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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>quora_duplicates</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
*
*//*! normalize.css v3.0.2 | MIT License | git.io/normalize */html{font-family:sans-serif;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%;font-size:10px;-webkit-tap-highlight-color:transparent}article,aside,details,figcaption,figure,footer,header,hgroup,main,menu,nav,section,summary{display:block}audio,canvas,progress,video{display:inline-block;vertical-align:baseline}audio:not([controls]){display:none;height:0}[hidden],template{display:none}a{background-color:transparent}a:active,a:hover{outline:0}abbr[title]{border-bottom:1px dotted}b,optgroup,strong{font-weight:700}dfn{font-style:italic}h1{font-size:2em;margin:.67em 0}mark{background:#ff0;color:#000}small{font-size:80%}sub,sup{font-size:75%;line-height:0;position:relative;vertical-align:baseline}sup{top:-.5em}sub{bottom:-.25em}img{border:0;vertical-align:middle}svg:not(:root){overflow:hidden}hr{-moz-box-sizing:content-box;box-sizing:content-box;height:0}pre,textarea{overflow:auto}code,kbd,pre,samp{font-size:1em}button,input,optgroup,select,textarea{color:inherit;font:inherit;margin:0}button{overflow:visible}button,select{text-transform:none}button,html input[type=button],input[type=reset],input[type=submit]{-webkit-appearance:button;cursor:pointer}button[disabled],html input[disabled]{cursor:default}button::-moz-focus-inner,input::-moz-focus-inner{border:0;padding:0}input{line-height:normal}input[type=checkbox],input[type=radio]{box-sizing:border-box;padding:0}input[type=number]::-webkit-inner-spin-button,input[type=number]::-webkit-outer-spin-button{height:auto}input[type=search]::-webkit-search-cancel-button,input[type=search]::-webkit-search-decoration{-webkit-appearance:none}table{border-collapse:collapse;border-spacing:0}td,th{padding:0}/*! 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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<div class=" highlight hl-ipython2"><pre><span class="c"># Select algorithm to use as machine learner</span>
<span class="c"># 0 = Linear Regression</span>
<span class="c"># 1 = SVR (not recommended - too slow)</span>
<span class="c"># 2 = Decision Tree</span>
<span class="c"># 3 = Random Forest</span>
<span class="c"># 4 = XGBoost</span>
<span class="n">algorithm_choice</span> <span class="o">=</span> <span class="mi">3</span>
<span class="c">#Check a valid choice of algorithm has been made</span>
<span class="k">assert</span> <span class="n">algorithm_choice</span> <span class="ow">in</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="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span>
</pre></div>
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<div class="prompt input_prompt">In [2]:</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">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="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">nltk.stem</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="kn">as</span> <span class="nn">sns</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="k">print</span> <span class="s">"Import successful"</span>
</pre></div>
</div>
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</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt"></div>
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<pre>Import successful
</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-ipython2"><pre><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">"train.csv"</span><span class="p">)</span>
<span class="k">print</span> <span class="s">"Quora duplicate questions training 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(s) could not be loaded. Please check filename is correct and dataset exists"</span>
</pre></div>
</div>
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<pre>Quora duplicate questions training dataset has 404290 samples with 6 features each.
