n">HTMLParser</span><span class="p">):</span>
|
||||
<span class="sd">"""Given a web page with articles on it, parse out the article links"""</span>
|
||||
|
||||
<span class="n">articles</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
|
||||
<span class="k">def</span> <span class="nf">handle_starttag</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tag</span><span class="p">,</span> <span class="n">attrs</span><span class="p">):</span>
|
||||
<span class="c1">#if tag == 'div' and ("id", "author_articles_wrapper") in attrs:</span>
|
||||
<span class="c1"># self.fetch_links = True</span>
|
||||
<span class="k">if</span> <span class="n">tag</span> <span class="o">==</span> <span class="s1">'a'</span> <span class="ow">and</span> <span class="p">(</span><span class="s1">'class'</span><span class="p">,</span> <span class="s1">'dashboard_article_link'</span><span class="p">)</span> <span class="ow">in</span> <span class="n">attrs</span><span class="p">:</span>
|
||||
<span class="n">href</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">'href'</span><span class="p">,</span> <span class="n">attrs</span><span class="p">))[</span><span class="mi">0</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">articles</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">href</span><span class="p">)</span>
|
||||
|
||||
<span class="n">base_url</span> <span class="o">=</span> <span class="s2">"http://seekingalpha.com/author/wall-street-breakfast/articles"</span>
|
||||
<span class="n">article_page_urls</span> <span class="o">=</span> <span class="p">[</span><span class="n">base_url</span><span class="p">]</span> <span class="o">+</span> <span class="p">[</span><span class="n">base_url</span> <span class="o">+</span> <span class="s1">'/{}'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">20</span><span class="p">)]</span>
|
||||
|
||||
<span class="n">global_articles</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
<span class="k">for</span> <span class="n">page</span> <span class="ow">in</span> <span class="n">article_page_urls</span><span class="p">:</span>
|
||||
<span class="c1"># We need to switch the user agent, as SA blocks the standard requests agent</span>
|
||||
<span class="n">articles_html</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">page</span><span class="p">,</span>
|
||||
<span class="n">headers</span><span class="o">=</span><span class="p">{</span><span class="s2">"User-Agent"</span><span class="p">:</span> <span class="s2">"Wget/1.13.4"</span><span class="p">})</span>
|
||||
<span class="n">parser</span> <span class="o">=</span> <span class="n">ArticleListParser</span><span class="p">()</span>
|
||||
<span class="n">parser</span><span class="o">.</span><span class="n">feed</span><span class="p">(</span><span class="n">articles_html</span><span class="o">.</span><span class="n">text</span><span class="p">)</span>
|
||||
<span class="n">global_articles</span> <span class="o">+=</span> <span class="p">(</span><span class="n">parser</span><span class="o">.</span><span class="n">articles</span><span class="p">)</span>
|
||||
</pre></div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
<div class="cell border-box-sizing code_cell rendered">
|
||||
<div class="input">
|
||||
<div class="prompt input_prompt">In [3]:</div>
|
||||
<div class="inner_cell">
|
||||
<div class="input_area">
|
||||
<div class=" highlight hl-ipython3"><pre><span class="k">class</span> <span class="nc">ArticleReturnParser</span><span class="p">(</span><span class="n">HTMLParser</span><span class="p">):</span>
|
||||
<span class="s2">"Given an article, parse out the futures returns in it"</span>
|
||||
|
||||
<span class="n">record_font_tags</span> <span class="o">=</span> <span class="kc">False</span>
|
||||
<span class="n">in_font_tag</span> <span class="o">=</span> <span class="kc">False</span>
|
||||
<span class="n">counter</span> <span class="o">=</span> <span class="mi">0</span>
|
||||
<span class="c1"># data = {} # See __init__</span>
|
||||
|
||||
<span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
||||
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">data</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
|
||||
<span class="k">def</span> <span class="nf">handle_starttag</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tag</span><span class="p">,</span> <span class="n">attrs</span><span class="p">):</span>
|
||||
<span class="k">if</span> <span class="n">tag</span> <span class="o">==</span> <span class="s1">'span'</span> <span class="ow">and</span> <span class="p">(</span><span class="s1">'itemprop'</span><span class="p">,</span> <span class="s1">'datePublished'</span><span class="p">)</span> <span class="ow">in</span> <span class="n">attrs</span><span class="p">:</span>
|
||||
<span class="n">date_string</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">'content'</span><span class="p">,</span> <span class="n">attrs</span><span class="p">))[</span><span class="mi">0</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
|
||||
<span class="n">date</span> <span class="o">=</span> <span class="n">dtparser</span><span class="o">.</span><span class="n">parse</span><span class="p">(</span><span class="n">date_string</span><span class="p">)</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">data</span><span class="p">[</span><span class="s1">'date'</span><span class="p">]</span> <span class="o">=</span> <span class="n">date</span>
|
||||
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">in_font_tag</span> <span class="o">=</span> <span class="n">tag</span> <span class="o">==</span> <span class="s1">'font'</span>
|
||||
|
||||
<span class="k">def</span> <span class="nf">safe_float</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">string</span><span class="p">):</span>
|
||||
<span class="k">try</span><span class="p">:</span>
|
||||
<span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="n">string</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span> <span class="o">/</span> <span class="mi">100</span>
|
||||
<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
|
||||
<span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">NaN</span>
|
||||
|
||||
<span class="k">def</span> <span class="nf">handle_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">content</span><span class="p">):</span>
|
||||
<span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">record_font_tags</span> <span class="ow">and</span> <span class="s2">"Futures at 6"</span> <span class="ow">in</span> <span class="n">content</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">record_font_tags</span> <span class="o">=</span> <span class="kc">True</span>
|
||||
|
||||
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">record_font_tags</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">in_font_tag</span><span class="p">:</span>
|
||||
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">data</span><span class="p">[</span><span class="s1">'DOW'</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">safe_float</span><span class="p">(</span><span class="n">content</span><span class="p">)</span>
|
||||
<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">data</span><span class="p">[</span><span class="s1">'S&P'</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">safe_float</span><span class="p">(</span><span class="n">content</span><span class="p">)</span>
|
||||
<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">data</span><span class="p">[</span><span class="s1">'NASDAQ'</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">safe_float</span><span class="p">(</span><span class="n">content</span><span class="p">)</span>
|
||||
<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">data</span><span class="p">[</span><span class="s1">'Crude'</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">safe_float</span><span class="p">(</span><span class="n">content</span><span class="p">)</span>
|
||||
<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">data</span><span class="p">[</span><span class="s1">'Gold'</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">safe_float</span><span class="p">(</span><span class="n">content</span><span class="p">)</span>
|
||||
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
|
||||
|
||||
<span class="k">def</span> <span class="nf">handle_endtag</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tag</span><span class="p">):</span>
|
||||
<span class="bp">self</span><span class="o">.</span><span class="n">in_font_tag</span> <span class="o">=</span> <span class="kc">False</span>
|
||||
|
||||
<span class="k">def</span> <span class="nf">retrieve_data</span><span class="p">(</span><span class="n">url</span><span class="p">):</span>
|
||||
<span class="n">sa</span> <span class="o">=</span> <span class="s2">"http://seekingalpha.com"</span>
|
||||
<span class="n">article_html</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">sa</span> <span class="o">+</span> <span class="n">url</span><span class="p">,</span>
|
||||
<span class="n">headers</span><span class="o">=</span><span class="p">{</span><span class="s2">"User-Agent"</span><span class="p">:</span> <span class="s2">"Wget/1.13.4"</span><span class="p">})</span>
|
||||
<span class="n">parser</span> <span class="o">=</span> <span class="n">ArticleReturnParser</span><span class="p">()</span>
|
||||
