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156 lines
86 KiB
156 lines
86 KiB
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<main><preamble><button class="runallchanged" title="Save and run all changed cells"><span></span></button></preamble><pluto-notebook id="9a1abc2e-6e2f-11eb-183b-65b91a2e9b36"><pluto-cell class="" id="21895968-6c5d-11eb-1800-cd0f921c6d83"><pluto-shoulder draggable="true" title="Drag to move cell"><button class="foldcode" title="Show/hide code"><span></span></button></pluto-shoulder><pluto-trafficlight></pluto-trafficlight><button class="add_cell before" title="Add cell"><span></span></button><pluto-output class="scroll_y rich_output " mime="text/plain"><assignee></assignee><div></div></pluto-output><pluto-input><button class="delete_cell" title="Delete cell"><span></span></button><div class="CodeMirror cm-s-default CodeMirror-wrap"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5px; left: 34px;"><textarea style="position: absolute; bottom: -1em; padding: 0px; width: 1px; height: 1em; outline: currentcolor none medium;" autocorrect="off" autocapitalize="none" spellcheck="false" tabindex="0" wrap="off"></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" draggable="true"><div class="CodeMirror-sizer" style="margin-left: 30px; margin-bottom: -16px; border-right-width: 34px; min-height: 23px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div style="position: relative; outline: currentcolor none medium;" role="presentation"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre><div class="CodeMirror-linenumber CodeMirror-gutter-elt"><div>5</div></div></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: 15px;"> </div></div><div class="CodeMirror-code" role="presentation" style=""><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">1</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-keyword">begin</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">2</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-keyword">using</span> <span class="cm-variable">DataFrames</span>, <span class="cm-variable">CSV</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">3</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-keyword">using</span> <span class="cm-variable">Dates</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">4</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-keyword">using</span> <span class="cm-variable">Flux</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">5</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-keyword">end</span></span></pre></div></div></div></div></div></div><div style="position: absolute; height: 34px; width: 1px; border-bottom: 0px solid transparent; top: 83px;"></div><div class="CodeMirror-gutters" style="height: 117px; left: 0px;"><div class="CodeMirror-gutter CodeMirror-linenumbers" style="width: 29px;"></div></div></div></div></pluto-input><pluto-runarea><button class="runcell" title="Run"><span></span></button><span class="runtime">31.8 s</span></pluto-runarea><button class="add_cell after" title="Add cell"><span></span></button></pluto-cell><pluto-cell class="" id="326f6ec0-6c5d-11eb-105a-ff2f251973c2"><pluto-shoulder draggable="true" title="Drag to move cell"><button class="foldcode" title="Show/hide code"><span></span></button></pluto-shoulder><pluto-trafficlight></pluto-trafficlight><button class="add_cell before" title="Add cell"><span></span></button><pluto-output class="scroll_y " mime="text/plain"><assignee></assignee><div><pre><code>splitLabel (generic function with 1 method)</code></pre></div></pluto-output><pluto-input><button class="delete_cell" title="Delete cell"><span></span></button><div class="CodeMirror cm-s-default CodeMirror-wrap"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5px; left: 34px;"><textarea style="position: absolute; bottom: -1em; padding: 0px; width: 1px; height: 1em; outline: currentcolor none medium;" autocorrect="off" autocapitalize="none" spellcheck="false" tabindex="0" wrap="off"></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" draggable="true"><div class="CodeMirror-sizer" style="margin-left: 30px; margin-bottom: -16px; border-right-width: 34px; min-height: 23px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div style="position: relative; outline: currentcolor none medium;" role="presentation"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre><div class="CodeMirror-linenumber CodeMirror-gutter-elt"><div>1</div></div></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: 15px;"> </div></div><div class="CodeMirror-code" role="presentation"><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">1</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-def">splitLabel</span>(<span class="cm-variable">label</span>) <span class="cm-operator">=</span> <span class="cm-builtin">split</span>(<span class="cm-variable">label</span>, <span class="cm-string">" "</span>)[<span class="cm-number">1</span>]</span></pre></div></div></div></div></div></div><div style="position: absolute; height: 34px; width: 1px; border-bottom: 0px solid transparent; top: 23px;"></div><div class="CodeMirror-gutters" style="height: 57px; left: 0px;"><div class="CodeMirror-gutter CodeMirror-linenumbers" style="width: 29px;"></div></div></div></div></pluto-input><pluto-runarea><button class="runcell" title="Run"><span></span></button><span class="runtime">27.7 μs</span></pluto-runarea><button class="add_cell after" title="Add cell"><span></span></button></pluto-cell><pluto-cell class="" id="3771c65c-6c5d-11eb-24d7-39b38b5bfde6"><pluto-shoulder draggable="true" title="Drag to move cell"><button class="foldcode" title="Show/hide code"><span></span></button></pluto-shoulder><pluto-trafficlight></pluto-trafficlight><button class="add_cell before" title="Add cell"><span></span></button><pluto-output class="scroll_y " mime="text/plain"><assignee></assignee><div><pre><code>onehot_df (generic function with 1 method)</code></pre></div></pluto-output><pluto-input><button class="delete_cell" title="Delete cell"><span></span></button><div class="CodeMirror cm-s-default CodeMirror-wrap"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5px; left: 34px;"><textarea style="position: absolute; bottom: -1em; padding: 0px; width: 1px; height: 1em; outline: currentcolor none medium;" autocorrect="off" autocapitalize="none" spellcheck="false" tabindex="0" wrap="off"></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" draggable="true"><div class="CodeMirror-sizer" style="margin-left: 30px; margin-bottom: -16px; border-right-width: 34px; min-height: 23px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div style="position: relative; outline: currentcolor none medium;" role="presentation"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre><div class="CodeMirror-linenumber CodeMirror-gutter-elt"><div>7</div></div></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: 15px;"> </div></div><div class="CodeMirror-code" role="presentation" style=""><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">1</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-keyword">function</span> <span class="cm-def">onehot_df</span>(<span class="cm-variable">training</span><span class="cm-builtin">::DataFrame</span>, <span class="cm-variable">key</span><span class="cm-builtin">::String</span>, <span class="cm-variable">labels</span><span class="cm-builtin">::Array</span>, <span class="cm-variable">insert</span><span class="cm-builtin">::Bool</span>)</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">2</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-keyword">if</span> <span class="cm-operator">!