</pre>
</div>
</div>
</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-ipython2"><pre><span class="k">print</span> <span class="s">"Display sample of training data:"</span>
<span class="n">display</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span>
</pre></div>
</div>
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<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt"></div>
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<pre>Display sample of training data:
</pre>
</div>
</div>
<div class="output_area"><div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>id</th>
<th>qid1</th>
<th>qid2</th>
<th>question1</th>
<th>question2</th>
<th>is_duplicate</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>0</td>
<td>1</td>
<td>2</td>
<td>What is the step by step guide to invest in sh...</td>
<td>What is the step by step guide to invest in sh...</td>
<td>0</td>
</tr>
<tr>
<th>1</th>
<td>1</td>
<td>3</td>
<td>4</td>
<td>What is the story of Kohinoor (Koh-i-Noor) Dia...</td>
<td>What would happen if the Indian government sto...</td>
<td>0</td>
</tr>
<tr>
<th>2</th>
<td>2</td>
<td>5</td>
<td>6</td>
<td>How can I increase the speed of my internet co...</td>
<td>How can Internet speed be increased by hacking...</td>
<td>0</td>
</tr>
<tr>
<th>3</th>
<td>3</td>
<td>7</td>
<td>8</td>
<td>Why am I mentally very lonely? How can I solve...</td>
<td>Find the remainder when [math]23^{24}[/math] i...</td>
<td>0</td>
</tr>
<tr>
<th>4</th>
<td>4</td>
<td>9</td>
<td>10</td>
<td>Which one dissolve in water quikly sugar, salt...</td>
<td>Which fish would survive in salt water?</td>
<td>0</td>
</tr>
<tr>
<th>5</th>
<td>5</td>
<td>11</td>
<td>12</td>
<td>Astrology: I am a Capricorn Sun Cap moon and c...</td>
<td>I'm a triple Capricorn (Sun, Moon and ascendan...</td>
<td>1</td>
</tr>
<tr>
<th>6</th>
<td>6</td>
<td>13</td>
<td>14</td>
<td>Should I buy tiago?</td>
<td>What keeps childern active and far from phone ...</td>
<td>0</td>
</tr>
<tr>
<th>7</th>
<td>7</td>
<td>15</td>
<td>16</td>
<td>How can I be a good geologist?</td>
<td>What should I do to be a great geologist?</td>
<td>1</td>
</tr>
<tr>
<th>8</th>
<td>8</td>
<td>17</td>
<td>18</td>
<td>When do you use シ instead of し?</td>
<td>When do you use "&" instead of "and"?</td>
<td>0</td>
</tr>
<tr>
<th>9</th>
<td>9</td>
<td>19</td>
<td>20</td>
<td>Motorola (company): Can I hack my Charter Moto...</td>
<td>How do I hack Motorola DCX3400 for free internet?</td>
<td>0</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [5]:</div>
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<div class=" highlight hl-ipython2"><pre><span class="k">print</span> <span class="s">"Display statistics about training data:"</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>
</pre></div>
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<pre>Display statistics about training data:
</pre>
</div>
</div>
<div class="output_area"><div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>id</th>
<th>qid1</th>
<th>qid2</th>
<th>is_duplicate</th>
</tr>
</thead>
<tbody>
<tr>
<th>count</th>
<td>404290.000000</td>
<td>404290.000000</td>
<td>404290.000000</td>
<td>404290.000000</td>
</tr>
<tr>
<th>mean</th>
<td>202144.500000</td>
<td>217243.942418</td>
<td>220955.655337</td>
<td>0.369198</td>
</tr>
<tr>
<th>std</th>
<td>116708.614502</td>
<td>157751.700002</td>
<td>159903.182629</td>
<td>0.482588</td>
</tr>
<tr>
<th>min</th>
<td>0.000000</td>
<td>1.000000</td>
<td>2.000000</td>
<td>0.000000</td>
</tr>
<tr>
<th>25%</th>
<td>101072.250000</td>
<td>74437.500000</td>
<td>74727.000000</td>
<td>0.000000</td>
</tr>
<tr>
<th>50%</th>
<td>202144.500000</td>
<td>192182.000000</td>
<td>197052.000000</td>
<td>0.000000</td>
</tr>
<tr>
<th>75%</th>
<td>303216.750000</td>
<td>346573.500000</td>
<td>354692.500000</td>
<td>1.000000</td>
</tr>
<tr>
<th>max</th>
<td>404289.000000</td>
<td>537932.000000</td>
<td>537933.000000</td>
<td>1.000000</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</div>
</div>
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<div class="cell border-box-sizing code_cell rendered">
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<div class=" highlight hl-ipython2"><pre><span class="c">#question ids not useful information</span>
<span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s">'id'</span><span class="p">,</span> <span class="s">'qid1'</span><span class="p">,</span> <span class="s">'qid2'</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="c">#data.dropna(how = "any", axis = 0, inplace = True)</span>
<span class="n">data</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">value</span> <span class="o">=</span> <span class="s">""</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">0</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">"Modified Quora duplicate questions training 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="c">#split into features and results</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s">'is_duplicate'</span><span class="p">]</span>
<span class="n">features_raw</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">'is_duplicate'</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">#check training features and results are as expected</span>
<span class="n">display</span><span class="p">(</span><span class="n">results</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span>
<span class="n">display</span><span class="p">(</span><span class="n">features_raw</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span>
</pre></div>
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<pre>Modified Quora duplicate questions training dataset has 404290 samples with 3 features each.