<span class="n">parser</span><span class="o">.</span><span class="n">feed</span><span class="p">(</span><span class="n">article_html</span><span class="o">.</span><span class="n">text</span><span class="p">)</span>
|
||||
<span class="n">parser</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s2">"url"</span><span class="p">:</span> <span class="n">url</span><span class="p">})</span>
|
||||
<span class="n">parser</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s2">"text"</span><span class="p">:</span> <span class="n">article_html</span><span class="o">.</span><span class="n">text</span><span class="p">})</span>
|
||||
<span class="k">return</span> <span class="n">parser</span><span class="o">.</span><span class="n">data</span>
|
||||
|
||||
<span class="c1"># This copy **MUST** be in place. I'm not sure why,</span>
|
||||
<span class="c1"># as you'd think that the data being returned would already</span>
|
||||
<span class="c1"># represent a different memory location. Even so, it blows up</span>
|
||||
<span class="c1"># if you don't do this.</span>
|
||||
<span class="n">article_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">global_articles</span><span class="p">))</span>
|
||||
<span class="n">article_data</span> <span class="o">=</span> <span class="p">[</span><span class="n">copy</span><span class="p">(</span><span class="n">retrieve_data</span><span class="p">(</span><span class="n">url</span><span class="p">))</span> <span class="k">for</span> <span class="n">url</span> <span class="ow">in</span> <span class="n">article_list</span><span class="p">]</span>
|
||||
<span class="c1"># If there's an issue downloading the article, drop it.</span>
|
||||
<span class="n">article_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">article_data</span><span class="p">)</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span>
|
||||
</pre></div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
<div class="cell border-box-sizing text_cell rendered">
|
||||
<div class="prompt input_prompt">
|
||||
</div>
|
||||
<div class="inner_cell">
|
||||
<div class="text_cell_render border-box-sizing rendered_html">
|
||||
<h1 id="Fetching-the-Returns-data">Fetching the Returns data<a class="anchor-link" href="#Fetching-the-Returns-data">¶</a></h1><p>Now that we have the futures data, we're going to compare across 4 different indices - the S&P 500 index, Dow Jones Industrial, Russell 2000, and NASDAQ 100. Let's get the data off of Quandl to make things easier!</p>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<div class="cell border-box-sizing code_cell rendered">
|
||||
<div class="input">
|
||||
<div class="prompt input_prompt">In [4]:</div>
|
||||
<div class="inner_cell">
|
||||
<div class="input_area">
|
||||
<div class=" highlight hl-ipython3"><pre><span class="c1"># article_df is sorted by date, so we get the first row.</span>
|
||||
<span class="n">start_date</span> <span class="o">=</span> <span class="n">article_df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">'date'</span><span class="p">)</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">'date'</span><span class="p">]</span> <span class="o">-</span> <span class="n">relativedelta</span><span class="p">(</span><span class="n">days</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
|
||||
<span class="n">SPY</span> <span class="o">=</span> <span class="n">Quandl</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"GOOG/NYSE_SPY"</span><span class="p">,</span> <span class="n">trim_start</span><span class="o">=</span><span class="n">start_date</span><span class="p">)</span>
|
||||
<span class="n">DJIA</span> <span class="o">=</span> <span class="n">Quandl</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"GOOG/AMS_DIA"</span><span class="p">,</span> <span class="n">trim_start</span><span class="o">=</span><span class="n">start_date</span><span class="p">)</span>
|
||||
<span class="n">RUSS</span> <span class="o">=</span> <span class="n">Quandl</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"GOOG/AMEX_IWM"</span><span class="p">,</span> <span class="n">trim_start</span><span class="o">=</span><span class="n">start_date</span><span class="p">)</span>
|
||||
<span class="n">NASDAQ</span> <span class="o">=</span> <span class="n">Quandl</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"GOOG/EPA_QQQ"</span><span class="p">,</span> <span class="n">trim_start</span><span class="o">=</span><span class="n">start_date</span><span class="p">)</span>
|
||||
</pre></div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
<div class="cell border-box-sizing text_cell rendered">
|
||||
<div class="prompt input_prompt">
|
||||
</div>
|
||||
<div class="inner_cell">
|
||||
<div class="text_cell_render border-box-sizing rendered_html">
|
||||
