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<div id="notebook" tabindex="-1"><div class="container" id="notebook-container"><div class="cell code_cell rendered unselected" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [2]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 268.359px; margin-bottom: -15px; border-right-width: 35px; min-height: 147px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation" style=""><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-comment">### Kunal Makwana </span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-comment">### 19BAI1011</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-keyword">import</span> <span class="cm-variable">pandas</span> <span class="cm-keyword">as</span> <span class="cm-variable">pd</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-keyword">import</span> <span class="cm-variable">numpy</span> <span class="cm-keyword">as</span> <span class="cm-variable">np</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-keyword">import</span> <span class="cm-variable">matplotlib</span>.<span class="cm-property">pyplot</span> <span class="cm-keyword">as</span> <span class="cm-variable">plt</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-keyword">import</span> <span class="cm-variable">seaborn</span> <span class="cm-keyword">as</span> <span class="cm-variable">sns</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-operator">%</span><span class="cm-variable">matplotlib</span> <span class="cm-variable">inline</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span cm-text=""></span></span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 147px;"></div><div class="CodeMirror-gutters" style="display: none; height: 182px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [9]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 411.656px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">lr</span> <span class="cm-operator">=</span> <span class="cm-variable">pd</span>.<span class="cm-property">read_excel</span>(<span class="cm-string">'LR-dataset-lab-b-part.xlsx'</span>)</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [10]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 23.8594px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">lr</span></span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt output_prompt"><bdi>Out[10]:</bdi></div><div class="output_subarea output_html rendered_html output_result" dir="auto"><div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right">
<th></th>
<th>Input1</th>
<th>Input2</th>
<th>Input3</th>
<th>Output</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>50</td>
<td>6</td>
<td>30</td>
<td>4.855400</td>
</tr>
<tr>
<th>1</th>
<td>50</td>
<td>6</td>
<td>45</td>
<td>4.966500</td>
</tr>
<tr>
<th>2</th>
<td>50</td>
<td>6</td>
<td>60</td>
<td>5.793300</td>
</tr>
<tr>
<th>3</th>
<td>50</td>
<td>6</td>
<td>75</td>
<td>6.282900</td>
</tr>
<tr>
<th>4</th>
<td>50</td>
<td>8</td>
<td>30</td>
<td>5.064000</td>
</tr>
<tr>
<th>...</th>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
</tr>
<tr>
<th>59</th>
<td>200</td>
<td>10</td>
<td>75</td>
<td>9.534520</td>
</tr>
<tr>
<th>60</th>
<td>200</td>
<td>12</td>
<td>30</td>
<td>8.084280</td>
</tr>
<tr>
<th>61</th>
<td>200</td>
<td>12</td>
<td>45</td>
<td>8.952733</td>
</tr>
<tr>
<th>62</th>
<td>200</td>
<td>12</td>
<td>60</td>
<td>8.861120</td>
</tr>
<tr>
<th>63</th>
<td>200</td>
<td>12</td>
<td>75</td>
<td>10.126740</td>
</tr>
</tbody>
</table>
<p>64 rows × 4 columns</p>