</pre>
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<pre>0 0
1 0
2 0
3 0
4 0
5 1
6 0
7 1
8 0
9 0
Name: is_duplicate, dtype: int64</pre>
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<div class="output_area"><div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
<div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>question1</th>
<th>question2</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>What is the step by step guide to invest in sh...</td>
<td>What is the step by step guide to invest in sh...</td>
</tr>
<tr>
<th>1</th>
<td>What is the story of Kohinoor (Koh-i-Noor) Dia...</td>
<td>What would happen if the Indian government sto...</td>
</tr>
<tr>
<th>2</th>
<td>How can I increase the speed of my internet co...</td>
<td>How can Internet speed be increased by hacking...</td>
</tr>
<tr>
<th>3</th>
<td>Why am I mentally very lonely? How can I solve...</td>
<td>Find the remainder when [math]23^{24}[/math] i...</td>
</tr>
<tr>
<th>4</th>
<td>Which one dissolve in water quikly sugar, salt...</td>
<td>Which fish would survive in salt water?</td>
</tr>
<tr>
<th>5</th>
<td>Astrology: I am a Capricorn Sun Cap moon and c...</td>
<td>I'm a triple Capricorn (Sun, Moon and ascendan...</td>
</tr>
<tr>
<th>6</th>
<td>Should I buy tiago?</td>
<td>What keeps childern active and far from phone ...</td>
</tr>
<tr>
<th>7</th>
<td>How can I be a good geologist?</td>
<td>What should I do to be a great geologist?</td>
</tr>
<tr>
<th>8</th>
<td>When do you use シ instead of し?</td>
<td>When do you use "&" instead of "and"?</td>
</tr>
<tr>
<th>9</th>
<td>Motorola (company): Can I hack my Charter Moto...</td>
<td>How do I hack Motorola DCX3400 for free internet?</td>
</tr>
</tbody>
</table>
</div>
</div>
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<div class=" highlight hl-ipython2"><pre><span class="kn">from</span> <span class="nn">sklearn.feature_extraction</span> <span class="kn">import</span> <span class="n">stop_words</span>
<span class="k">def</span> <span class="nf">remove_stop_words</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
<span class="sd">"""Preprocess text to remove 'stopwords' from it (common words with little useful information)"""</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">original_words</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
<span class="n">output</span> <span class="o">=</span> <span class="s">" "</span>
<span class="k">for</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">original_words</span><span class="p">:</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">stop_words</span><span class="o">.</span><span class="n">ENGLISH_STOP_WORDS</span><span class="p">:</span>
<span class="n">output</span> <span class="o">+=</span> <span class="n">word</span> <span class="o">+</span> <span class="s">" "</span>
<span class="k">return</span> <span class="n">output</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="k">except</span><span class="p">:</span> <span class="c">#for the case of NaN entries</span>
<span class="k">return</span> <span class="s">""</span>
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<div class=" highlight hl-ipython2"><pre><span class="c">#Test that the remove_stop_words function works as expected</span>
<span class="k">print</span> <span class="n">remove_stop_words</span><span class="p">(</span><span class="s">"Say hello to the cat"</span><span class="p">)</span>
<span class="k">print</span> <span class="n">remove_stop_words</span><span class="p">(</span><span class="s">"I am six years old"</span><span class="p">)</span>
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<pre> Say hello cat
I years old
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<div class=" highlight hl-ipython2"><pre><span class="k">def</span> <span class="nf">to_lower_case</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
<span class="sd">"""Convert all text to lowercase"""</span>
<span class="k">try</span><span class="p">:</span>
<span class="k">return</span> <span class="n">x</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span>
<span class="k">except</span><span class="p">:</span>
<span class="k">return</span> <span class="s">""</span>
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<div class=" highlight hl-ipython2"><pre><span class="kn">import</span> <span class="nn">string</span>
<span class="k">def</span> <span class="nf">strip_punctuation</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
<span class="sd">"""Remove all special punctuation characters"""</span>
<span class="k">try</span><span class="p">:</span>
<span class="k">return</span> <span class="n">x</span><span class="o">.</span><span class="n">translate</span><span class="p">(</span><span class="bp">None</span><span class="p">,</span> <span class="n">string</span><span class="o">.</span><span class="n">punctuation</span><span class="p">)</span>
