diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..4be92e75c8da0e993aeb4154c7aea9684cd42f56 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -1,5 +1,2474 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données de l'incidence de la varicelle sont disponibles du site Web du [Réseau Sentinelles](http://www.sentiweb.fr/). Nous les récupérons sous forme d'un fichier en format CSV dont chaque ligne correspond à une semaine de la période demandée. Nous téléchargeons toujours le jeu de données complet." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Maintenant, je vais tester si un fichier local existe déjà avant de telecharger les donnés pour eviter d'avoir des donnés répétées. Si le fichier n'existe pas, je le telecharge." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The file incidence-PAY-7.csv exists\n" + ] + }, + { + "data": { + "text/plain": [ + "72398" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from pathlib import Path\n", + "\n", + "path_to_file = 'incidence-PAY-7.csv'\n", + "path = Path(path_to_file)\n", + "\n", + "if path.is_file():\n", + " print(f'The file {path_to_file} exists')\n", + "else:\n", + " print(f'The file {path_to_file} does not exist')\n", + " import requests\n", + "\n", + "\n", + "url = 'http://www.sentiweb.fr/datasets/incidence-PAY-7.csv'\n", + "r = requests.get(url, allow_redirects=True)\n", + "\n", + "open('incidence-PAY-7.csv', 'wb').write(r.content)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "data = \"incidence-PAY-7.csv\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Voici l'explication des colonnes données [sur le site d'origine](https://ns.sentiweb.fr/incidence/csv-schema-v1.json):\n", + "\n", + "| Nom de colonne | Libellé de colonne |\n", + "|----------------|-----------------------------------------------------------------------------------------------------------------------------------|\n", + "| week | Semaine calendaire (ISO 8601) |\n", + "| indicator | Code de l'indicateur de surveillance |\n", + "| inc | Estimation de l'incidence de consultations en nombre de cas |\n", + "| inc_low | Estimation de la borne inférieure de l'IC95% du nombre de cas de consultation |\n", + "| inc_up | Estimation de la borne supérieure de l'IC95% du nombre de cas de consultation |\n", + "| inc100 | Estimation du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| inc100_low | Estimation de la borne inférieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| inc100_up | Estimation de la borne supérieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| geo_insee | Code de la zone géographique concernée (Code INSEE) http://www.insee.fr/fr/methodes/nomenclatures/cog/ |\n", + "| geo_name | Libellé de la zone géographique (ce libellé peut être modifié sans préavis) |\n", + "\n", + "La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant `skiprows=1`." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n", + "Index: []" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data[raw_data.isnull().any(axis=1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il n'a pas de point manquant dans ce jeux de données." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nos données utilisent une convention inhabituelle: le numéro de\n", + "semaine est collé à l'année, donnant l'impression qu'il s'agit\n", + "de nombre entier. C'est comme ça que Pandas les interprète.\n", + " \n", + "Un deuxième problème est que Pandas ne comprend pas les numéros de\n", + "semaine. Il faut lui fournir les dates de début et de fin de\n", + "semaine. Nous utilisons pour cela la bibliothèque `isoweek`.\n", + "\n", + "Comme la conversion des semaines est devenu assez complexe, nous\n", + "écrivons une petite fonction Python pour cela. Ensuite, nous\n", + "l'appliquons à tous les points de nos donnés. Les résultats vont\n", + "dans une nouvelle colonne 'period'." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
02022207252731909331453382947FRFrance
12022197186741422023128282135FRFrance
22022187178511396321739272133FRFrance
32022177203141600124627312438FRFrance
42022167196601486024460302337FRFrance
52022157177991371521883272133FRFrance
62022147170051316220848262032FRFrance
72022137154481165919237231729FRFrance
82022127147021079418610221628FRFrance
9202211711729834715111181323FRFrance
102022107133141003616592201525FRFrance
11202209710485760013370161220FRFrance
12202208712088874115435181323FRFrance
132022077140031078917217211626FRFrance
1420220679798704812548151119FRFrance
15202205710851779713905161121FRFrance
1620220479547672112373141018FRFrance
172022037139721068017264211626FRFrance
182022027849560261096413917FRFrance
192022017137931059716989211626FRFrance
20202152713239961116867201525FRFrance
21202151713326962917023201426FRFrance
222021507141281031217944211527FRFrance
232021497136741036916979211626FRFrance
24202148711549850314595171222FRFrance
25202147711419837614462171222FRFrance
262021467821657241070812816FRFrance
2720214578965646811462141018FRFrance
282021447873656361183613818FRFrance
292021437814551641112612717FRFrance
.................................
16121991267176081130423912312042FRFrance
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16411990497114302610205FRFrance
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1642 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202220 7 25273 19093 31453 38 29 \n", + "1 202219 7 18674 14220 23128 28 21 \n", + "2 202218 7 17851 13963 21739 27 21 \n", + "3 202217 7 20314 16001 24627 31 24 \n", + "4 202216 7 19660 14860 24460 30 23 \n", + "5 202215 7 17799 13715 21883 27 21 \n", + "6 202214 7 17005 13162 20848 26 20 \n", + "7 202213 7 15448 11659 19237 23 17 \n", + "8 202212 7 14702 10794 18610 22 16 \n", + "9 202211 7 11729 8347 15111 18 13 \n", + "10 202210 7 13314 10036 16592 20 15 \n", + "11 202209 7 10485 7600 13370 16 12 \n", + "12 202208 7 12088 8741 15435 18 13 \n", + "13 202207 7 14003 10789 17217 21 16 \n", + "14 202206 7 9798 7048 12548 15 11 \n", + "15 202205 7 10851 7797 13905 16 11 \n", + "16 202204 7 9547 6721 12373 14 10 \n", + "17 202203 7 13972 10680 17264 21 16 \n", + "18 202202 7 8495 6026 10964 13 9 \n", + "19 202201 7 13793 10597 16989 21 16 \n", + "20 202152 7 13239 9611 16867 20 15 \n", + "21 202151 7 13326 9629 17023 20 14 \n", + "22 202150 7 14128 10312 17944 21 15 \n", + "23 202149 7 13674 10369 16979 21 16 \n", + "24 202148 7 11549 8503 14595 