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customer_segments.html
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customer_segments.html
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>customer_segments</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">
/*!
*
* Twitter Bootstrap
*
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Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */@media print{*,:after,:before{background:0 0!important;color:#000!important;box-shadow:none!important;text-shadow:none!important}a,a:visited{text-decoration:underline}a[href]:after{content:" (" attr(href)")"}abbr[title]:after{content:" (" attr(title)")"}a[href^="javascript:"]:after,a[href^="#"]:after{content:""}blockquote,pre{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}img,tr{page-break-inside:avoid}img{max-width:100%!important}h2,h3,p{orphans:3;widows:3}h2,h3{page-break-after:avoid}select{background:#fff!important}.navbar{display:none}.btn>.caret,.dropup>.btn>.caret{border-top-color:#000!important}.label{border:1px solid #000}.table{border-collapse:collapse!important}.table td,.table th{background-color:#fff!important}.table-bordered td,.table-bordered th{border:1px solid #ddd!important}}@font-face{font-family:'Glyphicons 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<h1 id="Machine-Learning-Engineer-Nanodegree">Machine Learning Engineer Nanodegree<a class="anchor-link" href="#Machine-Learning-Engineer-Nanodegree">¶</a></h1><h2 id="Unsupervised-Learning">Unsupervised Learning<a class="anchor-link" href="#Unsupervised-Learning">¶</a></h2><h2 id="Project-3:-Creating-Customer-Segments">Project 3: Creating Customer Segments<a class="anchor-link" href="#Project-3:-Creating-Customer-Segments">¶</a></h2>
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<p>Welcome to the third project of the Machine Learning Engineer Nanodegree! In this notebook, some template code has already been provided for you, and it will be your job to implement the additional functionality necessary to successfully complete this project. Sections that begin with <strong>'Implementation'</strong> in the header indicate that the following block of code will require additional functionality which you must provide. Instructions will be provided for each section and the specifics of the implementation are marked in the code block with a <code>'TODO'</code> statement. Please be sure to read the instructions carefully!</p>
<p>In addition to implementing code, there will be questions that you must answer which relate to the project and your implementation. Each section where you will answer a question is preceded by a <strong>'Question X'</strong> header. Carefully read each question and provide thorough answers in the following text boxes that begin with <strong>'Answer:'</strong>. Your project submission will be evaluated based on your answers to each of the questions and the implementation you provide.</p>
<blockquote><p><strong>Note:</strong> Code and Markdown cells can be executed using the <strong>Shift + Enter</strong> keyboard shortcut. In addition, Markdown cells can be edited by typically double-clicking the cell to enter edit mode.</p>
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<h2 id="Getting-Started">Getting Started<a class="anchor-link" href="#Getting-Started">¶</a></h2><p>In this project, you will analyze a dataset containing data on various customers' annual spending amounts (reported in <em>monetary units</em>) of diverse product categories for internal structure. One goal of this project is to best describe the variation in the different types of customers that a wholesale distributor interacts with. Doing so would equip the distributor with insight into how to best structure their delivery service to meet the needs of each customer.</p>
<p>The dataset for this project can be found on the <a href="https://archive.ics.uci.edu/ml/datasets/Wholesale+customers">UCI Machine Learning Repository</a>. For the purposes of this project, the features <code>'Channel'</code> and <code>'Region'</code> will be excluded in the analysis — with focus instead on the six product categories recorded for customers.</p>
<p>Run the code block below to load the wholesale customers dataset, along with a few of the necessary Python libraries required for this project. You will know the dataset loaded successfully if the size of the dataset is reported.</p>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Import libraries necessary for this project</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<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">renders</span> <span class="kn">as</span> <span class="nn">rs</span>
<span class="kn">import</span> <span class="nn">sklearn</span> <span class="kn">as</span> <span class="nn">sk</span>
<span class="kn">from</span> <span class="nn">IPython.display</span> <span class="kn">import</span> <span class="n">display</span> <span class="c"># Allows the use of display() for DataFrames</span>
<span class="c"># Show matplotlib plots inline (nicely formatted in the notebook)</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="c"># Load the wholesale customers dataset</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">data</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">"customers.csv"</span><span class="p">)</span>
<span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s">'Region'</span><span class="p">,</span> <span class="s">'Channel'</span><span class="p">],</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span> <span class="o">=</span> <span class="bp">True</span><span class="p">)</span>
<span class="k">print</span> <span class="s">"Wholesale customers dataset has {} samples with {} features each."</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">*</span><span class="n">data</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="k">except</span><span class="p">:</span>
<span class="k">print</span> <span class="s">"Dataset could not be loaded. Is the dataset missing?"</span>
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<pre>Wholesale customers dataset has 440 samples with 6 features each.
