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<!DOCTYPE html>
<html lang="en">
<head>
<meta name="generator" content="Hugo 0.52" />
<title>tomis9's cookbook</title>
<link rel="shortcut icon" type='image/x-icon' href="https://tomis9.github.io/favicon.ico"/>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
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<link rel="stylesheet" href="https://tomis9.github.io/css/bootstrap-toc.css">
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</head>
<body data-spy="scroll" data-target="#toc">
<nav id="navbar" class="navbar navbar-expand-md fixed-top navbar-hide transition">
<a class="navbar-brand"></a>
<button class="navbar-toggler float-xs-right" data-toggle="collapse" data-target="#collapsibleNavbar">
Menu
</button>
<div class="collapse navbar-collapse" id="collapsibleNavbar">
<ul class="navbar-nav">
<li class="nav-item">
<a class="nav-link" href="https://tomis9.github.io">Home</a>
</li>
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" data-toggle="dropdown">Python</a>
<div class="dropdown-menu scrollable-menu">
<a class="dropdown-item" href="https://tomis9.github.io/airflow/">airflow</a>
<a class="dropdown-item" href="https://tomis9.github.io/beautiful_soup/">beautiful soup</a>
<a class="dropdown-item" href="https://tomis9.github.io/decorators/">decorators</a>
<a class="dropdown-item" href="https://tomis9.github.io/flask/">flask</a>
<a class="dropdown-item" href="https://tomis9.github.io/learning_tensorflow/">learning tensorflow</a>
<a class="dropdown-item" href="https://tomis9.github.io/logging/">logging</a>
<a class="dropdown-item" href="https://tomis9.github.io/pandas/">pandas</a>
<a class="dropdown-item" href="https://tomis9.github.io/pyenv/">pyenv, virtualenv, freeze</a>
<a class="dropdown-item" href="https://tomis9.github.io/pytorch/">pytorch</a>
<a class="dropdown-item" href="https://tomis9.github.io/spark/">spark</a>
<a class="dropdown-item" href="https://tomis9.github.io/sqlalchemy/">sqlAlchemy</a>
<a class="dropdown-item" href="https://tomis9.github.io/tensorflow/">tensorflow</a>
<a class="dropdown-item" href="https://tomis9.github.io/testing/">testing</a>
</div>
</li>
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" data-toggle="dropdown">R</a>
<div class="dropdown-menu scrollable-menu">
<a class="dropdown-item" href="https://tomis9.github.io/cinr/">C in R</a>
<a class="dropdown-item" href="https://tomis9.github.io/rmariadb/">RMariaDB (former RMySQL)</a>
<a class="dropdown-item" href="https://tomis9.github.io/rcpp/">Rcpp</a>
<a class="dropdown-item" href="https://tomis9.github.io/classess4/">classes - S4</a>
<a class="dropdown-item" href="https://tomis9.github.io/data.table/">data.table</a>
<a class="dropdown-item" href="https://tomis9.github.io/debugging/">debugging</a>
<a class="dropdown-item" href="https://tomis9.github.io/decision_trees/">decision trees</a>
<a class="dropdown-item" href="https://tomis9.github.io/ggplot2/">ggplot2</a>
<a class="dropdown-item" href="https://tomis9.github.io/logging/">logging</a>
<a class="dropdown-item" href="https://tomis9.github.io/lubridate/">lubridate</a>
<a class="dropdown-item" href="https://tomis9.github.io/nls/">nls</a>
<a class="dropdown-item" href="https://tomis9.github.io/packages/">packages</a>
<a class="dropdown-item" href="https://tomis9.github.io/rtags/">rTags</a>
<a class="dropdown-item" href="https://tomis9.github.io/reshape2/">reshape2</a>
<a class="dropdown-item" href="https://tomis9.github.io/rocker/">rocker</a>
<a class="dropdown-item" href="https://tomis9.github.io/rstanarm/">rstanarm</a>
<a class="dropdown-item" href="https://tomis9.github.io/shiny/">shiny</a>
<a class="dropdown-item" href="https://tomis9.github.io/spark/">spark</a>
<a class="dropdown-item" href="https://tomis9.github.io/sqldf/">sqldf</a>
<a class="dropdown-item" href="https://tomis9.github.io/testing/">testing</a>
<a class="dropdown-item" href="https://tomis9.github.io/tidyverse/">tidyverse</a>
</div>
</li>
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" data-toggle="dropdown">Data engineering</a>
<div class="dropdown-menu scrollable-menu">
<a class="dropdown-item" href="https://tomis9.github.io/airflow/">airflow</a>
<a class="dropdown-item" href="https://tomis9.github.io/hadoop/">hadoop</a>
