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<h3 style="margin-top: 20px; margin-bottom: 10px;">

Michael R. Crusoe pushed to branch upstream at <a href="https://salsa.debian.org/med-team/q2-sample-classifier">Debian Med / q2-sample-classifier</a>

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<h4 style="margin-top: 10px; margin-bottom: 10px;">

Commits:

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<li>

<strong style="font-weight: 600;"><a href="https://salsa.debian.org/med-team/q2-sample-classifier/-/commit/ae87a6bfa20df424d76483b3f9771a3c136c4abf">ae87a6bf</a></strong>

<div>

<span> by Michael R. Crusoe </span> <i> at 2024-06-25T03:40:51+02:00 </i>

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<pre class="commit-message" style='white-space: pre-wrap; display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: #fbfafd; border-radius: 2px; margin: 0; padding: 8px 12px; border: 1px solid #dcdcde;'>New upstream version 2024.5.0</pre>

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<h4 style="margin-top: 10px; margin-bottom: 10px;">

7 changed files:

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<a href="#8515f1a26069e2433b6eb1b2467029a285c54307">

q2_sample_classifier/_version.py

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<li class="file-stats">

<a href="#7cc5deec9c3ee7ce9ba719cb8f4de3aed956b0b0">

q2_sample_classifier/classify.py

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<li class="file-stats">

<a href="#c78b037f63bf727dfb951db2f49cfed0ce6ece59">

q2_sample_classifier/tests/test_actions.py

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<li class="file-stats">

<a href="#bf556fc40b98a4a248e31e633c175e9744ae3286">

q2_sample_classifier/tests/test_estimators.py

</a>

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<li class="file-stats">

<a href="#479a2fb6d0756ddb6a08bc0ddf764b87668ecbb6">

q2_sample_classifier/tests/test_types_formats_transformers.py

</a>

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<li class="file-stats">

<a href="#0be6602492251a34b00c1d37085f5deaca6be29e">

q2_sample_classifier/utilities.py

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<li class="file-stats">

<a href="#1445eb5a166ed40e8d437f17b2765bc1a0daa6fb">

q2_sample_classifier/visuals.py

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<h4 style="margin-top: 10px; margin-bottom: 10px;">

Changes:

</h4>

<li id="8515f1a26069e2433b6eb1b2467029a285c54307">

<a href="https://salsa.debian.org/med-team/q2-sample-classifier/-/commit/ae87a6bfa20df424d76483b3f9771a3c136c4abf#8515f1a26069e2433b6eb1b2467029a285c54307"><strong style="font-weight: 600;">q2_sample_classifier/_version.py</strong></a>

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<table class="code white" style="border-spacing: 0; border-collapse: collapse; width: auto; font-family: monospace; font-size: 90%;" bgcolor="#fff" width="100%" cellpadding="0" cellspacing="0">

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="23" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="23" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -23,9 +23,9 @@ def get_keywords():</td>

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<td class="old_line diff-line-num" data-linenumber="23" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="new_line diff-line-num" data-linenumber="23" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC23" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># setup.py/versioneer.py will grep for the variable names, so they must</span></span>

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<td class="old_line diff-line-num" data-linenumber="24" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="new_line diff-line-num" data-linenumber="24" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC24" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># each be defined on a line of their own. _version.py will just call</span></span>

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<td class="old_line diff-line-num" data-linenumber="25" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="new_line diff-line-num" data-linenumber="25" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC25" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># get_keywords().</span></span>

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<td class="old_line diff-line-num old" data-linenumber="26" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="26" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC26" class="line" lang="python">    <span class="n" style="color: #333;">git_refnames</span> <span class="o" style="font-weight: 600;">=</span> <span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;"> (tag: 2024.<span class="idiff left deletion" style="background-color: #fac5cd;">2</span>.0, Release-2024.<span class="idiff right deletion" style="background-color: #fac5cd;">2</span>)</span><span class="sh" style="color: #d14;">"</span></span>

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<td class="old_line diff-line-num old" data-linenumber="27" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="26" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC27" class="line" lang="python">    <span class="n" style="color: #333;">git_full</span> <span class="o" style="font-weight: 600;">=</span> <span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;"><span class="idiff left right deletion" style="background-color: #fac5cd;">e32969bfe9c0e177ca0d5cfba270216c98bbbd9e</span></span><span class="sh" style="color: #d14;">"</span></span>

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<td class="old_line diff-line-num old" data-linenumber="28" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="26" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC28" class="line" lang="python">    <span class="n" style="color: #333;">git_date</span> <span class="o" style="font-weight: 600;">=</span> <span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">2024-0<span class="idiff left right deletion" style="background-color: #fac5cd;">2-16 21:57:23</span> +0000</span><span class="sh" style="color: #d14;">"</span></span>

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<td class="new_line diff-line-num new" data-linenumber="26" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC26" class="line" lang="python">    <span class="n" style="color: #333;">git_refnames</span> <span class="o" style="font-weight: 600;">=</span> <span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;"> (tag: 2024.<span class="idiff left addition" style="background-color: #c7f0d2;">5</span>.0, Release-2024.<span class="idiff right addition" style="background-color: #c7f0d2;">5</span>)</span><span class="sh" style="color: #d14;">"</span></span>

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<td class="old_line diff-line-num new" data-linenumber="29" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="27" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC27" class="line" lang="python">    <span class="n" style="color: #333;">git_full</span> <span class="o" style="font-weight: 600;">=</span> <span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;"><span class="idiff left right addition" style="background-color: #c7f0d2;">8fa3c948c14a8ff6668d92fa7cb05364679efc8f</span></span><span class="sh" style="color: #d14;">"</span></span>

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<td class="old_line diff-line-num new" data-linenumber="29" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="28" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC28" class="line" lang="python">    <span class="n" style="color: #333;">git_date</span> <span class="o" style="font-weight: 600;">=</span> <span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">2024-0<span class="idiff left right addition" style="background-color: #c7f0d2;">5-29 04:18:14</span> +0000</span><span class="sh" style="color: #d14;">"</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC30" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">keywords</span></span>

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<td class="old_line diff-line-num" data-linenumber="31" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="new_line diff-line-num" data-linenumber="31" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC31" class="line" lang="python"></span>

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<li id="7cc5deec9c3ee7ce9ba719cb8f4de3aed956b0b0">

<a href="https://salsa.debian.org/med-team/q2-sample-classifier/-/commit/ae87a6bfa20df424d76483b3f9771a3c136c4abf#7cc5deec9c3ee7ce9ba719cb8f4de3aed956b0b0"><strong style="font-weight: 600;">q2_sample_classifier/classify.py</strong></a>

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<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -83,7 +83,7 @@ def metatable(ctx,</td>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC83" class="line" lang="python">            <span class="k" style="font-weight: 600;">raise</span> <span class="nc" style="color: #458; font-weight: 600;">ValueError</span><span class="p">(</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">Missing samples in metadata: %r</span><span class="sh" style="color: #d14;">'</span> <span class="o" style="font-weight: 600;">%</span></span>

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<td class="new_line diff-line-num" data-linenumber="84" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC84" class="line" lang="python">                             <span class="n" style="color: #333;">table_ids</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">difference</span><span class="p">(</span><span class="n" style="color: #333;">metadata_ids</span><span class="p">))</span></span>

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<td class="new_line diff-line-num" data-linenumber="85" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC85" class="line" lang="python">        <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

