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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>bike-sharing-demand</title>
<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
<style type="text/css">
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<div class="prompt input_prompt">In [13]:</div>
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<div class=" highlight hl-ipython2"><pre><span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="kn">import</span> <span class="n">ExtraTreesRegressor</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">make_scorer</span>
</pre></div>
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<h1 id="Read-data">Read data<a class="anchor-link" href="#Read-data">¶</a></h1>
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<div class=" highlight hl-ipython2"><pre><span class="n">train</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s">'train.csv'</span><span class="p">)</span>
<span class="n">train</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div class="output_area"><div class="prompt output_prompt">Out[4]:</div>
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<div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>datetime</th>
<th>season</th>
<th>holiday</th>
<th>workingday</th>
<th>weather</th>
<th>temp</th>
<th>atemp</th>
<th>humidity</th>
<th>windspeed</th>
<th>casual</th>
<th>registered</th>
<th>count</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>2011-01-01 00:00:00</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>9.84</td>
<td>14.395</td>
<td>81</td>
<td>0</td>
<td>3</td>
<td>13</td>
<td>16</td>
</tr>
<tr>
<th>1</th>
<td>2011-01-01 01:00:00</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>9.02</td>
<td>13.635</td>
<td>80</td>
<td>0</td>
<td>8</td>
<td>32</td>
<td>40</td>
</tr>
<tr>
<th>2</th>
<td>2011-01-01 02:00:00</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>9.02</td>
<td>13.635</td>
<td>80</td>
<td>0</td>
<td>5</td>
<td>27</td>
<td>32</td>
</tr>
<tr>
<th>3</th>
<td>2011-01-01 03:00:00</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>9.84</td>
<td>14.395</td>
<td>75</td>
<td>0</td>
<td>3</td>
<td>10</td>
<td>13</td>
</tr>
<tr>
<th>4</th>
<td>2011-01-01 04:00:00</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>9.84</td>
<td>14.395</td>
<td>75</td>
<td>0</td>
<td>0</td>
<td>1</td>
<td>1</td>
</tr>
</tbody>
</table>
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<ol>
<li><strong>datetime</strong> - hourly date + timestamp </li>
<li><strong>season</strong> - 1 = spring, 2 = summer, 3 = fall, 4 = winter </li>
<li><strong>holiday</strong> - whether the day is considered a holiday</li>
<li><strong>workingday</strong> - whether the day is neither a weekend nor holiday</li>
<li><strong>weather</strong> -
1: Clear, Few clouds, Partly cloudy, Partly cloudy
2: Mist + Cloudy, Mist + Broken clouds, Mist + Few clouds, Mist
3: Light Snow, Light Rain + Thunderstorm + Scattered clouds, Light Rain + Scattered clouds
4: Heavy Rain + Ice Pallets + Thunderstorm + Mist, Snow + Fog </li>
<li><strong>temp</strong> - temperature in Celsius</li>
<li><strong>atemp</strong> - "feels like" temperature in Celsius</li>
<li><strong>humidity</strong> - relative humidity</li>
<li><strong>windspeed</strong> - wind speed</li>
<li><strong>casual</strong> - number of non-registered user rentals initiated</li>
<li><strong>registered</strong> - number of registered user rentals initiated</li>
<li><strong>count</strong> - number of total rentals</li>
</ol>
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<h1 id="Build-a-model">Build a model<a class="anchor-link" href="#Build-a-model">¶</a></h1>
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<div class=" highlight hl-ipython2"><pre><span class="n">model</span> <span class="o">=</span> <span class="n">ExtraTreesRegressor</span><span class="p">()</span>
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<h2 id="train">train<a class="anchor-link" href="#train">¶</a></h2><p>Prepare two things:
X - features. Matrix.
y - target variable. Vector.</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">X</span> <span class="o">=</span> <span class="n">train</span><span class="p">[</span> <span class="p">[</span><span class="s">'season'</span><span class="p">,</span> <span class="s">'holiday'</span><span class="p">,</span> <span class="s">'workingday'</span><span class="p">,</span> <span class="s">'weather'</span><span class="p">,</span> <span class="s">'temp'</span><span class="p">,</span> <span class="s">'atemp'</span><span class="p">,</span> <span class="s">'humidity'</span><span class="p">,</span> <span class="s">'windspeed'</span><span class="p">]</span> <span class="p">]</span><span class="o">.</span><span class="n">values</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">train</span><span class="p">[</span><span class="s">'count'</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
<span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
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<pre>ExtraTreesRegressor(bootstrap=False, criterion='mse', max_depth=None,
max_features='auto', max_leaf_nodes=None, min_samples_leaf=1,
min_samples_split=2, min_weight_fraction_leaf=0.0,
n_estimators=10, n_jobs=1, oob_score=False, random_state=None,
verbose=0, warm_start=False)</pre>
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<h1 id="Evoluation-a-model">Evoluation a model<a class="anchor-link" href="#Evoluation-a-model">¶</a></h1>
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$$ \sqrt{\frac{1}{n} \sum_{i=1}^n (\log(p_i + 1) - \log(a_i+1))^2 }$$<p>where<br>
<strong>n</strong> is the number of hours in the test set<br>
<strong>pi</strong> is your predicted count<br>
<strong>ai</strong> is the actual count<br>
<strong>log(x)</strong> is the natural logarithm</p>
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<div class=" highlight hl-ipython2"><pre><span class="k">def</span> <span class="nf">rmsle</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">):</span>
<span class="n">diff</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">y_pred</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">y_true</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">mean_error</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">square</span><span class="p">(</span><span class="n">diff</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">mean_error</span><span class="p">)</span>
<span class="n">scorer</span> <span class="o">=</span> <span class="n">make_scorer</span><span class="p">(</span><span class="n">rmsle</span><span class="p">,</span> <span class="n">greater_is_better</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">y_pred</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
<span class="n">rmsle</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">)</span>
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<pre>0.56071612274478655</pre>
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<h2 id="That's-all-:)">That's all :)<a class="anchor-link" href="#That's-all-:)">¶</a></h2><p>To be honest this solution is very simple, but contains some big problems... do you see it?</p>
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<div class=" highlight hl-ipython2"><pre>
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