<span class="k">except</span><span class="p">:</span>
<span class="k">return</span> <span class="s">""</span>
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<div class=" highlight hl-ipython2"><pre><span class="c">#Test strip_punctuation()</span>
<span class="k">print</span> <span class="n">string</span><span class="o">.</span><span class="n">punctuation</span>
<span class="k">print</span> <span class="n">strip_punctuation</span><span class="p">(</span><span class="s">"This. is! my STring.... :)"</span><span class="p">)</span>
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<pre>!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~
This is my STring
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<div class=" highlight hl-ipython2"><pre><span class="c">#Reference - http://www.nltk.org/howto/stem.html</span>
<span class="n">stemmer</span> <span class="o">=</span> <span class="n">SnowballStemmer</span><span class="p">(</span><span class="s">"english"</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">stem_words</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
<span class="sd">"""Preprocess text to stem all words (e.g. remove plurals, verb ending, etc)"""</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">original_words</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
<span class="n">output</span> <span class="o">=</span> <span class="s">" "</span>
<span class="k">for</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">original_words</span><span class="p">:</span>
<span class="n">output</span> <span class="o">+=</span> <span class="n">stemmer</span><span class="o">.</span><span class="n">stem</span><span class="p">(</span><span class="n">word</span><span class="p">)</span> <span class="o">+</span> <span class="s">" "</span>
<span class="k">return</span> <span class="n">output</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="k">except</span><span class="p">:</span> <span class="c">#for the case of NaN entries</span>
<span class="k">return</span> <span class="s">""</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">test_words</span> <span class="o">=</span> <span class="p">[</span><span class="s">"hello"</span><span class="p">,</span> <span class="s">"running"</span><span class="p">,</span> <span class="s">"forgotten"</span><span class="p">,</span> <span class="s">"turned"</span><span class="p">,</span> <span class="s">"turns"</span><span class="p">,</span> <span class="s">"turning"</span><span class="p">]</span>
<span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">test_words</span><span class="p">:</span>
<span class="k">print</span><span class="p">(</span><span class="n">stemmer</span><span class="o">.</span><span class="n">stem</span><span class="p">(</span><span class="n">w</span><span class="p">))</span>
<span class="n">test_sentence</span> <span class="o">=</span> <span class="s">"I am returning from running to the park after I ate some sandwiches quickly"</span>
<span class="k">print</span> <span class="n">stem_words</span><span class="p">(</span><span class="n">test_sentence</span><span class="p">)</span>
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<pre>hello
run
forgotten
turn
turn
turn
i am return from run to the park after i ate some sandwich quick
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<div class=" highlight hl-ipython2"><pre><span class="c">### Data pre-processing ###</span>
<span class="n">display</span><span class="p">(</span><span class="n">features_raw</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span>
<span class="c">#Make all text lower case</span>
<span class="n">features_raw</span><span class="p">[</span><span class="s">"question1"</span><span class="p">]</span> <span class="o">=</span> <span class="n">features_raw</span><span class="p">[</span><span class="s">"question1"</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">to_lower_case</span><span class="p">)</span>
<span class="n">features_raw</span><span class="p">[</span><span class="s">"question2"</span><span class="p">]</span> <span class="o">=</span> <span class="n">features_raw</span><span class="p">[</span><span class="s">"question2"</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">to_lower_case</span><span class="p">)</span>
<span class="c">#Remove punctuation</span>
<span class="n">features_raw</span><span class="p">[</span><span class="s">"question1"</span><span class="p">]</span> <span class="o">=</span> <span class="n">features_raw</span><span class="p">[</span><span class="s">"question1"</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">strip_punctuation</span><span class="p">)</span>