<h1 id="Running-the-Comparison">Running the Comparison<a class="anchor-link" href="#Running-the-Comparison">¶</a></h1><p>There are two types of tests I want to determine: How accurate each futures category is at predicting the index's opening change over the close before, and predicting the index's daily return.</p>
|
||||
<p>Let's first calculate how good each future is at predicting the opening return over the previous day. I expect that the futures will be more than 50% accurate, since the information is recorded 3 hours before the markets open.</p>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<div class="cell border-box-sizing code_cell rendered">
|
||||
<div class="input">
|
||||
<div class="prompt input_prompt">In [5]:</div>
|
||||
<div class="inner_cell">
|
||||
<div class="input_area">
|
||||
<div class=" highlight hl-ipython3"><pre><span class="k">def</span> <span class="nf">calculate_opening_ret</span><span class="p">(</span><span class="n">frame</span><span class="p">):</span>
|
||||
<span class="c1"># I'm not a huge fan of the appending for loop,</span>
|
||||
<span class="c1"># but it's a bit verbose for a comprehension</span>
|
||||
<span class="n">data</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frame</span><span class="p">)):</span>
|
||||
<span class="n">date</span> <span class="o">=</span> <span class="n">frame</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">name</span>
|
||||
<span class="n">prior_close</span> <span class="o">=</span> <span class="n">frame</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">][</span><span class="s1">'Close'</span><span class="p">]</span>
|
||||
<span class="n">open_val</span> <span class="o">=</span> <span class="n">frame</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">'Open'</span><span class="p">]</span>
|
||||
<span class="n">data</span><span class="p">[</span><span class="n">date</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">open_val</span> <span class="o">-</span> <span class="n">prior_close</span><span class="p">)</span> <span class="o">/</span> <span class="n">prior_close</span>
|
||||
|
||||
<span class="k">return</span> <span class="n">data</span>
|
||||
|
||||
<span class="n">SPY_open_ret</span> <span class="o">=</span> <span class="n">calculate_opening_ret</span><span class="p">(</span><span class="n">SPY</span><span class="p">)</span>
|
||||
<span class="n">DJIA_open_ret</span> <span class="o">=</span> <span class="n">calculate_opening_ret</span><span class="p">(</span><span class="n">DJIA</span><span class="p">)</span>
|
||||
<span class="n">RUSS_open_ret</span> <span class="o">=</span> <span class="n">calculate_opening_ret</span><span class="p">(</span><span class="n">RUSS</span><span class="p">)</span>
|
||||
<span class="n">NASDAQ_open_ret</span> <span class="o">=</span> <span class="n">calculate_opening_ret</span><span class="p">(</span><span class="n">NASDAQ</span><span class="p">)</span>
|
||||
|
||||
<span class="k">def</span> <span class="nf">signs_match</span><span class="p">(</span><span class="n">list_1</span><span class="p">,</span> <span class="n">list_2</span><span class="p">):</span>
|
||||
<span class="c1"># This is a surprisingly difficult task - we have to match</span>
|
||||
<span class="c1"># up the dates in order to check if opening returns actually match</span>
|
||||
<span class="n">index_dict_dt</span> <span class="o">=</span> <span class="p">{</span><span class="n">key</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">():</span> <span class="n">list_2</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">list_2</span><span class="o">.</span><span class="n">keys</span><span class="p">()}</span>
|
||||
|
||||
<span class="n">matches</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
<span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">list_1</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
|
||||
<span class="n">row_dt</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
|
||||
<span class="n">row_value</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
|
||||
<span class="n">index_dt</span> <span class="o">=</span> <span class="n">datetime</span><span class="p">(</span><span class="n">row_dt</span><span class="o">.</span><span class="n">year</span><span class="p">,</span> <span class="n">row_dt</span><span class="o">.</span><span class="n">month</span><span class="p">,</span> <span class="n">row_dt</span><span class="o">.</span><span class="n">day</span><span class="p">)</span>
|
||||
<span class="k">if</span> <span class="n">index_dt</span> <span class="ow">in</span> <span class="n">list_2</span><span class="p">:</span>
|
||||
<span class="n">index_value</span> <span class="o">=</span> <span class="n">list_2</span><span class="p">[</span><span class="n">index_dt</span><span class="p">]</span>