</span><span class="cm-variable">insert</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">3</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-keyword">return</span> <span class="cm-builtin">select</span>(<span class="cm-variable">training</span>, <span class="cm-builtin">Not</span>(<span class="cm-variable">key</span>))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">4</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-keyword">end</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">5</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">oh_key</span> <span class="cm-operator">=</span> <span class="cm-variable">Flux</span><span class="cm-operator">.</span><span class="cm-builtin">onehotbatch</span>(<span class="cm-variable">training</span>[<span class="cm-operator">!</span>, <span class="cm-variable">key</span>], <span class="cm-variable">labels</span>)</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">6</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-keyword">return</span> <span class="cm-builtin">hcat</span>(<span class="cm-builtin">select</span>(<span class="cm-variable">training</span>, <span class="cm-builtin">Not</span>(<span class="cm-variable">key</span>)), <span class="cm-builtin">DataFrame</span>(<span class="cm-variable">oh_key</span><span class="cm-operator">'</span>, (<span class="cm-variable">key</span>[<span class="cm-number">1</span><span class="cm-operator">:</span><span class="cm-number">4</span>]<span class="cm-operator">*</span><span class="cm-string">"_"</span>) <span class="cm-operator">.*</span> <span class="cm-variable">splitLabel</span><span class="cm-operator">.</span>(<span class="cm-variable">labels</span>)))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">7</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-keyword">end</span></span></pre></div></div></div></div></div></div><div style="position: absolute; height: 34px; width: 1px; border-bottom: 0px solid transparent; top: 128px;"></div><div class="CodeMirror-gutters" style="height: 162px; left: 0px;"><div class="CodeMirror-gutter CodeMirror-linenumbers" style="width: 29px;"></div></div></div></div></pluto-input><pluto-runarea><button class="runcell" title="Run"><span></span></button><span class="runtime">47.1 μs</span></pluto-runarea><button class="add_cell after" title="Add cell"><span></span></button></pluto-cell><pluto-cell class="" id="3b016552-6c5d-11eb-0818-096189d166bb"><pluto-shoulder draggable="true" title="Drag to move cell"><button class="foldcode" title="Show/hide code"><span></span></button></pluto-shoulder><pluto-trafficlight></pluto-trafficlight><button class="add_cell before" title="Add cell"><span></span></button><pluto-output class="scroll_y " mime="text/plain"><assignee></assignee><div><pre><code>dateConv (generic function with 1 method)</code></pre></div></pluto-output><pluto-input><button class="delete_cell" title="Delete cell"><span></span></button><div class="CodeMirror cm-s-default CodeMirror-wrap"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5px; left: 34px;"><textarea style="position: absolute; bottom: -1em; padding: 0px; width: 1px; height: 1em; outline: currentcolor none medium;" autocorrect="off" autocapitalize="none" spellcheck="false" tabindex="0" wrap="off"></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" draggable="true"><div class="CodeMirror-sizer" style="margin-left: 30px; margin-bottom: -16px; border-right-width: 34px; min-height: 23px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div style="position: relative; outline: currentcolor none medium;" role="presentation"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre><div class="CodeMirror-linenumber CodeMirror-gutter-elt"><div>1</div></div></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: 15px;"> </div></div><div class="CodeMirror-code" role="presentation"><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">1</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-def">dateConv</span>(<span class="cm-variable">d</span>) <span class="cm-operator">=</span> <span class="cm-variable">Dates</span><span class="cm-operator">.</span><span class="cm-builtin">DateTime</span>(<span class="cm-variable">d</span>, <span class="cm-string">"yyyy-mm-dd HH:MM:SS"</span>)</span></pre></div></div></div></div></div></div><div style="position: absolute; height: 34px; width: 1px; border-bottom: 0px solid transparent; top: 23px;"></div><div class="CodeMirror-gutters" style="height: 57px; left: 0px;"><div class="CodeMirror-gutter CodeMirror-linenumbers" style="width: 29px;"></div></div></div></div></pluto-input><pluto-runarea><button class="runcell" title="Run"><span></span></button><span class="runtime">26.7 μs</span></pluto-runarea><button class="add_cell after" title="Add cell"><span></span></button></pluto-cell><pluto-cell class="" id="49b50c02-6c5d-11eb-2c20-15a0ffa11887"><pluto-shoulder draggable="true" title="Drag to move cell"><button class="foldcode" title="Show/hide code"><span></span></button></pluto-shoulder><pluto-trafficlight></pluto-trafficlight><button class="add_cell before" title="Add cell"><span></span></button><pluto-output class="scroll_y " mime="text/plain"><assignee></assignee><div><pre><code>convertDay (generic function with 1 method)</code></pre></div></pluto-output><pluto-input><button class="delete_cell" title="Delete cell"><span></span></button><div class="CodeMirror cm-s-default CodeMirror-wrap"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5px; left: 34px;"><textarea style="position: absolute; bottom: -1em; padding: 0px; width: 1px; height: 1em; outline: currentcolor none medium;" autocorrect="off" autocapitalize="none" spellcheck="false" tabindex="0" wrap="off"></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" draggable="true"><div class="CodeMirror-sizer" style="margin-left: 30px; margin-bottom: -16px; border-right-width: 34px; min-height: 23px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div style="position: relative; outline: currentcolor none medium;" role="presentation"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre><div class="CodeMirror-linenumber CodeMirror-gutter-elt"><div>1</div></div></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: 15px;"> </div></div><div class="CodeMirror-code" role="presentation"><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">1</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-def">convertDay</span>(<span class="cm-variable">array</span>) <span class="cm-operator">=</span> <span class="cm-variable">Dates</span><span class="cm-operator">.