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Hm, it would be nice to do this in a way that relies less on pytest,
but I guess that would be tricky.<br>
One way would be to use assert_raise_message to make clear what the
expected error is.<br>
But that would make the current test more strict - not necessarily
that bad, I guess?<br>
<br>
It looks like all asserts in unittest have a "msg" argument... apart
from assertRaises:<br>
<a class="moz-txt-link-freetext" href="https://docs.python.org/2/library/unittest.html#unittest.TestCase.assertRaises">https://docs.python.org/2/library/unittest.html#unittest.TestCase.assertRaises</a><br>
<br>
That has been fixed in Python 3.3, though:<br>
<a class="moz-txt-link-freetext" href="https://docs.python.org/3/library/unittest.html#unittest.TestCase.assertRaises">https://docs.python.org/3/library/unittest.html#unittest.TestCase.assertRaises</a><br>
<br>
So maybe we should just do a backport for assert_raises and
assert_raises_regex?<br>
<br>
<br>
<div class="moz-cite-prefix">On 07/25/2017 07:58 PM, Joel Nothman
wrote:<br>
</div>
<blockquote type="cite"
cite="mid:CAAkaFLUcW2BXga1bW90pc0dqf48+5QCTwYcdtk6jJtY_ePxwfQ@mail.gmail.com">
<div dir="ltr">One advantage of moving to pytest is that we can
put messages into pytest.raises, and we should emphasise this in
moving the check_estimator assertions to pytest. But I'm also
not sure how we do the deprecation of nosetests for
check_estimator in a way that is friendly to our contribbers...</div>
<div class="gmail_extra"><br>
<div class="gmail_quote">On 26 July 2017 at 06:31, Andreas
Mueller <span dir="ltr"><<a href="mailto:t3kcit@gmail.com"
target="_blank" moz-do-not-send="true">t3kcit@gmail.com</a>></span>
wrote:<br>
<blockquote class="gmail_quote" style="margin:0 0 0
.8ex;border-left:1px #ccc solid;padding-left:1ex">
<div text="#000000" bgcolor="#FFFFFF"> Indeed, it makes sure
that the transform is applied to data with the same number
of samples as the input.<br>
PR welcome to provide a better error message on this!<br>
<br>
<div class="m_3059147774058328308moz-cite-prefix">On
07/25/2017 08:15 AM, Sam Barnett wrote:<br>
</div>
<blockquote type="cite">
<div dir="ltr">Apologies: I've since worked out what the
problem was and have resolved this issue. This was
what I was missing in my code:<br>
<br>
<div>
<div class="m_3059147774058328308hljs
m_3059147774058328308apache"
style="display:block;overflow-x:auto;padding:0.5em;color:rgb(51,51,51);background:rgb(248,248,248);font-family:monospace">
<div><br>
</div>
<div>
<div> <span
class="m_3059147774058328308hljs-comment"
style="color:rgb(136,136,136)"># Check that
the input is of the same shape as the one
passed</span></div>
<div><span
class="m_3059147774058328308hljs-comment"
style="color:rgb(136,136,136)"> #
during fit.</span></div>
<div><span
class="m_3059147774058328308hljs-comment"
style="color:rgb(136,136,136)"> if
X.shape != self.input_shape_:</span></div>
<div><span
class="m_3059147774058328308hljs-comment"
style="color:rgb(136,136,136)">
raise ValueError('Shape of input is
different from what was seen'</span></div>
<div><span
class="m_3059147774058328308hljs-comment"
style="color:rgb(136,136,136)">
'in `fit`')</span></div>
</div>
</div>
</div>
<br>
</div>
<div class="gmail_extra"><br>
<div class="gmail_quote">On Tue, Jul 25, 2017 at 9:41
AM, Sam Barnett <span dir="ltr"><<a
href="mailto:sambarnett95@gmail.com"
target="_blank" moz-do-not-send="true">sambarnett95@gmail.com</a>></span>
wrote:<br>
<blockquote class="gmail_quote" style="margin:0 0 0
.8ex;border-left:1px #ccc solid;padding-left:1ex">
<div dir="ltr">
<div>This is the Traceback I get:</div>
<br>
<div>
<div
class="m_3059147774058328308m_-2096643610763890516hljs
m_3059147774058328308m_-2096643610763890516cs"
style="display:block;overflow-x:auto;padding:0.5em;color:rgb(51,51,51);background:rgb(248,248,248);font-family:monospace">
<div><br>
</div>
AssertionErrorTraceback (most recent call
last)<br>
<ipython-input<span
class="m_3059147774058328308m_-2096643610763890516hljs-number"
style="color:rgb(136,0,0)">-5</span><span
class="m_3059147774058328308m_-2096643610763890516hljs-number"
style="color:rgb(136,0,0)">-166</span>b8f0141db>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-keyword"
style="font-weight:bold">in</span>
<module>()<br>
----> <span
class="m_3059147774058328308m_-2096643610763890516hljs-number"
style="color:rgb(136,0,0)">1</span>
check_estimator(OK.Sqizer)<br>
<br>
/Users/Sam/anaconda/lib/python<wbr>2<span
class="m_3059147774058328308m_-2096643610763890516hljs-number"
style="color:rgb(136,0,0)">.7</span>/site-packages/sklearn/util<wbr>s/estimator_checks.<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">pyc <span
class="m_3059147774058328308m_-2096643610763890516hljs-keyword"