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<h2 id="Data-Exploration">Data Exploration<a class="anchor-link" href="#Data-Exploration">¶</a></h2><p>In this section, you will begin exploring the data through visualizations and code to understand how each feature is related to the others. You will observe a statistical description of the dataset, consider the relevance of each feature, and select a few sample data points from the dataset which you will track through the course of this project.</p>
<p>Run the code block below to observe a statistical description of the dataset. Note that the dataset is composed of six important product categories: <strong>'Fresh'</strong>, <strong>'Milk'</strong>, <strong>'Grocery'</strong>, <strong>'Frozen'</strong>, <strong>'Detergents_Paper'</strong>, and <strong>'Delicatessen'</strong>. Consider what each category represents in terms of products you could purchase.</p>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Display a description of the dataset</span>
<span class="n">display</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">describe</span><span class="p">())</span>
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<th></th>
<th>Fresh</th>
<th>Milk</th>
<th>Grocery</th>
<th>Frozen</th>
<th>Detergents_Paper</th>
<th>Delicatessen</th>
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<th>count</th>
<td>440.000000</td>
<td>440.000000</td>
<td>440.000000</td>
<td>440.000000</td>
<td>440.000000</td>
<td>440.000000</td>
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<th>mean</th>
<td>12000.297727</td>
<td>5796.265909</td>
<td>7951.277273</td>
<td>3071.931818</td>
<td>2881.493182</td>
<td>1524.870455</td>
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<th>std</th>
<td>12647.328865</td>
<td>7380.377175</td>
<td>9503.162829</td>
<td>4854.673333</td>
<td>4767.854448</td>
<td>2820.105937</td>
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<th>min</th>
<td>3.000000</td>
<td>55.000000</td>
<td>3.000000</td>
<td>25.000000</td>
<td>3.000000</td>
<td>3.000000</td>
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<th>25%</th>
<td>3127.750000</td>
<td>1533.000000</td>
<td>2153.000000</td>
<td>742.250000</td>
<td>256.750000</td>
<td>408.250000</td>
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<th>50%</th>
<td>8504.000000</td>
<td>3627.000000</td>
<td>4755.500000</td>
<td>1526.000000</td>
<td>816.500000</td>
<td>965.500000</td>
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<th>75%</th>
<td>16933.750000</td>
<td>7190.250000</td>
<td>10655.750000</td>
<td>3554.250000</td>
<td>3922.000000</td>
<td>1820.250000</td>
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<th>max</th>
<td>112151.000000</td>
<td>73498.000000</td>
<td>92780.000000</td>
<td>60869.000000</td>
<td>40827.000000</td>
<td>47943.000000</td>
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<h3 id="Implementation:-Selecting-Samples">Implementation: Selecting Samples<a class="anchor-link" href="#Implementation:-Selecting-Samples">¶</a></h3><p>To get a better understanding of the customers and how their data will transform through the analysis, it would be best to select a few sample data points and explore them in more detail. In the code block below, add <strong>three</strong> indices of your choice to the <code>indices</code> list which will represent the customers to track. It is suggested to try different sets of samples until you obtain customers that vary significantly from one another.</p>
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<div class=" highlight hl-ipython2"><pre><span class="c"># TODO: Select three indices of your choice you wish to sample from the dataset</span>
<span class="n">indices</span> <span class="o">=</span> <span class="p">[</span><span class="mi">53</span><span class="p">,</span> <span class="mi">200</span><span class="p">,</span> <span class="mi">401</span><span class="p">]</span>
<span class="c"># Create a DataFrame of the chosen samples</span>
<span class="n">samples</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">indices</span><span class="p">],</span> <span class="n">columns</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span> <span class="o">=</span> <span class="bp">True</span><span class="p">)</span>
<span class="k">print</span> <span class="s">"Chosen samples of wholesale customers dataset:"</span>
<span class="n">display</span><span class="p">(</span><span class="n">samples</span><span class="p">)</span>
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<pre>Chosen samples of wholesale customers dataset:
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<th>Fresh</th>
