From bfae24eae911c7db2670798368de5dbfb38383e0 Mon Sep 17 00:00:00 2001 From: 7404ea6678ce6fbf3a726e36f2bf2079 <7404ea6678ce6fbf3a726e36f2bf2079@app-learninglab.inria.fr> Date: Mon, 14 Oct 2024 12:25:30 +0000 Subject: [PATCH] notebook_COVID evaluation --- ...odule3_exo3_exercice_en_sujet7_COVID.ipynb | 8735 +++++++++++++++++ 1 file changed, 8735 insertions(+) create mode 100644 module3/exo3/module3_exo3_exercice_en_sujet7_COVID.ipynb diff --git a/module3/exo3/module3_exo3_exercice_en_sujet7_COVID.ipynb b/module3/exo3/module3_exo3_exercice_en_sujet7_COVID.ipynb new file mode 100644 index 0000000..39e7d3a --- /dev/null +++ b/module3/exo3/module3_exo3_exercice_en_sujet7_COVID.ipynb @@ -0,0 +1,8735 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "source": [ + "# Covid-19" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## I. Analysis number of cases covid-19" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.1 Import raw data" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...2/28/233/1/233/2/233/3/233/4/233/5/233/6/233/7/233/8/233/9/23
0NaNAfghanistan33.93911067.709953000000...209322209340209358209362209369209390209406209436209451209451
1NaNAlbania41.15330020.168300000000...334391334408334408334427334427334427334427334427334443334457
2NaNAlgeria28.0339001.659600000000...271441271448271463271469271469271477271477271490271494271496
3NaNAndorra42.5063001.521800000000...47866478754787547875478754787547875478754789047890
4NaNAngola-11.20270017.873900000000...105255105277105277105277105277105277105277105277105288105288
5NaNAntarctica-71.94990023.347000000000...11111111111111111111
6NaNAntigua and Barbuda17.060800-61.796400000000...9106910691069106910691069106910691069106
7NaNArgentina-38.416100-63.616700000000...10044125100441251004412510044125100441251004412510044957100449571004495710044957
8NaNArmenia40.06910045.038200000000...446819446819446819446819446819446819446819446819447308447308
9Australian Capital TerritoryAustralia-35.473500149.012400000000...232018232018232619232619232619232619232619232619232619232974
10New South WalesAustralia-33.868800151.209300000034...3900969390096939081293908129390812939081293908129390812939081293915992
11Northern TerritoryAustralia-12.463400130.845600000000...104931104931105021105021105021105021105021105021105021105111
12QueenslandAustralia-27.469800153.025100000000...1796633179663318002361800236180023618002361800236180023618002361800236
13South AustraliaAustralia-34.928500138.600700000000...880207880207881911881911881911881911881911881911881911883620
14TasmaniaAustralia-42.882100147.327200000000...286264286264286264286897286897286897286897286897286897287507
15VictoriaAustralia-37.813600144.963100000011...2874262287426228772602877260287726028772602877260287726028772602880559
16Western AustraliaAustralia-31.950500115.860500000000...1291077129107712934611293461129346112934611293461129346112934611293461
17NaNAustria47.51620014.550100000000...5911294591961659261485931247593666659409355943417594941859558605961143
18NaNAzerbaijan40.14310047.576900000000...828548828588828628828648828682828721828730828783828819828825
19NaNBahamas25.025885-78.035889000000...37491374913749137491374913749137491374913749137491
20NaNBahrain26.02750050.550000000000...707480707828708061708532708768709230709230709858710306710693
21NaNBangladesh23.68500090.356300000000...2037773203782920378292037829203782920378292037829203782920378712037871
22NaNBarbados13.193900-59.543200000000...106645106645106645106645106645106645106645106645106645106798
23NaNBelarus53.70980027.953400000000...994037994037994037994037994037994037994037994037994037994037
24NaNBelgium50.8333004.469936000000...4717655471765547277954727795472779547277954727795472779547277954739365
25NaNBelize17.189900-88.497600000000...70757707577075770757707577075770757707577075770757
26NaNBenin9.3077002.315800000000...27990279902799027990279902799027990279992799927999
27NaNBhutan27.51420090.433600000000...62615626206262062620626206262062620626206262762627
28NaNBolivia-16.290200-63.588700000000...1193009119325611934181193650119381511939081193970119406911941871194277
29NaNBosnia and Herzegovina43.91590017.679100000000...401575401636401636401636401636401636401636401636401729401729
..................................................................
259NaNTuvalu-7.109500177.649300000000...2805280528052805280528052805280528052805
260NaNUS40.000000-100.000000112255...103443455103533872103589757103648690103650837103646975103655539103690910103755771103802702
261NaNUganda1.37333332.290275000000...170504170504170504170504170504170504170504170504170544170544
262NaNUkraine48.37940031.165600000000...5693846570124957013335701474570160257017435701855570195957118185711929
263NaNUnited Arab Emirates23.42407653.847818000000...1051998105212210522471052382105251910526641052664105292610530681053213
264AnguillaUnited Kingdom18.220600-63.068600000000...3904390439043904390439043904390439043904
265BermudaUnited Kingdom32.307800-64.750500000000...18799188141881418814188141881418814188141882818828
266British Virgin IslandsUnited Kingdom18.420700-64.640000000000...7305730573057305730573057305730573057305
267Cayman IslandsUnited Kingdom19.313300-81.254600000000...31472314723147231472314723147231472314723147231472
268Channel IslandsUnited Kingdom49.372300-2.364400000000...0000000000
269Falkland Islands (Malvinas)United Kingdom-51.796300-59.523600000000...1930193019301930193019301930193019301930
270GibraltarUnited Kingdom36.140800-5.353600000000...20423204232042320433204332043320433204332043320433
271GuernseyUnited Kingdom49.448196-2.589490000000...34867349293492934929349293492934929349293499134991
272Isle of ManUnited Kingdom54.236100-4.548100000000...38008380083800838008380083800838008380083800838008
273JerseyUnited Kingdom49.213800-2.135800000000...66391663916639166391663916639166391663916639166391
274MontserratUnited Kingdom16.742498-62.187366000000...1403140314031403140314031403140314031403
275Pitcairn IslandsUnited Kingdom-24.376800-128.324200000000...4444444444
276Saint Helena, Ascension and Tristan da CunhaUnited Kingdom-7.946700-14.355900000000...2166216621662166216621662166216621662166
277Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...6551655165516551655165516551655765576561
278NaNUnited Kingdom55.378100-3.436000000000...24370150243701502439653024396530243965302439653024396530243965302439653024425309
279NaNUruguay-32.522800-55.765800000000...1034303103430310343031034303103430310343031034303103430310343031034303
280NaNUzbekistan41.37749164.585262000000...250932251071251071251071251071251071251071251071251247251247
281NaNVanuatu-15.376700166.959200000000...12014120141201412014120141201412014120141201412014
282NaNVenezuela6.423800-66.589700000000...551981551986551986552014552051552051552125552157552157552162
283NaNVietnam14.058324108.277199022222...11526917115269261152693711526950115269621152696611526966115269861152699411526994
284NaNWest Bank and Gaza31.95220035.233200000000...703228703228703228703228703228703228703228703228703228703228
285NaNWinter Olympics 202239.904200116.407400000000...535535535535535535535535535535
286NaNYemen15.55272748.516388000000...11945119451194511945119451194511945119451194511945
287NaNZambia-13.13389727.849332000000...343012343012343079343079343079343135343135343135343135343135
288NaNZimbabwe-19.01543829.154857000000...263921264127264127264127264127264127264127264127264276264276
\n", + "

289 rows × 1147 columns

\n", + "
" + ], + "text/plain": [ + " Province/State Country/Region \\\n", + "0 NaN Afghanistan \n", + "1 NaN Albania \n", + "2 NaN Algeria \n", + "3 NaN Andorra \n", + "4 NaN Angola \n", + "5 NaN Antarctica \n", + "6 NaN Antigua and Barbuda \n", + "7 NaN Argentina \n", + "8 NaN Armenia \n", + "9 Australian Capital Territory Australia \n", + "10 New South Wales Australia \n", + "11 Northern Territory Australia \n", + "12 Queensland Australia \n", + "13 South Australia Australia \n", + "14 Tasmania Australia \n", + "15 Victoria Australia \n", + "16 Western Australia Australia \n", + "17 NaN Austria \n", + "18 NaN Azerbaijan \n", + "19 NaN Bahamas \n", + "20 NaN Bahrain \n", + "21 NaN Bangladesh \n", + "22 NaN Barbados \n", + "23 NaN Belarus \n", + "24 NaN Belgium \n", + "25 NaN Belize \n", + "26 NaN Benin \n", + "27 NaN Bhutan \n", + "28 NaN Bolivia \n", + "29 NaN Bosnia and Herzegovina \n", + ".. ... ... \n", + "259 NaN Tuvalu \n", + "260 NaN US \n", + "261 NaN Uganda \n", + "262 NaN Ukraine \n", + "263 NaN United Arab Emirates \n", + "264 Anguilla United Kingdom \n", + "265 Bermuda United Kingdom \n", + "266 British Virgin Islands United Kingdom \n", + "267 Cayman Islands United Kingdom \n", + "268 Channel Islands United Kingdom \n", + "269 Falkland Islands (Malvinas) United Kingdom \n", + "270 Gibraltar United Kingdom \n", + "271 Guernsey United Kingdom \n", + "272 Isle of Man United Kingdom \n", + "273 Jersey United Kingdom \n", + "274 Montserrat United Kingdom \n", + "275 Pitcairn Islands United Kingdom \n", + "276 Saint Helena, Ascension and Tristan da Cunha United Kingdom \n", + "277 Turks and Caicos Islands United Kingdom \n", + "278 NaN United Kingdom \n", + "279 NaN Uruguay \n", + "280 NaN Uzbekistan \n", + "281 NaN Vanuatu \n", + "282 NaN Venezuela \n", + "283 NaN Vietnam \n", + "284 NaN West Bank and Gaza \n", + "285 NaN Winter Olympics 2022 \n", + "286 NaN Yemen \n", + "287 NaN Zambia \n", + "288 NaN Zimbabwe \n", + "\n", + " Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 \\\n", + "0 33.939110 67.709953 0 0 0 0 0 \n", + "1 41.153300 20.168300 0 0 0 0 0 \n", + "2 28.033900 1.659600 0 0 0 0 0 \n", + "3 42.506300 1.521800 0 0 0 0 0 \n", + "4 -11.202700 17.873900 0 0 0 0 0 \n", + "5 -71.949900 23.347000 0 0 0 0 0 \n", + "6 17.060800 -61.796400 0 0 0 0 0 \n", + "7 -38.416100 -63.616700 0 0 0 0 0 \n", + "8 40.069100 45.038200 0 0 0 0 0 \n", + "9 -35.473500 149.012400 0 0 0 0 0 \n", + "10 -33.868800 151.209300 0 0 0 0 3 \n", + "11 -12.463400 130.845600 0 0 0 0 0 \n", + "12 -27.469800 153.025100 0 0 0 0 0 \n", + "13 -34.928500 138.600700 0 0 0 0 0 \n", + "14 -42.882100 147.327200 0 0 0 0 0 \n", + "15 -37.813600 144.963100 0 0 0 0 1 \n", + "16 -31.950500 115.860500 0 0 0 0 0 \n", + "17 47.516200 14.550100 0 0 0 0 0 \n", + "18 40.143100 47.576900 0 0 0 0 0 \n", + "19 25.025885 -78.035889 0 0 0 0 0 \n", + "20 26.027500 50.550000 0 0 0 0 0 \n", + "21 23.685000 90.356300 0 0 0 0 0 \n", + "22 13.193900 -59.543200 0 0 0 0 0 \n", + "23 53.709800 27.953400 0 0 0 0 0 \n", + "24 50.833300 4.469936 0 0 0 0 0 \n", + "25 17.189900 -88.497600 0 0 0 0 0 \n", + "26 9.307700 2.315800 0 0 0 0 0 \n", + "27 27.514200 90.433600 0 0 0 0 0 \n", + "28 -16.290200 -63.588700 0 0 0 0 0 \n", + "29 43.915900 17.679100 0 0 0 0 0 \n", + ".. ... ... ... ... ... ... ... \n", + "259 -7.109500 177.649300 0 0 0 0 0 \n", + "260 40.000000 -100.000000 1 1 2 2 5 \n", + "261 1.373333 32.290275 0 0 0 0 0 \n", + "262 48.379400 31.165600 0 0 0 0 0 \n", + "263 23.424076 53.847818 0 0 0 0 0 \n", + "264 18.220600 -63.068600 0 0 0 0 0 \n", + "265 32.307800 -64.750500 0 0 0 0 0 \n", + "266 18.420700 -64.640000 0 0 0 0 0 \n", + "267 19.313300 -81.254600 0 0 0 0 0 \n", + "268 49.372300 -2.364400 0 0 0 0 0 \n", + "269 -51.796300 -59.523600 0 0 0 0 0 \n", + "270 36.140800 -5.353600 0 0 0 0 0 \n", + "271 49.448196 -2.589490 0 0 0 0 0 \n", + "272 54.236100 -4.548100 0 0 0 0 0 \n", + "273 49.213800 -2.135800 0 0 0 0 0 \n", + "274 16.742498 -62.187366 0 0 0 0 0 \n", + "275 -24.376800 -128.324200 0 0 0 0 0 \n", + "276 -7.946700 -14.355900 0 0 0 0 0 \n", + "277 21.694000 -71.797900 0 0 0 0 0 \n", + "278 55.378100 -3.436000 0 0 0 0 0 \n", + "279 -32.522800 -55.765800 0 0 0 0 0 \n", + "280 41.377491 64.585262 0 0 0 0 0 \n", + "281 -15.376700 166.959200 0 0 0 0 0 \n", + "282 6.423800 -66.589700 0 0 0 0 0 \n", + "283 14.058324 108.277199 0 2 2 2 2 \n", + "284 31.952200 35.233200 0 0 0 0 0 \n", + "285 39.904200 116.407400 0 0 0 0 0 \n", + "286 15.552727 48.516388 0 0 0 0 0 \n", + "287 -13.133897 27.849332 0 0 0 0 0 \n", + "288 -19.015438 29.154857 0 0 0 0 0 \n", + "\n", + " 1/27/20 ... 2/28/23 3/1/23 3/2/23 3/3/23 \\\n", + "0 0 ... 209322 209340 209358 209362 \n", + "1 0 ... 334391 334408 334408 334427 \n", + "2 0 ... 271441 271448 271463 271469 \n", + "3 0 ... 47866 47875 47875 47875 \n", + "4 0 ... 105255 105277 105277 105277 \n", + "5 0 ... 11 11 11 11 \n", + "6 0 ... 9106 9106 9106 9106 \n", + "7 0 ... 10044125 10044125 10044125 10044125 \n", + "8 0 ... 446819 446819 446819 446819 \n", + "9 0 ... 232018 232018 232619 232619 \n", + "10 4 ... 3900969 3900969 3908129 3908129 \n", + "11 0 ... 104931 104931 105021 105021 \n", + "12 0 ... 1796633 1796633 1800236 1800236 \n", + "13 0 ... 880207 880207 881911 881911 \n", + "14 0 ... 286264 286264 286264 286897 \n", + "15 1 ... 2874262 2874262 2877260 2877260 \n", + "16 0 ... 1291077 1291077 1293461 1293461 \n", + "17 0 ... 5911294 5919616 5926148 5931247 \n", + "18 0 ... 828548 828588 828628 828648 \n", + "19 0 ... 37491 37491 37491 37491 \n", + "20 0 ... 707480 707828 708061 708532 \n", + "21 0 ... 2037773 2037829 2037829 2037829 \n", + "22 0 ... 106645 106645 106645 106645 \n", + "23 0 ... 994037 994037 994037 994037 \n", + "24 0 ... 4717655 4717655 4727795 4727795 \n", + "25 0 ... 70757 70757 70757 70757 \n", + "26 0 ... 27990 27990 27990 27990 \n", + "27 0 ... 62615 62620 62620 62620 \n", + "28 0 ... 1193009 1193256 1193418 1193650 \n", + "29 0 ... 401575 401636 401636 401636 \n", + ".. ... ... ... ... ... ... \n", + "259 0 ... 2805 2805 2805 2805 \n", + "260 5 ... 103443455 103533872 103589757 103648690 \n", + "261 0 ... 170504 170504 170504 170504 \n", + "262 0 ... 5693846 5701249 5701333 5701474 \n", + "263 0 ... 1051998 1052122 1052247 1052382 \n", + "264 0 ... 3904 3904 3904 3904 \n", + "265 0 ... 18799 18814 18814 18814 \n", + "266 0 ... 7305 7305 7305 7305 \n", + "267 0 ... 31472 31472 31472 31472 \n", + "268 0 ... 0 0 0 0 \n", + "269 0 ... 1930 1930 1930 1930 \n", + "270 0 ... 20423 20423 20423 20433 \n", + "271 0 ... 34867 34929 34929 34929 \n", + "272 0 ... 38008 38008 38008 38008 \n", + "273 0 ... 66391 66391 66391 66391 \n", + "274 0 ... 1403 1403 1403 1403 \n", + "275 0 ... 4 4 4 4 \n", + "276 0 ... 2166 2166 2166 2166 \n", + "277 0 ... 6551 6551 6551 6551 \n", + "278 0 ... 24370150 24370150 24396530 24396530 \n", + "279 0 ... 1034303 1034303 1034303 1034303 \n", + "280 0 ... 250932 251071 251071 251071 \n", + "281 0 ... 12014 12014 12014 12014 \n", + "282 0 ... 551981 551986 551986 552014 \n", + "283 2 ... 11526917 11526926 11526937 11526950 \n", + "284 0 ... 703228 703228 703228 703228 \n", + "285 0 ... 535 535 535 535 \n", + "286 0 ... 11945 11945 11945 11945 \n", + "287 0 ... 343012 343012 343079 343079 \n", + "288 0 ... 263921 264127 264127 264127 \n", + "\n", + " 3/4/23 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n", + "0 209369 209390 209406 209436 209451 209451 \n", + "1 334427 334427 334427 334427 334443 334457 \n", + "2 271469 271477 271477 271490 271494 271496 \n", + "3 47875 47875 47875 47875 47890 47890 \n", + "4 105277 105277 105277 105277 105288 105288 \n", + "5 11 11 11 11 11 11 \n", + "6 9106 9106 9106 9106 9106 9106 \n", + "7 10044125 10044125 10044957 10044957 10044957 10044957 \n", + "8 446819 446819 446819 446819 447308 447308 \n", + "9 232619 232619 232619 232619 232619 232974 \n", + "10 3908129 3908129 3908129 3908129 3908129 3915992 \n", + "11 105021 105021 105021 105021 105021 105111 \n", + "12 1800236 1800236 1800236 1800236 1800236 1800236 \n", + "13 881911 881911 881911 881911 881911 883620 \n", + "14 286897 286897 286897 286897 286897 287507 \n", + "15 2877260 2877260 2877260 2877260 2877260 2880559 \n", + "16 1293461 1293461 1293461 1293461 1293461 1293461 \n", + "17 5936666 5940935 5943417 5949418 5955860 5961143 \n", + "18 828682 828721 828730 828783 828819 828825 \n", + "19 37491 37491 37491 37491 37491 37491 \n", + "20 708768 709230 709230 709858 710306 710693 \n", + "21 2037829 2037829 2037829 2037829 2037871 2037871 \n", + "22 106645 106645 106645 106645 106645 106798 \n", + "23 994037 994037 994037 994037 994037 994037 \n", + "24 4727795 4727795 4727795 4727795 4727795 4739365 \n", + "25 70757 70757 70757 70757 70757 70757 \n", + "26 27990 27990 27990 27999 27999 27999 \n", + "27 62620 62620 62620 62620 62627 62627 \n", + "28 1193815 1193908 1193970 1194069 1194187 1194277 \n", + "29 401636 401636 401636 401636 401729 401729 \n", + ".. ... ... ... ... ... ... \n", + "259 2805 2805 2805 2805 2805 2805 \n", + "260 103650837 103646975 103655539 103690910 103755771 103802702 \n", + "261 170504 170504 170504 170504 170544 170544 \n", + "262 5701602 5701743 5701855 5701959 5711818 5711929 \n", + "263 1052519 1052664 1052664 1052926 1053068 1053213 \n", + "264 3904 3904 3904 3904 3904 3904 \n", + "265 18814 18814 18814 18814 18828 18828 \n", + "266 7305 7305 7305 7305 7305 7305 \n", + "267 31472 31472 31472 31472 31472 31472 \n", + "268 0 0 0 0 0 0 \n", + "269 1930 1930 1930 1930 1930 1930 \n", + "270 20433 20433 20433 20433 20433 20433 \n", + "271 34929 34929 34929 34929 34991 34991 \n", + "272 38008 38008 38008 38008 38008 38008 \n", + "273 66391 66391 66391 66391 66391 66391 \n", + "274 1403 1403 1403 1403 1403 1403 \n", + "275 4 4 4 4 4 4 \n", + "276 2166 2166 2166 2166 2166 2166 \n", + "277 6551 6551 6551 6557 6557 6561 \n", + "278 24396530 24396530 24396530 24396530 24396530 24425309 \n", + "279 1034303 1034303 1034303 1034303 1034303 1034303 \n", + "280 251071 251071 251071 251071 251247 251247 \n", + "281 12014 12014 12014 12014 12014 12014 \n", + "282 552051 552051 552125 552157 552157 552162 \n", + "283 11526962 11526966 11526966 11526986 11526994 11526994 \n", + "284 703228 703228 703228 703228 703228 703228 \n", + "285 535 535 535 535 535 535 \n", + "286 11945 11945 11945 11945 11945 11945 \n", + "287 343079 343135 343135 343135 343135 343135 \n", + "288 264127 264127 264127 264127 264276 264276 \n", + "\n", + "[289 rows x 1147 columns]" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Load data\n", + "df = pd.read_csv('https://app-learninglab.inria.fr/moocrr/gitlab/082aa0aa9507b80b621099010e33de9d/mooc-rr/raw/master/module3/exo3/time_series_covid19_confirmed_global.csv')\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.2 Sorting by chosen country" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...2/28/233/1/233/2/233/3/233/4/233/5/233/6/233/7/233/8/233/9/23
24NaNBelgium50.8333004.469936000000...4717655471765547277954727795472779547277954727795472779547277954739365
59AnhuiChina31.825700117.2264001915396070...2275227522752275227522752275227522752275
60BeijingChina40.182400116.414200142236416880...40774407744077440774407744077440774407744077440774
61ChongqingChina30.057200107.87400069275775110...14715147151471514715147151471514715147151471514715
62FujianChina26.078900117.9874001510183559...17122171221712217122171221712217122171221712217122
63GansuChina35.751800104.2861000224714...1742174217421742174217421742174217421742
64GuangdongChina23.341700113.42440026325378111151...103248103248103248103248103248103248103248103248103248103248
65GuangxiChina23.829800108.7881002523233646...13371133711337113371133711337113371133711337113371
66GuizhouChina26.815400106.874800133457...2534253425342534253425342534253425342534
67HainanChina19.195900109.745300458192233...10483104831048310483104831048310483104831048310483
68HebeiChina39.549000116.13060011281318...3292329232923292329232923292329232923292
69HeilongjiangChina47.862000127.76150002491521...6603660366036603660366036603660366036603
70HenanChina37.895700114.9042005593283128...9948994899489948994899489948994899489948
71Hong KongChina22.300000114.200000022588...2876106287610628761062876106287610628761062876106287610628761062876106
72HubeiChina30.975600112.27070044444454976110581423...72131721317213172131721317213172131721317213172131
73HunanChina27.610400111.70880049244369100...7437743774377437743774377437743774377437
74Inner MongoliaChina44.093500113.9448000017711...8847884788478847884788478847884788478847
75JiangsuChina32.971100119.455000159183347...5075507550755075507550755075507550755075
76JiangxiChina27.614000115.7221002718183672...3423342334233423342334233423342334233423
77JilinChina43.666100126.192300013446...40764407644076440764407644076440764407644076440764
78LiaoningChina41.295600122.608500234172127...3547354735473547354735473547354735473547
79MacauChina22.166700113.550000122256...3514351435143514351435143514351435143514
80NingxiaChina37.269200106.165500112347...1276127612761276127612761276127612761276
81QinghaiChina35.74520095.995600000116...782782782782782782782782782782
82ShaanxiChina35.191700108.870100035152235...7326732673267326732673267326732673267326
83ShandongChina36.342700118.1498002615274675...5880588058805880588058805880588058805880
84ShanghaiChina31.202000121.44910091620334053...67040670406704067040670406704067040670406704067040
85ShanxiChina37.577700112.2922001116913...7167716771677167716771677167716771677167
86SichuanChina30.617100102.7103005815284469...14567145671456714567145671456714567145671456714567
87TianjinChina39.305400117.323000448101423...4392439243924392439243924392439243924392
..................................................................
130Wallis and FutunaFrance-14.293800-178.116500000000...3427342734273427342734273427342734273427
131NaNFrance46.2276002.213700002333...38579269385837943858799038591184385911843859118438599330386063933861220138618509
135NaNGermany51.16569110.451526000001...38168908381899543820257138210850382108503821085138210851382316103824123138249060
150NaNIran32.42790853.688046000000...7567906756890375692617569483756976975702327570743757135275719967572311
154NaNItaly41.87194012.567380000000...25576852255768522557685225603510256035102560351025603510256035102560351025603510
156NaNJapan36.204824138.252924222244...33227230332411803325268633263208332736393328237033286633332987993331060433320438
162NaNKorea, South35.907757127.766922112234...30526012305335733054398130555102305551023056921530581499305942973060518730615522
196ArubaNetherlands12.521100-69.968300000000...44026440444404444044440444404444044440444404444044
197Bonaire, Sint Eustatius and SabaNetherlands12.178400-68.238500000000...11797118041180411804118041180411804118041180411804
198CuracaoNetherlands12.169600-68.990000000000...45986459864598645986459864598645986459864598645986
199Sint MaartenNetherlands18.042500-63.054800000000...11016110201102011020110201102011020110201102011020
200NaNNetherlands52.1326005.291300000000...8596157859615785961578598043859804385980438598043859998185999818599981
218NaNPortugal39.399900-8.224500000000...5566708556808455680845568084556808455680845568084556808455704735570473
241NaNSpain40.463667-3.749220000000...13763336137633361376333613770429137704291377042913770429137704291377042913770429
260NaNUS40.000000-100.000000112255...103443455103533872103589757103648690103650837103646975103655539103690910103755771103802702
264AnguillaUnited Kingdom18.220600-63.068600000000...3904390439043904390439043904390439043904
265BermudaUnited Kingdom32.307800-64.750500000000...18799188141881418814188141881418814188141882818828
266British Virgin IslandsUnited Kingdom18.420700-64.640000000000...7305730573057305730573057305730573057305
267Cayman IslandsUnited Kingdom19.313300-81.254600000000...31472314723147231472314723147231472314723147231472
268Channel IslandsUnited Kingdom49.372300-2.364400000000...0000000000
269Falkland Islands (Malvinas)United Kingdom-51.796300-59.523600000000...1930193019301930193019301930193019301930
270GibraltarUnited Kingdom36.140800-5.353600000000...20423204232042320433204332043320433204332043320433
271GuernseyUnited Kingdom49.448196-2.589490000000...34867349293492934929349293492934929349293499134991
272Isle of ManUnited Kingdom54.236100-4.548100000000...38008380083800838008380083800838008380083800838008
273JerseyUnited Kingdom49.213800-2.135800000000...66391663916639166391663916639166391663916639166391
274MontserratUnited Kingdom16.742498-62.187366000000...1403140314031403140314031403140314031403
275Pitcairn IslandsUnited Kingdom-24.376800-128.324200000000...4444444444
276Saint Helena, Ascension and Tristan da CunhaUnited Kingdom-7.946700-14.355900000000...2166216621662166216621662166216621662166
277Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...6551655165516551655165516551655765576561
278NaNUnited Kingdom55.378100-3.436000000000...24370150243701502439653024396530243965302439653024396530243965302439653024425309
\n", + "