style="font-weight:bold">in</span> <span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">check_estimator</span>(<span
class="m_3059147774058328308m_-2096643610763890516hljs-params">Estimator</span>)</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
253 <span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">check_parameters_default_</span></span><span
class="m_3059147774058328308m_-2096643610763890516hljs-function"><span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">const<wbr>ructible</span>(<span
class="m_3059147774058328308m_-2096643610763890516hljs-params">name,
Estimator</span>)</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
254 <span
class="m_3059147774058328308m_-2096643610763890516hljs-keyword"
style="font-weight:bold">for</span>
check <span
class="m_3059147774058328308m_-2096643610763890516hljs-keyword"
style="font-weight:bold">in</span> _<span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">yield_all_checks</span>(<span
class="m_3059147774058328308m_-2096643610763890516hljs-params">name,
Estimator</span>):</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">-->
255 <span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">check</span>(<span
class="m_3059147774058328308m_-2096643610763890516hljs-params">name,
Estimator</span>)</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
256 </span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
257 </span><br>
<br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">/Users/Sam/anaconda/lib/</span><span
class="m_3059147774058328308m_-2096643610763890516hljs-function">python<wbr>2.7/site-packages/</span><span
class="m_3059147774058328308m_-2096643610763890516hljs-function">sklearn/util<wbr>s/testing.pyc
<span
class="m_3059147774058328308m_-2096643610763890516hljs-keyword"
style="font-weight:bold">in</span> <span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">wrapper</span>(<span
class="m_3059147774058328308m_-2096643610763890516hljs-params">*args,
**kwargs</span>)</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
353 with warnings.<span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">catch_warnings</span>(<span
class="m_3059147774058328308m_-2096643610763890516hljs-params"></span>):</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
354 warnings.<span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">simplefilter</span>(<span
class="m_3059147774058328308m_-2096643610763890516hljs-params"><span
class="m_3059147774058328308m_-2096643610763890516hljs-string"
style="color:rgb(136,0,0)">"ignore"</span></span></span><span
class="m_3059147774058328308m_-2096643610763890516hljs-function"><span
class="m_3059147774058328308m_-2096643610763890516hljs-params"><wbr>,
self.category</span>)</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">-->
355 return <span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">fn</span>(<span
class="m_3059147774058328308m_-2096643610763890516hljs-params">*args,
**kwargs</span>)</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
356 </span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
357 return wrapper</span><br>
<br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">/Users/Sam/anaconda/lib/</span><span
class="m_3059147774058328308m_-2096643610763890516hljs-function">python<wbr>2.7/site-packages/</span><span
class="m_3059147774058328308m_-2096643610763890516hljs-function">sklearn/util<wbr>s/estimator_</span><span
class="m_3059147774058328308m_-2096643610763890516hljs-function">checks.pyc
<span
class="m_3059147774058328308m_-2096643610763890516hljs-keyword"
style="font-weight:bold">in</span> <span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">check_transformer_general</span>(</span><span
class="m_3059147774058328308m_-2096643610763890516hljs-function"><span
class="m_3059147774058328308m_-2096643610763890516hljs-params">name<wbr>,
Transformer</span>)</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
578 X </span>=
StandardScaler().fit_transform<wbr>(X)<br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-number"
style="color:rgb(136,0,0)">579</span>
X -= X.min()<br>
--> <span
class="m_3059147774058328308m_-2096643610763890516hljs-number"
style="color:rgb(136,0,0)">580</span>
_check_transformer(name, Transformer, X, y)<br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-number"
style="color:rgb(136,0,0)">581</span>
_check_transformer(name, Transformer,
X.tolist(), y.tolist())<br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-number"
style="color:rgb(136,0,0)">582</span> <br>
<br>
/Users/Sam/anaconda/lib/python<wbr>2<span
class="m_3059147774058328308m_-2096643610763890516hljs-number"
style="color:rgb(136,0,0)">.7</span>/site-packages/sklearn/util<wbr>s/estimator_checks.pyc
<span
