added an article

added an article on managing experiments in mlflow

blog/Statistics_10days-day0.html

@@ -185,7 +185,7 @@ For a continuous probability distribution, the median is the value such that a n
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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blog/Statistics_10days-day1.html

@@ -219,7 +219,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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blog/Statistics_10days-day2.html

@@ -429,7 +429,7 @@
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             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

blog/Statistics_10days-day3.html

@@ -256,7 +256,7 @@ we call B the event "a blue ball is drawn" and R the event "a red ball is drawn"
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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                     <time datetime="2018">2018</time>.

blog/Statistics_10days-day4.html

@@ -311,7 +311,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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blog/Statistics_10days-day5.html

@@ -331,7 +331,7 @@ Between 20 and 22 hours?</p>
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blog/Statistics_10days-day6.html

@@ -270,7 +270,7 @@ The total number of tickets bought follows a normal distribution of mean <span c
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blog/Statistics_10days-day7.html

@@ -272,7 +272,7 @@
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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blog/Statistics_10days-day8.html

@@ -277,7 +277,7 @@ $$</div>
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blog/Statistics_10days-day9.html

@@ -275,7 +275,7 @@
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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cryptocurrencies/Installing_bitcoind_on_raspberry_pi.html

@@ -286,7 +286,7 @@ maxuploadtarget=5000
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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cryptocurrencies/blockchain_bad.html

@@ -161,7 +161,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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cryptocurrencies/mayer_multiple.html

@@ -365,7 +365,7 @@
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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dl/csv_logger_keras.html

@@ -279,7 +279,7 @@ Let's first import some libraries</p>
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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dl/keras_info.html

@@ -161,7 +161,7 @@
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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dl/keras_input.html

@@ -149,7 +149,7 @@
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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dl/keras_install.html

@@ -152,7 +152,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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dl/keras_load.html

@@ -154,7 +154,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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dl/model_checkpoint_keras.html

@@ -235,7 +235,7 @@ Let's first import some libraries</p>
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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dl/tensorboard_keras.html

@@ -280,7 +280,7 @@
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index.html

@@ -712,7 +712,7 @@
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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jupyter/clear_cell.html

@@ -149,7 +149,7 @@
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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jupyter/remote_run_notebook.html

@@ -211,7 +211,7 @@
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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linux/Reloading_.bashrc.html

@@ -144,7 +144,7 @@ However, you can use the following command to do it </p>
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linux/Reloading_fstab.html

@@ -143,7 +143,7 @@
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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linux/bashrc.html

@@ -203,7 +203,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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linux/directory_size.html

@@ -148,7 +148,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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linux/free_disk_space_linux.html

@@ -167,7 +167,7 @@ none               0     0     0    - /config
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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linux/get_ip_linux.html

@@ -256,7 +256,7 @@ wifi0     Link encap:UNSPEC  HWaddr 5C-51-4F-41-7A-AD-00-00-00-00-00-00-00-00-00
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

linux/linux_process_information.html

@@ -172,7 +172,7 @@ USER;PID;%CPU;%MEM;VSZ;RSS;TTY;STAT;START;TIME;COMMAND</p>
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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linux/mount_nfs_share_fstab.html

@@ -158,7 +158,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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linux/ramdisk.html

@@ -169,7 +169,7 @@ dd <span class="k">if</span><span class="o">=</span>/dev/zero <span class="nv">o
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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linux/sed.html

@@ -494,7 +494,7 @@
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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linux/share_nfs_share.html

@@ -151,7 +151,7 @@
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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linux/simple_bash_function.html

@@ -208,7 +208,7 @@ The secret number is 126
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linux/version_kernel.html

@@ -160,7 +160,7 @@
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machine-learning/LeastSquareRegressionLine.html

@@ -234,7 +234,7 @@ Where :</p>
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machine-learning/Log_experiments_mlflow.html