</div></div></div></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [11]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 82.875px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">lr</span>.<span class="cm-property">head</span>()</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt output_prompt"><bdi>Out[11]:</bdi></div><div class="output_subarea output_html rendered_html output_result" dir="auto"><div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right">
<th></th>
<th>Input1</th>
<th>Input2</th>
<th>Input3</th>
<th>Output</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>50</td>
<td>6</td>
<td>30</td>
<td>4.8554</td>
</tr>
<tr>
<th>1</th>
<td>50</td>
<td>6</td>
<td>45</td>
<td>4.9665</td>
</tr>
<tr>
<th>2</th>
<td>50</td>
<td>6</td>
<td>60</td>
<td>5.7933</td>
</tr>
<tr>
<th>3</th>
<td>50</td>
<td>6</td>
<td>75</td>
<td>6.2829</td>
</tr>
<tr>
<th>4</th>
<td>50</td>
<td>8</td>
<td>30</td>
<td>5.0640</td>
</tr>
</tbody>
</table>
</div></div></div></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [12]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 82.875px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">lr</span>.<span class="cm-property">info</span>()</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt"></div><div class="output_subarea output_text output_stream output_stdout" dir="auto"><pre><class 'pandas.core.frame.DataFrame'>
RangeIndex: 64 entries, 0 to 63
Data columns (total 4 columns):
# Column Non-Null Count Dtype
--- ------ -------------- -----
0 Input1 64 non-null int64
1 Input2 64 non-null int64
2 Input3 64 non-null int64
3 Output 64 non-null float64
dtypes: float64(1), int64(3)
memory usage: 2.1 KB
</pre></div></div></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [13]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 116.594px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">lr</span>.<span class="cm-property">describe</span>()</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt output_prompt"><bdi>Out[13]:</bdi></div><div class="output_subarea output_html rendered_html output_result" dir="auto"><div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right">
<th></th>
<th>Input1</th>
<th>Input2</th>
<th>Input3</th>
<th>Output</th>
</tr>
</thead>
<tbody>
<tr>
<th>count</th>
<td>64.000000</td>
<td>64.000000</td>
<td>64.000000</td>
<td>64.000000</td>
</tr>
<tr>
<th>mean</th>
<td>125.000000</td>
<td>9.000000</td>
<td>52.500000</td>
<td>7.532160</td>
</tr>
<tr>
<th>std</th>
<td>56.343617</td>
<td>2.253745</td>
<td>16.903085</td>
<td>1.299161</td>
</tr>
<tr>
<th>min</th>
<td>50.000000</td>
<td>6.000000</td>
<td>30.000000</td>
<td>4.855400</td>
</tr>
<tr>
<th>25%</th>
<td>87.500000</td>
<td>7.500000</td>
<td>41.250000</td>
<td>6.946300</td>
</tr>
<tr>
<th>50%</th>
<td>125.000000</td>
<td>9.000000</td>
<td>52.500000</td>
<td>7.208407</td>
</tr>
<tr>
<th>75%</th>
<td>162.500000</td>
<td>10.500000</td>
<td>63.750000</td>
<td>8.702705</td>
</tr>
<tr>
<th>max</th>
<td>200.000000</td>
<td>12.000000</td>
<td>75.000000</td>
<td>10.126740</td>
</tr>
</tbody>
</table>
</div></div></div></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [14]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 91.3125px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">lr</span>.<span class="cm-property">columns</span></span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt output_prompt"><bdi>Out[14]:</bdi></div><div class="output_subarea output_text output_result" dir="auto"><pre>Index(['Input1', 'Input2', 'Input3', 'Output'], dtype='object')</pre></div></div></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [15]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 141.906px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">sns</span>.