class="m_3059147774058328308m_-2096643610763890516hljs-keyword"
style="font-weight:bold">in</span>
_check_transformer(name, Transformer, X, y)<br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-number"
style="color:rgb(136,0,0)">671</span>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function"><span
class="m_3059147774058328308m_-2096643610763890516hljs-keyword"
style="font-weight:bold">if</span> <span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">hasattr</span>(<span
class="m_3059147774058328308m_-2096643610763890516hljs-params">X, <span
class="m_3059147774058328308m_-2096643610763890516hljs-string"
style="color:rgb(136,0,0)">'T'</span></span>):</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
672 # If it's not an array,
it does not have a 'T' property</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">-->
673 <span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">assert_raises</span>(<span
class="m_3059147774058328308m_-2096643610763890516hljs-params">ValueError,
transformer.transform, X.T</span>)</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
674 </span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
675 </span><br>
<br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">/Users/Sam/anaconda/lib/</span><span
class="m_3059147774058328308m_-2096643610763890516hljs-function">python<wbr>2.7/unittest/<span
class="m_3059147774058328308m_-2096643610763890516hljs-keyword"
style="font-weight:bold">case</span>.pyc
<span
class="m_3059147774058328308m_-2096643610763890516hljs-keyword"
style="font-weight:bold">in</span> <span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">assertRaises</span>(<span
class="m_3059147774058328308m_-2096643610763890516hljs-params">self,
excClass, callableObj, *args, **kwargs</span>)</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
471 return context</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
472 with context:</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">-->
473 <span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">callableObj</span>(<span
class="m_3059147774058328308m_-2096643610763890516hljs-params">*args,
**kwargs</span>)</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
474 </span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
475 def _<span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">getAssertEqualityFunc</span>(<span
class="m_3059147774058328308m_-2096643610763890516hljs-params">self,
first, second</span>):</span><br>
<br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">/Users/Sam/anaconda/lib/</span><span
class="m_3059147774058328308m_-2096643610763890516hljs-function">python<wbr>2.7/unittest/<span
class="m_3059147774058328308m_-2096643610763890516hljs-keyword"
style="font-weight:bold">case</span>.pyc
<span
class="m_3059147774058328308m_-2096643610763890516hljs-keyword"
style="font-weight:bold">in</span> __<span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">exit__</span>(<span
class="m_3059147774058328308m_-2096643610763890516hljs-params">self,
exc_type, exc_value, tb</span>)</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
114 exc_name </span>=
str(self.expected)<br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-number"
style="color:rgb(136,0,0)">115</span>
raise self.failureException(<br>
--> <span
class="m_3059147774058328308m_-2096643610763890516hljs-number"
style="color:rgb(136,0,0)">116</span>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-string"
style="color:rgb(136,0,0)">"{0} not
raised"</span>.format(exc_name))<br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-number"
style="color:rgb(136,0,0)">117</span>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function"><span
class="m_3059147774058328308m_-2096643610763890516hljs-keyword"
style="font-weight:bold">if</span> not <span
class="m_3059147774058328308m_-2096643610763890516hljs-title"
style="color:rgb(136,0,0);font-weight:bold">issubclass</span>(<span
class="m_3059147774058328308m_-2096643610763890516hljs-params">exc_type,
self.expected</span>):</span><br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">
118 # <span
class="m_3059147774058328308m_-2096643610763890516hljs-keyword"
style="font-weight:bold">let</span>
unexpected exceptions pass through</span><br>
<br>
<span
class="m_3059147774058328308m_-2096643610763890516hljs-function">AssertionError:
ValueError not raised</span></div>
</div>
<br>
<div class="gmail_extra"><br>
<div class="gmail_quote">On Tue, Jul 25, 2017
at 12:54 AM, Joel Nothman <span dir="ltr"><<a
href="mailto:joel.nothman@gmail.com"
target="_blank" moz-do-not-send="true">joel.nothman@gmail.com</a>></span>
wrote:<br>
<blockquote class="gmail_quote"
style="margin:0 0 0 .8ex;border-left:1px
#ccc solid;padding-left:1ex">
<div dir="auto">what is the failing test?
