this is my life now

Author: amueller

0.17/about.html

@@ -75,14 +75,14 @@
               <ul class="dropdown-menu">
             <li class="link-title">Scikit-learn 0.17 (stable)</li>
             <li><a href="tutorial/index.html">Tutorials</a></li>
-            <li><a href="scikit-learn-docs.pdf.html">User guide</a></li>
+            <li><a href="user_guide.html">User guide</a></li>
             <li><a href="modules/classes.html">API</a></li>
             <li><a href="faq.html">FAQ</a></li>
             <li><a href="developers.html">Contributing</a></li>
             <li class="divider"></li>
                 <li><a href="http://scikit-learn.org/dev/documentation.html">Scikit-learn 0.18 (development)</a></li>
                 <li><a href="http://scikit-learn.org/0.16/documentation.html">Scikit-learn 0.16</a></li>
-				<li><a href="_downloads/user_guide.pdf">PDF documentation</a></li>
+				<li><a href="_downloads/scikit-learn-docs.pdf">PDF documentation</a></li>
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             </div>
         </li>

0.17/auto_examples/applications/face_recognition.html

@@ -75,14 +75,14 @@
               <ul class="dropdown-menu">
             <li class="link-title">Scikit-learn 0.17 (stable)</li>
             <li><a href="../../tutorial/index.html">Tutorials</a></li>
-            <li><a href="../../scikit-learn-docs.pdf.html">User guide</a></li>
+            <li><a href="../../user_guide.html">User guide</a></li>
             <li><a href="../../modules/classes.html">API</a></li>
             <li><a href="../../faq.html">FAQ</a></li>
             <li><a href="../../developers.html">Contributing</a></li>
             <li class="divider"></li>
                 <li><a href="http://scikit-learn.org/dev/documentation.html">Scikit-learn 0.18 (development)</a></li>
                 <li><a href="http://scikit-learn.org/0.16/documentation.html">Scikit-learn 0.16</a></li>
-				<li><a href="../../_downloads/user_guide.pdf">PDF documentation</a></li>
+				<li><a href="../../_downloads/scikit-learn-docs.pdf">PDF documentation</a></li>
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         </li>

0.17/auto_examples/applications/plot_model_complexity_influence.html

@@ -75,14 +75,14 @@
               <ul class="dropdown-menu">
             <li class="link-title">Scikit-learn 0.17 (stable)</li>
             <li><a href="../../tutorial/index.html">Tutorials</a></li>
-            <li><a href="../../scikit-learn-docs.pdf.html">User guide</a></li>
+            <li><a href="../../user_guide.html">User guide</a></li>
             <li><a href="../../modules/classes.html">API</a></li>
             <li><a href="../../faq.html">FAQ</a></li>
             <li><a href="../../developers.html">Contributing</a></li>
             <li class="divider"></li>
                 <li><a href="http://scikit-learn.org/dev/documentation.html">Scikit-learn 0.18 (development)</a></li>
                 <li><a href="http://scikit-learn.org/0.16/documentation.html">Scikit-learn 0.16</a></li>
-				<li><a href="../../_downloads/user_guide.pdf">PDF documentation</a></li>
+				<li><a href="../../_downloads/scikit-learn-docs.pdf">PDF documentation</a></li>
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@@ -286,7 +286,7 @@
 <span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
 <span class="kn">from</span> <span class="nn">mpl_toolkits.axes_grid1.parasite_axes</span> <span class="kn">import</span> <span class="n">host_subplot</span>
 <span class="kn">from</span> <span class="nn">mpl_toolkits.axisartist.axislines</span> <span class="kn">import</span> <span class="n">Axes</span>
-<span class="kn">from</span> <span class="nn">scipy.sparse.csr</span> <span class="kn">import</span> <a href="http://docs.scipy.org/doc/scipy-0.11.0/reference/generated/scipy.sparse.csr_matrix.todok.html#scipy.sparse.csr_matrix"><span class="n">csr_matrix</span></a>
+<span class="kn">from</span> <span class="nn">scipy.sparse.csr</span> <span class="kn">import</span> <a href="http://docs.scipy.org/doc/scipy-0.11.0/reference/generated/scipy.sparse.csr_matrix.floor.html#scipy.sparse.csr_matrix"><span class="n">csr_matrix</span></a>
 