17 12 \n", + "25 202147 7 11419 8376 14462 17 12 \n", + "26 202146 7 8216 5724 10708 12 8 \n", + "27 202145 7 8965 6468 11462 14 10 \n", + "28 202144 7 8736 5636 11836 13 8 \n", + "29 202143 7 8145 5164 11126 12 7 \n", + "... ... ... ... ... ... ... ... \n", + "1612 199126 7 17608 11304 23912 31 20 \n", + "1613 199125 7 16169 10700 21638 28 18 \n", + "1614 199124 7 16171 10071 22271 28 17 \n", + "1615 199123 7 11947 7671 16223 21 13 \n", + "1616 199122 7 15452 9953 20951 27 17 \n", + "1617 199121 7 14903 8975 20831 26 16 \n", + "1618 199120 7 19053 12742 25364 34 23 \n", + "1619 199119 7 16739 11246 22232 29 19 \n", + "1620 199118 7 21385 13882 28888 38 25 \n", + "1621 199117 7 13462 8877 18047 24 16 \n", + "1622 199116 7 14857 10068 19646 26 18 \n", + "1623 199115 7 13975 9781 18169 25 18 \n", + "1624 199114 7 12265 7684 16846 22 14 \n", + "1625 199113 7 9567 6041 13093 17 11 \n", + "1626 199112 7 10864 7331 14397 19 13 \n", + "1627 199111 7 15574 11184 19964 27 19 \n", + "1628 199110 7 16643 11372 21914 29 20 \n", + "1629 199109 7 13741 8780 18702 24 15 \n", + "1630 199108 7 13289 8813 17765 23 15 \n", + "1631 199107 7 12337 8077 16597 22 15 \n", + "1632 199106 7 10877 7013 14741 19 12 \n", + "1633 199105 7 10442 6544 14340 18 11 \n", + "1634 199104 7 7913 4563 11263 14 8 \n", + "1635 199103 7 15387 10484 20290 27 18 \n", + "1636 199102 7 16277 11046 21508 29 20 \n", + "1637 199101 7 15565 10271 20859 27 18 \n", + "1638 199052 7 19375 13295 25455 34 23 \n", + "1639 199051 7 19080 13807 24353 34 25 \n", + "1640 199050 7 11079 6660 15498 20 12 \n", + "1641 199049 7 1143 0 2610 2 0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 47 FR France \n", + "1 35 FR France \n", + "2 33 FR France \n", + "3 38 FR France \n", + "4 37 FR France \n", + "5 33 FR France \n", + "6 32 FR France \n", + "7 29 FR France \n", + "8 28 FR France \n", + "9 23 FR France \n", + "10 25 FR France \n", + "11 20 FR France \n", + "12 23 FR France \n", + "13 26 FR France \n", + "14 19 FR France \n", + "15 21 FR France \n", + "16 18 FR France \n", + "17 26 FR France \n", + "18 17 FR France \n", + "19 26 FR France \n", + "20 25 FR France \n", + "21 26 FR France \n", + "22 27 FR France \n", + "23 26 FR France \n", + "24 22 FR France \n", + "25 22 FR France \n", + "26 16 FR France \n", + "27 18 FR France \n", + "28 18 FR France \n", + "29 17 FR France \n", + "... ... ... ... \n", + "1612 42 FR France \n", + "1613 38 FR France \n", + "1614 39 FR France \n", + "1615 29 FR France \n", + "1616 37 FR France \n", + "1617 36 FR France \n", + "1618 45 FR France \n", + "1619 39 FR France \n", + "1620 51 FR France \n", + "1621 32 FR France \n", + "1622 34 FR France \n", + "1623 32 FR France \n", + "1624 30 FR France \n", + "1625 23 FR France \n", + "1626 25 FR France \n", + "1627 35 FR France \n", + "1628 38 FR France \n", + "1629 33 FR France \n", + "1630 31 FR France \n", + "1631 29 FR France \n", + "1632 26 FR France \n", + "1633 25 FR France \n", + "1634 20 FR France \n", + "1635 36 FR France \n", + "1636 38 FR France \n", + "1637 36 FR France \n", + "1638 45 FR France \n", + "1639 43 FR France \n", + "1640 28 FR France \n", + "1641 5 FR France \n", + "\n", + "[1642 rows x 10 columns]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = raw_data.dropna().copy()\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_week(year_and_week_int):\n", + " year_and_week_str = str(year_and_week_int)\n", + " year = int(year_and_week_str[:4])\n", + " week = int(year_and_week_str[4:])\n", + " w = isoweek.Week(year, week)\n", + " return pd.Period(w.day(0), 'W')\n", + "\n", + "data['period'] = [convert_week(yw) for yw in data['week']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il restent deux petites modifications à faire.\n", + "\n", + "Premièrement, nous définissons les périodes d'observation\n", + "comme nouvel index de notre jeux de données. Ceci en fait\n", + "une suite chronologique, ce qui sera pratique par la suite.\n", + "\n", + "Deuxièmement, nous trions les points par période, dans\n", + "le sens chronologique." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data = data.set_index('period').sort_index()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous vérifions la cohérence des données. Entre la fin d'une période et le début de la période qui suit, la différence temporelle doit être zéro, ou au moins très faible. Nous laissons une \"marge d'erreur\" d'une seconde.\n", + "\n", + "Ceci s'avère tout à fait juste sauf pour deux périodes consécutives entre lesquelles il manque une semaine.\n", + "\n", + "Nous reconnaissons ces dates: c'est la semaine sans observations que nous avions supprimées !" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "periods = sorted_data.index\n", + "for p1, p2 in zip(periods[:-1], periods[1:]):\n", + " delta = p2.to_timestamp() - p1.end_time\n", + " if delta > pd.Timedelta('1s'):\n", + " print(p1, p2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un premier regard sur les données !" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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y5qvrD13en40pq4c8tpKHWjPjOSuki43nHKqBs86hm9Kjtr621XjtG3e8aDXXrRfkGunNEtitu/biA1c/hXtffqPufaXSOfjinmMBzPOLvkxELxHRjUQ03C8bD0C1XVzjl433f+vlkXuEEF0AtgMYmWZs9UQ9NuYgn4PjZtjbdQ426xyXJ+cyoum47+X12LDDc3zraKBCupr505PFSkm4vXWN1Vw3a8j3K8VJlV68VgJrtgYcnZ2JAxENAvAnAP8mhGiDJyI6GMB0AOsB/FxWZW4XlnLbPfoYLiCiViJq3bRpk+vQa4Y+kEz9HBwncnezytt278Wvn1hRd6upapvnXqNOcL546/NY/abngZ1GIS3RCIW0RMEx8u/i9W2Bx3cj0BOt5kKOwfvRm3UO8tFcxY61wIk4EFETPMLwWyHEnwFACLFBCFEWQlQAXA/geL/6GgATldsnAFjnl09gyiP3EFEJwFAAsRkvhLhOCDFTCDFz9OjRbk9YB2Qx9Zp88cZeR0Vqd8/3r/3xJfzw7sX45+ptdWnfNtddNqS07+eO59YkV/IRcnk9E+f8am7D+krznv/3qZUNISZC+9Hda6WekASwETJ3F2slAnADgMVCiCuU8rFKtQ8CeNn/fReAOb4F0mR4iuf5Qoj1AHYQ0Ql+m+cCuFO55zz/90cAPCx60BElNpQMhiYVo0kxdCQayTncv/ANfOZ/56OjKxS9bG6AAgywv1r7K0j3fp5ctjlVfa//asVK6e/rORq3KNI8ySV/W4Snl2+p21gAL1Ltt/+6AEDv5hgkGilWKjnUOQnApwEsIKIX/LJvAfg4EU2HN95VAL4AAEKIhUR0O4BF8CydLhRCyF3mSwBuAtAfwL3+f4BHfH5DRMvgcQxzanus9Fi2cSf2dlUwddyQ2LWYWCmD/pr8NI9cTCAOjSQOX/vji2hr78LGtg5MHOHlZt7rm1j2yyKBdkq4PHkjXk/VDtJV6Rx6JnVIS+jq/RRqpNruFr02AkHsrQZQh0TiIIR4Evw3vsdyz6UALmXKWwEcxZS3AzgnaSz1xKlXPAYAWHX5mbFrdWAcQrGSYxiHRurYKgx7vtcnYlmkSOVQ61yv5+up1Qmuqj57Jm1I/Z4HNtu3mKUbduCAkQPQXCpa67mguyy3GonAp6MBfeUe0lUgC1PW9DqHxu1McuKpbLokYk0K57BoXRteXru97uNxefSGvJ8Mu+hBUtNUSBsivMnCaW7Z2YHTrnwc3/rzy8Y6abCvvtM00B3+6gkXsVKfh04MspiDRd