please provide the full traceback.</div>
<div
class="m_3059147774058328308m_-2096643610763890516HOEnZb">
<div
class="m_3059147774058328308m_-2096643610763890516h5">
<div class="gmail_extra"><br>
<div class="gmail_quote">On 24 Jul
2017 10:58 pm, "Sam Barnett" <<a
href="mailto:sambarnett95@gmail.com" target="_blank"
moz-do-not-send="true">sambarnett95@gmail.com</a>>
wrote:<br type="attribution">
<blockquote class="gmail_quote"
style="margin:0 0 0
.8ex;border-left:1px #ccc
solid;padding-left:1ex">
<div dir="ltr">
<div class="gmail_quote">
<div dir="ltr">Dear
scikit-learn developers,
<div><br>
</div>
<div><span>I am developing
a transformer, named </span><code style="margin:0px;padding:1px 5px;border:0px;font-variant-numeric:inherit;font-stretch:inherit;font-size:13px;line-height:inherit;font-family:Consolas,Menlo,Monaco,"Lucida Console","Liberation Mono","DejaVu Sans Mono","Bitstream Vera Sans Mono","Courier New",monospace,sans-serif;vertical-align:baseline;background-color:rgb(239,240,241);white-space:pre-wrap;color:rgb(36,39,41)">Sqizer</code><span>,
that has the ultimate
goal of modifying a
kernel for use with
the </span><code style="margin:0px;padding:1px 5px;border:0px;font-variant-numeric:inherit;font-stretch:inherit;font-size:13px;line-height:inherit;font-family:Consolas,Menlo,Monaco,"Lucida Console","Liberation Mono","DejaVu Sans Mono","Bitstream Vera Sans Mono","Courier New",monospace,sans-serif;vertical-align:baseline;background-color:rgb(239,240,241);white-space:pre-wrap;color:rgb(36,39,41)">sklearn.svm</code><span> package.
When given an input
data array </span><code style="margin:0px;padding:1px 5px;border:0px;font-variant-numeric:inherit;font-stretch:inherit;font-size:13px;line-height:inherit;font-family:Consolas,Menlo,Monaco,"Lucida Console","Liberation Mono","DejaVu Sans Mono","Bitstream Vera Sans Mono","Courier New",monospace,sans-serif;vertical-align:baseline;background-color:rgb(239,240,241);white-space:pre-wrap;color:rgb(36,39,41)">X</code><span>, </span><code style="margin:0px;padding:1px 5px;border:0px;font-variant-numeric:inherit;font-stretch:inherit;font-size:13px;line-height:inherit;font-family:Consolas,Menlo,Monaco,"Lucida Console","Liberation Mono","DejaVu Sans Mono","Bitstream Vera Sans Mono","Courier New",monospace,sans-serif;vertical-align:baseline;background-color:rgb(239,240,241);white-space:pre-wrap;color:rgb(36,39,41)">Sqizer.transform(X)</code><span> s<wbr>hould
have as its output the
Gram matrix for </span><code style="margin:0px;padding:1px 5px;border:0px;font-variant-numeric:inherit;font-stretch:inherit;font-size:13px;line-height:inherit;font-family:Consolas,Menlo,Monaco,"Lucida Console","Liberation Mono","DejaVu Sans Mono","Bitstream Vera Sans Mono","Courier New",monospace,sans-serif;vertical-align:baseline;background-color:rgb(239,240,241);white-space:pre-wrap;color:rgb(36,39,41)">X</code><span> using
the modified version
of the kernel. Here is
the code for the class
so far:</span></div>
<div><span><br>
</span></div>
<div>
<pre class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-lang-py m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-prettyprint m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-prettyprinted" style="margin-top:0px;margin-bottom:1em;padding:5px;border:0px;font-variant-numeric:inherit;font-stretch:inherit;font-size:13px;line-height:inherit;font-family:Consolas,Menlo,Monaco,"Lucida Console","Liberation Mono","DejaVu Sans Mono","Bitstream Vera Sans Mono","Courier New",monospace,sans-serif;vertical-align:baseline;width:auto;max-height:600px;overflow:auto;background-color:rgb(239,240,241);color:rgb(57,51,24);word-wrap:normal"><code style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;line-height:inherit;font-family:Consolas,Menlo,Monaco,"Lucida Console","Liberation Mono","DejaVu Sans Mono","Bitstream Vera Sans Mono","Courier New",monospace,sans-serif;vertical-align:baseline;white-space:inherit"><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-kwd" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(16,16,148)">class</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-typ" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(43,145,175)">Sqizer</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-typ" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(43,145,175)">BaseEstimator</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-typ" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(43,145,175)">TransformerMixin</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">):</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-kwd" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(16,16,148)">def</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> __init__</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> C</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-lit" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(125,39,39)">1.0</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> kernel</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-str" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(125,39,39)">'rbf'</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> degree</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-lit" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(125,39,39)">3</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> gamma</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-lit" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(125,39,39)">1</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
coef0</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-lit" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(125,39,39)">0.0</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> cut_ord_pair</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-lit" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(125,39,39)">2</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-lit" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(125,39,39)">1</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">)):</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">C </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> C
self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">kernel </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> kernel
self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">degree </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> degree
self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">gamma </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> gamma
self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">coef0 </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> coef0
self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">cut_ord_pair </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> cut_ord_pair
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-kwd" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(16,16,148)">def</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> fit</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> X</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> y</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-kwd" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(16,16,148)">None</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">):</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-com" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(133,140,147)"># Check that X and y have correct shape</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
X</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> y </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> check_X_y</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">X</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> y</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">)</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-com" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(133,140,147)"># Store the classes seen during fit</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">classes_ </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> unique_labels</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">y</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">)</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">X_ </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> X
self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">y_ </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> y
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-kwd" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(16,16,148)">return</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> self
