From 161f78f3e854bd972f17905645ba0fe37b669686 Mon Sep 17 00:00:00 2001 From: 7f16cdf12ebf8b0b56dde4a2d2f1d6e4 <7f16cdf12ebf8b0b56dde4a2d2f1d6e4@app-learninglab.inria.fr> Date: Mon, 24 Aug 2020 19:50:21 +0000 Subject: [PATCH] full version _ working --- module2/exo1/toy_notebook_fr.ipynb | 145 +- module3/exo1/syndrome-grippal.csv | 1848 +++++++++++++++++ module3/exo3/.ipynb | 52 + ...Evolution du SARS CoV2 dans le monde.ipynb | 340 +++ module3/exo3/exercice.ipynb | 25 - module3/exo3/sars_cov2.csv | 267 +++ 6 files changed, 2649 insertions(+), 28 deletions(-) create mode 100644 module3/exo1/syndrome-grippal.csv create mode 100644 module3/exo3/.ipynb create mode 100644 module3/exo3/Evolution du SARS CoV2 dans le monde.ipynb delete mode 100644 module3/exo3/exercice.ipynb create mode 100644 module3/exo3/sars_cov2.csv diff --git a/module2/exo1/toy_notebook_fr.ipynb b/module2/exo1/toy_notebook_fr.ipynb index 0bbbe37..3261335 100644 --- a/module2/exo1/toy_notebook_fr.ipynb +++ b/module2/exo1/toy_notebook_fr.ipynb @@ -1,5 +1,145 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# A propos du calcul de $\\pi$\n", + "## En demandant à la lib maths\n", + "Mon ordinateur m'indique que $\\pi$ vaut *approximativement*" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.141592653589793\n" + ] + } + ], + "source": [ + "from math import *\n", + "print(pi)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## En utilisant la méthode des aiguilles de Buffon\n", + "Mais calculé avec la **méthode** des [aiguilles de Buffon](https://fr.wikipedia.org/wiki/Aiguille_de_Buffon), on obtiendrait comme **approximation** :" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.128911138923655" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "np.random.seed(seed=42)\n", + "N = 10000\n", + "x = np.random.uniform(size=N, low=0, high=1)\n", + "theta = np.random.uniform(size=N, low=0, high=pi/2)\n", + "2/(sum((x+np.sin(theta))>1)/N)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Avec un argument \"fréquentiel\" de surface\n", + "Sinon, une méthode plus simple à comprendre et ne faisant pas intervenir d’appel à la fonction\n", + "sinus se base sur le fait que si $X ∼ U(0, 1)$ et $Y ∼ U(0, 1)$ alors $P[X^\n", + "2 + Y^2 ≤ 1] = \\pi/4$ (voir\n", + "[méthode de Monte Carlo sur Wikipedia](https://fr.wikipedia.org/wiki/M%C3%A9thode_de_Monte-Carlo#D%C3%A9termination_de_la_valeur_de_%CF%80)). Le code suivant illustre ce fait :\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "np.random.seed(seed=42)\n", + "N = 1000\n", + "x = np.random.uniform(size=N, low=0, high=1)\n", + "y = np.random.uniform(size=N, low=0, high=1)\n", + "1\n", + "accept = (x*x+y*y) <= 1\n", + "reject = np.logical_not(accept)\n", + "fig, ax = plt.subplots(1)\n", + "ax.scatter(x[accept], y[accept], c='b', alpha=0.2, edgecolor=None)\n", + "ax.scatter(x[reject], y[reject], c='r', alpha=0.2, edgecolor=None)\n", + "ax.set_aspect('equal')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il est alors aisé d’obtenir une approximation (pas terrible) de $\\pi$ en comptant combien de fois,en moyenne, $X^2 + Y^2$ est inférieur à 1 :" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.112" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "4*np.mean(accept)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +156,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module3/exo1/syndrome-grippal.csv b/module3/exo1/syndrome-grippal.csv new file mode 100644 index 0000000..2d22405 --- /dev/null +++ b/module3/exo1/syndrome-grippal.csv @@ -0,0 +1,1848 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202011],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2020-07-28T17:58:44+02:00 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University Center for Systems Science and Engineering (JHU CSSE)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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 +} diff --git a/module3/exo3/Evolution du SARS CoV2 dans le monde.ipynb b/module3/exo3/Evolution du SARS CoV2 dans le monde.ipynb new file mode 100644 index 0000000..6fdaadf --- /dev/null +++ b/module3/exo3/Evolution du SARS CoV2 dans le monde.ipynb @@ -0,0 +1,340 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Evolution du SARS CoV2 dans le monde\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import urllib.request\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dataset\n", + "\n", + "Nous nous basons sur des données issues du Johns Hopkins University Center for Systems Science and Engineering (JHU CSSE)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "raw_data = pd.read_csv(data_url, sep=',',index_col=\"Country/Region\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sauvegarde des données en local:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "data_file = \"sars_cov2.csv\"\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Description des données:\n", + "* FIPS: US only. Federal Information Processing Standards code that uniquely identifies counties within the USA.\n", + "* Admin2: County name. US only.\n", + "* Province_State: Province, state or dependency name.\n", + "* Country_Region: Country, region or sovereignty name. The names of locations included on the Website correspond with the official designations used by the U.S. Department of State.\n", + "* Last Update: MM/DD/YYYY HH:mm:ss (24 hour format, in UTC).\n", + "* Lat and Long_: Dot locations on the dashboard. All points (except for Australia) shown on the map are based on geographic centroids, and are not representative of a specific address, building or any location at a spatial scale finer than a province/state. Australian dots are located at the centroid of the largest city in each state.\n", + "* Confirmed: Counts include confirmed and probable (where reported).\n", + "* Deaths: Counts include confirmed and probable (where reported).\n", + "* Recovered: Recovered cases are estimates based on local media reports, and state and local reporting when available, and therefore may be substantially lower than the true number. US state-level recovered cases are from COVID Tracking Project.\n", + "* Active: Active cases = total cases - total recovered - total deaths.\n", + "* Incidence_Rate: Incidence Rate = cases per 100,000 persons.\n", + "* Case-Fatality Ratio (%): Case-Fatality Ratio (%) = Number recorded deaths / Number cases.\n", + "\n", + "Comme on peut le voir dans les données, quelques colonnes ne sont pas remplies dans la plupart des cas (le champ concernant le nom de l'état n'est rempli que pour les US par exemple). Nous allons vérifier si les valeurs qui nous intéressent, i.e. le nom de l'état et le nombre de cas par état et par data ne sont pas nulles.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "data_test=raw_data.dropna(thresh=len(raw_data.columns)-1).copy()\n", + "if (len(data_test.columns)==len(raw_data.columns)):\n", + " data_=raw_data\n", + "N_data = len(raw_data.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Comme il n'y a pas de données incompletes, nous pouvons utiliser l'entièreté des données d'origine.\n", + "\n", + "Les données sont converties dans le bon type." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "for i in data_.columns.values[:2]:\n", + " data_[i] = data_[i].astype(str) \n", + "for i in data_.columns.values[2:]:\n", + " data_[i] = data_[i].astype(float) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Extraction des données d'interet\n", + "\n", + "Nous ne nous intéressons que aux données des pays suivants:\n", + "\n", + "Hong-Kong (China), Hong Kong (China, Hong-Kong), la France métropolitaine (France), l’Allemagne (Germany), l’Iran (Iran),l’Italie (Italy), le Japon (Japan), la Corée du Sud (Korea, South), la Hollande sans les colonies (Netherlands), le Portugal (Portugal),l’Espagne (Spain), le Royaume-Unis sans les colonies (United Kingdom), les États-Unis (US)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "country_name = ['China', 'France', 'Germany', 'Iran', 'Japan', 'Korea, South', 'Netherlands', 'Portugal', 'Spain', 'US', 'United Kingdom']" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def is_string_nan(st):\n", + " if not st == \"nan\":\n", + " return False\n", + " return True" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données qui ne proviennent pas des pays d'intêret ou des dom-tom de ces pays sont supprimées. Les données de latitude et longitude sont supprimées." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "data_.drop(\"Lat\", axis=1, inplace=True)\n", + "data_.drop(\"Long\", axis=1, inplace=True)\n", + "data = data_.loc[country_name]\n", + "\n", + "data_reduced = data_.loc[country_name[1:]]\n", + "data_reduced = data_reduced.loc[data_reduced[\"Province/State\"].apply(is_string_nan)]\n", + "data_reduced.drop(\"Province/State\", axis=1, inplace=True)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "data_reduced comprend ainsi les données réduites aux seuls pays concernés par notre étude.\n", + "Il nous reste à étudier le cas de la Chine divisée en provinces." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "china_data =data.loc[\"China\"]\n", + "china_data.set_index(\"Province/State\", inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hong Kong est mis à l'écart et ajouté a la liste des pays" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " \n" + ] + } + ], + "source": [ + "data_reduced.loc[\"Hong Kong\"]=list(china_data.loc[\"Hong Kong\"])\n", + "china_data.drop(\"Hong Kong\", axis=0, inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données relatives a la Chine hors Honk Kong sont accumulées et ajoutées aux données des pays" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "last_cumsum_china_index = list(china_data.index)[-1]\n", + "N_provinces = len(list(china_data.index))\n", + "china_data =china_data.cumsum()\n", + "data_reduced.loc[\"China\"]=list(china_data.loc[last_cumsum_china_index])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualisation des données" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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bATglInYYQ/9rUkI/3kj/UJxetgZ+Peo83UZEvAs4lRJe0tagoJ3HUYJc2grgDcBZETEokG9OpYi1af7cz5hOyOgZwAsbVn0F5V5uc+9Vx+AaObivlSjX6Q0MH6g3YSHg1cA5g0IPM/N6yrPZ7UUjhoNVA9TuAb4+Qns9dd7BT6HZ+g2wHeVZHyYkbtpExJHAoZSwp2FtSAkD3qRBnaUZbT6GEtB2fkSsMmI7RMS2lPt9xkI6u3VCvb4K7N+w6taU+2qNBnWme+36PHB/peyNI/T/XGCdStnnMvPhuoMjYn/KuV1hhD4lSZIkSZIkSZIkaZ7U9Bc8JEmSJEmSJEmSJEnSI8uXgXcx9x/zvzAits7Ms6eq04hYiBKc9Jya3XcC3wfOB/5BCRt4IiUwoPqH4qsAZ0fEppn5l5ZjeRuwX1fR1Z3+/wjcAiwLPAPYnclBMp+MiFOBa4CvAU/r2vdb4MfAXzufaWXg2cDOzB20tjjwhc5neKjNZwBOYO5AlGuAbwOXArd1+t4U2KXmM2zfGfsuLft+bKev7lCT84HTKOfyTkpIwZMp57BWRBxBuRerbgZ+SjmfN1ACQZYFngK8AHhS5fj9gFuBA5t/lOY6YQ3nAyvW7L6XElh1DuVevp1y/h8LbAI8k3Ju5lefAJ7ftX0JJZzncuAOSkjDlpRQwMW6jlsYODYi1gOS8rw9obMvKWF+PwWuBe4DHk8JPHx2pf8VgU/T/t6db0TEm4H/rdl1F/AT4DfA9ZTnbRnKc/E8Jge17Az8HyWUacpFxMsp16jqIUpoy0+Bv1OCyVanhEtNBI0tQpmbPjlC/2sB5wEr1ez+FSWU6TLKPLko5Xl8FrADc4ctPRb4YURskpnXtB1PExHxceA9PXZfTplj/wzcSAlyWQ5YlzLXP51mQUDdbgF+TVk/rqQ8y3dR1qoVKHPv84Bq+ODmlICYVw7qoBOScwzl2a66kBKoeTnlujwILEUJ0FsP2Iiy1k5biFdELEo53xvU7L6WOevtLZT1dhNgV8paBSU06uMjjsE1cnBfS1LunfVrdt9ICd39fee/l6e8l7yY8i7Z7SnAzzvP+619ujyWsjZNWJRy/9fN1YPG/gRg20rxtzLzjqZtDembNf0B3EQ5TxdRztMKlPv+xZTrQmf7uCkaVxuvAN7ZtX0v8EPm3FePpnx/eDGTA7OWA37SudZXt+j7Lsr9fSnwF8o9fCflXngM5R57NmVu7rYu8LWI2C4zZ7foF8p9+23mvF8lc96//8ac9+8NKN+hpsN7gZd2bd8BfJfyjnID5XyvB7yEyaFtT6AE226cmbe36HtK167MvDEivgns2VW8c0SskpnXtRhvNTztAcr72SQRsT7wKcpa3+1eSvj2rynX/C7K3wUsTbk/NqC8Uz0BSZIkSZIkSZIkSZqHGYAmSZIkSZIkSZIkSdICLDMzIg6kBHV1+xiwxRR2fQD14WdfAN7T4w/fD4iIfSihS8t2lS8DfCUinpWZD7YYy8c6/3sPJVzkCzVhBF+IiA8A36KE40xYHHg/JUBnIgjqSmC/zDy9pq//jYhNgVOYO5DnqZRwsK+2GP8zmBM+dj9wEPDfdYEKEbEM5fy9trJr54h4TWZ+qUX/+zIniOb3wP6ZeV7dgRHx1h7lL2VysMvNlICWEzLz/h71ghJo8VnmDlc5ICLOzswfDv0pWoiIxSnhE9Vgl/spoU0fzczb+tQPSsDLq4HXTNU4p8iqwJs7/30j8KbMPKnmuM9ExBMp93x38MjjKeEPa1JCKaAEZOyXmRfWtHNkROxECW1ZvKt854jYLDN/3f6jzNsiYgvKc9vtHuAQ4OjMvLNH1fdGxHaUQI01u8pfHhFnZeZnxz7YLhGxEnAUkwM7fgnsk5l/qqn2oYjYljLmtSghHr1CwAb1vxjlfqmGn30PeG9mXtaj6uERsQpwBLBHV/kKwDc6a83DbcY0rE5wXN3nvgA4oMf60l1/Bcrc+JYhu7yeEub0XeC3gz5fZ+7aiTLPrd21a4+I+EZmfndAf9sAW1fKrgD26rV+VPp/DCV46g2U0J+p9kEmhwneDxwMfKLHevsW4L+YM0++lRL815hr5NBr5KeYHH72EPBR4LC68xQR7wDeTZlPu4M616CEIvUMbgVOplyH5bvK9qFFABqwN5PnymNbtDNQROzL3MFtAA8DhwOHZOZ9NXXeDryPcs/PogT83TsV42vhw13/fTLlPfT6muMOjIi9KffeMl3lj6F8/3jekP3dCpwInAScN8x3j4jYknJ/btJVvBVljm4b8rkfc96/LwTemJm/6tH/sGvBKBaiPEcT/g94V913uoh4FyW07sPM/dytSVl7Xz9kn9O9dn2auQPQZlG+B31oyPFOjOPxlMDXbt/OzBt6VHkvc4eyAhwPvDMzbx6ivw0owXT7DTpWkiRJkiRJkiRJkmbCQoMPkSRJkiRJkiRJkiRJj2SZeSpQDVPZPCJeMhX9RcQa1P+h+EGZuV+P8DMAMvNYSnDaHZVdm1HCRdpYjBIm9JzMPLouyKTT9z8pf6xe/eP0PZnzeS4GtugXTpOZvwHqzu0+TQfeMRF+9hDw0sw8os9nuD0zX8ec0Ldu/90JSGtqInzhXGCrfuE1PUI1HkcJSeh2GbBRZn6xV7BLp73MzG9Rrv913c0CH+0EHUylDwMbV8puBZ6XmQf2C3aBf43/3Mx8AyVs5aapGeaUmAisuA54Zo/wMwAy83JK2Er1Wh5ACTCCMgdt0yP8bKKdUyihaVVtn515XkQ8CvgasEhX8T+Bp2fm4X3CzwDIzDOApwF/rOw6tBNONJWOYO5gIIAzge16hJ8BkJlnAltSArFg7sC7Jj7M3GEzAO/OzF37hJ9NjOG6zHwl8J+VXZsDu7Ucz1AiYmUmz4lQAjL7ri8TMvOmzPw8sBFzhwPVOQ9YPTM/kJm/HibcrTN3/QB4OnBRZfc7B9UHdqls30+ZNweGn3X6vyUzT8zMrSghY1MmIp5ECZ/pNrHeHt5nvb0rM99Cmeeg/K5mNcBmmP5dI4dYIyNia+B1leKHgddk5sG9zlNmPpSZHwVexuSAupdGRPVe7a77APDlSvHGEbFRrzo9xh6UkLduf6XMl2MVEctR5uaqf+9ck0nvaQCZ+WBmfgjYi3Jeof3cPG4T78EnALv2CD8DIDOPA14A3FXZ9dyI2GNyjUn+BqySmW/NzLOHDV7OzHMo69pPKrveFhEL11QZxkS9s4Gte4Wfdfqvva5jFsx5NzwsM/ft9Z0uM2dn5uHAK5j83O0bEc8cor9pX7s65/g3leLXt7iGr2fyP2DeL5R258r2TzLzNcOEnwFk5sWZeShlHr166FFKkiRJkiRJkiRJ0jQxAE2SJEmSJEmSJEmSJEEJ98hK2UciovrH2ePwZuYO8wH4dmZWg2ZqZeZvgf1qdr11hBCBtw8TvNIJ66gGRywBLAncB7wsM6sBaXXtnAP8uFK8XSfsqK3DOn/UP1BmHsjkYI3lKMEWbdwOvDwzq8F0w3g7sHTX9l3ACzLzuh7HT5KZVwOvrBRvSAndmhIRsQKTw7gS2D0zz27aXmb+Y5oCKsYpgb0y8y8DDyzHfKlSvALl95duAPbIzHuG6PN44PJK2Q5D1Jtf7QOs3rX9MLBLZl48bAOZeSsltKs7qGVF4LVjGWGNTojXKyrFN1NCowbe550Am5cAteFSQ/S/PPDvleJPZ+aRTdrJzIOAMyrFB7YZUwPvoqwp3c4A9uwELg2tE/bSN+wkM+/OzGoAzbDt3wLsXSneqhMa1s9ale2fZeaVLccwzLwxin9nclDNhxust4cD3xyhf9dIhloj68KLjsjMrwzZ/snAITW73jWg6jE1ZU1DObdh8jNxXGZW38vHYW+gGnZ7bGYePUzlzPwa0GgenSaXAq8b5pxl5i8pz1XV24ao+0Dbd7XMvJcSdNddfw1g+zbtddwKvCIzq4FuM+mnmXnwMAdm5neBj9bsGhhqPUNrF8BRle1VgRcN23fnu/W+leJLes2LndDC5SrFXxy2v26dIMOhQvskSZIkSZIkSZIkaToZgCZJkiRJkiRJkiRJkiZCxb5RKX4S8Lpx9tMJ+Kq2+QBD/KF7t8z8OpMDvFYHdmkxrD/T7A/Jv9Wj/ITMvKRBOydVtmdRAkna+DvwsYZ13lJTtn/L/j+RmX9vWikilq7p8/DMvKppW5l5FnBWpXi3pu008BZK+F23z2Tm6VPY57zm1Mz8WYPjez07R2bmjcM00Ak3qbazRicg4hElIhYC3l0p/lJm/qppW50AumoQ0FQ+H69lctDlBzPz5mEbyMyLgM+37L/6fN4BvL9lWx+qbG8aEau2bKuvHnPi/cCrM/PhqehzVJn5O+D3leItB1RbqrI99H0xnSJicUpgUbdrab7evpO5AwiH7d81cggRsTqTA4iuBw5t2NThQDWIb6uI2KhXhc48dWGl+FURUZ3/+qkGpiWTA0PHpXo/3UMJQW7iUGCoNXsavbNhsNMxTL5uz4iIjcc4pkky8x/AaZXiQfNlP0d0AkPnFUnD73TARyjPa7cXR8RK4xlSvZZrF8DXgJsqZdWwx352Bh5fKesXQFhdL2EeXTMlSZIkSZIkSZIkqS0D0CRJkiRJkiRJkiRJ0oQPMDmg45CIWHKMfWwGLFspO7lNeBbwmZqy57Zo59hOqNJQMvNK4PaaXf/XsN9q8ALAug3bmHBCZt7XpEJm/hE4r1K8QUSs1rDvpARJtPE8YOlKWdPz2O2UyvY2I7Q1yM6V7YeBI6ewv3nROO75NvfPOJ+dedkmwFqVsiZhjVXV52OLhiE9TexQ2b4XOLFFO59r2f9LK9tfz8w7W7b1c0qAWrepmlu2Y3LYyVcy89op6m9cLq9sbz7g+Gp4y+YRsfAYxzMuWzD5neX4zLy/SSOd61d9/obhGjmc7Zn8u7Bfysx7mjSSmQ9QP8cOerc8trK9IrDTMH1GxKOBl1SKf5aZVw9Tv4mIWIsSbtztu8MGkE7IzLuBL49tYKP7G3Bqkwqd9/66a/2CsYyov6bzZS8PM/nem2nnZualTSpkZt37wSKU53qqNb4Wne9b1Xn4uRGx9pB91oUQHt/n+Lqws1FC8yRJkiRJkiRJkiRpnmMAmiRJkiRJkiRJkiRJAiAzr2By2MxjgXeMsZtn1ZSd1LKt7wHVEJK69gc5u0Wdv1W27wF+27CNq2rKqkErw/puy3rfrilrGsTwlxHCearhK1e3DMOb8NfK9jqdcJGxiojlgI0qxedkZrX/R7qfNzm4E7Jyb6X4T5l5U8N+r6opa/vszMuqz8eDwG9GaK96fy7BFATHRcQs4GmV4tMzsxoiNlBmXgRc2bD/FYAnV4p/0bTvrjHMBq6pFG/ctr0Btq0pO2GK+uopItaJiD0j4uMRcVJEnBYRv4yICyPid9Uf4NmVJlYf0MWvKtvrAJ+LiCXG9iHGo249rFs3h9GmnmvkcMb5bvmNIdvv9mUmv4/uM2R/LwOqQcNtQ2UHmen7eaqc3CTIuMs43oGJiFUj4mURcVhEfCMiTo2IX/SZL/esNDFovuzlssy8vmXdqTKT30emY+2a8FlgdnfXwBuGGR/wnErxVzKzLlgb+Ffg4MWV4vdGxK5DjlWSJEmSJEmSJEmS5nmzZnoAkiRJkiRJkiRJkiRpnvIh4DXAUl1lB0TE0S1CiupsUlPWKtAnMx+IiN8Dm3UVbxARi2VmNYiin7+06P7OyvbVmfnQiG0ALNNiLA8BF7WoB3BBTdnTgG+O2MawqqEiK3QCCdpaqqZsBeCuEdqs8wwm/8OD5465j3ndnZn5zzb1gMW7tsfx/EG7Z2deVxe6c35EtG1vsZqyFdo21sf6lHC1bk0DIqt112pw/DMpYSTdDoqIt48whjUr21Nx3gC2qGw/xOSwsCkREQsD+3Z+Nh2xuUGBhF8FDmPue/J1wAsj4jhKGM5vMvPhEccxqmqQ34PAH1q21eYZcI0cTvXd8gFaXqfMvCIibgEe06f9ap1bIuJkYPeu4h0jYqXMvGFAl3tXtm8HvjPseBuq3s/Qfm6+EHiYeeMfYW71GTLzHxFxPfC4ruK6c1QrIl4GvAnYmslrThNtA1xHef+eKm3vp4sogWILd5XwIBZ9AAAgAElEQVQNdS2mee0CIDOvjogfALt0Fe8TEQcP+A66P5Pvlc8O0eWxwBFd24sD34mI84AvAT8YMRxTkiRJkiRJkiRJkmaUAWiSJEmSJEmSJEmSJOlfMvPGiDgCOLSreCngYOBtY+iiGhrzQGZeMUJ7lzB3ANpCwHLAPxq0cWuLfh8ctY3MfLAmyGiRFmP5W2be16IewJ9qylZq2MagcI9+Vq1sLwk8dYT26iwPXDXmNleuKWsbijO/avPcwBienZo2oN2zM6+rPh+LMDXPx7jVzSGXjdBe3TzVT/W8Aaw9Qv91puK8weS55crMvGeK+vqXiHgKcALwb2Nqsm8gYWb+PSIOAg6v7FoZeG/n57aIOBc4HzgP+EVm3j2m8Q2rei//NTMfaNnWZUDSLCjJNXI41XfLK0a4TgCXMnf43DCBh8cydwDaLGBP4BO9KkTE2sBWleKvZea9Q46zqer9fH9mXtWmocy8KyL+Dqw28qhGN+r60h2ANvAdOCJWpcyX247Qb7e2Aa6jvH9PlVbXIjPvjYi/MXfY6DDXYlrXropPM3cA2gqUOeDEuoMjYjEmBx6en5nDBNkdBezB5FC4LTo/RMTlwDmUYPFzgD9kZg7RtiRJkiRJkiRJkiTNuHnhX1+TJEmSJEmSJEmSJEnzliOBf1bK9o+ItcbQ9nKV7dtHbK8uPOkxTRrIzLowpabG0UZbo5zDurrLNmzjjjYdR0l/q94PU2HxKWiz7h5rGwg2vxrXPT+Tz868bqpCtrpNxfNRN4eMe57qZ349bzB5bpnyeSUiNgLOYHwBMjBEIGFmHgEcCMzucciywE6UQNbTKIFoZ0fEmyJiOq7xxBi6tb6PM3M2MHSAm2tkI9XzdNuI7VXHumRELDqgzmnA3ytlew+oU7f/mAF1RlG9n1u9v3UZ9R1+XMa5viwSEUv0OjgiVgPOZHzhZ9A+wHXU6zcVxnkt+n4fmam1a0Jm/pTJAa3796nyMia/n3x2yL7uA3YAftbnsCcC+1DC0i4CboqI4yNih4jwbwUkSZIkSZIkSZIkzdP8PzUlSZIkSZIkSZIkSdJcMvNuSuBIt0WBw8bQ/FKV7aHDQHqoq1/t45Gu9TnsXOusFDc9fw+17H4pYFbLujNt6Zqyu6Z9FHqkm47wo6lQN4eMMtc3rTu/njeYfO6mdF7phDp9E1ihZvfPgf8AXghsBKzYGd+szIzuH+DLbfrPzI8BGwJfBe4fcPgsYCtKuMvVEfGxfkFFYzId7yz9+naNHM6Sle1pf7fsBNwdXyneMCKeVnd8J5Do1ZXiSzLz/KFH2dxM3s9TadzrS79r/SVg7ZryC4D/AnYFNgFWpjwHi9bMl/85wni7tX3/niqZmfeMUL96LXpeh5leu7p8prL9rIjYsMexb6xs3wp8fdiOMvNG4DnAHsCFQ1R5DLAX8EPg4ojYbdi+JEmSJEmSJEmSJGm6za+/ICNJkiRJkiRJkiRJkqbWF4B3AE/sKntFRByRmReM0O6dle1qaEVTdfWrfTzStT6HEbEkEJXi6Tp/99aUnZSZu09T/6O4o6bs0dM+Cj3S3cvcYV6/yczNZmowDdTNIaPM9U3r1s0tT8nMi0cYw3S5k7nDo6Z6Xnkj8KRK2eXAKxqu9Yu3HUBmXgq8MiKWBXYCtgO27Iyruj5NWBI4ANg5Ip6Xmde07X+A6Xhn6cU1cnh3V9qfqXfLY4H3Vcr2AX5bc+z2wOo19afSTN7PU2nc60vttY6IXSjzU7d/Antm5k8b9Nl6vpzHRUQsMUIIWvVa9HvmZnzt6jiOEmjXHdb2RuBN3QdFxFOBLSp1v5SZdfN8T5mZwNeAr0XEk4EdgW06bS/fp+p6wLcj4qjMfHOTPiVJkiRJkiRJkiRpOiw00wOQJEmSJEmSJEmSJEnznsx8CHh/pTiAj43Y9K2V7WVGbG/ZmrJbRmxzfjPKOayre9sI7Q0tMx9kckjKmtPR9xjcXFO2XE3ZvGiRmR7AI8B0ncObKtvzy/NRN4eMe57qp3reYP45d9W5ZarnlT0q27cD27cIOn3MqAPJzNsy88uZuW9mrkcJc3kR8HHgjz2qrQecEhFT9Q/BVu/l1vdxRCxMg6Am18hGqu+Wde+GTVTr352ZDwyqlJmXA+dWiveIiMVqDt+7sv0QcMLQI2ynej8vXXvU8EZ9hx+Xca4vD/YJ8KrOlw8BOzUMP4MxzJfzsHFei37fR+aJtSsz72Tyc7tnRFQDH99YU/3oEfu+JDOPyMwXZeYKwLrAvsCJ1M/BAP8eEe8dpV9JkiRJkiRJkiRJmgoGoEmSJEmSJEmSJEmSpFqZeRJwfqX4ORHx3BGavbGyvWhErD1Ce0+ubD/MgheAtnpEPKpl3XVrym4YZTAN/bOyvV5ELDqN/bf1j5qyjaa4zwcr2wtHRJvf/Vl+HIOZD1XPH7QPMpuuc1h9PpaPiFWmqe9R1M0hdXPNsNZreHz1vMHUP5/jUp1b1oqIoUOzmoiIZYCnV4qPy8xrWjS31hiGNJfMvDUzf5CZ783MDYH1gc9R1vluGwL7jLv/juq9vOYIa9S6lCDZJlwjh1N9t1w7IkYJqly/sl0XqtjLMZXtxwA7dxdExNLAbpXjfpiZdXPXOFXv58UiYo02DXUCnh4/6oDG5Ekj1K2uTf3egavff07JzN+26HPs8+U8pNW1iIjFgdUrxbXXYh5cuz5d2V4KeNXERkTMtd3xs8y8bAx9/0tm/jkz/y8z9wJWpsw7dffnQRExv4Q2S5IkSZIkSZIkSVpAGIAmSZIkSZIkSZIkSZL6OaCm7GMR0TTEY8IFNWWbtmmoEwJSDdT4Y2Y+0Ka9+dgs2geLPK2mrE2YQ1vVgL0lga2msf+2fsXkEJ5nTXGfd9SULdWinXVGHch8qu78Ld20kYhYDFh19OEMpfp8AOwwTX2P4lLgnkpZ3VwzrKZ159fzBnBeZXsW8Iwp6uvxTA7k+nnTRjqhfNXgmrHLzD9l5v7Uh529ZIq6ra6Hi1AC19po8wy4Rg6n+m5Z9344lIhYi8khl03ei74B3F0p27uy/Qpg8UrZsQ36aKvuc7Sdmzdm3vn941afISIeC1RDRWuvdUQsQQmz69ZmvpxFy+8984m299NTgYUrZb2eu3lq7crMS4EzKsVv7PrvPYFHV/Z/dtR+B4xpdmZ+H9gCOK2y+9HA86eyf0mSJEmSJEmSJElqal75BQRJkiRJkiRJkiRJkjQPysyzgB9WijcG9mjZ5C9qyl7asq0XAY8aov0Fwa4t6724puyXowykoZ/UlO05jf23kpm3A7+rFD8rItacwm5vqylbq0U724w6kPnUHUBWytqcv82BxUYfzlDm1+fjISYHl2wfEY0D+yJiIxpep8z8C3BVpXiLiFi7af8z4Myasr2mqK8VaspuadHOy0cdSBOZeTzwx0px2xDQQerWw91atlW33g4yv84B071GjvPdcvch26+VmXcBJ1WKnx8Rj+varob43QCcMmwfI5jp+3mq7NIymLnJO/C45ssXAUu0qDe/mI7vI/Pi2vXpyvZTI2KLzn/vX9l3PfC9MfbdU2Y+CLy/ZtdUrZmSJEmSJEmSJEmS1IoBaJIkSZIkSZIkSZIkaZADgYcrZYcBi7Zo63wmBzm9KCJWadHWm2rKTmvRziPBXhHRKJQpIjYAtqgUX5yZ14xvWAP9GHigUrZnRKwzjWNo6zuV7YWAd09hf5fVlD29SQMRsRztQ2Hma5k5G/hLpbjR+evYbwzDGdZ5wI2Vsm0jYttpHENbP6psL0674Ka257saLrIwcHDLtqbTGcDtlbI9ImK1Kejr7pqyumCZniJiUeDN4xlOI3+qbC8zRf2cx+R3lle3WG9XAXZs0b9r5HB+yuT31FdHxOJNGomIRYB9a3Y1fbc8prK9MJ0gw4hYlxKk2e3ETlDRlMrMK4E/V4p3i4imz/2SwCvHNrDRrQ48r0mFTmDa62p2/bhHlZHny453tKgzP9kyItZrUiEiHgW8qlL8IHB6jyrz4tr1PaD6/Wn/iHgmk8PGvjgdz3uX6noJU7dmSpIkSZIkSZIkSVIrBqBJkiRJkiRJkiRJkqS+MvMPwAmV4jWBN7Zo637gi5XixYBPNmknIl4KPLtSfDVwctMxPUKsChzQsM7/1JQdPYaxDC0z/8nk+2EW8NVOIMK87CjgrkrZGyNi+ynq73fA7EpZ0wCSQ4FHj2c486XfVrafERFrDVs5Ip4OvGy8Q+otMx8ADq/ZdWxELD9d42jpGEqASbdDOyF8Q4mIpwBvaNn/EcD9lbLXdNaOeVZm3kWZW7otBhwfEeP+Xb/ra8oahQgBHwKGfobG6HGV7WpQ4Fhk5r3A8ZXi1YD3NGzqE7QIjXWNHE4nuLX6/rcKzUMP3wVUw+XO6rwHNxnP2cAVleJ9Kv/b7dgm7Y+o+p63BPDRhm0cDKw0nuGMzZERMavB8XsDm1TKfpWZF/Y4/hYmrylNQ9f2B7ZqUmc+FDT8Tge8j/K8dvt2Zt7Q4/h5bu3qhOxWn62XAR+olM0GvjCufodUXS9hitZMSZIkSZIkSZIkSWrLADRJkiRJkiRJkiRJkjSMg4H7KmVtg2Q+zeRgnN0jYqhAkYjYmMmBIACf6vwB+oLq4IjYYZgDI+IwJgfI3crkoLvp8BHgnkrZpsC3I2KZNg1GxJoRcVRErD/y6HrIzFuB/612DXwzIhoHXETEyv0CbTLzHuDsSvHWEbHLkO3vA7yl6bgeYX5U2Q5KUNZAEbEG8HVK+NB0OorJYR9rAD+KiMe3aTAiVoqIj0REdQ4Ym05w09cqxStSno/FBtWPiJWBb9PyfGfmtdQHOh4XEbu2aTMiFo6IPSLiQ23qN/BJ4I5K2bbACRHROEQrIp5QV56Z1wFXVopf3QmeG6bd19M8CGyi7iciYr2WdTcDnlkpvqhNW0P6DPBQpeyDDdbbdwAvH6F/10gGr5GUkLmqA4YNPYyInSihSFVHDlO/xnGV7fUi4lnAXpXyX2fmH1v20cZxTJ5fXtd5ngfqnM93j3tQY7AB8PmIiEEHduaQT9XsqgsGBiAzEzi3UvyciBgqeCsidgT+e5hjHwGeHxGHDHNgRLwQeH/Nrurc8S8zuXYN8AXmDsl7FLBj5ZhTOoGNQ4uILSPirRHRNsD4bTVlU7lmSpIkSZIkSZIkSVJjBqBJkiRJkiRJkiRJkqSBOn+s/ekxtXU1cFDNro93AjmW7lU3Il4NnA5UQz/Op88fyz/CTQTTLUIJRHlHRNT+TkhELBMRnwc+ULP7HZl5+1QNspfM/Dvw2ppdOwAXRMQrI2LhQe1ExKMj4hUR8R3gcuBNwMCgpREdCvy6UrYc8JNOwNSy/SpH8YyIOBq4ClhhQH91wX9fjogX9elj2Yj4BHBMp6gaZLgg+SZQvcd3i4jPRsTidRU61+ilwC8pwWMwjeewE3z3MuCByq7NKM/HmwaEAgEQEYtFxM4RcSJwNfA+oOdcOybvAW6plG0PnB4R6/aqFBHbUIJmntgpurdl/+8DflspW5IyT34+ItYcppGI2DAiPgz8BfgKsFHL8QwlM28E9qnZ9UrgF8ME10XEYyJi34j4PSXAtJdvVLYXBU7tF1AVEctFxKeBzzPn9w+rgUqD7AdcEhGndca54jCVOoGPp1CCtLqd2LD/oWXmZcDHKsXDrLdLRsQnmRPM9TCTn+Nh+neNHGKNzMyfUwKIui0MfCUiPtgrPLATbPge4FuU69rtm5n5/X5j7OM4yjXv9gVglUrZsS3bb6UTTPeuml1Hd65J7XoSEYtExAcoc+DE/dZ2bh63iTV5H+BbEfHYXgd2vkecBixV2fWTzPzKgH6q8yWUQL/d+vS3eCcM7LuUQCxoPl/OL5I5AWD/ERFH9/pO13nu3gWcxOSg0y9mZjVsrmqm1q6eOmt33T3S7bMtmn4sJbDv2s776nMjYmA4bEQsFRFHAG+u7LoV+GGLcUiSJEmSJEmSJEnSlInyD5NJkiRJkiRJkiRJkqRHoohYA/hrpfj/MnPfFm0tB1wJ9AusODQzDxmirYWAU4Hn1Oy+HTiZEprxT0pIzzrAi5kTiFM9ftPM/MsQ/R4C/Ed3WWZWg1QGiogzgW26is7KzG1btFP9xY2B56+ub+BuYMeusr9Rwjz+BNwGrEQJTNqFyeFxACdn5i5TNeYh2z2EyrXp8g/gTOA3wE2Uz7s0JUhlHeBplFCiapjLxpn5u1HH1k9EPAH4FbByze57KNfn55R7+Q5K6MbKwL8BzwRW6zp+tcy8tk9fsyjPxb/V7D6XEgx0NSWEYmVgC+AFzAm6ehh4C3BUpe5emdk3QKgTnPWqrqIrMnOdfnV6tHMt8PiuosbzUUSsQwnw6TbwM3Tqvgs4ombXdZQgjouAOyn31vqU5+pJXcedCKwJPKur7PTMrJvLuvudBTxYKT44Mw8bNOZO/ddSAvDq5qtbKffZL4EbOuN/NGWuXpPyfGwMLFGpt1tmfneY/tuKiJcDX2XyuB+ihFn+lHLuZwFPAHYCntF13B2U4I9qiFffZ6Wr/1Up5+XxNbtnU56nsyjhSrd0xrEsc57Rp9XU/V5m7jqo71FFxH8BB/bY/WdKiM9llDkxKON+EmXMmzMnzKnnMxYRKwBXUB+Gd2anj6s624+lzFkvoNxfE04FbqYEtE3oOz9ExF2UMLoJs4GLgd91/vcWytq1MLA85Vl8HnM/ixPOALbPKfxFyE541q+on3uvoay3l1LGvCKwCbAbZR6Z8Elgd1rOf66RwOA1cgnKOVi/ZvcNwLeB31Pu1+WAJwMvoX5+uArYpBMY1kpEnEq5b3u5D3hcZt7Wsv1zaLgWddU9hbnfGyfcSDlPF1HO02OAp1DewR/Xddz3KIF0rfpvKyL2ZXLQ3QHAx7u27wV+QHkv+gdlvlqH8kzWhW/eQrnWVw/oe1HKnLtGze7fAt+nBGU+RHnv3hR4IeUcTvgDZc58d1fZ7MzsG2g16jvEVIiIw5g7UHk2Za3+SFfZ7ZTwt99QnsFlKc/nS5j72Z7wV8q81DeQeabWrkEi4hmUd446VwLrNF2rOiG836wU3wFcAFxI+Zy3Ueb9RwGrUub851N/fvbJzOOajEGSJEmSJEmSJEmSptrAfwVKkiRJkiRJkiRJkiQJIDNv7QSyfGwMbT0cEbsAX6eEA3RbBtir8zPIdcCOw4SfPcLtBfyCOcEOqwPvGLLu6cArpmJQTWTmIRHxd+B/mRzS8ljKGGd8nFWZeXUn8OD7wIaV3UsAO3R+xtHXQxHxGkqox6Mru5/F3EEkk6oDb6Jc7wXZf1PmnG0r5asAbx1Q9wzg9ZTQrmmVmcdExI3A8UwOoVwO2LXzM0/JzK93gko+Xdk1ixLO8fw+1R+iPPN14UTD9n9tRGwGfAPYsrJ7YUpQ2OZt259Kmfm+iLiZsuYuVNn9JOrDwJr2cVNE7EkJqKn2sS2Tn5Oq31OuUfX6NrUwJaBro4b1fg+8airDzwAy84GIeB5lDtigsns14O0DmjgDeC8lAK3tGFwjB/d1T0RsSwkD3bSyeyVg/yGbuhh4wSjhZx3H0j8A7Tttw8/GYHfgh8wdqAslwO8NA+peAuxNCRmbF3yVEs428d67OOXzDfO83QY8d1D4GfxrHtgdOLvTR7endX76uYby/rHfEOOaX32Mch5e0tleBnhN52eQvwHPHhR+BvPU2lUd168i4teU0Omqz41xrVqa4T5n1eGGn0mSJEmSJEmSJEmaF1X/j19JkiRJkiRJkiRJkqR+/ge4dhwNZeY9lMCew4B7WzTxY2CLzLxoHOOZn2XmLcDWlBC0Jo4BXpSZbc7/2GXmF4BnAmeO2NS9lECMsdyrg3SCM54FHAU80LKZ24H7h+jr98D2wE0N2r4DeEVmfq7l2B4xMvNhYCfgRw2rHk8JW7xv/KMaTmZ+nxLq8z1KoF1bD1HCiP4wjnENkplHUUIam4QJ3QK8MDObXqe6/q8HtgM+2HAMdS4BvjnqmIaVmUdQwqEuHqGZGwb08X3g5cCdDds9Gdi6ZYDTP1rU6fYwJVxqq871nXKZeSPwbEq4VhMnATtlZtu1oXsMrpGD+7qBEgr0eWB2wz4SOBHYMjPHcW6+Q/8559gx9NFK5x18J+BLDaueBWwzg8FttTLzncCHKHPDsP4AbJuZFzTo5zfAC4B/NhshvwA2z8y/Naw3X+m8Y+0BfLFh1Z9T7qurGvQ1E2vXMI6qKbuf9s/7bQwx9w1wA7B3Zh4wYjuSJEmSJEmSJEmSNCUMQJMkSZIkSZIkSZIkSUPrhP98cIztzc7Mg4EnUsLVrhpQ5S5K+M+zM3OHR3qQQBOd0I+tgP2AS/sc+hBwKrBdZr5uXgk/m5CZF2TmdsAWwAnA34esel3n+L2Ax2bmKzOzSUjYSDLzzsx8M+Ve/hTwlyGq3QP8ENgXWKUTsDNMX+cD6wJH0j9c5S7gc8AGmfmNYdpeEHQFv+wB/LHfoZRQjhdk5mtmMvzsXwPKvCIzdwU2pFzbK4esejMliOkNlHtt58y8YoqGOUlmngisB3yG/uF9t1Gen/Uz89Qx9v9QZn4YeALwHuBc4MEhqj7YOfZQYLPM3CAzvzyucQ0jM08DNgJeSZm7h5mzLwM+CfxbZr5/iD5O6vTxhQHtzwZ+RgnO3CUzbx9iLHWeSAnz+yDwU0pI4zD+CXwa2DgzX5uZw9Ybi8y8ITNfCOxOuS/6BRH+EtgtM3cf5zrrGjlUX3dn5huAp1BChwaFVd0MfBnYJDP3GlcwUmbeTwmaq3MNcPo4+mmrc572pgT7nUZ5P+zlj8BrKe+O03bfNJGZ/wFsTgn47PdZ/gS8G3hamxDlzDybMl8eQQnm63kocD7lmdsy/5+9O4+zuiz7B34dZoadGXZREDG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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data_T =data_reduced.T\n", + "ax = plt.figure(figsize=(20,10), dpi=300).add_subplot(111)\n", + "data_T.plot(ax=ax, grid=True, title=\"Nombre cumule de cas de covid par pays\")\n", + "plt.xticks(range(len(data_reduced.columns)), data_reduced.columns, rotation='vertical')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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"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": "3.6.