8axV3nUHufzmAixnLjPOOqJwDw3Fa16MkLPEtT1ooAilYlfFVd1R1J70A3ubbVlxF4563MRi/Riy1YAwThVRrQV845GLCjvROTLrrbN9+MXstiDso2k4jDYJ8tn3ngcGu9ekAwxKHupqxsmYO1UvZDyQzc+JPeY0+Vn6fNPGerTynNuZPQU99ZlghMWRuwc+fEwYDNO/cCAG59Jh4LP8s5mEQc3nrQCADAhOEDsus0AZz3dpCKMUU7d76w1rlure+0IVKlDPtI2g/3VUeuNPo5yT1n9aj76CtLhdCUtYf4OfR1xDmH2mbhE0s3BbFR9nYlnSCz6dMVNz65Em3tXlA1VURQTe9fue2F5Eoa2M3ERefAFWa8frK0Vkr6nt210S1ctx3PvWZ2qks6nevPZasfZkPM5mF7skgyK/Q0U9Y+ja6KwFo9r3ENc1AIgU/fEAYt25vAOciF06h5/4O7F8X6ViGE5y1dL4WYbdO0XqvjCwrDq1epc+DKkjiHbtrozrzKS51q0iMlK6S1f9vq+lezetY+4eeQK6S7H/LVr9m6JzBzlahlCuoKu84EU9bQrLTxE5/vUmD69x9oUF+yx56B6jkHnsjacNDogbGyAnW/6CRt97aNf/nGXX4d8/1X3L8E2/d04pKzYhbwMezu6NnBFLNA2hzjtSAXK1WBajfqPXvjSe2TAsbJvhq1J6iPphKyWm39k0IM1yI2e33LbsxbWf/4QtnqHPjGRg7sZ7ynJwQqNs397Xs6sbOjy1nn8NKabfjUDV78ThsBuerhZbjZMQd2EhfeG9BIsVJOHDTUI46PxD9f34pX3tgRKUvyc2i0WInrG6idOP3f3/8zbMvyMNXkc3jnTx9xdiYEgP2HtDjXBULZeNWmrEwZtyHu6ujCll2eIURPlZCYhjXtkvtx7PfvZ8y+w3+v374Hky66G/csWI8NbeFhYV9VvncHelzgvb6Eei5KLodAoljJv9wohXSkb1aRWh3e9Dc9wE4AGvGURceIpzFUOTheIR3H469uUq7Ha9RrO+gsV5yTx9jWR2dZxK6rc2jx+jYAwB9bV2OQ4jntQhuO/f79VSVo6m3oUYH3+hqCl29zUKqyben0w/WXNJ7uOElWIyuvui/rtWw75WzEnTjGDMcgEhidRn7vb97xEmb88EGnOF9JG7Q+bPW9qs80oF8YLsNFIb11dyfWbN2dWK+3I1RI17+vnDhocFmT1S7cahL2NPJErYMbbxYbtZUQ2BTTGb2EIrOy6rsZ1+c9ZoW/L1gPwC3V6iV/W2i9rhNZNs+G9v5d10UfUCkkIpw3uVip4XDZJG58amVVbXMJXJL6K3cj58CKlTIYB8+RyLL6cyucvLaehwJT+Awbdu8tY/ferkiZy2mx3lZta7busV6PcQ6GN6uWup6Ca82G+PeX1uGxVxuXJKweCHUO9e8rJw4a6nmiK3HEIdEZyrxp1htRkUB2/XMt1ePpTOuHJ9IuYqXsFNJcf1sUvcy3//oypv7nP7R7HPqq4UX+4dnViXUSneAcrZXUdly9fWv1h/jy7/6J826cn1zRESs27Wy4Mr2Rfg59njhc//gKnH7l48G/g5dfB7aNo/bJzlBu9eoBzqmo3uNwVd46tWUo54m0BYETXJUDYcDtKd/+azbRSavFd++Ki4xWbt6FuUrCnsSw2DGFtIFzqOJd9qTYSa9u2IF3//wxXP3Isob2mwfeayAuvWcxlmzYkVwxA1Sz8QV+Dt0sVgpTZdpEQm6oxlzV3Fb6G1mxksupPHVP5rbrlR0u62lyys8excevf8a5fdcIxurzN0qsJPG9uxamMn3msM6PmtD62tYshuSMQKyUB95rPOq5CbuKF1QE1koNECstWBPNzWAKn6Hj1nmvp+qHfxah/F/vMwMluNIGa63kEvm1ynHc+/J6pr8o0uS0tqEqopNh+3FT1mSdgyuy4hxuenoV7lkQ/yb7AvLAe92Iem7C1XAOgZ9DQsWbn16FSRfdja//8UVjnc5yBUstXNL7r456b6/f1h6O0zKA55nTU6PyLVfTTVprpVq9w//rwaWxMnWj6ypX8DXLd8sKQ1r4aDlpxNdJ7yCmkBb87wrjfZ+ELK2V9tVgf0FvuUK68ahnFFR2QibqHMwnaontuzsDefEfLSfQy+55Badd+ThWv+lmL/7wKxuD31t3dxrrcfM0rUlqtSastveijkttoxqrsWoghMAjyjs09ffg4g1O7bmcFq3vw0AF2jvdd111Dv9j4Rvx/rUXaXLmi1orue10mx0d9VxQqz63u0KZ9CgPaSKaSESPENFiIlpIRF/xy0cQ0QNEtNT/O1y552IiWkZES4jodKV8BhEt8K9dRf4bJqJmIvqDXz6PiCZl/6huqKeMvxorHTmOLE46rX4oZtVb2YYHF2+IpQFlh8Ep2lOOzcUmKyuRUxqrsXJFoKNK+fTzr2/FZ296lr2mfs/BLU1Vtc/BTmRrn0PquBf6c2PTjnDT1nswKbCrmc//8tvnU99jQiPEMvVATwu81wXgq0KIIwCcAOBCIpoK4CIADwkhpgB4yP83/GtzABwJYDaAa4hIukNeC+ACAFP8/2b75ecD2CqEOATAlQB+nMGzVQWXTarqtq32/TyCRWQ9PdePtX1i6eaq+qperFTVbcntKr+5ZPamfu96cW1iHRM6LXGz1LaaS41h4LN4tZF3QIT7Xl6Pt1z6IH/d0ufCtW1hMxmMKy1q5hyyGUZqSFPcHuEhLYRYL4R43v+9A8BiAOMBnAXgZr/azQDO9n+fBeA2IUSHEGIlgGUAjieisQCGCCHmCm/nuEW7R7Z1B4BZ1E18W7AXN0iWmKhzcBAruXi2Vgv9K3CvhTuFWTmALK2VqrinH7MZu7STlgjbJrD6vC9phgC1oN6GC2rrBQJaV23Vrkf7N3EIl96zOPzHvnmI7xbs8kPw9Aixkgpf3HMsgHkA9hNCrAc8AgJgjF9tPADVm2aNXzbe/62XR+4RQnQB2A5gJNP/BUTUSkStmzbVydMx+aBeNbiF4upUZCNWPTGqpV1PwHBQljderT7ChH5FhjgYGhrU3KTUiV+3pXm1nW/U7/79vy8y1ksL6/vIYJokOq/pnAMzoIcMehgd2y16rlqR1dmzu1wveopYCQBARIMA/AnAvwkh2mxVmTJhKbfdEy0Q4johxEwhxMzRo0cnDbkqyE2qPgrK9Pe4cA6NzIDFqhzYPaI6q6PU1kpViLl44sSDEurYFmnmwRtt7Tl5eNeOCHEghrOMjSu5TdNjdXQlBPnrRqe4bk+t0RPESgBARE3wCMNvhRB/9os3+KIi+H/lcWANgInK7RMArPPLJzDlkXuIqARgKID6Z29hEM636ifeSZc/jA9e85SlbXuZChcP6aycgzjoc5BbkFlYKwXX2LJsn4/TBZjGpG4CrM7I0o/tObP29k1q7vy3T87IXyT8TUy/cT8H5ZqhzRLDyen3VnPdhu7e22tFj/Bz8GX/NwBYLIS4Qrl0F4Dz/N/nAbhTKZ/jWyBNhqd4nu+LnnYQ0Ql+m+dq98i2PgLgYVHHY8FZVz+J6x5fzl4LFNI19L522x788/VtsXJXpzLuHlu1xJAGCbC96qSTIVcnsT92DOnaSHufWo0VBTm0k3bcaZMa1YKk0O66+Wi1SDIJbmuPioJcCLspv0bSvfqh6O2HjErsK2ts2bXX2TQ8S/SUwHsnAfg0gHcT0Qv+f2cAuBzAaUS0FMBp/r8hhFgI4HYAiwDcB+BCIYTkD78E4NfwlNTLAdzrl98AYCQRLQPw7/Atn+qBckXgxTXb8aN7XmGvu2zG1aKaNqU+wbbRuIiVnly6mVV8dpYrmHzxPfjZP5Y4jWflpl1O9dJumi46h1pDHkgce8DwWJmp/yjnEL++o70Tky66G//LROq1cxXZzrCkUzRRNgQpKezF1+94KdW4AKDJsNPxUYGFcr36B6qVc5Mn98Xr2/COnzxSU1tV9d8AuRbvMqlACPEkzFzYLMM9lwK4lClvBRDLFC6EaAdwTtJYssC23XYb/1D2Hb923okHJuazldmu+Ma5/uyTVFoiWXUOCStwQ1t7kK9Xx452Lyz0b+fxz6WzrzKmTBKqFgWlvE19fYfvPziShlVdQGq9icP7W9tRQQlaB+nAdtPTq/DZkyY7tQnUJhLhEOjKjESOMhHPReJtgWIEYq2WkMeFCBaLBs6BubdcESj59fUNPs3z2cyM9wX0CFPW3oakU7ZtkR05bih7jxRTrN++B+/9xRPGtlmxknU0ysZfg85BEgAJdWLt6vCuDehnPieoi/Q2Jqwza8qaVq9geUy1bNJFd+PSu3nrnv79irjyY9PMHVtgHG7CIvzmnxYAALo4PYaNG8qYN93mW/ZYxUoZdKnOYe7A36F5W7v02WSIIsfdW45wDmF5ISVnZOIcFqzZjhN+9FDiIVLfnG9vTQ53niV6ilipdyFpAlk4ByLgM2+bhKH9Q/PGZ1e9iSn/cS+eWbEFW3fZTe+qkbWHnINFrJRAHLosSomdPnFQc/rqUJtfy3AOTaXa/RzS4PonQhGO+l727C07Keo4ljwirqgInHT5w7jzhbWRB7GN22bSyqEaPZHtydTIqalvTgH1oMGdXju09+AivikZOYd4mfre1HlfLFAqUZGJo7n6kaV4o609EqbcBXe0ZhM40R09QCHd2+BIG9iJWSx4bLQ6CWVS+Pkrk42rWGslR6VbLZYv3KlWQsrxOccwALHn5dDCehy7LdRHXtmIBxaFsYXSepGrl9r2mImz+p6T7Kbbu8pYu20PLvrTgsh9tidKq+TOmnNY4euCrEQ5g372KDmkPbFS9G3qeiEX8VnRxDkAcRt+AAAgAElEQVQwIy5rRFyiQGTtS899baLl0rls3fZ2voIBA5rja6CeaGmq/9bd94hDwmQNxRvxigUiECjShpx0zaVC4oLncyHYxyNP/bZ6d76w1nwRds5CXrHJMJOIQzMzUfU7VF2AevGzNz2Lz9/Sir3+ak27gan1d7R3OcliWb8MQ8dq+TMrzKfJrrLA9Y+vwH/8ZQE7Ntf+bKglTSiBMreySDse09iaDJwDN23VuazOy1LB/nyvaxZFpjkticMPEhwT9REP6Fd/4qA+e/+m+vfX94iD4wbOzZ1CgXzZZnhRRrRsaSo6+yxE+4uiXBGY9fNHg3jzckKYJnO5IiJiFg42sVIYH96MpOdKmzwnLZF03dN0kYZr+/qY1Lrq719asn51Viq49J7F+K2S26JaX48s75Egqo1b+cT1z8Qs2lwsZlzG3GLY6JK4SJWL2LW3bD3E6AckU91qFb2NsB5SubLmnDhkD2fOgSMO5BEIdZ5JL06n4GkOfg57OstYvmlXkJchyVrJtmFJ2MRKLos3bd5gAJhnOWXzbSSLz2z3AV5eBBew69hvZuuuvbjkbwuDeuqzmzYxr2/m21o2Y9M7HT242XiPC0w92hTS7ztmbGK7Ty/fEkuJ6bIduhAkLkoukMw5xBzwbOPQLppCzrjGLNLvboS39l5lfjciWGPfIw6O17lJXaS4zkGaxDUVCw6n0zg27+zA7r1dbN1KRViJFYBYSG0O9sB89kFTgiwX4De63883Z4fjdS/yb/VcRUVET3BX3M/7bnBKa/mMp//X47hdUS6q7dtYee4du+qJVPnx/3n7ZK46gJCoDehXxBFjh7B1jNZK2UuVnE7ZLjoH83uy6xx0bsCqm9LaMp2XXK2A9DlfzygFEqpea1j/7MK8m9D3iEPCDl6xKICJCAWK6hzkJCkUkk9JptPK9Y+HYiE5N4XQN5zqJ982SwCzTDgHxzLbtWqDB+pDU9f2i4Zop9ymJjedjTuiCWVUv5XhA/qlG5vjNfUZmgyhJHT88Owj2fJbnzH7q5jmfrWHXpdTtosFkWndcFNClZDu3htVMqv19fkU4zISdA5J0MfWiNiXkjhc/qGjjSFHskQfJA6O9Ziyoq9zUCe8/Kkrql3bBKKmoGodGwttQ6Ui8PP7l2CLnzlryy5zBq2kZgmASJDW8NFmExrWsMRPX8rfV/+VZxJJqSk+z/DFL64iBFs96V8CRJ/OpJzVMePAETj1iDGx8vuZ7Gw/O2eakXOYu3wLnmPSvLrATSGdXMc0V5L8HHbEQnXw9TiYTvquugPdD6IRYqXOrlBK0Qj0OeKQhFCME//YBfJOFurEk79c2HbT/FH9JiK5hZVjklGWzMzlJ5Ztxn8/vAz/8ZeX8cfW1bjpqVWpx6S2n3j648REVvPT+LX/vNOT86cOkaFzDoa17epPEmkr4d9JsHX56RvmsxVtikYpDgsOJJwhAHPfR2ZMMI7949c/gzfa0pltBn057Id3vbAuuZKhHfbQUVGJQ1QcawutEdM5WMRvSbjzhbX4ym0vOLWXJaTOoalByaH6HHFwtVrhqhUKhFLB0y3oJ48rHng10XHGtMkO6x+KK+QpfU9nGW3K5E9zMpGn4I6uMr5+x0tYsdkcD8ml3STikDagYNp1lMbyqVonOE6hvEsTWwR6EdcHcOZSVf2DuxUKJx+3nXyzPty2d5YT3/b8VaH/D9d9/6aicX6xnIOy7nTfBbUd3UBP78NsyqrUYXb87Xs68ZP74rqsrKPscgh8khy5y1rR94hDwoqVMmbeWokCm375oeTm+tqW3fjxfXwwvySolgfqJDvp8oeVcfOwbYZOpobJw8PzTITZSBsc52ALHZHhOnIXE4YVubdiM/cN+zIfHJL6BIBpE/jwKxGdQ4q4CJx83Hh7wlyYPnGYc78S44bFY1SlwdD+TTjuwGHG95nkBKdfVd+jLlbS65p0XGqE2G2aU+XGHe2Ydsn9bJSARiqkc7FSnaDOmUkX3R27/pPAlpsXK8mNXJ5a0kyJWpS/aTbUpLpqfKSgP8Pm8cCiDfj8La3W9vjomVyZiPx1RZra1ZqblysicVy2yyMGxpXVev2vnX4Y327i6Hhwz1o0vIDQ0IHvrV+pgIe/enKqfms17f/AtHG+gYf7nK8Y9HB6bKW4WCn6b5NOQj1QHfeDB4LwMoDdA78RnENOHOqMpE9oC1dRJAqS03dI2XiaTdtQWRh+m+ok9+PBtHZ/N+91LNu406nh17Ykx6p3NT+9Z4GnLM3ykHX/oqgC1vTM6ni4Ta2zLBIjdVYsxI07OcYtZOztAnE5Ogf5vjnO0GRtI4tNY2gqkrNIK8m82hVSz1OtQlpO3v/62HQ8+rVTMEGJthuzVtLaUQ0NVOic10V/CkOQNzNhYhoJqXMwhbrJGn2POCTMaCl75moRUWCTLp3f0nidmheBWZEmIWM4ZYXH/PaSRu+UftJRrLRy807jtbTtS/xufvpomJworlwRicHzgk2RucaltHQWP4nQ+c3mBKfv+xwhMJ3mA2W2oe1SoZA6ab3wGq4alYrwQ4kbrluIsBACl93riXEP238wDhg5AD/76DS87eCRkXrBWB0/hj433nCMsdSIzGyqT1UjkJjPobchaY7YYhkVCyHn0N6Z0qrG0KY+pjSnsbb2Tsxbmc4TOezHzCFV21a0zFw/U/Gs1pFrbKXmUiHk/uAp8e3OgnbRAZ961H1sHz/+AMw6fAympZD9c/qFZM5BgNvRS4V4bgZbvxXht1XDt+yqCO8ZTGIlrswv/PtL6wOuVj7zkJYmvPfosXh6+RZGbOQ2UJvKpxGiIxs6A4V0zjnUBUnfVzo6mUxZ5XdxiZYa69skVrLISm34l1ufx1bNwe2g0QODsTvZodfoQ2Ay4bUt7PQ6h3j9VzfsYGoCpqOs3sKoQd4J/fIPHQ3AF3E4DsumT6n2PgICwnDOjAmxess27gycvmQ7rELasKKTpkKpmIY4ZHNKrggBgvmwwPvPeGWqUlgdTiEggtH7nDkH7dnUA0MjzFVtCE1Zc2ulOsH+hd956GhjrUIhDFFsC9AX9JRga82N6fcpxCRc1rnRg1SxhHtgtBdX8xZJSeuhqVDgCRpT9PMHXo30WQv+/tJ6UzeJICCQTw/3FcnlikgklKFYidu0mPoOY+HsAaaOi4fGOPWKx2Jl+h7dVa5g+UZ7GlejWKnoLlZK0l8Y+9bqd5YrfniW5EOT9AXi3rM6aqmQj4mVHMd409OrtDEI9nd3oMcppInoRiLaSEQvK2XfI6K1Wk5pee1iIlpGREuI6HSlfAYRLfCvXUX+LktEzUT0B798HhFNyvYRo7B931IhtJzg6vUrFiLhLQD7yVufyC6T6zdzVyXWCdpLKJMpLNO2ocKWBAjwRG1pTVnTsud2Ahz+3n9Ii8UJLqxIBPzqUzNw7SePw/5DWoLxJg3LNO7D9hvsNG42VLi8pmxxrq9H38x/dM8rRoe2pA1dndtJiByQajjElisCxQLFNvI9e8t4bcuu4Jv96lMzggx/HMce4RwKBuLg8E4DIw31PuV3t3MOPVCsdBOA2Uz5lUKI6f5/9wAAEU0FMAfAkf491xCRVPFfC+ACAFP8/2Sb5wPYKoQ4BMCVAH5c5bPUjIKy0XGZtabsNyhcGH69lwzxe4BoYhQAeHktn186KlZyH68ppHGaOWwiWON9G/YkC5ZSgQ/M57qhVwt9Tzpq/BA88O/vdNyrCMMH9sN7jx4bbLCVioNyXv7VKg5qMRFQTefAplONiwBdX49utjp/lVn/pHO8Ovr3KzpzDibRTVqUKwJNRYrper5w63M4+aePBiMd1FwKTsv8fA3HXdTWpwR3330vr4/8m1vz6vq2He4akdO5IyExV9ZI7EUI8TiA5DRnHs4CcJsQokMIsRLAMgDHE9FYAEOEEHOF94ZvAXC2cs/N/u87AMySXEU9YJvPRd9ywjQJmkvFcGHAs4tfb7FmuO6x5ZF/v7qRl5OrvXF9HzV+iDGssQ5PUZhcL8kcsejYn5ccniFSlnuy4BxI+Q4AMGZwCwa3mCNVmnqU7VREsp+DHLe+mZleld7cCQeNwPGTRrDjUttI9Lfw/+qrxCX1qKnpAU3F1DqHLIhDqVCIxbWSlnny9E8U9skdRAoRzsFvWxfpMv1/8dbnI//etMMcg8zURiOxx9c5NSKxEFCbzuHLRPSSL3Ya7peNB6AKzdf4ZeP933p55B4hRBeA7QBG1jAuK2wTWopI1An4xDdOidQJNxNErF046FEju8oCp03dD++fNs44JpM4iw1RwfQphMCzq1xpufkk6eqoWyoU2E1pJOMUJpElex7I7P1/u5wrogrMcNNJ5Bz8Cqrtu61Pvb1SsYAfnH1UpCxItmRqg/nuUryg32MjukmvZUC/onPQuUC0arj+1dMOdWqnLARKRTL6l0hfBUKUiHt9q2LCcNzye1ZrympDd1sr7fJD+w/o1xgj02qJw7UADgYwHcB6AD/3y7nZJSzltntiIKILiKiViFo3barO7t8mdCH/ujoJ9h/aoo/Ba0eIWGyX+Hij/64IgSEtTZg8aqBxTJznZlOx4Cy6qQjghidXWseV1AbgbpFSKhD7Tg8ZM8jWq1PbYW33+i6jVuuoJp5Ja19u1FIZLuHKOQCeVVBSHdfrer9W4qAF7dPR0q/ofCAoKGuAE5UVHBsqVwSaCgVj6JKyQjhD8V/8ASIK6UI4NhWvvMGLdDmY8nZ0M23A7r1ltDQVnLn6WlEVcRBCbBBClIUQFQDXAzjev7QGwESl6gQA6/zyCUx55B4iKgEYCoMYSwhxnRBiphBi5ujRo6sZuv0DE3zOIaykWwbIz1IRcc4g1hzFN4ICxTewJFNWKWOMWz+lE+dE68UVeyp0sY0J0uZdhy1kchacg74pJdGyqAIzftIUSH7WtCI4rj2TeDCic0iYDxJ6wh/be036nk2Fgnuqy6Ct2lCueJyDKVPhfz/sZZ4jCt8xa63EcIL6/Lvkb/ac0CoOGDGALe9uzqG9s5wqMGOtqIo4+DoEiQ8CkJZMdwGY41sgTYaneJ4vhFgPYAcRneDrE84FcKdyz3n+748AeFjU0WbM1rKcY1t3mWOohAtIxBTOpvYkKkKgoJyCOHCTXxIol+Be7rkG/L+G66qi1gYi3lrJlrwnC52Dibil1VbJvboikuVKSe8qVl+5QcZe0pO0hGIxxVpJ6ck2pE++9QB8/PgDgn/bOQd9bAK/fmJF8G+ZH90FBbJTB/P8jt7QVRFoa+/Cll178eCiuGXd/JVvBu1FvhM0Yo84sa8lEJ6LP1J3oKsinHWPWSBReEVEvwfwLgCjiGgNgO8CeBcRTYf3tVcB+AIACCEWEtHtABYB6AJwoRBC7qBfgmf51B/Avf5/AHADgN8Q0TJ4HMOcLB7MBKtYyQ8CdsJlD0XKH/rqydjuB91SLTWSwi1wMuFCIb6BqSPiNndpuhYzjWX6dN14Za2kjFhJi8xzgovXsXkbcyaDaREnbhSMh78BWk3/dwqdgzkpvV3ncOXHpuGkg0cBiHMOYZyksCzqeGWfr0eND7mHNIYIKzbvwg/vXhyUlwr2Q0u0X/t1VzFbuSKwyg8nf90TK3Dq1P2M/YXfiRErKf0FHIZhaf7qU8fh8aWb8bt55jS2aWI9NQJrt+3BuKEtqFREZg6ILkgkDkKIjzPFN1jqXwrgUqa8FcBRTHk7gHOSxpEVrJwD8RvEwaND+bk8pVRE8ql6+ICo9Yye4zgck4jU0SGTe8QWhqMewgbjadhfZM1NduaSyKD7sBCHL//un67DS0Qab3AJ3qPWRefAl5s3Q++Go8cPwxjfnyJGHALOIYQamiXN91xpyduhH/b3aCJRVz0BoCqk+cGZxWxRHDhyADa2dbDj0fsrOBIHqdPpNCzOkYOarbnAbegOsdJLa7bhA1c/hZkHDsfCdW0YNqD+uaMl+qCHtBmE5MWobiZJk0X/kEKIWGhhHdxJvSlQskXLec7BOqQYkja8JG9MU8jlm+e+lm4gKWF6TFMAtKh1S1iubjrJOgf+uklmzvVX0uJbCKaOaujAzbGTDw31ba4B30KFtNeezvUWE8SdkbYSTFmNxEGp/60zDscPzz4KA5u9jXrBWrO/UL9SIfBf4PZ89cA1xPc5MUW3dVnjxhDi1nvsbVYLGQWh9bWt2NNZbijn0OeIg51z4C1vopW8Py7+BLpopSK8zeieBVFrl0SCJL0+hd5e/MbUOodaxUqIEyQuQmm16CpXePGdNm6K/XBDYCJZcdg0DOVPLd/M12e4gri1kldJXfQdCnHgxlSNtYrOOejmo0VG3GlCQWtLh65XeW2Lx9GoVknvPHQ0BvQrORG3FsUHg+UclN8yzMZ2Q+4FpzVugO0wyLW5YtNOPLmUnxsq2jvLxnWom8s3MoRH3yMOSaasibRBWrcknzT1jVUGGluiBY1LaqdUCE+3Kji5ftZiJbXPmQcOj9ejeMjl7/z15Vi9ajHrisfwwWuejpXrfaYSKzEKTMG0qcOoczDU5/Iu6Cc/jvZOVKxluD5V2pD2ICmb0x3PiilCdr/vmHFBW9wtejY7SYi4/OAuXfZvKkJ3gtPDoUgM9MO97OowcA4JnLvXtqk8fmGg75DGcTTv/vlj+NQN86x9vbphBw7/zn249+U32Osu0oJ6oe8RhypPhxLBvBfJIhxd3CDj16eF3KiFNgH1BQ6kUUh79UzVB/nsvvoMnz1pcrwixfuUViZZwJRsyGiCa2gnUp/ZXJM8pEuGGFI2cJxDf927VdZR5sXnTpqM04/czx9XvF2Vc0iaTQeOHBBt329vb4w4uDk+HjluCL548sF+U/wL0TkHebhR+0zzLpubCoHnM08s1fdhF3m5rD5TznWuzeMnex7v1foePPzKRgAwOq7qYl1bRIas0feIg+Wavm9zJ2XVumWDIciZhO7cIwRv5pck4gnkrTGxUryu65qTCmPTAh831IutpG8iOgqMFt/1BDq+hhzEZlPW5L7VdI+qQ5dtwyoQH0PKpU/98vlvnxycOAPuQu2rQHjr5JHBuHS4bkTXfvI43PuVd0Tal/3pYqUCkdO7G9hcSoyt1KSJzuR4Vc4hIJwOj9LSVDSuAcDg1GiY19IikcPEEd58fOtkLcSJX5/7/r/85HEoFSiSBz4NOnzjg4EGr+daQ+rXgr5HHKxHlujp8Oxjx8dqqLGVvvCb56x97eqIyt4rvkL6ozOj8foDVj8h6bkLV+DKOcjNwVRdnnCTzE6J6bNWnVk1uRGSZNdq9ZcV5actZo/WQepQI7bTq9Dq6O/MtgFHTsqWxx41uDkItaDX0/U4Sd7+kXEl6Rw0pXuBIQ5p0FIqRg5lgIUTBHNdq2oatxDAO6aMwv9+9i2R8jCdafzOAf1KmDpuSNWWTGX/AGki+LX4a9SKvkccLNe8+RfWsKVhdPlmd724LvLvivAWyn+cMRUAMOctEyNjMlm9DPGVbDavYwnXOSo5AlN1brJym2OBcYKT5ok6Dt3PFlIjRKrItJqfgAtdOmr80OC36lxl5xxgfFlmCyn+uhr9N6yDWB05Lh2unIONS9WJw9pt7ukwg+fxdWhJ45PEPsI5pDgR9ysVIlaCQPQgRQx1MLVOjBg0HKcXwFGPXdSVcJDijDJcIde06ZsmWcLVE30vTajlXesKaf57hWKIJKzcvMtzXFEWOhEwdEATlvxwNjZs78Btz64OzQsVMdTDXz0ZY4a0YMWmnUGob5eN39WaQbKzpvqcJyZ3iuEW2w5GGXjMhKGxcCOmvitCoOjICegnb5MHqdrXO6YopqARJzjzuyOYk9JwfRFRIHbU92iV2wr9NKKV9JOyisP3Dx3f3E1Z/bH5f59/bWvkehqReYKDdEysJF9bkojSq2vizrw25RxURbYUoQ12mRfBrDsS/vrU0VmpoD+