75 rows × 1147 columns

\n", + "
" + ], + "text/plain": [ + " Province/State Country/Region Lat \\\n", + "24 NaN Belgium 50.833300 \n", + "59 Anhui China 31.825700 \n", + "60 Beijing China 40.182400 \n", + "61 Chongqing China 30.057200 \n", + "62 Fujian China 26.078900 \n", + "63 Gansu China 35.751800 \n", + "64 Guangdong China 23.341700 \n", + "65 Guangxi China 23.829800 \n", + "66 Guizhou China 26.815400 \n", + "67 Hainan China 19.195900 \n", + "68 Hebei China 39.549000 \n", + "69 Heilongjiang China 47.862000 \n", + "70 Henan China 37.895700 \n", + "71 Hong Kong China 22.300000 \n", + "72 Hubei China 30.975600 \n", + "73 Hunan China 27.610400 \n", + "74 Inner Mongolia China 44.093500 \n", + "75 Jiangsu China 32.971100 \n", + "76 Jiangxi China 27.614000 \n", + "77 Jilin China 43.666100 \n", + "78 Liaoning China 41.295600 \n", + "79 Macau China 22.166700 \n", + "80 Ningxia China 37.269200 \n", + "81 Qinghai China 35.745200 \n", + "82 Shaanxi China 35.191700 \n", + "83 Shandong China 36.342700 \n", + "84 Shanghai China 31.202000 \n", + "85 Shanxi China 37.577700 \n", + "86 Sichuan China 30.617100 \n", + "87 Tianjin China 39.305400 \n", + ".. ... ... ... \n", + "130 Wallis and Futuna France -14.293800 \n", + "131 NaN France 46.227600 \n", + "135 NaN Germany 51.165691 \n", + "150 NaN Iran 32.427908 \n", + "154 NaN Italy 41.871940 \n", + "156 NaN Japan 36.204824 \n", + "162 NaN Korea, South 35.907757 \n", + "196 Aruba Netherlands 12.521100 \n", + "197 Bonaire, Sint Eustatius and Saba Netherlands 12.178400 \n", + "198 Curacao Netherlands 12.169600 \n", + "199 Sint Maarten Netherlands 18.042500 \n", + "200 NaN Netherlands 52.132600 \n", + "218 NaN Portugal 39.399900 \n", + "241 NaN Spain 40.463667 \n", + "260 NaN US 40.000000 \n", + "264 Anguilla United Kingdom 18.220600 \n", + "265 Bermuda United Kingdom 32.307800 \n", + "266 British Virgin Islands United Kingdom 18.420700 \n", + "267 Cayman Islands United Kingdom 19.313300 \n", + "268 Channel Islands United Kingdom 49.372300 \n", + "269 Falkland Islands (Malvinas) United Kingdom -51.796300 \n", + "270 Gibraltar United Kingdom 36.140800 \n", + "271 Guernsey United Kingdom 49.448196 \n", + "272 Isle of Man United Kingdom 54.236100 \n", + "273 Jersey United Kingdom 49.213800 \n", + "274 Montserrat United Kingdom 16.742498 \n", + "275 Pitcairn Islands United Kingdom -24.376800 \n", + "276 Saint Helena, Ascension and Tristan da Cunha United Kingdom -7.946700 \n", + "277 Turks and Caicos Islands United Kingdom 21.694000 \n", + "278 NaN United Kingdom 55.378100 \n", + "\n", + " Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 \\\n", + "24 4.469936 0 0 0 0 0 0 \n", + "59 117.226400 1 9 15 39 60 70 \n", + "60 116.414200 14 22 36 41 68 80 \n", + "61 107.874000 6 9 27 57 75 110 \n", + "62 117.987400 1 5 10 18 35 59 \n", + "63 104.286100 0 2 2 4 7 14 \n", + "64 113.424400 26 32 53 78 111 151 \n", + "65 108.788100 2 5 23 23 36 46 \n", + "66 106.874800 1 3 3 4 5 7 \n", + "67 109.745300 4 5 8 19 22 33 \n", + "68 116.130600 1 1 2 8 13 18 \n", + "69 127.761500 0 2 4 9 15 21 \n", + "70 114.904200 5 5 9 32 83 128 \n", + "71 114.200000 0 2 2 5 8 8 \n", + "72 112.270700 444 444 549 761 1058 1423 \n", + "73 111.708800 4 9 24 43 69 100 \n", + "74 113.944800 0 0 1 7 7 11 \n", + "75 119.455000 1 5 9 18 33 47 \n", + "76 115.722100 2 7 18 18 36 72 \n", + "77 126.192300 0 1 3 4 4 6 \n", + "78 122.608500 2 3 4 17 21 27 \n", + "79 113.550000 1 2 2 2 5 6 \n", + "80 106.165500 1 1 2 3 4 7 \n", + "81 95.995600 0 0 0 1 1 6 \n", + "82 108.870100 0 3 5 15 22 35 \n", + "83 118.149800 2 6 15 27 46 75 \n", + "84 121.449100 9 16 20 33 40 53 \n", + "85 112.292200 1 1 1 6 9 13 \n", + "86 102.710300 5 8 15 28 44 69 \n", + "87 117.323000 4 4 8 10 14 23 \n", + ".. ... ... ... ... ... ... ... \n", + "130 -178.116500 0 0 0 0 0 0 \n", + "131 2.213700 0 0 2 3 3 3 \n", + "135 10.451526 0 0 0 0 0 1 \n", + "150 53.688046 0 0 0 0 0 0 \n", + "154 12.567380 0 0 0 0 0 0 \n", + "156 138.252924 2 2 2 2 4 4 \n", + "162 127.766922 1 1 2 2 3 4 \n", + "196 -69.968300 0 0 0 0 0 0 \n", + "197 -68.238500 0 0 0 0 0 0 \n", + "198 -68.990000 0 0 0 0 0 0 \n", + "199 -63.054800 0 0 0 0 0 0 \n", + "200 5.291300 0 0 0 0 0 0 \n", + "218 -8.224500 0 0 0 0 0 0 \n", + "241 -3.749220 0 0 0 0 0 0 \n", + "260 -100.000000 1 1 2 2 5 5 \n", + "264 -63.068600 0 0 0 0 0 0 \n", + "265 -64.750500 0 0 0 0 0 0 \n", + "266 -64.640000 0 0 0 0 0 0 \n", + "267 -81.254600 0 0 0 0 0 0 \n", + "268 -2.364400 0 0 0 0 0 0 \n", + "269 -59.523600 0 0 0 0 0 0 \n", + "270 -5.353600 0 0 0 0 0 0 \n", + "271 -2.589490 0 0 0 0 0 0 \n", + "272 -4.548100 0 0 0 0 0 0 \n", + "273 -2.135800 0 0 0 0 0 0 \n", + "274 -62.187366 0 0 0 0 0 0 \n", + "275 -128.324200 0 0 0 0 0 0 \n", + "276 -14.355900 0 0 0 0 0 0 \n", + "277 -71.797900 0 0 0 0 0 0 \n", + "278 -3.436000 0 0 0 0 0 0 \n", + "\n", + " ... 2/28/23 3/1/23 3/2/23 3/3/23 3/4/23 \\\n", + "24 ... 4717655 4717655 4727795 4727795 4727795 \n", + "59 ... 2275 2275 2275 2275 2275 \n", + "60 ... 40774 40774 40774 40774 40774 \n", + "61 ... 14715 14715 14715 14715 14715 \n", + "62 ... 17122 17122 17122 17122 17122 \n", + "63 ... 1742 1742 1742 1742 1742 \n", + "64 ... 103248 103248 103248 103248 103248 \n", + "65 ... 13371 13371 13371 13371 13371 \n", + "66 ... 2534 2534 2534 2534 2534 \n", + "67 ... 10483 10483 10483 10483 10483 \n", + "68 ... 3292 3292 3292 3292 3292 \n", + "69 ... 6603 6603 6603 6603 6603 \n", + "70 ... 9948 9948 9948 9948 9948 \n", + "71 ... 2876106 2876106 2876106 2876106 2876106 \n", + "72 ... 72131 72131 72131 72131 72131 \n", + "73 ... 7437 7437 7437 7437 7437 \n", + "74 ... 8847 8847 8847 8847 8847 \n", + "75 ... 5075 5075 5075 5075 5075 \n", + "76 ... 3423 3423 3423 3423 3423 \n", + "77 ... 40764 40764 40764 40764 40764 \n", + "78 ... 3547 3547 3547 3547 3547 \n", + "79 ... 3514 3514 3514 3514 3514 \n", + "80 ... 1276 1276 1276 1276 1276 \n", + "81 ... 782 782 782 782 782 \n", + "82 ... 7326 7326 7326 7326 7326 \n", + "83 ... 5880 5880 5880 5880 5880 \n", + "84 ... 67040 67040 67040 67040 67040 \n", + "85 ... 7167 7167 7167 7167 7167 \n", + "86 ... 14567 14567 14567 14567 14567 \n", + "87 ... 4392 4392 4392 4392 4392 \n", + ".. ... ... ... ... ... ... \n", + "130 ... 3427 3427 3427 3427 3427 \n", + "131 ... 38579269 38583794 38587990 38591184 38591184 \n", + "135 ... 38168908 38189954 38202571 38210850 38210850 \n", + "150 ... 7567906 7568903 7569261 7569483 7569769 \n", + "154 ... 25576852 25576852 25576852 25603510 25603510 \n", + "156 ... 33227230 33241180 33252686 33263208 33273639 \n", + "162 ... 30526012 30533573 30543981 30555102 30555102 \n", + "196 ... 44026 44044 44044 44044 44044 \n", + "197 ... 11797 11804 11804 11804 11804 \n", + "198 ... 45986 45986 45986 45986 45986 \n", + "199 ... 11016 11020 11020 11020 11020 \n", + "200 ... 8596157 8596157 8596157 8598043 8598043 \n", + "218 ... 5566708 5568084 5568084 5568084 5568084 \n", + "241 ... 13763336 13763336 13763336 13770429 13770429 \n", + "260 ... 103443455 103533872 103589757 103648690 103650837 \n", + "264 ... 3904 3904 3904 3904 3904 \n", + "265 ... 18799 18814 18814 18814 18814 \n", + "266 ... 7305 7305 7305 7305 7305 \n", + "267 ... 31472 31472 31472 31472 31472 \n", + "268 ... 0 0 0 0 0 \n", + "269 ... 1930 1930 1930 1930 1930 \n", + "270 ... 20423 20423 20423 20433 20433 \n", + "271 ... 34867 34929 34929 34929 34929 \n", + "272 ... 38008 38008 38008 38008 38008 \n", + "273 ... 66391 66391 66391 66391 66391 \n", + "274 ... 1403 1403 1403 1403 1403 \n", + "275 ... 4 4 4 4 4 \n", + "276 ... 2166 2166 2166 2166 2166 \n", + "277 ... 6551 6551 6551 6551 6551 \n", + "278 ... 24370150 24370150 24396530 24396530 24396530 \n", + "\n", + " 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n", + "24 4727795 4727795 4727795 4727795 4739365 \n", + "59 2275 2275 2275 2275 2275 \n", + "60 40774 40774 40774 40774 40774 \n", + "61 14715 14715 14715 14715 14715 \n", + "62 17122 17122 17122 17122 17122 \n", + "63 1742 1742 1742 1742 1742 \n", + "64 103248 103248 103248 103248 103248 \n", + "65 13371 13371 13371 13371 13371 \n", + "66 2534 2534 2534 2534 2534 \n", + "67 10483 10483 10483 10483 10483 \n", + "68 3292 3292 3292 3292 3292 \n", + "69 6603 6603 6603 6603 6603 \n", + "70 9948 9948 9948 9948 9948 \n", + "71 2876106 2876106 2876106 2876106 2876106 \n", + "72 72131 72131 72131 72131 72131 \n", + "73 7437 7437 7437 7437 7437 \n", + "74 8847 8847 8847 8847 8847 \n", + "75 5075 5075 5075 5075 5075 \n", + "76 3423 3423 3423 3423 3423 \n", + "77 40764 40764 40764 40764 40764 \n", + "78 3547 3547 3547 3547 3547 \n", + "79 3514 3514 3514 3514 3514 \n", + "80 1276 1276 1276 1276 1276 \n", + "81 782 782 782 782 782 \n", + "82 7326 7326 7326 7326 7326 \n", + "83 5880 5880 5880 5880 5880 \n", + "84 67040 67040 67040 67040 67040 \n", + "85 7167 7167 7167 7167 7167 \n", + "86 14567 14567 14567 14567 14567 \n", + "87 4392 4392 4392 4392 4392 \n", + ".. ... ... ... ... ... \n", + "130 3427 3427 3427 3427 3427 \n", + "131 38591184 38599330 38606393 38612201 38618509 \n", + "135 38210851 38210851 38231610 38241231 38249060 \n", + "150 7570232 7570743 7571352 7571996 7572311 \n", + "154 25603510 25603510 25603510 25603510 25603510 \n", + "156 33282370 33286633 33298799 33310604 33320438 \n", + "162 30569215 30581499 30594297 30605187 30615522 \n", + "196 44044 44044 44044 44044 44044 \n", + "197 11804 11804 11804 11804 11804 \n", + "198 45986 45986 45986 45986 45986 \n", + "199 11020 11020 11020 11020 11020 \n", + "200 8598043 8598043 8599981 8599981 8599981 \n", + "218 5568084 5568084 5568084 5570473 5570473 \n", + "241 13770429 13770429 13770429 13770429 13770429 \n", + "260 103646975 103655539 103690910 103755771 103802702 \n", + "264 3904 3904 3904 3904 3904 \n", + "265 18814 18814 18814 18828 18828 \n", + "266 7305 7305 7305 7305 7305 \n", + "267 31472 31472 31472 31472 31472 \n", + "268 0 0 0 0 0 \n", + "269 1930 1930 1930 1930 1930 \n", + "270 20433 20433 20433 20433 20433 \n", + "271 34929 34929 34929 34991 34991 \n", + "272 38008 38008 38008 38008 38008 \n", + "273 66391 66391 66391 66391 66391 \n", + "274 1403 1403 1403 1403 1403 \n", + "275 4 4 4 4 4 \n", + "276 2166 2166 2166 2166 2166 \n", + "277 6551 6551 6557 6557 6561 \n", + "278 24396530 24396530 24396530 24396530 24425309 \n", + "\n", + "[75 rows x 1147 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Country list\n", + "countries_of_interest = [\"Belgium\", \"China\", \"Hong Kong\", \"France\", \"Germany\", \"Iran\", \"Italy\", \"Japan\",\n", + " \"Korea, South\", \"Netherlands\", \"Portugal\", \"Spain\", \"United Kingdom\", \"US\"]\n", + "\n", + "# Filter by country\n", + "filtered_data = df[df['Country/Region'].isin(countries_of_interest)]\n", + "\n", + "filtered_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.3 Remove no-needed data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Country/Region1/22/201/23/201/24/201/25/201/26/201/27/201/28/201/29/201/30/20...2/28/233/1/233/2/233/3/233/4/233/5/233/6/233/7/233/8/233/9/23
24Belgium000000000...4717655471765547277954727795472779547277954727795472779547277954739365
59China1915396070106152200...2275227522752275227522752275227522752275
60China14223641688091111114...40774407744077440774407744077440774407744077440774
61China69275775110132147182...14715147151471514715147151471514715147151471514715
62China15101835598084101...17122171221712217122171221712217122171221712217122
63China0224714192426...1742174217421742174217421742174217421742
64China26325378111151207277354...103248103248103248103248103248103248103248103248103248103248
65China2523233646515878...13371133711337113371133711337113371133711337113371
66China1334579912...2534253425342534253425342534253425342534
67China458192233404346...10483104831048310483104831048310483104831048310483
68China11281318334865...3292329232923292329232923292329232923292
69China02491521333844...6603660366036603660366036603660366036603
70China5593283128168206278...9948994899489948994899489948994899489948
71China02258881010...2876106287610628761062876106287610628761062876106287610628761062876106
72China44444454976110581423355435544903...72131721317213172131721317213172131721317213172131
73China49244369100143221277...7437743774377437743774377437743774377437
74China0017711151619...8847884788478847884788478847884788478847
75China1591833477099129...5075507550755075507550755075507550755075
76China2718183672109109162...3423342334233423342334233423342334233423
77China0134468914...40764407644076440764407644076440764407644076440764
78China234172127343941...3547354735473547354735473547354735473547
79China122256777...3514351435143514351435143514351435143514
80China112347111217...1276127612761276127612761276127612761276
81China000116668...782782782782782782782782782782
82China035152235465663...7326732673267326732673267326732673267326
83China261527467595130158...5880588058805880588058805880588058805880
84China916203340536696112...67040670406704067040670406704067040670406704067040
85China1116913272735...7167716771677167716771677167716771677167
86China581528446990108142...14567145671456714567145671456714567145671456714567
87China448101423242731...4392439243924392439243924392439243924392
..................................................................
130France000000000...3427342734273427342734273427342734273427
131France002333455...38579269385837943858799038591184385911843859118438599330386063933861220138618509
135Germany000001444...38168908381899543820257138210850382108503821085138210851382316103824123138249060
150Iran000000000...7567906756890375692617569483756976975702327570743757135275719967572311
154Italy000000000...25576852255768522557685225603510256035102560351025603510256035102560351025603510
156Japan2222447711...33227230332411803325268633263208332736393328237033286633332987993331060433320438
162Korea, South112234444...30526012305335733054398130555102305551023056921530581499305942973060518730615522
196Netherlands000000000...44026440444404444044440444404444044440444404444044
197Netherlands000000000...11797118041180411804118041180411804118041180411804
198Netherlands000000000...45986459864598645986459864598645986459864598645986
199Netherlands000000000...11016110201102011020110201102011020110201102011020
200Netherlands000000000...8596157859615785961578598043859804385980438598043859998185999818599981
218Portugal000000000...5566708556808455680845568084556808455680845568084556808455704735570473
241Spain000000000...13763336137633361376333613770429137704291377042913770429137704291377042913770429
260US112255566...103443455103533872103589757103648690103650837103646975103655539103690910103755771103802702
264United Kingdom000000000...3904390439043904390439043904390439043904
265United Kingdom000000000...18799188141881418814188141881418814188141882818828
266United Kingdom000000000...7305730573057305730573057305730573057305
267United Kingdom000000000...31472314723147231472314723147231472314723147231472
268United Kingdom000000000...0000000000
269United Kingdom000000000...1930193019301930193019301930193019301930
270United Kingdom000000000...20423204232042320433204332043320433204332043320433
271United Kingdom000000000...34867349293492934929349293492934929349293499134991
272United Kingdom000000000...38008380083800838008380083800838008380083800838008
273United Kingdom000000000...66391663916639166391663916639166391663916639166391
274United Kingdom000000000...1403140314031403140314031403140314031403
275United Kingdom000000000...4444444444
276United Kingdom000000000...2166216621662166216621662166216621662166
277United Kingdom000000000...6551655165516551655165516551655765576561
278United Kingdom000000000...24370150243701502439653024396530243965302439653024396530243965302439653024425309
\n", + "

75 rows × 1144 columns

\n", + "
" + ], + "text/plain": [ + " Country/Region 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 \\\n", + "24 Belgium 0 0 0 0 0 0 \n", + "59 China 1 9 15 39 60 70 \n", + "60 China 14 22 36 41 68 80 \n", + "61 China 6 9 27 57 75 110 \n", + "62 China 1 5 10 18 35 59 \n", + "63 China 0 2 2 4 7 14 \n", + "64 China 26 32 53 78 111 151 \n", + "65 China 2 5 23 23 36 46 \n", + "66 China 1 3 3 4 5 7 \n", + "67 China 4 5 8 19 22 33 \n", + "68 China 1 1 2 8 13 18 \n", + "69 China 0 2 4 9 15 21 \n", + "70 China 5 5 9 32 83 128 \n", + "71 China 0 2 2 5 8 8 \n", + "72 China 444 444 549 761 1058 1423 \n", + "73 China 4 9 24 43 69 100 \n", + "74 China 0 0 1 7 7 11 \n", + "75 China 1 5 9 18 33 47 \n", + "76 China 2 7 18 18 36 72 \n", + "77 China 0 1 3 4 4 6 \n", + "78 China 2 3 4 17 21 27 \n", + "79 China 1 2 2 2 5 6 \n", + "80 China 1 1 2 3 4 7 \n", + "81 China 0 0 0 1 1 6 \n", + "82 China 0 3 5 15 22 35 \n", + "83 China 2 6 15 27 46 75 \n", + "84 China 9 16 20 33 40 53 \n", + "85 China 1 1 1 6 9 13 \n", + "86 China 5 8 15 28 44 69 \n", + "87 China 4 4 8 10 14 23 \n", + ".. ... ... ... ... ... ... ... \n", + "130 France 0 0 0 0 0 0 \n", + "131 France 0 0 2 3 3 3 \n", + "135 Germany 0 0 0 0 0 1 \n", + "150 Iran 0 0 0 0 0 0 \n", + "154 Italy 0 0 0 0 0 0 \n", + "156 Japan 2 2 2 2 4 4 \n", + "162 Korea, South 1 1 2 2 3 4 \n", + "196 Netherlands 0 0 0 0 0 0 \n", + "197 Netherlands 0 0 0 0 0 0 \n", + "198 Netherlands 0 0 0 0 0 0 \n", + "199 Netherlands 0 0 0 0 0 0 \n", + "200 Netherlands 0 0 0 0 0 0 \n", + "218 Portugal 0 0 0 0 0 0 \n", + "241 Spain 0 0 0 0 0 0 \n", + "260 US 1 1 2 2 5 5 \n", + "264 United Kingdom 0 0 0 0 0 0 \n", + "265 United Kingdom 0 0 0 0 0 0 \n", + "266 United Kingdom 0 0 0 0 0 0 \n", + "267 United Kingdom 0 0 0 0 0 0 \n", + "268 United Kingdom 0 0 0 0 0 0 \n", + "269 United Kingdom 0 0 0 0 0 0 \n", + "270 United Kingdom 0 0 0 0 0 0 \n", + "271 United Kingdom 0 0 0 0 0 0 \n", + "272 United Kingdom 0 0 0 0 0 0 \n", + "273 United Kingdom 0 0 0 0 0 0 \n", + "274 United Kingdom 0 0 0 0 0 0 \n", + "275 United Kingdom 0 0 0 0 0 0 \n", + "276 United Kingdom 0 0 0 0 0 0 \n", + "277 United Kingdom 0 0 0 0 0 0 \n", + "278 United Kingdom 0 0 0 0 0 0 \n", + "\n", + " 1/28/20 1/29/20 1/30/20 ... 2/28/23 3/1/23 3/2/23 \\\n", + "24 0 0 0 ... 4717655 4717655 4727795 \n", + "59 106 152 200 ... 2275 2275 2275 \n", + "60 91 111 114 ... 40774 40774 40774 \n", + "61 132 147 182 ... 14715 14715 14715 \n", + "62 80 84 101 ... 17122 17122 17122 \n", + "63 19 24 26 ... 1742 1742 1742 \n", + "64 207 277 354 ... 103248 103248 103248 \n", + "65 51 58 78 ... 13371 13371 13371 \n", + "66 9 9 12 ... 2534 2534 2534 \n", + "67 40 43 46 ... 10483 10483 10483 \n", + "68 33 48 65 ... 3292 3292 3292 \n", + "69 33 38 44 ... 6603 6603 6603 \n", + "70 168 206 278 ... 9948 9948 9948 \n", + "71 8 10 10 ... 2876106 2876106 2876106 \n", + "72 3554 3554 4903 ... 72131 72131 72131 \n", + "73 143 221 277 ... 7437 7437 7437 \n", + "74 15 16 19 ... 8847 8847 8847 \n", + "75 70 99 129 ... 5075 5075 5075 \n", + "76 109 109 162 ... 3423 3423 3423 \n", + "77 8 9 14 ... 40764 40764 40764 \n", + "78 34 39 41 ... 3547 3547 3547 \n", + "79 7 7 7 ... 3514 3514 3514 \n", + "80 11 12 17 ... 1276 1276 1276 \n", + "81 6 6 8 ... 782 782 782 \n", + "82 46 56 63 ... 7326 7326 7326 \n", + "83 95 130 158 ... 5880 5880 5880 \n", + "84 66 96 112 ... 67040 67040 67040 \n", + "85 27 27 35 ... 7167 7167 7167 \n", + "86 90 108 142 ... 14567 14567 14567 \n", + "87 24 27 31 ... 4392 4392 4392 \n", + ".. ... ... ... ... ... ... ... \n", + "130 0 0 0 ... 3427 3427 3427 \n", + "131 4 5 5 ... 38579269 38583794 38587990 \n", + "135 4 4 4 ... 38168908 38189954 38202571 \n", + "150 0 0 0 ... 7567906 7568903 7569261 \n", + "154 0 0 0 ... 25576852 25576852 25576852 \n", + "156 7 7 11 ... 33227230 33241180 33252686 \n", + "162 4 4 4 ... 30526012 30533573 30543981 \n", + "196 0 0 0 ... 44026 44044 44044 \n", + "197 0 0 0 ... 11797 11804 11804 \n", + "198 0 0 0 ... 45986 45986 45986 \n", + "199 0 0 0 ... 11016 11020 11020 \n", + "200 0 0 0 ... 8596157 8596157 8596157 \n", + "218 0 0 0 ... 5566708 5568084 5568084 \n", + "241 0 0 0 ... 13763336 13763336 13763336 \n", + "260 5 6 6 ... 103443455 103533872 103589757 \n", + "264 0 0 0 ... 3904 3904 3904 \n", + "265 0 0 0 ... 18799 18814 18814 \n", + "266 0 0 0 ... 7305 7305 7305 \n", + "267 0 0 0 ... 31472 31472 31472 \n", + "268 0 0 0 ... 0 0 0 \n", + "269 0 0 0 ... 1930 1930 1930 \n", + "270 0 0 0 ... 20423 20423 20423 \n", + "271 0 0 0 ... 34867 34929 34929 \n", + "272 0 0 0 ... 38008 38008 38008 \n", + "273 0 0 0 ... 66391 66391 66391 \n", + "274 0 0 0 ... 1403 1403 1403 \n", + "275 0 0 0 ... 4 4 4 \n", + "276 0 0 0 ... 2166 2166 2166 \n", + "277 0 0 0 ... 6551 6551 6551 \n", + "278 0 0 0 ... 24370150 24370150 24396530 \n", + "\n", + " 3/3/23 3/4/23 3/5/23 3/6/23 3/7/23 3/8/23 \\\n", + "24 4727795 4727795 4727795 4727795 4727795 4727795 \n", + "59 2275 2275 2275 2275 2275 2275 \n", + "60 40774 40774 40774 40774 40774 40774 \n", + "61 14715 14715 14715 14715 14715 14715 \n", + "62 17122 17122 17122 17122 17122 17122 \n", + "63 1742 1742 1742 1742 1742 1742 \n", + "64 103248 103248 103248 103248 103248 103248 \n", + "65 13371 13371 13371 13371 13371 13371 \n", + "66 2534 2534 2534 2534 2534 2534 \n", + "67 10483 10483 10483 10483 10483 10483 \n", + "68 3292 3292 3292 3292 3292 3292 \n", + "69 6603 6603 6603 6603 6603 6603 \n", + "70 9948 9948 9948 9948 9948 9948 \n", + "71 2876106 2876106 2876106 2876106 2876106 2876106 \n", + "72 72131 72131 72131 72131 72131 72131 \n", + "73 7437 7437 7437 7437 7437 7437 \n", + "74 8847 8847 8847 8847 8847 8847 \n", + "75 5075 5075 5075 5075 5075 5075 \n", + "76 3423 3423 3423 3423 3423 3423 \n", + "77 40764 40764 40764 40764 40764 40764 \n", + "78 3547 3547 3547 3547 3547 3547 \n", + "79 3514 3514 3514 3514 3514 3514 \n", + "80 1276 1276 1276 1276 1276 1276 \n", + "81 782 782 782 782 782 782 \n", + "82 7326 7326 7326 7326 7326 7326 \n", + "83 5880 5880 5880 5880 5880 5880 \n", + "84 67040 67040 67040 67040 67040 67040 \n", + "85 7167 7167 7167 7167 7167 7167 \n", + "86 14567 14567 14567 14567 14567 14567 \n", + "87 4392 4392 4392 4392 4392 4392 \n", + ".. ... ... ... ... ... ... \n", + "130 3427 3427 3427 3427 3427 3427 \n", + "131 38591184 38591184 38591184 38599330 38606393 38612201 \n", + "135 38210850 38210850 38210851 38210851 38231610 38241231 \n", + "150 7569483 7569769 7570232 7570743 7571352 7571996 \n", + "154 25603510 25603510 25603510 25603510 25603510 25603510 \n", + "156 33263208 33273639 33282370 33286633 33298799 33310604 \n", + "162 30555102 30555102 30569215 30581499 30594297 30605187 \n", + "196 44044 44044 44044 44044 44044 44044 \n", + "197 11804 11804 11804 11804 11804 11804 \n", + "198 45986 45986 45986 45986 45986 45986 \n", + "199 11020 11020 11020 11020 11020 11020 \n", + "200 8598043 8598043 8598043 8598043 8599981 8599981 \n", + "218 5568084 5568084 5568084 5568084 5568084 5570473 \n", + "241 13770429 13770429 13770429 13770429 13770429 13770429 \n", + "260 103648690 103650837 103646975 103655539 103690910 103755771 \n", + "264 3904 3904 3904 3904 3904 3904 \n", + "265 18814 18814 18814 18814 18814 18828 \n", + "266 7305 7305 7305 7305 7305 7305 \n", + "267 31472 31472 31472 31472 31472 31472 \n", + "268 0 0 0 0 0 0 \n", + "269 1930 1930 1930 1930 1930 1930 \n", + "270 20433 20433 20433 20433 20433 20433 \n", + "271 34929 34929 34929 34929 34929 34991 \n", + "272 38008 38008 38008 38008 38008 38008 \n", + "273 66391 66391 66391 66391 66391 66391 \n", + "274 1403 1403 1403 1403 1403 1403 \n", + "275 4 4 4 4 4 4 \n", + "276 2166 2166 2166 2166 2166 2166 \n", + "277 6551 6551 6551 6551 6557 6557 \n", + "278 24396530 24396530 24396530 24396530 24396530 24396530 \n", + "\n", + " 3/9/23 \n", + "24 4739365 \n", + "59 2275 \n", + "60 40774 \n", + "61 14715 \n", + "62 17122 \n", + "63 1742 \n", + "64 103248 \n", + "65 13371 \n", + "66 2534 \n", + "67 10483 \n", + "68 3292 \n", + "69 6603 \n", + "70 9948 \n", + "71 2876106 \n", + "72 72131 \n", + "73 7437 \n", + "74 8847 \n", + "75 5075 \n", + "76 3423 \n", + "77 40764 \n", + "78 3547 \n", + "79 3514 \n", + "80 1276 \n", + "81 782 \n", + "82 7326 \n", + "83 5880 \n", + "84 67040 \n", + "85 7167 \n", + "86 14567 \n", + "87 4392 \n", + ".. ... \n", + "130 3427 \n", + "131 38618509 \n", + "135 38249060 \n", + "150 7572311 \n", + "154 25603510 \n", + "156 33320438 \n", + "162 30615522 \n", + "196 44044 \n", + "197 11804 \n", + "198 45986 \n", + "199 11020 \n", + "200 8599981 \n", + "218 5570473 \n", + "241 13770429 \n", + "260 103802702 \n", + "264 3904 \n", + "265 18828 \n", + "266 7305 \n", + "267 31472 \n", + "268 0 \n", + "269 1930 \n", + "270 20433 \n", + "271 34991 \n", + "272 38008 \n", + "273 66391 \n", + "274 1403 \n", + "275 4 \n", + "276 2166 \n", + "277 6561 \n", + "278 24425309 \n", + "\n", + "[75 rows x 1144 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Filter country and value\n", + "filtered_data = filtered_data.drop(columns=['Province/State', 'Lat', 'Long'])\n", + "filtered_data\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.4 Data in chosen country" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
1/22/201/23/201/24/201/25/201/26/201/27/201/28/201/29/201/30/201/31/20...2/28/233/1/233/2/233/3/233/4/233/5/233/6/233/7/233/8/233/9/23
Country/Region
Belgium0000000000...4717655471765547277954727795472779547277954727795472779547277954739365
China5486439201406207528775509608781419802...4903524490352449035244903524490352449035244903524490352449035244903524
France0023334555...39827175398317003983589639839090398390903983909039847236398542993986041039866718
Germany0000014445...38168908381899543820257138210850382108503821085138210851382316103824123138249060
Iran0000000000...7567906756890375692617569483756976975702327570743757135275719967572311
Italy0000000002...25576852255768522557685225603510256035102560351025603510256035102560351025603510
Japan222244771115...33227230332411803325268633263208332736393328237033286633332987993331060433320438
Korea, South11223444411...30526012305335733054398130555102305551023056921530581499305942973060518730615522
Netherlands0000000000...8708982870901187090118710897871089787108978710897871283587128358712835
Portugal0000000000...5566708556808455680845568084556808455680845568084556808455704735570473
Spain0000000000...13763336137633361376333613770429137704291377042913770429137704291377042913770429
US1122555668...103443455103533872103589757103648690103650837103646975103655539103690910103755771103802702
United Kingdom0000000002...24603373246034502462983024629840246298402462984024629840246298462462992224658705
\n", + "