@@ -0,0 +1,225 @@
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+                        <div class="input-group" style="display:table;">
+                            <span class="input-group-addon" style="width:1%;"><span class="glyphicon glyphicon-search"></span></span>
+                            <input class="form-control search-query" name="q" id="tipue_search_input" placeholder="e.g. scikit KNN, pandas merge" required autocomplete="off" type="text">
+                        </div>
+                    </div>
+                </form>
+
+            </div>
+            <!--/.nav-collapse -->
+        </div>
+    </div>
+
+
+
+    <!-- end of header section -->
+    <div class="container">
+<!-- <div class="alert alert-warning" role="alert">
+    Did you find this page useful? Please do me a quick favor and <a href="#" class="alert-link">endorse me for data science on LinkedIn</a>.
+</div> -->
+<section id="content" class="body">
+    <header>
+    <h1>
+      Log experiements
+    </h1>
+<ol class="breadcrumb">
+    <li>
+        <time class="published" datetime="2019-10-25T22:58:00+02:00">
+            25 octobre 2019
+        </time>
+    </li>
+    <li>Machine Learning</li>
+    <li>Basic</li>
+</ol>
+</header>
+<div class='article_content'>
+<p>Machine learning is a very iterative process, algorithm have multiples hyperparameters to keep track of. And the performance of the models evolves as you get more data. In order to manage the model lifecycle, we will use mlflow.</p>
+<p>First, import mlflow </p>
+<div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">mlflow</span>
+</pre></div>
+
+
+<p>Mlflow can be run on the local computer in order to try it out but I recommend deploying it on a server. In our case, the server is located on the local network at 192.168.1.5:4444. The mlflow client can connect to it via the <code>set_tracking_url</code> method </p>
+<div class="highlight"><pre><span></span><span class="n">mlflow</span><span class="o">.</span><span class="n">set_tracking_uri</span><span class="p">(</span><span class="s2">&quot;http://192.168.1.5:4444&quot;</span><span class="p">)</span>
+</pre></div>
+
+
+<p>Mlflow can be used to record and query experiements : code, data, config, results... Let's specify that we are working on <code>my-experiment</code> with the method <code>set_experiment</code>. If the experiement does not exist, it will be created.</p>
+<div class="highlight"><pre><span></span><span class="n">mlflow</span><span class="o">.</span><span class="n">set_experiment</span><span class="p">(</span><span class="s2">&quot;my-experiment&quot;</span><span class="p">)</span>
+</pre></div>
+
+
+<p><img alt="png" src="../images/mlflow/empty_exp.PNG"></p>
+<div class="highlight"><pre><span></span><span class="n">mlflow</span><span class="o">.</span><span class="n">log_param</span><span class="p">(</span><span class="s2">&quot;num_dimensions&quot;</span><span class="p">,</span> <span class="mi">8</span><span class="p">)</span>
+<span class="n">mlflow</span><span class="o">.</span><span class="n">log_param</span><span class="p">(</span><span class="s2">&quot;regularization&quot;</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">)</span>
+</pre></div>
+
+
+<p><img alt="png" src="../images/mlflow/params_logged.PNG"></p>
+<p>Metrics can be logged as well in mlflow, just use the <code>log_metric</code> method.</p>
+<div class="highlight"><pre><span></span> <span class="n">mlflow</span><span class="o">.</span><span class="n">log_metric</span><span class="p">(</span><span class="s2">&quot;accuracy&quot;</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">)</span>
+</pre></div>
+
+
+<p><img alt="png" src="../images/mlflow/metric_logged.PNG"></p>
+<div class="highlight"><pre><span></span> <span class="n">mlflow</span><span class="o">.</span><span class="n">log_metric</span><span class="p">(</span><span class="s2">&quot;accuracy&quot;</span><span class="p">,</span> <span class="mf">0.45</span><span class="p">)</span>
+</pre></div>
+
+
+<p>Metrics can be updated at a later time. The changes will be tracked across versions.
+<img alt="png" src="../images/mlflow/metric_over_iterations.PNG"></p>
+<p>You can use MLflow Tracking in any environment (for example, a standalone script or a notebook) to log results to local files or to a server, then compare multiple runs. Using the web UI, you can view and compare the output of multiple runs. Teams can also use the tools to compare results from different users:</p>
+<p><img alt="png" src="../images/mlflow/mlflow-web-ui.png"></p>
+</div>
+    <aside>
+    <div class="bug-reporting__panel">
+        <h3>Find an error or bug? Have a suggestion?</h3>
+        <p>Everything on this site is avaliable on GitHub. Head on over and <a href='https://github.com/redoules/redoules.github.io/issues/new'>submit an issue.</a> You can also message me directly by <a href='mailto:guillaume.redoules@gadz.org'>email</a>.</p>
+    </div>
+    </aside>
+</section>
+
+    </div>
+    <!-- start of footer section -->
+    <footer class="footer">
+        <div class="container">
+            <p class="text-muted">
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <br/>
+                Copyright &copy; Guillaume Redoulès,
+                    <time datetime="2018">2018</time>.
+                </center>
+            </p>
+        </div>
+    </footer>
+
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machine-learning/Multiple_Linear_Regression.html

@@ -248,7 +248,7 @@ b_2\\
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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                     <time datetime="2018">2018</time>.

mathematics/Bayes.html

@@ -196,7 +196,7 @@
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             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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mathematics/Binomial.html

@@ -256,7 +256,7 @@
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             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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mathematics/Geometric.html

@@ -233,7 +233,7 @@ So :
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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mathematics/KLD.html

@@ -214,7 +214,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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mathematics/Number_edges_Complete_graph.html

@@ -195,7 +195,7 @@
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             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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mathematics/Premutations_and_combinations.html

@@ -203,7 +203,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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mathematics/cond_prob.html

@@ -197,7 +197,7 @@ and B are considered to be independent if event A has no effect on the probabili
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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mathematics/normal.html

@@ -221,7 +221,7 @@ where <span class="math">\(erf\)</span> is the error function:
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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                     <time datetime="2018">2018</time>.

mathematics/pearson.html

@@ -206,7 +206,7 @@
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             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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mathematics/poisson.html

