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KiTE.html
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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="generator" content="pdoc 12.3.0"/>
<title>KiTE API documentation</title>
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<h2>Contents</h2>
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<h2>Submodules</h2>
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<section class="module-info">
<h1 class="modulename">
KiTE </h1>
<div class="docstring"><p>KiTE contains utilities to validate and calidrate supervised machine learning models.</p>
<h2 id="main-features">Main Features</h2>
<p>Here are the major utilities provided by the package:</p>
<ul>
<li>Metrics to test if local bias is statistically significant within the given model</li>
<li>Calibration utilities to reduce local bias</li>
<li>Diffusion Map utilities to transform euclidean distance metrics into a diffusion space</li>
</ul>
<h2 id="example-notebooks">Example Notebooks</h2>
<p>We created <a href="https://github.com/A-Good-System-for-Smart-Cities/KiTE-utils/tree/main/notebooks">Example Notebooks</a> to showcase basic examples and applications of this library.</p>
</div>
<input id="mod-KiTE-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<label class="view-source-button" for="mod-KiTE-view-source"><span>View Source</span></label>
<div class="pdoc-code codehilite"><pre><span></span><span id="L-1"><a href="#L-1"><span class="linenos"> 1</span></a><span class="n">__docformat__</span> <span class="o">=</span> <span class="s2">"restructuredtext"</span>
</span><span id="L-2"><a href="#L-2"><span class="linenos"> 2</span></a><span class="vm">__doc__</span> <span class="o">=</span> <span class="s2">"""</span>
</span><span id="L-3"><a href="#L-3"><span class="linenos"> 3</span></a><span class="s2">KiTE contains utilities to validate and calidrate supervised machine learning models.</span>
</span><span id="L-4"><a href="#L-4"><span class="linenos"> 4</span></a>
</span><span id="L-5"><a href="#L-5"><span class="linenos"> 5</span></a><span class="s2">Main Features</span>
</span><span id="L-6"><a href="#L-6"><span class="linenos"> 6</span></a><span class="s2">-------------</span>
</span><span id="L-7"><a href="#L-7"><span class="linenos"> 7</span></a><span class="s2">Here are the major utilities provided by the package:</span>
</span><span id="L-8"><a href="#L-8"><span class="linenos"> 8</span></a><span class="s2">- Metrics to test if local bias is statistically significant within the given model</span>
</span><span id="L-9"><a href="#L-9"><span class="linenos"> 9</span></a><span class="s2">- Calibration utilities to reduce local bias</span>
</span><span id="L-10"><a href="#L-10"><span class="linenos">10</span></a><span class="s2">- Diffusion Map utilities to transform euclidean distance metrics into a diffusion space</span>
</span><span id="L-11"><a href="#L-11"><span class="linenos">11</span></a>
</span><span id="L-12"><a href="#L-12"><span class="linenos">12</span></a>
</span><span id="L-13"><a href="#L-13"><span class="linenos">13</span></a><span class="s2">Example Notebooks</span>
</span><span id="L-14"><a href="#L-14"><span class="linenos">14</span></a><span class="s2">-----------------</span>
</span><span id="L-15"><a href="#L-15"><span class="linenos">15</span></a><span class="s2">We created [Example Notebooks](https://github.com/A-Good-System-for-Smart-Cities/KiTE-utils/tree/main/notebooks) to showcase basic examples and applications of this library.</span>
</span><span id="L-16"><a href="#L-16"><span class="linenos">16</span></a>
</span><span id="L-17"><a href="#L-17"><span class="linenos">17</span></a><span class="s2">"""</span>
</span><span id="L-18"><a href="#L-18"><span class="linenos">18</span></a>
</span><span id="L-19"><a href="#L-19"><span class="linenos">19</span></a><span class="kn">import</span> <span class="nn">decorator</span>
</span><span id="L-20"><a href="#L-20"><span class="linenos">20</span></a><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
</span><span id="L-21"><a href="#L-21"><span class="linenos">21</span></a>
</span><span id="L-22"><a href="#L-22"><span class="linenos">22</span></a><span class="n">none_arg_msg</span> <span class="o">=</span> <span class="s2">"A given argument was None."</span>
</span><span id="L-23"><a href="#L-23"><span class="linenos">23</span></a>
</span><span id="L-24"><a href="#L-24"><span class="linenos">24</span></a>
</span><span id="L-25"><a href="#L-25"><span class="linenos">25</span></a><span class="nd">@decorator</span><span class="o">.</span><span class="n">decorator</span>
</span><span id="L-26"><a href="#L-26"><span class="linenos">26</span></a><span class="k">def</span> <span class="nf">no_none_arg</span><span class="p">(</span><span class="n">f</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><span id="L-27"><a href="#L-27"><span class="linenos">27</span></a> <span class="n">is_none</span> <span class="o">=</span> <span class="p">[</span><span class="n">_</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">args</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">_</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)]</span>
</span><span id="L-28"><a href="#L-28"><span class="linenos">28</span></a> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">is_none</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">or</span> <span class="kc">True</span> <span class="ow">in</span> <span class="n">is_none</span><span class="p">:</span>
</span><span id="L-29"><a href="#L-29"><span class="linenos">29</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">none_arg_msg</span><span class="p">)</span>
</span><span id="L-30"><a href="#L-30"><span class="linenos">30</span></a> <span class="k">return</span> <span class="n">f</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></pre></div>
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heading = `<span class="name">${doc.fullname.replace(/\.__init__$/, "")}</span>${doc.signature}`;
} else {
heading = `<span class="def">${doc.funcdef}</span> <span class="name">${doc.fullname}</span>${doc.signature}`;
}
break;
case "class":
heading = `<span class="def">class</span> <span class="name">${doc.fullname}</span>`;
if (doc.bases)
heading += `<wbr>(<span class="base">${doc.bases}</span>)`;
heading += `:`;
break;
case "variable":
heading = `<span class="name">${doc.fullname}</span>`;
if (doc.annotation)
heading += `<span class="annotation">${doc.annotation}</span>`;
if (doc.default_value)
heading += `<span class="default_value">${doc.default_value}</span>`;
break;
default:
heading = `<span class="name">${doc.fullname}</span>`;
break;
}
html += `
<section class="search-result">
<a href="${url}" class="attr ${doc.kind}">${heading}</a>
<div class="docstring">${doc.doc}</div>
</section>
`;
}
return html;
})());
}
if (getSearchTerm()) {
initialize();
searchBox.value = getSearchTerm();
onInput();
} else {
searchBox.addEventListener("focus", initialize, {once: true});
}
searchBox.addEventListener("keydown", e => {
if (["ArrowDown", "ArrowUp", "Enter"].includes(e.key)) {
let focused = currentContent.querySelector(".search-result.focused");
if (!focused) {
currentContent.querySelector(".search-result").classList.add("focused");
} else if (
e.key === "ArrowDown"
&& focused.nextElementSibling
&& focused.nextElementSibling.classList.contains("search-result")
) {
focused.classList.remove("focused");
focused.nextElementSibling.classList.add("focused");
focused.nextElementSibling.scrollIntoView({
behavior: "smooth",
block: "nearest",
inline: "nearest"
});
} else if (
e.key === "ArrowUp"
&& focused.previousElementSibling
&& focused.previousElementSibling.classList.contains("search-result")
) {
focused.classList.remove("focused");
focused.previousElementSibling.classList.add("focused");
focused.previousElementSibling.scrollIntoView({
behavior: "smooth",
block: "nearest",
inline: "nearest"
});
} else if (
e.key === "Enter"
) {
focused.querySelector("a").click();
}
}
});
</script></body>
</html>