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} - diff --git a/module3/exo3/sars_cov2.csv b/module3/exo3/sars_cov2.csv new file mode 100644 index 0000000..bee5c5a --- /dev/null +++ b/module3/exo3/sars_cov2.csv @@ -0,0 +1,267 @@ 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Australia,Australia,-34.9285,138.6007,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,5,5,7,7,7,7,7,9,9,16,19,20,29,29,37,42,50,67,100,134,170,170,235,257,287,299,305,337,367,367,396,407,407,411,411,415,420,428,429,429,429,433,433,433,435,435,435,435,437,438,438,438,438,438,438,438,438,438,438,438,438,438,438,438,439,439,439,439,439,439,439,439,439,439,439,439,439,439,439,439,439,439,439,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,440,443,443,443,443,443,443,443,443,443,443,443,443,443,443,443,443,444,444,444,444,444,444,444,446,447,447,447,447,447 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Australia,Australia,-31.9505,115.8605,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,3,3,3,3,4,6,9,9,14,17,17,28,31,35,52,64,90,120,140,175,175,231,231,278,311,355,364,392,400,400,436,453,460,460,481,495,506,514,514,517,527,527,532,541,544,545,545,546,546,546,548,549,549,549,550,551,551,551,551,551,551,551,551,552,552,552,552,553,553,552,552,552,553,554,557,557,557,557,557,560,560,564,570,570,577,585,586,589,591,592,592,592,596,599,599,599,599,601,602,602,602,602,602,602,603,603,604,605,605,607,607,608,608,608,609,609,611,611,611,611,611,612,618,621,624,624,627,634,635,635,636,636,646,646,651,651,651,651,651,651,654,656,658,658,659 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+,Bolivia,-16.2902,-63.5887,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,3,10,10,11,11,12,12,15,19,24,27,29,32,43,61,74,81,97,107,115,123,132,139,157,183,194,210,264,268,275,300,330,354,397,441,465,493,520,564,598,609,703,807,866,950,1014,1053,1110,1167,1229,1470,1594,1681,1802,1886,2081,2266,2437,2556,2831,2964,3148,3372,3577,3826,4088,4263,4481,4919,5187,5579,5915,6263,6660,7136,7768,8387,8731,9592,9982,10531,10991,11638,12245,12728,13358,13643,13949,14644,15281,16165,16929,17842,18459,19073,19883,20685,21499,22476,23512,24388,25493,26389,27487,28503,29423,30676,31524,32125,33219,34227,35528,36818,38071,39297,40509,41545,42984,44113,45565,47200,48187,49250,50867,52218,54156,56102,58138,59582,60991,62357,64135,65252,66456,68281,69429,71181 +,Bosnia and Herzegovina,43.9159,17.6791,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,3,3,3,5,7,11,13,18,24,25,26,38,63,89,93,126,136,166,176,191,237,258,323,368,420,459,533,579,624,654,674,764,804,858,901,946,1009,1037,1083,1110,1167,1214,1268,1285,1309,1342,1368,1413,1421,1486,1516,1565,1585,1677,1757,1781,1839,1857,1926,1946,1987,2027,2070,2090,2117,2141,2158,2181,2218,2236,2267,2290,2304,2321,2338,2350,2372,2391,2401,2406,2416,2435,2462,2485,2494,2510,2524,2535,2551,2594,2606,2606,2606,2704,2728,2775,2832,2893,2893,2893,3040,3085,3141,3174,3273,3273,3273,3525,3588,3676,3796,3935,3935,3935,4325,4453,4606,4788,4962,4962,4962,5458,5621,5869,6086,6402,6719,6877,6981,6981,7411,7681,7908,8161,8340,8479,8787,9115,9462,9767,9767,9767,10498 +,Brazil,-14.235,-51.9253,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,2,2,4,4,13,13,20,25,31,38,52,151,151,162,200,321,372,621,793,1021,1546,1924,2247,2554,2985,3417,3904,4256,4579,5717,6836,8044,9056,10360,11130,12161,14034,16170,18092,19638,20727,22192,23430,25262,28320,30425,33682,36658,38654,40743,43079,45757,50036,54043,59324,63100,67446,73235,79685,87187,92202,97100,101826,108620,115455,126611,135773,146894,156061,162699,169594,178214,190137,203165,220291,233511,241080,255368,271885,291579,310087,330890,347398,363211,374898,391222,411821,438238,465166,498440,514849,526447,555383,584016,614941,645771,672846,691758,707412,739503,772416,802828,828810,850514,867624,888271,923189,955377,978142,1032913,1067579,1083341,1106470,1145906,1188631,1228114,1274974,1313667,1344143,1368195,1402041,1448753,1496858,1539081,1577004,1603055,1623284,1668589,1713160,1755779,1800827,1839850,1864681,1884967,1926824,1966748,2012151,2046328,2074860,2098389,2118646,2159654,2227514,2287475,2343366,2394513,2419091,2442375 +,Brunei,4.5353,114.7277,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,11,11,37,40,50,54,56,68,75,78,83,88,91,104,109,114,115,120,126,127,129,131,133,134,135,135,135,135,135,135,136,136,136,136,136,136,136,136,137,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,139,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141 +,Bulgaria,42.7339,25.4858,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,4,4,7,7,23,41,51,52,67,92,94,127,163,187,201,218,242,264,293,331,346,359,399,422,457,485,503,531,549,577,593,618,635,661,675,685,713,747,800,846,878,894,929,975,1024,1097,1234,1247,1300,1363,1399,1447,1506,1555,1594,1618,1652,1704,1778,1829,1872,1921,1965,1990,2023,2069,2100,2138,2175,2211,2235,2259,2292,2331,2372,2408,2427,2433,2443,2460,2477,2485,2499,2513,2519,2538,2560,2585,2627,2711,2727,2810,2889,2993,3086,3191,3266,3290,3341,3453,3542,3674,3755,3872,3905,3984,4114,4242,4408,4513,4625,4691,4831,4989,5154,5315,5497,5677,5740,5914,6102,6342,6672,6964,7175,7252,7411,7645,7877,8144,8442,8638,8733,8929,9254,9584,9853,10123,10312,10427,10621 +,Burkina Faso,12.2383,-1.5616,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,3,15,15,20,33,40,64,75,99,114,146,152,180,207,222,246,261,282,288,302,318,345,364,384,414,443,443,484,497,497,528,542,546,557,565,576,581,600,609,616,629,629,632,635,638,641,645,649,652,662,672,688,729,736,744,748,751,760,766,773,773,780,782,796,796,796,809,812,814,814,814,832,832,845,847,847,847,847,847,881,884,885,888,888,889,890,891,891,892,892,892,894,894,895,899,899,900,901,903,903,907,919,934,941,941,959,959,962,962,967,980,987,987,1000,1003,1003,1005,1020,1033,1036,1036,1037,1038,1038,1045,1047,1052,1065,1065,1066,1070,1075,1086,1086,1100 +,Cabo Verde,16.5388,-23.0418,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,3,3,3,3,4,4,5,5,6,6,6,6,6,6,7,7,7,7,7,7,7,8,8,10,11,56,56,56,58,61,67,68,73,82,88,90,106,109,114,114,121,122,152,165,175,186,191,218,230,236,246,260,267,289,315,326,328,328,328,335,349,356,362,371,380,390,390,390,390,405,421,435,458,466,477,502,536,542,554,567,585,615,657,697,726,750,760,781,792,823,848,863,890,944,982,999,1003,1027,1091,1155,1165,1227,1267,1301,1382,1421,1451,1463,1499,1542,1552,1591,1623,1623,1698,1722,1780,1894,1939,2014,2045,2071,2107,2154,2190,2220,2258,2307,2328 +,Cambodia,11.55,104.9167,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,3,3,5,7,7,7,33,35,37,51,53,84,87,91,96,96,99,99,103,107,109,109,110,114,114,114,114,115,117,119,119,120,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,123,123,124,124,124,124,124,124,124,125,125,125,125,125,125,125,125,126,126,126,126,126,126,128,128,128,128,128,129,129,129,129,130,130,130,130,139,141,141,141,141,141,141,141,141,141,141,141,141,141,141,156,156,165,165,166,171,171,171,171,171,197,198,202,202,225,225,226 +,Cameroon,3.848,11.5021,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,2,2,2,2,2,2,4,10,10,13,20,27,40,56,66,75,75,91,91,139,139,193,233,306,509,555,650,658,658,730,730,820,820,820,820,848,848,996,996,1017,1017,1163,1163,1163,1334,1430,1518,1621,1705,1705,1832,1832,1832,2077,2077,2104,2104,2265,2267,2267,2274,2579,2689,2689,2800,2954,3105,3105,3105,3529,3529,3733,4288,4400,4400,4890,4890,5436,5436,5436,5436,5904,5904,6397,6585,6585,6789,7392,7599,7908,8060,8312,8681,8681,8681,8681,8681,9864,9864,9864,9864,10638,11610,11892,12041,12270,12592,12592,12592,12592,12592,12592,12592,12592,12592,12592,12592,12592,12592,14916,14916,14916,14916,15173,15173,15173,15173,15173,16157,16157,16157,16157,16157,16522,16522,16522,16708,16708,16708,17110 +Alberta,Canada,53.9333,-116.5765,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,4,7,7,19,19,29,29,39,56,74,97,119,146,195,259,301,359,358,486,542,542,621,661,690,754,969,969,1075,1181,1250,1373,1373,1423,1451,1567,1567,1732,1870,1870,1996,2397,2562,2803,2908,3095,3401,3720,4017,4233,4480,4696,4850,5165,5355,5573,5670,5766,5836,5893,5963,6017,6098,6157,6253,6300,6345,6407,6457,6515,6587,6644,6683,6716,6735,6768,6800,6818,6860,6879,6901,6926,6955,6979,6992,7010,7044,7057,7076,7091,7098,7138,7138,7202,7229,7276,7316,7346,7383,7433,7453,7482,7530,7579,7625,7673,7704,7736,7781,7825,7851,7888,7957,7996,8067,8108,8108,8202,8259,8259,8259,8389,8436,8482,8519,8596,8596,8596,8826,8912,8994,9114,9219,9219,9219,9587,9728,9728,9975,10086,10086,10086,10390 +British Columbia,Canada,53.7267,-127.6476,0,0,0,0,0,0,1,1,1,1,1,1,1,1,2,2,4,4,4,4,4,4,4,4,4,4,5,5,5,5,6,6,6,6,7,7,7,7,8,8,8,9,12,13,21,21,27,32,32,39,46,64,64,73,103,103,186,231,271,424,424,472,617,617,725,725,884,884,970,1013,1013,1121,1174,1203,1203,1266,1266,1291,1336,1370,1445,1445,1490,1490,1517,1561,1575,1618,1647,1647,1724,1795,1824,1853,1948,1948,1998,2053,2087,2112,2145,2171,2171,2224,2232,2255,2288,2315,2330,2330,2353,2360,2376,2392,2407,2428,2428,2444,2446,2467,2479,2507,2517,2517,2530,2541,2550,2558,2562,2573,2573,2597,2601,2623,2632,2632,2632,2632,2659,2669,2680,2694,2709,2709,2709,2745,2756,2775,2783,2790,2790,2790,2822,2835,2849,2869,2878,2878,2878,2904,2916,2916,2940,2947,2947,2947,2978,2990,3008,3028,3053,3053,3053,3053,3128,3149,3170,3198,3198,3198,3300,3328,3328,3392,3392,3419,3419,3500 +Grand Princess,Canada,0.0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,8,9,9,10,10,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13 +Manitoba,Canada,53.7609,-98.8139,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,4,4,7,8,15,17,17,18,20,20,21,35,36,39,64,72,96,103,127,167,182,182,203,203,217,217,221,230,243,242,246,246,246,250,250,253,254,254,255,257,262,263,267,271,273,273,275,277,281,282,282,283,284,286,283,284,284,287,289,290,290,289,289,289,289,290,290,290,290,292,292,292,292,292,292,294,294,294,295,295,297,298,298,300,300,300,300,300,300,300,301,303,304,304,304,306,308,311,313,313,314,314,315,316,318,322,322,324,325,325,325,325,325,325,325,325,325,325,325,325,325,325,330,330,331,336,337,343,354,366,374,375,384,388,394,400 +New Brunswick,Canada,46.5653,-66.4619,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,6,8,11,11,11,17,17,17,18,18,33,45,51,66,68,70,81,91,91,91,98,103,105,105,108,112,112,114,116,116,117,117,117,117,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,119,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,121,121,121,121,121,122,123,126,128,129,132,132,133,135,136,136,136,137,146,147,151,153,154,157,157,160,163,164,164,164,164,164,164,165,165,165,165,165,165,165,165,165,165,165,165,165,165,165,165,166,166,166,166,166,167,168,168,168,168,169,170,170,170,170,170,170,170,170 +Newfoundland and Labrador,Canada,53.1355,-57.6604,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,3,3,4,6,9,24,35,35,82,102,120,135,148,152,175,183,195,195,217,226,228,228,232,239,241,242,244,244,247,252,256,257,257,257,257,256,256,256,257,258,258,258,258,258,259,259,259,259,259,259,261,261,261,261,261,261,261,261,260,260,260,260,260,260,260,260,260,260,260,260,260,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,262,262,262,262,262,262,262,262,262,262,262,263,264,264,265,265,266,266 +Nova Scotia,Canada,44.682,-63.7443,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,7,12,14,15,21,28,41,51,68,73,90,110,122,127,147,173,193,207,236,262,293,310,310,342,407,428,445,474,517,549,579,606,649,675,721,737,772,827,850,865,873,900,915,935,947,959,963,971,985,991,998,1007,1008,1011,1018,1019,1020,1024,1026,1034,1037,1040,1043,1044,1045,1046,1048,1049,1050,1051,1052,1053,1055,1055,1056,1056,1057,1057,1058,1058,1058,1058,1059,1059,1060,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1062,1063,1064,1064,1064,1064,1065,1065,1066,1066,1066,1066,1066,1066,1066,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067 +Ontario,Canada,51.2538,-85.3232,0,0,0,0,1,1,1,1,1,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,4,6,6,11,15,18,20,20,22,25,28,29,34,36,41,42,74,79,104,177,185,221,257,308,377,425,503,588,688,858,994,1144,1355,1706,1966,2392,2793,3255,3630,4354,4347,4726,5276,5759,6237,6648,7049,7470,7953,8447,9840,10456,11013,11561,12063,12715,13718,14068,14550,15012,15568,15970,16500,16978,17395,17880,18321,18574,19097,19468,19910,20388,20826,21148,21469,21817,22158,22516,22865,23258,23645,23974,24286,24755,25197,25595,26085,26560,26897,27302,27624,27943,28320,28700,29023,29390,29845,30259,30603,30946,31359,31620,32096,32395,32678,32936,33173,33378,33625,33806,33986,34174,34382,34574,34780,35044,35217,35418,35657,35861,36046,36151,36322,36597,36823,36961,37085,37242,37407,37525,37653,37829,37917,38079,38200,38323,38398,38481,38730,38814,38918,39043,39164,39316,39434,39553,39718,39824,39936,40341,40457,40558,40673 +Prince Edward Island,Canada,46.5107,-63.4168,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,2,2,3,3,3,5,5,9,11,11,18,21,21,22,22,22,22,22,22,25,25,25,25,25,25,25,26,26,26,26,26,26,26,26,26,26,26,26,26,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,30,32,32,32,32,33,33,33,34,35,36,36,36,36,36,36,36,36,36,36,36,36,36,36 +Quebec,Canada,52.9399,-73.5491,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,2,2,3,4,4,4,8,9,17,17,24,50,74,94,121,139,181,219,628,1013,1342,1632,2024,2498,2840,3430,4162,4611,5518,6101,6101,7944,8580,9340,10031,10912,11677,12292,12846,13557,14248,14860,15857,16798,17521,17950,19319,20126,20965,21838,22616,23267,24109,24983,25761,26610,27550,28656,29664,31873,32631,33425,34334,35249,36161,36997,37732,38480,39235,39940,40732,41429,42192,42928,43636,44206,44784,45504,46150,46847,47420,47993,48607,49148,49711,50232,50651,51059,51354,51593,51884,52143,52398,52624,52849,53047,53185,53341,53485,53666,53824,53952,54054,54146,54263,54383,54550,54674,54766,54835,54884,54937,55079,55079,55079,55079,55390,55458,55524,55593,55682,55784,55863,55937,55997,56079,56216,56316,56407,56521,56621,56730,56859,57001,57142,57300,57466,57616,57796,57938,58080,58243,58414,58583,58728 +Saskatchewan,Canada,52.9399,-106.4509,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,7,7,8,16,20,26,52,66,72,72,95,95,134,156,156,184,193,206,220,220,249,249,260,260,271,285,289,298,300,300,304,305,307,313,315,316,320,326,331,341,349,353,365,366,383,389,415,421,433,467,487,512,531,544,553,564,568,573,577,582,590,591,592,592,599,620,622,627,630,632,634,634,637,639,641,645,646,646,646,647,648,649,650,650,654,656,658,660,663,664,665,683,684,693,708,716,726,746,751,753,757,759,772,777,778,779,785,785,795,796,796,796,805,806,808,813,815,815,815,871,876,881,923,936,941,943,962,970,1030,1072,1099,1136,1178,1209 +,Central African Republic,6.6111,20.9394,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,3,3,3,3,3,3,3,3,3,3,3,3,3,3,8,8,8,8,8,8,8,8,8,8,11,11,12,12,12,12,12,12,14,14,16,16,16,19,19,50,50,50,72,72,72,85,85,94,94,143,143,143,143,143,143,143,301,327,327,327,366,418,436,479,552,604,652,671,702,755,874,962,1011,1069,1069,1173,1288,1451,1570,1634,1850,1850,1888,1952,2044,2057,2057,2222,2410,2564,2605,2605,2686,2808,2963,3051,3099,3244,3340,3429,3429,3613,3745,3745,3788,3918,3969,3969,4033,4071,4109,4200,4259,4288,4288,4321,4356,4362,4373,4389,4485,4485,4548,4561,4574,4590,4593,4598,4599,4599 +,Chad,15.4542,18.7322,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,3,3,3,3,3,3,5,7,7,8,8,9,9,9,10,10,11,11,11,18,23,23,23,27,27,33,33,33,33,33,33,40,46,46,46,52,52,73,73,117,117,117,170,170,253,260,322,322,322,357,372,399,428,474,503,519,545,565,588,611,648,675,687,700,715,726,759,759,778,790,803,820,828,836,836,837,839,844,846,848,848,848,850,850,853,854,854,858,858,858,858,860,860,863,865,865,866,866,866,866,868,871,871,872,872,873,873,873,874,874,880,880,884,885,886,887,889,889,889,889,889,915,915,915,915,922 +,Chile,-35.6751,-71.543,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,9,9,10,10,13,13,13,20,20,25,35,35,55,88,101,182,228,265,265,461,592,687,801,977,1197,1361,1665,2015,2245,2555,2844,3137,3510,3843,4355,4665,5009,5310,5740,6166,6695,7366,7652,7964,8356,8712,9246,9691,10598,10956,11375,11700,12164,12680,13174,14537,15010,15492,16044,16564,17702,18687,21213,22441,23421,24794,25826,27359,28750,32208,33855,35052,36710,39370,42029,44531,50016,52369,54647,58167,62205,66169,70445,80287,83996,88891,92855,97183,101837,105532,118720,123550,129020,132548,137490,142154,146361,160351,166756,171452,175365,181062,186698,193452,201634,208572,213715,218728,220628,225103,231393,236748,242355,246963,250767,254416,259064,263360,267766,271982,275999,279393,282043,284541,288089,291847,295532,298557,301019,303083,306216,309274,312029,315041,317657,319493,321205,323698,326439,328846,330930,333029,334683,336402,338759,341304,343592,345790,347923 +Anhui,China,31.8257,117.2264,1,9,15,39,60,70,106,152,200,237,297,340,408,480,530,591,665,733,779,830,860,889,910,934,950,962,973,982,986,987,988,989,989,989,989,989,989,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991,991 +Beijing,China,40.1824,116.4142,14,22,36,41,68,80,91,111,114,139,168,191,212,228,253,274,297,315,326,337,342,352,366,372,375,380,381,387,393,395,396,399,399,399,400,400,410,410,411,413,414,414,418,418,422,426,428,428,429,435,435,436,437,442,452,456,469,480,491,504,522,537,558,561,566,569,573,577,577,580,580,582,584,585,586,587,587,588,588,588,589,589,589,589,590,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,593,594,594,594,594,594,594,594,594,595,601,637,673,700,731,752,777,777,821,830,843,850,863,874,891,905,912,919,922,923,925,926,928,929,929,929,929,929,929,929,929,929,929,929,929,929,929,929,929,929,929,929,929,929,929,931 +Chongqing,China,30.0572,107.874,6,9,27,57,75,110,132,147,182,211,247,300,337,366,389,411,426,428,468,486,505,518,529,537,544,551,553,555,560,567,572,573,575,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,577,578,578,578,578,578,578,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,579,580,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,582,583,583,583,583,583,583,583,583,583,583,583,583,583,583 +Fujian,China,26.0789,117.9874,1,5,10,18,35,59,80,84,101,120,144,159,179,194,205,215,224,239,250,261,267,272,279,281,285,287,290,292,293,293,293,293,293,293,294,294,296,296,296,296,296,296,296,296,296,296,296,296,296,296,296,296,296,296,296,296,296,296,299,303,313,313,318,322,328,331,337,338,340,343,345,345,349,350,350,350,351,351,351,351,351,352,352,353,353,353,354,355,355,355,355,355,355,355,355,355,355,355,355,356,356,356,356,356,356,356,356,356,356,356,356,356,356,356,356,356,356,356,356,356,356,356,356,356,357,357,358,358,358,358,358,358,358,358,358,358,359,359,359,359,360,361,361,361,362,362,362,362,362,362,363,363,363,363,363,363,363,363,363,363,363,363,363,363,363,363,363,363,363,363,363,363,363,363,363,363,363,364,364,364,364,364,364,364,364,365,366,366 +Gansu,China,35.7518,104.2861,0,2,2,4,7,14,19,24,26,29,40,51,55,57,62,62,67,79,83,83,86,87,90,90,90,90,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,102,119,120,124,124,125,127,127,127,129,133,133,133,133,134,134,134,136,136,136,136,136,136,136,138,138,138,138,138,138,138,138,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,139,149,150,151,151,151,151,158,158,161,161,162,163,163,164,164,164,164,164,167,167,167,167,167,167,167,167,167,167,167,167,167,167,167,167,167,167,167,167,167,167,167,167 +Guangdong,China,23.3417,113.4244,26,32,53,78,111,151,207,277,354,436,535,632,725,813,895,970,1034,1095,1131,1159,1177,1219,1241,1261,1294,1316,1322,1328,1331,1332,1333,1339,1342,1345,1347,1347,1347,1348,1349,1349,1350,1350,1350,1351,1352,1352,1352,1352,1353,1356,1356,1356,1356,1360,1361,1364,1370,1378,1395,1400,1413,1415,1428,1433,1448,1456,1467,1475,1484,1494,1501,1507,1514,1516,1524,1532,1533,1536,1539,1544,1548,1552,1555,1564,1566,1571,1577,1579,1580,1581,1582,1582,1585,1585,1586,1587,1587,1588,1588,1588,1588,1588,1588,1588,1588,1589,1589,1589,1589,1589,1589,1589,1589,1589,1589,1590,1590,1590,1590,1590,1590,1591,1592,1592,1592,1592,1592,1592,1593,1593,1595,1596,1597,1598,1598,1601,1602,1602,1604,1604,1607,1607,1608,1625,1625,1628,1628,1628,1631,1631,1634,1634,1634,1634,1635,1635,1637,1637,1637,1641,1641,1642,1642,1643,1643,1643,1643,1645,1647,1647,1647,1648,1650,1650,1650,1650,1654,1657,1659,1659,1659,1661,1662,1667,1669,1672,1672,1672 +Guangxi,China,23.8298,108.7881,2,5,23,23,36,46,51,58,78,87,100,111,127,139,150,168,172,183,195,210,215,222,222,226,235,237,238,242,244,245,246,249,249,251,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,253,253,253,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,254,255,255,255,255,255,255,255,255,255,255,255,255 +Guizhou,China,26.8154,106.8748,1,3,3,4,5,7,9,9,12,29,29,38,46,58,64,71,81,89,99,109,127,133,135,140,143,144,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,147,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147 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Islands,Denmark,61.8926,-6.9118,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,2,2,2,2,3,9,11,18,47,58,72,80,92,115,118,122,132,140,144,155,159,168,169,173,177,179,181,181,183,184,184,184,184,184,184,184,184,184,184,184,184,185,185,185,185,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,188,188,188,188,188,188,188,188,188,188,188,188,188,188,191,191,191,191,191,191,192,214,214 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Republic,18.7357,-70.1627,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,2,2,5,5,5,5,5,5,11,11,11,21,21,34,72,112,202,245,312,392,488,581,719,859,901,1109,1284,1380,1488,1488,1745,1828,1956,2111,2349,2620,2759,2967,3167,3286,3614,3755,4126,4335,4680,4964,5044,5300,5543,5749,5926,6135,6293,6416,6652,6972,7288,7578,7954,8235,8480,8807,9095,9376,9882,10347,10634,10900,11196,11320,11739,12110,12314,12725,13223,13477,13657,13989,14422,14801,15073,15264,15723,16068,16531,16908,17285,17572,17752,18040,18319,18708,19195,19600,20126,20415,20808,21437,22008,22572,22962,23271,23686,24105,24645,25068,25778,26677,27370,27936,28631,29141,29764,30619,31373,31816,32568,33387,34197,35148,36184,37425,38128,38430,39588,40790,41915,43114,44532,45506,46305,47671,48743,50113,51519,52855,53956,54797,56043,57615,59077,60896,62908,64156 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Salvador,13.7942,-88.8965,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,3,3,5,9,13,13,19,24,30,32,32,41,46,56,62,69,78,93,103,117,118,125,137,149,159,164,177,190,201,218,225,237,250,274,274,298,323,345,377,395,424,446,490,555,587,633,695,742,784,889,958,998,1037,1112,1210,1265,1338,1413,1498,1571,1640,1725,1819,1915,1983,2042,2109,2194,2278,2395,2517,2582,2653,2705,2781,2849,2934,3015,3104,3191,3274,3373,3481,3603,3720,3826,3941,4066,4200,4329,4475,4626,4808,4973,5150,5336,5517,5727,5934,6173,6438,6736,7000,7267,7507,7777,8027,8307,8566,8844,9142,9391,9674,9978,10303,10645,10957,11207,11508,11846,12207,12582,12975,13377,13792,14221,14630,15035 +,Equatorial Guinea,1.6508,10.2679,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,4,6,6,6,6,9,9,9,12,12,12,12,12,12,15,15,16,16,16,16,16,18,18,18,18,21,21,41,51,51,79,79,79,79,83,84,84,214,258,258,258,315,315,315,315,315,315,315,315,439,439,439,439,439,439,439,522,583,594,594,594,719,825,890,903,960,960,960,1043,1043,1043,1043,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1664,1664,1664,1664,1664,1664,1664,1664,1664,2001,2001,2001,2001,2001,2001,2001,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071 +,Eritrea,15.1794,39.7823,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,4,6,6,6,12,12,15,15,22,22,29,29,31,31,33,33,34,34,34,34,34,35,35,35,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,41,41,41,65,96,109,121,131,142,142,143,143,143,143,144,144,167,191,191,191,203,203,215,215,215,215,215,215,215,232,232,232,232,232,232,232,251,251,251,251,251,251,251,261,261,263,263,265 