<span class="cm-property">pairplot</span>(<span class="cm-variable">lr</span>)</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt output_prompt"><bdi>Out[15]:</bdi></div><div class="output_subarea output_text output_result" dir="auto"><pre><seaborn.axisgrid.PairGrid at 0x7f8411efc2b0></pre></div></div><div class="output_area"><div class="run_this_cell"></div><div class="prompt"></div><div class="output_subarea output_png" dir="auto"><img 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"></div></div></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [16]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 217.781px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">sns</span>.<span class="cm-property">displot</span>(<span class="cm-variable">lr</span>[<span class="cm-string">'Output'</span>])</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt output_prompt"><bdi>Out[16]:</bdi></div><div class="output_subarea output_text output_result" dir="auto"><pre><seaborn.axisgrid.FacetGrid at 0x7f840f3ae8b0></pre></div></div><div class="output_area"><div class="run_this_cell"></div><div class="prompt"></div><div class="output_subarea output_png" dir="auto"><img src="data:image/png;base64,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"></div></div></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [17]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 217.781px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">sns</span>.<span class="cm-property">displot</span>(<span class="cm-variable">lr</span>[<span class="cm-string">'Input1'</span>])</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt output_prompt"><bdi>Out[17]:</bdi></div><div class="output_subarea output_text output_result" dir="auto"><pre><seaborn.axisgrid.FacetGrid at 0x7f840d4d1160></pre></div></div><div class="output_area"><div class="run_this_cell"></div><div class="prompt"></div><div class="output_subarea output_png" dir="auto"><img src="data:image/png;base64,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"></div></div></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [20]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 192.5px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">sns</span>.<span class="cm-property">heatmap</span>(<span class="cm-variable">lr</span>.<span class="cm-property">corr</span>())</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt output_prompt"><bdi>Out[20]:</bdi></div><div class="output_subarea output_text output_result" dir="auto"><pre><AxesSubplot:></pre></div></div><div class="output_area"><div class="run_this_cell"></div><div class="prompt"></div><div class="output_subarea output_png" dir="auto"><img src="data:image/png;base64,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"></div></div></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [22]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 445.359px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-keyword">from</span> <span class="cm-variable">sklearn</span>.<span class="cm-property">model_selection</span> <span class="cm-keyword">import</span> <span class="cm-variable">train_test_split</span></span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [23]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 310.516px; margin-bottom: -15px; border-right-width: 35px; min-height: 45px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">x</span> <span class="cm-operator">=</span> <span class="cm-variable">lr</span>[[<span class="cm-string">'Input1'</span>,<span class="cm-string">'Input2'</span>,<span class="cm-string">'Input3'</span>]]</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">y</span> <span class="cm-operator">=</span> <span class="cm-variable">lr</span>[<span class="cm-string">'Output'</span>]</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 45px;"></div><div class="CodeMirror-gutters" style="display: none; height: 80px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [24]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 74.4531px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">x</span>.