 <span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">datasets</span>
 <span class="kn">from</span> <span class="nn">sklearn.utils</span> <span class="kn">import</span> <a href="../../modules/generated/sklearn.utils.shuffle.html#sklearn.utils.shuffle"><span class="n">shuffle</span></a>
@@ -316,8 +316,8 @@
     <span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span> <span class="o">=</span> <span class="n">X</span><span class="p">[:</span><span class="n">offset</span><span class="p">],</span> <span class="n">y</span><span class="p">[:</span><span class="n">offset</span><span class="p">]</span>
     <span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">X</span><span class="p">[</span><span class="n">offset</span><span class="p">:],</span> <span class="n">y</span><span class="p">[</span><span class="n">offset</span><span class="p">:]</span>
     <span class="k">if</span> <span class="n">sparse</span><span class="p">:</span>
-        <span class="n">X_train</span> <span class="o">=</span> <a href="http://docs.scipy.org/doc/scipy-0.11.0/reference/generated/scipy.sparse.csr_matrix.todok.html#scipy.sparse.csr_matrix"><span class="n">csr_matrix</span></a><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
-        <span class="n">X_test</span> <span class="o">=</span> <a href="http://docs.scipy.org/doc/scipy-0.11.0/reference/generated/scipy.sparse.csr_matrix.todok.html#scipy.sparse.csr_matrix"><span class="n">csr_matrix</span></a><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
+        <span class="n">X_train</span> <span class="o">=</span> <a href="http://docs.scipy.org/doc/scipy-0.11.0/reference/generated/scipy.sparse.csr_matrix.floor.html#scipy.sparse.csr_matrix"><span class="n">csr_matrix</span></a><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
+        <span class="n">X_test</span> <span class="o">=</span> <a href="http://docs.scipy.org/doc/scipy-0.11.0/reference/generated/scipy.sparse.csr_matrix.floor.html#scipy.sparse.csr_matrix"><span class="n">csr_matrix</span></a><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
     <span class="k">else</span><span class="p">:</span>
         <span class="n">X_train</span> <span class="o">=</span> <a href="http://docs.scipy.org/doc/numpy-1.6.0/reference/generated/numpy.array.html#numpy.array"><span class="n">np</span><span class="o">.</span><span class="n">array</span></a><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
         <span class="n">X_test</span> <span class="o">=</span> <a href="http://docs.scipy.org/doc/numpy-1.6.0/reference/generated/numpy.array.html#numpy.array"><span class="n">np</span><span class="o">.</span><span class="n">array</span></a><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>

0.17/auto_examples/applications/plot_out_of_core_classification.html

@@ -75,14 +75,14 @@
               <ul class="dropdown-menu">
             <li class="link-title">Scikit-learn 0.17 (stable)</li>
             <li><a href="../../tutorial/index.html">Tutorials</a></li>
-            <li><a href="../../scikit-learn-docs.pdf.html">User guide</a></li>
+            <li><a href="../../user_guide.html">User guide</a></li>
             <li><a href="../../modules/classes.html">API</a></li>
             <li><a href="../../faq.html">FAQ</a></li>
             <li><a href="../../developers.html">Contributing</a></li>
             <li class="divider"></li>
                 <li><a href="http://scikit-learn.org/dev/documentation.html">Scikit-learn 0.18 (development)</a></li>
                 <li><a href="http://scikit-learn.org/0.16/documentation.html">Scikit-learn 0.16</a></li>
-				<li><a href="../../_downloads/user_guide.pdf">PDF documentation</a></li>
+				<li><a href="../../_downloads/scikit-learn-docs.pdf">PDF documentation</a></li>
               </ul>
             </div>
         </li>