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+,Ethiopia,9.145,40.4897,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,5,5,6,6,9,9,11,11,12,12,12,16,16,21,23,26,29,29,35,38,43,44,52,55,56,65,69,71,74,82,85,92,96,105,108,111,114,116,116,117,122,123,124,126,130,131,133,133,135,140,145,162,191,194,210,239,250,261,263,272,287,306,317,352,365,389,399,433,494,582,655,701,731,831,968,1063,1172,1257,1344,1486,1636,1805,1934,2020,2156,2336,2506,2670,2915,3166,3345,3521,3630,3759,3954,4070,4469,4532,4663,4848,5034,5175,5425,5570,5689,5846,5846,5846,5846,5846,5846,5846,5846,5846,6774,6973,7120,7402,7560,7766,7969,8181,8475,8803,9147,9503,10207,11072,11524,11933,12693,13248,13968,14547 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+,Finland,61.92411,25.748151,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,3,6,6,6,6,12,15,15,23,30,40,59,59,155,225,244,277,321,336,400,450,523,626,700,792,880,958,1041,1167,1240,1352,1418,1446,1518,1615,1882,1927,2176,2308,2487,2605,2769,2905,2974,3064,3161,3237,3369,3489,3681,3783,3868,4014,4129,4284,4395,4475,4576,4695,4740,4906,4995,5051,5176,5254,5327,5412,5573,5673,5738,5880,5962,5984,6003,6054,6145,6228,6286,6347,6380,6399,6443,6493,6537,6568,6579,6599,6628,6692,6743,6776,6826,6859,6885,6887,6911,6911,6941,6964,6981,7001,7025,7040,7064,7073,7087,7104,7108,7112,7117,7119,7133,7142,7143,7144,7155,7167,7172,7191,7198,7198,7209,7214,7236,7241,7242,7248,7253,7257,7262,7265,7273,7279,7291,7294,7295,7301,7296,7293,7301,7318,7335,7340,7351,7362,7372,7380,7388,7393,7398 +French Guiana,France,3.9339,-53.1258,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,5,5,5,5,5,5,5,7,11,11,11,11,15,18,18,20,23,28,28,28,28,28,43,43,51,51,57,61,61,72,72,77,83,83,83,86,86,86,86,86,96,96,96,97,97,97,107,111,111,111,111,125,125,126,128,128,128,133,133,138,138,141,141,144,144,144,153,164,189,197,197,210,218,237,249,261,279,328,353,384,406,436,450,477,499,499,517,533,556,589,639,689,729,773,865,917,1043,1161,1255,1326,1421,1554,1758,1969,2163,2441,2458,2593,2827,3033,3270,3461,3461,3774,4004,4268,4444,4558,4913,4913,5054,5178,5459,5558,5704,5949,5949,6170,6229,6299,6393,6509,6655,6655,6745,6851,6883,7086,7251,7332,7332,7514 +French Polynesia,France,-17.6797,149.4068,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,3,3,3,3,6,11,15,18,18,25,25,30,30,30,30,36,36,37,37,39,40,41,42,47,51,51,51,51,53,55,55,55,55,55,55,55,56,56,57,57,57,57,57,57,58,58,58,58,58,58,58,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62 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Caledonia,France,-20.904305,165.618042,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,4,4,8,10,14,14,15,15,15,15,16,16,18,18,17,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,19,19,19,19,20,20,20,20,20,20,20,20,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,22,22,22,22,22,22,22,22,22,22,22,22,22 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Barthelemy,France,17.9,-62.8333,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,3,3,3,1,1,1,1,1,1,1,3,3,3,3,3,3,3,3,3,3,3,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7 +St Martin,France,18.0708,-63.0501,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,3,4,4,4,5,8,8,11,11,11,11,11,15,15,15,22,22,24,32,32,32,32,32,32,32,32,32,32,35,35,35,37,37,37,37,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,39,39,39,39,39,39,39,39,39,39,39,40,40,40,40,40,40,40,40,40,40,41,41,41,41,41,41,41,41,41,41,41,41,41,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,46,46,46,46,46,46,46,46,49,49,49 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Maarten,Netherlands,18.0425,-63.0548,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,3,3,3,3,6,6,6,16,18,23,23,25,37,40,40,43,50,50,50,50,52,53,57,57,64,67,67,67,71,73,73,73,74,74,75,75,75,76,76,76,76,76,76,76,76,76,76,76,76,76,76,76,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,77,78,78,78,78,78,78,78,78,78,78,78,78,78,79,79,79,79,79,79,81,84,93,114,114 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Zealand,-40.9006,174.886,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,3,3,4,5,5,5,5,5,5,5,6,8,8,12,20,28,39,52,102,102,155,205,283,368,451,514,589,647,708,797,868,950,1039,1106,1160,1210,1239,1283,1312,1330,1349,1366,1386,1401,1409,1422,1431,1440,1445,1451,1456,1461,1470,1469,1472,1474,1476,1479,1485,1487,1487,1486,1488,1489,1490,1492,1494,1497,1497,1497,1497,1498,1498,1499,1499,1499,1503,1503,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1504,1506,1506,1507,1507,1509,1511,1513,1515,1516,1519,1520,1522,1526,1528,1528,1528,1530,1530,1530,1533,1534,1536,1537,1540,1542,1543,1544,1544,1545,1547,1548,1549,1550,1553,1554,1555,1555,1555,1556,1556,1556,1556,1557 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Macedonia,41.6086,21.7453,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,3,3,3,3,7,7,7,14,14,14,18,26,35,48,67,85,115,136,148,177,201,219,241,259,285,329,354,384,430,483,555,570,599,617,663,711,760,828,854,908,974,1081,1117,1170,1207,1225,1231,1259,1300,1326,1367,1386,1399,1421,1442,1465,1494,1506,1511,1518,1526,1539,1572,1586,1622,1642,1664,1674,1694,1723,1740,1762,1792,1817,1839,1858,1898,1921,1941,1978,1999,2014,2039,2077,2129,2164,2226,2315,2391,2492,2611,2790,2915,3025,3152,3239,3364,3538,3701,3895,4057,4157,4299,4482,4664,4820,5005,5106,5196,5311,5445,5595,5758,5906,6080,6209,6334,6454,6625,6787,6932,7046,7124,7244,7406,7572,7777,7975,8111,8197,8332,8530,8623,8786,9026,9153,9249,9412,9547,9669,9797,9934,10086,10213 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Guinea,-6.314993,143.95555,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,7,7,7,7,7,7,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,9,9,10,10,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,15,16,16,19,27,30,31,32,39,62,62 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Marino,43.9424,12.4578,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,8,10,16,21,21,23,36,36,51,62,69,80,80,101,109,109,119,119,144,144,175,187,187,208,208,223,224,224,230,236,236,245,245,259,266,266,279,279,333,344,356,356,356,371,372,426,435,455,461,462,476,488,501,513,513,538,538,553,563,569,580,580,582,582,589,608,622,623,637,628,628,638,643,648,652,653,654,654,655,656,658,661,665,665,666,666,667,670,671,671,671,671,672,674,678,680,680,680,687,688,691,691,694,694,694,694,694,696,696,696,696,696,697,698,698,698,698,698,698,698,698,698,698,698,698,698,698,698,698,699,699,699,699,699,699,699,699,699,699,699,699,699,699,699,699,699,699,699 +,Saudi 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Gaza,31.9522,35.2332,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,7,16,16,19,26,30,30,31,35,38,38,39,41,44,47,48,52,59,59,59,84,91,98,109,116,119,134,161,194,217,237,254,261,263,263,267,268,271,273,284,291,294,307,313,319,329,329,335,336,340,342,342,342,343,344,344,353,353,353,362,371,374,375,375,375,375,375,375,375,375,375,376,381,388,391,398,423,423,423,423,423,429,434,446,446,447,448,449,451,457,464,464,464,472,473,481,485,487,489,489,492,505,514,555,600,675,784,833,1001,1169,1328,1382,1557,1815,1990,2185,2428,2758,3080,3334,3835,4277,4341,4647,5029,5220,5551,5931,6230,6566,6764,7064,7412,7764,8204,8549,8916,9228,9398,9744,10093,10306,10469,10621 +,Guinea-Bissau,11.8037,-15.1804,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,8,8,9,9,15,18,18,18,33,33,36,36,38,38,38,38,43,43,43,46,50,50,50,50,50,52,52,53,73,73,205,205,257,257,257,413,413,475,564,594,641,726,761,820,836,913,913,969,990,1032,1038,1089,1109,1114,1114,1114,1178,1178,1195,1195,1256,1256,1256,1339,1339,1339,1339,1368,1368,1368,1389,1389,1389,1389,1460,1460,1460,1492,1492,1492,1492,1541,1541,1541,1556,1556,1556,1556,1614,1614,1614,1654,1654,1654,1654,1765,1765,1765,1790,1790,1790,1790,1842,1842,1842,1842,1842,1842,1902,1927,1949,1949,1949,1954,1954,1954,1954,1954,1954,1954 +,Mali,17.570692,-3.996166000000001,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,4,11,18,18,25,28,31,36,39,41,45,47,56,59,74,87,87,105,123,144,148,171,171,216,224,246,258,293,309,325,370,389,408,424,482,490,508,544,563,580,612,631,650,668,692,704,712,730,758,779,806,835,860,874,901,931,947,969,1015,1030,1059,1077,1116,1194,1226,1250,1265,1315,1351,1386,1461,1485,1523,1533,1547,1586,1667,1722,1752,1776,1809,1860,1885,1890,1906,1923,1933,1933,1961,1978,2005,2039,2060,2118,2147,2173,2181,2202,2260,2285,2303,2330,2331,2348,2358,2370,2404,2406,2411,2412,2423,2433,2440,2467,2472,2475,2475,2477,2494,2494,2503,2503,2510,2513 +,Saint Kitts and Nevis,17.357822,-62.782998,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,7,8,8,9,9,9,10,10,11,11,11,12,12,12,12,14,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,16,16,16,16,16,16,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17 +Northwest Territories,Canada,64.8255,-124.8457,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,2,2,2,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5 +Yukon,Canada,64.2823,-135.