diff --git a/module3/exo2/donnees_varicelle.csv b/module3/exo2/donnees_varicelle.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5efc654cffd2cbfdd1ae6a6541256629a7f47363
--- /dev/null
+++ b/module3/exo2/donnees_varicelle.csv
@@ -0,0 +1,270 @@
+<!DOCTYPE html>
+
+<html lang="fr" xmlns:og="http://ogp.me/ns#">
+<head>
+<title>R&eacute;seau Sentinelles &gt; France &gt; Accueil</title>
+<meta charset="iso-8859-1">
+<meta http-equiv="X-UA-Compatible" content="IE=edge">
+<meta http-equiv="Content-Type" content="text/html;charset=iso-8859-1" />
+<meta name="author" lang="fr" content="r&eacute;seau Sentinelles, INSERM/Sorbonne Universit&eacute;" />
+<meta name="viewport" content="width=device-width, initial-scale=1">
+<meta name="copyright" content="&copy;R&eacute;seau Sentinelles" />
+<meta name="og:image" content="https://www.sentiweb.fr/upload/swh_vignette_fb.png" />
+<meta name="og:image:width" content="654" />
+<meta name="og:image:height" content="453" />
+<base href="https://www.sentiweb.fr/" />
+<link rel="alternate" type="application/rss+xml" title="RSS 2.0 - Actualit&eacute; Epid&eacute;miologique - Site France" href="rss.php?site=fr&lang=fr" />
+<link rel="alternate" type="application/rss+xml" title="RSS 1.0 - Actualit&eacute; Epid&eacute;miologique - Site France" href="rss.php?site=fr&lang=fr&flux=RSS10" />
+<link rel="icon" type="image/x-icon" href="favicon.ico" /> 
+<link rel="shortcut icon" type="image/x-icon" href="favicon.ico" />
+<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/academicons@1.9.2/css/academicons.min.css" integrity="sha256-CylD++oS3IkJmSs/j4i1w0cv2wpVQRLLQqw/m+Fvxts=" crossorigin="anonymous">
+<link rel="stylesheet" href="_/global.css?v=214017455" media="screen" type="text/css" />
+<script>
+window.sw = {_ready: [], _js: [], require: function(module, callback) { sw._js.push([module, callback])},  ready: function(f) { sw._ready.push(f); }};
+
+var assets_version = '214017455';
+sw.lang='fr';
+sw._cache = 1747908598;
+sw.base = 'https://www.sentiweb.fr/';
+</script>
+ 
+<link rel="stylesheet" href="_/global.css?v=214017455" media="all" type="text/css" />
+ 
+</head>
+<body class="site-nat">
+		<div id="cc-box" style="display: none"></div>
+	<div id="logos" class="container-fluid" role="banner"><div>
+	<a href="//www.sentiweb.fr/france/fr/?"><img class="img-responsive" src="https://static.sentiweb.fr/i/rs/reseau-sentinelles.svg" title="Sentinelles-Accueil" alt="Sentiweb - le site du R&eacute;seau Sentinelles" border="0"  style="min-width:254px" width="254" height="105"/></a>
+</div>
+<div class="text-center logos_center">
+	<a class="recruitment-button" href="//www.sentiweb.fr/france/fr/?page=inscrire" >
+		<i class="fa fa-user-plus "   ></i> DEVENEZ M&Eacute;DECIN SENTINELLES
+	</a> 
+</div>
+<div class="visible-lg-block partners">
+	<a href="//www.iplesp.fr" title="IPLESP"><img src="https://static.sentiweb.fr/i/l/iplesp.png" height="50"  alt="IPLESP Institut Pierre Louis d'Epid&eacute;miologie et de Sant&eacute; publique"/></a>
+	<a href="//www.inserm.fr" title="INSERM"><img src="https://static.sentiweb.fr/i/l/inserm-base.svg" height="50"  alt="INSERM"/></a>
+	<a href="//www.sorbonne-universite.fr" class="ml-3" title="Sorbonne Universit&eacute;"><img src="https://static.sentiweb.fr/i/l/suniv-h.svg" height="50" alt="Sorbonne Universit&eacute;" /></a>
+	<a href="http://invs.santepubliquefrance.fr/" title="Sant&eacute; Publique France"><img src="https://static.sentiweb.fr/i/l/spf.svg" width="128" height="70" alt="Sant&eacute; Publique France"/></a>
+</div>
+</div>
+	<div class="row" id="nav-tools">
+		<div class="col-md-12">
+			<div id="nav-lng" class="nav-tool">
+								<button class="btn btn-default btn-xs dropdown-toggle" type="button" id="dropdown-lng" data-toggle="dropdown"
+					aria-haspopup="true" aria-expanded="true" aria-label="Changer de langue">
+					<i class="lang-fr"></i> <span class="caret"></span>
+				</button>
+				<ul class="dropdown-menu" aria-labelledby="dropdownMenu1" role="menu">
+					<li><a href="?lang=en" role="menuitem"><i class="lang-en" title="In English" class="mini-flag"></i> In english</a>
+					<li><a href="?lang=fr" role="menuitem"><i class="lang-fr" title="en Fran&ccedil;ais"></i> En fran&ccedil;ais</a></li>
+				</ul>
+							</div>
+			<nav id="breadcrum" class="nav-tool breadcrum" aria-label="Fil d'ariane du site">
+				 <a href="//www.sentiweb.fr/france/fr/?">France</a> &gt; <a href="//www.sentiweb.fr/france/fr/?page=accueil">Accueil</a>
+			</nav>
+
+			<div id="nav-toolbar" class="nav-tool pull-right">
+				<a href="//www.sentiweb.fr/france/fr/?page=feedback" title="Un probl&egrave;me ? un commentaire ?" data-toggle="facebox" data-width=".8" class="feedback" style="white-space: nowrap;">
+					<i class="fa fa-comments-o "   ></i> Un probl&egrave;me ? un commentaire ?