13 rows × 1143 columns

\n", + "
" + ], + "text/plain": [ + " 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 \\\n", + "Country/Region \n", + "Belgium 0 0 0 0 0 0 0 \n", + "China 548 643 920 1406 2075 2877 5509 \n", + "France 0 0 2 3 3 3 4 \n", + "Germany 0 0 0 0 0 1 4 \n", + "Iran 0 0 0 0 0 0 0 \n", + "Italy 0 0 0 0 0 0 0 \n", + "Japan 2 2 2 2 4 4 7 \n", + "Korea, South 1 1 2 2 3 4 4 \n", + "Netherlands 0 0 0 0 0 0 0 \n", + "Portugal 0 0 0 0 0 0 0 \n", + "Spain 0 0 0 0 0 0 0 \n", + "US 1 1 2 2 5 5 5 \n", + "United Kingdom 0 0 0 0 0 0 0 \n", + "\n", + " 1/29/20 1/30/20 1/31/20 ... 2/28/23 3/1/23 \\\n", + "Country/Region ... \n", + "Belgium 0 0 0 ... 4717655 4717655 \n", + "China 6087 8141 9802 ... 4903524 4903524 \n", + "France 5 5 5 ... 39827175 39831700 \n", + "Germany 4 4 5 ... 38168908 38189954 \n", + "Iran 0 0 0 ... 7567906 7568903 \n", + "Italy 0 0 2 ... 25576852 25576852 \n", + "Japan 7 11 15 ... 33227230 33241180 \n", + "Korea, South 4 4 11 ... 30526012 30533573 \n", + "Netherlands 0 0 0 ... 8708982 8709011 \n", + "Portugal 0 0 0 ... 5566708 5568084 \n", + "Spain 0 0 0 ... 13763336 13763336 \n", + "US 6 6 8 ... 103443455 103533872 \n", + "United Kingdom 0 0 2 ... 24603373 24603450 \n", + "\n", + " 3/2/23 3/3/23 3/4/23 3/5/23 3/6/23 \\\n", + "Country/Region \n", + "Belgium 4727795 4727795 4727795 4727795 4727795 \n", + "China 4903524 4903524 4903524 4903524 4903524 \n", + "France 39835896 39839090 39839090 39839090 39847236 \n", + "Germany 38202571 38210850 38210850 38210851 38210851 \n", + "Iran 7569261 7569483 7569769 7570232 7570743 \n", + "Italy 25576852 25603510 25603510 25603510 25603510 \n", + "Japan 33252686 33263208 33273639 33282370 33286633 \n", + "Korea, South 30543981 30555102 30555102 30569215 30581499 \n", + "Netherlands 8709011 8710897 8710897 8710897 8710897 \n", + "Portugal 5568084 5568084 5568084 5568084 5568084 \n", + "Spain 13763336 13770429 13770429 13770429 13770429 \n", + "US 103589757 103648690 103650837 103646975 103655539 \n", + "United Kingdom 24629830 24629840 24629840 24629840 24629840 \n", + "\n", + " 3/7/23 3/8/23 3/9/23 \n", + "Country/Region \n", + "Belgium 4727795 4727795 4739365 \n", + "China 4903524 4903524 4903524 \n", + "France 39854299 39860410 39866718 \n", + "Germany 38231610 38241231 38249060 \n", + "Iran 7571352 7571996 7572311 \n", + "Italy 25603510 25603510 25603510 \n", + "Japan 33298799 33310604 33320438 \n", + "Korea, South 30594297 30605187 30615522 \n", + "Netherlands 8712835 8712835 8712835 \n", + "Portugal 5568084 5570473 5570473 \n", + "Spain 13770429 13770429 13770429 \n", + "US 103690910 103755771 103802702 \n", + "United Kingdom 24629846 24629922 24658705 \n", + "\n", + "[13 rows x 1143 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Group by country and sum cases for each date\n", + "grouped_data = filtered_data.groupby('Country/Region').sum()\n", + "grouped_data\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.5 Plot the graph" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 1.5.1 Graph linear day by day" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Select date columns\n", + "date_columns = grouped_data.columns # All remaining columns should be date columns\n", + "\n", + "# Plot the data\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "for country in countries_of_interest:\n", + " if country in grouped_data.index:\n", + " plt.plot(date_columns, grouped_data.loc[country], label=country)\n", + "\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Cumulative Number of Cases')\n", + "plt.title('Cumulative Number of COVID-19 Cases Over Time - Linear - day view')\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 1.5.2 Graph linear with better x-axis visualization (by months)" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "date_columns = pd.to_datetime(date_columns)\n", + "# Plot the data\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "for country in countries_of_interest:\n", + " if country in grouped_data.index:\n", + " plt.plot(date_columns, grouped_data.loc[country], label=country)\n", + "\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Cumulative Number of Cases')\n", + "plt.title('Cumulative Number of COVID-19 Cases Over Time - Linear - Month view')\n", + "\n", + "# Format x-axis to show month and year\n", + "# Sets the major formatter for the x-axis to display the month and year.\n", + "plt.gca().xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter('%b %Y'))\n", + "# Sets the major locator to display ticks for each month.\n", + "plt.gca().xaxis.set_major_locator(plt.matplotlib.dates.MonthLocator(interval=1))\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 1.5.3 Graph logarit with better x-axis visualization (by months)" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Convert date columns to datetime for better plotting\n", + "date_columns = pd.to_datetime(date_columns)\n", + "\n", + "# Plot the data\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "for country in countries_of_interest:\n", + " if country in grouped_data.index:\n", + " plt.plot(date_columns, grouped_data.loc[country], label=country)\n", + "\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Cumulative Number of Cases')\n", + "plt.title('Cumulative Number of COVID-19 Cases Over Time - Loga - Month view')\n", + "\n", + "# Format x-axis to show month and year\n", + "# Sets the major formatter for the x-axis to display the month and year.\n", + "plt.gca().xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter('%b %Y'))\n", + "# Sets the major locator to display ticks for each month.\n", + "plt.gca().xaxis.set_major_locator(plt.matplotlib.dates.MonthLocator(interval=1))\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.yscale('log')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## II. Analysis the dead data from covid-19" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Import data and filter by chosen countries" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
1/22/201/23/201/24/201/25/201/26/201/27/201/28/201/29/201/30/201/31/20...2/28/233/1/233/2/233/3/233/4/233/5/233/6/233/7/233/8/233/9/23
Country/Region
Belgium0000000000...33717337173377533775337753377533775337753377533814
China171826425682131133171213...101048101051101051101052101053101054101055101055101055101056
France0000000000...166004166029166050166071166071166071166114166138166165166176
Germany0000000000...168086168175168296168397168397168397168397168709168808168935
Iran0000000000...144845144858144864144867144878144893144902144907144922144933
Italy0000000000...188094188094188094188322188322188322188322188322188322188322
Japan0000000000...72395724947258172648727297277972813728487291772997
Korea, South0000000000...33988340033401434020340203403434049340613408134093
Netherlands0000000000...23705237052370523705237052370523705237052370523705
Portugal0000000000...26117261802618026180261802618026180261802626626266
Spain0000000000...119380119380119380119479119479119479119479119479119479119479
US0000000000...1119917112089711216581122165112217211221341122181112251611232461123836
United Kingdom0000000011...220721220721220721220721220721220721220721220721220721220721
\n", + "

13 rows × 1143 columns

\n", + "
" + ], + "text/plain": [ + " 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 \\\n", + "Country/Region \n", + "Belgium 0 0 0 0 0 0 0 \n", + "China 17 18 26 42 56 82 131 \n", + "France 0 0 0 0 0 0 0 \n", + "Germany 0 0 0 0 0 0 0 \n", + "Iran 0 0 0 0 0 0 0 \n", + "Italy 0 0 0 0 0 0 0 \n", + "Japan 0 0 0 0 0 0 0 \n", + "Korea, South 0 0 0 0 0 0 0 \n", + "Netherlands 0 0 0 0 0 0 0 \n", + "Portugal 0 0 0 0 0 0 0 \n", + "Spain 0 0 0 0 0 0 0 \n", + "US 0 0 0 0 0 0 0 \n", + "United Kingdom 0 0 0 0 0 0 0 \n", + "\n", + " 1/29/20 1/30/20 1/31/20 ... 2/28/23 3/1/23 3/2/23 \\\n", + "Country/Region ... \n", + "Belgium 0 0 0 ... 33717 33717 33775 \n", + "China 133 171 213 ... 101048 101051 101051 \n", + "France 0 0 0 ... 166004 166029 166050 \n", + "Germany 0 0 0 ... 168086 168175 168296 \n", + "Iran 0 0 0 ... 144845 144858 144864 \n", + "Italy 0 0 0 ... 188094 188094 188094 \n", + "Japan 0 0 0 ... 72395 72494 72581 \n", + "Korea, South 0 0 0 ... 33988 34003 34014 \n", + "Netherlands 0 0 0 ... 23705 23705 23705 \n", + "Portugal 0 0 0 ... 26117 26180 26180 \n", + "Spain 0 0 0 ... 119380 119380 119380 \n", + "US 0 0 0 ... 1119917 1120897 1121658 \n", + "United Kingdom 0 1 1 ... 220721 220721 220721 \n", + "\n", + " 3/3/23 3/4/23 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n", + "Country/Region \n", + "Belgium 33775 33775 33775 33775 33775 33775 33814 \n", + "China 101052 101053 101054 101055 101055 101055 101056 \n", + "France 166071 166071 166071 166114 166138 166165 166176 \n", + "Germany 168397 168397 168397 168397 168709 168808 168935 \n", + "Iran 144867 144878 144893 144902 144907 144922 144933 \n", + "Italy 188322 188322 188322 188322 188322 188322 188322 \n", + "Japan 72648 72729 72779 72813 72848 72917 72997 \n", + "Korea, South 34020 34020 34034 34049 34061 34081 34093 \n", + "Netherlands 23705 23705 23705 23705 23705 23705 23705 \n", + "Portugal 26180 26180 26180 26180 26180 26266 26266 \n", + "Spain 119479 119479 119479 119479 119479 119479 119479 \n", + "US 1122165 1122172 1122134 1122181 1122516 1123246 1123836 \n", + "United Kingdom 220721 220721 220721 220721 220721 220721 220721 \n", + "\n", + "[13 rows x 1143 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load data\n", + "death_data = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv')\n", + "\n", + "# Filter by country\n", + "filtered_death_data = death_data[death_data['Country/Region'].isin(countries_of_interest)]\n", + "\n", + "# Filter country and value\n", + "filtered_death_data = filtered_death_data.drop(columns=['Province/State', 'Lat', 'Long'])\n", + "\n", + "grouped_death_data = filtered_death_data.groupby('Country/Region').sum()\n", + "grouped_death_data\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. Plot the graph" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "date_death_columns = grouped_death_data.columns\n", + "\n", + "# Convert date columns to datetime for better plotting\n", + "date_death_columns = pd.to_datetime(date_death_columns)\n", + "\n", + "# Plot the data\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "for country in countries_of_interest:\n", + " if country in grouped_death_data.index:\n", + " plt.plot(date_death_columns, grouped_death_data.loc[country], label=country)\n", + "\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Cumulative Number of Death')\n", + "plt.title('Cumulative Number of COVID-19 Death Over Time - Linear - Month view')\n", + "\n", + "# Format x-axis to show month and year\n", + "# Sets the major formatter for the x-axis to display the month and year.\n", + "plt.gca().xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter('%b %Y'))\n", + "# Sets the major locator to display ticks for each month.\n", + "plt.gca().xaxis.set_major_locator(plt.matplotlib.dates.MonthLocator(interval=1))\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. Export only France data" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
1/22/201/23/201/24/201/25/201/26/201/27/201/28/201/29/201/30/201/31/20...2/28/233/1/233/2/233/3/233/4/233/5/233/6/233/7/233/8/233/9/23
Country/Region
France0000000000...166004166029166050166071166071166071166114166138166165166176
\n", + "