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,4,4,4,5,5,6,6,6,6,6,7,7,7,8,8,8,8,8,8,8,8,9,9,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,13,13,13,13,13,13,13,14,14,14,14 +,Kosovo,42.602636,20.902977,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,71,86,91,94,94,112,125,125,126,135,145,145,170,184,184,250,283,283,283,387,387,449,480,510,561,598,604,630,669,703,731,763,780,790,799,806,806,823,851,855,856,856,861,861,862,870,884,919,919,944,944,944,955,955,989,989,1003,1004,1025,1032,1038,1038,1047,1048,1048,1064,1064,1064,1064,1142,1142,1142,1142,1142,1263,1263,1298,1326,1326,1437,1437,1486,1486,1486,1486,1486,1486,1486,2169,2169,2169,2169,2169,2169,2169,2677,2878,2991,3064,3064,3064,3356,3508,3703,3886,4100,4307,4715,4931,5118,5118,5237,5237,5472,5617,5735,5877,5877,6286,6467,6680,6917,6917,7413 +,Burma,21.9162,95.956,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8,8,10,14,15,15,20,20,21,21,22,22,22,23,27,38,41,62,63,74,85,88,98,111,119,121,123,139,144,146,146,146,150,150,151,151,151,155,161,161,161,176,177,178,180,180,180,181,181,182,182,184,191,193,199,199,199,201,201,203,206,206,206,207,224,224,228,232,233,236,236,240,242,244,246,248,260,261,261,261,262,262,262,286,286,287,290,291,292,293,293,293,296,299,299,299,303,304,306,313,313,316,316,317,321,326,330,331,336,337,337,339,339,340,341,341,341,343,343,346,348,350,350 +Anguilla,United Kingdom,18.2206,-63.0686,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3 +British Virgin Islands,United Kingdom,18.4207,-64.64,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,4,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8 +Turks and Caicos Islands,United Kingdom,21.69400000000001,-71.7979,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,4,5,5,6,5,5,5,5,8,8,8,8,8,8,9,10,10,10,11,11,11,11,11,11,11,11,11,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,14,14,14,15,15,16,16,28,41,41,42,44,44,45,47,48,49,55,55,66,71,71,72,72,72,74,74,75,75,81,81,82,90,90,92,97,99 +,MS Zaandam,0.0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9 +,Botswana,-22.3285,24.6849,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,4,4,4,4,4,6,6,6,6,13,13,13,13,13,13,13,15,15,15,20,20,20,22,22,22,22,22,22,23,23,23,23,23,23,23,23,23,23,23,23,23,24,24,24,24,24,24,25,25,25,25,29,30,30,35,35,35,35,35,35,35,35,38,40,40,40,40,40,40,42,42,48,48,48,60,60,60,60,79,79,89,89,89,89,89,92,92,92,92,92,175,227,227,227,277,277,277,314,314,314,314,314,314,399,399,399,399,522,522,522,522,522,522,522,592,686,686,686,739 +,Burundi,-3.3731,29.9189,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,3,3,3,3,3,3,3,3,3,5,5,5,5,5,5,5,5,5,5,5,11,11,11,11,11,11,11,11,11,11,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,23,42,42,42,42,42,42,42,42,42,42,42,42,63,63,63,63,63,63,63,83,83,83,83,83,85,85,85,85,85,104,104,104,104,104,144,144,144,144,144,144,170,170,170,170,170,170,191,191,191,191,191,191,191,191,191,191,269,269,269,303,310,310,310,322,328,328,345,345,361,361,378 +,Sierra Leone,8.460555000000001,-11.779889,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,4,6,6,6,7,7,8,8,10,10,11,13,15,26,30,35,43,50,61,64,82,82,93,93,104,104,124,136,155,166,178,199,225,231,257,291,307,338,338,387,408,447,462,505,519,534,570,585,606,621,707,735,754,782,812,829,852,861,865,896,909,914,929,946,969,1001,1025,1062,1085,1103,1132,1169,1176,1225,1249,1272,1298,1309,1327,1340,1347,1354,1354,1394,1410,1427,1450,1462,1498,1518,1524,1533,1542,1547,1572,1584,1598,1613,1618,1635,1642,1651,1668,1678,1688,1701,1711,1711,1727,1731,1752,1765,1768,1783,1783 +"Bonaire, Sint Eustatius and Saba",Netherlands,12.1784,-68.2385,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,5,5,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,9,9,10,10,10,10,10,10,10,11,11,11,11 +,Malawi,-13.2543,34.3015,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,4,4,5,8,8,8,9,12,13,16,16,16,16,17,17,17,17,18,23,33,33,33,34,36,36,36,37,37,38,39,41,41,43,43,43,56,56,57,57,63,63,63,65,70,70,70,71,72,82,82,83,101,101,101,203,273,279,284,336,358,369,393,409,409,438,443,455,455,481,481,529,547,555,564,572,592,620,620,730,749,803,941,960,1005,1038,1146,1152,1224,1265,1342,1498,1613,1613,1742,1818,1864,1942,2069,2261,2364,2430,2497,2614,2712,2805,2810,2907,2992,3045,3302,3302,3453,3453,3640,3664 +Falkland Islands (Malvinas),United Kingdom,-51.7963,-59.5236,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,5,5,5,5,5,5,11,11,11,11,11,11,11,11,11,12,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13 +Saint Pierre and Miquelon,France,46.8852,-56.3159,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,4,4,4,4,4,4,4,4,4,4,4 +,South Sudan,6.877000000000002,31.307,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,3,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,6,6,34,34,35,45,45,46,46,52,58,74,120,120,120,156,194,203,203,236,236,290,290,290,290,481,563,655,655,806,806,994,994,994,994,994,994,994,994,994,994,994,1317,1604,1604,1604,1670,1670,1693,1693,1693,1776,1813,1830,1864,1882,1892,1916,1930,1942,1942,1942,1942,1989,1989,2007,2021,2021,2021,2021,2021,2021,2021,2021,2021,2021,2021,2021,2148,2148,2153,2171,2191,2191,2200,2211,2211,2211,2239,2258,2258,2262,2305 +,Western Sahara,24.2155,-12.8858,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,4,4,4,4,4,4,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10 +,Sao Tome and Principe,0.1864,6.6131,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,8,8,14,16,16,16,23,174,174,187,208,208,208,208,208,220,235,235,235,235,246,251,251,251,251,251,251,299,441,443,458,463,479,483,484,484,484,485,499,499,513,513,514,611,632,639,659,661,662,671,683,688,693,698,698,702,707,710,711,712,713,713,713,714,715,717,719,719,720,721,724,724,726,727,727,729,732,732,737,740,741,743,746,746,746,747,749,860,862,863,865 +,Yemen,15.552727,48.516388,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,6,6,7,10,10,12,22,25,25,34,34,51,56,65,70,85,106,122,128,130,167,184,197,209,212,222,233,249,256,278,283,310,323,354,399,419,453,469,482,484,496,524,560,591,632,705,728,844,885,902,909,919,922,941,967,992,1015,1076,1089,1103,1118,1128,1158,1190,1221,1240,1248,1265,1284,1297,1318,1356,1380,1389,1465,1498,1516,1526,1552,1576,1581,1606,1619,1629,1640,1654,1674,1674,1681,1691 +,Comoros,-11.6455,43.3333,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,3,3,3,8,8,8,11,11,11,11,11,11,11,11,11,11,11,34,34,78,78,87,87,87,87,87,87,106,106,106,132,132,132,132,141,141,141,141,162,162,163,176,176,176,197,197,210,210,247,247,247,265,265,272,272,272,272,272,303,303,303,309,309,311,311,311,313,314,314,317,317,317,321,321,328,328,328,334,334,337,337,340,340,340,354,354 +,Tajikistan,38.861,71.2761,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,15,15,76,128,230,293,379,461,522,612,612,661,729,801,907,1118,1322,1524,1729,1936,2140,2350,2551,2738,2929,3100,3266,3424,3563,3686,3807,3930,4013,4100,4191,4289,4370,4453,4529,4609,4690,4763,4834,4902,4971,5035,5097,5160,5221,5279,5338,5399,5457,5513,5567,5630,5691,5747,5799,5849,5900,5900,6005,6058,6058,6159,6213,6262,6315,6364,6410,6457,6506,6552,6596,6643,6695,6741,6786,6834,6878,6921,6967,7015,7060,7104,7150,7192,7235 +,Lesotho,-29.61,28.2336,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,12,17,17,17,24,24,27,27,27,35,35,35,35,79,91,91,91,134,184,184,233,245,256,256,256,311,359,359,359,359,359,359,359,419,505,505 -- 2.18.1