<span class="n">features_raw</span><span class="p">[</span><span class="s">"question2"</span><span class="p">]</span> <span class="o">=</span> <span class="n">features_raw</span><span class="p">[</span><span class="s">"question2"</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">strip_punctuation</span><span class="p">)</span>
<span class="c">#Remove stopwords</span>
<span class="n">features_raw</span><span class="p">[</span><span class="s">"question1"</span><span class="p">]</span> <span class="o">=</span> <span class="n">features_raw</span><span class="p">[</span><span class="s">"question1"</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">remove_stop_words</span><span class="p">)</span>
<span class="n">features_raw</span><span class="p">[</span><span class="s">"question2"</span><span class="p">]</span> <span class="o">=</span> <span class="n">features_raw</span><span class="p">[</span><span class="s">"question2"</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">remove_stop_words</span><span class="p">)</span>
<span class="c">#Stem all words</span>
<span class="n">features_raw</span><span class="p">[</span><span class="s">"question1"</span><span class="p">]</span> <span class="o">=</span> <span class="n">features_raw</span><span class="p">[</span><span class="s">"question1"</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">stem_words</span><span class="p">)</span>
<span class="n">features_raw</span><span class="p">[</span><span class="s">"question2"</span><span class="p">]</span> <span class="o">=</span> <span class="n">features_raw</span><span class="p">[</span><span class="s">"question2"</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">stem_words</span><span class="p">)</span>
<span class="n">display</span><span class="p">(</span><span class="n">features_raw</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span>
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<th></th>
<th>question1</th>
<th>question2</th>
</tr>
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<tbody>
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<th>0</th>
<td>What is the step by step guide to invest in sh...</td>
<td>What is the step by step guide to invest in sh...</td>
</tr>
<tr>
<th>1</th>
<td>What is the story of Kohinoor (Koh-i-Noor) Dia...</td>
<td>What would happen if the Indian government sto...</td>
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<th>2</th>
<td>How can I increase the speed of my internet co...</td>
<td>How can Internet speed be increased by hacking...</td>
</tr>
<tr>
<th>3</th>
<td>Why am I mentally very lonely? How can I solve...</td>
<td>Find the remainder when [math]23^{24}[/math] i...</td>
</tr>
<tr>
<th>4</th>
<td>Which one dissolve in water quikly sugar, salt...</td>
<td>Which fish would survive in salt water?</td>
</tr>
<tr>
<th>5</th>
<td>Astrology: I am a Capricorn Sun Cap moon and c...</td>
<td>I'm a triple Capricorn (Sun, Moon and ascendan...</td>
</tr>
<tr>
<th>6</th>
<td>Should I buy tiago?</td>
<td>What keeps childern active and far from phone ...</td>
</tr>
<tr>
<th>7</th>
<td>How can I be a good geologist?</td>
<td>What should I do to be a great geologist?</td>
</tr>
<tr>
<th>8</th>
<td>When do you use シ instead of し?</td>
<td>When do you use "&" instead of "and"?</td>
</tr>
<tr>
<th>9</th>
<td>Motorola (company): Can I hack my Charter Moto...</td>
<td>How do I hack Motorola DCX3400 for free internet?</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
<div class="output_area"><div class="prompt"></div>
<div class="output_html rendered_html output_subarea ">
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<table border="1" class="dataframe">
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<tr style="text-align: right;">
<th></th>
<th>question1</th>
<th>question2</th>
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</thead>
<tbody>
<tr>
<th>0</th>
<td>step step guid invest share market india</td>
<td>step step guid invest share market</td>
</tr>
<tr>
<th>1</th>
<td>stori kohinoor kohinoor diamond</td>
<td>happen indian govern stole kohinoor kohinoor ...</td>
</tr>
<tr>
<th>2</th>
<td>increas speed internet connect use vpn</td>
<td>internet speed increas hack dns</td>
</tr>
<tr>
<th>3</th>
<td>mental lone solv</td>
<td>remaind math2324math divid 2423</td>
</tr>
<tr>
<th>4</th>
<td>dissolv water quik sugar salt methan carbon d...</td>
<td>fish surviv salt water</td>
</tr>
<tr>
<th>5</th>
<td>astrolog capricorn sun cap moon cap risingwha...</td>
<td>im tripl capricorn sun moon ascend capricorn ...</td>
</tr>
<tr>
<th>6</th>
<td>buy tiago</td>
<td>keep childern activ far phone video game</td>
</tr>
<tr>
<th>7</th>
<td>good geologist</td>
<td>great geologist</td>
</tr>
<tr>
<th>8</th>
<td></td>
<td>use instead</td>
</tr>
<tr>
<th>9</th>