|
||||
<span class="k">if</span> <span class="p">(</span><span class="n">row_value</span> <span class="o">></span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">index_value</span> <span class="o">></span> <span class="mi">0</span><span class="p">)</span> <span class="ow">or</span> \
|
||||
<span class="p">(</span><span class="n">row_value</span> <span class="o"><</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">index_value</span> <span class="o"><</span> <span class="mi">0</span><span class="p">)</span> <span class="ow">or</span> \
|
||||
<span class="p">(</span><span class="n">row_value</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">index_value</span> <span class="o">==</span> <span class="mi">0</span><span class="p">):</span>
|
||||
<span class="n">matches</span> <span class="o">+=</span> <span class="p">[</span><span class="mi">1</span><span class="p">]</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="n">matches</span> <span class="o">+=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span>
|
||||
<span class="c1">#print("{}".format(list_2[index_dt]))</span>
|
||||
<span class="k">return</span> <span class="n">matches</span>
|
||||
|
||||
|
||||
<span class="n">prediction_dict</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
<span class="n">matches_dict</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
<span class="n">count_dict</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
<span class="n">index_dict</span> <span class="o">=</span> <span class="p">{</span><span class="s2">"SPY"</span><span class="p">:</span> <span class="n">SPY_open_ret</span><span class="p">,</span> <span class="s2">"DJIA"</span><span class="p">:</span> <span class="n">DJIA_open_ret</span><span class="p">,</span> <span class="s2">"RUSS"</span><span class="p">:</span> <span class="n">RUSS_open_ret</span><span class="p">,</span> <span class="s2">"NASDAQ"</span><span class="p">:</span> <span class="n">NASDAQ_open_ret</span><span class="p">}</span>
|
||||
<span class="n">indices</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"SPY"</span><span class="p">,</span> <span class="s2">"DJIA"</span><span class="p">,</span> <span class="s2">"RUSS"</span><span class="p">,</span> <span class="s2">"NASDAQ"</span><span class="p">]</span>
|
||||
<span class="n">futures</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"Crude"</span><span class="p">,</span> <span class="s2">"Gold"</span><span class="p">,</span> <span class="s2">"DOW"</span><span class="p">,</span> <span class="s2">"NASDAQ"</span><span class="p">,</span> <span class="s2">"S&P"</span><span class="p">]</span>
|
||||
<span class="k">for</span> <span class="n">index</span> <span class="ow">in</span> <span class="n">indices</span><span class="p">:</span>
|
||||
<span class="n">matches_dict</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">future</span><span class="p">:</span> <span class="n">signs_match</span><span class="p">(</span><span class="n">article_df</span><span class="p">[[</span><span class="n">future</span><span class="p">,</span> <span class="s1">'date'</span><span class="p">]],</span>
|
||||
<span class="n">index_dict</span><span class="p">[</span><span class="n">index</span><span class="p">])</span> <span class="k">for</span> <span class="n">future</span> <span class="ow">in</span> <span class="n">futures</span><span class="p">}</span>
|
||||
<span class="n">count_dict</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">future</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">matches_dict</span><span class="p">[</span><span class="n">index</span><span class="p">][</span><span class="n">future</span><span class="p">])</span> <span class="k">for</span> <span class="n">future</span> <span class="ow">in</span> <span class="n">futures</span><span class="p">}</span>
|
||||
<span class="n">prediction_dict</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">future</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">matches_dict</span><span class="p">[</span><span class="n">index</span><span class="p">][</span><span class="n">future</span><span class="p">])</span>
|
||||
<span class="k">for</span> <span class="n">future</span> <span class="ow">in</span> <span class="n">futures</span><span class="p">}</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"Articles Checked: "</span><span class="p">)</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">count_dict</span><span class="p">))</span>
|
||||
<span class="nb">print</span><span class="p">()</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"Prediction Accuracy:"</span><span class="p">)</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">prediction_dict</span><span class="p">))</span>
|
||||