<a class="dropdown-item" href="https://tomis9.github.io/logging/">logging</a>
<a class="dropdown-item" href="https://tomis9.github.io/pandas/">pandas</a>
<a class="dropdown-item" href="https://tomis9.github.io/spark/">spark</a>
<a class="dropdown-item" href="https://tomis9.github.io/testing/">testing</a>
<a class="dropdown-item" href="https://tomis9.github.io/useful_processing/">useful processing</a>
</div>
</li>
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" data-toggle="dropdown">Machine learning</a>
<div class="dropdown-menu scrollable-menu">
<a class="dropdown-item" href="https://tomis9.github.io/ml/">basic machine learning algorithms</a>
<a class="dropdown-item" href="https://tomis9.github.io/decision_trees/">decision trees</a>
<a class="dropdown-item" href="https://tomis9.github.io/learning_tensorflow/">learning tensorflow</a>
<a class="dropdown-item" href="https://tomis9.github.io/validation/">model validation</a>
<a class="dropdown-item" href="https://tomis9.github.io/nls/">nls</a>
<a class="dropdown-item" href="https://tomis9.github.io/pytorch/">pytorch</a>
<a class="dropdown-item" href="https://tomis9.github.io/tensorflow/">tensorflow</a>
<a class="dropdown-item" href="https://tomis9.github.io/useful_processing/">useful processing</a>
</div>
</li>
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" data-toggle="dropdown">DevOps</a>
<div class="dropdown-menu scrollable-menu">
<a class="dropdown-item" href="https://tomis9.github.io/docker/">docker</a>
<a class="dropdown-item" href="https://tomis9.github.io/flask/">flask</a>
<a class="dropdown-item" href="https://tomis9.github.io/git/">git</a>
<a class="dropdown-item" href="https://tomis9.github.io/heroku/">heroku</a>
<a class="dropdown-item" href="https://tomis9.github.io/mesos/">mesos</a>
<a class="dropdown-item" href="https://tomis9.github.io/pyenv/">pyenv, virtualenv, freeze</a>
<a class="dropdown-item" href="https://tomis9.github.io/rocker/">rocker</a>
<a class="dropdown-item" href="https://tomis9.github.io/testing/">testing</a>
<a class="dropdown-item" href="https://tomis9.github.io/vagrant/">vagrant</a>
</div>
</li>
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" data-toggle="dropdown">Projects</a>
<div class="dropdown-menu scrollable-menu">
<a class="dropdown-item" href="https://tomis9.github.io/vim_vs_emacs/">vim vs emacs - text mining to settle the editor war</a>
<a class="dropdown-item" href="https://tomis9.github.io/cookbook/">writing a cookbook</a>
</div>
</li>
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" data-toggle="dropdown">scratchpad</a>
<div class="dropdown-menu scrollable-menu">
<a class="dropdown-item" href="https://tomis9.github.io/hugo/">Hugo</a>
<a class="dropdown-item" href="https://tomis9.github.io/file/">Rmarkdown total basics</a>
<a class="dropdown-item" href="https://tomis9.github.io/caffee/">caffee</a>
<a class="dropdown-item" href="https://tomis9.github.io/cassandra/">cassandra</a>
<a class="dropdown-item" href="https://tomis9.github.io/featuretools/">featuretools</a>
<a class="dropdown-item" href="https://tomis9.github.io/gitlab_ci/">gitlab-ci</a>
<a class="dropdown-item" href="https://tomis9.github.io/kafka/">kafka</a>
<a class="dropdown-item" href="https://tomis9.github.io/marathon/">marathon</a>
<a class="dropdown-item" href="https://tomis9.github.io/nlp/">nlp</a>
<a class="dropdown-item" href="https://tomis9.github.io/pandas/">pandas</a>
<a class="dropdown-item" href="https://tomis9.github.io/passing_arguments/">passing arguments to scripts</a>
<a class="dropdown-item" href="https://tomis9.github.io/redis/">redis</a>
<a class="dropdown-item" href="https://tomis9.github.io/tensorflow_serving/">tensorflow_serving</a>
<a class="dropdown-item" href="https://tomis9.github.io/theano/">theano</a>
</div>
</li>
</ul>
</div>
</nav>
<div class="jumbotron text-center" id="header">
<div id="header-title">
<a href="https://tomis9.github.io">tomis9's cookbook</a>
</div>
<p style="color: white;">data science tutorials and snippets prepared by tomis9</p>
</div>
<div class="container" style="margin-top:30px">
<div class="row">
<div id="div-about" class="col-lg-4 col-md-12 col-sm-12 col-xs-12">
<div class="list-div">
<h2>About me</h2>
A regular everyday data scientist who's trying to manifest his hipsterity by coding in vim.