+				</a> 
+				<img src="img/tags/google.png" alt="google" width="16" height="16" aria-hidden="true" />
+				<form method="get" action="//www.google.fr/custom" target="new" id="search" role="search">
+					<input type="text" name="q" maxlength="255" placeholder="Rechercher" role="searchbox" />
+					<noscript>
+						<input type="submit" name="sa" value="Rechercher" class="button" />
+					</noscript>
+					<input type="hidden" name="cof" value="S:hhttps://www.sentiweb.fr/;AH:center;LH:65;L:https://www.sentiweb.fr//img/logos/Sentiweb-bleu.png;LW:224;AWFID:093b89e19362d817;" />
+					<input name="sitesearch" type="hidden" value="https://www.sentiweb.fr/" />
+					<input type="hidden" name="domains" value="https://www.sentiweb.fr/" />
+				</form>
+			</div>
+		</div>
+	</div>
+	<div class="site-space row" role="none">&nbsp;</div>
+	<div id="website" class="container-fluid">
+		<div id="left-column" class="col-sm-2">
+			<div role="navigation" class="navbar navbar-default">
+				<div class="navbar-header text-left">
+					<button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#left-content" aria-expanded="false" aria-controls="main-menu" style="float: left;">
+						<span class="sr-only">Toggle navigation</span> <span class="icon-bar"></span> <span class="icon-bar"></span> <span
+							class="icon-bar"></span>
+					</button>
+				</div>
+				<div id="left-content" class="navbar-collapse collapse width" aria-expanded="false"><div id="hierarchy" class="panel panel-default" role="tablist" aria-multiselectable="true">
+	<div class="panel-heading">
+		France
+	</div>
+	<div class="panel-body">
+		<ul id="main-menu" class="nav nav-pills nav-stacked" role="navigation" aria-multiselectable="true" aria-label="Menu du site">
+																			<li id="heading-21" role="tab">
+					<a href="//www.sentiweb.fr/france/fr/?page=accueil"  class="cur">
+						Accueil
+					</a>
+				</li>
+				
+													<li id="heading-1" role="tab">
+					<a class="" data-toggle="collapse" role="button" aria-controls="collapsed-1" data-parent="#accordion " aria-expanded="false" href="#collapsed-1">
+						Le r&eacute;seau Sentinelles&nbsp;<i class="fa fa-caret-down "   ></i>					</a>
+					<ul id="collapsed-1" class="collapse nav nav-pills nav-stacked sub-menu" aria-labelledby="heading-1">
+												<li class="">
+							<a href="//www.sentiweb.fr/france/fr/?page=presentation"><i class="fa fa-angle-right "   ></i> Pr&eacute;sentation</a>
+						</li>
+												<li class="">
+							<a href="//www.sentiweb.fr/france/fr/?page=partenaires"><i class="fa fa-angle-right "   ></i> Partenaires</a>
+						</li>
+												<li class="">
+							<a href="//www.sentiweb.fr/france/fr/?page=contacts"><i class="fa fa-angle-right "   ></i> Contacts</a>
+						</li>
+												<li class="">
+							<a href="//www.sentiweb.fr/france/fr/?page=equipe"><i class="fa fa-angle-right "   ></i> Equipe</a>
+						</li>
+											</ul>
+				</li>
+				
+													<li id="heading-419" role="tab">
+					<a href="//www.sentiweb.fr/france/fr/?page=covid19" >
+						COVID-19
+					</a>
+				</li>
+				
+													<li id="heading-233" role="tab">
+					<a class="" data-toggle="collapse" role="button" aria-controls="collapsed-233" data-parent="#accordion " aria-expanded="false" href="#collapsed-233">
+						Surveillance continue&nbsp;<i class="fa fa-caret-down "   ></i>					</a>
+					<ul id="collapsed-233" class="collapse nav nav-pills nav-stacked sub-menu" aria-labelledby="heading-233">
+												<li class="">
+							<a href="//www.sentiweb.fr/france/fr/?page=maladies"><i class="fa fa-angle-right "   ></i> Indicateurs de sant&eacute; surveill&eacute;s</a>
+						</li>
+												<li class="">
+							<a href="//www.sentiweb.fr/france/fr/?page=survcommune"><i class="fa fa-angle-right "   ></i> Surveillance commune en soins primaires</a>
+						</li>
+												<li class="">
+							<a href="//www.sentiweb.fr/france/fr/?page=database"><i class="fa fa-angle-right "   ></i> Bases de donn&eacute;es</a>
+						</li>
+												<li class="">
+							<a href="//www.sentiweb.fr/france/fr/?page=epidemies"><i class="fa fa-angle-right "   ></i> Historique des &eacute;pid&eacute;mies</a>