1 rows × 1143 columns

\n", + "
" + ], + "text/plain": [ + " 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 \\\n", + "Country/Region \n", + "France 0 0 0 0 0 0 0 \n", + "\n", + " 1/29/20 1/30/20 1/31/20 ... 2/28/23 3/1/23 3/2/23 \\\n", + "Country/Region ... \n", + "France 0 0 0 ... 166004 166029 166050 \n", + "\n", + " 3/3/23 3/4/23 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n", + "Country/Region \n", + "France 166071 166071 166071 166114 166138 166165 166176 \n", + "\n", + "[1 rows x 1143 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load data\n", + "death_data = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv')\n", + "\n", + "# Filter by country\n", + "filtered_france_death_data = death_data[death_data['Country/Region'].isin([\"France\"])]\n", + "\n", + "# Filter country and value\n", + "filtered_france_death_data = filtered_france_death_data.drop(columns=['Province/State', 'Lat', 'Long'])\n", + "\n", + "grouped_france_death_data = filtered_france_death_data.groupby('Country/Region').sum()\n", + "grouped_france_death_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4. Plot only france data" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+gAAAI4CAYAAAD56sN/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XecVPW9//HXZ3tfttIWWKoCKgiIWKLGgiYRS6KJsSe2aHJN8aaY6y8aS3JzU0xyTUz0ahQsscUu9oIFy2KUrtSFhV229zoz398f5ywO6+6ywC6z5f18PPbBzGnzmTNnhnmf7/d8x5xziIiIiIiIiEhkRUW6ABERERERERFRQBcRERERERHpFxTQRURERERERPoBBXQRERERERGRfkABXURERERERKQfUEAXERERERER6QcU0EVEeoGZ3WBm9+3D+qvM7LheLCkizGyzmZ0YoccebmZLzKzOzH4fiRrEs6/vh/5mILw/zexvZvb/Il1Hf2Zmr5vZpb2wnbFmVm9m0b1Rl4hIOAV0ERnQzOxcMyvwvywVm9liMzs60nV1x8zuMbObw6c556Y7517v5cfJNzNnZs92mH6fmd3Qm4/VT1wOlANpzrlrOlvAzOaa2XNmVm1mlWb2vpl9K2z+MDO73cxKzKzRzFZ0mP+Cmd3YyXZP99eJCX99w16Dev9vh5k9Y2YndfdEzOwg/7HKzcx1Mn+qmb1qZjVmtt7MzuxmWxebWTCshk1m9g8zm9JdDT1lZseZWdE+bsPM7Mdmts7Mmsxsi5n9t5nF90aNu3ns88L2TZOZhcLu10PfvD/3Rnf72jn3HefcTfu7pr3hv0ecmZ3WYfof/ekX98Jj9NlJIufcFudcinMu2BfbF5GhTQFdRAYsM/sR8EfgV8BwYCzwV+D0SNbVD80zs6MiXcSeMLOYvVhtHLDaOfe5QOtv8wjgVeANYBKQBVwJfMmfHwe87G/nCCAd+DHw3/6xBnAPcIGZWYfNXwDc75wLdFHbMOdcCjADeAl4fDchpA14GLikk+cRAzwJPANk4p2YuG83gXup//jpwIlAE7DMzA7qZp396c94z+NCIBXvNTkebx/0qo7HlnPufj9spfiPu739vj9NuuCfWNnb75KfAheFbSsGOBvY0Bu1iYgMVAroIjIgmVk6cCPwXefcv5xzDc65Nufc0865H/vL7NJS3bH1ye+O/WMzW25mDWZ2l3ndpBeb1036ZTPL6GzdsPU77c5tZo/4Lao15nW7nu5Pvxw4D/iJ30L3dPi2zGyU34qXGbatQ/2W1Fj//rfNbI2ZVfmtrON2s7v+B7i5sxl+6+pbHaY5M5sUtg//6u+TejN728xG+C1dVWa21swO7bDZw8xstT//H2aWELbtU83sI/NasN8xs0M67M+fmtlyoKGzkG5mR5rZB/5+/cDMjmyvE+/Lfvt+7ex1+S1wr3PuN865cudZ5pz7uj//AryTPGc75zb5x9PzwNXAjWaWBjyBF4q/EFZTBnAqsLCzfRzOOVfinPsTcAPwm67CjXPuE+fcXcCqTmYfCIwCbnXOBZ1zrwJv+/Xv7vGDzrkNzrmr8E5U3BD2POb5r0m1mX1sYV26zexb/jFXZ2YbzewKf3oysBgYFdbqPMpfLc7MFvrrrDKzOZ3VZGaTgauA85xzS51zAefcKuBrwClmdrxfW4mFdSk2szP9YwUzizKzn5nZBjOrMLOH299D9lkvhkvMbAveSZo9Ev5eN69l9hHzeqLUmdfLYoqZXWtmpWa21czmh62b7n+2FJvZNjO72fqga7Tt2nPjODMrMrNr/JqKbdeeIPFm9jvzeirsMK97fKI/L8O8Xh5l/nv4GTPLC1v3dTO7xczeBhqBCXtZ8tPAUf77B+AUYDlQEvZYUWZ2nZkV+s9joXmf/eGv60X+8yg3s//y550C/Bz4hn9Mfhz2uOP8z7E6M3vRzLK72J9rzOzUsPsx/mPMCnvsGH9el6+xX/ts//b5/nrT/PuXmtkTe7n/RGSQUkAXkYHqCCABeHwft/M14CRgCrAAL2z8HMjG+4y8ei+3uxiYDOQCHwL3Azjn7vBv/4/fQrcgfCXn3HZgqV9Xu3OBR51zbWZ2hl/fV4Ec4E3gwd3U8hdgShehtSe+DlyHt09a/Po+9O8/Cvyhw/LnAScDE/H263UAZjYLuBu4Aq/1+u/AU7ZrN+ZvAl/Ba3HepTXaD1zP4rW2ZvmP+6yZZTnnLmbX/fpyh3WT8I6ZR7t5nicBi51zDR2mP4Z3rB3hnGvCa9W9sMP+Weuc+5ie+xfesXHAHqzTrmPrffu0PW0N/xf+iQYzG423b2/GOwHxn8BjZpbjL1uKdxIiDfgWcKuZzfL3VcdW5+3+OqcB/wSGAU8Bt3VRxwlAkXPu/fCJzrmtwLvASc65d4EGvFb1ducCD/i3rwbOAI7FO3lRhXfchzsWmIp3bO6rBcAiIAP4N/AC3ufFaLwTh38PW/ZeIIDXa+NQYD6wz9dB98AIvB4To/F6YvwlLAz/Bu+9OdOvazTwC39eFPAPvJ4kY/F6W3R87S7A6/GQChTuZX3NeMfFOf79C/n8Sa6L/b8v4p0ISOmklqPx3kcnAL8ws6n+ibVfAQ/5x+SMsOXPxTuGc4E4vGO9Mw/ifR61Oxkod8592Mmy3b3GbwDH+bePATbiHYvt99/o4vFFZIhSQBeRgSoL78tSV12Ke+p/nXM7nHPb8MLue865fzvnWvDCf8fW4R5xzt3tnKvzt3MDMKO95acHHsD/YmhmhvcFtj2IXAH82jm3xn/uvwJmWvet6M3ALXTRit4Dj/stzc14+6TZObfQv/7yIT6/j25zzm11zlX6j9v+Jfcy4O/Ouff8ltx78QL/vLB1/+yv29RJHV8B1jnnFvmtrA8Ca/HC0u5k4P2fV9zNMtmdzff3c7k/H7wv42e3tzjiBYt7e1BDuPYQm9ntUp1bixeYf2xmsX5r7bFA0l7U0P745wPPOeeec86FnHMvAQXAlwGcc8/6Le/OOfcG8CJhvQi68Ja/vSBemJ3RxXKd7ndfMZ/t952BycxS/draT05dAfyXc64o7D13lu3aC+MGv6dNZ8fWnnrTOfeCf2w8gney7L+dc214JyXyzRvPYDjeCYwf+I9dCtzKZ6G0L7UBN/o9QZ4D6oED/M+Uy4AfOucqnXN1eJ8j5wA45yqcc4855xr9ebfwWaBsd49zbpX/PmzbhxoXAhf6n43H4vVQCXce8Afn3EbnXD1wLXBOh9f1l865Jv8E2cd0fZy1+4dz7tOwk20zu1juAeA0/+Qe7HpCaKcevMZv8Nn++wLw67D7x6KALiIdKKCLyEBVAWTb3l2rHG5H2O2mTu7v8TWoZhZt3gBXG8ysFtjsz+q0K2UnHgWOMK+r8DGAwzt5AF6r1p/M64ZcDVTitZ6O3s027wSGm1lPwmxHe7qPtobdLsRr0QSv9mvaa/frHxM2v+O6HY3i8611hez+uYPXohoCRnazTHln8/1jLNufj3PuLaAMON3MJgCH0ckX991or7nSdh2kbPHuVvQD0Rl4JyxKgGvwgsaeDtQ2Gu/4Ae+1ObvDa3M0/v4wsy+Z2bvmDaxXjReOd3c8l4TdbgQSuni/drrffSP9+eDt46/6PS6+CnzonGs/HsbhXdffXvsaIIg3NkW77o6tPdXxPVDuPhswrP0EQIpfVyxQHFbb3/Fabz8n7DioN7Ox+1hjRYcTmI1+TTl4J3OWhdX0vD8dM0sys7/7XbNrgSXAMNu1W36X+3JPjmf/vZSD18vmmU5OnnR8zxcCMez6unY8znb3md2j5Z1z6/GOowV+SD+Nzt/nu3uN3wC+YGYjgGi8k5pHmVk+Xg+Hj3ZTr4gMMfv6xVZEJFKW4rUMn0HX3ZYb2LVVccQ+PN4u2/K/rOZ0sey5eAPVnYgXztPxAmJ71+ROBzFr55yrNrMX8bpOTwUedG7nwGdbgVucc/fvSfF+9/hfAjex63XNHZ/XvuyjdmPCbo/ls9bi9tpv6a7UbuZtx/syHG4sXrjolnOu0czaLx14rYvFXgZ+ZWbJHbq5fw2vpf/dsGkL8VrODwBedM6FB7aeOBOvFfwT59wa/Esgeso5t5ywVk0ze4c9b8U/k89O/GwFFjnnLuu4kB+IH8N7vk/6x9IT9PB47oFXgb+a2dzwbu5mNgavd8VNAM651WZWiNda2bE1cyvwbefc253Un99Lde6NrXjHTnZPevu4/TMoXTneSYTpfs+hjq7BO64Pd86VmNlMvG784ZdWdLkv/c+mPTme78PrXv/FTuZ1fM+PxetKvgPI62T5XUrZgxq60t5rIwpvAMr1nSzT7WvsnFtvZo14l2Escc7VmVkJ3iUCbznnQr1Qp4gMImpBF5EByTlXg/el7i9mdobf6hPrt/T9j7/YR8CXzSzTD54/2IeH/BSvBfAr5g3Wdh3Q1U9ApeJ9YavAC7+/6jB/B7sfWOkBvED0NXYNIn8DrrXPBp1LN7Oze/gcFvk1nxI27WNgupnNNG8wtxt6uK3ufNfM8vxrxn+O12IEXiv+d8zscPMk+/sztYfbfQ7vWvpzzRuw6RvANLzRzHviJ8DF5g0MmAVgZjPM7J/+/EV4rdCPmDcIVKyZnYx3zfsN/jHXbiHeCZjL2INgbN4ghN8Drgeu7erLub9/EvCukcXMEizsWn0zO8SflmRm/4nX0nxPDx4/2szGm9n/4l0X+0t/1n14LYUn+8skmDfQWJ5fQzxer4GAmX0J7xrbdjuALOv5JRy7cM59indc32/eYHDR/vH9GPByh/EEHsALOsfgdS1v9zfgFvMv9TCzHDOL+K85OOeK8S4H+L2ZpZk36NlEM+vYZXyP+K9P+F9n4xJ0VVMI7714q5nl+tsb7R/r4H1+NQHV/nv4+n2ptQf+jDf+w5JO5j0I/NA/ZlP47LrynlzatAPvUoN9+a77T7xj/Uq66CXTw9f4DeB7fNad/fUO90VEdlJAF5EByzn3B+BHeGG5DK8l43t8dh3jIrwAuhnvC9RDn99Kjx+rBm+k6f8DtuG1PHfVpXghXlfMbcBqdm15BbgLmOZ3h+xqBN+n8AaZ2xE++Jhz7nG8AZ7+6Xc/XYn/M2E9eA5BvC/bmWHTPsUb1OplYB3wVudr75EH8Pb3Rv/vZv+xCvAC7W14PQrW4w0A1SPOuQq8gcquwTv58RPgVOdcebcrfrb+O3iDjB0PbDSzSuAOvOCPf+3yiXjH0XtALd5AdP/lnPtth21tBt4BkvFeq92pNrMGYAVe9/CznXN3d7P8OLyQ1N7boQn4JGz+BXjXZ5fiDY51kl9/V44w7ze9a/HCQRpwmHNuhf98tuL1+vg5n72XfgxE+dchX43Xjb4Kr/V653N2zq3FC1Ib/WM6/JKFnvoe3nvrPrxrpZ/36/xah+UexDux8GqH1/1Pfk0vmlkd3nvu8L2ooy9ciHeSYzXe/nuU7i+12J3ReMdD+N/EPdzGT/Hef+/6nyMv89mAhX8EEvFa2t+lBz1U9oV/HfwrYb2Ewt2N9zm+BNiE12vqP3q46fYTOBVm1tnAbj2prRivt9aRdP//x+5e4zfwTnws6eK+iMhO1vnnoYiIiIiIiIjsT2pBFxEREREREekHFNBFRERERERE+gEFdBEREREREZF+QAFdREREREREpB/Q76D7srOzXX5+fqTLEBERERERkX5o2bJl5c65nL58DAV0X35+PgUFBZEuQ0RERERERPohMyvs68dQF3cRERERERGRfkABXURERERERKQfUEAXERERERER6Qd0DXo32traKCoqorm5OdKl9BsJCQnk5eURGxsb6VJEREREREQGFQX0bhQVFZGamkp+fj5mFulyIs45R0VFBUVFRYwfPz7S5YiIiIiIiAwq6uLejebmZrKyshTOfWZGVlaWehSIiIiIiIj0AQX03VA435X2h4iIiIiISN9QQBcRERERERHpB3QNej8XHR3NwQcfvPP+E088QX5+fuQKEhERERERkT6hgN7PJSYm8tFHH3U5PxAIEBOjl1FERERERGSgUxf3Aeiee+7h7LPPZsGCBcyfP5/6+npOOOEEZs2axcEHH8yTTz4JwObNm5k6dSqXXXYZ06dPZ/78+TQ1NQGwfv16TjzxRGbMmMGsWbPYsGEDAL/97W857LDDOOSQQ7j++usj9hxFRERERESGGjW99tAvn17F6u21vbrNaaPSuH7B9G6XaWpqYubMmQCMHz+exx9/HIClS5eyfPlyMjMzCQQCPP7446SlpVFeXs68efM47bTTAFi3bh0PPvggd955J1//+td57LHHOP/88znvvPP42c9+xplnnklzczOhUIgXX3yRdevW8f777+Oc47TTTmPJkiUcc8wxvfq8RURERERE5PMU0Pu5rrq4n3TSSWRmZgLe75P//Oc/Z8mSJURFRbFt2zZ27NgBeKG+PeDPnj2bzZs3U1dXx7Zt2zjzzDMBSEhIAODFF1/kxRdf5NBDDwWgvr6edevWKaCLiIiIiIjsBwroPbS7lu79LTk5eeft+++/n7KyMpYtW0ZsbCz5+fk7f6s8Pj5+53LR0dE0NTXhnOt0m845rr32Wq644oq+LV5EREREREQ+R9egDwI1NTXk5uYSGxvLa6+9RmFhYbfLp6WlkZeXxxNPPAFAS0sLjY2NnHzyydx9993U19cDsG3bNkpLS/u8fhEREREREVEL+qBw3nnnsWDBAubMmcPMmTM58MADd7vOokWLuOKKK/jFL35BbGwsjzzyCPPnz2fNmjUcccQRAKSkpHDfffeRm5vb109BRERERERkyLOuujsPNXPmzHEFBQW7TFuzZg1Tp06NUEX9l/aLiIiIiIgMNWa2zDk3py8fQ13cRURERERERPoBBXQRERERERGRfkDXoO+Gcw4zi3QZ/YYuiRARERERkZ5wzlHfEqC6sY3qxjaqGlupamylpqmNqgbvfnVjK1WNbcwdn8l3vzgp0iVHnAJ6NxISEqioqCArK0shHe8NVlFRsfN300VEREREZGhpbgtS0dBKbVMbIecorW1hU3kDpXUt1DS10dQaoKy+hc3ljZTWNdMW7LqBLzU+hmHJsWQkxdEWDO3HZ9F/KaB3Iy8vj6KiIsrKyiJdSr+RkJBAXl5epMsQEREREZE+0hoI8eGWKj7aWs360npKapoJhEJsLm+kpLa503XioqNIS4wlMS6KrOR4DsvPYOSwRDKSYhmWFMewxFgykuN23k9PjCU2Wldcd6SA3o3Y2FjGjx8f6TJERERERER6VUNLgPL6FgorGrn3nc1UNLRSWttMcW0z4Ve15qTGk5eRSEyUccTELCbmJJOVEk96YixR5s0fl5VMVnKceh33AgV0ERERERGRQSwYcjuv/X7yo+28smYHq4trdwbx4WnxTM5NJX98JnkZSURHGdNHpXH4+CzSk2IjW/wQo4AuIiIiIiIyyASCIV5ZW8ozy4tZuqGC8voWAMzgsPxMvn/CZPIykoiPieL4A3NJjlc07A/0KoiIiIiIiAwCzW1BPtpaTSDoWLh0My+u3kF2ShzzJmQxZ1wG8bHRHDslh1HDEiNdqnRBAV1ERERERGQAaw2EeOiDLdz22np21LbsnP7jkw/gimMmEKPB2AYMBXQREREREZEBJhAM8eLqHWwsq+flNaV8tLWaw/IzuOn0g8hI9kZJnzI8NdJlyh5SQBcRERERERlAHv93Ebe+tI4tlY0ApMTH8OdvHsqCQ0ZqJPUBTgFdRERERESkH3PO8cHmKgorGqhsaOXXi9dy8Oh0/nb+bL54YA4xUVFERymYDwYK6CIiIiIiIv2Qc45X1pRy22vr+Whr9c7pk3NTePiKI0iMi45gddIXFNBFRERERET6Ceccy4tqKKltZuHSzby9voK8jERuPuMgjp2SA0BuWjzxMQrng5ECuoiIiIiISIS1BkI8s3w7d721iVXbawGIiTJuOn0658wdS6xGYh8SFNBFREREREQioKElwLsbK6hqbOP/3tzI2pI6JuemcMuZBzFzzDCyU+IZnpYQ6TJlP1JAFxERERER2Q9CIUfIOd7bVMn/vbmRt9dX0BoMAZAcF83fzp/NydOHayT2IUwBXUREREREpI+U1jXz+IfbeGt9OR9srqS5zQvkuanxXHjEOI6fmkvesCQykmNJTYiNcLUSaQroIiIiIiIivaCpNci7Gyt449MylhVW0dgaYEtlI21Bx5ThKXxjzhiyU+IZkZ7AghmjSIjVQG+yKwV0ERERERGRvVDb3MaqbbWs2FbN+tJ6nl9ZQm1zgITYKGaPy2BsZhInTB3ON+eOZXx2cqTLlQFAAV1ERERERGQ36prbWF5UQ11zgJBzPLeimOdWFBNy3vzM5Dhmjs3g0qPHM3d8plrHZa8ooIuIiIiIiHTQ2BpgY1kDRVVNPL18O4vDwjhASnwMl35hAkdOzOLg0elkpcRHrlgZNBTQRURERERkSAuGHNurm2hoDfDc8mLe3lDBssKqnfPbw/jRk7LJ9oP4mMxEDeomvU4BXUREREREhpxQyPHsimIeWVbEvwurqGsJ7Jw3JjOR758wmQNGpDIyPYGJuSmkKYzLfqCALiIiIiIig15zW5Aln5bx/MoSPi6qpqElSEltM/lZSSyYOYqDR6cTHxPFYfmZjMlMinS5MkQpoIuIiIiIyKBT09jG2pJaPtlRx4bSeh77cBv1LQGGJcUyN98bxO3YKTmccehooqMs0uWKAAroIiIiIiIygAWCIbZUNlJY2cjWykbK6lp4eU0pa4prdy5jBvOnDee8w8dxxMQsYqOjIlixSNcU0EVEREREpN9yztHQGqSuuY0VRTUUVjRSXt9CWX0LNY1tvL+5krrmwC7rHDp2GD855QCmjkxj6og0clPjiVIruQwACugiIiIiIhIxzW1BNpTVs6GsgYr6Fqob26hrDrByew1FlY2UN7TSGgjtsk5cTBQ5KfEkx0fz5YNGMic/g/zsZMZlJjEsKY64GLWQy8CkgC4iIiIiIn2mqTXI+tJ66prbqGxs5b2NlawtqWV9aT21zQGC4T8u7ouPiWLqyDTmTcwiJyWezOQ4kuJjmDoilcm5qaQlxmCmFnEZfBTQRURERERkn7UFQ2wqb2BtSR0NLQG2Vzfx4qodrCutIzyDJ8dFM21UGqccNJKs5Dhio6OYmJvM5NxUclPjSUuM1aBtMmQpoIuIiIiIyB7bVt3Ea2tLqW1uY31pPS+sLKGhNbhzfpTB4eOz+I/jJ3PgiFSvFTwuhgNHpmqQNpEuKKCLiIiIiEi36prbKCisorElSGNrgEXvFrK8qGbn/NT4GE49ZBTzJmZy4Ig0MpLiSIqPJi0hNoJViww8CugiIiIiIvI5zjmeX1nCQwVbeWtdOYGwfupjMhO59ksHcuK04YwelkhsdJS6pYv0AgV0ERERERGhqTXI65+U8uyKYt5eX05Da5DWQIjRwxK55AvjOXZyDtmp8QCMy0oiPiY6whWLDD4K6CIiIiIiQ5BzjhXbanj9kzIaWgI8XLCVqsY2slPiOGHqcLKS45g8PJUzDx2t1nGR/UQBXURERERkCAmFHA8XbGXh0kJWF9cCEBNlzBgzjGtOmsLc8ZnEaBA3kYhQQBcRERERGeTK61v4x9ubWLyihLqWAGV1LUwbmcbNZxzEgkNGkZ6kwdxE+gMFdBERERGRQSoQDPGb59ey6N1CWgIhjpmcQ3ZKPEdMzOJrs0Zjpq7rIv2JArqIiIiIyCARDDne+LSUjWUNAKwpruOxD4v46qGj+e7xk5iYkxLhCkWkOwroIiIiIiIDVDDkWLW9hlXba2lsDfLAe4Vs8MN5u7Nm5/G7s2dEqEIR2RN9FtDN7G7gVKDUOXeQP+0G4DKgzF/s58655/x51wKXAEHgaufcC/702cA9QCLwHPB955wzs3hgITAbqAC+4Zzb7K9zEXCd/xg3O+fu7avnKSIiIiKyvzS0BCipbWZTWQOPfVjEOxsqqGlq2zl/cm4Kfzl3FkdPzqa993pagq4vFxko+rIF/R7gNrwQHe5W59zvwieY2TTgHGA6MAp42cymOOeCwO3A5cC7eAH9FGAxXpivcs5NMrNzgN8A3zCzTOB6YA7ggGVm9pRzrqpvnqaIiIiISO+paWpj5bYaVmyrYVtVEy2BIB9vrWF7TRN1zYGdy2WnxHHy9OEcNSmbWWMziI+JIjslnij9JJrIgNVnAd05t8TM8nu4+OnAP51zLcAmM1sPzDWzzUCac24pgJktBM7AC+inAzf46z8K3GbeKBcnAy855yr9dV7CC/UP9sLTEhERERHZZ81tQWqb2vhwSxVvritn3Y56dtQ10xYIsb2meedy6YmxxEQZ00enM29CJiPSExmRHs+ItEQOHTuMhNjoCD4LEeltkbgG/XtmdiFQAFzjt2yPxmshb1fkT2vzb3ecjv/vVgDnXMDMaoCs8OmdrLMLM7scr3WesWPH7tuzEhERERHxhUKO7TVNrCutp7K+lZBzbCpv4PmVJWyrbqIlENq5bGpCDAcMT2VG3jBiooyJuSkcPDqdQ/LSGZYUF8FnISL72/4O6LcDN+F1Pb8J+D3wbaCzfjium+ns5Tq7TnTuDuAOgDlz5nS6jIiIiIhId0rrmlm9vZZN5Q3UNLVRUd/K4pUllNe37LJcdJRx1KRsTpw2nPTEWNITY8lOiefEqbnEREdFqHoR6U/2a0B3zu1ov21mdwLP+HeLgDFhi+YB2/3peZ1MD1+nyMxigHSg0p9+XId1Xu+t5yAiIiIiQ1dbMMSywiqWbqigvL6Foqom3lxXRiisqScuJorjD8jl6MnZTBmeyvC0eKLMSPNDuYhIV/ZrQDezkc65Yv/umcBK//ZTwANm9ge8QeImA+8754JmVmdm84D3gAuB/w1b5yJgKXAW8Ko/uvsLwK/MLMNfbj5wbV8/NxEREREZnLZUNLK9pokXVpXwaEERdS0BogwykuJISYjhquMmccyUHMZnJ5OVHIcZmGmgNhHZc335M2sP4rVkZ5tZEd7I6seZ2Uy8LuebgSsAnHOrzOxhYDUQAL7rj+AOcCWf/czaYv8P4C5gkT+gXCXeKPA45yrN7CbgA3+5G9sHjBOOzb99AAAgAElEQVQRERER6Ym65jb+9eE2/vnBVtYU1+6c/tVDRzN/+giOnJSlny8TkV5nzunSa/CuQS8oKIh0GSIiIiISIRX1Lfzrw228t6mCpRsqaGgNMiMvndNmjmbqiFSGpycwMScl0mWKSISY2TLn3Jy+fIxIjOIuIiIiItJvrNpew11vbuKZ5cW0BkNMzElmwYxRfHPuWGaMGRbp8kRkCFFAFxEREZEhp7S2mbve3sRHW6r5YHMlibHRnDN3DBfMG8fk4amRLk9EhigFdBEREREZMhpbA/zltfXc9dYmAkHHIXnpXHbMBK46bpJGWBeRiFNAFxEREZFBb31pPe9tquDvb2xkS2Ujp80YxY9OmkJ+dnKkSxMR2UkBXUREREQGrYaWAP/z/FruXVoIwPjsZP55+TzmTciKcGUiIp+ngC4iIiIig05VQysFhVXc+MwqiqqauPjIfC4+Mp9xWUn6jXIR6bcU0EVERERkUGhuC/LAe1u4661NbKtuAiA/K4mHLj+CueMzI1ydiMjuKaCLiIiIyIDmnOPF1Tu4+dnVbK1s4vDxmVx8ZD5TRqRy+PhMEmKjI12iiEiPKKCLiIiIyIC0paKRBz/YwgurSthY1sCU4SksumQuX5icE+nSRET2igK6iIiIiAwoSzdU8NfX1/PmunKiDI6alM23jsznnLljiY2OinR5IiJ7TQFdRERERPq91dtrWfRuIR9vrWZ1cS25qfH84MTJfOOwMYxMT4x0eSIivUIBXURERET6rcKKBv7w0qc89fF2kuNimDEmneu+MpXz543TteUiMugooIuIiIhIv1LX3MZzK4pZ8mk5L6wqISbauPLYiVxxzETSk2IjXZ6ISJ9RQBcRERGRfmF5UTX/eHszi1cW09wWYnhaPOcePpbvfXESuWkJkS5PRKTPKaCLiIiISEQ45/j31mpeWFnC8qIalm6sIDUhhq/NyuOs2XnMHDMMM4t0mSIi+40CuoiIiIjsd6u21/CLJ1exrLCKuOgoJuQk88MTp/Dto/NJTVA3dhEZmhTQRURERGS/qG8J8PzKEt5aV8ZTH28nIymOm06fzpmz8kiJ19dSERF9EoqIiIhInyqta+b3L3zKkx9vo7ktRGp8DOfPG8c1Jx2gQd9ERMIooIuIiIhIn1i5rYbX1pZyx5KNtARCfG22d235rLG6tlxEpDMK6CIiIiLSq0prm7nuiZW8uHoHAMdMyeGGBdOYkJMS4cpERPo3BXQRERER6TVPfbyd6x5fQUsgxI9PPoAzDx3NqGGJkS5LRGRAUEAXERERkX22rbqJO5ds5J53NjNr7DB+d/YMtZiLiOwhBXQRERER2Ws1TW1c+6/lPLeiBICLjhjHdadOIzY6KsKViYgMPAroIiIiIrJXyupauPTeD1hdXMvVx0/izFl5jM9OjnRZIiIDlgK6iIiIiOyVK+9bxic76rj9vNmcOG14pMsRERnwFNBFREREpMeccyxZV87yrdUUFFZx/YJpCuciIr1EAV1EREREeiQQDPEfD/6bxSu9682zU+I4a3ZehKsSERk8FNBFREREZLecc/zkseUsXlnCT045gK/PGUNaQixxMRoMTkSktyigi4iIiMhuvbepkn99uI2rj5/EVcdNinQ5IiKDkk55ioiIiEi33lxXxoV3vU96YixXfVHhXESkr6gFXUREREQ6FQiGeOzDIm58ejWx0cZPTzmQhNjoSJclIjJoKaCLiIiIyOfUtwT49j0f8P6mSg4ckcqdF85hTGZSpMsSERnUFNBFRERE5HNue3U9BZsr+e1Zh3DW7DzMLNIliYgMeroGXURERER2sXDpZv72xgbmTxvB2XPGKJyLiOwnCugiIiIislNJTTPXP7UKgCuPmxjhakREhhZ1cRcRERGRne57txDn4I0fH8e4rORIlyMiMqQooIuIiIgIoZDj6eXbuWPJRk49ZKTCuYhIBCigi4iIiAxxgWCISxcW8PonZUwflcYNp02PdEkiIkOSArqIiIjIEBYKOa57YiWvf1LGdV+ZyrePGk9UlAaFExGJBAV0ERERkSHKOcdPH1vOI8uK+I/jJ3HpFyZEuiQRkSFNAV1ERERkiLrnnc08sqyIq4+fxI/mHxDpckREhjwFdBEREZEhJhRy3P/+Fm55dg0nTh3OD0+aEumSREQEBXQRERGRIaW5Lch/PvIxzywvZs64DH5/9gzMdM25iEh/oIAuIiIiMkRUNbRy2cICCgqr+NmXDuSKYyYonIuI9CMK6CIiIiJDQFNrkLP/vpQtlY3cdu6hnHrIqEiXJCIiHSigi4iIiAwBf3ltPetL61n47bkcMyUn0uWIiEgnFNBFREREBrFAMMSjy4q4/Y0NfHXWaIVzEZF+TAFdREREZJAqrmniikXLWF5Uw8Gj07nhtOmRLklERLqhgC4iIiIyCDW3BblsYQGby71rzr9y8EgNCCci0s8poIuIiIgMMqu31/K129+hqS3I78+eoQHhREQGCAV0ERERkUFkS0Ujly8qIDk+mt+efQhfOXhkpEsSEZEeUkAXERERGQRqmtr4/YufcN+7hcRER/HwFUcwc8ywSJclIiJ7QAFdREREZIBbX1rPt+/5gKKqRi6YN46LjsxnQk5KpMsSEZE9pIAuIiIiMoB9uqOOs25/h7iYKB75zpHMHpcR6ZJERGQvKaCLiIiIDFCrttdwxaJlxMdG868rj2RMZlKkSxIRkX2ggC4iIiIywBTXNHHzM2t4dkUxqQkx3H/p4QrnIiKDQFRfbdjM7jazUjNbGTbtt2a21syWm9njZjbMn55vZk1m9pH/97ewdWab2QozW29mfzb/BzzNLN7MHvKnv2dm+WHrXGRm6/y/i/rqOYqIiIjsb+9sKOfLf3qTl9fs4PsnTObVa47jkDwNBiciMhj0WUAH7gFO6TDtJeAg59whwKfAtWHzNjjnZvp/3wmbfjtwOTDZ/2vf5iVAlXNuEnAr8BsAM8sErgcOB+YC15uZLsYSERGRAe/NdWVccNf7ZKXEs/j7X+CHJ00hJzU+0mWJiEgv6bOA7pxbAlR2mPaicy7g330XyOtuG2Y2Ekhzzi11zjlgIXCGP/t04F7/9qPACX7r+snAS865SudcFd5JgY4nCkREREQGjEAwxEurd3DV/R8yKSeFx686UqO0i4gMQpG8Bv3bwENh98eb2b+BWuA659ybwGigKGyZIn8a/r9bAZxzATOrAbLCp3eyzi7M7HK81nnGjh27r89HREREpNe9vHoHv3hyJdtrmsnPSuKui+eQmhAb6bJERKQPRCSgm9l/AQHgfn9SMTDWOVdhZrOBJ8xsOmCdrO7aN9PFvO7W2XWic3cAdwDMmTOn02VEREREIiEQDHHjM6tZuLSQA0ek8osF0zjugFwSYqMjXZqIiPSR/R7Q/UHbTgVO8Lut45xrAVr828vMbAMwBa/1O7wbfB6w3b9dBIwBiswsBkjH61JfBBzXYZ3X++jpiIiIiPS6xtYAVz/4b15eU8qlR4/nJ6ccSFxMXw4dJCIi/cF+DehmdgrwU+BY51xj2PQcoNI5FzSzCXiDwW10zlWaWZ2ZzQPeAy4E/tdf7SngImApcBbwqnPOmdkLwK/CBoabz66D0YmIiIj0Sztqm7nt1fUsXllMZUMrN54+nQuPyI90WSIisp/0WUA3swfxWrKzzawIb2T1a4F44CX/19Le9UdsPwa40cwCQBD4jnOufYC5K/FGhE8EFvt/AHcBi8xsPV7L+TkAfqi/CfjAX+7GsG2JiIiI9DvOOR4u2MpNz6yhNRjipGnDOe/wsRw5MTvSpYmIyH5kfi/zIW/OnDmuoKAg0mWIiIjIEFPfEuC/Hl/Bkx9t54gJWfz6qweTn50c6bJERKQDM1vmnJvTl48RyVHcRURERIas8voWbnt1PY8UbKWpLch/zp/CVcdNIiqqs/FuRURkKFBAFxEREdmP6lsC3LlkI3e+uZGWQIjTZ47i/HnjmDU2Y/cri4jIoKaALiIiIrIfNLYGeGd9BT/71wrK61v48sEjuGb+AUzMSYl0aSIi0k8ooIuIiIj0oa2Vjdz26noe+7CIQMiRn5XE/110FDPHDIt0aSIi0s8ooIuIiIj0gea2ILe+9Cl3vbWJqCjjm3PHctwBOcybkEVyvL6CiYjI5+l/BxEREZFeUt3YygurSnh2RQkFmytpbA1yzmFj+OFJUxielhDp8kREpJ9TQBcRERHZS23BEJvLGyiqbuLpj7bzzIpiWgMhxmYmceahozn1kFEcMTEr0mWKiMgAoYAuIiIi0kOtgRAlNc28ub6Ml1bv4P1NXis5QEp8DF+fk8fX54zh4NHpmOnn0kREZM8ooIuIiIiECQRDVDa0Ul7fyo66ZpZvrWF1cQ3rSusprGgkGHIAjMtK4uzZecwcO4yR6YkcPDpd15aLiMg+0f8iIiIiMqQ452gJhNhc0cCa4lq2VTWxrbqJyoZWNpU3sKm8gbag27m8GYzPSmby8BS+fNBIRmckMmtsBlOGp6iVXEREepUCuoiIiAwazjlqmtooqmpie7X3t6OuhR01zWyrbqK4ppmSmmZag6Fd1stOiSMjKY5xWcmcMHU4o4Ylkp0cR05qPFNGpJKWEBuhZyQiIkOJArqIiIgMKJUNrWyraqK8oYWtlY18UlLHpvIGimuaKa5porlt1/AdG23kpiYwalgCM8cMY+TBCaQnxpKdEs+sscMYPSyJxLjoCD0bERGRzyigi4iISL/knGN7TTNrtteytaqRj7ZW8+8t1WypbNxlubSEGCblpjBtVBonHJjLiPQERg9LZHRGIiPTE8lKjiMqSl3RRUSk/1NAFxERkYhzzrGlspHimmbWldbzxielfLS1mvL61p3LjEjzWsDPPXwsE7KTyUqJZ9SwBEakJehacBERGRQU0EVERCQigiHH+tJ6Hi7YystrdlBY8VnL+NjMJI47IJcZeelMH51O3rBEctMSIlitiIhI31NAFxERkf2iNRDi6Y+3U1jZyFvryli1vZaWQIi46CiOmpTFpUePZ2JOCiOHJZKflaRWcRERGXIU0EVERKTPBIIhPtxSzfubKnhmeTFrS+owg6kj0rhg3jgOGJHKMVNyGK7WcREREQV0ERER6X1VDa389fX1PFxQRE1TGwCTclO4/bxZnDhtOLHRURGuUEREpP9RQBcREZFeEQw53lpfzkurS3jy39tpaA3w5YNH8uWDR3L05Gz9lriIiMhuKKCLiIjIPimra2Hh0s08uqyI4ppmkuOi+cLkHH40fwpThqdGujwREZEBQwFdRERE9lhzW5DX1pby7sYKHllWRHNbkGOm5PD/Tp3GCVNziY+JjnSJIiIiA44CuoiIiPRYWzDEQx9s5U+vrKOsroX4mChOnDaca06awoSclEiXJyIiMqApoIuIiMhutQVDPL+yhFtf+pSN5Q0clp/BH74+g8PHZxEXowHfREREeoMCuoiIiHSpurGVB9/fysKlmymuaWZSbgp3XjiHE6fm6nfKRUREepkCuoiIiOyiLRjik5I6/vnBFh5bto2mtiBHTcriptMP4osH5hIdpWAuIiLSFxTQRUREhjjnHOtL63ntk1JeW1tGQWElbUFHXHQUp88cxbePHs/UkWmRLlNERGTQU0AXEREZQupbAmwub2B1cS2rt9eypriWDWX1lNe3AnDgiFQuPjKfg0anc+TEbHJS4yNcsYiIyNChgC4iIjJIBEOOqsZWyutbKK9rpaKhhdLaFrZVN1FY0cCa4jpKapt3Lp8YG82BI1P54gG5zBqXwbFTchg1LDGCz0BERGRoU0AXERHph5xz1LcEqGpoo7KxlaqGViobWqlq9P4qG9q8af48b1orIff5baXEx5CXkcgRE7OYPDyF/KxkDhyRyrisZF1PLiIi0o8ooIuIiERAU2uQoqpGNpU3sLmigeKaZsrrW9lR28z26iZ21DbTFuwkbQPRUUZGUiwZSXFkJMcxMSeFjORYslPiyU6JJyslbuftnNR40hJiNOK6iIjIAKCALiIi0ofqWwIUVjSwanstH2+tZm1JHet21FHbHNhluZT4GLJT4shJjWfOuAyGpyeQlRxHRlIcmcleEM/0A3lqfAxRavkWEREZdBTQRUREekkw5FhbUssHmyr5oLCKZZurdrnmOzUhhqkj0lgwYxSjhiUyelgi+dnJjM9KJj0pNoKVi4iISH/Qo4BuZkcC+eHLO+cW9lFNIiIiA8bGsnoWryzh/U2VfFhYRV2L1zI+Kj2BueMzmToyjbGZSRwwIoUJ2Slq+RYREZEu7Tagm9kiYCLwERD0JztAAV1ERIakDWX1vLJmB6+sKeW9TZUATBmewoKZo5ibn8mc/AzyMpIiXKWIiIgMND1pQZ8DTHPOdT5SjYiIyBCxvKiaP7+yjpfXlALeb4Zfc9IUvnHYGHLTEiJcnYiIiAx0PQnoK4ERQHEf1yIiItLvtAVDFGyu4unl23ngvS2kJ8byo5OmcPacPEam6zfDRUREpPd0GdDN7Gm8ruypwGozex9oaZ/vnDut78sTERGJjIr6Fv7x9mYWLt1MbXOAKIPzDh/Lz750IKkJGtBNREREel93Lei/229ViIiI9BOhkOOhgq3c+PRqmgNBTp42gjNnjebIiVkK5iIiItKnugzozrk3AMzsN865n4bPM7PfAG/0cW0iIiL7TSjkeGFVCX96ZR1rS+o4alIWvzztICblpkS6NBERERkienIN+knATztM+1In00RERAak1z4p5TeL17K2pI4J2cnc+o0ZnDZjNNH6STQRERHZj7q7Bv1K4CpggpktD5uVCrzT14WJiIj0Neccf3plHX98eR3js5P54zdmsmDGKAVzERERiYjuWtAfABYDvwZ+Fja9zjlX2adViYiI9LHS2mZufXkdD76/hbNm53HLmQcRHxMd6bJERERkCOvuGvQaoAb4JoCZ5QIJQIqZpTjntuyfEkVERHrXK2t28IOHPqKhJcC3jsrn/31lGlFqNRcREZEI2+016Ga2APgDMAooBcYBa4DpfVuaiIhI7/vH25u46ZnVTB+Vzp+/eSjjs5MjXZKIiIgI0LNB4m4G5gEvO+cONbMv4reqi4iIDBTOOX77wif89fUNzJ82nD+eM5OkuJ78NygiIiKyf0T1YJk251wFEGVmUc6514CZfVyXiIhIr6lpbOOmZ9bw19c38M25Y7j9/NkK5yIiItLv9OTbSbWZpQBvAvebWSkQ6NuyREREeseKohouufcDSutaOPfwsdx8+kG63lxERET6pZ4E9NOBJuAHwHlAOnBjXxYlIiLSGzaW1XPxP94nITaap793NAfnpUe6JBEREZEu7TagO+cazGwcMNk5d6+ZJQH6HRoREenXdtQ2c8Fd7wOw6JK5TMhJiXBFIiIiIt3b7TXoZnYZ8Cjwd3/SaOCJvixKRERkX7QFQ1x1/4dUN7Zyz7cUzkVERGRg6Mkgcd8FjgJqAZxz64DcvixKRERkbwWCIX713BqWFVbx668dom7tIiIiMmD05Br0Fudcq5k3oI6ZxQCuT6sSERHZCztqm7l8YQEfF9Vw/ryxnDZjVKRLEhEREemxngT0N8zs50CimZ0EXAU83bdliYiI7JmapjYuuvt9tlQ28udvHsqCQ0ZGuiQRERGRPdKTLu4/A8qAFcAVwHPAdX1ZlIiIyJ5obgty2cICNpTVc8cFczhtxijae36JiIiIDBQ9GcU9ZGZPAE8458r2Q00iIiJ75IanVvH+pkr+dM5Mjp6cHelyRERERPZKly3o5rnBzMqBtcAnZlZmZr/Yf+WJiIh0741Py/jnB1u54tgJnD5zdKTLEREREdlr3XVx/wHe6O2HOeeynHOZwOHAUWb2w91t2MzuNrNSM1sZNi3TzF4ys3X+vxlh8641s/Vm9omZnRw2fbaZrfDn/dn8PotmFm9mD/nT3zOz/LB1LvIfY52ZXbQH+0NERAYI5xwvrd7BNQ9/zOTcFH544pRIlyQiIiKyT7oL6BcC33TObWqf4JzbCJzvz9ude4BTOkz7GfCKc24y8Ip/HzObBpwDTPfX+auZRfvr3A5cDkz2/9q3eQlQ5ZybBNwK/MbfViZwPd7JhLnA9eEnAkREZHD49eK1XLawgIykWG47dxYJsdG7X0lERESkH+suoMc658o7TvSvQ4/d3Yadc0uAyg6TTwfu9W/fC5wRNv2fzrkW/4TAemCumY0E0pxzS51zDljYYZ32bT0KnOC3rp8MvOScq3TOVQEv8fkTBSIiMoDduWQjdyzZyPnzxvLc97/AASNSI12SiIiIyD7rLqC37uW87gx3zhUD+P/m+tNHA1vDlivyp432b3ecvss6zrkAUANkdbOtzzGzy82swMwKyso0/p2IyEDw5EfbuOW5NXzlkJHceNpBxEb35AdJRERERPq/7kZxn2FmtZ1MNyChl+vo7LdwXDfT93adXSc6dwdwB8CcOXM6XUZERPqPtSW1/PSx5cwdn8kfvj6DqCj9lJqIiIgMHl02Ozjnop1zaZ38pTrndtvFvQs7/G7r+P+W+tOLgDFhy+UB2/3peZ1M32UdM4sB0vG61He1LRERGcA2lNVz5X0fkpoQy23nHkp8jK45FxERkcFlf/cLfApoH1X9IuDJsOnn+COzj8cbDO59vxt8nZnN868vv7DDOu3bOgt41b9O/QVgvpll+IPDzfeniYjIALV4RTFf+fObVDW28tfzZpGb2tsduUREREQir7su7vvEzB4EjgOyzawIb2T1/wYeNrNLgC3A2QDOuVVm9jCwGggA33XOBf1NXYk3InwisNj/A7gLWGRm6/Fazs/xt1VpZjcBH/jL3eic6zhYnYiIDBAfb63mBw99xLRRafzt/NkMT1M4FxERkcHJvEbnTmaYxTvnWvZzPREzZ84cV1BQEOkyREQkTE1TGyffuoToKOOp7x1FVkp8pEsSERGRIcrMljnn5vTlY3TXxX2pX8SivixARESkK7c8u5qy+hZuP3+WwrmIiIgMet11cY8zs4uAI83sqx1nOuf+1XdliYjIUOac4753C3m4oIirjpvIIXnDIl2SiIiISJ/rLqB/BzgPGAYs6DDPAQroIiLS60prm/nxo8t549MyvjA5m6tPmBzpkkRERET2iy4DunPuLeAtMytwzt21H2sSEZEhqqaxjXP/7z2Kqhr55WnTuWDeOP3WuYiIiAwZPRnFfZGZXQ0c499/A/ibc66t78oSEZGhpi0Y4jv3LaOwooFFlxzOvAlZkS5JREREZL/qSUD/KxDr/wtwAXA7cGlfFSUiIkPPzc+sZunG/8/efcfJUdePH399ruTSe0gnPYEkJEBCL1KlWkBQVIqIgKKoKHa/X7H9/CrYCx0UBDSACqigIoKCtBBIIEBCEkghIZX0enef3x8zRzYhZe9u92bv7vV8PO5xs5/dfe97Z2c/M+/5zMwu50fvH29xLkmSWqV8CvQDYozjc24/FEKYWqyEJEmtz52T5/Obx+fyscOHcPr+A7JOR5IkKRP5FOg1IYRhMcbZACGEoUBNcdOSJLUGG7fU8Mt/zeLaR+Zw2PAefPmkvbJOSZIkKTP5FOhfAP4VQpgDBGAQcH5Rs5IktQrfvG86dzw1n1PG9eU77xlLRXlZ1ilJkiRlZrcFeozxnyGEEcAokgL95RjjpqJnJklq0bbU1PKXaYs4ff/+/Oj9+2adjiRJUubyGUEnLcinFTkXSVIr8tfnF7F6YzUnjumTdSqSJEklwWMJJUlN7rYn53LZ759jTL/OHDmyV9bpSJIklYRdFughMbCpkpEktXz3Tl3I1/74Au8Y2YtJFx9C28ryrFOSJEkqCbss0GOMEfhTE+UiSWrBNm6p4eqHZ3P5pKkcOLg7V589gQ5VeZ1pJUmS1Crks2X0RAjhgBjj00XPRpLUIq3asIVzbnySaQtWcdzee3DVmeMdOZckSdpOPgX60cDHQwivAetIruQeY4zjipmYJKllWLJmI+fd9DSzlqzhmrP358SxfbNOSZIkqSTlU6CfVPQsJEkt0vrN1XzwuidYtGojN553gBeEkyRJ2oXdXsU9xjgXGAgck06vz+d5kqTWLcbIt+57kdlL13HdORMtziVJknZjtyPoIYRvABOBUcDNQCXwW+Cw4qYmSWquXl22ju/+5UUefGkJlxw1jMNH9Mw6JUmSpJKXzyHupwH7AVMAYowLQwidipqVJKnZ+s8rS/nEb6cQgC+ftBcXHTE065QkSZKahXwK9M0xxhhCiAAhhA5FzkmS1Ew9NmsZ59/8NMP36MjN5x9A3y7tsk5JkiSp2cjnXPJJIYRrga4hhAuBB4Hri5uWJKm5WfDmej51+xSG9OzApI8fYnEuSZJUT7sdQY8xXhVCOB5YDYwE/jfG+I+iZyZJajY2bK7hE7+dQnVN5NpzJtC5bWXWKUmSJDU7+RziDvA80A6I6bQkSQD8bfobfOu+F3l95QauP3ciQ3t1zDolSZKkZmm3h7iHED4GPAWcDpwBPBFC+GixE5Mklb5ZS9Zw6e3P0rldJbdfeBDHj+6ddUqSJEnNVj4j6F8A9osxLgcIIfQA/gvcVMzEJEmlbfnaTVx4yzO0ryrn1gsOpGfHqqxTkiRJatbyKdAXAGtybq8B5hcnHUlSc1BbG7ls0lReX7mB2z92kMW5JElSAey0QA8hfC6dfB14MoRwD8k56O8hOeRdktRKXf3IbP49cynfPW0sEwd3zzodSZKkFmFXI+id0v+z07869xQvHUlSKauuqeWOp+bxo3/M5NRxffnQgXtmnZIkSVKLsdMCPcb4zaZMRJJU2mprI+fd/BSPzVrOxEHd+N7p+xBCyDotSZKkFmO356CHECYCXwMG5T4+xjiuiHlJkkrMX19YxGOzlvM/p47mo4cNtjiXJEkqsHwuEncbyZXcnwdqi5uOJKkUPTFnOV+8axp79enERw61OKcQKwIAACAASURBVJckSSqGfAr0pTHGe4ueiSSpJL26bB3n3/w0/bu145aPHkh5mcW5JElSMeRToH8jhHAD8E9gU11jjPEPRctKklQSNlXXcPmdU6koD/z2goPYo3PbrFOSJElqsfIp0M8H9gIq2XqIewQs0CWpBXt23ptcce90pi5Yxc8/uB99ulicS5IkFVM+Bfr4GOM+Rc9EklQylqzeyAevf4LObSv56Vn78q7x/bJOSZIkqcXLp0B/IoQwOsb4YtGzkSRlLsbIjx+cyebqWiZdfAiDe3bIOiVJkqRWIZ8C/XDgvBDCqyTnoAcg+jNrktQy/fyhWdzx1HwuOHyIxbkkSVITyqdAP7HoWUiSSsIzc1fwo3/M5PT9+vO1k/fOOh1JkqRWJZ8CPRY9C0lS5mKM/Oyfs+jWvpLvnDaWMn9OTZIkqUnlU6D/haRID0BbYAgwAxhTxLwkSU0oxshNj73GIzOX8rWT96Z9m3xWD5IkSSqk3W6BbX8F9xDC/sDFRctIktSkamojF986mQdfWsI7Rvbio4cPyTolSZKkVqneQyQxxikhhAOKkYwkqen96+UlPPjSEj53/Eg+dfRwD22XJEnKyG4L9BDC53JulgH7A0uLlpEkqclsrq7l5w+9Qt8ubfnEUcMsziVJkjKUzwh6p5zpapJz0u8uTjqSpKYSY+Rrf3yeqQtW8YsP7UdleVnWKUmSJLVq+ZyD/s2mSESS1LQenrmUO59ZwKXHDOfUcf2yTkeSJKnV22mBHkK4mZ3/xFqMMV5QnJQkSU1h0tPz6dGhDZceMyLrVCRJksSuR9D/vIO2PYHPAuXFSUeS1BReeH0Vf5v+BhceMZQ2FR7aLkmSVAp2WqDHGN86zzyEMBT4KnAk8H/AjcVPTZJUDPdOXcg37nmB7h3acMlRw7NOR5IkSaldDpuEEPYOIfwWuA94FBgdY7w6xri5SbKTJBXU3OXr+PQdzzKoRwd+d9HBdGlfmXVKkiRJSu3qHPQ7gYnAVcBlQA3QOYTkJ3hijCuaIkFJUuE8PCP5lcyfnrUvg3p0yDgbSZIk5drVOegHkFwk7nLg82lb3Q/kRmBoEfOSJBXYf2cv4xv3TmfP7u0tziVJkkrQrs5BH9yEeUiSimjhyg1cfMsztK0s48IjhmSdjiRJknZgt7+DLklq/u54ah7rNlfz8OVHs2eP9lmnI0mSpB3wt3UkqYXbuKWGOycv4B0je1mcS5IklTALdElqwWKM/OCBGbyxeiMfO8JLh0iSJJWyvAr0EMLhIYTz0+leIYQGn8AYQhgVQngu5291COGzIYQrQgiv57SfnPOcr4QQZoUQZoQQTshpnxBCeD6972chvcR8CKEqhPD7tP3JEMLghuYrSc1VdU0tl9w2hZsee5UPH7Qnhw3vmXVKkiRJ2oXdFughhG8AXwK+kjZVAr9t6AvGGGfEGPeNMe4LTADWA39M7/5x3X0xxr+mrz8aOAsYA5wI/CqEUJ4+/mrgImBE+ndi2n4B8GaMcTjwY+D7Dc1Xkpqrf81Yyv0vvMHnjx/Jd947Nut0JEmStBv5jKCfBrwbWAcQY1wIdCrQ6x8LzI4xzt3FY94D/C7GuCnG+CowCzgwhNAX6BxjfDzGGIFbgPfmPOc36fRdwLF1o+uS1Fr8edpCurav5ONHDcMuUJIkqfTlU6BvTgvgCBBCKOSP554F3JFz+1MhhGkhhJtCCN3Stv7A/JzHLEjb+qfT27dv85wYYzWwCuix/YuHEC4KIUwOIUxeunRpId6PJJWEJ+Ys58/TFvGucf2oLPdyI5IkSc1BPlttk0II1wJdQwgXAg8C1zf2hUMIbUhG5u9Mm64GhgH7AouAH9Y9dAdPj7to39Vztm2I8boY48QY48RevXrVI3tJKl2LV2/kk7dNYXCP9nzxxFFZpyNJkqQ87fZ30GOMV4UQjgdWA6OA/40x/qMAr30SMCXGuDh9ncV1d4QQrgf+nN5cAAzMed4AYGHaPmAH7bnPWRBCqAC6ACsKkLMklbyrH57N6o1b+P3Fh9CpbWXW6UiSJClP+Vwk7jLgpRjjF2KMlxeoOAf4IDmHt6fnlNc5DXghnb4XOCu9MvsQkovBPRVjXASsCSEcnJ5ffi5wT85zzkunzwAeSg/Tl6QWbfHqjUyaPJ93j+/P8D06Zp2OJEmS6mG3I+hAZ+BvIYQVwO+Au3JHuxsihNAeOB64OKf5ByGEfUkORX+t7r4Y4/QQwiTgRaAa+GSMsSZ9zieAXwPtgPvTP4AbgVtDCLNIRs7Paky+ktQcLF69kUvveJbq2silxwzPOh1JkiTVU8h3YDmEMA74APA+YEGM8bhiJtbUJk6cGCdPnpx1GpLUIItXb+RdP3+UNRur+fZ7x3LGhAG7f5IkSZLyFkJ4JsY4sZivkc8Iep0lwBvAcmCP4qQjSWqImx97jWVrN3HfpYczpl+XrNORJElSA+RzDvonQggPA/8EegIXxhjHFTsxSVJ+Xl22jtuenMvxo3tbnEuSJDVj+YygDwI+G2N8rtjJSJLqZ9X6LVzw66epKAt87eTRWacjSZKkRthpgR5C6BxjXA38IL3dPff+GKM/WyZJGbvm37N5bfk6fn/xIezZo33W6UiSJKkRdjWCfjtwKvAMyZXVQ859ERhaxLwkSbuxblM1v3tqHseP7s0Bg7vv/gmSJEkqaTst0GOMp6b/hzRdOpKkfKxcv5mv/fEFVm7YwkVHDss6HUmSJBVAPheJ+2c+bZKkpjFv+Xre+eN/89cXFvG540YyYVC3rFOSJElSAezqHPS2QHugZwihG1sPce8M9GuC3CRJO3Dtv2ezcsMW7vvU4Yzt71XbJUmSWopdnYN+MfBZkmL8GbYW6KuBXxY5L0nSDjw8Ywl3PrOA9+7bz+JckiSphdnVOeg/BX4aQrg0xvjzJsxJkrQD/529jAtvmcyIPTrxxRP3yjodSZIkFdhufwc9xvjzEMJYYDTQNqf9lmImJkna1rWPzKFHhyp+d/HBdG5bmXU6kiRJKrDdFughhG8AR5EU6H8FTgIeBSzQJamJzFy8hv+8spRLjhpucS5JktRC7fYq7sAZwLHAGzHG84HxQFVRs5IkAVBbG7njqXmcdd0TdO9QxdkHD8o6JUmSJBVJPgX6hhhjLVAdQugMLAGGFjctSRLAbU/N4yt/eJ6hPTtwx4UH0adL290/SZIkSc3Sbg9xByaHELoC15NczX0t8FRRs5IksXZTNdc8PJv99+zKnR8/hBDC7p8kSZKkZiufi8Rdkk5eE0J4AOgcY5xW3LQkqXVbu6ma8256ijdWb+TKM8dZnEuSJLUCOy3QQwj77+q+GOOU4qQkSfrZP1/hufkr+cUH9+PQYT2zTkeSJElNYFcj6D/cxX0ROKbAuUiSgBgjf5m2iKNG9uKkffpmnY4kSZKayE4L9Bjj0U2ZiCQp8fjs5by+cgOfOW5E1qlIkiSpCeXzO+jn7qg9xujvoEtSAW3YXMMdT83jF/+axaAe7TnF0XNJkqRWJZ+ruB+QM92W5DfRpwAW6JJUIC+8voqP/vpplqzZxEFDuvPt946lQ1U+XbQkSZJainyu4n5p7u0QQhfg1qJlJEmtzIsLV/PhG56kY1UFky4+hAOHdM86JUmSJGWgIcMz6wFPjJSkAvnJgzMpLwv87qKDGdi9fdbpSJIkKSP5nIN+H8lV2wHKgNHApGImJUmtxebqWh6btYz37Nff4lySJKmVy2cE/aqc6WpgboxxQZHykaRW5cGXFrNucw1Hj9oj61QkSZKUsXzOQX8EIITQue7xIYTuMcYVRc5Nklqs6ppabn9qHlc+MIO9+nTiyJE9s05JkiRJGcvnEPeLgG8DG4BaIJAc8j60uKlJUss0b/l6LrxlMjMWr+Hgod258ozxVFWUZ52WJEmSMpbPIe5fAMbEGJcVOxlJaukWvLmeD17/BOs2V3PN2RM4YUxvQghZpyVJkqQSkE+BPpvkyu2SpEb6xj3TWb1xC3dceDBj+3fJOh1JkiSVkHwK9K8A/w0hPAlsqmuMMX66aFlJUgv05rrNPDJzKRccPsTiXJIkSW+TT4F+LfAQ8DzJOeiSpHqKMfKrh2dRXRt51/h+WacjSZKkEpRPgV4dY/xc0TORpBZqwZvr+fQdzzJl3ko+dNCejp5LkiRph/Ip0P+VXsn9PrY9xN2fWZOkPPzvPdOZuXgt3zt9H86cMCDrdCRJklSi8inQP5T+/0pOmz+zJkl5eOrVFTz08hIuO24kHzxwz6zTkSRJUgnbbYEeYxzSFIlIUkvzzNwVnH/zUwzt2YHzDh2UdTqSJEkqcbst0EMI5+6oPcZ4S+HTkaSW42t/fIEeHau446KD6dq+TdbpSJIkqcTlc4j7ATnTbYFjgSmABbok7cSMN9bw8htr+Oa7x9C7c9us05EkSVIzkM8h7pfm3g4hdAFuLVpGktTMbamp5cq/vUyb8jJO3qdv1ulIkiSpmchnBH1764ERhU5EklqCGW+s4TO/e5aX31jDFe8aTa9OVVmnJEmSpGYin3PQ7yO5ajtAGTAamFTMpCSpOYox8sW7p7F0zSauOXsCJ47tk3VKkiRJakbyGUG/Kme6GpgbY1xQpHwkqdl6eMZSps5fybfeM8biXJIkSfW20wI9hDAc6B1jfGS79iNCCFUxxtlFz06Smokp897kk7dPYa8+nThjwoCs05EkSVIzVLaL+34CrNlB+4b0PkkSyaHtX7prGj06tuGWCw6kfZuGXN5DkiRJrd2uCvTBMcZp2zfGGCcDg4uWkSQ1MzMXr+WVJWu56Iih7NHJn1STJElSw+yqQN/VVma7QiciSc3VjY/OoSzACZ53LkmSpEbYVYH+dAjhwu0bQwgXAM8ULyVJah5Wb9zC5ydNZdLkBVz8jmGOnkuSJKlRdnWi5GeBP4YQPszWgnwi0AY4rdiJSVKp+9zvp/KvGUv49DHD+cxxI7NOR5IkSc3cTgv0GONi4NAQwtHA2LT5LzHGh5okM0kqYa8sXsODLy3mM8eO4LLjLc4lSZLUeLu91HCM8V/Av5ogF0lqFlZt2MIlt02hU9sKzjlkUNbpSJIkqYXY1TnokqQd+Pykqby2fB3XnjOBnh2rsk5HkiRJLYQFuiTVw4I31/PgS4u55KjhHDqsZ9bpSJIkqQWxQJekepg0eQEAZ0wYkHEmkiRJamks0CUpTw/PWMI1D8/mpLF9GNi9fdbpSJIkqYWxQJekPNz06Kt85OanGdKzA99+79jdP0GSJEmqp91exV2SWrva2sivHp7NIUN7cPP5B9C2sjzrlCRJktQCOYIuSbsxfeFqlq3dxJkTB1icS5IkqWgyKdBDCK+FEJ4PITwXQpictnUPIfwjhPBK+r9bzuO/EkKYFUKYEUI4Iad9QhpnVgjhZyGEkLZXhRB+n7Y/GUIY3NTvUVLLEGPkuv/MobwscOTIXlmnI0mSpBYsyxH0o2OM+8YYJ6a3vwz8M8Y4AvhnepsQwmjgLGAMcCLwqxBC3RDW1cBFwIj078S0/QLgzRjjcODHwPeb4P1IaoFufWIu901dyGXHjfA3zyVJklRUpXSI+3uA36TTvwHem9P+uxjjphjjq8As4MAQQl+gc4zx8RhjBG7Z7jl1se4Cjq0bXZekfG2uruUHD8zgyJG9uOSo4VmnI0mSpBYuqwI9An8PITwTQrgobesdY1wEkP7fI23vD8zPee6CtK1/Or19+zbPiTFWA6uAHtsnEUK4KIQwOYQweenSpQV5Y5JajmfnvcnaTdV8+KA9KStzH58kSZKKK6uruB8WY1wYQtgD+EcI4eVdPHZHW8VxF+27es62DTFeB1wHMHHixLfdL6l1e3jmUsrLAocMe9v+PUmSJKngMhlBjzEuTP8vAf4IHAgsTg9bJ/2/JH34AmBgztMHAAvT9gE7aN/mOSGECqALsKIY70VSy7Ri3WZue2IuR43sRee2lVmnI0mSpFagyQv0EEKHEEKnumngncALwL3AeenDzgPuSafvBc5Kr8w+hORicE+lh8GvCSEcnJ5ffu52z6mLdQbwUHqeuiTt1tzl6zjzmv+yYUsNXzxxr6zTkSRJUiuRxSHuvYE/ptdsqwBujzE+EEJ4GpgUQrgAmAecCRBjnB5CmAS8CFQDn4wx1qSxPgH8GmgH3J/+AdwI3BpCmEUycn5WU7wxSS3Dp+94luXrNnPrBQcxqk+nrNORJElSK9HkBXqMcQ4wfgfty4Fjd/Kc7wLf3UH7ZGDsDto3khb4klQfq9ZvYdrrq7jsuJEcPNRzzyVJktR0Suln1iQpc5PnriBGOHBI96xTkSRJUitjgS5JOe56ZgFVFWXsO7Br1qlIkiSplbFAl6TUAy8s4v4X3uDTx46gbWV51ulIkiSplbFAlySgtjbyjXunM6ZfZy46cmjW6UiSJKkVskCXJGDW0rUsXr2J8w8bQmW5XaMkSZKanluhkgQ8M/dNACYM6pZxJpIkSWqtLNAlCXhiznK6d2jD4B7ts05FkiRJrZQFuqRWb87Stfxl2iJO2acvIYSs05EkSVIrZYEuqVVbs3ELn/jtFNq1KefSY4dnnY4kSZJasYqsE5CkLH3p7mnMWrqW35x/IHt0apt1OpIkSWrFHEGX1GqtWLeZB154gwuPGMrhI3pmnY4kSZJaOQt0Sa3WwzOWUBvhpLF9sk5FkiRJskCX1Dptrq7l+v+8Sr8ubdmnf5es05EkSZI8B11S6/TtP7/IS4tWc905Eygr88rtkiRJyp4j6JJancWrN3LrE3M575BBvHOMh7dLkiSpNFigS2p1psx9E4D37tc/40wkSZKkrSzQJbU6z8x9kzYVZYzp57nnkiRJKh0W6JJalZrayEMzlrDvgK60qbALlCRJUulw61RSqzJp8nzmLF3HuYcOyjoVSZIkaRsW6JJajQdeeIOv/+kFDh7anZPH9s06HUmSJGkbFuiSWoWNW2q4/M6p7NO/Czecd4A/rSZJkqSSY4EuqVV4eMYS1m6q5gsnjKJjVUXW6UiSJElvY4EuqcWbMu9NfvyPV+jRoQ0HDemedTqSJEnSDjmMJKlFe33lBk7/1X8B+PEHxlNR7n5JSZIklSa3VCW1aM/MfROAH71/PKftNyDjbCRJkqSds0CX1KI9O+9N2laW8e7x/bJORZIkSdolC3RJLVZNbeSxWcvYp38XD22XJElSyXOLVVKLVFsb+f4DLzNz8VrOPnhQ1ulIkiRJu+VF4iS1ODFGLr3jWf7y/CI+eOCeHt4uSZKkZsECXVKL8+BLS/jL84u47LiRfPrY4YQQsk5JkiRJ2i0PcZfUokxbsJKv/GEag3u055NHD7M4lyRJUrNhgS6pxZi7fB1nXfcEVRXl3HDeAV4YTpIkSc2Kh7hLajF++PeZ1MbInR8/hH5d22WdjiRJklQvFuiSmr3/vLKUG/7zKo/MXMqnjxlucS5JkqRmyQJdUrNVWxu59Ym5fOPe6XSqquCdo3vzqWNGZJ2WJEmS1CAW6JKapUWrNvDJ26YwZd5K3jGyF9eeM4G2leVZpyVJkiQ1mAW6pGZl3vL1PPjSYm74zxxWb6zmyjPG8b79B1BW5tXaJUmS1LxZoEsqeTFGpi5YxR1PzmPSM/OJEfbp34Wrz57A+IFds05PkiRJKggLdEkladX6LfzjpcXMXLyGh15ewqwla6mqKOPcgwdxweFD2bNH+6xTlCRJkgrKAl1SSZi3fD0L3lzPlHlv8sjMpUyZt5Ka2kib8jLGD+zC907fh1PG9aVz28qsU5UkSZKKwgJdUiZWrd/C9EWreOrVFTwycynPzlv51n379O/Cx98xlBPG9GFMvy6Ue365JEmSWgELdElNYv3maqbOX8WTry7nzskLeH3lBgBCgDH9OvOVk/ZinwFdGNm7Ez07VmWcrSRJktT0LNAlFVRtbWTp2k3MW7GeqfNXcu/UhSxcuYFlaze/9ZjDh/fk7IMHsVffTuw/sBtd2nvYuiRJkmSBLmmnYoxs3FLL2k3VrNtUzZqN1Sxft4mV67cQAmypiazasIX5K9Yzf8V65qb/N1XXvhVj3IAuHD+6N327tGNs/86MG9DVEXJJkiRpByzQpWYsxsiWmsjG6ho2ballU3UNG7f7v6m6lk1b6v7XsrG6hvWba1i7sZq1m6rfKr7rptdu3Hp73eYaamrjbvPo0Kacgd3bM6xXB44e1Ys9u7dnYPf2DO7RgUE92hOC55BLkiRJu2OBLmWguqaW1RurWbl+Mys3bGHD5ho2bkkK5xXrNrN87SY2bKlhS01k9YYtvLBwFes2bX1MTYyUBdhUXUvcff28Q+VlgQ5tyulYVUHHthV0qKqgY1UFfTq3fWu6Q1X51uk2FXRqW0GPjm3o2r4NAJVlZXRqW0HX9pUW4ZIkSVIjWaBLBbRi3WYenbWMpWs28ea6zSxft5kV6zYlRfe6zaxcv4W1m6rZnHMI+I6EAG0rymlTUUZVRRlj+3eha/tK2rcpp11lOWVlgRihqqKMtpXlVKWPq3prupy2ldv+r6rc+tgObSpoW1lmUS1JkiSVEAt0qR7WbqrmtWXrmLdiPXOWruXZeStZlhbhy9duZv3mmrceWxage4c2b/3t3acz3TpU0qGqgvaVFXRpV0HX9m3o0i4tvNPiu1uHNnRr38afFpMkSZJaGQt0aSc2Vdfw8qI1zFqylllL1/K36W8wZ+m6bR4zsndHenduy5Ae7eneoYqendpw2LCe7Nm9PV3aVVJmkS1JkiQpTxboEkkx/q+Xl/Dm+i1MW7CSx2cvZ+HKjWyuSQ5FLwtw8NAevG//AQzpmVz4bEC3pAiXJEmSpEKwQFerVFMb+e5fXuLhmUs4aEh37n/hDVau3wJAm4oyjhrZixPG9GHfgV0Z1acT/bq2o21lecZZS5IkSWrJLNDV6sQYueXx17jpsVcpC7BgxQaOH9ObMycMoE+XtvTr2o7ObR0ZlyRJktS0LNDVqryyeA0X3/oMc5at46Ah3bnjwoPZXFPr6LgkSZKkzFmgq9W4+5kFfPevL1EW4MozxnHKuL6UlQXallmcS5IkScqeBbpahX+8uJgv3DWVvft25nun78O4AV2zTkmSJEmStmGBrhbtT8++ztUPz2bG4jWMG9CFOy48mA5VLvaSJEmSSk9ZU79gCGFgCOFfIYSXQgjTQwifSduvCCG8HkJ4Lv07Oec5XwkhzAohzAghnJDTPiGE8Hx6389CCCFtrwoh/D5tfzKEMLip36eytaWmlq/84Xk++/vnqKwIfPmkvbjtYwdZnEuSJEkqWVlUK9XA52OMU0IInYBnQgj/SO/7cYzxqtwHhxBGA2cBY4B+wIMhhJExxhrgauAi4Angr8CJwP3ABcCbMcbhIYSzgO8DH2iC96YSEGPky3c/z91TFnDxkUO5/IRRVJY3+b4oSZIkSaqXJq9aYoyLYoxT0uk1wEtA/1085T3A72KMm2KMrwKzgANDCH2BzjHGx2OMEbgFeG/Oc36TTt8FHFs3uq6WLcbI9+5/mbunLOCy40bylZP3tjiXJEmS1CxkWrmkh57vBzyZNn0qhDAthHBTCKFb2tYfmJ/ztAVpW/90evv2bZ4TY6wGVgE9dvD6F4UQJocQJi9durQg70nZmbt8Hadf/V+u+/cczj1kEJ8+dnjWKUmSJElS3jIr0EMIHYG7gc/GGFeTHK4+DNgXWAT8sO6hO3h63EX7rp6zbUOM18UYJ8YYJ/bq1aue70Cl5NFXlnHKzx5lztJ1/OCMcVzxrjF40IQkSZKk5iSTK2aFECpJivPbYox/AIgxLs65/3rgz+nNBcDAnKcPABam7QN20J77nAUhhAqgC7Ci8O9EpWDO0rVceMtkBvVoz40fOYD+XdtlnZIkSZIk1VsWV3EPwI3ASzHGH+W098152GnAC+n0vcBZ6ZXZhwAjgKdijIuANSGEg9OY5wL35DznvHT6DOCh9Dx1tTA1tZEv3jWNyvLAbz56oMW5JEmSpGYrixH0w4BzgOdDCM+lbV8FPhhC2JfkUPTXgIsBYozTQwiTgBdJrgD/yfQK7gCfAH4NtCO5evv9afuNwK0hhFkkI+dnFfk9KSPX/XsOk+e+yY/eP57endtmnY4kSZIkNVhwYDkxceLEOHny5KzTUD08NmsZH7n5KY7buze/+vD+nnMuSZIkqWhCCM/EGCcW8zX8/Sk1Sy8uXM35v36aoT078t3T9rE4lyRJktTsWaCr2Vm/uZpP3TGFru0quf3Cg+jeoU3WKUmSJElSo2VyFXepMX72z1m8umwdt33sIHp0rMo6HUmSJEkqCEfQ1awsWb2RX//3Vd67b38OHdYz63QkSZIkqWAs0NWs/OJfs6iuiXz2uBFZpyJJkiRJBWWBrmZj/or13PHUPN5/wEAG9eiQdTqSJEmSVFAW6Go2fvbPVwghcOkxw7NORZIkSZIKzgJdzcIri9dw95QFnHPwIPp2aZd1OpIkSZJUcBboKnk1tZHLJj1Hl3aVXHLUsKzTkSRJkqSisEBXyXt01jJeeH01/3PqaH9WTZIkSVKLZYGukjfp6fl0a1/JKeP6Zp2KJEmSJBWNBbpK2vK1m/j7i29w2n4DqKoozzodSZIkSSoaC3SVtD8++zpbaiIfOGBg1qlIkiRJUlFZoKtkxRiZNHk++w7syqg+nbJOR5IkSZKKygJdJevFRauZuXgt75/o6LkkSZKkls8CXSXrufkrAThiRM+MM5EkSZKk4rNAV8mavnA1XdpVMqBbu6xTkSRJkqSis0BXyZr++irG9OtMCCHrVCRJkiSp6CzQVZJWrd/CS4vWsM+ALlmnIkmSJElNwgJdJeneaQvZXFPLu8b1yzoVSZIkSWoSFugqObW1kVsff429+3ZmTL/OWacjSZIkSU3CAl0l5+8vLmbm4rV8/B1DPf9ckiRJUqthga6SEmPk6kdms2f39pyyT9+s05EkSZKkJmOBxQeZmAAAIABJREFUrpLy5KsrmDp/JRceOZSKchdPSZIkSa2HFZBKynX/nkPPjm04c8KArFORJEmSpCZlga6SsWbjFv49cynv238AbSvLs05HkiRJkpqUBbpKxn9nL6e6NnLUqD2yTkWSJEmSmpwFukrGY7OW0aFNORMGdcs6FUmSJElqchboKhlT569k3ICutKlwsZQkSZLU+lgJqSRsqq7hxUWrGTegS9apSJIkSVImLNBVEl5cuJotNZFxA7pmnYokSZIkZcICXSXhlsfn0rayjIOHds86FUmSJEnKhAW6Mrdm4xbuee51PnTgIHp0rMo6HUmSJEnKhAW6MvfiwtXURjhiRM+sU5EkSZKkzFigK3PPv74KgLH9vUCcJEmSpNbLAl2Zm75wNb07V9Grk4e3S5IkSWq9LNCVqZrayH9eWcbEQV4cTpIkSVLrZoGuTD392gqWrd3ESfv0yToVSZIkScqUBboydeOjr9KpqoJj9toj61QkSZIkKVMW6MrMK4vX8I8XF3PRkUNp36Yi63QkSZIkKVMW6MrMv19ZBsDpEwZknIkkSZIkZc8CXZl5fPZyBvVoT/+u7bJORZIkSZIyZ4GuTNTURp58dTmHDuuRdSqSJEmSVBIs0JWJ6QtXsWZjNQcPtUCXJEmSJLBAV0Yen70cgEMs0CVJkiQJsEBXBmKM3PPcQvbq04k9OrfNOh1JkiRJKgkW6GpyT8xZwYuLVvPRw4ZknYokSZIklQwLdDW5R2ctpaIscOr4vlmnIkmSJEklwwJdTe7ZeSvZu29n2repyDoVSZIkSSoZFuhqUtU1tUydv5L99uyadSqSJEmSVFIs0NWkJk1ewLrNNRw1qlfWqUiSJElSSbFAV5NZumYTV/7tZQ4Y3I2jR+2RdTqSJEmSVFIs0NUkNm6p4ZO3T2Hd5hq+d/o+hBCyTkmSJEmSSooFuoqupjbymd89y9OvreCqM8czfI9OWackSZIkSSXHAl1F94MHXuZv0xfzP6eM5t3j+2WdjiRJkiSVJH/nSkUTY+SaR+Zw7b/ncO4hg/jo4UOyTkmSJEmSSlaLHkEPIZwYQpgRQpgVQvhy1vm0Jqs2bOHyO6fx/Qde5tRxffnfU0dnnZIkSZIklbQWO4IeQigHfgkcDywAng4h3BtjfDHbzFq21Ru38IMHXubuZ15nU3UNnzl2BJ85dgRlZV4UTpIkSZJ2pcUW6MCBwKwY4xyAEMLvgPcAzbZAv+aR2cSYTEfiW9OQHE6e/If4VlvyuO3b654Yt05uE2/7drZpT27U1ML6zdWs3VTNuk3VrNtUw5pN1cxfsZ4NW2o4Y/8BnHfoYEb361zIWSBJkiRJLVZLLtD7A/Nzbi8ADsp9QAjhIuAigD333LPpMmug/7v/5YLFqvuVswBv/eRZ2KY9JA07aA/pXe2rKuhUVUGHqgo6VJXTv2tb9t+zKx84YCDjBnQtWK6SJEmS1Bq05AJ9R8dUx21uxHgdcB3AxIkT4w4eX1Je/NYJbxXIdbYvnJPpnRTd/va4JEmSJJWsllygLwAG5tweACzMKJeCaN+mJX9ckiRJktS6teSruD8NjAghDAkhtAHOAu7NOCdJkiRJknaoxQ7JxhirQwifAv4GlAM3xRinZ5yWJEmSJEk71GILdIAY41+Bv2adhyRJkiRJu9OSD3GXJEmSJKnZsECXJEmSJKkEWKBLkiRJklQCLNAlSZIkSSoBFuiSJEmSJJUAC3RJkiRJkkqABbokSZIkSSXAAl2SJEmSpBJggS5JkiRJUgmwQJckSZIkqQRYoEuSJEmSVAIs0CVJkiRJKgEW6JIkSZIklQALdEmSJEmSSoAFuiRJkiRJJcACXZIkSZKkEhBijFnnUBJCCEuBuTlNPYFlRXq5YsUuRtzmlGsx4xYrdnPL17jNN24xYje3edCc5m2xYhY7tnGbZ9xixG5u86A5zdtixSx2bOM2z7jFiN2cct0+5qAYY68Cx9+GBfpOhBAmxxgnNqfYxYjbnHItZtxixW5u+Rq3+cYtRuzmNg+a07wtVsxixzZu84xbjNjNbR40p3lbrJjFjm3c5hm3GLGbU67FirkrHuIuSZIkSVIJsECXJEmSJKkEWKDv3HXNMHYx4janXIsZt1ixm1u+xm2+cYsRu7nNg+Y0b4sVs9ixjds84xYjdnObB81p3hYrZrFjG7d5xi1G7OaUa7Fi7pTnoEuSJEmSVAIcQZckSZIkqQRYoLdSIYSQdQ6SJKl5cftB0s7YPxSGBXqBhRCayzxtk3ujuXyhmtH8Laim+nxa6/zdkWLNi0LGbUbf22aRZ1Nort+xYn2GzXHZcF5QkXUCyl8Tbj80l+VXxdU26wQaotTWzZ6D3kghhJOBQ4Fy4OoY47wCxBwIdCP5fKY2Nt4O4p8MXAI8BSyLMf4qbQ+xgQtECGFfoA/wfBpzU4Fy3Rs4B1gAPBZjnNqYPLeL3QFoG2Nc3thYabyhwIHAmzHGv+W0N2a+do0xrgwhtI0xbgwhlMUYawuRb85r9AMGA6/EGJcWMO4o4GSgBrgZ2Bhj3FKAuEOApUBFOm8KMk9CCO8CjgQqgZ/EGF9rbMxixU2X3Q0xxtpCfR9yYh8MrIkxTi9gzI4xxrUhhPIYY00B4/YGOsQY5xQqZk7sEGOMBVy+egKrY4ybi/E9Lpa6zy6dLljeIYS+JN/h+YVchos1b0MIY4HyunVyAddDBY8bQugPdE3jTmtsjtvFPg64EJhBss64tQAxxwJ7ALOARYVYT6RxRwAfBFYAD8cYXyhE3DR2e6BNjHFlgeINAcaTrCcfKFDMzjHG1TnbDwVdV6Sv0QfoD7weY3yjgHFHAMeRrDd/XsD+YU9gOVBZqM8ujXs88A6gHXBloeZFMeKm86AvQIzxycbG2y72O4FPAy8CM2OMNxQg5gSSZexV4OUC9g+jgI8Ca4E/xxifLUTcNHZnoF2McXFDY5TU3oLmJoTwDuB7wH+BlcDfQggnhRAavHc5XWAeBy4G7g4hfCpdERREuqD/FPgNMBU4L4RwNUC6MVrvPaAhhPcAv0tz/jbwvRBCtwLkOgi4E6gm2dj4ewjhhAJtFI0H7ieZx99Oi5LGxBsGPAHsC1yZxjwRkvnawJh7k7zna4GrQwh7pQVZIUdgR5PsqPkk8I8QwsUhhL0KEHcg8AjJjqtTgO8CZ4UQ2jUy7inAX4GfAL8OIRxUiHkSQjggjfkksBG4K4RwXAihqtTiphuzvwc+HEKoaOj3diexjyXpz34YQhhToJinAXNDCEfEGGsKtfym349XgM+FEPYpRMyc2CNJ+7ECLV9jgH8D14UQ2hUo5t4hhEtCCB0bE2c3rzEauD+E8EmAQvU/adz/AjeFEPYu1DKc7gz7nxBC18bG2i7uqST95MdCCIdCw9eXxY6b9t9/AT4D3BdCOLsxOW4X+yTgZyTrzteBd6br0sbEfBdwO/B5kvXE8Y3NM407mmS7pBNJMfKLdJuiULH/BPwhXdc36oiC9DP7K8lgz00hhM8VIMe90vxuIOnP+xehON8L+CfJZ/dE3TJcgL5tL+CPQBfgXOCaRqZaF/ckkm3Kq4GfhGRQpRBxTwGuBOaS7FC4vxB9UDHipvP2z8CZJDXL6Y3NMyf2CcBVwG+BmcB+BYh5EvBr4H3At0i2sRst3X64FVhNUgv/bwihPL2vsf363sB9wG9DCD9scKAYo38N/AO+BHwj5/ZvgGeBQ9LbZfWMV06yMf+F9PZ+wEPAF4COBcp5f+DGnNvtSUa9r25EzJuAU9PpA4Hvkyz43RqZ68nAXTm3zyDZK3dCQ+ZvTpx2wN+BDwH9SDqUq4D3NSLXc4DvpNOD02XjKuDEBsbrTFLwX5DGuxxYCIxrzHvf7jUCcAXwqfT2Keln9w1g70bGfidwXTpdCXwM+BHJyrZNA3PtAzwHHE2y4r6AZCT9iMbOk3RZuCXn9sdIVmJHN3JZK2hckh1VT5Ps/PguyehQRd08auRn1g74bBrzCpINmbGNjDkCeIzkCIplwJGFWH5JTtG5guRnT64iWXE3Ktec2ENIio9HSDYMujVyGWgPPAhcC/y/NOd2jYw5AFicztOLKdD6YbvX6AG8QLJeux24JOe+xnzXKkjWD9cAHyfZEN+7AHH3A94kGYW9DOhSoPnQlmQj+Xsk/fD3SNfxpRY3p488J719XLrs9SzAd647cBvwzpzbtwPvakTMA4CX2Lpe+ypwawHmbSeS4vyj6e2OwC+AQwsQe0Q6jz8MDCPZ0fS5Rs7Xx4EL09vjgDnAvo2IOYxkW+lc4HCSdcUn0vsave2QxulHOsiT3v40MK2ub2tE3I4kO4A+md6uItmJ9Z5Gxj2SpGg8GBhLss64IL2vwetOoHfahx2T03Y9sF8j8y14XJIdVVNz3vdFJOv7ngVYHnoCNwBHpbePSpfrs4EPNzDmoST1yYHp7RuA95Os/ysbkWtnkp0IdfNhPMk66TAauS4CRpHUgR8m2V57GRjTkFiOoDdAzt6VxUC7kBxOBsloziySUZI9Yj0Ps4vJoZ+zgAEhOazwWZKRzeNJDsMohC1A33SEkxjjepIOa3wI4YL6Bkv3lAaSIhJgMsneydeBL4UQ2uzkqfmYDawJIQwKyWGLdwH/C9waQti/vvM3RxuSjcTpMcaFJBtGc4FDQghHNjDmWuCUdC/1ayQb9kuAwxtyBESMcTUwBfhPjPG1GONVJBv3fwshjG7Ee899jUiy8jsovf0XkhVCO5INu8bsCX8dOCKEcEhMDkf6NTCdZAdRjwbmuoRkY2hujHFVjPFGkg3xu0MIBzZynkwm+Wrvk77eDcA9JCMPAxsRu9Bxa4AvAx8gmccHA2eGECpjjLFuD3BDxBg3AHcDd8cYrwBeI9mrPK4Re5RXAj+OMZ5PMspyXwjhyJiMxDY4V5Kjam4DPgH8nKQwOTOEMK4RMet0I1lZf4RkB9BPc0bS651z2sd+keT7ewuwOY3ZvhHL1TCS+XkCybJwfu5IeiFGuWNy6s+3gK+TfH+Pzx1Jb0TcarbOj3tINr7/XwH6tU4kG28nkuzc/XgIoUvdnY1YhjeR7Fz8KnAvybL3rhDC4bkPakD8YsTtC1wTY7w1fd7zJH0G6fLb4JGhGOMKktHzaen6eAXJDpwDGhqTZL3587j1MPyfAH1CCL0bOYq1CZgE/AEgJqdolJN8XxoszekQ4PYY420xxtkkO1f2z7m/vmqBHwI3pPN1GvCfNN+G5ngq8JsY4y0xxkeBeWnejfrubqcd8MsY42/SuD8j2WZr7PnH1STfixtCckrUJpL1foPihhTJDrz/F2N8IianOiwm2dlft33RUOtIdjb+J6ff7UZSXDZGMeJ2IxkAvDG9/SWS9cdfQgifaERcYozLgK/HGB8OIfQg2YE+Jb374hDClxsQdhHJANJTIYQ9SL6/HyE5CvhrDdm2Tm0E/i9nPvwAGESyPDwcQjisEd+T8cCv0v5hJbAe+GQI4Uv13j5p6B4I/yLAUJIVwG9ICps/p+0/ph6jseTsCSIZgb6OpDOpGxkbR3LuRYP2/pLs0TmcdJSF5DD0F4FOOY/5IHB5PWKW1+VNsmfyeeDknPsOT+dLvfbMkexN7lsXn2SD9gfk7OEkWSFe0cjP7oskGxsDcl732yQdeL4xOmyX1w9INpp7pLcHkYyCn9GA/KrS5eCK7dovA+6iESNmJOcl1k33Jtkr+/6ctneSbDQPaMBn14GtI45fSudp3R7JNun35BsNzLuS5GiNK7drv4hkJKcj9dgTTjIS0h/oRbLD5mqS4rdPzmOuqu+yVoy42/URddcOqSK5lsRPgbPTtnoftZL2D0fk9gfb5TmJZKfKOXWvk88yRnqkBMk54nXt5wKr2DqSPp7kOhD1Wcb65S7DaftgkhHqb6e5HkQjjgKpmxckhfCVJP1Qr7Qtr+9e+l142154YC+SnQrXp7d7A4PqmV8VsEc6PZHkSKtLSUeNacBRKrmf3Q7a2qT9wh+BS9O2nkDnen52HYCu27X3Tb8ffyI5MmYADRg9TJe5run03iRHSX05py3vXNPHj0hz2WO79lHAd0h27A4GTgMGZxmXbfuHXmy7XvoTMDyd7tGA+TqKZB3/tuWeZH10TTr9XtJtgDw/q7r+oXPdeyAZcXoC2DNtG0I9RsrSZaz/dm1l6f9LgK+m0+OBofWdF+lzu9S9Rvo+DiDZEdshbavIM05uv1hOTl8B3Aicnk4PasCy2wkYydZ1xQjg3h0tLw14/7nbDz1JBmjqXudxYELOZ5HXvMh5fPuc+Zg7P75EegRP+t3uX4+4uevL/jm3x7HtEZod8o2ZM08HktOf5SxrX2frOvld1GO9XIy423/e6fJ2OvDN9Hbd0UfvbMDy8Nb2Q8687UE6kp7efjfw/fosY0DVdu/9UuAz6fQxJNt89TpqLl3G+m+3bI0CPpRz+zKS7cxGHZGYxvopyfb6KOCXwM/q9fzGJtCa/tIFehLbrgz7kRTVJ+UsUD8Fzsoz5kiS0YkrgDPTtm+THBI6nq0bit/NXeDrkfOpJHu5/0ZyaO0+afvVJCOaw9LbnyM5pLVidwsmyejETSTnuR2Qtn2Y5ByqU3Iedz/phnieuY4BHibZ2LwKGE6ywn6UpPjtnT7uPJI9t/WZD8PS551Fsud3UPoan2frynYP4BlgYB7xRqV5Xk1y2E0g2fv2o3Re9ksf9xng03nmODidj8elt/uT7Pn+Sno7kGx8XU8DDyNL8/5tujxdlLZdlOZ9Rs7jbqAehy6SFB2Pp8vF/SQboCNJNja/mbOcvC997bcVATuJe0T6GX0off/dSI4y+X7OY3qnr1ufDbm6cz//DPwqzX8wyYjel9i6kXE56Uosq7hs20d8aLv72gGfIhnpvJJkxHdQPfOt6x/uAfZP29vkPOarJIdpzSWPQ7XYtn+oe78VbF3Rnpvm+VPSw2/zzDW3f/hBzjJVnv4fmrbfAawBTqrHfMjtH9rntAeSfuiHJEX1aSSngeyySGcH/UPOfWXpe/lO+pjFwPg8chxM2j+w3U4NkiLhofR7cnI6D9pSz40Mtu0fLt7BsnYiydEF15L0lXkta7y9fxi23f0DSPqhZ0hGVQ/LM25d//BBthbidcvZGJIi/UKSfvhu8txxwbbf47cdGp3Op8+n83wdsFdWcdnaP3yTnO2OdDkrT+d73Ub0NJKjTfJaLth5/1C3c/49ab7Hp+9reB4x6/qHP+fEC6R9BMm5m21IRvZuJc9TFdh5/1C3PHyY5DDsfdL5cEQ9vhfDSEbuzuTt373uwN/T6cPS+bHL5Yyt/cM1JDvi6wqbuvl6O0kBtn86/0fmkeNgtvYPbba7bwTwXM535v/y/S7sIO/bSI5+uSCnvW5ny3/SPA4g+e7tkWfcuv7hZnL6B7b27d8hWc9NIFn/53WYN9tuP3TZ7r4xwNPp9LkkfXxe2xBs+z3+JWl/lfM5fi5dft9HclTBsKzispPtB7bb6UOyDVGvUzLZSf+wg8d9jmQn92532LDt9sMO46WPu5t61ETspH/YwePOJjmqpz7zoa5/+AA52+akNUs63YPkWkRD8o5bnyRa8x9Jpz6D5LDP23f2RSY5H3Aq+a2oRpGMZH+GZCP4V6QdMUnxeDVJsX4myUZcvc5PIxlFepmtG8lXAvfk3P9tkr3rv0/z2O3eKJIdEVPT/5eTXF19GMmGwAdIiv7Pkuztmk6eo7AkG9dTSXaCDCIpGOsK0x4ke6GuJ9nYnQG8ux7zYTTJebu/Ilnh30GyIXBC+kX9AckKYgzJnvA+u4k3PH1vF5FcsOLXpEU4ySjC90jOu72E5Oqxx+SR417pZ/UTko2Hy9L2Eek8/jrJzqAj0s9qcAOW4b3S2HWHSD9McnXQriSnUvyCZMP7+HR5m5Bn3MFsPd+tH8lpCFem9x1KUphOISlslpGzEyePZe2VdDl7Avhy2t47bb+S5Ht5Psk5P/kWekeQnPc4lmSE5ptsHRUcRVKI3U6yAphJen5kFnF5ex/xc9KNE7Ydybg6nbenN7J/uDvn/twN25XkV5zvqH+oG73LHWm5I80333m7o/7h8h3kei7J4WunNrB/uIVkJ2zuDooykuL0jySnCO3yiBje3j/cVJcr2+65P5/kaILdnlvJ2/uHT+XkVvfe+5P0jSuA0/J9/9u9Rm7/8BA7GBFN719HnkeJ8fb+4X9INobLt1uGz0xzz2vHIG/vHz6fs5zVbdh3JjkVZH49lrXtv8dXsHX0Lvfz+7809uis4rLj/mH/3JgkG/pfIlkn1We9ucv+IW07muSUjSdp+PbD8O0ecxPJev4Z0gGFPOLusn9IH/P+dDl4ljzXQenzdtc/tCHZrngPSbGyy3nMrvuHuuW2rqB5lEb2D+n/3iQ73g5J3/8J+b7/7V5jl/0Dyff66yTFdl59ELvuH+qOIj2b5GJ0j5Jn384u+of0/54kg1Jnp8taXkdckcf3OP38FqavW7D+ob5x2UX/sIPv+gvAQfVYHvLpH8pIdnw/m8/8JY/+IX3c6STblLsdTEsfv9v+IX3cgWncvHdUsOP+oWoHj9uX5FSNfnnHzveBrf2P5DDCk9LpP6df7P/f3pmH3VEVafxXWQhJgISEJSxhD0vAsCYQCIRFIIREFokgYEBAQAGVTQRBEVBQlD0oKgIyDju4IIjCBB1FFMHoACqK6ICiIgOIkS1Q80dV556vucvp+92bfB+p93n6ube3OtVnebu7uqrOwuRMTiZrYtbFlu55GKlflZDGcOzh/SPJMdMxMvwPMl3HSmVsjifwSMr4FonlzIlgY9ylrIW85TCL78xk22fxL/++Psk7/2VkfBVKzptJ4l7ucn5IzV18GGaVPRiYUtR7htzlMetekTRnFR9Ea/v61pi7+0PYA0xTzwdv5w/irja+bTZwcbK+LOYOfCL+NbyFzHKSmG1JksRgN7DrMUv7I7SRLAX7mvZ5kkQx2I30iKRtx3n7XgbsnSlXsK+Oxyfbdqen69hgzPJ9MLUEiq28NNbASG9XX98M8yYo6mQ0RoiXed1lPcj5uQeV9J2JWfsL17oRXv4+VPsa3VG5NOaIE5JjBmJuhv9HzSUy9+tYI34YVtp2fE79Up8fPkPCD75tG+yBPuuFKanLevwwgtoD19LYA8i7kr7Zqp/V44erKH2xcp3/Ti0ZZl25NOaHC5L1QV7uQ/hDbDM9acwPG5eOWwN7cW6qY4MyGvHDYaXj1sQ8KfbKKYPG/HBjqT6Wxjyw9k3Oa1YnjfihXCeTMUNQdpIeGo/jpQu9ME67kiZfeLotlwx+8O1XYR4l06r0C/L4YQcsTnRchrym/OBjp/ji/zQZHzlKddmIH4qXm6neF3apILcpP3jfHY15BP0p6Y9t84NvOxmLTd+tmTzf15IfvK/83pds40RyflN+oMbB33C9395K72I/LfjBt83A8gpk9WEy+AF7pnwaeznPeon285qN4wHJtkeADRaXXPKeH4Z6fT9atV+Qxw9F+FWOcb/l8wM23o52fatwes7zwxTMA6SKETP3+WFnMox3b5Jf5eAlcaGnhT+NCbkd+6pbuCQVscxvspw0kT0ecz8pBt+BwOfrHFdk/M29saZfVQq3v+JG8gtqLt1jqODm5DK2wGJ9C0vv+fV0brOuVynqEIvBmUvNxT87TrUkc0XsS1Whr2AudLNLx62Kf4FtVc/Yl6o0vmtz17UcF5t+FWl2gx2CfT0alsj8Kon7I0bSg6nF5lWOj8GMEWsm6+8jeZFOti+VU0ai6zDMi6Locyt4fRT99k3u+BmyB2Nf8gdTM4RdB2xVrl8y4/NKY7lo6wHYl4Hby/sq1GtX5Po5uRxRPDDmGK1y+WEVkq+RGXIb8cPnSsetiI/1inXRjB+K/BpLF/WQWReN+OHg0nHbkzwcNpNNY36Q0nGrZspryQ++bQowtcr1l87P5Ye3Zerdih+KtipCw5bN1Z0MfvBtW5EZa0z+OF4pvb7FJdePbckP2AvgTrmyyeeHldNrypCbyw/TaGNGBprzwxDsHrpVxbbL5YeryPcMa8kPPl4m5uhK/vPDD2jjQ08ioyU/YC9CO2bKy+YH7zObVOjDOc8PRU6c3C/cueN4JPaymes92hW5fk4OP+xChfxWVOeH3OezXH7YhoyQjzrym/FDkTh6XG4f8+Na8oMfczptGM57NXfjWx1i81hPERHF3MSeK/ap6gwRuR24QkTuB6aLyMFq2UKbyVwFs+49pqqPlna/ihEVIjIJ+8p7A2Y5RL11W8jfG5uO7HUR+Zqq3pPs/jfwnKr+WUTejSX9Oc7LbSZzItZ5/6mqD/m2ou/MS3TeH/i9qj7YSk8/fjzmyjIMs87+3a/zFRF5GnhFVV8Uke2AvUXkXLXMsTmyRwCvqeozInKNWgbbwar6mojM87oo5oT8o1o2d7z8N9WziKyF1deDwJOq+liy+xVglNocz9tj7mOnAwvlNJA5HFjg13uzao/5bwdhrnD3+Vydr3i7PdlIXoN6WBVzc5oH/Nx1HKCWofIpjGwRmwd+NVW9RVVfbVWGiKwHHCgiDwO/VtVf+/YBrvuqqvqSiEwFDheRo4CXC5mNZLu+r6hlkP5+affrWKzqz13fv2IhJy9m1EPdsez94lnMkoyIzAa2FJFTgZda1XM35FbgiInYy8cNpf7YTN8q/LA7NtXN/BYyc/nhXcATqvpApq5V+GEfEfmUqhb136rdWvHDy37cBtisAf9dnNsLflDnh2mq+jGs/zYbC7n8sDYwXy1b80Jk3i+q8MNYVb1JVf+nlfxMfnhZbNaMI5wf/p0hN5cftsba4eet6sDlVh7Hatn5F7ncis8QY1T1azl14OdU4YfpInK0WvbmZjKrPD88rqrfzdS1Cj/sB5xR9IcO88MfMJfy+SIiveSHHTBjyiexGONmOubyw7qYa/+uqvpqIx0blFGFH0ar6reTcxvGAB2LAAAgAElEQVSWU4EfpmIvQEeqZV7P0TeHHyZjiY33zeTJKuN4EvbV+qnFIbciP6yqqt9opWciuwo/7CEi71ebkaiZzCrPD39Q1fszda3CD+/Ekhf/zo/pFD+Mw55Rz/Wxkz32gJhmrRG801yLWYQ2BE7FCGVhWn9VnYEl5Dgb+Li2fjkfjyWAOAG4R0SO8AYs8ALwB9/2Zcz9Bs1M9y+Wwv9czCV+LjaVz6EisqyqLlCbRukJESkSmV2YofMemFvM4cB5InKJ67TAD5kPvCwis7BEHk3lJXJXB4ob8dswi+80qU0VNBB4XkSOxOJr79X8l/NNsDjfG0TkFMy9BLXpvsBenAeIyFZY/P34FvI2wOpzIuYOf66IpNO1/BV4UES2wDL4/8TLa/aguQlm0f6yiFyLuQeleBV4TkQ2xmJalmkls04ZRZKkk7CM9eeKyIpJf3oKeFxENsJci3Lbbh2sPoZgcXcnichxrt8bWLzyz0RkVzwLuKrmvOzuhcXFzxGR20VkZd+eTl3zkoi8A3Ntf8nLbCW31VgeAPzL+8qJWFbify8OuRU54is4RxRoIbsqP1ygrV/Oq/DDp4CmN+tEblV+mKv+cp4huwo/3IiFADWTV5Uf7vPyGvJ6RX64CXNzXYjMh86q/JDbdlX44fPU+OH1FnKr8MMczNU2R9+2xvHikNvGM8QL6fkd5ofzO8wP55BhbHW5Vfnh7lbPOonsKvxwM/Zld74fU+/lvAo/XIC9xC9EA5lV+OEGLJlYS8N7qYyq/LAgPb/Jy3nV54ebC91byK3CD5diXlc5PFl1HM9Rmxpukcttgx+ynqlddlV++FwXnh+6xQ/3qGqu7Cr8cAvmcVZMdZn9/I6fEEt914X98LggzLpzKEaes6m5AE/CrJw5yVEGYDegIoZnHyx++3RqbhXrYwkgHqJirIKfvzPw7WR9Jyyub3ZyHY94GU1jxmBhPNxtwLt924rYzeOq5Lj9sReln1JhWiMspug/k/XjsBjrGZjVcCgWQ/QUGXHciZzhruMhmCvM+7G4qDSO5WQs1uQBMtzSMAvu2f5/HBZffgeeaAV7eX4Ws5TlyFsOs+4egln3bqA0ZQSWYO5WLC4+Kx68TjkX4PFGWHbZT3k5xXRRm2LW+0rxR5hL1IX+f2XvZ7eQZKvH4m3+Qm3qvVZueqt4m2zj61dgDz9bFOdiiY5+iN2Eq8ScNxrLh2Cuf8OwryC/IDMbczfk0mWOIPgBgh+CH7o8jrsll+CHJYYfmo0Hgh+CH+rLC36onddv+KFpeb05+a28OPn8glpSqwEY0V5KbZ7nLclIrpbI/Dw+962vT/EBVAyo8ZjVv9JUB4m8lbCM4pOpxUTsjGWGLJJ2zKrY0U+n5xzZg7BM5wWxbIRl1qw05zDmgnMvnvDNtx2DJdkb5evnUmE+eT9nacwqWcSWjMIyN36TWpK/gzDLYdbAxDLzp8Q0Ekt4di3mRjbcryVX3tJYMo3JybbzMctk0bdO9b6wi6+3E3P+GeCUpP+uid1kL8bIfy0saUzLLPMludOxjJhF/NFQjKyvxhLUDPRryZ5T0+vk2yRT32BZ0G+hFpd1BkbWleKPaD6Wi2u4kIpzL3dDLl3kCIIfin4W/KDBD4mc4AcNfkj6WfCDBj8kcoIfNPgh6Wcd5Yem5fVWwFtpwWIdVsan2cIyqJ9NLTnFQCw53CkVZKaJwsZibqn7JNtmYC7RRUKFIpFBbpKCTbAkI0VW8rN9UK9DLTnG+/As46k+zTph8n82FgcyOtm2GmadLW4uuUliRqfHYwR6Eglheue/tHRe1WRH1wE3JesjMeI7M6mzHZrJxtyv0vkM78SnDvP1tbDEMDsW11ax3T7qhDEq2fZ1POmK95WsJDHluqKWwGMiZtHcO9m3pes91rdlJcXAMtOnul6CWahH+PqK2I3lkKL+2tD9NK+TtK9diSdKwazkq2XKyh3Lp1bsWx2XSxc5guCH4IdSXRH8AMEPwQ+Nywl+0OAHgh+Kvh780PP4XvND7hIx6A6xZA23YlaV60RkDcz6NhA4QESmqMUR3O3HS0NhNZnrA18VkbNEZLaqPom5lkwRS7aAqt6OzYm8lZ/2two6z8SmDDsLOENEdsIsnMsDx2LWMzBXkmFeXtO4PI8JuURErhSRCWoJZv4L+KmIrOAy/ozNB7ycqs7XFkliXO5GmDvLl4ELff06zOVmplhSH7B4yh6xIOo9vYnsdURkHxE5yDcdCiwQkc/5+c/jlkoRGaWqD6vqDxvJTnS9QUTO880fAlYv1lX1j1js2GTf3zQ5lYisJSLvFZEpIjIK60e7ATuJyEg/7D1+7PKq+qRmJtMq6X0pcLWIbOvnnwkcKSJ7qeFB7GY50U/7fTO9E7nfA64Skbt980exxDNfEpHlVPUZzJK6pYgMxOPRWsidIiIf9bZbFfgOlsF3j6SvHY7FCg1T1ae977Wqhypj+Q2xxDQt0Q253eSI4IeFsoMfCH5I5AY/EPyQyA5+IPghkRv8QPBDIruj/FAJrd7gl4QFc6t5DIuzGYG5XXzS922NzQP8KNb4fyNvTr8NMTee0zDi/CFGxqOxeTDnYK5CO2OJnqq6x2zjOm2MuQidiGUKBItpOhtLjPA9LJ6n5ZzkGLn9BiP+y7AOXljJPoe5nhyKJTr5NZlzRGPW4keweJINMKvWx3zfZODTWCzLFVj8SvY835gLzK8w4ngSt45hrjzXYjFTAzFyur+VztiAnoclrSgytB7j+zbB3Ki+CRzm5U3N0HG8y7zGdTrLt89yeYdhVsqtvE3HtNGHN8RiY47BEnT8teinXs4vgQ9jWS0fozQdURO562DZTg/19buxZEZgFukLvP4/4mVmuaVhVt1HMPerLyV1Mh1z3/sQloDxIO+/IxbXWO6PHEHwQ/BD8EPwQ/BD8EPwQ/BD8EOf4IfK47KTwvrjgrntHAQcmGzbF7ildNyG3sFaNgAWp3ARcLSvD8QskUUyheW94a/Csl/u04beO+AJPHx9YywxQeE6M8iJYDsy3Hp80N1Az3iQO4tr8PWDnEi+ToV5SoF3A6cl6zOB7yXry/vAei+wddEuGXKXx0jpiGT9AexmJZjryfWYlfJRYL8W8gZiyVU+nGzbnWTeSJd7KkZYOQliVsBiaA709aler0U77QZ8Ass4eX8rHRuUsRR2o0uTrHwcOC5Zn+j97Uoy4278Wvcuyd2AJImHb9sfu4lnxaJhbl4/o5bQZXssI23hejXZ+9ltWDKcluSf6NvRsdwtuXSZIwh+KM4Lfgh+CH54s/zgh+CH4Ic36xv8oMEPyXkd44d2lo4K66+Ld/bVk/XVge8m61nWt5LM7UoyjwWur3Nc5Vib5NwikcQgYIyT0VDfNrYNeRv4QCqsWp8Cjq9z3MA2ZK+b/F8Bi7MpsuEPb7PdViwGRaLzjZSs0phFsYi/aRUrtS5O9L7+dh+USzc4vpW8QVimxxHJtpux+TeL9QFOdmu00xf8/ElOGEXG0hOBaxq1W24ZWGKQscn6ek5Gy7fTZomcA9J2x1yPppWOGVx17HVjLHdLbrc5Ivgh+CE5P/hBgx9K5wU/BD8EP/Q8J/ihdl7wQ4f5oeoSMeiAqr6sqk8lmwZjbhOIyHuBS0VksEhW3Lm4zB+XZP4Js7ogIluLzcWI+ryG6q1bUe/n/XcBFsO0QFVfEpH3AGeLyHIVRT6uqv/S2hyEf8Ln1xSRd4jI9n59WfPL+nlFfTyeqg6sCrwmIjsAF4nIiJz6TaEWtzTX/xc6P4XFSCE+/6OqPquqf/P/TetZVR9X1XRu6d8Bz6vqy379x5SObyhPRAa6Xl9U1RdEZJDv+he1el0HWFVVX1DV/83RsY7ObwAPqurzybkP4PMWi8g2IrKNJvMM55ahqn9Xi2vCY6KeBV5S1ee8Pi70mLEsFHFVqnq9qs5Pzn2DWrtNFpF1VPU1VX2hkawG+nZsLHdL7qLiiOCH4Ac/Pvihpm/wQ03n4Ifgh+CHnvoGP9R0Dn7oMD9URbyg18ezwMMichhwNPAZH+wtK798TNIpngKeEEtecAXwcod1BpgvIhdhMUTnq+o/mx1c6Jbo+HppfSAwQET2xWJ9nlJHrkINjn0F+C3m/nQRcKvfYNoxUjzrOhd9eRQwRCwpxF1e373Bs8CTIrIjcDnQMslIotvr/lu+rj8D/xCR8ZgL0sjyuVWR3jyLTRhBbYO5DI3oQBlvqOpzwK9EZAbWdv9dp+ymMkpEWfx/EnhaRPbEkqhkjY9yH65Dwm2P5RbojxwR/BD8sHATwQ8Q/JAi+CH4YeEmgh8g+CFF8EPn+aGlAkvUQuKCAKzU5LgnsOQH49uRXWffFtiAeYQKk9dDbdqLRuX5MYOxJAuPkTHPY6ke6h4P7IXdDOaSmQyjdP5EfBqOOvt+glnQ9uhw+34ESz7xI2BGL/vHACyRyUveH3bPaOexWAKTIU2O+RAWz/NzKiSsqKC3YBk2/4ElEak852VaByW5g7FkLs/gCV2a1UdZRpNjTvaxcT/wtjb0bJgApepY7k8cEfxQuczgh+CH8r7gh+CHQm7wQ/BDeV/wQ/BDIbdX/FC5vG4X0FcXbO6+i7BU/uV9S2GZITfIlFV05GXqbff/47CMnlmJMJLz0vkBZ2AJESbgMU2lMo5oRjQN5B8C3IO5mkhp3+bA41UIpHS99zQZnF8DZrbZdptTyzA6sLTvKOyGOK1cP03abWV6zlma3lQGYzFfu2fqNhObcmEfPAamTnknYW48U1vp2KKsLVMCKvWFMVjm12yCSvQbh2VfXba0vZgf9SJg10yZo4CD/f/78HlO6xx3Fja1yrq5+ha6YV8Q/lKPMKuO5dK5fZ4jgh/qnhv8oMEPhW7BDwv/Bz/U9Ap+CH4Ifgh+qHduR/ihE0vXBPflBZjt5LNOnX0D0t8KMqdjVs0zgLcn299kScptVGA1LNPhZOCd2DQYN2FuTWfjyQ+q6prI3w7L/llkZix3xqVoL3nF5pjL0ZGFnHr1UaUuSud8Brirwb6JwMRc2U5KvyWZqqNcp7gVtEK77QXcC+xH6Sbr+4cCu7Rz/dSIenNsSo6f1etvwBD8ZlWlDCwr7J+w7JS/BjasUx/LVayPOZi1+H48mUaD47JurvXKxaa1OQG74Q4s1UXl8dEfOCL4oaH84Ifgh/K24Ifgh+Kc4Ifgh/K24Ifgh+KcjvFDb5euCu9riw++QcCFuGtQPQJsQ+4WwK3YXITnYlNW7JfsH9ym3OWxaTtuxeYbXMa3T8HmDSwyDOYSXeqysgxwnHf0D5SP6UCd/Bfwm2S9cmbGRjq5/l8FJjfTudW1YFklv4DN7bktNqdhOiVK5XbDErYUZHovpZtsWWabBDIdcz07Bnsw+A6JtbDdusam0phDbfqS07A5TMdW1ZWeN40JmHvU3FIbLnwYaFPfacn/idiUGKu1W6+JXv2CI4If6usU/BD84OcFPwQ/BD+8uYzgBw1+CH6or1On+KETy1s+SVya9EENC7D4lx1FZDlVfdWPmykiG7chfyyWev8hVb0WuBRzM9lWRA7wcl9rR2e1hBpfxwh0MvAOP+R+LMPm1sV15chMjhuilk3xUuAcYEsR2buQVTXbYVLGpiIyTURGqurOwOMiMtflvi61LKSV4DptJyIHi8hkv46/Y0TS8Pqb1YuIrIwN8qGqeieWtfQcYIyIzPHzq7bbKsA5InKkqt6BJb44FpghIkvVk5nTdnWwLXC2qs7BrKk3Ah8WkV1cZnbSFdd7oIgMx24qU/Dkkar6aeBuLyNb17Sveb/aGLOm/llE7hCRYb5/Q5f7Sq7c4tf/Hy8it4nIkVhs1I3AuSKyVJV67W8cEfzQE8EPb0LwQ/BD8IMj+OFNCH4Ifgh+cHSDHzqFt/QLemmgTxORd4vI2pj1cACwp4isLCKzsOD/plkJ60FtColvAseIyDhV/QvmJvJnYDsRGdMLnVfBMh9eDZwKzBaRaU4ATwNjRWRIqw5fkvlB4CoRuVJEpqrqFZib03QR2d+vqTI5icjOmAX5BOByETlGVfcEnhOR+13ugsaSWmJZLGbq4yLyceCnwOFtEt6qatMinAhsLyLbO8H9BjgPWFnayM6oNr3KjzBCOjS5yZ4K7NUuMSV6j/K/AzFLKn4dDwCvAUeLyBYV5BX6DFLV+cB7gT8CO/kDCMB9WMxNNpK+dhxwJnZjeUVVDwZeBK4TkeOBm0VkdK6uSb8ch7lf7Y7FeK2GWdhHAGtic69mob9xRPBDQwQ/BD8EPwQ/NELwQ/BD8EPwQyN0jB86Cu3yJ/q+sGCuFvcBn8QsZdtgZHIpZgW9F5iQISd1q9kA2DTZdwZGdBv4+hhgzV7ofDJwG3CX67oWlqDgb1gChG9SMfMh5tI0F1gb+AZGpjN934eASyglociUuzlwR3Ltu7qsIpHCD4CtK8os6nkrl7+Wr4/0djsHmw90tm/PcnHBsqpeRS1+5T3A74Epvj4Aj71pIWc14Nv+f23gI8m+gzAXmUN8fQbu9tWL/rCu1+kOmGvSV4HP+b4JGMl+gcTtKbN+p2Fk/yksQc3qmLvTjdgDyP3AO9pot7VdThF/NCQ55jTsxrhJG/XwASxW6jqXX8RJ7en94n+BNdqQ2684guCH4Iee5QU/aPBDIiv4QYMfEpnBDxr8kMgKftDO80Onl0Ve4CK/QOvkN3nHP5KecSyDsAntR1aUuSeWAONLPmCKuJVTfHs7GR8HJf9nAt/z/98Frvb/w7EMnjfkkAjwduCMZP3DGDmfgMWd7I+5yuxZdM429B6KzeP4KrWYm2HAx4CL22yzIknHntiUESdgmU1nJO22lF/Po8CwivIP87Y71NcPxqb+2KGinPsw4t0BS4pyYrLvNOzGfViH+vGymHX+AiwRywTgdowQfwesD5wOfKKCzF2AhzD3sa/giTFc1h3AfwCTMmWtDoymFm821PvY5JTcgPXSNs657uT/9ljilbW8/S/FYtyKm+zStHcD6PMcQfBDKjP4oc44Ifgh+EGDHwh+qDtOCH4IftDgB7rMD51cFkuhXb0gs4AMx7M9egOf6WRxV9I4hwMrZspMrZ3reaOtAewNzMfcktby/acD21XUeSaWNbHQbRZwqA+W7+LWQ2yOzKHUmbahJK+Yt/BRzCXorGT7etj0BKN92z0kJJWh6wbAATiRJnX+MeD7wLa+bU/MCrcs+WQ6Kvk/HiOmtbGpGh7GMnm+s3TOjSRWxibt1spKfQiwY6aeaUbSb7meU4ArgZN9e3EDrDyFRKmsLZI6Xdb78ufxGx92s1kZmEoL4sZuFGtTsx4ehLn17IK59Kzp24e73DuwB4WmmTaxrLM/waymP8WsyCsDl2E3rMIK/m7gmlb9N5G7LubiV2TN3AS4vOjL/vt14KCKddqvOILgh+CHxmUFPwQ/BD9o8EODsoIfgh+CH7Tz/LAolsVSaNcuxrJTftMb8kdODoMwd4j7EgI5EPgVFVxZgB9jLjFDvSNPw2IrhmIWp98Da7eh866YVS/NKLkLllHyTjw7I+YudD0VMkJ6J74Gc1+6xLeNdDmbeMc8jyZTV5TkCUbur2HxIBdiVsdBPmBPxOJizsPIOXseQozQnwDO8/XhwEbYjWselhXyJOB5YF8/ZhMf/A3bkYpWasjOWNnoJnun98FHqDjnfZ0ylgY+iLlIFRklRwC3YMRXTLWyDuae9rYmsjZ0nWZRm+bk/V7nP6FGqLsDZ/r/TTFL6OgmcnfCXLq29L61PnaTPRlz87oFcye7xstvqGMd2Vt4X/o0sBn2gPA4yXyl2BeB2RVk9iuOIPgh+KFxGcEPwQ/BDxr80KCM4Ifgh+AH7R4/dHtZLIV25ULMbedhYGev2K2Bv2DJD8ZiLihfwyxmvyQzfoWeRPpd4Af+/zgsEybYHILzgM0q6rwzFudQzF24JrCPD8irsekUDgDe5zq3jAlJB4PXw21YdsbzgIt8+6eBazFirBpnshtGTOu67Iuw+KORPpBOwMi/iN3ImkMRc3H6ExazdH6y/UhqVuV3YVbmnXx9eWCFjHbripW6Thn3AqMw155K7m4uo571cCUsk+u3cKspZlW9HRiXHNfQNQsjp4eBw8v6Y18Bbk3646+B6ckxTQkbs2we6/+XTsqbh8U0DcOyxs4iM16KxBUKy+B6Njbtxxhvw2eAj3rZD+HjJ7Pv9huOIPgh+KGnvOAHDX5IZAU/1OQGPwQ/BD/0lBv8UJPbUX5YVMtiK7ijF2Ed8UVgXV8vrELrYunyD/GBvrV3pkoWkToD6G6M5C7H3HHmAlu2ofcELIvibhjZ3UeNrMZgFqNLsDiUljcBLCbkGR8sq2MWqQMxi9a2GJme6ccOoolls0U538BjT4DZmAvOT7GYjXdhSSd+CGxVUe5JWIzNZ4E5vu0AzGJ5PGbN2tS3t7RUs2is1GkZd+JuSuV9GXLqWQ+HYBlXl8KSbPwP5t70ILB9bhneHhcXx2PW5KO8rTbHYrHuwZJtFPFCkv7W09d/v5D0KaHmRrWZ94FKfcz78GPAxdjcpKv4WDgTu6GMcdmneD/fKFNuv+MIgh+CH5LxRvBD0YeDHzT4oY7c4Ifgh+CHmpzgh55yO8oPi2JZ7Ap05CJqHXFWUbm45c4H1vfJjFtpUkY6gG7Dsj0e4ESwdy/kTgSeA/4BHODbCpIqSCzL7cTrYb7LOgpL3LEHZilcDXPpuBn4dG/qAJiEWSU3xSyKhzkJfBIjv+Uwq9zYFvLWBvZP1nf1gbizE0fhjnKIl5ft0tKg3Xptpc7sG8e1Kaeh9TDZfz6wa0W5UzH3qd0xEr3O2+0rwFf8mBFJOdnkhLlL3Y3fPLAbwWDMnexWMmOPEnmbAS9j05EciyWwOQKzgJ+CPYQ07VdNxka/4wiCH4IfaucGPwQ/lGUGP9TWgx+CH4IfesoMfqitd5wfur0sdgU6diGWLv854P1FY2PWw20wYu11mvzSALoFuKPevjbkvs11XziAXP+mVsgGsjbCpkr4hHf0H7nso3z/xsAqvayHlZyQXirk+vbhyf+m9Y1Zdf8IvIG5xOyNubEcjBHrptjN4MLSeZUtW3TISp1TBubu9LFeyKlnPfwZZu3cok2ZwzDr4zwn0O0x950JmEvWkF7oOxyzTn+WxMKLWTrn0l7mzvGYpXa2k+xhLush7y8Xev+p1Bf6K0cEPwQ/JHKCH4IfyjKDH4IfCjnBD8EPZZnBD13kh24ui12Bjl5MbQB9INl2KGbxG9qhMspWrg92SG5h6Tq6A7K2xJId7OPr2+GZLDtY15OweI5VyvVSQcamWOKGH2CxMT8C5gBX+f4J2Jyjvcpk2qDd2rJStyhjiJNBZX1pbj3c1bdVDqMolTGqtD7V67y3hLqaE/YPMPens7AMn21nv/Tx8AK1qWwGYklfPkqmW1oDuf2SI4Ifgh+Seg1+CH6oVx/BD8EPwQ8a/NCgPoIfusQP3VoWuwIdv6DaAJqFxUzMIzNZQ4UyOmLtrCN3S8zi894OyJrkg+jw3spqIH8wllDhXe0MnkTOBOBZatbOOVgMzvqYG9GyHdS5K+1WKmNQL89vZD3sCPknbTcdSwyyZ4dkDsUs6+dg1vZK83Q2kFncVD7QW1kluf2SI4Ifgh+CH3rIDH7oKTP4Ifgh+KEmM/ihp8zghy7yQ1fqYXEr0KXG3co74l/phbWsRRltWztbyN28E+Tksjo2IBvIn4TPS9hLOYW180BfH9nbG9Wibrcu1GuvrIdNZA/GLJ530wdjburoW/Thwzost19yRPBD8EPwQw99gx96ygx+CH4IfqjpG/zQU2bwQxf5odNLEYPwloOIjAdeV9XfdrGMQaq6oFvyOwER2Rz4dzfroRMQkYnAd4BzVPWSLpfVp9tNRAYDXwTuAm5W1Te6IH+0qv5VRET7OAl0qw8HRwQ/NCirr7dZ8EOC4IfuIfihbll9vc2CHxIEP3QPwQ/dxVv2BT3Q/yAiW2OW2Y2Bpzp9Y+lPEJFJmJXvvsWtSyDQFxD8UEPwQyDQE8EPNQQ/BAI90R/5IV7QA30KIrKcqv5zcesRCAT6HoIfAoFAIwQ/BAKBRuhv/BAv6IE+hcJlqj+4TgUCgUWL4IdAINAIwQ+BQKAR+hs/xAt6IBAIBAKBQCAQCAQCfQADFrcCgUAgEAgEAoFAIBAIBOIFPRAIBAKBQCAQCAQCgT6BeEEPBAKBQCAQCAQCgUCgDyBe0AOBQCAQWIIgIq+LyDwReUREfikiJ4hI0+cBEVlLRA5cVDoGAoFAILCkIl7QA4FAIBBYsvCSqm6mqhsDuwLTgU+0OGctIF7QA4FAIBDoMiKLeyAQCAQCSxBE5F+qukyyvg7wALACsCZwLTDcdx+rqveJyP3ARsATwDXAJcB5wI7AEGCOql6xyC4iEAgEAoG3KOIFPRAIBAKBJQjlF3Tf9hywIfAi8Iaqviwi44DrVHUrEdkROElVZ/jxRwIrqeo5IjIE+DEwS1WfWKQXEwgEAoHAWwyDFrcCgUAgEAgEFjvEfwcDl4nIZsDrwPoNjt8NmCAi+/n6CGAc9oU9EAgEAoFAm4gX9EAgEAgElmC4i/vrwN+xWPS/AZtieWpebnQacJyq3rVIlAwEAoFAYAlBJIkLBAKBQGAJhYisCHwRuEwt5m0E8LSqvgG8Bxjoh74ILJucehfwfhEZ7HLWF5HhBAKBQCAQ6BXiC3ogEAgEAksWhorIPMydfQGWFO4C33c5cIuIzALmAvN9+6+ABSLyS+Bq4GIss/tDIiLAM8Dei+oCAoFAIBB4qyKSxAUCgUAgEAgEAoFAINAHEC7ugUAgEAgEAoFAIBAI9AHEC3ogEAgEAoFAIBAIBAJ9APGCHggEAoFAIBAIBAKBQB9AvKAHAoFAIBAIBAKBQCDQBxAv6IFAIBAIBAKBQCAQCPQBxAt6IBAIBAKBQCAQCAQCfQDxgh4IBA1HJKoAAAASSURBVAKBQCAQCAQCgUAfwP8DaSDtoGrlysYAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "date_france_death_columns = grouped_france_death_data.columns\n", + "\n", + "# Convert date columns to datetime for better plotting\n", + "date_france_death_columns = pd.to_datetime(date_france_death_columns)\n", + "\n", + "# Plot the data\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "plt.plot(date_france_death_columns, grouped_france_death_data.loc['France'], label='France')\n", + "\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Cumulative Number of Death')\n", + "plt.title('Cumulative Number of COVID-19 Death Over Time - Linear - Month view')\n", + "\n", + "# Format x-axis to show month and year\n", + "# Sets the major formatter for the x-axis to display the month and year.\n", + "plt.gca().xaxis.set_major_formatter(plt.matplotlib.dates.DateFormatter('%b %Y'))\n", + "# Sets the major locator to display ticks for each month.\n", + "plt.gca().xaxis.set_major_locator(plt.matplotlib.dates.MonthLocator(interval=1))\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "hideCode": false, + "hideOutput": true, + "hidePrompt": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Country/RegionBelgiumChinaFranceGermanyIranItalyJapanKorea, SouthNetherlandsPortugalSpainUSUnited Kingdom
2020-01-2201700000000000
2020-01-2301800000000000
2020-01-2402600000000000
2020-01-2504200000000000
2020-01-2605600000000000
2020-01-2708200000000000
2020-01-28013100000000000
2020-01-29013300000000000
2020-01-30017100000000001
2020-01-31021300000000001
2020-02-01025900000000001
2020-02-02036100000000002
2020-02-03042500000000002
2020-02-04049100000000002
2020-02-05056300000000002
2020-02-06063300000000002
2020-02-07071800000000002
2020-02-08080500000000002
2020-02-09090500000000002
2020-02-100101200000000002
2020-02-110111200000000002
2020-02-120111700000000002
2020-02-130136900001000002
2020-02-140152100001000002
2020-02-150166310001000002
2020-02-160176610001000002
2020-02-170186410001000002
2020-02-180200310002000002
2020-02-190211610202000002
2020-02-200223810202100002
..........................................
2023-02-0833582100992165541166526144771187272699703368023704260521187121113429220590
2023-02-0933616100998165558166660144775187272701933369723705260521187121114385220651
2023-02-1033616101003165578166660144779187551703853369723705260591189761114492220719
2023-02-1133616101007165578166763144779187551705663373623705260591189761114529220719
2023-02-1233616101009165578166763144781187551707033374723705260591189761114537220719
2023-02-1333616101013165628166875144783187551707963375823705260591189761114709220719
2023-02-1433616101016165663166999144788187551709313378223705261031189761115160220719
2023-02-1533616101020165698167124144789187551711443380423705261031189761115741220720
2023-02-1633616101022165725167214144793187551713163383223705261171189761116851220720
2023-02-1733663101024165753167301144793187850714573384423705261171191861117572220720
2023-02-1833663101029165753167301144793187850715873385623705261171191861117589220720
2023-02-1933663101031165753167301144804187850716943386523705261171191861117590220720
2023-02-2033663101034165800167387144812187850717453387323705261171191861117663220720
2023-02-2133663101036165832167491144817187850718173388723705261171191861118025220720
2023-02-2233663101036165870167604144824187850719313390923705261171191861118886220721
2023-02-2333717101036165889167723144828187850720593392923705261171191861119521220721
2023-02-2433717101038165918167812144832188094721423394023705261171193801119573220721
2023-02-2533717101040165918167812144835188094722143394023705261171193801119587220721
2023-02-2633717101042165918167812144842188094722763396123705261171193801119588220721
2023-02-2733717101042165970167951144845188094723283397723705261171193801119582220721
2023-02-2833717101048166004168086144845188094723953398823705261171193801119917220721
2023-03-0133717101051166029168175144858188094724943400323705261801193801120897220721
2023-03-0233775101051166050168296144864188094725813401423705261801193801121658220721
2023-03-0333775101052166071168397144867188322726483402023705261801194791122165220721
2023-03-0433775101053166071168397144878188322727293402023705261801194791122172220721
2023-03-0533775101054166071168397144893188322727793403423705261801194791122134220721
2023-03-0633775101055166114168397144902188322728133404923705261801194791122181220721
2023-03-0733775101055166138168709144907188322728483406123705261801194791122516220721
2023-03-0833775101055166165168808144922188322729173408123705262661194791123246220721
2023-03-0933814101056166176168935144933188322729973409323705262661194791123836220721
\n", + "