</span><span class="cm-variable">value</span><span class="cm-operator">.</span>(<span class="cm-variable">convert</span><span class="cm-operator">.</span>(<span class="cm-variable">Dates</span><span class="cm-operator">.</span><span class="cm-variable">Day</span>, <span class="cm-variable">round</span><span class="cm-operator">.</span>(<span class="cm-variable">array</span>, <span class="cm-variable">Dates</span><span class="cm-operator">.</span><span class="cm-variable">Day</span>)))</span></pre></div></div></div></div></div></div><div style="position: absolute; height: 34px; width: 1px; border-bottom: 0px solid transparent; top: 23px;"></div><div class="CodeMirror-gutters" style="height: 57px; left: 0px;"><div class="CodeMirror-gutter CodeMirror-linenumbers" style="width: 29px;"></div></div></div></div></pluto-input><pluto-runarea><button class="runcell" title="Run"><span></span></button><span class="runtime">145 μs</span></pluto-runarea><button class="add_cell after" title="Add cell"><span></span></button></pluto-cell><pluto-cell class="" id="4d686d12-6c5d-11eb-0f48-f9ad13682cd2"><pluto-shoulder draggable="true" title="Drag to move cell"><button class="foldcode" title="Show/hide code"><span></span></button></pluto-shoulder><pluto-trafficlight></pluto-trafficlight><button class="add_cell before" title="Add cell"><span></span></button><pluto-output class="scroll_y " mime="text/plain"><assignee></assignee><div><pre><code>"ytraining_SC_GGP_AXA_FR.csv"</code></pre></div></pluto-output><pluto-input><button class="delete_cell" title="Delete cell"><span></span></button><div class="CodeMirror cm-s-default CodeMirror-wrap"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5px; left: 34px;"><textarea style="position: absolute; bottom: -1em; padding: 0px; width: 1px; height: 1em; outline: currentcolor none medium;" autocorrect="off" autocapitalize="none" spellcheck="false" tabindex="0" wrap="off"></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" draggable="true"><div class="CodeMirror-sizer" style="margin-left: 30px; margin-bottom: -16px; border-right-width: 34px; min-height: 23px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div style="position: relative; outline: currentcolor none medium;" role="presentation"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre><div class="CodeMirror-linenumber CodeMirror-gutter-elt"><div>65</div></div></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: 15px;"> </div></div><div class="CodeMirror-code" role="presentation" style=""><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">1</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-keyword">begin</span> </span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">2</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">filename_training</span> <span class="cm-operator">=</span> <span class="cm-string">"training_SC_GGP_AXA_FR.csv"</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">3</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">filename_scoring</span> <span class="cm-operator">=</span> <span class="cm-string">"scoring_SC_GGP_AXA_FR.csv"</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">4</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">training</span> <span class="cm-operator">=</span> <span class="cm-builtin">DataFrame</span>(<span class="cm-variable">CSV</span><span class="cm-operator">.</span><span class="cm-builtin">File</span>(<span class="cm-variable">filename_training</span>))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">5</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">scoring</span> <span class="cm-operator">=</span> <span class="cm-builtin">DataFrame</span>(<span class="cm-variable">CSV</span><span class="cm-operator">.</span><span class="cm-builtin">File</span>(<span class="cm-variable">filename_scoring</span>))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">6</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">7</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-comment"># Date conversion</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">8</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-comment"># Missing</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">9</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">today_</span> <span class="cm-operator">=</span> <span class="cm-variable">Dates</span><span class="cm-operator">.</span><span class="cm-builtin">now</span>()</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">10</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">today_string</span> <span class="cm-operator">=</span> <span class="cm-variable">Dates</span><span class="cm-operator">.</span><span class="cm-builtin">format</span>(<span class="cm-variable">today_</span>, <span class="cm-string">"yyyy-mm-dd HH:MM:SS"</span>)</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">11</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-builtin">replace!</span>(<span class="cm-variable">training</span><span class="cm-operator">.</span><span class="cm-variable">ouverture_dernier_sinistre</span>, <span class="cm-variable">missing</span> <span class="cm-operator">=></span> <span class="cm-variable">today_string</span>)</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">12</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-builtin">replace!</span>(<span class="cm-variable">scoring</span><span class="cm-operator">.</span><span class="cm-variable">ouverture_dernier_sinistre</span>, <span class="cm-variable">missing</span> <span class="cm-operator">=></span> <span class="cm-variable">today_string</span>)</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">13</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-builtin">replace!</span>(<span class="cm-variable">training</span><span class="cm-operator">.</span><span class="cm-variable">cloture_dernier_sinistre</span>, <span class="cm-variable">missing</span> <span class="cm-operator">=></span> <span class="cm-variable">today_string</span>)</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">14</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-builtin">replace!</span>(<span class="cm-variable">scoring</span><span class="cm-operator">.