</div>
<div id="div-categories" class="list-div">
<h3>
<object type="image/svg+xml" data="/folder.svg" height="20px" width="20px">.</object>
Categories
</h3>
<ul class="nav nav-pills flex-column">
<li>
<a href="https://tomis9.github.io/categories/data-engineering/">
Data engineering  
<font style="font-size: small; color: gray; font-style: italic;">
7 articles
</font>
</a>
</li>
<li>
<a href="https://tomis9.github.io/categories/devops/">
DevOps  
<font style="font-size: small; color: gray; font-style: italic;">
9 articles
</font>
</a>
</li>
<li>
<a href="https://tomis9.github.io/categories/machine-learning/">
Machine learning  
<font style="font-size: small; color: gray; font-style: italic;">
8 articles
</font>
</a>
</li>
<li>
<a href="https://tomis9.github.io/categories/projects/">
Projects  
<font style="font-size: small; color: gray; font-style: italic;">
2 articles
</font>
</a>
</li>
<li>
<a href="https://tomis9.github.io/categories/python/">
Python  
<font style="font-size: small; color: gray; font-style: italic;">
13 articles
</font>
</a>
</li>
<li>
<a href="https://tomis9.github.io/categories/r/">
R  
<font style="font-size: small; color: gray; font-style: italic;">
21 articles
</font>
</a>
</li>
<li>
<a href="https://tomis9.github.io/categories/scratchpad/">
<font style="color: gray;"> scratchpad  </font>
<font style="font-size: small; color: gray; font-style: italic;">
14 articles
</font>
</a>
</li>
</ul>
</div>
</div>
<div id="div-posts" class="col-lg-8 col-md-12 col-sm-12 col-xs-12">
<div class="list-div">
<h2>All posts</h2>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
Oct 11, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/beautiful_soup/">
beautiful soup
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/python">
Python
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
Aug 13, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/heroku/">
heroku
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/devops">
DevOps
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
Aug 5, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/learning_tensorflow/">
learning tensorflow
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/python">
Python
</a>
,
<a id="all-posts-cats" href="https://tomis9.github.io/categories/machine-learning">
Machine learning
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
Jul 26, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/cookbook/">
writing a cookbook
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/projects">
Projects
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
May 31, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/tensorflow_serving/">
<font style="color: gray;">tensorflow_serving</font>
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/scratchpad">
scratchpad
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
May 23, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/validation/">
model validation
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/machine-learning">
Machine learning
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
May 17, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/useful_processing/">
useful processing
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/machine-learning">
Machine learning
</a>
,
<a id="all-posts-cats" href="https://tomis9.github.io/categories/data-engineering">
Data engineering
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
Apr 22, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/ml/">
basic machine learning algorithms
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/machine-learning">
Machine learning
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
Feb 7, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/featuretools/">
<font style="color: gray;">featuretools</font>
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/scratchpad">
scratchpad
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
Feb 5, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/cassandra/">
<font style="color: gray;">cassandra</font>
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/scratchpad">
scratchpad
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
Feb 5, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/passing_arguments/">
<font style="color: gray;">passing arguments to scripts</font>
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/scratchpad">
scratchpad
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
Jan 26, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/vim_vs_emacs/">
vim vs emacs - text mining to settle the editor war
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/projects">
Projects
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
Jan 25, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/pandas/">
<font style="color: gray;">pandas</font>
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/python">
Python
</a>
,
<a id="all-posts-cats" href="https://tomis9.github.io/categories/data-engineering">
Data engineering
</a>
,
<a id="all-posts-cats" href="https://tomis9.github.io/categories/scratchpad">
scratchpad
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
Jan 11, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/decision_trees/">
decision trees
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/machine-learning">
Machine learning
</a>
,
<a id="all-posts-cats" href="https://tomis9.github.io/categories/r">
R
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
Jan 6, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/caffee/">
<font style="color: gray;">caffee</font>
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/scratchpad">
scratchpad
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
Jan 6, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/theano/">
<font style="color: gray;">theano</font>
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/scratchpad">
scratchpad
</a>
</td>
</tr>
</table>
<table>
<tr>
<td style="white-space: nowrap; width: 100px; color: gray; font-size: smaller;">
Jan 6, 2019
</td>
<td id="all-posts-titles">
<a href="https://tomis9.github.io/pytorch/">
pytorch
</a>
</td>
<td class="d-none d-lg-block d-xl-block" style="color: gray; font-size: small;">
<a id="all-posts-cats" href="https://tomis9.github.io/categories/python">
Python
</a>
,
<a id="all-posts-cats" href="https://tomis9.github.io/categories/machine-learning">
Machine learning
</a>
</td>