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-kwd" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(16,16,148)">def</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> transform</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> X</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">):</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
X </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> check_array</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">X</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> warn_on_dtype</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-kwd" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(16,16,148)">True</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">)</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-str" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(125,39,39)">"""Returns Gram matrix corresponding to X, once sqized."""</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-kwd" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(16,16,148)">def</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> kPolynom</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">x</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">y</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">):</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-kwd" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(16,16,148)">return</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">coef0</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">+</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">gamma</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">*</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">np</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">inne<wbr>r</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">x</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">y</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">))**</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">degree
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</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-kwd" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(16,16,148)">return</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> np</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">exp</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(-</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">gamma</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">*</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">np</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">sum</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">np</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">s<wbr>quare</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">x</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">-</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">y</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">)))</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
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style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">tanh</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">gamma</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">*</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">np</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">inner</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" 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class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"><wbr>y</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">)</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" 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class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">coef0</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">)</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-kwd" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(16,16,148)">def</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> kernselect</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">kername</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">):</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
switcher </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">{</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-str" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(125,39,39)">'linear'</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">:</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> kPolynom</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-str" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(125,39,39)">'rbf'</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">:</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> kGauss</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-str" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(125,39,39)">'sigmoid'</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">:</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> kLinear</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-str" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(125,39,39)">'poly'</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">:</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> kSigmoid</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">}</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-kwd" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(16,16,148)">return</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> switcher</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">get</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">kername</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">,</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-str" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(125,39,39)">"nothing"</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">)</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
cut_off </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">cut_ord_pair</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">[</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-lit" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(125,39,39)">0</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">]</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
order </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> self</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">cut_ord_pair</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">[</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-lit" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(125,39,39)">1</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">]</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-kwd" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(16,16,148)">from</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-typ" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(43,145,175)">SeqKernel</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-kwd" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(16,16,148)">import</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> hiSeqKernEval
</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-kwd" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(16,16,148)">def</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> getGram</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">(</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">Y</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">):</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">
gram_matrix </span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">=</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"> np</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">zeros</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">((</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">Y</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pun" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)">.</span><span class="m_3059147774058328308m_-2096643610763890516m_2648917087047527819m_-8483600744656504258m_-3789057458492646920gmail-pln" style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-weight:inherit;font-stretch:inherit;font-size:inherit;line-height:inherit;font-family:inherit;vertical-align:baseline;color:rgb(48,51,54)"></span></code></pre>
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