@@ -222,7 +222,7 @@
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             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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mathematics/spearman.html

@@ -223,7 +223,7 @@ $$</div>
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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pages/about.html

@@ -145,7 +145,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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                 Copyright &copy; Guillaume Redoulès,
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projects/get_traffic_data.html

@@ -524,7 +524,7 @@ And we do the same for he 10 points that minimize time for user 2, color them is
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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python/Creating_a_sqlite_database.html

@@ -192,7 +192,7 @@
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             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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                 Copyright &copy; Guillaume Redoulès,
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python/Efficient_extraction_of_eigenvalues_from_a_list_of_tensors.html

@@ -241,7 +241,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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python/Iterating_over_a_dataframe.html

@@ -235,7 +235,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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python/Moving_average_pandas.html

@@ -378,7 +378,7 @@
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             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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python/Opening_SQLite_database.html

@@ -168,7 +168,7 @@
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             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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python/Opening_file.html

@@ -192,7 +192,7 @@ If you try to open a non existing file in read mode 'r', a FileNotFoundError wil
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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python/Optimized_numpy_random_intel.html

@@ -176,7 +176,7 @@ conda install numpy --channel intel --override-channels
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+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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python/Parula.html

@@ -208,7 +208,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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python/Reading_data_from_a_sql_database_with_pandas.html

@@ -237,7 +237,7 @@
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             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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python/Saving_a_matplotlib_figure_with_a_high_resolution.html

@@ -186,7 +186,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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python/Setting_up_the_notebook_for_plotting_with_matplotlib.html

@@ -171,7 +171,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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python/Writing_data_to_a_sql_database_with_pandas.html

@@ -339,7 +339,7 @@ However, exporting to a sql database can prove very useful. Indeed, having a wel
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python/case_config.html

@@ -146,7 +146,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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                     <time datetime="2018">2018</time>.

python/compare_dict.html

@@ -165,7 +165,7 @@
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             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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                     <time datetime="2018">2018</time>.

python/config_list.html

@@ -160,7 +160,7 @@ myvariable: 42
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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python/config_parse.html

@@ -169,7 +169,7 @@ myvariable: 42
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python/counting.html

@@ -181,7 +181,7 @@
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-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
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                     <time datetime="2018">2018</time>.

python/dask_distributed_parallelism.html

@@ -338,7 +338,7 @@ http://127.0.0.1:8787/status</p>
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/dask_infiniband.html

@@ -148,7 +148,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/design_own_libs.html

@@ -232,7 +232,7 @@ The list of dependencies required to test, build and generate the doc are listed
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/dict_comprehension.html

@@ -164,7 +164,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/download_page.html

@@ -218,7 +218,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/ensure_dir.html

@@ -177,7 +177,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/iterate_dict.html

@@ -158,7 +158,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/list_files_directory.html

@@ -213,7 +213,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/list_windows.html

@@ -217,7 +217,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/logplot.html

@@ -248,7 +248,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/maximize_window.html

@@ -188,7 +188,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/pandas_extended_types.html

@@ -181,7 +181,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/quandl.html

@@ -237,7 +237,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/randint.html

@@ -156,7 +156,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/rename_columns_pandas.html

@@ -647,7 +647,7 @@ you also need to specify the axis.</p>
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/reverse.html

@@ -173,7 +173,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/reverse_column_order.html

@@ -288,7 +288,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/reverse_row_order.html

@@ -359,7 +359,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/select_lines_values_list.html

@@ -316,7 +316,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/sorting.html

@@ -192,7 +192,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/stock_pandas.html

@@ -381,7 +381,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/unique.html

@@ -171,7 +171,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/updating_all_python_package_with_anaconda.html

@@ -151,7 +151,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

python/write_config_file.html

@@ -176,7 +176,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

search.html

@@ -112,7 +112,7 @@
     <footer class="footer">
         <div class="container">
             <p class="text-muted">
-                <center>This project contains 96 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
+                <center>This project contains 97 pages and is available on <a href="https://github.com/redoules/redoules.github.io">GitHub</a>.
                 <br/>
                 Copyright &copy; Guillaume Redoulès,
                     <time datetime="2018">2018</time>.

sitemap.xml

@@ -5,7 +5,7 @@ xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
 
 <url>
 <loc>redoules.github.io/</loc>
-<lastmod>2019-10-20T20:28:08-00:00</lastmod>
+<lastmod>2019-10-25T23:30:09-00:00</lastmod>
 <changefreq>daily</changefreq>
 <priority>0.5</priority>
 </url>
@@ -17,6 +17,13 @@ xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
 <priority>0.5</priority>
 </url>
 
+<url>
+<loc>redoules.github.io/machine-learning/Log_experiments_mlflow.html</loc>
+<lastmod>2019-10-25T22:58:00+02:00</lastmod>
+<changefreq>monthly</changefreq>
+<priority>0.5</priority>
+</url>
+
 <url>
 <loc>redoules.github.io/python/select_lines_values_list.html</loc>
 <lastmod>2019-09-27T09:33:00+02:00</lastmod>