</span><span class="cm-variable">cloture_dernier_sinistre</span>, <span class="cm-variable">missing</span> <span class="cm-operator">=></span> <span class="cm-variable">today_string</span>)</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">15</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span cm-text=""></span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">16</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-comment"># Date conversion</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">17</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">date_keys</span> <span class="cm-operator">=</span> [<span class="cm-string">"debut_contrat"</span>, <span class="cm-string">"ouverture_dernier_sinistre"</span>, <span class="cm-string">"cloture_dernier_sinistre"</span>]</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">18</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-keyword">for</span> <span class="cm-variable">key</span> <span class="cm-operator">in</span> <span class="cm-variable">date_keys</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">19</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">training</span>[<span class="cm-operator">!</span>, <span class="cm-variable">key</span>] <span class="cm-operator">=</span> <span class="cm-variable">dateConv</span><span class="cm-operator">.</span>(<span class="cm-variable">training</span>[<span class="cm-operator">!</span>, <span class="cm-variable">key</span>])</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">20</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">scoring</span>[<span class="cm-operator">!</span>, <span class="cm-variable">key</span>] <span class="cm-operator">=</span> <span class="cm-variable">dateConv</span><span class="cm-operator">.</span>(<span class="cm-variable">scoring</span>[<span class="cm-operator">!</span>, <span class="cm-variable">key</span>])</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">21</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-keyword">end</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">22</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">23</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-comment"># Add duree</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">24</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-builtin">insertcols!</span>(<span class="cm-variable">training</span>, <span class="cm-string">"duree_contrat"</span> <span class="cm-operator">=></span> <span class="cm-builtin">convertDay</span>(<span class="cm-variable">today_</span> <span class="cm-operator">-</span> <span class="cm-variable">training</span><span class="cm-operator">.</span><span class="cm-variable">debut_contrat</span>))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">25</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-builtin">insertcols!</span>(<span class="cm-variable">scoring</span>, <span class="cm-string">"duree_contrat"</span> <span class="cm-operator">=></span> <span class="cm-builtin">convertDay</span>(<span class="cm-variable">today_</span> <span class="cm-operator">-</span> <span class="cm-variable">scoring</span><span class="cm-operator">.</span><span class="cm-variable">debut_contrat</span>))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">26</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-builtin">insertcols!</span>(<span class="cm-variable">training</span>, <span class="cm-string">"duree_dernier_sinistre"</span> <span class="cm-operator">=></span> <span class="cm-builtin">convertDay</span>(<span class="cm-variable">training</span><span class="cm-operator">.</span><span class="cm-variable">cloture_dernier_sinistre</span> <span class="cm-operator">-</span> <span class="cm-variable">training</span><span class="cm-operator">.</span><span class="cm-variable">ouverture_dernier_sinistre</span>))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">27</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-builtin">insertcols!</span>(<span class="cm-variable">scoring</span>, <span class="cm-string">"duree_dernier_sinistre"</span> <span class="cm-operator">=></span> <span class="cm-builtin">convertDay</span>(<span class="cm-variable">scoring</span><span class="cm-operator">.</span><span class="cm-variable">cloture_dernier_sinistre</span> <span class="cm-operator">-</span> <span class="cm-variable">scoring</span><span class="cm-operator">.</span><span class="cm-variable">ouverture_dernier_sinistre</span>))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">28</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-builtin">insertcols!</span>(<span class="cm-variable">training</span>, <span class="cm-string">"duree_zero_sinistre"</span> <span class="cm-operator">=></span> <span class="cm-builtin">convertDay</span>(<span class="cm-variable">today_</span> <span class="cm-operator">-</span> <span class="cm-variable">training</span><span class="cm-operator">.</span><span class="cm-variable">cloture_dernier_sinistre</span>))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">29</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-builtin">insertcols!</span>(<span class="cm-variable">scoring</span>, <span class="cm-string">"duree_zero_sinistre"</span> <span class="cm-operator">=></span> <span class="cm-builtin">convertDay</span>(<span class="cm-variable">today_</span> <span class="cm-operator">-</span> <span class="cm-variable">scoring</span><span class="cm-operator">.</span><span class="cm-variable">cloture_dernier_sinistre</span>))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">30</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">31</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-comment"># Remove dates</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">32</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-keyword">for</span> <span class="cm-variable">key</span> <span class="cm-operator">in</span> <span class="cm-variable">date_keys</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">33</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-builtin">select!</span>(<span class="cm-variable">training</span>, <span class="cm-builtin">Not</span>(<span class="cm-variable">key</span>))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">34</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-builtin">select!