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<th>Detergents_Paper</th>
<th>Delicatessen</th>
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<th>0</th>
<td>491</td>
<td>10473</td>
<td>11532</td>
<td>744</td>
<td>5611</td>
<td>224</td>
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<th>1</th>
<td>3067</td>
<td>13240</td>
<td>23127</td>
<td>3941</td>
<td>9959</td>
<td>731</td>
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<th>2</th>
<td>27167</td>
<td>2801</td>
<td>2128</td>
<td>13223</td>
<td>92</td>
<td>1902</td>
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<h3 id="Question-1">Question 1<a class="anchor-link" href="#Question-1">¶</a></h3><p>Consider the total purchase cost of each product category and the statistical description of the dataset above for your sample customers.<br>
<em>What kind of establishment (customer) could each of the three samples you've chosen represent?</em><br>
<strong>Hint:</strong> Examples of establishments include places like markets, cafes, and retailers, among many others. Avoid using names for establishments, such as saying <em>"McDonalds"</em> when describing a sample customer as a restaurant.</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">display</span><span class="p">(</span><span class="n">samples</span> <span class="o">-</span> <span class="n">data</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">round</span><span class="p">())</span>
<span class="n">display</span><span class="p">(</span><span class="n">samples</span> <span class="o">-</span> <span class="n">data</span><span class="o">.</span><span class="n">median</span><span class="p">()</span><span class="o">.</span><span class="n">round</span><span class="p">())</span>
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<th>Milk</th>
<th>Grocery</th>
<th>Frozen</th>
<th>Detergents_Paper</th>
<th>Delicatessen</th>
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<th>0</th>
<td>-11509</td>
<td>4677</td>
<td>3581</td>
<td>-2328</td>
<td>2730</td>
<td>-1301</td>
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<th>1</th>
<td>-8933</td>
<td>7444</td>
<td>15176</td>
<td>869</td>
<td>7078</td>
<td>-794</td>
</tr>
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<th>2</th>
<td>15167</td>
<td>-2995</td>
<td>-5823</td>
<td>10151</td>
<td>-2789</td>
<td>377</td>
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<th>Fresh</th>
<th>Milk</th>
<th>Grocery</th>
<th>Frozen</th>
<th>Detergents_Paper</th>
<th>Delicatessen</th>
</tr>
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<th>0</th>
<td>-8013</td>
<td>6846</td>
<td>6776</td>
<td>-782</td>
<td>4795</td>
<td>-742</td>
</tr>
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<th>1</th>
<td>-5437</td>
<td>9613</td>
<td>18371</td>
<td>2415</td>
<td>9143</td>
<td>-235</td>
</tr>
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<th>2</th>
<td>18663</td>
<td>-826</td>
<td>-2628</td>
<td>11697</td>
<td>-724</td>
<td>936</td>
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<p><strong>Answer:</strong> 0.High spending in milk, grocery, and detergents/paper, possibly a Cafe 1.Low spending in fresh and delicatessen, but high in other categories, likely a Retailer 2.High spending compared to mean/median in Fresh and frozen categories, likely a Market</p>
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<h3 id="Implementation:-Feature-Relevance">Implementation: Feature Relevance<a class="anchor-link" href="#Implementation:-Feature-Relevance">¶</a></h3><p>One interesting thought to consider is if one (or more) of the six product categories is actually relevant for understanding customer purchasing. That is to say, is it possible to determine whether customers purchasing some amount of one category of products will necessarily purchase some proportional amount of another category of products? We can make this determination quite easily by training a supervised regression learner on a subset of the data with one feature removed, and then score how well that model can predict the removed feature.</p>
<p>In the code block below, you will need to implement the following:</p>
<ul>
<li>Assign <code>new_data</code> a copy of the data by removing a feature of your choice using the <code>DataFrame.drop</code> function.</li>
<li>Use <code>sklearn.cross_validation.train_test_split</code> to split the dataset into training and testing sets.<ul>
<li>Use the removed feature as your target label. Set a <code>test_size</code> of <code>0.25</code> and set a <code>random_state</code>.</li>
</ul>
</li>
<li>Import a decision tree regressor, set a <code>random_state</code>, and fit the learner to the training data.</li>