</pre></div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div class="output_wrapper">
|
||||
<div class="output">
|
||||
|
||||
|
||||
<div class="output_area"><div class="prompt"></div>
|
||||
<div class="output_subarea output_stream output_stdout output_text">
|
||||
<pre>Articles Checked:
|
||||
DJIA NASDAQ RUSS SPY
|
||||
Crude 268 268 271 271
|
||||
DOW 268 268 271 271
|
||||
Gold 268 268 271 271
|
||||
NASDAQ 268 268 271 271
|
||||
S&P 268 268 271 271
|
||||
|
||||
Prediction Accuracy:
|
||||
DJIA NASDAQ RUSS SPY
|
||||
Crude 0.544776 0.522388 0.601476 0.590406
|
||||
DOW 0.611940 0.604478 0.804428 0.841328
|
||||
Gold 0.462687 0.455224 0.464945 0.476015
|
||||
NASDAQ 0.615672 0.608209 0.797048 0.830258
|
||||
S&P 0.604478 0.597015 0.811808 0.848708
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
<div class="cell border-box-sizing text_cell rendered">
|
||||
<div class="prompt input_prompt">
|
||||
</div>
|
||||
<div class="inner_cell">
|
||||
<div class="text_cell_render border-box-sizing rendered_html">
|
||||
<p>This data is very interesting. Some insights:</p>
|
||||
<ul>
|
||||
<li>Both DOW and NASDAQ futures are pretty bad at predicting their actual market openings</li>
|
||||
<li>NASDAQ and Dow are fairly unpredictable; Russell 2000 and S&P are very predictable</li>
|
||||
<li>Gold is a poor predictor in general - intuitively Gold should move inverse to the market, but it appears to be about as accurate as a coin flip.</li>
|
||||
</ul>
|
||||
<p>All said though it appears that futures data is important for determining market direction for both the S&P 500 and Russell 2000. Cramer is half-right: futures data isn't very helpful for the Dow and NASDAQ indices, but is great for the S&P and Russell indices.</p>
|
||||
<h1 id="The-next-step---Predicting-the-close">The next step - Predicting the close<a class="anchor-link" href="#The-next-step---Predicting-the-close">¶</a></h1><p>Given the code we currently have, I'd like to predict the close of the market as well. We can re-use most of the code, so let's see what happens:</p>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<div class="cell border-box-sizing code_cell rendered">
|
||||
<div class="input">
|
||||
<div class="prompt input_prompt">In [6]:</div>
|
||||
<div class="inner_cell">
|
||||
<div class="input_area">
|
||||
<div class=" highlight hl-ipython3"><pre><span class="k">def</span> <span class="nf">calculate_closing_ret</span><span class="p">(</span><span class="n">frame</span><span class="p">):</span>
|
||||
<span class="c1"># I'm not a huge fan of the appending for loop,</span>
|
||||
<span class="c1"># but it's a bit verbose for a comprehension</span>
|
||||
<span class="n">data</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">frame</span><span class="p">)):</span>
|
||||
<span class="n">date</span> <span class="o">=</span> <span class="n">frame</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">name</span>
|
||||
<span class="n">open_val</span> <span class="o">=</span> <span class="n">frame</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">'Open'</span><span class="p">]</span>
|
||||
<span class="n">close_val</span> <span class="o">=</span> <span class="n">frame</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">'Close'</span><span class="p">]</span>
|
||||
<span class="n">data</span><span class="p">[</span><span class="n">date</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">close_val</span> <span class="o">-</span> <span class="n">open_val</span><span class="p">)</span> <span class="o">/</span> <span class="n">open_val</span>
|
||||
|
||||
<span class="k">return</span> <span class="n">data</span>
|
||||
|
||||
<span class="n">SPY_close_ret</span> <span class="o">=</span> <span class="n">calculate_closing_ret</span><span class="p">(</span><span class="n">SPY</span><span class="p">)</span>
|
||||
<span class="n">DJIA_close_ret</span> <span class="o">=</span> <span class="n">calculate_closing_ret</span><span class="p">(</span><span class="n">DJIA</span><span class="p">)</span>
|
||||
<span class="n">RUSS_close_ret</span> <span class="o">=</span> <span class="n">calculate_closing_ret</span><span class="p">(</span><span class="n">RUSS</span><span class="p">)</span>
|
||||
<span class="n">NASDAQ_close_ret</span> <span class="o">=</span> <span class="n">calculate_closing_ret</span><span class="p">(</span><span class="n">NASDAQ</span><span class="p">)</span>
|
||||
|
||||
<span class="k">def</span> <span class="nf">signs_match</span><span class="p">(</span><span class="n">list_1</span><span class="p">,</span> <span class="n">list_2</span><span class="p">):</span>
|
||||
<span class="c1"># This is a surprisingly difficult task - we have to match</span>
|
||||