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<td class="old_line diff-line-num old" data-linenumber="86" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="86" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC86" class="line" lang="python">            <span class="n" style="color: #333;">metadata</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">metadata</span><span class="p">.</span><span class="n" style="color: #333;">loc</span><span class="p">[</span><span class="n" style="color: #333;">sample_ids</span><span class="p">]</span></span>

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<td class="old_line diff-line-num new" data-linenumber="87" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="86" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC86" class="line" lang="python">            <span class="n" style="color: #333;">metadata</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">metadata</span><span class="p">.</span><span class="n" style="color: #333;">loc</span><span class="p">[</span><span class="nf" style="color: #900; font-weight: 600;"><span class="idiff left addition" style="background-color: #c7f0d2;">list</span></span><span class="p"><span class="idiff addition" style="background-color: #c7f0d2;">(</span></span><span class="n" style="color: #333;">sample_ids</span><span class="p"><span class="idiff right addition" style="background-color: #c7f0d2;">)</span>]</span></span>

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<td class="old_line diff-line-num" data-linenumber="87" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="new_line diff-line-num" data-linenumber="87" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC87" class="line" lang="python">        <span class="k" style="font-weight: 600;">if</span> <span class="nf" style="color: #900; font-weight: 600;">len</span><span class="p">(</span><span class="n" style="color: #333;">sample_ids</span><span class="p">)</span> <span class="o" style="font-weight: 600;"><</span> <span class="nf" style="color: #900; font-weight: 600;">len</span><span class="p">(</span><span class="n" style="color: #333;">table_ids</span><span class="p">):</span></span>

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<td class="new_line diff-line-num" data-linenumber="88" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC88" class="line" lang="python">            <span class="n" style="color: #333;">tab</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">tab</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">filter</span><span class="p">(</span></span>

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<td class="old_line diff-line-num" data-linenumber="89" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="new_line diff-line-num" data-linenumber="89" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC89" class="line" lang="python">                <span class="n" style="color: #333;">ids_to_keep</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">sample_ids</span><span class="p">,</span> <span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">sample</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="n" style="color: #333;">inplace</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">)</span></span>

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</li>

<li id="c78b037f63bf727dfb951db2f49cfed0ce6ece59">

<a href="https://salsa.debian.org/med-team/q2-sample-classifier/-/commit/ae87a6bfa20df424d76483b3f9771a3c136c4abf#c78b037f63bf727dfb951db2f49cfed0ce6ece59"><strong style="font-weight: 600;">q2_sample_classifier/tests/test_actions.py</strong></a>

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<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -59,7 +59,7 @@ class NowLetsTestTheActions(SampleClassifierTestPluginBase):</td>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC59" class="line" lang="python">        <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">assertEqual</span><span class="p">(</span><span class="n" style="color: #333;">y_train</span><span class="p">.</span><span class="n" style="color: #333;">name</span><span class="p">,</span> <span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">bugs</span><span class="sh" style="color: #d14;">'</span><span class="p">)</span></span>

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<td class="new_line diff-line-num" data-linenumber="60" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC60" class="line" lang="python"></span>

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<td class="old_line diff-line-num" data-linenumber="61" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="new_line diff-line-num" data-linenumber="61" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC61" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># test if complete target column is covered</span></span>

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<td class="old_line diff-line-num old" data-linenumber="62" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="62" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC62" class="line" lang="python">        <span class="n" style="color: #333;">y_all</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left deletion" style="background-color: #fac5cd;">y_train</span></span><span class="p"><span class="idiff deletion" style="background-color: #fac5cd;">.</span></span><span class="nf" style="color: #900; font-weight: 600;"><span class="idiff deletion" style="background-color: #fac5cd;">append</span></span><span class="p"><span class="idiff right deletion" style="background-color: #fac5cd;">(</span></span><span class="n" style="color: #333;">y_test</span><span class="p">).</span><span class="nf" style="color: #900; font-weight: 600;">sort_index</span><span class="p">()</span></span>

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<td class="old_line diff-line-num new" data-linenumber="63" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="62" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC62" class="line" lang="python">        <span class="n" style="color: #333;">y_all</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;"><span class="idiff left addition" style="background-color: #c7f0d2;">pd</span></span><span class="p"><span class="idiff addition" style="background-color: #c7f0d2;">.</span></span><span class="nf" style="color: #900; font-weight: 600;"><span class="idiff addition" style="background-color: #c7f0d2;">concat</span></span><span class="p"><span class="idiff addition" style="background-color: #c7f0d2;">([</span></span><span class="n" style="color: #333;"><span class="idiff addition" style="background-color: #c7f0d2;">y_train</span></span><span class="p"><span class="idiff addition" style="background-color: #c7f0d2;">,</span></span><span class="idiff addition" style="background-color: #c7f0d2;"> </span><span class="n" style="color: #333;">y_test</span><span class="p"><span class="idiff right addition" style="background-color: #c7f0d2;">]</span>).</span><span class="nf" style="color: #900; font-weight: 600;">sort_index</span><span class="p">()</span></span>

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<td class="new_line diff-line-num" data-linenumber="63" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC63" class="line" lang="python">        <span class="n" style="color: #333;">y_all</span><span class="p">.</span><span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">name</span> <span class="o" style="font-weight: 600;">=</span> <span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">SampleID</span><span class="sh" style="color: #d14;">'</span></span>

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<td class="new_line diff-line-num" data-linenumber="64" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC64" class="line" lang="python">        <span class="n" style="color: #333;">pdt</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">assert_series_equal</span><span class="p">(</span><span class="n" style="color: #333;">y_all</span><span class="p">,</span> <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="n" style="color: #333;">md</span><span class="p">.</span><span class="n" style="color: #333;">_series</span><span class="p">)</span></span>

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<td class="new_line diff-line-num" data-linenumber="65" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC65" class="line" lang="python"></span>

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<li id="bf556fc40b98a4a248e31e633c175e9744ae3286">

<a href="https://salsa.debian.org/med-team/q2-sample-classifier/-/commit/ae87a6bfa20df424d76483b3f9771a3c136c4abf#bf556fc40b98a4a248e31e633c175e9744ae3286"><strong style="font-weight: 600;">q2_sample_classifier/tests/test_estimators.py</strong></a>

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<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -117,7 +117,7 @@ class EstimatorsTests(SampleClassifierTestPluginBase):</td>

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<td class="new_line diff-line-num" data-linenumber="117" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC117" class="line" lang="python">            <span class="n" style="color: #333;">index_col</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">names</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">feature</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">importance</span><span class="sh" style="color: #d14;">'</span><span class="p">])</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC118" class="line" lang="python">        <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="n" style="color: #333;">exp_pred</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pd</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">read_csv</span><span class="p">(</span></span>

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<td class="new_line diff-line-num" data-linenumber="119" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC119" class="line" lang="python">            <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">get_data_path</span><span class="p">(</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">predictions.tsv</span><span class="sh" style="color: #d14;">'</span><span class="p">),</span> <span class="n" style="color: #333;">sep</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">'</span><span class="se" style="color: #d14;">\t</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="n" style="color: #333;">header</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">,</span></span>

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<td class="new_line diff-line-num old" data-linenumber="120" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC120" class="line" lang="python">            <span class="n" style="color: #333;">index_col</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p"><span class="idiff left deletion" style="background-color: #fac5cd;">,</span></span><span class="idiff deletion" style="background-color: #fac5cd;"> </span><span class="n" style="color: #333;">squeeze</span><span class="o" style="font-weight: 600;"><span class="idiff deletion" style="background-color: #fac5cd;">=</span></span><span class="bp" style="color: #999;"><span class="idiff right deletion" style="background-color: #fac5cd;">True</span></span><span class="p">)</span></span>