<span class="cm-property">head</span>()</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt output_prompt"><bdi>Out[24]:</bdi></div><div class="output_subarea output_html rendered_html output_result" dir="auto"><div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right">
<th></th>
<th>Input1</th>
<th>Input2</th>
<th>Input3</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>50</td>
<td>6</td>
<td>30</td>
</tr>
<tr>
<th>1</th>
<td>50</td>
<td>6</td>
<td>45</td>
</tr>
<tr>
<th>2</th>
<td>50</td>
<td>6</td>
<td>60</td>
</tr>
<tr>
<th>3</th>
<td>50</td>
<td>6</td>
<td>75</td>
</tr>
<tr>
<th>4</th>
<td>50</td>
<td>8</td>
<td>30</td>
</tr>
</tbody>
</table>
</div></div></div></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [25]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 74.4531px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">y</span>.<span class="cm-property">head</span>()</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt output_prompt"><bdi>Out[25]:</bdi></div><div class="output_subarea output_text output_result" dir="auto"><pre>0 4.8554
1 4.9665
2 5.7933
3 6.2829
4 5.0640
Name: Output, dtype: float64</pre></div></div></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [26]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true" style="display: block; right: 0px; left: 0px;"><div style="height: 100%; min-height: 1px; width: 724px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 723.625px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 15px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">X_train</span>, <span class="cm-variable">X_test</span>, <span class="cm-variable">y_train</span>, <span class="cm-variable">y_test</span> <span class="cm-operator">=</span> <span class="cm-variable">train_test_split</span>(<span class="cm-variable">x</span>,<span class="cm-variable">y</span>,<span class="cm-variable">test_size</span><span class="cm-operator">=</span><span class="cm-number">0.3</span>,<span class="cm-variable">random_state</span><span class="cm-operator">=</span><span class="cm-number">1</span>)</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 15px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 78px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [27]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 420.078px; margin-bottom: -15px; border-right-width: 35px; min-height: 45px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-keyword">from</span> <span class="cm-variable">sklearn</span>.<span class="cm-property">linear_model</span> <span class="cm-keyword">import</span> <span class="cm-variable">LinearRegression</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span cm-text=""></span></span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 45px;"></div><div class="CodeMirror-gutters" style="display: none; height: 80px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [28]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 217.75px; margin-bottom: -15px; border-right-width: 35px; min-height: 45px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">mylm</span> <span