0.17/auto_examples/applications/plot_outlier_detection_housing.html

@@ -75,14 +75,14 @@
               <ul class="dropdown-menu">
             <li class="link-title">Scikit-learn 0.17 (stable)</li>
             <li><a href="../../tutorial/index.html">Tutorials</a></li>
-            <li><a href="../../scikit-learn-docs.pdf.html">User guide</a></li>
+            <li><a href="../../user_guide.html">User guide</a></li>
             <li><a href="../../modules/classes.html">API</a></li>
             <li><a href="../../faq.html">FAQ</a></li>
             <li><a href="../../developers.html">Contributing</a></li>
             <li class="divider"></li>
                 <li><a href="http://scikit-learn.org/dev/documentation.html">Scikit-learn 0.18 (development)</a></li>
                 <li><a href="http://scikit-learn.org/0.16/documentation.html">Scikit-learn 0.16</a></li>
-				<li><a href="../../_downloads/user_guide.pdf">PDF documentation</a></li>
+				<li><a href="../../_downloads/scikit-learn-docs.pdf">PDF documentation</a></li>
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0.17/auto_examples/applications/plot_prediction_latency.html

@@ -75,14 +75,14 @@
               <ul class="dropdown-menu">
             <li class="link-title">Scikit-learn 0.17 (stable)</li>
             <li><a href="../../tutorial/index.html">Tutorials</a></li>
-            <li><a href="../../scikit-learn-docs.pdf.html">User guide</a></li>
+            <li><a href="../../user_guide.html">User guide</a></li>
             <li><a href="../../modules/classes.html">API</a></li>
             <li><a href="../../faq.html">FAQ</a></li>
             <li><a href="../../developers.html">Contributing</a></li>
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                 <li><a href="http://scikit-learn.org/dev/documentation.html">Scikit-learn 0.18 (development)</a></li>
                 <li><a href="http://scikit-learn.org/0.16/documentation.html">Scikit-learn 0.16</a></li>
-				<li><a href="../../_downloads/user_guide.pdf">PDF documentation</a></li>
+				<li><a href="../../_downloads/scikit-learn-docs.pdf">PDF documentation</a></li>
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0.17/auto_examples/applications/plot_species_distribution_modeling.html

@@ -75,14 +75,14 @@
               <ul class="dropdown-menu">
             <li class="link-title">Scikit-learn 0.17 (stable)</li>
             <li><a href="../../tutorial/index.html">Tutorials</a></li>
-            <li><a href="../../scikit-learn-docs.pdf.html">User guide</a></li>
+            <li><a href="../../user_guide.html">User guide</a></li>
             <li><a href="../../modules/classes.html">API</a></li>
             <li><a href="../../faq.html">FAQ</a></li>
             <li><a href="../../developers.html">Contributing</a></li>
             <li class="divider"></li>
                 <li><a href="http://scikit-learn.org/dev/documentation.html">Scikit-learn 0.18 (development)</a></li>
                 <li><a href="http://scikit-learn.org/0.16/documentation.html">Scikit-learn 0.16</a></li>
-				<li><a href="../../_downloads/user_guide.pdf">PDF documentation</a></li>
+				<li><a href="../../_downloads/scikit-learn-docs.pdf">PDF documentation</a></li>
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0.17/auto_examples/applications/plot_stock_market.html

@@ -75,14 +75,14 @@
               <ul class="dropdown-menu">
             <li class="link-title">Scikit-learn 0.17 (stable)</li>
             <li><a href="../../tutorial/index.html">Tutorials</a></li>
-            <li><a href="../../scikit-learn-docs.pdf.html">User guide</a></li>
+            <li><a href="../../user_guide.html">User guide</a></li>
             <li><a href="../../modules/classes.html">API</a></li>
             <li><a href="../../faq.html">FAQ</a></li>
             <li><a href="../../developers.html">Contributing</a></li>
             <li class="divider"></li>
                 <li><a href="http://scikit-learn.org/dev/documentation.html">Scikit-learn 0.18 (development)</a></li>
                 <li><a href="http://scikit-learn.org/0.16/documentation.html">Scikit-learn 0.16</a></li>
-				<li><a href="../../_downloads/user_guide.pdf">PDF documentation</a></li>
+				<li><a href="../../_downloads/scikit-learn-docs.pdf">PDF documentation</a></li>
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0.17/auto_examples/applications/plot_tomography_l1_reconstruction.html