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<td class="old_line diff-line-num new" data-linenumber="121" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="120" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC120" class="line" lang="python">            <span class="n" style="color: #333;">index_col</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p"><span class="idiff left addition" style="background-color: #c7f0d2;">).</span></span><span class="nf" style="color: #900; font-weight: 600;">squeeze</span><span class="p"><span class="idiff addition" style="background-color: #c7f0d2;">(</span></span><span class="sh" style="color: #d14;"><span class="idiff addition" style="background-color: #c7f0d2;">'</span></span><span class="s" style="color: #d14;"><span class="idiff addition" style="background-color: #c7f0d2;">columns</span></span><span class="sh" style="color: #d14;"><span class="idiff right addition" style="background-color: #c7f0d2;">'</span></span><span class="p">)</span></span>

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<td class="old_line diff-line-num" data-linenumber="121" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

121

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<td class="new_line diff-line-num" data-linenumber="121" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC121" class="line" lang="python">        <span class="n" style="color: #333;">index</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pd</span><span class="p">.</span><span class="nc" style="color: #458; font-weight: 600;">Index</span><span class="p">([</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">A</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">B</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">C</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">D</span><span class="sh" style="color: #d14;">'</span><span class="p">],</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">id</span><span class="sh" style="color: #d14;">'</span><span class="p">)</span></span>

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<td class="new_line diff-line-num" data-linenumber="122" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC122" class="line" lang="python">        <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="n" style="color: #333;">table_percnorm</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">qiime2</span><span class="p">.</span><span class="n" style="color: #333;">Artifact</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">import_data</span><span class="p">(</span></span>

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<td class="old_line diff-line-num" data-linenumber="123" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="new_line diff-line-num" data-linenumber="123" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC123" class="line" lang="python">            <span class="n" style="color: #333;">FeatureTable</span><span class="p">[</span><span class="n" style="color: #333;">PercentileNormalized</span><span class="p">],</span> <span class="n" style="color: #333;">pd</span><span class="p">.</span><span class="nc" style="color: #458; font-weight: 600;">DataFrame</span><span class="p">(</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="135" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="135" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -135,7 +135,7 @@ class EstimatorsTests(SampleClassifierTestPluginBase):</td>

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<td class="new_line diff-line-num" data-linenumber="135" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC135" class="line" lang="python">        <span class="n" style="color: #333;">dv</span> <span class="o" style="font-weight: 600;">=</span> <span class="nc" style="color: #458; font-weight: 600;">DictVectorizer</span><span class="p">()</span></span>

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<td class="new_line diff-line-num" data-linenumber="136" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC136" class="line" lang="python">        <span class="n" style="color: #333;">dv</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">fit</span><span class="p">(</span><span class="n" style="color: #333;">dicts</span><span class="p">)</span></span>

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<td class="old_line diff-line-num" data-linenumber="137" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="new_line diff-line-num" data-linenumber="137" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC137" class="line" lang="python">        <span class="n" style="color: #333;">features</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">table</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">ids</span><span class="p">(</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">observation</span><span class="sh" style="color: #d14;">'</span><span class="p">)</span></span>

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<td class="old_line diff-line-num old" data-linenumber="138" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="138" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC138" class="line" lang="python">        <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">assertEqual</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">set</span><span class="p">(</span><span class="n" style="color: #333;">dv</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">get_feature_names</span><span class="p">()),</span> <span class="nf" style="color: #900; font-weight: 600;">set</span><span class="p">(</span><span class="n" style="color: #333;">features</span><span class="p">))</span></span>

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC138" class="line" lang="python">        <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">assertEqual</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">set</span><span class="p">(</span><span class="n" style="color: #333;">dv</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">get_feature_names<span class="idiff left right addition" style="background-color: #c7f0d2;">_out</span></span><span class="p">()),</span> <span class="nf" style="color: #900; font-weight: 600;">set</span><span class="p">(</span><span class="n" style="color: #333;">features</span><span class="p">))</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC139" class="line" lang="python">        <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">assertEqual</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">len</span><span class="p">(</span><span class="n" style="color: #333;">dicts</span><span class="p">),</span> <span class="nf" style="color: #900; font-weight: 600;">len</span><span class="p">(</span><span class="n" style="color: #333;">table</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">ids</span><span class="p">()))</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC140" class="line" lang="python">        <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">dict_row</span><span class="p">,</span> <span class="p">(</span><span class="n" style="color: #333;">table_row</span><span class="p">,</span> <span class="n" style="color: #333;">_</span><span class="p">,</span> <span class="n" style="color: #333;">_</span><span class="p">)</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nf" style="color: #900; font-weight: 600;">zip</span><span class="p">(</span><span class="n" style="color: #333;">dicts</span><span class="p">,</span> <span class="n" style="color: #333;">table</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">iter</span><span class="p">()):</span></span>

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<td class="old_line diff-line-num" data-linenumber="141" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

141

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<td class="new_line diff-line-num" data-linenumber="141" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

141

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC141" class="line" lang="python">            <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">feature</span><span class="p">,</span> <span class="n" style="color: #333;">count</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nf" style="color: #900; font-weight: 600;">zip</span><span class="p">(</span><span class="n" style="color: #333;">features</span><span class="p">,</span> <span class="n" style="color: #333;">table_row</span><span class="p">):</span></span>

</pre></td>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="398" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="398" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -398,7 +398,7 @@ class EstimatorsTests(SampleClassifierTestPluginBase):</td>

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<td class="new_line diff-line-num" data-linenumber="398" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC398" class="line" lang="python">            <span class="n" style="color: #333;">parameter_tuning</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">,</span> <span class="n" style="color: #333;">classification</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">,</span></span>

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<td class="old_line diff-line-num" data-linenumber="399" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

399

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<td class="new_line diff-line-num" data-linenumber="399" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

399

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC399" class="line" lang="python">            <span class="n" style="color: #333;">missing_samples</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">ignore</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="n" style="color: #333;">base_estimator</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">DecisionTree</span><span class="sh" style="color: #d14;">"</span><span class="p">)</span></span>

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<td class="old_line diff-line-num" data-linenumber="400" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

400

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<td class="new_line diff-line-num" data-linenumber="400" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

400

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC400" class="line" lang="python">        <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">assertEqual</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">type</span><span class="p">(</span><span class="n" style="color: #333;">abe</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">est</span><span class="p">),</span> <span class="n" style="color: #333;">AdaBoostClassifier</span><span class="p">)</span></span>

</pre></td>

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<td class="old_line diff-line-num old" data-linenumber="401" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

401

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<td class="new_line diff-line-num old" data-linenumber="401" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC401" class="line" lang="python">        <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">assertEqual</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">type</span><span class="p">(</span><span class="n" style="color: #333;">abe</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">est</span><span class="p">.</span><span class="n" style="color: #333;"><span class="idiff left right deletion" style="background-color: #fac5cd;">base_</span>estimator</span><span class="p">),</span></span>

</pre></td>

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<td class="old_line diff-line-num new" data-linenumber="402" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="401" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

401

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC401" class="line" lang="python">        <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">assertEqual</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">type</span><span class="p">(</span><span class="n" style="color: #333;">abe</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">est</span><span class="p">.</span><span class="n" style="color: #333;">estimator</span><span class="p">),</span></span>

</pre></td>

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<td class="old_line diff-line-num" data-linenumber="402" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

402

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<td class="new_line diff-line-num" data-linenumber="402" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC402" class="line" lang="python">                         <span class="n" style="color: #333;">DecisionTreeClassifier</span><span class="p">)</span></span>