+						</li>
+												<li class="">
+							<a href="//www.sentiweb.fr/france/fr/?page=methodes"><i class="fa fa-angle-right "   ></i> M&eacute;thodes </a>
+						</li>
+												<li class="">
+							<a href="//www.sentiweb.fr/france/fr/?page=quotidien"><i class="fa fa-angle-right "   ></i> Estimations quotidiennes</a>
+						</li>
+												<li class="">
+							<a href="//www.sentiweb.fr/france/fr/?page=google"><i class="fa fa-angle-right "   ></i> Surveillance Google</a>
+						</li>
+											</ul>
+				</li>
+				
+													<li id="heading-28" role="tab">
+					<a href="//www.sentiweb.fr/france/fr/?page=enquetes" >
+						&Eacute;tudes ponctuelles
+					</a>
+				</li>
+				
+													<li id="heading-4" role="tab">
+					<a class="" data-toggle="collapse" role="button" aria-controls="collapsed-4" data-parent="#accordion " aria-expanded="false" href="#collapsed-4">
+						Publications&nbsp;<i class="fa fa-caret-down "   ></i>					</a>
+					<ul id="collapsed-4" class="collapse nav nav-pills nav-stacked sub-menu" aria-labelledby="heading-4">
+												<li class="">
+							<a href="//www.sentiweb.fr/france/fr/?page=bulletin"><i class="fa fa-angle-right "   ></i> Bulletins hebdomadaires</a>
+						</li>
+												<li class="">
+							<a href="//www.sentiweb.fr/france/fr/?page=bilan"><i class="fa fa-angle-right "   ></i> Bilans annuels</a>
+						</li>
+												<li class="">
+							<a href="//www.sentiweb.fr/france/fr/?page=publications"><i class="fa fa-angle-right "   ></i> Publications scientifiques</a>
+						</li>
+											</ul>
+				</li>
+				
+					</ul>
+	</div>
+</div>
+<aside>
+<div id="geography" class="panel panel-default">
+	<div class="panel-heading"><a href="//www.sentiweb.fr/france/fr/?page=regions">Retrouvez-nous en r&eacute;gions</a></div>
+	<div class="panel-body text-center small">
+		<map name="sitereg" id="sitereg">
+		<area  alt="Bretagne" title="Bretagne" href="//www.sentiweb.fr/bretagne/fr/?" shape="rect" coords="1,35,39,54"  target="_self"   tabindex="0"/>
+		<area  alt="Normandie" title="Normandie" href="//www.sentiweb.fr/normandie/fr/?" shape="rect" coords="33,16,69,44"  target="_self"   tabindex="0"/>
+		<area  alt="Hauts-de-France" title="Hauts-de-France" href="//www.sentiweb.fr/hauts-de-france/fr/?" shape="rect" coords="68,0,93,31" target="_self"   tabindex="0"/>
+		<area  alt="Grand Est" title="Grand Est" href="//www.sentiweb.fr/grand-est/fr/?" shape="rect" coords="88,18,136,52"  target="_self"   tabindex="0"/>
+		<area  alt="Ile-de-France" title="Ile-de-France" href="//www.sentiweb.fr/ile-de-france/fr/?" shape="rect" coords="65,28,88,49"  target="_self"   tabindex="0"/>
+		<area  alt="Centre-Val de Loire" title="Centre-Val de Loire" href="//www.sentiweb.fr/centre/fr/?" shape="rect" coords="54,45,84,74" target="_self"   tabindex="0"/>
+		<area  alt="Corse" title="Corse" href="//www.sentiweb.fr/corse/fr/?" shape="rect" coords="124,130,139,160"  target="_self"   tabindex="0"/>
+		<area  alt="Bourgogne-Franche-Comt&eacute;" title="Bourgogne-Franche-Comt&eacute;" href="//www.sentiweb.fr/bourgogne-franche-comte/fr/?" shape="rect" coords="84,49,132,75"  target="_self"   tabindex="0"/>
+		<area  alt="Pays-de-la-Loire" title="Pays-de-la-Loire" href="//www.sentiweb.fr/pays-de-la-loire/fr/?" shape="poly" coords="40,40,38,51,24,58,38,76,43,73,42,64,50,62,60,49"  target="_self"   tabindex="0"/>
+		<area  alt="Nouvelle-Aquitaine" title="Nouvelle-Aquitaine" href="//www.sentiweb.fr/nouvelle-aquitaine/fr/?" shape="poly" coords="36,80,29,122,44,131,47,115,68,99,71,97,78,78,64,75,50,64,43,65"  target="_self"   tabindex="0"/>
+		<area  alt="Occitanie" title="Occitanie" href="//www.sentiweb.fr/occitanie/fr/?" shape="poly" coords="66,100,60,112,48,114,47,132,60,133,73,138,86,140,86,128,94,122,100,122,104,113,102,108,88,100"  target="_self"   tabindex="0"/>
+		<area  alt="Auvergne-Rh&ocirc;ne-Alpes" title="Auvergne-Rh&ocirc;ne-Alpes" href="//www.sentiweb.fr/auvergne-rhone-alpes/fr/?" shape="poly" coords="82,72,74,98,90,100,99,108,114,108,121,96,129,92,127,83,125,76"  target="_self"   tabindex="0"/>