<span class="c1"># up the dates in order to check if opening returns actually match</span>
|
||||
<span class="n">index_dict_dt</span> <span class="o">=</span> <span class="p">{</span><span class="n">key</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">():</span> <span class="n">list_2</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">list_2</span><span class="o">.</span><span class="n">keys</span><span class="p">()}</span>
|
||||
|
||||
<span class="n">matches</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
<span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">list_1</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
|
||||
<span class="n">row_dt</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
|
||||
<span class="n">row_value</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
|
||||
<span class="n">index_dt</span> <span class="o">=</span> <span class="n">datetime</span><span class="p">(</span><span class="n">row_dt</span><span class="o">.</span><span class="n">year</span><span class="p">,</span> <span class="n">row_dt</span><span class="o">.</span><span class="n">month</span><span class="p">,</span> <span class="n">row_dt</span><span class="o">.</span><span class="n">day</span><span class="p">)</span>
|
||||
<span class="k">if</span> <span class="n">index_dt</span> <span class="ow">in</span> <span class="n">list_2</span><span class="p">:</span>
|
||||
<span class="n">index_value</span> <span class="o">=</span> <span class="n">list_2</span><span class="p">[</span><span class="n">index_dt</span><span class="p">]</span>
|
||||
<span class="k">if</span> <span class="p">(</span><span class="n">row_value</span> <span class="o">></span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">index_value</span> <span class="o">></span> <span class="mi">0</span><span class="p">)</span> <span class="ow">or</span> \
|
||||
<span class="p">(</span><span class="n">row_value</span> <span class="o"><</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">index_value</span> <span class="o"><</span> <span class="mi">0</span><span class="p">)</span> <span class="ow">or</span> \
|
||||
<span class="p">(</span><span class="n">row_value</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">index_value</span> <span class="o">==</span> <span class="mi">0</span><span class="p">):</span>
|
||||
<span class="n">matches</span> <span class="o">+=</span> <span class="p">[</span><span class="mi">1</span><span class="p">]</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="n">matches</span> <span class="o">+=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span>
|
||||
<span class="c1">#print("{}".format(list_2[index_dt]))</span>
|
||||
<span class="k">return</span> <span class="n">matches</span>
|
||||
|
||||
|
||||
<span class="n">matches_dict</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
<span class="n">count_dict</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
<span class="n">prediction_dict</span> <span class="o">=</span> <span class="p">{}</span>
|
||||
<span class="n">index_dict</span> <span class="o">=</span> <span class="p">{</span><span class="s2">"SPY"</span><span class="p">:</span> <span class="n">SPY_close_ret</span><span class="p">,</span> <span class="s2">"DJIA"</span><span class="p">:</span> <span class="n">DJIA_close_ret</span><span class="p">,</span>
|
||||
<span class="s2">"RUSS"</span><span class="p">:</span> <span class="n">RUSS_close_ret</span><span class="p">,</span> <span class="s2">"NASDAQ"</span><span class="p">:</span> <span class="n">NASDAQ_close_ret</span><span class="p">}</span>
|
||||
<span class="n">indices</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"SPY"</span><span class="p">,</span> <span class="s2">"DJIA"</span><span class="p">,</span> <span class="s2">"RUSS"</span><span class="p">,</span> <span class="s2">"NASDAQ"</span><span class="p">]</span>
|
||||
<span class="n">futures</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"Crude"</span><span class="p">,</span> <span class="s2">"Gold"</span><span class="p">,</span> <span class="s2">"DOW"</span><span class="p">,</span> <span class="s2">"NASDAQ"</span><span class="p">,</span> <span class="s2">"S&P"</span><span class="p">]</span>
|
||||
<span class="k">for</span> <span class="n">index</span> <span class="ow">in</span> <span class="n">indices</span><span class="p">:</span>
|
||||
<span class="n">matches_dict</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">future</span><span class="p">:</span> <span class="n">signs_match</span><span class="p">(</span><span class="n">article_df</span><span class="p">[[</span><span class="n">future</span><span class="p">,</span> <span class="s1">'date'</span><span class="p">]],</span>
|
||||
<span class="n">index_dict</span><span class="p">[</span><span class="n">index</span><span class="p">])</span> <span class="k">for</span> <span class="n">future</span> <span class="ow">in</span> <span class="n">futures</span><span class="p">}</span>
|
||||
<span class="n">count_dict</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">future</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">matches_dict</span><span class="p">[</span><span class="n">index</span><span class="p">][</span><span class="n">future</span><span class="p">])</span> <span class="k">for</span> <span class="n">future</span> <span class="ow">in</span> <span class="n">futures</span><span class="p">}</span>
|
||||
<span class="n">prediction_dict</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">future</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">matches_dict</span><span class="p">[</span><span class="n">index</span><span class="p">][</span><span class="n">future</span><span class="p">])</span>
|
||||
<span class="k">for</span> <span class="n">future</span> <span class="ow">in</span> <span class="n">futures</span><span class="p">}</span>
|
||||
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"Articles Checked:"</span><span class="p">)</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">count_dict</span><span class="p">))</span>
|
||||
<span class="nb">print</span><span class="p">()</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"Prediction Accuracy:"</span><span class="p">)</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">prediction_dict</span><span class="p">))</span>
|
||||
</pre></div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div class="output_wrapper">
|
||||
<div class="output">
|
||||
|
||||
|
||||
<div class="output_area"><div class="prompt"></div>
|
||||
<div class="output_subarea output_stream output_stdout output_text">
|
||||
<pre>Articles Checked:
|
||||
DJIA NASDAQ RUSS SPY
|
||||
Crude 268 268 271 271
|
||||
DOW 268 268 271 271
|
||||
Gold 268 268 271 271
|
||||
NASDAQ 268 268 271 271
|
||||
S&P 268 268 271 271
|
||||
|
||||
Prediction Accuracy:
|
||||
DJIA NASDAQ RUSS SPY
|
||||
Crude 0.533582 0.529851 0.501845 0.542435
|
||||
DOW 0.589552 0.608209 0.535055 0.535055
|
||||
Gold 0.455224 0.451493 0.483395 0.512915
|
||||
NASDAQ 0.582090 0.626866 0.531365 0.538745
|
||||
S&P 0.585821 0.608209 0.535055 0.535055
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
<div class="cell border-box-sizing text_cell rendered">
|
||||
<div class="prompt input_prompt">
|
||||
</div>
|
||||
<div class="inner_cell">
|
||||
<div class="text_cell_render border-box-sizing rendered_html">
|
||||
<p>Well, it appears that the futures data is terrible at predicting market close. NASDAQ predicting NASDAQ is the most interesting data point, but 63% accuracy isn't accurate enough to make money consistently.</p>
|
||||
<h1 id="Final-sentiments">Final sentiments<a class="anchor-link" href="#Final-sentiments">¶</a></h1><p>The data bears out very close to what I expected would happen:</p>
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<ul>
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<li>Futures data is more accurate than a coin flip for predicting openings, which makes sense since it is recorded only 3 hours before the actual opening</li>
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<li>Futures data is about as acccurate as a coin flip for predicting closings, which means there is no money to be made in trying to predict the market direction for the day given the futures data.</li>
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</ul>
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<p>In summary:</p>
|
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<ul>
|
||||
<li>Cramer is half right: Futures data is not good for predicting the market open of the Dow and NASDAQ indices. Contrary to Cramer though, it is very good for predicting the S&P and Russell indices - we can achieve an accuracy slightly over 80% for each. </li>
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<li>Making money in the market is hard. We can't just go to the futures and treat them as an oracle for where the market will close.</li>
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</ul>
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<p>I hope you've enjoyed this, I quite enjoyed taking a deep dive in the analytics this way. I'll be posting more soon!</p>
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</div>
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</div>
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</div></p>
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<p>{% notebook 2015-12-26-testing_cramer.ipynb %}</p>
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