</pre></td>

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<td class="old_line diff-line-num" data-linenumber="403" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="new_line diff-line-num" data-linenumber="403" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC403" class="line" lang="python"></span>

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<td class="old_line diff-line-num" data-linenumber="404" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="new_line diff-line-num" data-linenumber="404" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC404" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">test_train_adaboost_extra_trees</span><span class="p">(</span><span class="n" style="color: #333;">self</span><span class="p">):</span></span>

</pre></td>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="408" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="408" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -408,7 +408,7 @@ class EstimatorsTests(SampleClassifierTestPluginBase):</td>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC408" class="line" lang="python">            <span class="n" style="color: #333;">parameter_tuning</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">,</span> <span class="n" style="color: #333;">classification</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">,</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC409" class="line" lang="python">            <span class="n" style="color: #333;">missing_samples</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">ignore</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="n" style="color: #333;">base_estimator</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">ExtraTrees</span><span class="sh" style="color: #d14;">"</span><span class="p">)</span></span>

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<td class="new_line diff-line-num" data-linenumber="410" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC410" class="line" lang="python">        <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">assertEqual</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">type</span><span class="p">(</span><span class="n" style="color: #333;">abe</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">est</span><span class="p">),</span> <span class="n" style="color: #333;">AdaBoostClassifier</span><span class="p">)</span></span>

</pre></td>

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<td class="old_line diff-line-num old" data-linenumber="411" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

411

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<td class="new_line diff-line-num old" data-linenumber="411" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC411" class="line" lang="python">        <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">assertEqual</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">type</span><span class="p">(</span><span class="n" style="color: #333;">abe</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">est</span><span class="p">.</span><span class="n" style="color: #333;"><span class="idiff left right deletion" style="background-color: #fac5cd;">base_</span>estimator</span><span class="p">),</span></span>

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<td class="old_line diff-line-num new" data-linenumber="412" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="411" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC411" class="line" lang="python">        <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">assertEqual</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">type</span><span class="p">(</span><span class="n" style="color: #333;">abe</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">est</span><span class="p">.</span><span class="n" style="color: #333;">estimator</span><span class="p">),</span></span>

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<td class="new_line diff-line-num" data-linenumber="412" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC412" class="line" lang="python">                         <span class="n" style="color: #333;">ExtraTreeClassifier</span><span class="p">)</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC413" class="line" lang="python"></span>

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<td class="new_line diff-line-num" data-linenumber="414" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC414" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># test some invalid inputs/edge cases</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="504" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="504" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -504,7 +504,7 @@ class EstimatorsTests(SampleClassifierTestPluginBase):</td>

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<td class="new_line diff-line-num" data-linenumber="504" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC504" class="line" lang="python">            <span class="n" style="color: #333;">ls_pred_classes</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">prob</span><span class="p">.</span><span class="n" style="color: #333;">columns</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">tolist</span><span class="p">()</span></span>

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<td class="new_line diff-line-num" data-linenumber="505" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC505" class="line" lang="python">            <span class="n" style="color: #333;">ls_correct_range</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">col</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">col</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">ls_pred_classes</span> <span class="k" style="font-weight: 600;">if</span></span>

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<td class="new_line diff-line-num" data-linenumber="506" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC506" class="line" lang="python">                                <span class="n" style="color: #333;">prob</span><span class="p">[</span><span class="n" style="color: #333;">col</span><span class="p">].</span><span class="nf" style="color: #900; font-weight: 600;">between</span><span class="p">(</span></span>

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<td class="old_line diff-line-num old" data-linenumber="507" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="507" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC507" class="line" lang="python">                                    <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">inclusive</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;"><span class="idiff left right deletion" style="background-color: #fac5cd;">True</span></span><span class="p">).</span><span class="nf" style="color: #900; font-weight: 600;">all</span><span class="p">()]</span></span>

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<td class="old_line diff-line-num new" data-linenumber="508" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="507" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

507

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC507" class="line" lang="python">                                    <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">inclusive</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;"><span class="idiff left addition" style="background-color: #c7f0d2;">"</span></span><span class="s" style="color: #d14;"><span class="idiff addition" style="background-color: #c7f0d2;">both</span></span><span class="sh" style="color: #d14;"><span class="idiff right addition" style="background-color: #c7f0d2;">"</span></span><span class="p">).</span><span class="nf" style="color: #900; font-weight: 600;">all</span><span class="p">()]</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC508" class="line" lang="python">            <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">assertEqual</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">len</span><span class="p">(</span><span class="n" style="color: #333;">ls_correct_range</span><span class="p">),</span> <span class="n" style="color: #333;">prob</span><span class="p">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">],</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC509" class="line" lang="python">                             <span class="n" style="color: #333;">msg</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">Predicted probabilities of class {}</span><span class="sh" style="color: #d14;">'</span></span>

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<td class="new_line diff-line-num" data-linenumber="510" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC510" class="line" lang="python">                             <span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">are not in range [0,1]</span><span class="sh" style="color: #d14;">'</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">format</span><span class="p">(</span></span>

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<br>

</li>

<li id="479a2fb6d0756ddb6a08bc0ddf764b87668ecbb6">

<a href="https://salsa.debian.org/med-team/q2-sample-classifier/-/commit/ae87a6bfa20df424d76483b3f9771a3c136c4abf#479a2fb6d0756ddb6a08bc0ddf764b87668ecbb6"><strong style="font-weight: 600;">q2_sample_classifier/tests/test_types_formats_transformers.py</strong></a>

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<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -85,7 +85,7 @@ class TestSemanticTypes(SampleClassifierTestPluginBase):</td>

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<td class="new_line diff-line-num" data-linenumber="85" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC85" class="line" lang="python">                        <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">outlier</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="n" style="color: #333;">index</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">exp_index</span><span class="p">)</span></span>

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<td class="new_line diff-line-num" data-linenumber="86" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC86" class="line" lang="python">        <span class="n" style="color: #333;">obs</span> <span class="o" style="font-weight: 600;">=</span> <span class="nf" style="color: #900; font-weight: 600;">transformer</span><span class="p">(</span><span class="n" style="color: #333;">exp</span><span class="p">)</span></span>

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<td class="new_line diff-line-num" data-linenumber="87" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC87" class="line" lang="python">        <span class="n" style="color: #333;">obs</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pd</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">read_csv</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">str</span><span class="p">(</span><span class="n" style="color: #333;">obs</span><span class="p">),</span> <span class="n" style="color: #333;">sep</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">'</span><span class="se" style="color: #d14;">\t</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="n" style="color: #333;">header</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">index_col</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">,</span></span>

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<td class="old_line diff-line-num old" data-linenumber="88" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="88" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC88" class="line" lang="python">                          <span class="n" style="color: #333;">squeeze</span><span class="o" style="font-weight: 600;"><span class="idiff left deletion" style="background-color: #fac5cd;">=</span></span><span class="bp" style="color: #999;"><span class="idiff right deletion" style="background-color: #fac5cd;">True</span></span><span class="p">)</span></span>

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<td class="old_line diff-line-num new" data-linenumber="89" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="88" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC88" class="line" lang="python">                          <span class="p"><span class="idiff left addition" style="background-color: #c7f0d2;">).</span></span><span class="nf" style="color: #900; font-weight: 600;">squeeze</span><span class="p"><span class="idiff addition" style="background-color: #c7f0d2;">(</span></span><span class="sh" style="color: #d14;"><span class="idiff addition" style="background-color: #c7f0d2;">'</span></span><span class="s" style="color: #d14;"><span class="idiff addition" style="background-color: #c7f0d2;">columns</span></span><span class="sh" style="color: #d14;"><span class="idiff right addition" style="background-color: #c7f0d2;">'</span></span><span class="p">)</span></span>