</span>(<span class="cm-variable">scoring</span>, <span class="cm-builtin">Not</span>(<span class="cm-variable">key</span>))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">35</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-keyword">end</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">36</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span cm-text=""></span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">37</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-comment"># One hot encode categorical</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">38</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">categorical_keys</span> <span class="cm-operator">=</span> [<span class="cm-string">"departement"</span>, <span class="cm-string">"categorie_socio_professionnelle"</span>, <span class="cm-string">"type_de_bien"</span>, <span class="cm-string">"statut"</span>]</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">39</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">insert_bools</span> <span class="cm-operator">=</span> [<span class="cm-builtin">true</span>, <span class="cm-builtin">true</span>, <span class="cm-builtin">true</span>, <span class="cm-builtin">true</span>]</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">40</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-keyword">for</span> <span class="cm-variable">i</span> <span class="cm-operator">in</span> <span class="cm-number">1</span><span class="cm-operator">:</span><span class="cm-number">4</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">41</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">key</span> <span class="cm-operator">=</span> <span class="cm-variable">categorical_keys</span>[<span class="cm-variable">i</span>]</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">42</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">insert</span> <span class="cm-operator">=</span> <span class="cm-variable">insert_bools</span>[<span class="cm-variable">i</span>]</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">43</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">labels</span> <span class="cm-operator">=</span> <span class="cm-builtin">sort</span>(<span class="cm-builtin">unique</span>(<span class="cm-variable">training</span>[<span class="cm-operator">!</span>, <span class="cm-variable">key</span>]))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">44</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-keyword">global</span> <span class="cm-variable">training</span> <span class="cm-operator">=</span> <span class="cm-builtin">onehot_df</span>(<span class="cm-variable">training</span>, <span class="cm-variable">key</span>, <span class="cm-variable">labels</span>, <span class="cm-variable">insert</span>)</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">45</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-keyword">global</span> <span class="cm-variable">scoring</span> <span class="cm-operator">=</span> <span class="cm-builtin">onehot_df</span>(<span class="cm-variable">scoring</span>, <span class="cm-variable">key</span>, <span class="cm-variable">labels</span>, <span class="cm-variable">insert</span>)</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">46</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-keyword">end</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">47</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span cm-text=""></span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">48</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-comment"># drop useless</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">49</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-builtin">select!</span>(<span class="cm-variable">training</span>, <span class="cm-builtin">Not</span>(<span class="cm-string">"index"</span>))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">50</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-builtin">select!</span>(<span class="cm-variable">scoring</span>, <span class="cm-builtin">Not</span>(<span class="cm-string">"index"</span>))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">51</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span cm-text=""></span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">52</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">training</span> <span class="cm-operator">=</span> <span class="cm-variable">Float32</span><span class="cm-operator">.</span>(<span class="cm-variable">training</span>)</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">53</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">scoring</span> <span class="cm-operator">=</span> <span class="cm-variable">Float32</span><span class="cm-operator">.</span>(<span class="cm-variable">scoring</span>)</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">54</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span cm-text=""></span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">55</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-comment">#write to files</span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">56</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">Xscoring</span> <span class="cm-operator">=</span> <span class="cm-variable">Float32</span><span class="cm-operator">.</span>(<span class="cm-variable">scoring</span>)</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">57</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">CSV</span><span class="cm-operator">.</span><span class="cm-builtin">write</span>(<span class="cm-string">"x"</span><span class="cm-operator">*</span><span class="cm-variable">filename_scoring</span>, <span class="cm-variable">Xscoring</span>)</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">58</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span cm-text=""></span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">59</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">Xtraining</span> <span class="cm-operator">=</span> <span class="cm-variable">Float32</span><span class="cm-operator">.</span>(<span class="cm-builtin">select</span>(<span class="cm-variable">training</span>, <span class="cm-builtin">Not</span>(<span class="cm-string">"target"</span>)))</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">60</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">CSV</span><span class="cm-operator">.</span><span class="cm-builtin">write</span>(<span class="cm-string">"x"</span><span class="cm-operator">*</span><span class="cm-variable">filename_training</span>, <span class="cm-variable">Xtraining</span>)</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">61</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span cm-text=""></span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">62</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">Ytraining</span> <span class="cm-operator">=</span> <span class="cm-variable">Float32</span><span class="cm-operator">.</span>(<span class="cm-variable">training</span>[<span class="cm-operator">!</span>, <span class="cm-string">"target"</span>])</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">63</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-tab" role="presentation" cm-text=" "> </span><span class="cm-variable">CSV</span><span class="cm-operator">.