class="cm-operator">=</span> <span class="cm-variable">LinearRegression</span>()</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span cm-text=""></span></span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 45px;"></div><div class="CodeMirror-gutters" style="display: none; height: 80px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [29]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 217.797px; margin-bottom: -15px; border-right-width: 35px; min-height: 45px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">mylm</span>.<span class="cm-property">fit</span>(<span class="cm-variable">X_train</span>,<span class="cm-variable">y_train</span>)</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span cm-text=""></span></span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 45px;"></div><div class="CodeMirror-gutters" style="display: none; height: 80px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt output_prompt"><bdi>Out[29]:</bdi></div><div class="output_subarea output_text output_result" dir="auto"><pre>LinearRegression()</pre></div></div></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [30]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 192.484px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-builtin">print</span>(<span class="cm-variable">mylm</span>.<span class="cm-property">intercept_</span>)</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt"></div><div class="output_subarea output_text output_stream output_stdout" dir="auto"><pre>1.9953393139769426
</pre></div></div></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [31]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 285.234px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">prediction</span> <span class="cm-operator">=</span> <span class="cm-variable">mylm</span>.<span class="cm-property">predict</span>(<span class="cm-variable">X_test</span>)</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell rendered selected" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [33]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 259.938px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">plt</span>.<span class="cm-property">scatter</span>(<span class="cm-variable">y_test</span>,<span class="cm-variable">prediction</span>)</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt output_prompt"><bdi>Out[33]:</bdi></div><div class="output_subarea output_text output_result" dir="auto"><pre><matplotlib.collections.PathCollection at 0x7f8403849c10></pre></div></div><div class="output_area"><div class="run_this_cell"></div><div class="prompt"></div><div class="output_subarea output_png" dir="auto"><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAXYAAAD4CAYAAAD4k815AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAASrUlEQVR4nO3df4xlZX3H8fenLOgsSRkDa5SRdmk0W3+gLkwsaDSma0MwBgiSdE2MYmopVuuPP0jwH5P6Dxr8p5bWDdG02rREu8UNVhRsaBrTRJqBXX6J22CtwIBmRHeJOq0L/faPubvcvc7u3Dt759xzz7xfyWTvPefJvd+cOfuZe5/nOedJVSFJ6o7fmHQBkqTxMtglqWMMdknqGINdkjrGYJekjtkyqTc+55xzavv27ZN6e0maSvfee+9PqmrbydpMLNi3b9/OwsLCpN5ekqZSkh+u1cauGEnqGINdkjrGYJekjjHYJaljDHZJ6piJzYqRpFOxb/8iN915kCcPLXPu7AzXX7qDK3fOTbqsVjDYJU2dffsX+fhtD7J85DkAFg8t8/HbHgQw3LErRtIUuunOg8dC/ajlI89x050HJ1RRuxjskqbOk4eWR9q+2RjskqbOubMzI23fbAx2SVPn+kt3MHP6acdtmzn9NK6/dMeEKmoXB08lTZ2jA6TOilmdwS5pKl25c84gPwG7YiSpYwx2SeoYg12SOsZgl6SOMdglqWMMdknqGINdkjrGYJekjjHYJaljDHZJ6hiDXZI6xmCXpI4x2CWpYwx2SeoYg12SOmaoYE/ykSQPJXk4yUdX2Z8kn03yaJIHklw49kolSUNZM9iTvAb4Y+ANwOuAdyR5+UCzy4BX9H6uBT435jolSUMa5hP7K4F7quqXVfUs8G/AVQNtrgC+VCu+A8wmeemYa5UkDWGYYH8IeHOSs5NsBd4OnDfQZg54vO/5E71tx0lybZKFJAtLS