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<td class="new_line diff-line-num" data-linenumber="89" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC89" class="line" lang="python">        <span class="n" style="color: #333;">self</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">assertEqual</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">sorted</span><span class="p">(</span><span class="n" style="color: #333;">exp</span><span class="p">),</span> <span class="nf" style="color: #900; font-weight: 600;">sorted</span><span class="p">(</span><span class="n" style="color: #333;">obs</span><span class="p">))</span></span>

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<td class="new_line diff-line-num" data-linenumber="90" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC90" class="line" lang="python"></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC91" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">test_boolean_format_to_pd_series</span><span class="p">(</span><span class="n" style="color: #333;">self</span><span class="p">):</span></span>

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<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -152,7 +152,7 @@ class TestSemanticTypes(SampleClassifierTestPluginBase):</td>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC152" class="line" lang="python">                        <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">prediction</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="n" style="color: #333;">index</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">a</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">b</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">c</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">d</span><span class="sh" style="color: #d14;">'</span><span class="p">])</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC153" class="line" lang="python">        <span class="n" style="color: #333;">obs</span> <span class="o" style="font-weight: 600;">=</span> <span class="nf" style="color: #900; font-weight: 600;">transformer</span><span class="p">(</span><span class="n" style="color: #333;">exp</span><span class="p">)</span></span>

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<td class="new_line diff-line-num" data-linenumber="154" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC154" class="line" lang="python">        <span class="n" style="color: #333;">obs</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pd</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">read_csv</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">str</span><span class="p">(</span><span class="n" style="color: #333;">obs</span><span class="p">),</span> <span class="n" style="color: #333;">sep</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">'</span><span class="se" style="color: #d14;">\t</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="n" style="color: #333;">header</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">index_col</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">,</span></span>

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<td class="new_line diff-line-num old" data-linenumber="155" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC155" class="line" lang="python">                          <span class="n" style="color: #333;">squeeze</span><span class="o" style="font-weight: 600;"><span class="idiff left deletion" style="background-color: #fac5cd;">=</span></span><span class="bp" style="color: #999;"><span class="idiff right deletion" style="background-color: #fac5cd;">True</span></span><span class="p">)</span></span>

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<td class="old_line diff-line-num new" data-linenumber="156" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="155" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC155" class="line" lang="python">                          <span class="p"><span class="idiff left addition" style="background-color: #c7f0d2;">).</span></span><span class="nf" style="color: #900; font-weight: 600;">squeeze</span><span class="p"><span class="idiff addition" style="background-color: #c7f0d2;">(</span></span><span class="sh" style="color: #d14;"><span class="idiff addition" style="background-color: #c7f0d2;">'</span></span><span class="s" style="color: #d14;"><span class="idiff addition" style="background-color: #c7f0d2;">columns</span></span><span class="sh" style="color: #d14;"><span class="idiff right addition" style="background-color: #c7f0d2;">'</span></span><span class="p">)</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC156" class="line" lang="python">        <span class="n" style="color: #333;">pdt</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">assert_series_equal</span><span class="p">(</span><span class="n" style="color: #333;">obs</span><span class="p">,</span> <span class="n" style="color: #333;">exp</span><span class="p">)</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC157" class="line" lang="python"></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC158" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">test_pd_series_to_Predictions_format_allow_nans</span><span class="p">(</span><span class="n" style="color: #333;">self</span><span class="p">):</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="161" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="161" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -161,7 +161,7 @@ class TestSemanticTypes(SampleClassifierTestPluginBase):</td>

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<td class="new_line diff-line-num" data-linenumber="161" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC161" class="line" lang="python">                        <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">prediction</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="n" style="color: #333;">index</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">a</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">b</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">c</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">d</span><span class="sh" style="color: #d14;">'</span><span class="p">])</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC162" class="line" lang="python">        <span class="n" style="color: #333;">obs</span> <span class="o" style="font-weight: 600;">=</span> <span class="nf" style="color: #900; font-weight: 600;">transformer</span><span class="p">(</span><span class="n" style="color: #333;">exp</span><span class="p">)</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC163" class="line" lang="python">        <span class="n" style="color: #333;">obs</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pd</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">read_csv</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">str</span><span class="p">(</span><span class="n" style="color: #333;">obs</span><span class="p">),</span> <span class="n" style="color: #333;">sep</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">'</span><span class="se" style="color: #d14;">\t</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="n" style="color: #333;">header</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">index_col</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">,</span></span>

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<td class="new_line diff-line-num old" data-linenumber="164" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC164" class="line" lang="python">                          <span class="n" style="color: #333;">squeeze</span><span class="o" style="font-weight: 600;"><span class="idiff left deletion" style="background-color: #fac5cd;">=</span></span><span class="bp" style="color: #999;"><span class="idiff right deletion" style="background-color: #fac5cd;">True</span></span><span class="p">)</span></span>

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<td class="new_line diff-line-num new" data-linenumber="164" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC164" class="line" lang="python">                          <span class="p"><span class="idiff left addition" style="background-color: #c7f0d2;">).</span></span><span class="nf" style="color: #900; font-weight: 600;">squeeze</span><span class="p"><span class="idiff addition" style="background-color: #c7f0d2;">(</span></span><span class="sh" style="color: #d14;"><span class="idiff addition" style="background-color: #c7f0d2;">'</span></span><span class="s" style="color: #d14;"><span class="idiff addition" style="background-color: #c7f0d2;">columns</span></span><span class="sh" style="color: #d14;"><span class="idiff right addition" style="background-color: #c7f0d2;">'</span></span><span class="p">)</span></span>

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165

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<td class="new_line diff-line-num" data-linenumber="165" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC165" class="line" lang="python">        <span class="n" style="color: #333;">pdt</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">assert_series_equal</span><span class="p">(</span><span class="n" style="color: #333;">obs</span><span class="p">,</span> <span class="n" style="color: #333;">exp</span><span class="p">)</span></span>

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<td class="new_line diff-line-num" data-linenumber="166" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC166" class="line" lang="python"></span>

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<td class="new_line diff-line-num" data-linenumber="167" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC167" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">test_Predictions_format_to_pd_series</span><span class="p">(</span><span class="n" style="color: #333;">self</span><span class="p">):</span></span>

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<br>

</li>

<li id="0be6602492251a34b00c1d37085f5deaca6be29e">

<a href="https://salsa.debian.org/med-team/q2-sample-classifier/-/commit/ae87a6bfa20df424d76483b3f9771a3c136c4abf#0be6602492251a34b00c1d37085f5deaca6be29e"><strong style="font-weight: 600;">q2_sample_classifier/utilities.py</strong></a>

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<table class="code white" style="border-spacing: 0; border-collapse: collapse; width: auto; font-family: monospace; font-size: 90%;" bgcolor="#fff" width="100%" cellpadding="0" cellspacing="0">

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="239" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

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<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -239,7 +239,7 @@ def _rfecv_feature_selection(feature_data, targets, estimator,</td>

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<td class="new_line diff-line-num" data-linenumber="239" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC239" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># Describe top features</span></span>

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<td class="old_line diff-line-num" data-linenumber="240" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="new_line diff-line-num" data-linenumber="240" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC240" class="line" lang="python">    <span class="n" style="color: #333;">n_opt</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">rfecv</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">est</span><span class="p">.</span><span class="n" style="color: #333;">n_features_</span></span>