</span><span class="cm-builtin">write</span>(<span class="cm-string">"y"</span><span class="cm-operator">*</span><span class="cm-variable">filename_training</span>, <span class="cm-builtin">DataFrame</span>(<span class="cm-variable">target</span><span class="cm-operator">=</span><span class="cm-variable">Ytraining</span>));</span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">64</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span cm-text=""></span></span></pre></div><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">65</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-keyword">end</span></span></pre></div></div></div></div></div></div><div style="position: absolute; height: 34px; width: 1px; border-bottom: 0px solid transparent; top: 1103px;"></div><div class="CodeMirror-gutters" style="height: 1137px; left: 0px;"><div class="CodeMirror-gutter CodeMirror-linenumbers" style="width: 29px;"></div></div></div></div></pluto-input><pluto-runarea><button class="runcell" title="Run"><span></span></button><span class="runtime">22.2 s</span></pluto-runarea><button class="add_cell after" title="Add cell"><span></span></button></pluto-cell><pluto-cell class="" id="9eb19f36-6c71-11eb-32da-394849a133bd"><pluto-shoulder draggable="true" title="Drag to move cell"><button class="foldcode" title="Show/hide code"><span></span></button></pluto-shoulder><pluto-trafficlight></pluto-trafficlight><button class="add_cell before" title="Add cell"><span></span></button><pluto-output class="scroll_y " mime="application/vnd.pluto.table+object"><assignee></assignee> <table class="pluto-table"><thead><tr class="schema-names"><th></th><th>age</th><th>surface</th><th>montant_assure</th><th>nb_sinistres_depuis_ouverture</th><th>cotisation_n-1</th><th>cotisation_n</th><th>target</th><th>duree_contrat</th><th><jlmore class="">more</jlmore></th></tr><tr class="schema-types"><th></th><th>Float32</th><th>Float32</th><th>Float32</th><th>Float32</th><th>Float32</th><th>Float32</th><th>Float32</th><th>Float32</th><th></th></tr></thead><tbody><tr><th>1</th><td><pre>46.0</pre></td><td><pre>65.3</pre></td><td><pre>15074.0</pre></td><td><pre>2.0</pre></td><td><pre>222.22</pre></td><td><pre>235.18</pre></td><td><pre>0.0</pre></td><td><pre>9142.0</pre></td><td></td></tr><tr><th>2</th><td><pre>30.0</pre></td><td><pre>61.96</pre></td><td><pre>29868.0</pre></td><td><pre>1.0</pre></td><td><pre>191.55</pre></td><td><pre>193.06</pre></td><td><pre>0.0</pre></td><td><pre>8462.0</pre></td><td></td></tr><tr><th>3</th><td><pre>26.0</pre></td><td><pre>121.87</pre></td><td><pre>23310.0</pre></td><td><pre>2.0</pre></td><td><pre>376.53</pre></td><td><pre>376.53</pre></td><td><pre>0.0</pre></td><td><pre>4822.0</pre></td><td></td></tr><tr><th>4</th><td><pre>37.0</pre></td><td><pre>73.85</pre></td><td><pre>16432.0</pre></td><td><pre>1.0</pre></td><td><pre>364.31</pre></td><td><pre>394.98</pre></td><td><pre>1.0</pre></td><td><pre>2555.0</pre></td><td></td></tr><tr><th>5</th><td><pre>29.0</pre></td><td><pre>64.34</pre></td><td><pre>15943.0</pre></td><td><pre>2.0</pre></td><td><pre>232.28</pre></td><td><pre>245.56</pre></td><td><pre>0.0</pre></td><td><pre>9494.0</pre></td><td></td></tr><tr><th>6</th><td><pre>22.0</pre></td><td><pre>96.2</pre></td><td><pre>18678.0</pre></td><td><pre>1.0</pre></td><td><pre>360.96</pre></td><td><pre>366.66</pre></td><td><pre>0.0</pre></td><td><pre>3020.0</pre></td><td></td></tr><tr><th>7</th><td><pre>15.0</pre></td><td><pre>57.73</pre></td><td><pre>28578.0</pre></td><td><pre>1.0</pre></td><td><pre>245.56</pre></td><td><pre>246.03</pre></td><td><pre>0.0</pre></td><td><pre>5970.0</pre></td><td></td></tr><tr><th>8</th><td><pre>31.0</pre></td><td><pre>87.58</pre></td><td><pre>32808.0</pre></td><td><pre>2.0</pre></td><td><pre>369.11</pre></td><td><pre>385.15</pre></td><td><pre>1.0</pre></td><td><pre>7659.0</pre></td><td></td></tr><tr><th>9</th><td><pre>36.0</pre></td><td><pre>104.94</pre></td><td><pre>16700.0</pre></td><td><pre>1.0</pre></td><td><pre>405.67</pre></td><td><pre>454.9</pre></td><td><pre>0.0</pre></td><td><pre>6247.0</pre></td><td></td></tr><tr><th>10</th><td><pre>55.0</pre></td><td><pre>76.59</pre></td><td><pre>22078.0</pre></td><td><pre>2.0</pre></td><td><pre>223.86</pre></td><td><pre>237.23</pre></td><td><pre>0.0</pre></td><td><pre>537.0</pre></td><td></td></tr><tr><td class="jlmore-td" colspan="999"><jlmore class="">more</jlmore></td></tr><tr><th>1000</th><td><pre>59.0</pre></td><td><pre>104.96</pre></td><td><pre>12097.0</pre></td><td><pre>1.0</pre></td><td><pre>340.64</pre></td><td><pre>342.78</pre></td><td><pre>0.0</pre></td><td><pre>8362.0</pre></td><td></td></tr></tbody></table></pluto-output><pluto-input><button class="delete_cell" title="Delete cell"><span></span></button><div class="CodeMirror cm-s-default CodeMirror-wrap"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5px; left: 34px;"><textarea style="position: absolute; bottom: -1em; padding: 0px; width: 1px; height: 1em; outline: currentcolor none medium;" autocorrect="off" autocapitalize="none" spellcheck="false" tabindex="0" wrap="off"></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" draggable="true"><div class="CodeMirror-sizer" style="margin-left: 30px; margin-bottom: -16px; border-right-width: 34px; min-height: 23px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div style="position: relative; outline: currentcolor none medium;" role="presentation"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre><div class="CodeMirror-linenumber CodeMirror-gutter-elt"><div>1</div></div></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: 15px;"> </div></div><div class="CodeMirror-code" role="presentation"><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">1</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-variable">training</span></span></pre></div></div></div></div></div></div><div style="position: absolute; height: 34px; width: 1px; border-bottom: 0px solid transparent; top: 23px;"></div><div class="CodeMirror-gutters" style="height: 57px; left: 0px;"><div class="CodeMirror-gutter CodeMirror-linenumbers" style="width: 29px;"></div></div></div></div></pluto-input><pluto-runarea><button class="runcell" title="Run"><span></span></button><span class="runtime">978 ns</span></pluto-runarea><button class="add_cell after" title="Add cell"><span></span></button></pluto-cell><pluto-cell class="" id="a231b4a2-6c71-11eb-306b-cf574cf3d093"><pluto-shoulder draggable="true" title="Drag to move cell"><button class="foldcode" title="Show/hide code"><span></span></button></pluto-shoulder><pluto-trafficlight></pluto-trafficlight><button class="add_cell before" title="Add cell"><span></span></button><pluto-output class="scroll_y " mime="application/vnd.pluto.table+object"><assignee></assignee> <table class="pluto-table"><thead><tr class="schema-names"><th></th><th>age</th><th>surface</th><th>montant_assure</th><th>nb_sinistres_depuis_ouverture</th><th>cotisation_n-1</th><th>cotisation_n</th><th>duree_contrat</th><th>duree_dernier_sinistre</th><th><jlmore class="">more</jlmore></th></tr><tr