+		<area  alt="Provence-Alpes-C&ocirc;te-d'Azur" title="Provence-Alpes-C&ocirc;te-d'Azur" href="//www.sentiweb.fr/paca/fr/?" shape="poly" coords="123,96,113,105,116,110,104,111,100,121,122,128,138,111"  target="_self"   tabindex="0"/>
+		</map>
+		<img src="img/carte_france_reg_bleue_mini.png" alt="R&eacute;gions" width="139" height="160" usemap="#sitereg" title="R&eacute;gions"/>
+		
+			</div>
+</div>
+
+<div id="doc-area" class="panel panel-default">
+	<div class="panel-heading" role="heading">Espace M&eacute;decin</div>
+	<div class="panel-body">
+	<ul class="nav nav-pills nav-stacked">
+		<li><a href="//www.sentiweb.fr/france/fr/?page=connexion" title="Se connecter au site m&eacute;decin">Se connecter</a></li>
+		<li><a href="//www.sentiweb.fr/france/fr/?page=inscrire">Devenir m&eacute;decin Sentinelles</a></li>
+	</ul>
+	</div>
+</div>
+
+<div id="grippenet" class="panel panel-default">
+	<div class="panel-body">
+		<div class="text-center" style="padding: .4em">
+			<a href="https://www.grippenet.fr/" class="no-icon" title="Aller sur Grippenet.fr"><img src="https://static.sentiweb.fr/i/l/grippenet.png" title="GrippeNet.fr" class="img-responsive"/></a>
+			Participez vous-m&ecirc;me &agrave; la surveillance de la grippe et de la Covid-19
+			<span data-toggle="tooltip" title="GrippeNet/CovidNet est un projet d&eacute;velopp&eacute; par l'&eacute;quipe du r&eacute;seau Sentinelles, dans le cadre d'un projet europ&eacute;en, &agrave; destination des personnes r&eacute;sidant en France m&eacute;tropolitaine"><i class="fa fa-info-circle "   ></i></span>
+		</div>
+			</div>
+</div>
+
+<div class="panel panel-default">
+	<div class="panel-body">
+		<div class="text-center p-1">
+			<div class="p-1">
+			<a href="https://sentiworld.sentiweb.fr/" class="no-icon"><img src="https://static.sentiweb.fr/i/rs/sentiworld.svg" title="sentiworld.fr" class="py-1 w-100" style="max-width:229px;"/></a>
+			</div>
+			Les r&eacute;seaux de type sentinelle en soins primaires dans le monde
+		</div>
+	</div>
+</div>
+</aside>
+</div>
+			</div>
+		</div>
+		<div class="main container col-sm-10" role="none">
+			<div id="container" class="container-fluid" role="none">
+				  				<div class="main-view" role="main">
+<h1>Page demand&eacute;e non disponible</h1>
+Aucune page ne correspond dans les sites publiques
+</div>
+			</div>
+		</div>
+	</div>
+	<div class="site-space container-fluid" role="none">&nbsp;</div>
+	<footer id="footer" class="container-fluid text-center">
+		<div id="footer-content" class="text-center">
+			<span title="Page modifi&eacute;e le"> 02/01/2025</span> 
+			r&eacute;seau Sentinelles&copy; Tous droits r&eacute;serv&eacute;s - 
+			<a href="//www.sentiweb.fr/france/fr/?page=accessibilite" title="D&eacute;claration d'accessibilit&eacute; (non conforme)"data-toggle="facebox" data-height=".9" class="no-icon">D&eacute;claration d'accessibilit&eacute; (non conforme)</a>&nbsp;-&nbsp; 
+			<a href="//www.sentiweb.fr/france/fr/?page=credits" title="Mentions l&eacute;gales &amp; Cookies" data-toggle="facebox" data-height=".9" class="no-icon">Mentions l&eacute;gales &amp; Cookies</a>&nbsp;-&nbsp;
+			<a href="//www.sentiweb.fr/france/fr/?page=recrutement" title="Offre d'emploi et Stages" data-toggle="facebox" class="no-icon">
+				Travailler au r&eacute;seau</a>&nbsp;-&nbsp;
+			<a href="//sites.sentiweb.fr" class="extern">Nos sites internet</a>&nbsp;-&nbsp;<a href="//www.iplesp.upmc.fr/" title="Institut Pierre Louis d'Epid&eacute;miologie et de Sant&eacute; Publique (iPLESP) UMR S 1136" class="extern">
+			InstitutPierre Louis (UMR S 1136)
+			</a> 
+			<a href="//www.sentiweb.fr/france/fr/?page=rss" title="Liens RSS" data-toggle="facebox" data-height=".8"><i class="fa fa-rss-square "   ></i> RSS Sentiweb</a>&nbsp;
+		</div>
+	</footer>
+		<script src="_/script_prod.js?v=214017455" charset="iso-8859-1"></script>
+	<script>
+</script>
+	</body>
+</html>
\ No newline at end of file
diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..d789aa57c42526d66f1f3b1ddbb95c6e57327700 100644
--- a/module3/exo2/exercice.ipynb
+++ b/module3/exo2/exercice.ipynb
@@ -1,5 +1,52 @@
 {
- "cells": [],
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "FileNotFoundError",