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<td class="old_line diff-line-num" data-linenumber="241" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="new_line diff-line-num" data-linenumber="241" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC241" class="line" lang="python">    <span class="n" style="color: #333;">importance</span> <span class="o" style="font-weight: 600;">=</span> <span class="nf" style="color: #900; font-weight: 600;">_extract_important_features</span><span class="p">(</span></span>

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<td class="old_line diff-line-num old" data-linenumber="242" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="242" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC242" class="line" lang="python">        <span class="n" style="color: #333;">rfecv</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">dv</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">get_feature_names</span><span class="p">(),</span></span>

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<td class="old_line diff-line-num new" data-linenumber="243" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="242" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC242" class="line" lang="python">        <span class="n" style="color: #333;">rfecv</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">dv</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">get_feature_names<span class="idiff left right addition" style="background-color: #c7f0d2;">_out</span></span><span class="p">(),</span></span>

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<td class="new_line diff-line-num" data-linenumber="243" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC243" class="line" lang="python">        <span class="n" style="color: #333;">rfecv</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">est</span><span class="p">.</span><span class="n" style="color: #333;">ranking_</span><span class="p">)</span></span>

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<td class="old_line diff-line-num" data-linenumber="244" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="new_line diff-line-num" data-linenumber="244" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC244" class="line" lang="python">    <span class="n" style="color: #333;">importance</span> <span class="o" style="font-weight: 600;">=</span> <span class="nf" style="color: #900; font-weight: 600;">sort_importances</span><span class="p">(</span><span class="n" style="color: #333;">importance</span><span class="p">,</span> <span class="n" style="color: #333;">ascending</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">)[:</span><span class="n" style="color: #333;">n_opt</span><span class="p">]</span></span>

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<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -249,16 +249,17 @@ def _rfecv_feature_selection(feature_data, targets, estimator,</td>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC250" class="line" lang="python"></span>

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<td class="new_line diff-line-num" data-linenumber="251" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC251" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">_extract_rfe_scores</span><span class="p">(</span><span class="n" style="color: #333;">rfecv</span><span class="p">):</span></span>

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<td class="old_line diff-line-num new" data-linenumber="252" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="252" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC252" class="line" lang="python">    <span class="n" style="color: #333;">grid_scores_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">rfecv</span><span class="p">.</span><span class="n" style="color: #333;">cv_results_</span><span class="p">[</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">mean_test_score</span><span class="sh" style="color: #d14;">'</span><span class="p">]</span></span>

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<td class="new_line diff-line-num" data-linenumber="253" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC253" class="line" lang="python">    <span class="n" style="color: #333;">n_features</span> <span class="o" style="font-weight: 600;">=</span> <span class="nf" style="color: #900; font-weight: 600;">len</span><span class="p">(</span><span class="n" style="color: #333;">rfecv</span><span class="p">.</span><span class="n" style="color: #333;">ranking_</span><span class="p">)</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC254" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># If using fractional step, step = integer of fraction * n_features</span></span>

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<td class="new_line diff-line-num" data-linenumber="255" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC255" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">rfecv</span><span class="p">.</span><span class="n" style="color: #333;">step</span> <span class="o" style="font-weight: 600;"><</span> <span class="mi" style="color: #099;">1</span><span class="p">:</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC256" class="line" lang="python">        <span class="n" style="color: #333;">rfecv</span><span class="p">.</span><span class="n" style="color: #333;">step</span> <span class="o" style="font-weight: 600;">=</span> <span class="nf" style="color: #900; font-weight: 600;">int</span><span class="p">(</span><span class="n" style="color: #333;">rfecv</span><span class="p">.</span><span class="n" style="color: #333;">step</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">n_features</span><span class="p">)</span></span>

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<td class="new_line diff-line-num old" data-linenumber="257" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC256" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># Need to manually calculate x-axis, <span class="idiff left deletion" style="background-color: #fac5cd;">as rfecv.</span>grid_scores_ <span class="idiff right deletion" style="background-color: #fac5cd;">are</span> a 1-d array</span></span>

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<td class="old_line diff-line-num new" data-linenumber="257" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="257" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC257" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># Need to manually calculate x-axis, grid_scores_ <span class="idiff left right addition" style="background-color: #c7f0d2;">is</span> a 1-d array</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC258" class="line" lang="python">    <span class="n" style="color: #333;">x</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">n_features</span> <span class="o" style="font-weight: 600;">-</span> <span class="p">(</span><span class="n" style="color: #333;">n</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">rfecv</span><span class="p">.</span><span class="n" style="color: #333;">step</span><span class="p">)</span></span>

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC258" class="line" lang="python">         <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">n</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nf" style="color: #900; font-weight: 600;">range</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">len</span><span class="p">(</span><span class="n" style="color: #333;"><span class="idiff left deletion" style="background-color: #fac5cd;">rfecv</span></span><span class="p"><span class="idiff right deletion" style="background-color: #fac5cd;">.</span></span><span class="n" style="color: #333;">grid_scores_</span><span class="p">)</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">)]</span></span>

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<td class="new_line diff-line-num new" data-linenumber="259" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC259" class="line" lang="python">         <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">n</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nf" style="color: #900; font-weight: 600;">range</span><span class="p">(</span><span class="nf" style="color: #900; font-weight: 600;">len</span><span class="p">(</span><span class="n" style="color: #333;">grid_scores_</span><span class="p">)</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">)]</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC260" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">x</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;"><</span> <span class="mi" style="color: #099;">1</span><span class="p">:</span></span>

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<td class="new_line diff-line-num" data-linenumber="261" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC261" class="line" lang="python">        <span class="n" style="color: #333;">x</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">1</span></span>

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<td class="old_line diff-line-num old" data-linenumber="261" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="262" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC261" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">pd</span><span class="p">.</span><span class="nc" style="color: #458; font-weight: 600;">Series</span><span class="p">(</span><span class="n" style="color: #333;"><span class="idiff left deletion" style="background-color: #fac5cd;">rfecv</span></span><span class="p"><span class="idiff right deletion" style="background-color: #fac5cd;">.</span></span><span class="n" style="color: #333;">grid_scores_</span><span class="p">,</span> <span class="n" style="color: #333;">index</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">Accuracy</span><span class="sh" style="color: #d14;">'</span><span class="p">)</span></span>

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<td class="old_line diff-line-num new" data-linenumber="262" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="262" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC262" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">pd</span><span class="p">.</span><span class="nc" style="color: #458; font-weight: 600;">Series</span><span class="p">(</span><span class="n" style="color: #333;">grid_scores_</span><span class="p">,</span> <span class="n" style="color: #333;">index</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">Accuracy</span><span class="sh" style="color: #d14;">'</span><span class="p">)</span></span>

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<td class="new_line diff-line-num" data-linenumber="263" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC263" class="line" lang="python"></span>

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<td class="new_line diff-line-num" data-linenumber="264" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC264" class="line" lang="python"></span>

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<td class="new_line diff-line-num" data-linenumber="265" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC265" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">nested_cross_validation</span><span class="p">(</span><span class="n" style="color: #333;">table</span><span class="p">,</span> <span class="n" style="color: #333;">metadata</span><span class="p">,</span> <span class="n" style="color: #333;">cv</span><span class="p">,</span> <span class="n" style="color: #333;">random_state</span><span class="p">,</span> <span class="n" style="color: #333;">n_jobs</span><span class="p">,</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="411" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="412" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -411,12 +412,12 @@ def _calculate_feature_importances(estimator):</td>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC412" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># feature_importances_ or coef_ to report feature importance/weights</span></span>