class="schema-types"><th></th><th>Float32</th><th>Float32</th><th>Float32</th><th>Float32</th><th>Float32</th><th>Float32</th><th>Float32</th><th>Float32</th><th></th></tr></thead><tbody><tr><th>1</th><td><pre>19.0</pre></td><td><pre>158.35</pre></td><td><pre>45419.0</pre></td><td><pre>3.0</pre></td><td><pre>376.12</pre></td><td><pre>387.09</pre></td><td><pre>5603.0</pre></td><td><pre>100.0</pre></td><td></td></tr><tr><th>2</th><td><pre>49.0</pre></td><td><pre>125.06</pre></td><td><pre>13374.0</pre></td><td><pre>1.0</pre></td><td><pre>314.26</pre></td><td><pre>314.49</pre></td><td><pre>2502.0</pre></td><td><pre>10.0</pre></td><td></td></tr><tr><th>3</th><td><pre>30.0</pre></td><td><pre>87.29</pre></td><td><pre>17763.0</pre></td><td><pre>2.0</pre></td><td><pre>204.33</pre></td><td><pre>208.21</pre></td><td><pre>7768.0</pre></td><td><pre>1.0</pre></td><td></td></tr><tr><th>4</th><td><pre>62.0</pre></td><td><pre>69.58</pre></td><td><pre>24241.0</pre></td><td><pre>0.0</pre></td><td><pre>208.14</pre></td><td><pre>210.1</pre></td><td><pre>143.0</pre></td><td><pre>0.0</pre></td><td></td></tr><tr><th>5</th><td><pre>21.0</pre></td><td><pre>76.56</pre></td><td><pre>19501.0</pre></td><td><pre>2.0</pre></td><td><pre>201.64</pre></td><td><pre>210.3</pre></td><td><pre>7848.0</pre></td><td><pre>1.0</pre></td><td></td></tr><tr><th>6</th><td><pre>53.0</pre></td><td><pre>43.54</pre></td><td><pre>34634.0</pre></td><td><pre>1.0</pre></td><td><pre>216.32</pre></td><td><pre>223.41</pre></td><td><pre>7427.0</pre></td><td><pre>146.0</pre></td><td></td></tr><tr><th>7</th><td><pre>35.0</pre></td><td><pre>78.87</pre></td><td><pre>18030.0</pre></td><td><pre>1.0</pre></td><td><pre>205.07</pre></td><td><pre>208.38</pre></td><td><pre>1131.0</pre></td><td><pre>71.0</pre></td><td></td></tr><tr><th>8</th><td><pre>15.0</pre></td><td><pre>60.66</pre></td><td><pre>15889.0</pre></td><td><pre>1.0</pre></td><td><pre>247.31</pre></td><td><pre>247.67</pre></td><td><pre>2337.0</pre></td><td><pre>62.0</pre></td><td></td></tr><tr><th>9</th><td><pre>31.0</pre></td><td><pre>75.71</pre></td><td><pre>8595.0</pre></td><td><pre>2.0</pre></td><td><pre>220.18</pre></td><td><pre>227.6</pre></td><td><pre>3201.0</pre></td><td><pre>90.0</pre></td><td></td></tr><tr><th>10</th><td><pre>16.0</pre></td><td><pre>149.34</pre></td><td><pre>26247.0</pre></td><td><pre>1.0</pre></td><td><pre>406.03</pre></td><td><pre>421.68</pre></td><td><pre>2929.0</pre></td><td><pre>6.0</pre></td><td></td></tr><tr><td class="jlmore-td" colspan="999"><jlmore class="">more</jlmore></td></tr><tr><th>300</th><td><pre>27.0</pre></td><td><pre>90.26</pre></td><td><pre>24565.0</pre></td><td><pre>2.0</pre></td><td><pre>213.97</pre></td><td><pre>230.39</pre></td><td><pre>2599.0</pre></td><td><pre>119.0</pre></td><td></td></tr></tbody></table></pluto-output><pluto-input><button class="delete_cell" title="Delete cell"><span></span></button><div class="CodeMirror cm-s-default CodeMirror-wrap"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5px; left: 34px;"><textarea style="position: absolute; bottom: -1em; padding: 0px; width: 1px; height: 1em; outline: currentcolor none medium;" autocorrect="off" autocapitalize="none" spellcheck="false" tabindex="0" wrap="off"></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" draggable="true"><div class="CodeMirror-sizer" style="margin-left: 30px; margin-bottom: -16px; border-right-width: 34px; min-height: 23px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div style="position: relative; outline: currentcolor none medium;" role="presentation"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre><div class="CodeMirror-linenumber CodeMirror-gutter-elt"><div>1</div></div></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: 15px;"> </div></div><div class="CodeMirror-code" role="presentation"><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">1</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-variable">scoring</span></span></pre></div></div></div></div></div></div><div style="position: absolute; height: 34px; width: 1px; border-bottom: 0px solid transparent; top: 23px;"></div><div class="CodeMirror-gutters" style="height: 57px; left: 0px;"><div class="CodeMirror-gutter CodeMirror-linenumbers" style="width: 29px;"></div></div></div></div></pluto-input><pluto-runarea><button class="runcell" title="Run"><span></span></button><span class="runtime">1.4 μs</span></pluto-runarea><button class="add_cell after" title="Add cell"><span></span></button></pluto-cell><pluto-cell class="" id="97a6a438-6c72-11eb-3996-0f96b5765cfe"><pluto-shoulder draggable="true" title="Drag to move cell"><button class="foldcode" title="Show/hide code"><span></span></button></pluto-shoulder><pluto-trafficlight></pluto-trafficlight><button class="add_cell before" title="Add cell"><span></span></button><pluto-output class="scroll_y " mime="application/vnd.pluto.table+object"><assignee></assignee> <table class="pluto-table"><thead><tr class="schema-names"><th></th><th>variable</th><th>mean</th><th>min</th><th>median</th><th>max</th><th>nunique</th><th>nmissing</th><th>eltype</th></tr><tr class="schema-types"><th></th><th>Symbol</th><th>Float32</th><th>Float32</th><th>Float64</th><th>Float32</th><th>Nothing</th><th>Nothing</th><th>DataType</th></tr></thead><tbody><tr><th>1</th><td><pre>:age</pre></td><td><pre>42.198</pre></td><td><pre>15.0</pre></td><td><pre>42.0</pre></td><td><pre>94.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>2</th><td><pre>:surface</pre></td><td><pre>86.8634</pre></td><td><pre>31.27</pre></td><td><pre>80.605</pre></td><td><pre>179.78</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>3</th><td><pre>:montant_assure</pre></td><td><pre>22461.1</pre></td><td><pre>4478.0</pre></td><td><pre>21201.0</pre></td><td><pre>55852.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>4</th><td><pre>:nb_sinistres_depuis_ouverture</pre></td><td><pre>1.492</pre></td><td><pre>0.0</pre></td><td><pre>1.0</pre></td><td><pre>4.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>5</th><td><pre>Symbol("cotisation_n-1")</pre></td><td><pre>272.762</pre></td><td><pre>175.38</pre></td><td><pre>227.525</pre></td><td><pre>440.87</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>6</th><td><pre>:cotisation_n</pre></td><td><pre>286.047</pre></td><td><pre>181.36</pre></td><td><pre>240.705</pre></td><td><pre>510.49</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>7</th><td><pre>:target</pre></td><td><pre>0.17</pre></td><td><pre>0.0</pre></td><td><pre>0.0</pre></td><td><pre>1.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>8</th><td><pre>:duree_contrat</pre></td><td><pre>4885.7</pre></td><td><pre>51.0</pre></td><td><pre>4821.0</pre></td><td><pre>9528.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>9</th><td><pre>:duree_dernier_sinistre</pre></td><td><pre>40.023</pre></td><td><pre>0.0</pre></td><td><pre>29.0</pre></td><td><pre>202.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>10</th><td><pre>:duree_zero_sinistre</pre></td><td><pre>3446.45</pre></td><td><pre>0.0</pre></td><td><pre>3113.5</pre></td><td><pre>9431.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><td class="jlmore-td" colspan="999"><jlmore class="">more</jlmore></td></tr><tr><th>122</th><td><pre>:stat_Propriétaire</pre></td><td><pre>0.386</pre></td><td><pre>0.0</pre></td><td><pre>0.0</pre></td><td><pre>1.