+     "evalue": "File b'inc-25-PAY.csv' does not exist",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-13-92ff8825e621>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mlocal_file\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"inc-25-PAY.csv\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mraw_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlocal_file\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msep\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\";\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mskiprows\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"utf-8\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m \u001b[0mraw_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36mparser_f\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, escapechar, comment, encoding, dialect, tupleize_cols, error_bad_lines, warn_bad_lines, skipfooter, skip_footer, doublequote, delim_whitespace, as_recarray, compact_ints, use_unsigned, low_memory, buffer_lines, memory_map, float_precision)\u001b[0m\n\u001b[1;32m    707\u001b[0m                     skip_blank_lines=skip_blank_lines)\n\u001b[1;32m    708\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 709\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    710\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    711\u001b[0m     \u001b[0mparser_f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m    447\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    448\u001b[0m     \u001b[0;31m# Create the parser.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 449\u001b[0;31m     \u001b[0mparser\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    450\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    451\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m    816\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'has_index_names'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'has_index_names'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    817\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 818\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    819\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    820\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_make_engine\u001b[0;34m(self, engine)\u001b[0m\n\u001b[1;32m   1047\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_make_engine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'c'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1048\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'c'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1049\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mCParserWrapper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1050\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1051\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'python'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, src, **kwds)\u001b[0m\n\u001b[1;32m   1693\u001b[0m         \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'allow_leading_cols'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex_col\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1694\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1695\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reader\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparsers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTextReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1696\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1697\u001b[0m         \u001b[0;31m# XXX\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.__cinit__\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._setup_parser_source\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;31mFileNotFoundError\u001b[0m: File b'inc-25-PAY.csv' does not exist"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "local_file = \"inc-25-PAY.csv\"\n",
+    "raw_data = pd.read_csv(local_file, sep=\";\", skiprows=1, encoding=\"utf-8\")\n",
+    "raw_data.head()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3",
@@ -16,10 +63,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.3"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 2
 }
-