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<td class="new_line diff-line-num" data-linenumber="413" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC413" class="line" lang="python">    <span class="k" style="font-weight: 600;">try</span><span class="p">:</span></span>

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<td class="new_line diff-line-num" data-linenumber="414" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC414" class="line" lang="python">        <span class="n" style="color: #333;">importances</span> <span class="o" style="font-weight: 600;">=</span> <span class="nf" style="color: #900; font-weight: 600;">_extract_important_features</span><span class="p">(</span></span>

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<td class="old_line diff-line-num old" data-linenumber="414" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="415" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC414" class="line" lang="python">            <span class="n" style="color: #333;">estimator</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">dv</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">get_feature_names</span><span class="p">(),</span></span>

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC415" class="line" lang="python">            <span class="n" style="color: #333;">estimator</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">dv</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">get_feature_names<span class="idiff left right addition" style="background-color: #c7f0d2;">_out</span></span><span class="p">(),</span></span>

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415

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<td class="new_line diff-line-num" data-linenumber="416" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC416" class="line" lang="python">            <span class="n" style="color: #333;">estimator</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">est</span><span class="p">.</span><span class="n" style="color: #333;">feature_importances_</span><span class="p">)</span></span>

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416

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<td class="new_line diff-line-num" data-linenumber="417" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

417

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC417" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># is there a better way to determine whether estimator has coef_ ?</span></span>

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417

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<td class="new_line diff-line-num" data-linenumber="418" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC418" class="line" lang="python">    <span class="k" style="font-weight: 600;">except</span> <span class="nb" style="color: #0086b3;">AttributeError</span><span class="p">:</span></span>

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418

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<td class="new_line diff-line-num" data-linenumber="419" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC419" class="line" lang="python">        <span class="n" style="color: #333;">importances</span> <span class="o" style="font-weight: 600;">=</span> <span class="nf" style="color: #900; font-weight: 600;">_extract_important_features</span><span class="p">(</span></span>

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<td class="old_line diff-line-num old" data-linenumber="419" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

419

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<td class="new_line diff-line-num old" data-linenumber="420" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC419" class="line" lang="python">            <span class="n" style="color: #333;">estimator</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">dv</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">get_feature_names</span><span class="p">(),</span></span>

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<td class="old_line diff-line-num new" data-linenumber="420" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="420" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

420

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC420" class="line" lang="python">            <span class="n" style="color: #333;">estimator</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">dv</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">get_feature_names<span class="idiff left right addition" style="background-color: #c7f0d2;">_out</span></span><span class="p">(),</span></span>

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420

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<td class="new_line diff-line-num" data-linenumber="421" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC421" class="line" lang="python">            <span class="n" style="color: #333;">estimator</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">est</span><span class="p">.</span><span class="n" style="color: #333;">coef_</span><span class="p">)</span></span>

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421

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC422" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">importances</span></span>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC423" class="line" lang="python"></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="718" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="719" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -718,7 +719,7 @@ def _mean_feature_importance(importances):</td>

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC719" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">_null_feature_importance</span><span class="p">(</span><span class="n" style="color: #333;">table</span><span class="p">):</span></span>

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<td class="new_line diff-line-num" data-linenumber="720" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC720" class="line" lang="python">    <span class="n" style="color: #333;">feature_extractor</span> <span class="o" style="font-weight: 600;">=</span> <span class="nc" style="color: #458; font-weight: 600;">DictVectorizer</span><span class="p">()</span></span>

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<td class="new_line diff-line-num" data-linenumber="721" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC721" class="line" lang="python">    <span class="n" style="color: #333;">feature_extractor</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">fit</span><span class="p">(</span><span class="n" style="color: #333;">table</span><span class="p">)</span></span>

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<td class="new_line diff-line-num old" data-linenumber="722" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC721" class="line" lang="python">    <span class="n" style="color: #333;">imp</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pd</span><span class="p">.</span><span class="nc" style="color: #458; font-weight: 600;">DataFrame</span><span class="p">(</span><span class="n" style="color: #333;">index</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">feature_extractor</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">get_feature_names</span><span class="p">())</span></span>

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<td class="old_line diff-line-num new" data-linenumber="722" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="722" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC722" class="line" lang="python">    <span class="n" style="color: #333;">imp</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pd</span><span class="p">.</span><span class="nc" style="color: #458; font-weight: 600;">DataFrame</span><span class="p">(</span><span class="n" style="color: #333;">index</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">feature_extractor</span><span class="p">.</span><span class="nf" style="color: #900; font-weight: 600;">get_feature_names<span class="idiff left right addition" style="background-color: #c7f0d2;">_out</span></span><span class="p">())</span></span>

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722

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<td class="new_line diff-line-num" data-linenumber="723" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC723" class="line" lang="python">    <span class="n" style="color: #333;">imp</span><span class="p">.</span><span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">name</span> <span class="o" style="font-weight: 600;">=</span> <span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">feature</span><span class="sh" style="color: #d14;">"</span></span>

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<td class="old_line diff-line-num" data-linenumber="723" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

723

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<td class="new_line diff-line-num" data-linenumber="724" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

724

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC724" class="line" lang="python">    <span class="n" style="color: #333;">imp</span><span class="p">[</span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">importance</span><span class="sh" style="color: #d14;">"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">1</span></span>

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724

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<td class="new_line diff-line-num" data-linenumber="725" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

725

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC725" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">imp</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="827" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="828" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -827,8 +828,9 @@ def _train_adaboost_base_estimator(table, metadata, column, base_estimator,</td>

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827

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC828" class="line" lang="python"></span>

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<td class="new_line diff-line-num" data-linenumber="829" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC829" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="nc" style="color: #458; font-weight: 600;">Pipeline</span><span class="p">(</span></span>

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<td class="new_line diff-line-num" data-linenumber="830" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC830" class="line" lang="python">        <span class="p">[(</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">dv</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="n" style="color: #333;">estimator</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">dv</span><span class="p">),</span></span>

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830

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<td class="new_line diff-line-num old" data-linenumber="831" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC830" class="line" lang="python">         <span class="p">(</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">est</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="nf" style="color: #900; font-weight: 600;">adaboost_estimator</span><span class="p">(</span><span class="n" style="color: #333;">estimator</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">est</span><span class="p">,</span></span>

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831

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<td class="new_line diff-line-num old" data-linenumber="831" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC831" class="line" lang="python">                                    <span class="n" style="color: #333;">n_estimators</span><span class="p">,</span> <span class="n" style="color: #333;">random_state</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">random_state</span><span class="p">))])</span></span>

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC831" class="line" lang="python">         <span class="p">(</span><span class="sh" style="color: #d14;">'</span><span class="s" style="color: #d14;">est</span><span class="sh" style="color: #d14;">'</span><span class="p">,</span> <span class="nf" style="color: #900; font-weight: 600;">adaboost_estimator</span><span class="p">(</span><span class="n" style="color: #333;">estimator</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">estimator</span><span class="p">.</span><span class="n" style="color: #333;">named_steps</span><span class="p">.</span><span class="n" style="color: #333;">est</span><span class="p">,</span></span>

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC832" class="line" lang="python">                                    <span class="n" style="color: #333;">n_estimators</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">n_estimators</span><span class="p">,</span></span>

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC833" class="line" lang="python">                                    <span class="n" style="color: #333;">random_state</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">random_state</span><span class="p">))])</span></span>