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr></tbody></table></pluto-output><pluto-input><button class="delete_cell" title="Delete cell"><span></span></button><div class="CodeMirror cm-s-default CodeMirror-wrap"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5px; left: 34px;"><textarea style="position: absolute; bottom: -1em; padding: 0px; width: 1px; height: 1em; outline: currentcolor none medium;" autocorrect="off" autocapitalize="none" spellcheck="false" tabindex="0" wrap="off"></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" draggable="true"><div class="CodeMirror-sizer" style="margin-left: 30px; margin-bottom: -16px; border-right-width: 34px; min-height: 23px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div style="position: relative; outline: currentcolor none medium;" role="presentation"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre><div class="CodeMirror-linenumber CodeMirror-gutter-elt"><div>1</div></div></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: 15px;"> </div></div><div class="CodeMirror-code" role="presentation"><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">1</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-builtin">describe</span>(<span class="cm-variable">training</span>)</span></pre></div></div></div></div></div></div><div style="position: absolute; height: 34px; width: 1px; border-bottom: 0px solid transparent; top: 23px;"></div><div class="CodeMirror-gutters" style="height: 57px; left: 0px;"><div class="CodeMirror-gutter CodeMirror-linenumbers" style="width: 29px;"></div></div></div></div></pluto-input><pluto-runarea><button class="runcell" title="Run"><span></span></button><span class="runtime">1.3 s</span></pluto-runarea><button class="add_cell after" title="Add cell"><span></span></button></pluto-cell><pluto-cell class="" id="9da64908-6c72-11eb-256e-9f683ffde6bc"><pluto-shoulder draggable="true" title="Drag to move cell"><button class="foldcode" title="Show/hide code"><span></span></button></pluto-shoulder><pluto-trafficlight></pluto-trafficlight><button class="add_cell before" title="Add cell"><span></span></button><pluto-output class="scroll_y " mime="application/vnd.pluto.table+object"><assignee></assignee> <table class="pluto-table"><thead><tr class="schema-names"><th></th><th>variable</th><th>mean</th><th>min</th><th>median</th><th>max</th><th>nunique</th><th>nmissing</th><th>eltype</th></tr><tr class="schema-types"><th></th><th>Symbol</th><th>Float32</th><th>Float32</th><th>Float64</th><th>Float32</th><th>Nothing</th><th>Nothing</th><th>DataType</th></tr></thead><tbody><tr><th>1</th><td><pre>:age</pre></td><td><pre>42.59</pre></td><td><pre>15.0</pre></td><td><pre>43.0</pre></td><td><pre>86.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>2</th><td><pre>:surface</pre></td><td><pre>86.7048</pre></td><td><pre>29.36</pre></td><td><pre>78.53</pre></td><td><pre>169.56</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>3</th><td><pre>:montant_assure</pre></td><td><pre>22894.9</pre></td><td><pre>7217.0</pre></td><td><pre>20810.5</pre></td><td><pre>50948.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>4</th><td><pre>:nb_sinistres_depuis_ouverture</pre></td><td><pre>1.46667</pre></td><td><pre>0.0</pre></td><td><pre>1.0</pre></td><td><pre>5.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>5</th><td><pre>Symbol("cotisation_n-1")</pre></td><td><pre>274.989</pre></td><td><pre>172.47</pre></td><td><pre>227.59</pre></td><td><pre>450.56</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>6</th><td><pre>:cotisation_n</pre></td><td><pre>288.086</pre></td><td><pre>180.7</pre></td><td><pre>240.395</pre></td><td><pre>599.5</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>7</th><td><pre>:duree_contrat</pre></td><td><pre>4812.16</pre></td><td><pre>90.0</pre></td><td><pre>5103.0</pre></td><td><pre>9532.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>8</th><td><pre>:duree_dernier_sinistre</pre></td><td><pre>34.82</pre></td><td><pre>0.0</pre></td><td><pre>19.5</pre></td><td><pre>189.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>9</th><td><pre>:duree_zero_sinistre</pre></td><td><pre>3175.81</pre></td><td><pre>0.0</pre></td><td><pre>2568.5</pre></td><td><pre>9021.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><th>10</th><td><pre>:depa_01</pre></td><td><pre>0.01</pre></td><td><pre>0.0</pre></td><td><pre>0.0</pre></td><td><pre>1.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr><tr><td class="jlmore-td" colspan="999"><jlmore class="">more</jlmore></td></tr><tr><th>121</th><td><pre>:stat_Propriétaire</pre></td><td><pre>0.423333</pre></td><td><pre>0.0</pre></td><td><pre>0.0</pre></td><td><pre>1.0</pre></td><td><pre>nothing</pre></td><td><pre>nothing</pre></td><td><pre>Float32</pre></td></tr></tbody></table></pluto-output><pluto-input><button class="delete_cell" title="Delete cell"><span></span></button><div class="CodeMirror cm-s-default CodeMirror-wrap"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 5px; left: 34px;"><textarea style="position: absolute; bottom: -1em; padding: 0px; width: 1px; height: 1em; outline: currentcolor none medium;" autocorrect="off" autocapitalize="none" spellcheck="false" tabindex="0" wrap="off"></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" draggable="true"><div class="CodeMirror-sizer" style="margin-left: 30px; margin-bottom: -16px; border-right-width: 34px; min-height: 23px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div style="position: relative; outline: currentcolor none medium;" role="presentation"><div class="CodeMirror-measure"><pre class="CodeMirror-line-like"><span>xxxxxxxxxx</span></pre><div class="CodeMirror-linenumber CodeMirror-gutter-elt"><div>1</div></div></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: 15px;"> </div></div><div class="CodeMirror-code" role="presentation"><div style="position: relative;"><div class="CodeMirror-gutter-wrapper" style="left: -30px;"><div class="CodeMirror-linenumber CodeMirror-gutter-elt" style="left: 0px; width: 21px;">1</div></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation"><span class="cm-builtin">describe</span>(<span class="cm-variable">scoring</span>)</span></pre></div></div></div></div></div></div><div style="position: absolute; height: 34px; width: 1px; border-bottom: 0px solid transparent; top: 23px;"></div><div class="CodeMirror-gutters" style="height: 57px; left: 0px;"><div class="CodeMirror-gutter CodeMirror-linenumbers" style="width: 29px;"></div></div></div></div></pluto-input><pluto-runarea><button class="runcell" title="Run"><span></span></button><span class="runtime">894 μs</span></pluto-runarea><button class="add_cell after" title="Add cell"><span></span></button></pluto-cell></pluto-notebook><dropruler></dropruler></main>
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