<li>Report the prediction score of the testing set using the regressor's <code>score</code> function.</li>
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<div class=" highlight hl-ipython2"><pre><span class="c"># TODO: Make a copy of the DataFrame, using the 'drop' function to drop the given feature</span>
<span class="c">#print'data', data</span>
<span class="n">new_data</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s">'Fresh'</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
<span class="c">#print 'new_data',new_data</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s">'Milk'</span><span class="p">,</span><span class="s">'Grocery'</span><span class="p">,</span><span class="s">'Frozen'</span><span class="p">,</span><span class="s">'Detergents_Paper'</span><span class="p">,</span><span class="s">'Delicatessen'</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
<span class="c">#print 'y',y</span>
<span class="c"># TODO: Split the data into training and testing sets using the given feature as the target</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">sk</span><span class="o">.</span><span class="n">cross_validation</span><span class="o">.</span><span class="n">train_test_split</span><span class="p">(</span><span class="n">new_data</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.25</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>
<span class="c"># TODO: Create a decision tree regressor and fit it to the training set</span>
<span class="kn">from</span> <span class="nn">sklearn.tree</span> <span class="kn">import</span> <span class="n">DecisionTreeRegressor</span>
<span class="n">regressor</span> <span class="o">=</span> <span class="n">DecisionTreeRegressor</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="mi">13</span><span class="p">)</span>
<span class="n">regressor</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
<span class="c"># TODO: Report the score of the prediction using the testing set</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">regressor</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
<span class="k">print</span> <span class="s">'Score:'</span><span class="p">,</span> <span class="n">score</span>
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<pre>Score: -0.330425485133
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<h3 id="Question-2">Question 2<a class="anchor-link" href="#Question-2">¶</a></h3><p><em>Which feature did you attempt to predict? What was the reported prediction score? Is this feature is necessary for identifying customers' spending habits?</em><br>
<strong>Hint:</strong> The coefficient of determination, <code>R^2</code>, is scored between 0 and 1, with 1 being a perfect fit. A negative <code>R^2</code> implies the model fails to fit the data.</p>
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<p><strong>Answer:</strong> In attempting to predict values for the Fresh category, the prediction score was -0.33, indicating the model failed to fit the data.<del>This does not determine if the feature is necessary due to the failure to properly model the data.</del>As the data is unable to be predicted using other feature values, this indicates it is independent and would be a valuable part of the analysis of spending patterns.</p>
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<h3 id="Visualize-Feature-Distributions">Visualize Feature Distributions<a class="anchor-link" href="#Visualize-Feature-Distributions">¶</a></h3><p>To get a better understanding of the dataset, we can construct a scatter matrix of each of the six product features present in the data. If you found that the feature you attempted to predict above is relevant for identifying a specific customer, then the scatter matrix below may not show any correlation between that feature and the others. Conversely, if you believe that feature is not relevant for identifying a specific customer, the scatter matrix might show a correlation between that feature and another feature in the data. Run the code block below to produce a scatter matrix.</p>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Produce a scatter matrix for each pair of features in the data</span>
<span class="n">pd</span><span class="o">.</span><span class="n">scatter_matrix</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.3</span><span class="p">,</span> <span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">14</span><span class="p">,</span><span class="mi">8</span><span class="p">),</span> <span class="n">diagonal</span> <span class="o">=</span> <span class="s">'kde'</span><span class="p">);</span>
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