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832

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC834" class="line" lang="python"></span>

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833

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<td class="new_line diff-line-num" data-linenumber="835" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC835" class="line" lang="python"></span>

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<td class="new_line diff-line-num" data-linenumber="836" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

836

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC836" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">_disable_feature_selection</span><span class="p">(</span><span class="n" style="color: #333;">estimator</span><span class="p">,</span> <span class="n" style="color: #333;">optimize_feature_selection</span><span class="p">):</span></span>

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<br>

</li>

<li id="1445eb5a166ed40e8d437f17b2765bc1a0daa6fb">

<a href="https://salsa.debian.org/med-team/q2-sample-classifier/-/commit/ae87a6bfa20df424d76483b3f9771a3c136c4abf#1445eb5a166ed40e8d437f17b2765bc1a0daa6fb"><strong style="font-weight: 600;">q2_sample_classifier/visuals.py</strong></a>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="167" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">...</td>

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<td class="line_content match" style="color: rgba(31,30,36,.24); padding: inherit;" bgcolor="#fbfafd">@@ -167,9 +167,9 @@ def _plot_confusion_matrix(y_test, y_pred, classes, normalize, palette,</td>

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<td class="new_line diff-line-num" data-linenumber="167" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC167" class="line" lang="python">    <span class="n" style="color: #333;">predictions</span><span class="p">.</span><span class="n" style="color: #333;">loc</span><span class="p">[</span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">Overall Accuracy</span><span class="sh" style="color: #d14;">"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="sh" style="color: #d14;">""</span></span>

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<td class="new_line diff-line-num" data-linenumber="168" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC168" class="line" lang="python">    <span class="n" style="color: #333;">predictions</span><span class="p">.</span><span class="n" style="color: #333;">loc</span><span class="p">[</span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">Baseline Accuracy</span><span class="sh" style="color: #d14;">"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="sh" style="color: #d14;">""</span></span>

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<td class="new_line diff-line-num" data-linenumber="169" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC169" class="line" lang="python">    <span class="n" style="color: #333;">predictions</span><span class="p">.</span><span class="n" style="color: #333;">loc</span><span class="p">[</span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">Accuracy Ratio</span><span class="sh" style="color: #d14;">"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="sh" style="color: #d14;">""</span></span>

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<td class="old_line diff-line-num old" data-linenumber="170" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

170

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<td class="new_line diff-line-num old" data-linenumber="170" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC170" class="line" lang="python">    <span class="n" style="color: #333;">predictions</span><span class="p">.</span><span class="n" style="color: #333;">loc</span><span class="p">[</span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">Overall Accuracy</span><span class="sh" style="color: #d14;">"</span><span class="p"><span class="idiff left right deletion" style="background-color: #fac5cd;">][</span></span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">Overall Accuracy</span><span class="sh" style="color: #d14;">"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">accuracy</span></span>

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<td class="old_line diff-line-num old" data-linenumber="171" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

171

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<td class="new_line diff-line-num old" data-linenumber="170" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC171" class="line" lang="python">    <span class="n" style="color: #333;">predictions</span><span class="p">.</span><span class="n" style="color: #333;">loc</span><span class="p">[</span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">Baseline Accuracy</span><span class="sh" style="color: #d14;">"</span><span class="p"><span class="idiff left right deletion" style="background-color: #fac5cd;">][</span></span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">Overall Accuracy</span><span class="sh" style="color: #d14;">"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">basline_accuracy</span></span>

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<td class="old_line diff-line-num old" data-linenumber="172" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

172

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<td class="new_line diff-line-num old" data-linenumber="170" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: inherit;" align="right" bgcolor="#f9d7dc">

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<td class="line_content old" style="padding: inherit;" bgcolor="#fbe9eb"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>-<span id="LC172" class="line" lang="python">    <span class="n" style="color: #333;">predictions</span><span class="p">.</span><span class="n" style="color: #333;">loc</span><span class="p">[</span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">Accuracy Ratio</span><span class="sh" style="color: #d14;">"</span><span class="p"><span class="idiff left right deletion" style="background-color: #fac5cd;">][</span></span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">Overall Accuracy</span><span class="sh" style="color: #d14;">"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">accuracy_ratio</span></span>

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<td class="old_line diff-line-num new" data-linenumber="173" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC170" class="line" lang="python">    <span class="n" style="color: #333;">predictions</span><span class="p">.</span><span class="n" style="color: #333;">loc</span><span class="p">[</span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">Overall Accuracy</span><span class="sh" style="color: #d14;">"</span><span class="p"><span class="idiff left addition" style="background-color: #c7f0d2;">,</span></span><span class="idiff right addition" style="background-color: #c7f0d2;"> </span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">Overall Accuracy</span><span class="sh" style="color: #d14;">"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">accuracy</span></span>

</pre></td>

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC171" class="line" lang="python">    <span class="n" style="color: #333;">predictions</span><span class="p">.</span><span class="n" style="color: #333;">loc</span><span class="p">[</span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">Baseline Accuracy</span><span class="sh" style="color: #d14;">"</span><span class="p"><span class="idiff left addition" style="background-color: #c7f0d2;">,</span></span><span class="idiff right addition" style="background-color: #c7f0d2;"> </span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">Overall Accuracy</span><span class="sh" style="color: #d14;">"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">basline_accuracy</span></span>

</pre></td>

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<td class="old_line diff-line-num new" data-linenumber="173" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="172" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: inherit;" align="right" bgcolor="#ddfbe6">

172

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<td class="line_content new" style="padding: inherit;" bgcolor="#ecfdf0"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'>+<span id="LC172" class="line" lang="python">    <span class="n" style="color: #333;">predictions</span><span class="p">.</span><span class="n" style="color: #333;">loc</span><span class="p">[</span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">Accuracy Ratio</span><span class="sh" style="color: #d14;">"</span><span class="p"><span class="idiff left addition" style="background-color: #c7f0d2;">,</span></span><span class="idiff right addition" style="background-color: #c7f0d2;"> </span><span class="sh" style="color: #d14;">"</span><span class="s" style="color: #d14;">Overall Accuracy</span><span class="sh" style="color: #d14;">"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">accuracy_ratio</span></span>

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<td class="old_line diff-line-num" data-linenumber="173" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

173

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<td class="new_line diff-line-num" data-linenumber="173" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

173

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC173" class="line" lang="python"></span>

</pre></td>

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<td class="old_line diff-line-num" data-linenumber="174" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

174

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<td class="new_line diff-line-num" data-linenumber="174" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

174

</td>

<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC174" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">predictions</span><span class="p">,</span> <span class="n" style="color: #333;">confusion</span></span>

</pre></td>

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<td class="old_line diff-line-num" data-linenumber="175" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

175

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<td class="new_line diff-line-num" data-linenumber="175" style="width: 35px; color: rgba(31,30,36,.24); border-right-width: 1px; border-right-color: #ececef; border-right-style: solid; padding: inherit;" align="right" bgcolor="#fbfafd">

175

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<td class="line_content" style="padding: inherit;"><pre style='display: block; font-size: 14px; color: #333238; position: relative; font-family: var(--default-mono-font, "GitLab Mono"),"JetBrains Mono","Menlo","DejaVu Sans Mono","Liberation Mono","Consolas","Ubuntu Mono","Courier New","andale mono","lucida console",monospace; word-break: break-all; word-wrap: break-word; background-color: inherit; border-radius: 2px; margin: 0; padding: 0; border: inherit solid #dcdcde;'> <span id="LC175" class="line" lang="python"></span>

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