@@ -75,14 +75,14 @@
               <ul class="dropdown-menu">
             <li class="link-title">Scikit-learn 0.17 (stable)</li>
             <li><a href="../../tutorial/index.html">Tutorials</a></li>
-            <li><a href="../../scikit-learn-docs.pdf.html">User guide</a></li>
+            <li><a href="../../user_guide.html">User guide</a></li>
             <li><a href="../../modules/classes.html">API</a></li>
             <li><a href="../../faq.html">FAQ</a></li>
             <li><a href="../../developers.html">Contributing</a></li>
             <li class="divider"></li>
                 <li><a href="http://scikit-learn.org/dev/documentation.html">Scikit-learn 0.18 (development)</a></li>
                 <li><a href="http://scikit-learn.org/0.16/documentation.html">Scikit-learn 0.16</a></li>
-				<li><a href="../../_downloads/user_guide.pdf">PDF documentation</a></li>
+				<li><a href="../../_downloads/scikit-learn-docs.pdf">PDF documentation</a></li>
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         </li>
@@ -253,7 +253,7 @@
         <span class="n">weights</span> <span class="o">+=</span> <span class="nb">list</span><span class="p">(</span><span class="n">w</span><span class="p">[</span><span class="n">mask</span><span class="p">])</span>
         <span class="n">camera_inds</span> <span class="o">+=</span> <span class="nb">list</span><span class="p">(</span><span class="n">inds</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span> <span class="o">+</span> <span class="n">i</span> <span class="o">*</span> <span class="n">l_x</span><span class="p">)</span>
         <span class="n">data_inds</span> <span class="o">+=</span> <span class="nb">list</span><span class="p">(</span><span class="n">data_unravel_indices</span><span class="p">[</span><span class="n">mask</span><span class="p">])</span>
-    <span class="n">proj_operator</span> <span class="o">=</span> <a href="http://docs.scipy.org/doc/scipy-0.11.0/reference/generated/scipy.sparse.coo_matrix.todok.html#scipy.sparse.coo_matrix"><span class="n">sparse</span><span class="o">.</span><span class="n">coo_matrix</span></a><span class="p">((</span><span class="n">weights</span><span class="p">,</span> <span class="p">(</span><span class="n">camera_inds</span><span class="p">,</span> <span class="n">data_inds</span><span class="p">)))</span>
+    <span class="n">proj_operator</span> <span class="o">=</span> <a href="http://docs.scipy.org/doc/scipy-0.11.0/reference/generated/scipy.sparse.coo_matrix.floor.html#scipy.sparse.coo_matrix"><span class="n">sparse</span><span class="o">.</span><span class="n">coo_matrix</span></a><span class="p">((</span><span class="n">weights</span><span class="p">,</span> <span class="p">(</span><span class="n">camera_inds</span><span class="p">,</span> <span class="n">data_inds</span><span class="p">)))</span>
     <span class="k">return</span> <span class="n">proj_operator</span>
 
 

0.17/auto_examples/applications/svm_gui.html

@@ -75,14 +75,14 @@
               <ul class="dropdown-menu">
             <li class="link-title">Scikit-learn 0.17 (stable)</li>
             <li><a href="../../tutorial/index.html">Tutorials</a></li>
-            <li><a href="../../scikit-learn-docs.pdf.html">User guide</a></li>
+            <li><a href="../../user_guide.html">User guide</a></li>
             <li><a href="../../modules/classes.html">API</a></li>
             <li><a href="../../faq.html">FAQ</a></li>
             <li><a href="../../developers.html">Contributing</a></li>
             <li class="divider"></li>
                 <li><a href="http://scikit-learn.org/dev/documentation.html">Scikit-learn 0.18 (development)</a></li>
                 <li><a href="http://scikit-learn.org/0.16/documentation.html">Scikit-learn 0.16</a></li>
-				<li><a href="../../_downloads/user_guide.pdf">PDF documentation</a></li>
+				<li><a href="../../_downloads/scikit-learn-docs.pdf">PDF documentation</a></li>
               </ul>
             </div>
         </li>