1143 rows × 13 columns

\n", + "
" + ], + "text/plain": [ + "Country/Region Belgium China France Germany Iran Italy Japan \\\n", + "2020-01-22 0 17 0 0 0 0 0 \n", + "2020-01-23 0 18 0 0 0 0 0 \n", + "2020-01-24 0 26 0 0 0 0 0 \n", + "2020-01-25 0 42 0 0 0 0 0 \n", + "2020-01-26 0 56 0 0 0 0 0 \n", + "2020-01-27 0 82 0 0 0 0 0 \n", + "2020-01-28 0 131 0 0 0 0 0 \n", + "2020-01-29 0 133 0 0 0 0 0 \n", + "2020-01-30 0 171 0 0 0 0 0 \n", + "2020-01-31 0 213 0 0 0 0 0 \n", + "2020-02-01 0 259 0 0 0 0 0 \n", + "2020-02-02 0 361 0 0 0 0 0 \n", + "2020-02-03 0 425 0 0 0 0 0 \n", + "2020-02-04 0 491 0 0 0 0 0 \n", + "2020-02-05 0 563 0 0 0 0 0 \n", + "2020-02-06 0 633 0 0 0 0 0 \n", + "2020-02-07 0 718 0 0 0 0 0 \n", + "2020-02-08 0 805 0 0 0 0 0 \n", + "2020-02-09 0 905 0 0 0 0 0 \n", + "2020-02-10 0 1012 0 0 0 0 0 \n", + "2020-02-11 0 1112 0 0 0 0 0 \n", + "2020-02-12 0 1117 0 0 0 0 0 \n", + "2020-02-13 0 1369 0 0 0 0 1 \n", + "2020-02-14 0 1521 0 0 0 0 1 \n", + "2020-02-15 0 1663 1 0 0 0 1 \n", + "2020-02-16 0 1766 1 0 0 0 1 \n", + "2020-02-17 0 1864 1 0 0 0 1 \n", + "2020-02-18 0 2003 1 0 0 0 2 \n", + "2020-02-19 0 2116 1 0 2 0 2 \n", + "2020-02-20 0 2238 1 0 2 0 2 \n", + "... ... ... ... ... ... ... ... \n", + "2023-02-08 33582 100992 165541 166526 144771 187272 69970 \n", + "2023-02-09 33616 100998 165558 166660 144775 187272 70193 \n", + "2023-02-10 33616 101003 165578 166660 144779 187551 70385 \n", + "2023-02-11 33616 101007 165578 166763 144779 187551 70566 \n", + "2023-02-12 33616 101009 165578 166763 144781 187551 70703 \n", + "2023-02-13 33616 101013 165628 166875 144783 187551 70796 \n", + "2023-02-14 33616 101016 165663 166999 144788 187551 70931 \n", + "2023-02-15 33616 101020 165698 167124 144789 187551 71144 \n", + "2023-02-16 33616 101022 165725 167214 144793 187551 71316 \n", + "2023-02-17 33663 101024 165753 167301 144793 187850 71457 \n", + "2023-02-18 33663 101029 165753 167301 144793 187850 71587 \n", + "2023-02-19 33663 101031 165753 167301 144804 187850 71694 \n", + "2023-02-20 33663 101034 165800 167387 144812 187850 71745 \n", + "2023-02-21 33663 101036 165832 167491 144817 187850 71817 \n", + "2023-02-22 33663 101036 165870 167604 144824 187850 71931 \n", + "2023-02-23 33717 101036 165889 167723 144828 187850 72059 \n", + "2023-02-24 33717 101038 165918 167812 144832 188094 72142 \n", + "2023-02-25 33717 101040 165918 167812 144835 188094 72214 \n", + "2023-02-26 33717 101042 165918 167812 144842 188094 72276 \n", + "2023-02-27 33717 101042 165970 167951 144845 188094 72328 \n", + "2023-02-28 33717 101048 166004 168086 144845 188094 72395 \n", + "2023-03-01 33717 101051 166029 168175 144858 188094 72494 \n", + "2023-03-02 33775 101051 166050 168296 144864 188094 72581 \n", + "2023-03-03 33775 101052 166071 168397 144867 188322 72648 \n", + "2023-03-04 33775 101053 166071 168397 144878 188322 72729 \n", + "2023-03-05 33775 101054 166071 168397 144893 188322 72779 \n", + "2023-03-06 33775 101055 166114 168397 144902 188322 72813 \n", + "2023-03-07 33775 101055 166138 168709 144907 188322 72848 \n", + "2023-03-08 33775 101055 166165 168808 144922 188322 72917 \n", + "2023-03-09 33814 101056 166176 168935 144933 188322 72997 \n", + "\n", + "Country/Region Korea, South Netherlands Portugal Spain US \\\n", + "2020-01-22 0 0 0 0 0 \n", + "2020-01-23 0 0 0 0 0 \n", + "2020-01-24 0 0 0 0 0 \n", + "2020-01-25 0 0 0 0 0 \n", + "2020-01-26 0 0 0 0 0 \n", + "2020-01-27 0 0 0 0 0 \n", + "2020-01-28 0 0 0 0 0 \n", + "2020-01-29 0 0 0 0 0 \n", + "2020-01-30 0 0 0 0 0 \n", + "2020-01-31 0 0 0 0 0 \n", + "2020-02-01 0 0 0 0 0 \n", + "2020-02-02 0 0 0 0 0 \n", + "2020-02-03 0 0 0 0 0 \n", + "2020-02-04 0 0 0 0 0 \n", + "2020-02-05 0 0 0 0 0 \n", + "2020-02-06 0 0 0 0 0 \n", + "2020-02-07 0 0 0 0 0 \n", + "2020-02-08 0 0 0 0 0 \n", + "2020-02-09 0 0 0 0 0 \n", + "2020-02-10 0 0 0 0 0 \n", + "2020-02-11 0 0 0 0 0 \n", + "2020-02-12 0 0 0 0 0 \n", + "2020-02-13 0 0 0 0 0 \n", + "2020-02-14 0 0 0 0 0 \n", + "2020-02-15 0 0 0 0 0 \n", + "2020-02-16 0 0 0 0 0 \n", + "2020-02-17 0 0 0 0 0 \n", + "2020-02-18 0 0 0 0 0 \n", + "2020-02-19 0 0 0 0 0 \n", + "2020-02-20 1 0 0 0 0 \n", + "... ... ... ... ... ... \n", + "2023-02-08 33680 23704 26052 118712 1113429 \n", + "2023-02-09 33697 23705 26052 118712 1114385 \n", + "2023-02-10 33697 23705 26059 118976 1114492 \n", + "2023-02-11 33736 23705 26059 118976 1114529 \n", + "2023-02-12 33747 23705 26059 118976 1114537 \n", + "2023-02-13 33758 23705 26059 118976 1114709 \n", + "2023-02-14 33782 23705 26103 118976 1115160 \n", + "2023-02-15 33804 23705 26103 118976 1115741 \n", + "2023-02-16 33832 23705 26117 118976 1116851 \n", + "2023-02-17 33844 23705 26117 119186 1117572 \n", + "2023-02-18 33856 23705 26117 119186 1117589 \n", + "2023-02-19 33865 23705 26117 119186 1117590 \n", + "2023-02-20 33873 23705 26117 119186 1117663 \n", + "2023-02-21 33887 23705 26117 119186 1118025 \n", + "2023-02-22 33909 23705 26117 119186 1118886 \n", + "2023-02-23 33929 23705 26117 119186 1119521 \n", + "2023-02-24 33940 23705 26117 119380 1119573 \n", + "2023-02-25 33940 23705 26117 119380 1119587 \n", + "2023-02-26 33961 23705 26117 119380 1119588 \n", + "2023-02-27 33977 23705 26117 119380 1119582 \n", + "2023-02-28 33988 23705 26117 119380 1119917 \n", + "2023-03-01 34003 23705 26180 119380 1120897 \n", + "2023-03-02 34014 23705 26180 119380 1121658 \n", + "2023-03-03 34020 23705 26180 119479 1122165 \n", + "2023-03-04 34020 23705 26180 119479 1122172 \n", + "2023-03-05 34034 23705 26180 119479 1122134 \n", + "2023-03-06 34049 23705 26180 119479 1122181 \n", + "2023-03-07 34061 23705 26180 119479 1122516 \n", + "2023-03-08 34081 23705 26266 119479 1123246 \n", + "2023-03-09 34093 23705 26266 119479 1123836 \n", + "\n", + "Country/Region United Kingdom \n", + "2020-01-22 0 \n", + "2020-01-23 0 \n", + "2020-01-24 0 \n", + "2020-01-25 0 \n", + "2020-01-26 0 \n", + "2020-01-27 0 \n", + "2020-01-28 0 \n", + "2020-01-29 0 \n", + "2020-01-30 1 \n", + "2020-01-31 1 \n", + "2020-02-01 1 \n", + "2020-02-02 2 \n", + "2020-02-03 2 \n", + "2020-02-04 2 \n", + "2020-02-05 2 \n", + "2020-02-06 2 \n", + "2020-02-07 2 \n", + "2020-02-08 2 \n", + "2020-02-09 2 \n", + "2020-02-10 2 \n", + "2020-02-11 2 \n", + "2020-02-12 2 \n", + "2020-02-13 2 \n", + "2020-02-14 2 \n", + "2020-02-15 2 \n", + "2020-02-16 2 \n", + "2020-02-17 2 \n", + "2020-02-18 2 \n", + "2020-02-19 2 \n", + "2020-02-20 2 \n", + "... ... \n", + "2023-02-08 220590 \n", + "2023-02-09 220651 \n", + "2023-02-10 220719 \n", + "2023-02-11 220719 \n", + "2023-02-12 220719 \n", + "2023-02-13 220719 \n", + "2023-02-14 220719 \n", + "2023-02-15 220720 \n", + "2023-02-16 220720 \n", + "2023-02-17 220720 \n", + "2023-02-18 220720 \n", + "2023-02-19 220720 \n", + "2023-02-20 220720 \n", + "2023-02-21 220720 \n", + "2023-02-22 220721 \n", + "2023-02-23 220721 \n", + "2023-02-24 220721 \n", + "2023-02-25 220721 \n", + "2023-02-26 220721 \n", + "2023-02-27 220721 \n", + "2023-02-28 220721 \n", + "2023-03-01 220721 \n", + "2023-03-02 220721 \n", + "2023-03-03 220721 \n", + "2023-03-04 220721 \n", + "2023-03-05 220721 \n", + "2023-03-06 220721 \n", + "2023-03-07 220721 \n", + "2023-03-08 220721 \n", + "2023-03-09 220721 \n", + "\n", + "[1143 rows x 13 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "# Group by country and sum cases for each date\n", + "grouped_death_data = filtered_death_data.groupby('Country/Region').sum()\n", + "\n", + "# Convert date columns to datetime\n", + "grouped_death_data.columns = pd.to_datetime(grouped_death_data.columns)\n", + "\n", + "# Transpose the DataFrame to have dates as rows\n", + "grouped_death_data = grouped_death_data.transpose()\n", + "grouped_death_data\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true, + "hideOutput": true, + "hidePrompt": true + }, + "source": [ + "## III. France daily number" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.1 Import data" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Label2020-012020-022020-032020-042020-052020-062020-072020-082020-09...2022-062022-072022-082022-092022-102022-112022-122023-012023-022023-03
0Demography - Number of deaths - Metropolitan F...562615032961898658514795345113459994804148037...46973532985136748234546055354569226626005100054100
\n", + "

1 rows × 40 columns

\n", + "
" + ], + "text/plain": [ + " Label 2020-01 2020-02 \\\n", + "0 Demography - Number of deaths - Metropolitan F... 56261 50329 \n", + "\n", + " 2020-03 2020-04 2020-05 2020-06 2020-07 2020-08 2020-09 ... \\\n", + "0 61898 65851 47953 45113 45999 48041 48037 ... \n", + "\n", + " 2022-06 2022-07 2022-08 2022-09 2022-10 2022-11 2022-12 2023-01 \\\n", + "0 46973 53298 51367 48234 54605 53545 69226 62600 \n", + "\n", + " 2023-02 2023-03 \n", + "0 51000 54100 \n", + "\n", + "[1 rows x 40 columns]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "monthly_data = pd.read_csv('https://app-learninglab.inria.fr/moocrr/gitlab/082aa0aa9507b80b621099010e33de9d/mooc-rr/raw/master/module3/exo3/monthly_values_1.csv?inline=false')\n", + "monthly_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.2 Cumumlative sum data by month" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Label2020-012020-022020-032020-042020-052020-062020-072020-082020-09...2022-062022-072022-082022-092022-102022-112022-122023-012023-022023-03
0Demography - Number of deaths - Metropolitan F...56261106590168488234339282292327405373404421445469482...1626959168025717316241779858183446318880081957234201983420708342124934
\n", + "

1 rows × 40 columns

\n", + "
" + ], + "text/plain": [ + " Label 2020-01 2020-02 \\\n", + "0 Demography - Number of deaths - Metropolitan F... 56261 106590 \n", + "\n", + " 2020-03 2020-04 2020-05 2020-06 2020-07 2020-08 2020-09 ... \\\n", + "0 168488 234339 282292 327405 373404 421445 469482 ... \n", + "\n", + " 2022-06 2022-07 2022-08 2022-09 2022-10 2022-11 2022-12 2023-01 \\\n", + "0 1626959 1680257 1731624 1779858 1834463 1888008 1957234 2019834 \n", + "\n", + " 2023-02 2023-03 \n", + "0 2070834 2124934 \n", + "\n", + "[1 rows x 40 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# Exclude the first column (Label) and convert the remaining columns to numeric format (assuming they represent numbers)\n", + "data_columns = monthly_data.columns[1:]\n", + "monthly_data[data_columns] = monthly_data[data_columns].apply(pd.to_numeric)\n", + "\n", + "# Calculate the cumulative sum for each month\n", + "new_cul_data = monthly_data.copy() # Create a copy to avoid modifying the original DataFrame\n", + "new_cul_data[data_columns] = new_cul_data[data_columns].cumsum(axis=1)\n", + "\n", + "# Display the new DataFrame with cumulative data\n", + "display(new_cul_data)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.2 Plot the graph" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Set the date range for the x-axis labels\n", + "date_range = new_cul_data.columns[1:]\n", + "\n", + "# Plot the cumulative data\n", + "plt.figure(figsize=(14, 8))\n", + "for index, row in new_cul_data.iterrows():\n", + " plt.plot(date_range, row[1:], label=row['Label'])\n", + "\n", + "# Customize the plot\n", + "plt.xlabel('Month')\n", + "plt.ylabel('Cumulative Number')\n", + "plt.title('Cumulative Number of Deaths Over Time')\n", + "plt.legend(loc='upper left')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(True)\n", + "\n", + "# Show the plot\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": false, + "hidePrompt": false + }, + "source": [ + "## IV. Combine and plot two dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4.1 data set (dead by Covid)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
1/22/201/23/201/24/201/25/201/26/201/27/201/28/201/29/201/30/201/31/20...2/28/233/1/233/2/233/3/233/4/233/5/233/6/233/7/233/8/233/9/23
Country/Region
France0000000000...166004166029166050166071166071166071166114166138166165166176
\n", + "

1 rows × 1143 columns

\n", + "
" + ], + "text/plain": [ + " 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 \\\n", + "Country/Region \n", + "France 0 0 0 0 0 0 0 \n", + "\n", + " 1/29/20 1/30/20 1/31/20 ... 2/28/23 3/1/23 3/2/23 \\\n", + "Country/Region ... \n", + "France 0 0 0 ... 166004 166029 166050 \n", + "\n", + " 3/3/23 3/4/23 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n", + "Country/Region \n", + "France 166071 166071 166071 166114 166138 166165 166176 \n", + "\n", + "[1 rows x 1143 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "grouped_france_death_dataprint(test_data_last_day.index())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*See by month*" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
2020-01-31 00:00:002020-02-29 00:00:002020-03-31 00:00:002020-04-30 00:00:002020-05-31 00:00:002020-06-30 00:00:002020-07-31 00:00:002020-08-31 00:00:002020-09-30 00:00:002020-10-31 00:00:00...2022-06-30 00:00:002022-07-31 00:00:002022-08-31 00:00:002022-09-30 00:00:002022-10-31 00:00:002022-11-30 00:00:002022-12-31 00:00:002023-01-31 00:00:002023-02-28 00:00:002023-03-09 00:00:00
Country/Region
France02352624349288052984630268306463197836827...150572153023155133156152158034159990163003165274166004166176
\n", + "

1 rows × 39 columns

\n", + "
" + ], + "text/plain": [ + " 2020-01-31 2020-02-29 2020-03-31 2020-04-30 2020-05-31 \\\n", + "Country/Region \n", + "France 0 2 3526 24349 28805 \n", + "\n", + " 2020-06-30 2020-07-31 2020-08-31 2020-09-30 2020-10-31 \\\n", + "Country/Region \n", + "France 29846 30268 30646 31978 36827 \n", + "\n", + " ... 2022-06-30 2022-07-31 2022-08-31 2022-09-30 \\\n", + "Country/Region ... \n", + "France ... 150572 153023 155133 156152 \n", + "\n", + " 2022-10-31 2022-11-30 2022-12-31 2023-01-31 2023-02-28 \\\n", + "Country/Region \n", + "France 158034 159990 163003 165274 166004 \n", + "\n", + " 2023-03-09 \n", + "Country/Region \n", + "France 166176 \n", + "\n", + "[1 rows x 39 columns]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_data = pd.DataFrame(grouped_france_death_data)\n", + "\n", + "# Convert column names to datetime format\n", + "test_data.columns = pd.to_datetime(test_data.columns)\n", + "\n", + "# Identify last day of each month\n", + "last_day_of_each_month = test_data.columns.to_series().groupby([test_data.columns.year, test_data.columns.month]).max()\n", + "\n", + "# Filter columns to keep only the last day of each month\n", + "test_data_last_day = test_data[last_day_of_each_month]\n", + "test_data_last_day" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*plot the graph*" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Set the date range for the x-axis labels\n", + "date_range_1 = test_data_last_day.columns[1:]\n", + "\n", + "# Plot the cumulative data\n", + "plt.figure(figsize=(14, 8))\n", + "for index, row in test_data_last_day.iterrows():\n", + " plt.plot(date_range_1, row[1:])\n", + "\n", + "# Customize the plot\n", + "plt.xlabel('Month')\n", + "plt.ylabel('Cumulative Number')\n", + "plt.title('Cumulative Number of Deaths by COVID-19 Over Time')\n", + "plt.legend(loc='upper left')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(True)\n", + "\n", + "# Show the plot\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Set the date range for the x-axis labels\n", + "date_range_1 = test_data_last_day.columns[1:]\n", + "\n", + "# Plot the cumulative data\n", + "plt.figure(figsize=(14, 8))\n", + "for index1, row1 in test_data_last_day.iterrows():\n", + " plt.plot(date_range_1, row1[1:], label='Covid-19')\n", + " \n", + "for index2,row2 in new_cul_data.iterrows():\n", + " plt.plot(date_range_1, row2[2:], label='All reason')\n", + "\n", + "# Customize the plot\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Cumulative Number')\n", + "plt.title('Cumulative Number of Deaths by COVID-19 and all reason Over Time')\n", + "plt.legend(loc='upper left')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(True)\n", + "\n", + "# Show the plot\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "celltoolbar": "Hide code", + "hide_code_all_hidden": true, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} -- 2.18.1