0vrrVmSdBJrBntVPQJ8GrgL+CZwAHhuPW9WVbdU1XxVzW/btm09LyFJWsNQg6dV9YWquqiq3gL8DPjPgSaLHP8p/mW9bZKkhg07K+bFvX9/i5X+9X8YaHI78J7e7JiLgcNV9dRYK5UkDWXLkO3+KcnZwBHgg1V1KMl1AFW1B7iDlb73R4FfAu/biGIlSWsbKtir6s2rbNvT97iAD46xLklqpX37F7npzoM8eWiZc2dnuP7SHVy589fmikzUsJ/YJWnT27d/kY/f9iDLR1bmjyweWubjtz0I0Kpw95YCkjSkm+48eCzUj1o+8hw33XlwQhWtzmCXpCE9eWh5pO2TYrBL0pDOnZ0ZafukGOySNKTrL93BzOmnHbdt5vTTuP7SHROqaHUOnkrSkI4OkK53VkxTM2oMdkkawZU759YVxk3OqLErRpIa0OSMGoNdkhrQ5Iwag12SGtDkjBqDXZIa0OSMGgdPJakBpzqjZhQGuyQ1ZL0zakZlV4wkdYzBLkkdY7BLUscY7JLUMQa7JHWMwS5JHWOwS1LHOI9dU2caFhOWJslg11SZlsWEpUmyK0ZTZVoWE5YmyWDXVJmWxYSlSTLYNVWmZTFhaZKGCvYkH0vycJKHktya5IUD+69JspTkQO/n/RtTrja7aVlMWJvHvv2LvOlTd3P+DV/nTZ+6m337Fydd0tqDp0nmgA8Dr6qq5SRfAXYDfzvQ9MtV9aHxlyg9r8lbn0praetg/rCzYrYAM0mOAFuBJzeuJOnkmrr1qbSWkw3mT/IcXbMrpqoWgc8AjwFPAYer6q5Vmr4zyQNJ9iY5b7XXSnJtkoUkC0tLS6dUuCRNWlsH89cM9iQvAq4AzgfOBc5M8u6BZl8DtlfVa4FvAV9c7bWq6paqmq+q+W3btp1a5ZI0YW0dzB9m8PRtwA+qaqmqjgC3AW/sb1BVT1fV//aefh64aLxlSlL7tHUwf5g+9seAi5NsBZaBXcBCf4MkL62qp3pPLwceGWuVktRCbR3MXzPYq+qeJHuB+4Bngf3ALUk+CSxU1e3Ah5Nc3tv/U+CajStZktqjjYP5qaqJvPH8/HwtLCys3VCSdEySe6tq/mRtvPJUkjrGYJekjjHYJaljDHZJ6hiDXZI6xmCXpI4x2CWpYwx2SeoYg12SOsZgl6SOMdglqWMMdknqmGGXxtMmsW//YutuQSppNAa7jmnrwrySRmOw65i2LMzrtwbp1BjsOqYNC/P6rUE6dQ6e6pg2LMx7sm8NkoZjsOuYNizM24ZvDdK0M9h1zJU757jxqguYm50hwNzsDDdedUGjXSBt+NYgTTv72HWcphbmPdEA6fWX7jiujx2a/9YgTTuDXY0bZoDUWTHS+hnsatxa0yqb+tYgdZV97GqcA6TSxjLY1TgHSKWNZbCrcW2YVil12VB97Ek+BrwfKOBB4H1V9T99+18AfAm4CHga+MOq+u+xV6tO2IgBUm9DID1vzWBPMgd8GHhVVS0n+QqwG/jbvmZ/BPysql6eZDfwaeAPN6BedcQ4B0i9DYF0vGG7YrYAM0m2AFuBJwf2XwF8sfd4L7ArScZTonRy3oZAOt6awV5Vi8BngMeAp4DDVXXXQLM54PFe+2eBw8DZg6+V5NokC0kWlpaWTrV2CXCWjTRozWBP8iJWPpGfD5wLnJnk3et5s6q6parmq2p+27Zt63kJ6dc4y0Y63jBdMW8DflBVS1V1BLgNeONAm0XgPIBed81ZrAyiShvOWTbS8YYJ9seAi5Ns7fWb7wIeGWhzO/De3uOrgburqsZXpnRibbh5mdQma86Kqap7kuwF7gOeBfYDtyT5JLBQVbcDXwD+LsmjwE9ZmTUjNcbbEEjPy6Q+WM/Pz9fCwsJE3luSplWSe6tq/mRtvPJUkjrGYJekjjHYJaljDHZJ6hiDXZI6xmCXpI4x2CWpYwx2SeoYg12SOsZgl6SOMdglqWMMdknqmKEWs5Y2motRS+NjsGviXIxaGi+7YjRxLkYtjZfBrolzMWppvAx2TZyLUUvjZbBr4lyMWhovB081cUcHSJ0VI42Hwa5WcDFqaXzsipGkjjHYJalj7IrZAF5FKWmSDPYxm8RVlP4hkdTPrpgxa/oqyqN/SBYPLVM8/4dk3/7FDXk/Se23ZrAn2ZHkQN/PM0k+OtDmrUkO97X5xIZV3HJNX0Xp5fiSBq3ZFVNVB4HXAyQ5DVgEvrpK029X1TvGWt0UOnd2hsVVQnyjrqL0cnxJg0btitkFfL+qfrgRxXRB01dRejm+pEGjBvtu4NYT7Lskyf1JvpHk1as1SHJtkoUkC0tLSyO+9XS4cuccN151AXOzMwSYm53hxqsu2LDBTC/HlzQoVTVcw+QM4Eng1VX144F9vwn8X1X9PMnbgb+oqlec7PXm5+drYWFhnWWrn7NipM0jyb1VNX+yNqNMd7wMuG8w1AGq6pm+x3ck+esk51TVT0Z4fa2Tl+NL6jdKV8y7OEE3TJKXJEnv8Rt6r/v0qZcnSRrVUJ/Yk5wJ/AHwJ33brgOoqj3A1cAHkjwLLAO7a9g+Hk0tu4Ckdhoq2KvqF8DZA9v29D2+Gbh5vKWpzVynVGovrzzVunhhlNReBrvWxQujpPYy2LUuXhgltZfBrnXxwiipvbxtr9bFdUql9jLYtW5eGCW1k8EuNcR5/2qKwS41wHn/apKDp1IDnPevJhnsUgOc968mGexSA5z3ryYZ7FIDnPevJjl4KjXAef9qksEuNcR5/2qKXTGS1DEGuyR1jMEuSR1jsEtSxxjsktQxBrskdYzBLkkdY7BLUscY7JLUMQa7JHWMwS5JHbNmsCfZkeRA388zST460CZJPpvk0SQPJLlwwypusX37F3nTp+7m/Bu+zps+dTf79i9OuiRJm9CaNwGrqoPA6wGSnAYsAl8daHYZ8Irez+8Bn+v9u2m49Jmkthi1K2YX8P2q+uHA9iuAL9WK7wCzSV46lgqnhEufSWqLUYN9N3DrKtvngMf7nj/R23acJNcmWUiysLS0NOJbt5tLn0lqi6GDPckZwOXAP673zarqlqqar6r5bdu2rfdlWsmlzyS1xSif2C8D7quqH6+ybxE4r+/5y3rbNg2XPpPUFqME+7tYvRsG4HbgPb3ZMRcDh6vqqVOubopcuXOOG6+6gLnZGQLMzc5w41UXOHAqqXFDLY2X5EzgD4A/6dt2HUBV7QHuAN4OPAr8Enjf2CudApt16bN9+xddy1NqkaGCvap+AZw9sG1P3+MCPjje0jQNnOYptY9XnuqUOM1Tah+DXafEaZ5S+wzVFSMNOtqvXifY7zRPaXIMdo1ssF99kNM8pcky2DWy1frVj5pzVow0cQa7Rnai/vMA/37D7zdbjKRf4+CpRubtE6R2m6pg937n7eDtE6R2m5quGC+EaY+jx9urTaV2mppgP9mFMAZK8zbr7ROkaTA1XTFeCCNJw5maYHfATpKGMzXB7oCdJA1navrYHbCTpOFMTbCDA3aSNIyp6YqRJA3HYJekjjHYJaljDHZJ6hiDXZI6xmCXpI4x2CWpYwx2SeoYg12SOmaqrjxt2r79i97CQNLUGeoTe5LZJHuTfC/JI0kuGdj/1iSHkxzo/XxiY8ptztGFPRYPLVM8v7CHqzZJarthP7H/BfDNqro6yRnA1lXafLuq3jG+0ibLhT0kTas1gz3JWcBbgGsAqupXwK82tqzJc2EPSdNqmK6Y84El4G+S7E/y+SRnrtLukiT3J/lGklev9kJJrk2ykGRhaWnpVOrecC7sIWlaDRPsW4ALgc9V1U7gF8ANA23uA367ql4H/CWwb7UXqqpbqmq+qua3bdu2/qob4MIekqbVMH3sTwBPVNU9ved7GQj2qnqm7/EdSf46yTlV9ZPxldosF/Y4OWcMSe21ZrBX1Y+SPJ5kR1UdBHYB3+1vk+QlwI+rqpK8gZVvAk9vSMUNcmGP1R2dMXR0cPnojCHA4yW1wLCzYv4M+PvejJj/At6X5DqAqtoDXA18IMmzwDKwu6pqIwrW5DljSGq3oYK9qg4A8wOb9/Ttvxm4eXxlqc2cMSS1m7cU0MicMSS1m8GukTljSGo37xWjkTljSGo3g13r4owhqb3sipGkjjHYJaljDHZJ6hiDXZI6xmCXpI7JpK78T7IE/HAib/68c4BpuFHZtNQJ01OrdY7ftNQ67XX+dlWd9Pa4Ewv2NkiyUFWDt0ponWmpE6anVuscv2mpdTPUaVeMJHWMwS5JHbPZg/2WSRcwpGmpE6anVuscv2mptfN1buo+dknqos3+iV2SOsdgl6SO2RTBnmQ2yd4k30vySJJLBvYnyWeTPJrkgSQXtrTOtyY5nORA7+cTE6hxR9/7H0jyTJKPDrRpy/EcptaJH9NeHR9L8nCSh5LcmuSFA/tfkOTLvWN6T5LtLa3zmiRLfcfz/ZOos1fLR3p1Pjz4e+/tb8t5ulado5+jVdX5H+CLwPt7j88AZgf2vx34BhDgYuCeltb5VuCfJ308++o5DfgRKxdMtO54DlnrxI8pMAf8AJjpPf8KcM1Amz8F9vQe7wa+3NI6rwFubsHv+zXAQ8BWVm5P/i/AywfaTPw8HbLOkc/Rzn9iT3IW8BbgCwBV9auqOjTQ7ArgS7XiO8Bskpe2sM622QV8v6oGryCe+PFcxYlqbYstwEySLaz8J39yYP8VrPzhB9gL7EqSBus7aq062+KVrAT1L6vqWeDfgKsG2rThPB2mzpF1PtiB84El4G+S7E/y+SRnDrSZAx7ve/5Eb1uThqkT4JIk9yf5RpJXN1zjoN3Aratsb8PxHHSiWmHCx7SqFoHPAI8BTwGHq+qugWbHjmkvAA4DZ7ewToB39ro29iY5r8ka+zwEvDnJ2Um2svLpfLCWNpynw9QJI56jmyHYtwAXAp+rqp3AL4AbJlvSqoap8z5WuhJeB/wlsK/RCvskOQO4HPjHSdUwrDVqnfgxTfIiVj49ng+cC5yZ5N1N17GWIev8GrC9ql4LfIvnv2U0qqoeAT4N3AV8EzgAPDeJWk5myDpHPkc3Q7A/ATxRVff0nu9lJUD7LXL8X8mX9bY1ac06q+qZqvp57/EdwOlJzmm2zGMuA+6rqh+vsq8Nx7PfCWttyTF9G/CDqlqqqiPAbcAbB9ocO6a9bpCzgKcbrXKIOqvq6ar6397TzwMXNVxjfy1fqKqLquotwM+A/xxo0orzdK0613OOdj7Yq+pHwONJdvQ27QK+O9DsduA9vVHyi1n5ivlU2+pM8pKj/apJ3sDK76/p/9xHvYsTd21M/HgOOGGtLTmmjwEXJ9naq2UX8MhAm9uB9/YeXw3cXb2RtQatWedAH/Xlg/ublOTFvX9/i5V+638YaNKK83StOtd1jjY9CjyJH+D1wALwACtfY14EXAdc19sf4K+A7wMPAvMtrfNDwMPA/cB3gDdOqM4zeyfWWX3bWnc8h6y1Lcf0z4HvsdLn+nfAC4BPApf39r+Qla6kR4H/AH6npXXe2Hc8/xX43Qn+7r/Nyoej+4FdbT1Ph6hz5HPUWwpIUsd0vitGkjYbg12SOsZgl6SOMdglqWMMdknqGINdkjrGYJekjvl/gt0d/Sux90YAAAAASUVORK5CYII="></div></div></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [35]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 361.078px; margin-bottom: -15px; border-right-width: 35px; min-height: 45px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">sns</span>.<span class="cm-property">distplot</span>((<span class="cm-variable">y_test</span><span class="cm-operator">-</span><span class="cm-variable">prediction</span>),<span class="cm-variable">bins</span><span class="cm-operator">=</span><span class="cm-number">50</span>);</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span cm-text=""></span></span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 45px;"></div><div class="CodeMirror-gutters" style="display: none; height: 80px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt"></div><div class="output_subarea output_png" dir="auto"><img 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class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [36]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 234.641px; margin-bottom: -15px; border-right-width: 35px; min-height: 45px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-keyword">from</span> <span class="cm-variable">sklearn</span> <span class="cm-keyword">import</span> <span class="cm-variable">metrics</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span cm-text=""></span></span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 45px;"></div><div class="CodeMirror-gutters" style="display: none; height: 80px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [37]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true" style="display: block; right: 0px; left: 0px;"><div style="height: 100%; min-height: 1px; width: 606px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 605.562px; margin-bottom: -15px; border-right-width: 35px; min-height: 62px; padding-right: 0px; padding-bottom: 15px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-builtin">print</span>(<span class="cm-string">'MAE:'</span>, <span class="cm-variable">metrics</span>.<span class="cm-property">mean_absolute_error</span>(<span class="cm-variable">y_test</span>, <span class="cm-variable">prediction</span>))</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-builtin">print</span>(<span class="cm-string">'MSE:'</span>, <span class="cm-variable">metrics</span>.<span class="cm-property">mean_squared_error</span>(<span class="cm-variable">y_test</span>, <span class="cm-variable">prediction</span>))</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-builtin">print</span>(<span class="cm-string">'RMSE:'</span>, <span class="cm-variable">np</span>.<span class="cm-property">sqrt</span>(<span class="cm-variable">metrics</span>.<span class="cm-property">mean_squared_error</span>(<span class="cm-variable">y_test</span>, <span class="cm-variable">prediction</span>)))</span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 15px solid transparent; top: 62px;"></div><div class="CodeMirror-gutters" style="display: none; height: 112px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"><div class="output_area"><div class="run_this_cell"></div><div class="prompt"></div><div class="output_subarea output_text output_stream output_stdout" dir="auto"><pre>MAE: 0.689981295278578
MSE: 0.5972098873204482
RMSE: 0.7727935606101077
</pre></div></div></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div><div class="cell code_cell unselected rendered" tabindex="2"><div class="input"><div class="prompt_container"><div class="prompt input_prompt"><bdi>In</bdi> [ ]:</div><div class="run_this_cell" title="Run this cell"><i class="fa-step-forward fa"></i></div></div><div class="inner_cell"><div class="ctb_hideshow"><div class="celltoolbar"></div></div><div class="input_area" aria-label="Edit code here"><div class="CodeMirror cm-s-ipython"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5.59375px; left: 4px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-vscrollbar" tabindex="-1" cm-not-content="true"><div style="min-width: 1px; height: 0px;"></div></div><div class="CodeMirror-hscrollbar" tabindex="-1" cm-not-content="true"><div style="height: 100%; min-height: 1px; width: 0px;"></div></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; min-width: 7px; margin-bottom: -15px; border-right-width: 35px; min-height: 28px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-cursors"><div class="CodeMirror-cursor" style="left: 4px; top: 0px; height: 17px;"> </div></div><div class="CodeMirror-code" role="presentation"><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span cm-text=""></span></span></pre></div></div></div></div></div><div style="position: absolute; height: 35px; width: 1px; border-bottom: 0px solid transparent; top: 28px;"></div><div class="CodeMirror-gutters" style="display: none; height: 63px;"></div></div></div></div></div></div><div class="output_wrapper"><div class="out_prompt_overlay prompt" title="click to expand output; double click to hide output"></div><div class="output"></div><div class="btn btn-default output_collapsed" title="click to expand output" style="display: none;">. . .</div></div></div></div><div class="end_space"></div></div>
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