KuObRZZHyUYP6+f2b82AnQb6SnHPoEbBsAKQTh/gHSzLjs/Wm6hyaS8XYIisrp4SDRg/CoOYSjpkwLBY6wAbXuWQKdiZRZPJN8sTBbWEM6Fd03lxd6pmquDhzsTJqB85BCOCO59bErsU83v12fvqPJcYByK5kvgCOgMhx6fjCOw+KV2Sgvkc1YCQQ90Nx5TjnrtgSEd1wt3EhQp5d9SYrutKJmylCqx5bSQ3PzonZbJyDUawE/nXK3M1PaGapD/77yWGbVYqV5Dcycg45cWgc7JxD1AaaO0XoiwwIU4uq+D9vnwwgukClzsHUvsmr00UuPmpQMz507Hjj6Vcfo+xanfAyKxoQP/0BBuIAt4XBZYyzyX6TIPvcsmtvpNwl9gznBKdudNMmDGXu8RTSX/vji9b2gGQdDCnU4Uu/5fVWqolt7JrjMV8VSSRtmkmhYFRwa0CFbsr6+NJNOOdXc3H9EyuDMtM3NvnI6H4OEQLP/LbNITPnwB8ITRv0MD/fPCdadYX8RqZPWnZJ0lEn9D3iYLmWinNQ6n3x5IPwzdmHR+pJ72i1ngy8ZxqUiYUMHbXMo6/4ogzTXJLESkI616gnYXURcOM0hS5wWRietU92nIPUw7zpEwd5AnUJ3RD1Owj7NIl4vDJ3ObleKy4yCtuSoTL0b+/KLdrIRDkil/fHZmhu1hFjrP1wfZpO2jrnsHbbnlidFhmWRSeshvlb0AiSqn+LiJUSCJeuV4z0bRArJSnSCxY9hg1PLduMG5/yCKakzd/568sRs9acc2ggEnUOyr8ZyUoktlLYaNznQE/LuPrN3V5sJUsdk/LJxVqpbU9nwN6OU3JQDG7hrVW4REXqguJO4O86LL6BcE5wHLiERabHsa0HydFI4hDAH66LspbbTNTAe1wbuj5KhR5GOf6c8Y1fbytOHJK5xSRERIfaXNMx48ARbDmHJGs0W86KQc0l/GLOdBwyhs+7bZrjoc7Br2dQSOu6FR0EijgZRsYJ/tmS9v00+igV31SSRpUrFQgh8JtnXsM5v5qrlOfEoWHgThR/+tKJePmS02Php23WSmo7AnEKH9bz/l74Oy8l4bJNoWmofpozsfbcRqHXHTesv7fpIHpSHaLIZr/3/qnBb459l85NQPz0BwD7DWmJlekKae79Xv2JYzF0QFNskelJjyRke69uiKdVDZKrGxajiThc8cCr4ZiVci7w3nuY6KA2+/hjJw6L/FuvphN9bjPRZe0u3KIcF4cDRw7AcYqfjm0//9QJBxiv2YitaT+MBxcMK44a1A9nTY+biAd1tX9L/wHdCS4y/RlRrfngIfC5kyajQJw/A/8+k6wEXblnHWu2hhxVV0WwB4Gcc2gguFc9oF8Jg3y3e1P6wbAs3o4QcQqve2pyiYFiCukksZIyA/W6f/jCCcGmo15TF/dBSnRZNfKnxOffeVDg8ekaN14lqDvaO/H869tidd53zDhWLnv8ZP60Kj3B33Pl47FrSSdq3cZeQg3RrBL9aLRPr9GxjHOeJLwcdK9n/Tl1Kx1OKarLluXpO2lzMH2lx75+SuRgEA7O2lwMPBcV6kMeYPIwmIILAmHiKhN0oinr62IltV5Ej6eMjUO5ItDSVMRbJo2I1Fm7bQ827+xgDwCyL1Pu5mqJg4r/enApG3xwt2b5d/j+PMdVD/Q94sB8RLkRkiZX4vZHPbol4BEUI+eA6GSOssBRAiJPj+fMiDrJqSkSO7rKWLSuLRbQa+zQ/igUfEJlWDjvPHQ07vu3d2DGgcONir/D9vMmn6stPSnPdvT37seHr43HQZLjqAgRSWG6cQdvW++SC/m7dy1krycEkY20of5WAylyT04Wncn3PnBk5N+66EYPEc2JqPT5I63FslJIqgeRx151T7Fb5DgThdtayjhJ6nNH5X504qC3rr+XZo04yKY4Syx9bBzC1KOIrPWzrn4KAAKz8eiYvIqfPvFAts00+jQbrn54WaxMD+UxYXj1UQXSou/5OTBniqJCHCI6B04hzUg1PM7BW8RnTx+Hz5w0GfNXbgEQ9+hUxUF68/LEf/qR+7Pjqwjgu3cuxG3Prg6iT6qQFjWRU5W2UA/ffwiaS4XAz0GHXDyctRIH2fyOdnP2PK+et4B+8PcwXaMpToxtoSVZ6nAmuDrYwHuKzoHbD02h1i/5wJEYObA5Uibrvfeo/XHvy2/EZdycRYwmVpIWP5JoTJswFC+uiZ8sk+T/QT3lIHLejfPZa66weW9zokKV7vVLoN76pi7nvuxTrhFO2Q4kvw9JqDzLRG8NrNi0E5t3dvhjjT9UsGRN3GqxYAz0lwYPLo5zYbr4uJFSpj7HOXAfWLLBuizYxjnEsrL5/z5s/yGYPnFYjMMwxdH3huRfk6702sasWq48/7rnvMSFJCa/H3XhcASuWCCjHFUuHpdNFghP1C7pRPV3Ntw3BdRhm/9qILLIRmI59cfHEv+tekjzmyUfW6lUjKfXrAQEtsBulrq3L8BxDj5xKAts2tERRPI1iTaSoHOyrrAFuuOu/WLO9Ljfh9KnzjnEvKm19iTnomeCM1oryXaMOofwHllHNYfeyWzysk/ToWVwc4l1/MwC+rpqZMKhPkccuFcrN2NPuRqW23UOqlgJmDnJU/6NGNik1fMglbnvnzYubEve71eSp8cmbWNWF4Zt05aWQyobz4kFuI1aohwQB2M3mDQyPAknJS+K1otWvOSsI/Hrc2fi0ydE2XXbAvjwcaHI7Z+rQ/3GB6aPS7xXgvdz4Dcbdfzc7OEC1slaJtNI7oChi48kEeyqCJx42UOBjkg6XqWFbdO0EQx2vRTi45cY0K8Y92dROYdSlLh9+0zPSEKK3vTvJzlF2acQ3vxuV3R4EVFtglWWnN+qlZ1KoDiLQXmPac0MbikZkwt5Y65+Q3cJtlkvJBIHIrqRiDYS0ctK2QgieoCIlvp/hyvXLiaiZUS0hIhOV8pnENEC/9pV5H9FImomoj/45fOIaFK2jxiFVecAXdHFiJUYlloIgdlHjcUdXzwR5yexAcsAACAASURBVMzw4iXp2bLGDeuP8cP640PK5qbHgekyBOEKdQ78pn2THyhMyvUj/gpMFjluo/7lJ44DAHz1PYfh1CPG4MxjxrEbW+u3T8U9X3kH/uVdB+MnHzkm4LaSTqRcVNMhLU04dep+TMY8cztfUiyqVPGIFMU5EQdGrGQLnzFuaIt3cOCykDH1pUJdiGSLN2lqrFvwhJxDJfI9x2nKcmexkjbXVNjMJbmNjTOQUDGkv/dMUvSptqGLlUYPbsZn3jYpUMDrTcr3p3LPX7/jpYiHdzrOIdQ5BByecuCSZR+bOTEok22ZnndQcwk7rcTBeCkROoff05L93ARgtlZ2EYCHhBBTADzk/xtENBXAHABH+vdcQ0TyqHAtgAsATPH/k22eD2CrEOIQAFcC+HG1D+MCu84haq5oi62k2pDLO2ZOGhFsxuEk9a62d5ZjIgE9DkzAOcRCHnt/TZyD9D/wnOCEUSEdlnmWQ8s2hqai7zrM86Def2gLfn3eWzCoucRufKMGeZE+vzH7cHx05sSAPU860aRxFLLWS9gMZbIXG6KcQ9inSSF9+xdPjHnP26AaIfCiSVnPsz5528EjI8EAAXdrJT1InAmcIYXE3q54WSgOjbelGkhIzPDNZptLRYwd2h93XngSLvvQ0V49pQ0utLUa9j3GOZDWpwD+9Hw0hAknJjS9tajZtd+2MiTuecuWdwF4ojKbh3ktoiDdlJnzNaoXEomDEOJxAHomirMA3Oz/vhnA2Ur5bUKIDiHESgDLABxPRGMBDBFCzBXerLtFu0e2dQeAWaTz6RkikXNQvrGNc2jbo5wUmDZVe2shPLlxc5MuLoreLk9wuo+BKlbqtHhrvv7mbrS1d0U8OlVlu/oMFSGwTonEyZkYunyGkDjYF4AkXBwGaRu6bT9UNxdudGOH9sdXZk2xjiUai0fhHBR59AeVcO0jBzYbxWfHTPB8HN4zdT+ccNCIyPhNHvHq3JCpY3VIPdj3/7Yodk0F55PBwvIpuThboSiFOUwx5sS/mDMd1587M1C+T5s4LPCCVtvg55kaiDB6raDN32o22qjyWjkI+mVqk1z7STqHpmIBXRVzsihTylIX6GvhcydNqrqttKhW57CfEGI9APh/JTkbD2C1Um+NXzbe/62XR+4RQnQB2A5gZJXjSoRNhgrtdMvKi/1C1W+Bm/BqbJzbW1ej9bWtEacXv7sI5OlD9zFQT02cwkxCKqu58WqlqIgoy8r5NbhYs3qyW5HorGWLP/OJt0adsCqGhfbY198V80bmcAwTG0mF/lieWaMqGiNc+bHpwfVCgdfTLPnhbEwd50VIve7cmTjj6LEAVFt8k94qJPYmvYSck4vWx00r9bak+bELuG/AcSdlIXDZvYtREcAhYwbh1vPfqvSJYPwSg1uacJpGqEhZAxKcFZzqQ6KPT9YOCFKi30dUPFWpiMBkul+xgLcdPDJsVyq3lTbZBFoMcTj1iPBZ5TOZggb+z+MrrGO2IeY/Vb9zcwxZK6RZEayl3HZPvHGiC4iolYhaN21yt9WONMysjtBaKVkhLTdMlY2UEy46Vu9vRYggFeC23fwJIlBIB5yDThzCtmzy4W+994hYGWeRKnUOUSUss4k52P5IJb7J+ulMf8PUxUqjB4fmn4Nb4jqHRxlb/ANHRi1/5JgPMIRDsI1ZhdSH3LvgDfZ6kYiNrdRcivsvAKr5Mi9WesFXpC95Y4eRc9iqBRS0wWW/sFVRQ78E3E8F+J/HvE1tzlsmYvLo8N2T/z5c4z6p8+wfC+PmmqoPyd5y1P+mMwhMF+dWJFSnO91g5OpHluHEyx4GAHxj9mERTkQ2FSWOItIOoITsUKqdq/g8SOMBuSeUKwLf/uuC+ECrQCOtk3RUSxw2+KIi+H83+uVrAExU6k0AsM4vn8CUR+4hohKAoYiLsQAAQojrhBAzhRAzR4+OR0J1gY1zcNE5yEmqim74jdXD9Y+vCBZEzAFIs5QJiIPWsXpq4mIiSehiK7VPXQnrWX0Ym4o+hLWK9864RTt51ED88pOeortQiJ68r/joNGObFSHw5s7kzVG+di6Xtv2+OPGtCIGrH/GckPTHLhYIu/eWsfpNPp+1PqBQ58Bv3FJ53lmuGAnIicyBoxboBhIqLlBCgL/7cE8IoBL7Q/cbHH8nRIlcdoHpkzXB9kV2t7euxqlXRL3iJYfOcivNJay6/Ew+MZVf7Z4F64OyfppIklM0CxH9q1437dOBZZlPyBavb8Otz4Qe+dWc9Z9Yuik2tkajWuJwF4Dz/N/nAbhTKZ/jWyBNhqd4nu+LnnYQ0Qm+PuFc7R7Z1kcAPCzqqZJnWi6qOocEayV5qk9MXOLfq7KUYwZHnaWCk5X/tysQK5l0DnFrpdmKwxxHpH76kWn43EmTI5tNoeBzIY4nP2sd/wTGsfv65qH+Wz916/f99YW1Dr172Kux82lnDxFpdvMUu/7mrr14dlVcbKeioH1Qk85BhkaXDotcnYHNJXx05gSMHRqPZ8WNP7FOMLT4y1GD7ulJdbz242tBtz7jRmDzh4iOzTus3P3S+tg1NaGOPodMUYJVqBx+RF9FoYGBar4q2xw1OPTBCfKtG4hhk7YnxMZVBXV4ac12PP/6Vry6IfRA53La1xMupqy/BzAXwGFEtIaIzgdwOYDTiGgpgNP8f0MIsRDA7QAWAbgPwIVCCMknfgnAr+EpqZcDuNcvvwHASCJaBuDf4Vs+1Qvq4phx4HA8/53TIkrbqFgpfj+XLJ0DdxqMcw7+mAQwd/mWwDzPJFYSQuBjb4nK50cMCicx59Mwblh//Of7p0ZOV4H5acKiZcOLa5CyeE7cpRNa1027IuKJVThI23jp3SqR9mRRIC33Qcr7w/uiog9h0DlI2l+ueM6Dps3dNdqnKxGXY1JxuW9RJBH4MCjfU4j4fN5brmAdE4qb69PFks1kDH3TZ48Px6ZxK1x91SrrzhfWYvmmMPyEatll5Bz8v/86awo+5Bsl/NLPAGdTSAMhIYrThvQzqlQgfOiaaCiayz98TOp2akGiHZwQ4uOGS7MM9S8FcClT3grgKKa8HcA5SeOoB/oVCxgxMNxc4x7S8Y8qN2BTbCK1LR16e2qQsI9f/0xQbkrQXhYilkjlG6cfprQfHwdrSumz8Y7MjxUFf5WxVh6VaD1XFpkjWh8/Ph45dOLwAcYQHGlQIIqdlKtrx/ubZMoq55Dw35tJ8e9xeMBxBwxjAxoG7aUIU75ue3RDn6O916Iy16L3x/u484V11usmgqRDciHcd99f4Zx0bsXGOQgBfOW2FyLXdE5W/jOikPZ/N5eK+NBxE/Dnf67FU8uioXB06GKlpGRPLuC+KWcGXE/0vdhKynfTP4DOttpMDG2yf9mWDjaIGYM45xCeSNVpN2XMoCAbldcnt0B5IiXgrlBMqqPHc5L41admRPp093OIl3H7n6m9tFJJAp+T+G9ffjvmrkjmYPT7VM6Bj88VbsCmOl57HreV5Ouwh0m/GWvL/5q6xVxsbIxV0MQRA6ra4Gy+FZF6jgcHvR53iy6qVRGNjByaspYrfJv6ATBCXJTV0eRv2qFYKdrvMCYOWhJcoyLXE30vfEaC2Eg/7eqQoTaSiAN7itcLFXGRirgpqz827YQe96S2DilST2+Lr5fcoDRlVbmQr552KF74z9NwtGJSqpuC2prmBAxp0jemFytFOQcZCuHoCUNxwTsPNt0Wg25gYOIKVGJfEYJNKuXV89oymUhKLGMio5qQdEBROYczjxmLwc0lTB41MBiz6XY+BpP3N+l76HlUTChQ1FeGFStZFO8nK6lyicLvNF/JvKbepq7xVzfswJ+f5/VgkpvvNEToM8UQkxjUXIpxxkWX8MJ1RvePoMFQP1ucc9AtMCxiJUNU0+Be5tytf2/TQtOd4NT4P+qk1zkM5zDb/nMmntYcmiPyCKraVv9+xQhHA7gTLoC3ouKejXPeqgZEURv1NGakkXb8v6os22YOXakIYx2vnved0lpjsWPzu9DnjA45vz19iMDYYS2RMZvuFswQ5WHI3eTVWg1FzeKNdT4NLsUvqqFH1Od49Y0wUoA6VpVz0HOLqCFf4mKlaL+m3PASpSLF9gJdfNwd6HvEwSI2UpVU3vX4/YFCOlFgz9zL9AfEF4XJCa5cAX7x0FJlLDwRSYLc0Kt4BKYtjz1PSmfoOjbAzQoFAPYwCZSA6PtMMhwAvE2sKxJKvbqFqZtuVhhFLqCczisesTf1JkV2WaSKdLUcCjb0iseZyTlGAefAj5Yzo5Y1kxXS4fuwgShqfJCkc1ChO0aqYs4jxg4JytX73jrZs/CbrmX6+835x0fCncTEStpzJD1XqVBgzad1qPrRRqDvEQfld0zK46RzkJxDkkKaKWNMJL0xJYiVtBSJpnquexonV2bruSg6ESpWw3GYT8su4PYvThzCZbPTYSIgKgpEqdMx3vy542Nlui2+MJipyrLlm3ZixeZdCToHkXjydIFUZnIZCVVIprUsPIfLSCIs8N/x6k8cy3qu62I2E/T3JnGZZklVIIoQB6tYSSuPHQRJUUhHrJXC3+OG9ceg5hKOOyBqQvqOKVEfK12spPdtyg0vUSpQbHw6h7fq8jOd4oZliT6tkI5v1snEQW6YyToHTqzEcw5J9UwnK72eq1iJi97KwaU1aaKqtuVCGG1g4/kwz9ZuINDSkQtw4PAQN2VN2sy+MmtKRH4tEZxa/X+bnODk97zs3leC/vlx+e/WHxtnseWKZn/z3t0RvrMZjN28Otc8zoEi5dx3HGGQqbtbK/n1lLLrz50ZC8ehx7eyfSf94MMZnwimrr4kXKzsJOfQaeAcbEH55Nj016ruH3/78tut99cLfY44qFNQTzBOcFOalgqUKK5IY60Us4smnjjok0xvz1ms5JvsJk1a18B7FSGwsa0jUqZDH5staQ23GLlkKiYrHdWfxM1CKso5JBz0jPNCzw2himVUmIh/vD3430ng48cfEDtJp4EMla3G5hrJiCnCXA0C5Uol4BxsOgebzgRI1g3J++evDBXDJnFckp+D1x6zVmIHszAagnro+uHZR8XuU69zhwJd56AfupKsyZqKcQ1lRQi867DR2Lprb8Swo5Hoe2Il/7v9z6dn4Py3T45cUy0YAPOiLRYo2c+BuVUv00+agOk05/3VCVI8KJd1SGF7vv18EnF400ExK09gKruvynCDPrWxHTkuOuEf+dq78OMPx0M8S7y4Om7n72LC6SKvL1A02U5S3uYkpybZZVe5wioW9SITxydDjnRVKs5pW02QOoHde0PiYPPjKVcEusrCiZCZOR8Ebdngsla8MtI4B0N7iHOME7Q8GFA4h7IQQSiOj86cGKmmZ00c1BI/T0sCKvvcujtcN82lglG0Kd/tdz9wZIzAliv+PKpS/5UF+h5x8P8eOHJAXKyEZA9pQBKHLMRK8qQZHUOsLYMSfHdn9DTt6kfhaj+v4kcf5E+t0vJJJVwnHBSPC6S+j8P3j0cRnTxqYGBNwokLuJzZLkyBG3GIcg6J4rYEzkHOsq6yYK2DdF2OiTh489HbpHXHyLSQOoddagY1jsNTlOXlSjh++UpMmzYHOb+TxZfx+016K5fvSUSxg88lZx2p9YlgMxDCrF+T5rPDfeukTW0dsToq5/DC6m0R57sB/YpGPU+xQPjiyQfjlMPGxN6rjEzcnUZLfY84yEnObcMUZSFNE7HoIFYy3ad1541J4R1sIhk9l4M+6dQJ/rX3HIpr/KB38fa8DVha6Bx3wDC2nsTJh46OhdVWsWLTrlROgWYxSnQjUtHfIVQ3h9/Pfz2xzhtt7ZFwHeUEuZJpvYaKVe9vZ6USM0sG4kTceAL2LcE6y7VzDlKspJ5ix+unaWVsUiclxWL9m4oYO7QlOCR864zDg3tMG5h8zGhO83g9WaZeYw9JRE46JALQqSQw+tCx42ORf5uKhWDOlivmTViKlUYO8uKibdsT56ZVz/iF67ZHrvVvMhOHckUEBgD6frR9T6fVQbIR6HvEgQnJK1EqUEQ+aiIOJQfOweSZzP1bVWBxwd0CsZK2MHRfC3WCHzF2SJBfIDY2X+cgA9b97vMnGJ7Cg03RLYOl3fXiOmMdb2xhG6b5brJaMZW54JpHlztZLKkYPzy+aaowjV8mgJLvpKscD3cCxOeBKQBiQMQrPAeSBgH3qczbfz01nhSpqHMO/r+LBcLci2fhbD/eUDESJtvAObDEwfw+1OVmqudyKNN1Ds3MwWL8sP54o60dXeUKyiIuPlP7rIgwwyCXDlQ+f7kiYoS/qVRgxZTCtwaT71Hv/tJ7Fns+MJbnrDf6HnEIOIc4SgWKOEOZFq2LzsFm3672BwA/u//VhLbiCxuIK/rURWrb0D1FpycTLxXImEDnw36+a5fTiyrLNvUZ/raLIbiAbtMnhrqYryvxpFxwxH/el6q+mgWOg2kzXLnZ81S+zo/E21XmOQddQmQ6hEjPbW+Tdl+qx08aESvjYoLp+Zy9semcA/+sqhl1kpgtiTi46hwKBTdRKCHKYXAxiQa3lFCuCLS1d+F38143HvZkBONRvvL+80p4cwn5jriTftFgJi2L5HfhnjfnHBoM+Zm4d95ULEQ2YBex0qdPOJCtw8pRtX+7+BGoY9VDU8dMWx2Jg7Sf37p7r/VEKq1+XDz5k8Q+Kltv3ky8v8+9FuWevn3mEfjyuw8J/u0SxroWJFlpmTmfcGMFgE7l5K1CX/CmDY8o3ETSiJUGNMe/hZwP6iZoU0i/umEnFq9vM8b4UedXkpgwMk8ddRYsEQFhQ5tDoEWNc5jAcIJy/L/xIyHvYDgCwHsfUvdy+P6D8dmTJjNj9f56oVA06UCBjykm81rI9ce9A1OWwEahz5myhsrO+FsvFaOKLLNYqRAsWnXTUuF6GnKBnMi6kk3fVNQFZVNOF4jQ1t6F389fbawDAP2KoUghCUmWT/sNCTd0o+mj34++UA/ff0g05HgdF8xF7z08sY7JWkm3PisbxEH6+zRZR0U5QfdzHPftOf8cVv7vd3Pxn71MZqa0tKUIceDHIYehztOfMGGnudu5steTki0p96oSgP2Zw4TJPDxWz7dW8nxW7ESwIuIHKUlcdHzjjpcAhGlg9aZPPWI/tO3pNMbdagT6HOcgYdI5qItH3dBUqB/MLCLJDiaxkq44VYdi5xzc+pVWGC6srXxv//PpGex1NbyCqTX1BBYpL+j16kcdXFKOmroPlKBSIV2usOKgGOdgUICrn9DGOfy/Uw/VxmfmCPY6cg4Sphhien4QDpwpK2fJxm3QLlz1mSadmsY5cMQydO6z91H0rZVslkOqrmz5xl2Ra4UCsWFq1mz1CJ00MtHfYVPRC2iZi5UaCLvOoRCwez88+yhMHjWQqRXNt2Biu7kFyinGdHxlVlxJKJvS5fo656Au2CSdgwuaArGS+YYf+E5D7Z0VjBvaEqTAtPXpKpYJxpFhhMppE+OWWScqG5ZTgiND+YiBnuhsSH+PIe8qC3ZT11+nTecgYQvhPGlUlKBxr0tO2Wh623g9/Vsv9k+2OlSOyPzKvAtdEZ1DvBaXOjSJW33LpOHB3Iv3GlVcc20FxCfhe0trpYpF/i/LX31jR5BqVqJUIJYzlMRLzm296a6K5Fasw6sr+h5xCKyVeLGSxLQJZvPOyCZsONFxH/UHZ/GTOQly8ulOaboTmDp5bScv19OInLg2EdUxfgCyjq5yLNNdFO4yan0t6d7UtZymxg+Lc4Oq057ptX1fsZM3df+Fk73w3u89yjvR7i1X2HSo+mZl0jmo1TjFdlgv2h67GTIKaT5LXbSM80z3+gjHY/PwBqLWeFyfnKln0jf+9plTjYHoiKKWfaxoj9w4B2mtZDN3lWNdz+hDPLFU/J4gX3yRH0fIreScQ8Ng4xzUE6rt5FJ0ONHpH/Xg0QOrjqoo+/vHwg2R8ndMGaX1Gf62nTRd4xz1CxygzBYiwabTWbGe8JNs2NU6upWYmt4RqO00xYn31c3D9N3PPXFS2L/hCZr8zIICng9JuSJYSxn9/etpTrl6NrGSyURahZxDatpMDq6OlGq9JGslLpGSCk4ZnJTshosCG/QBTazEhjCJjtEEaa1kDa1uGMoHpo1DkfgAl1KUKKUQ6pzqVywonENOHBqGgDgw71ydkFbi4FBPn9yDHCMqsiZ8TOH8b83C9efO1O5NPp2b+uAgN3ubT1hoSVWxcg4uYzMFGGzRNoJaTlNcnH8XyxsVtiqeb0Kog+E2MX3OfPvMqYn92ExZ9fFYxSgJ0O/9AmO6qdczR5X1/poyrUlsYohjkliJ48hUqBF7OUIj56OLzkGGVrf5QnD4xZzpsdhMEpJg6lFvgVCUJfZlPwciWkVEC4joBSJq9ctGENEDRLTU/ztcqX8xES0joiVEdLpSPsNvZxkRXUV1JJehrZJdrGSbnGo906JV6xy232Bc+yleUesCYroYM6Ql5p+gjtlmouqsc/CJgy20t7owbMQh0qehf9mUrqAconm36rfrxMMGbnOKWN64vhwjPDFEQBw4sZLyzo47YBhOPDiupAU0nUOK7+kSusXcVlhvcEsJF59xBFvPxVopIPZqsDzmA3z4uLhfSRKRtuVTJqKI4yP37KEnuLWbwBTVmuubGevkUQNB5IXi5vyl9Ox+egvlineMqXk61oAsOIdThBDThRDyGHsRgIeEEFMAPOT/G0Q0FcAcAEcCmA3gGiKSK+daABcAmOL/NzuDcbGQkzPphG5X6CYvDJVofP30wyJZqNLC9aSsjiXJlNUFcrO3xbNRaSPnVCWhEmNTprVQLh4ShxU/OiMWx14lit9531Q89vVTjP3q4J4kwgk6vBvb+/OaErjxyZUA+E1Mvd3W1hIlQ5lNZGeK4qvCWVzkyj07KaQ9rH4zdGrk3v9Z08fHDhbJnINdrLRLMd7gOIcgaVeCx7XkHOwZ++JlP/2IZ7JbKho4hyD3g/D/RpHUZyNQD7HSWQBu9n/fDOBspfw2IUSHEGIlgGUAjieisQCGCCHmCm/nvkW5J3PYDgqufgJR71CT/NltkbnAdWG7KqTddQ5SrOTGOdhEZ2qXSw05jzmTXe45DhkzKPh97AHDjCbHHBI5B4dXY3t9RJ5eQ1qtcJu6qxjrXYeF4aGtOqRY+/E6rvby6r22Pl3WAPftTI+rz/EkAzWr5R9F81bYxGxJsZoKEWslQ3eBIUU4uSSxk17uOqRCWl7S9XplIVCp7NucgwBwPxE9R0QX+GX7CSHWA4D/V2ZeGQ9A9bpa45eN93/r5TEQ0QVE1EpErZs2bap+xDBxDuFvkxUS4LbZq9YlaUQV77QkkZGYNJK3xVf7sS1sd1PW+KS3tXXgSN70F3DTc8i2XByTJFwJpwQnglJFP67Z74xjI3IOpGi6LnHw6JAI2pX9+sbKbIbVHDAs97h5SEf//YOzj8KYwQbfIQfRmIqBlnwgBM1aiVNI++3f4HN4JhTJEyvZLIe4eSs5ZT0HhYRMPfqBaeMARMVbAl7oEoF9WyF9khDiOADvBXAhEb3TUpd7SmEpjxcKcZ0QYqYQYubo0fFN1AU2U9aIR6rjwjAh7WkUAF78z/fEUhJ64wp/Tx07BA/++8ns/Wo/VoW08sptRCQIRWwhDuo7s1mQpFH0ykX20FeTn9P0LT7JRJE9YMSAWDIXAOivbDRu47Sf4pPCvrt+J1V8ZhVzOjgJuhJRFx8evZ6plq7XM4WaAeJEOWmNWb+BA7EM0qH6H+tn50wzjAuKKauJOEguJH4oMHlITxjeH2OHtgSHQXWIB4wYgM6uyr6tkBZCrPP/bgTwFwDHA9jgi4rg/93oV18DQM2kMQHAOr98AlNeF9hMWSOyYMubceMc3AjNdYpH8dAB8ZwFQFSW379f0Wjz7qrAVMVEd3zpbcZ6gbWSo0Kai0Aq4bI3yUUtxUoHGZwQXXRDH3vLxFjZjz54NIYxKS3VuFC2Tyu7tYuVoglpTLkKZD+2eaYSLdv31Pt43zHjYnX0zffJb57CtqX2Y+OiquEcbNCr1mKRps8J3hExWnbqEWNidWS9ckWgbHFIC8LbMN7nUiylo7MsItyg5BJPOmQkjhw3FDs6OrFu2x6n/BX1QtXEgYgGEtFg+RvAewC8DOAuAOf51c4DcKf/+y4Ac4iomYgmw1M8z/dFTzuI6ATfSulc5Z7MYQu8F/VIre0UrN7vushMIKLAs3e4IV+vPi4bQVLFREOYzFYSkijZ/RzC37b4P0nZ04BoiIdSgRJDQQPufiYAn8ULgDEqbaxf7a9pbDs7OiP/to3PyjmU1NO5G+FddfmZRusnFROG86JJZ4u9iM7BNC73DV6fYbXo6XRi0J8RQbnmX5dioa5yxWhwwVnZyaVQYojDys278Jd/ro3EipK+PAP6lTC0fxNWv7kHbe1deOiVjegu1BJ4bz8Af/EnQAnA74QQ9xHRswBuJ6LzAbwO4BwAEEIsJKLbASwC0AXgQiGE1Bp9CcBNAPoDuNf/ry6wJftxtfYxJbZXoU5QV9mtDbI5Lu9v2I/y29KuyjlYLW8KodzU3Kcbt6I28Z338Xb9IXteSWgr+XTLjdlk4aJ+K9s5Ta7xJG/lDUy2sFi9AiXaUar92PIwZymXblIIvKto1Uwc3PvVzx+1EAfd8omLGKzPG9NhUIqFTFn9gHA+tirRhCOcg/ZwDyx6I9aG1IV1dFUwzCBBaDSqJg5CiBUAYoI6IcQWALMM91wK4FKmvBVAdbElUsKW7Cdy8rZsTvOUROgmlCLe1uZ6zsTBrzdikBvnYJMXq5yDrf/Q7Nft1Grz4lXrHWNImC7r7O2qRDYpHS4e6qmIg1JuU75z/evQL5lO6FJ0pmag06E+myk4H5CtRYu6Adr8VtKE7HaB7v9Qi1hJP+FznEOzVseWx7tcEcasfgA/VlkiA/ep2LIzbsotjSI6OssYxqTE7Q70wZDd3l9ufTicjAAAEn9JREFUKrgqpF3QFDlZ1c45yPgzds7BTV6ssrm2x5TvyjbEqPzfzRb/LUwyGiBqXmgT9bhY1HDlJvNHdTNxEfEmcVJqEzMOjBsYuELtx2Zy6bqRHjF2iDGQnoQqB7f5EqhjM1lSqaO67QJ7tkHOzr9a9NMcD1sYR0TdeMJ0yFjyxo5A/MMloQL49SHne5HhHFZtiYcwkUE+Zx+1f0T3yOVbbxT6XvgM+YP9oOHvWuOoRzgHG3FwXNjSMUx3CFPh6pDmKlaSugZXhzor52C8orbl/fV0DhZCo9riG1n9eJlps1M3Bi68Rqx+wnOa8jOkhTouLtS12qcL/q8h94ipT1uICtUXxTTXXOcGENdrjbJwyElQOZ6vzJrCHpT0ZzMdplS9QLshfDmfrMj7WyxQLJ6X5AKHK0Rg/6EtWPz92fjM2yZFxGAmLrsR6HPEQR6Hk3QOts3VBa6epq65geXisfsvqAvbPH51HdrGJg9vNs7H1SzT5XSrhjRwfU4T4eKey5StTiXkLqmqk3JluOQ5doHaz1CLqMHVj8almmsIFjVSrkn8RJHDil3pr793m14nCTJgZP+mIv7faYfydawRhNNjcLMeHNLnHIhi+qLOisCAfkU89o1TIuX9+xWDkBsSaZI8ZY0+RxxcrZVclHw2u+0mx/ACriIBKbe0xy9yG7+rWOltB4/E8ZNH4KL3mnM2uypD05iyAu7K7TTB0Exc11QlZLfNMisYW4L3eVbEwfXduqYQle25Rux9evkWY72DIg56fHtq6dRxQ9g6Ei5E2RX9fcsf23Nm2R8AjB7SHPm35B65ZD9d5Qqmjh0SixkmEbUYy3acadD3iINF56AHw0qCbe2qYpFaw2cAiqWMzcTW8WtGk6+YxzawuYTbv3AiDhljlnuqj+YamsSlLVePYJsJoopfzJlubK9/v2IQ/txN52APMJgVcXCF6+lSvrdRg5oTaqZD0il/QL9i4hpwIcquGOenBTXlopBjcsGpR+znVG+wttHLNVYsxJ+tqyISoj67iaTrjT5IHMwWOLe32nMqx9syX2tydIJzhZxgaeL6m6BahtS6KF2CEFbTlmuaU1fiIMMUmPDlUw7BgH5FTHOQ8drjHFFivB4AmFmDojrNeFTIaiZ/DwmbSDINJIH/4LFsNJzUfb4/4RtKDHGw9pk4YkBE5m/Chacc7NSnbv0kuXPOQ7qrbM99UkwpwagX+hxxsMHVQkKevD7IhBqWoIw/sBQrNTmKlWwoR5zgajObc3W8k3JxVxGbs87BUayU9A3eetBILPr+bNaDWkKKn1x1Dp9/x2RjvSxTn7rqrULHO3u9rOzsW5qKeO7bp+KSDxyZWHeMQ/DEqyzcXzU46ZBRiXXUb33r+W811tPFvQFxKBSC3x1dZdy/8A10Vcw+E3qf3Ym+Z8rq/+Vev+tHefKbp2DP3jKGO2Z2y1KsZLP/l93sN8QuNpDWSj87Z5qzd7AJJUdnP3Kooz5arWKleqwv2W2izsHnHN5jyKcNhM/6uZPMBMQVNlFjdGx+3wmEMktl7UhHEZbKOUxRou6qcD1kcTkjONh8RyTUdzXGsq50zmfsUC9Ef7EQEoof37sENz7lBfozhesA3Il9vdH3iINjVFYbWpqKqTZVl3aTxBlD+pfwRluCGSURXvzue6wRK4GQC8ni8Ooai8fl1OqeTyP8ncZaqVbIrpLG1hmkgLSLn4BoWO5q4SpWkuNOIg6DmpsA7ME3ZpsNEQDg4vceHsm9kQWu+/QMZzl/rVj8hufzYXt/6reeaHBoBEKC+pm3TcJ33jc1fNeKn4NqFvv/2zvXICuKKwB/Z1lYYSUsAiKCy8OgqKzyioCgWD6iaCqImPiGqBW11IrmR8pXUikrqJhKSFBTZagECmOiqZRawWg0JBU1JhoR8IWIIj4CUiEmoiBGJJ78mB529t47j7s7984Me76qWzvbt2/P6Tkzc7pPd5/uanieetD9jIP7W2kqa626c2ko+9pTx3DTQ6/sWSwTRtSURx+/wZSGXB3CLUQYG/9U0dNi27+LXm0db0SSxHKqFr9hERc+w28pRm/Q48qMOeeE1hamj442IFW7lWIaBf4lPS7mvJfNSOaPT4Kv056NDV3ejc/X0xXHR8v39r+9l/UxEe6l4P1VaaW1j28cGhukbPOoSqvu/1AhhEalcyYdZ6kF3c84RExXqpXFjtoEx78Rom48gBMPG8yJKbWo/Js1jfoGH+SjhrWE5tvT6k4YeiK5q6RyebXomvsxtfpGDOh2qEMCGeJcIA9cMS22jKTjF0l0kBW+REl7QVH4VzTp2MkNp40J/S7pM+K7lUrD7gRXSAcXR0YNbwYniXRlhX1X6bYD0nHrHNIkqjXfNrQf15w0mkXnjK/JuSvRPliWbn2Dc99L8VvyUadMugArCc1NjRwdEqajs/grZMMW00HJWo0E4UTSmMDpX7e4F6t/f8f57tNeA5CEJC67qsuM6T2ePckL6z7mgPA1GEnlCfYcgvTs0YCqN0MpbIV1KUnGQupBtzMOUesc0uaW2W1MGt4/dsvOa046pKqtLruK35Kpp28zyWBo0tlKSTl4/2gXXLUc4RZyRc3wCkodPe3YHaTwHvB7DnG++nbj0PVz1ookPcahMfux704wlRjg1jPbWD8/erv6pL0sfwV46ZoTvyHx8af/45Pd8dGcoV3+KaPSbdxUS/dzK0XsBJf2SvXzJrdyXoUdybLmsxr1HKIIhjAOz9N+nEbYgLRbwD86exwbtu4I3ZQJOtYhamzi6hNHs/bdDyvu/Fct/Xr35KGrpjN6cHjPDdpbt3Et0yyMR9Kew9qbTonNM7NtCMuefjt2sL+hQWhqiHbnJr0N/YZAaaNmn17txmH1O9vay42ogt94Kw0gWG+s5xDAd/8Ed2fbm8liaX7UQxE02MENczrL5JRbXs1NjXs2XUpC1M5441v7s/LGkyINTTW0DesXO4POXxW8c1f4ymHIxq3ku1yam6Lr0NzUGFvPKaMG8OatpzF6cNcjmiZtQG1634vY6g9y+/Txew67OvYaogJoThk1gAumtHLbnLZqRE2d7mcc3N9KrSN/vOjAmG5r0Zk/eyznTW7l2JjZKGnyWZWurGc2xu+ZEcfs8cPiM6VMsHWYl8VMPr6LI873fYGLGRbnvkmTDz72GgMtvTsfjTVIWiuLk7qVHn5pCwD3r97UIb33HoPc0ThEBfbs2aOB+We07VkrkRXdzq00c+wBHDJ434rhiKt9gRWVIf16c8vs9Fol91wymQP6RY+Z+K6stB7atxacnijfqIHNbHyvPH5+PfC3fswLQ1t6c8GUVs49OtrVmYU79LY5bSxc8RqD+qYb96mrJJ1WO761hTXvbOOUIzqO+/jGYeaiv3RIXzx3UjoC1pB83b11YPiAZoYPqDxQOWvcUF599NXYF53Rkemj48MQ+A/ZkITX9tpTw6cXVsODV07jvR3x23amzcGDmmOnJ9ebhgZh/hnZuirCOGHMYE4YU5/Fb9UQNQ09yJJ5X+CBNZuZN7VjpOZKM9umf35gplNUk5Ib4yAipwKLgB7Az1R1Qb1luHzGKC6aNqLLISWMcgbu28TCrx6VyJBAejM1+vXumWhhYNpclEJYDCN7/HdBnIuwf3MvLplervPSGWtPfOv40MZp3siFcRCRHsBPgJOBTcBKEVmuqq/UWQ4zDDXkzAnxYwBnThjKA6s30z8iAF4ROD+Hs9SMznHv16ck7vGWUjozrCiGAXJiHICjgQ2quhFARO4DZgF1NQ5G9tx8RhtnTRzGiJgwIXkny1DLRrpMPTh8i9Y4ohaG5p28GIehQHAzhU1AeHxcY6+ld68eHHNwMtdTHll+1TRWv/1+1mIYOWFQ3ybeWnA623bu4qNdyRbB5YW8GIdKzayy2dYicilwKUBrq3Xbjfxx5LAWjoyIMWV0T1r69KIlPKhrLsnLOodNwEGB/4cB75ZmUtXFqjpJVScNGlS/OfqGYRjdjbwYh5XAaBEZKSK9gHOA5RnLZBiG0W3JhVtJVXeLyFXAY3hTWZeo6tqMxTIMw+i25MI4AKjqI8AjWcthGIZh5MetZBiGYeQIMw6GYRhGGWYcDMMwjDLMOBiGYRhlSNwG53lFRLYD6yt81Qq8k6CIfsAHKeVLsyxIVoe0z5lmPdPUQRb1zOIeSpqv6PdQ0nz2HNcu36GqGr8TkqoW8gM8F5L+r4S/X5xWvjTLSlqHGpwzzXqmpoOM6ln3eygLHWQhf5510I2e44rvztLP3uhW2hafBYCHUsyXZlmQrA5pnzPNeqapgyzqmcU9lDRf0e+hpPnsOa5tvliK7FZ6TlXLtlMKSy8SRa+DyZ89Ra9D0eWH/NYhqVxF7jksrjK9SBS9DiZ/9hS9DkWXH/Jbh0RyFbbnYBiGYdSOIvccDMMwjBpRCOMgIktEZKuIvBxIO0pEnhaRl0TkIRH5nEvvJSJLXfoLInJ84DcTXfoGEbld6rRdV4ryPy4i60XkeffZv07yHyQifxaRdSKyVkSudun7icgKEXnd/e0f+M317jqvF5FTAul110HK8hdCByIywOXfISJ3lpSVex3EyF8UHZwsIqvctV4lIicEysrkXVQVSaY0Zf0BjgMmAC8H0lYCM9zxxcD33PGVwFJ3vD+wCmhw/z8LTMXbXOj3wMyCyf84MCmD6z8EmOCO+wKvAYcD3weuc+nXAbe548OBF4AmYCTwBtAjKx2kLH9RdNAMTAcuB+4sKasIOoiSvyg6GA8c6I7HApuz1EG1n0L0HFT1SeA/JcmHAk+64xXAHHd8OPAn97uteNPJJonIEOBzqvq0etq5Gzij1rI7Obosfx3EDEVVt6jqane8HViHt7XrLGCZy7aM9us5C7hPVT9R1TeBDcDRWekgLflrLWcU1dZBVT9S1aeA/wbLKYoOwuTPkk7UYY2q+puWrQX2EZGmLN9F1VAI4xDCy8CX3fFXaN9J7gVglog0ishIYKL7bijejnM+m1xaVlQrv89S15X+ThZdUREZgdci+jswWFW3gPfg4PV0oPKe4EPJgQ66KL9PEXQQRlF0EEfRdDAHWKOqn5ADHSShyMbhYuBKEVmF18Xb5dKX4F3s54AfA38DdpNwn+o6Uq38AOerahtwrPtcWE+BRWRf4H7gGlX9MCprhTSNSK8LKcgPxdFBaBEV0vKogygKpQMROQK4DbjMT6qQLXfTRgtrHFT1VVX9oqpOBO7F8wujqrtV9ZuqOk5VZwEtwOt4L9xhgSIq7lNdLzohP6q62f3dDvyKOro6RKQn3gPxS1V9wCX/03WRfXfFVpcetid4ZjpISf4i6SCMougglCLpQESGAQ8Cc1X1DZecq3dRGIU1Dv4MBRFpAL4N3OX+7yMize74ZGC3qr7iunvbRWSK64bOBX6bjfTVy+/cTANdek/gS3iuqXrIKsDPgXWqujDw1XJgnjueR/v1XA6c4/yrI4HRwLNZ6SAt+Qumg4oUSAdh5RRGByLSAjwMXK+qf/Uz5+1dFEpWI+HVfPBa1luAT/Gs7iXA1XizBV4DFtC+oG8EXrTWdcAfgeGBcibh3UhvAHf6vymC/HizN1YBL+INbi3CzaCpg/zT8bq9LwLPu89pwAC8wfPX3d/9Ar+50V3n9QRmYmShg7TkL6AO3sKbCLHD3XeHF0wHZfIXSQd4jb6PAnmfB/bPSgfVfmyFtGEYhlFGYd1KhmEYRu0w42AYhmGUYcbBMAzDKMOMg2EYhlGGGQfDMAyjDDMOhlEDRORyEZlbRf4REojaaxhZ05i1AIaxtyEijap6V9ZyGEZXMONgGBVwgdUexQusNh5vseJc4DBgIbAv8B7wNVXdIiKP48XBmgYsF5G+wA5V/YGIjMNbAd8Hb9HTxar6vohMxIultRN4qn61M4x4zK1kGOEcCixW1SOBD/H22rgDOEu9mFhLgJsD+VtUdYaq/rCknLuBa105LwHfdelLgW+o6tRaVsIwOoP1HAwjnH9oe0yce4Ab8DZtWeGiRPfAC4vi8+vSAkSkH57ReMIlLQN+UyH9F8DM9KtgGJ3DjINhhFMaW2Y7sDaipf9RFWVLhfINIzeYW8kwwmkVEd8QnAs8Awzy00Skp4vVH4qqfgC8LyLHuqQLgSdUdRvwgYhMd+nnpy++YXQe6zkYRjjrgHki8lO8iJt3AI8Btzu3UCPehkxrY8qZB9wlIn2AjcBFLv0iYImI7HTlGkZusKishlEBN1vpd6o6NmNRDCMTzK1kGIZhlGE9B8MwDKMM6zkYhmEYZZhxMAzDMMow42AYhmGUYcbBMAzDKMOMg2EYhlGGGQfDMAyjjP8D87WsAfhL+PYAAAAASUVORK5CYII=\n", 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fwk+uEkocqkxcn7fw+7ft4KWhGf7xqdNlbTevWymurb1hZy9ep512v1bjsMWSsZRI50hlcvz369fzlqvWmrEGA5fDxnQ033JwL1BlrVAoKoORhl5PloMKSFcZY17Cf7tqLf91+BJ/98PjvPXq/gV9jSl9rkIkWVzUFk6k8bnsvOXKPm7Z0WP2gV/b6sXjtHF6LMKM7lLa1BXgj+7cVfQabqfddFkZ4mC4p9RMB4ViZbkwZYiDshyalng6azbCe89160lnZclCtUJSC7iVWjxOhBCmMIDWzXFjp5+zE1HTZdTqdZZ8fY+lXN/IVjJjDmkVc1AoVpKhqfqzHJQ4VJmkPm8BIKCfyMuZ2GYGpOdwKwU9pY3A3hYPY+EkM3qwuc1XWhwMFxJYLQdtP+Mq5qBQrChDUzEcNmHOja4HlDhUGcOtBJhX+eUM5ZmvCC6USNMyh0XQHXQzFk6amUrlWA6eAreSCkgrFCvL0FScvjZP3dQ4gBKHqhPXx3iCVkcApU/4hcxf55CmZQ7LoTvoZiwyaznMJQ55loORreRQbiWFohqcn4yxrq1+4g1QhjgIIb4ohBgVQrxsWftTIcQFIcRB/ecOy2MfF0KcFEIcE0LcZlnfK4Q4pD92n9DHkwkh3EKIB/X1Z4UQGyv7FuuLRDprXpEbbbXLcSuZFdIlAtKheGZuyyHg1uIak1pco3UOt1Ke5aDf9rpUKqtCsdLEU1kOD89w5brWWu9KHuVYDl8Cbi+x/mkp5R795xEAIcQu4G5gt77NZ4UQxiXp/cA9wDb9x3jN9wNTUsqtwKeBTy3xvTQE2oxn7ZD4yrQccjlJRu/GWspyCOsB6VJ0B7WhPSdHI9htgqC7tIXh1uMLLrsNh127bQTOVcxBoVg5fn52knRW8uqC9PJas6A4SCmfAibLfL27gK9LKZNSyjPASeBaIUQf0CKlfEZqvRy+DLzVss0D+u1vAreIUkOPVwma5aAddrtN4HXaiS0Qc0hZCuUKK6SllIQSGVq8c7uVAE6MRmjxOErOk4ZZITD2Tbutp7IqcVAoVoyfnprAaRdmEWu9sJyYw28KIV7S3U7Gu+oHBi3PGdLX+vXbhet520gpM8AM0FnqDwoh7hFCHBBCHBgbG1vGrtcOq1sJtKB0ZAG3UtLSvqIwW8mY8bCQ5XBuIkabzzXn3zBEwYg3WNdUzEGhWDl+emqcqwfaTU9CvbBUcbgf2ALsAS4Cf6Ovl7oslfOsz7dN8aKUn5NS7pNS7uvu7l7cHtcJxoxmA7/bTnQBt5IRjPY67UVuJaN1RnABccjm5JxxCZi1HKwfUJWtpFCsLDOxNC9fmOGGLSWvh2vKksRBSjkipcxKKXPA54Fr9YeGgAHLU9cBw/r6uhLredsIIRxAK+W7sRqOhKXOAbSMpXLdSh1+F/F0Nq8fk9E6Yy63UtDtwK0HmOfKVIJZK8Fq1TjtNhw2oWIOCsUK8dz5SXKS1SMOegzB4G2Akcn0MHC3noG0CS3wvF9KeREICyGu1+MJ7wW+Y9nmffrtdwCPS6PH9CpDSkkiU2w5LBSQNiyHzoDmFrI+37Ac5nIrCSFM66GtDMvB68z/SHicduVWUihWCKNt/0BHfaWxQhm9lYQQXwNuBrqEEEPAnwA3CyH2oLl/zgIfBJBSHhZCfAM4AmSAD0spjcvOD6FlPnmB7+k/AF8AviKEOIlmMdxdiTdWjyQzOaTMrynwux1MLjBQxxQHvyYO4UTGjB+EDXGY58TfHXQzNBUvy3KwxhyM9YTqraRQrAgzCxSn1pIFxUFK+a4Sy1+Y5/n3AveWWD8AXF5iPQG8c6H9WA0k9SvwwoC0MTt2Lgxx6PBrFkCe5WC4leYoggOt1gHmbp0BVsuhUBzsJFRXVoViRZiJp7HbBP6Ci7J6QFVIVxHjCjzPreSyL1gEl8pqjxtupXAiY053C5VpOcD8VydGXMJTShyU5aBQ8MypCZ45NVHR1wzFM/OmmNcSJQ5VxJiLkBeQdjsWzFZKFriV/u6Hx7n1008hpWQ8nMQm5j/xlyMOhigUWw42FXNQND3JTJbf+trz/OG3D835nGOXwqRLDO96+MVhzk+U9g7MxNN16VICJQ5VxbgCz3MruRxEU7OWQCmSmdlsJdCKZk6ORhgNJzk/GaOv1YvTPve/cjGWQ2HMweu0q1RWRdPzyKGLjEdSnBmPMhpOFD0+HUtxx31P890Xh/PWpZR89MGDPPDM2ZKvOxOfu2lmrVHiUEWMK3BvQcwhJ+cvNCvMVjI4NxFjcCrOQMf8PeB7g1ob4Hb/3EVw7jktB7tKZVU0PV/6yVmzxf7Pz0wBMBlN8fb7f8qxS2Fm4mmyOcl4JJm3XSKdI5uTjISKBQU0t7CyHBSmW8md51bSTsbzpbMa4tAT9BD0OHj7NVrJyLmJKOcnY6xfIA3upsu6ufdtl3PN+rnL8+eKObgdqyeV9dRYhH/52bla70ZDks2tyuzysjg8PMOLQzN89NbL8Lns7D+jxR0ePniB585NcejCjPkdiRUkbxjt+EdD+aJhoCwHBTC3WwkoWQh34Owk3zl4wRSHoMfBzz5+C598+xXYbYLjI2HGwkkGFhgt6HLYeM91G+btFW/GHEqksq6W3krf+Pkgn3joZXJNfKJbLLFUhg9/9Xlu/NTj87o+VzOnxrSOxjdu62LvhnaePaPV6H5HdyEl0lnT9VooDkayyUgJVxRAKD5308xao8ShihgpoYVuJShtOXzq+6/wF4+8YlZIuxw2/G4HTruNtW0efnxSu4JZ37n8Ahoz5uAsjjmsFreSkdm1Wt7PSpPNSd71+Wf5z0MXGZ5JECrREbgZGNcL1boDbl61sYNjI2FevjDDC+engUJxyD9GhuUwEkqY4iqlJJXJaU0z4xnlVlLMYTnobqVoQTprKJHm+fPThBNp03JwWYLOGzr8HL0YAipTXdnb4uHWXb1cu6kjb92zigLSxsmt8OpOUZrByRgvDk6zZ6ANgIlIadfIamcsksRhE7R6nbxmaxdSwi//4zPm44l0lkSmtFvJEItEOmd+/p48NsbV/+tRLoUSpLI5JQ6K2aBzYSorFI8KfebUBNmcJJrKmle6LstAng0Wa2Eht1I5uBw2Pv/efezsa8lbX02prCG9GnW1iN1Kc3I0AsAbdvQALFjJv1oZDyfpDLiw2QR7N7Tz2fdcw7beIHde2YdNaJao8ZmKF4nD7P1RPSh9YjRMNJXloG55zNUXrdbU516tUuKl3Ep6zKGw1uHpE7Mtyaf0L2UpcfA67XQF5s5CWi5GEZyUsi4LdRZDWFkOi+KELg6GNTkeaVJxiCTNdHCAO67o444rtPZyu//n90mkc3PGHKwegZFQkm29QbNlxhHd8leWg2Jet1JhlfRTx8cx4sfGl9LqVlrf4dd/+1b0pO1x2pEyf6ZEo2L0oVqoC65C48RomDUtHjZ1aZ+1iWjzupW6Au6Sjxlu16SZrVQ4b2X2vlEfMa3Pcz8yrMRBoWO4Z9yO/JbdkB+QHpyMcX4yxnWbtDa+45EkLrstTwQMy2GhGoflMjsNrvHFwfD5Fpr+itKcGo2wtSdAu97kcaJZLYdwyuxPVohRB2Rc+BWnsuZbDkCR5aCylZqYs+NR/vihl4kkMnic+Sd5M+ZgEYeDg5ov8vU7tIFGE9FknksJrOKwsq1+zWlwq6C/UlhlK5WNlJITuji4HDZaPI6mDEjncpKJaJKu4FziYCNpcSsVXnjEdcvBaRdmIZwhDhdntPv1ajmomEMV+NHxMb7ys3Ncvb6tqMjM5bDhstvyrjAOXZjB5bCxd4Pm652IpIrEwedy8JfvuJJXbczPLqo0HsfqmAaXyuTmLFRSFDM8kyCWyrKtNwBAV8DNRBMGpGfiadJZuaBbac4iON1dPNDuK3IrGShxaGKMD8zhCyGzP5IVX8Go0JeGptnZ12I+dyKSKrndL+0bKFqrNEZRXKNfbRtWAyi3UjkYmUpbuzVx6Ay4mtKtZLTD6J7TctDcSvE56hxiqQxep52+Nk+RW8kgOE+7/Vqi3EpVwDAtU9lcUQUyzDbfA82MfflCiCv7W80PTSqby2u5UU1Mt1KDxxysBVwqIL0wJ0bCAGzrDQJa08dmDEiP6eIwV0ag17Qc5o45+N12eoIe0600HUvh0LNNAm4HjnmaZtaS+tyrVYb1qtvtKD7kfovlcGYiSiSZ4Yp1rXlXFK4afYBWi1spz3JocKFbaY5dCvOPT51mfYfPtFg7A+6mtBzGLNXRpTDqgIyLp0xOmkWrALFkBp/LQU+Lm9FQkmxOEk5m2NqjWWT16lICJQ5VwXo1URhzAGOmg/acQ0MzAFy5rhW3w27GGgpjDtXC6Nba6G4lY2IezFpyzcr9T57iHff/lD/5zstmSxGDRDrLuz//M2wCvvC+feZ6l9/FVCy1og34HnrhAnfe93Rd9XAy0sjnciu5zVTW2e+H1W0ZS2XxueysafGQyuY4NxFFSti9thWoX5cSKHGoCtYPS2HvItBMSyOV9dCFGTxOm+nrNcZ/1kocvGYqa2OLg9VyaPaA9L8/P8SRiyEeeOYcTx8fz3vs0kyCiWiK379th+lSAs2tlJOaS2SlODg4zeHhUF5yRq0ZjyRx2sWcV/imW8mSzRdLW12YmjisbdNSzo301d1rtU4EynJocvIth+JDHvQ4zJPX6bEIW7oDph8yqOdA18yttGpiDhZxaHChWw5SSs5PxrhrTz9A0fxy4zi1F8wb79TdKiuZsWS0N1lJAVosY+EknX73nIWmHqeNhCUTDvKroqOpDH63g35DHIZn+6EF3A4lDs1OLJ01q0xLuZWCbqdpOYQSGdosX8xgjS0HY38bP+agHd9Wr9PsjtuMjIaTJDM5dvUF6fS7isVBd78VzhgwBk0VDrOpJDOmOKQXeGb1KGydUYjHYSeeyuZ9P/LcSknNcljXronDYV0c2nxOfvGafm7e3rNCe7586tfhtYqIpzKsadGmsZXKlw54HObJK5xI0x0ImI8Z4lAqkF0NvKsm5pBGCM133MxuJUMM1nf6GejwcX4ymve4YTkUVu0an9tSQemPPniQ3Wtb+MCNm5e1b/UkDlJKvvX8BX5+ZpIbt3XP+TyvS+s9lkhnsQnIyfxsuGgqg9+lWQh+l910K7V5nfyvuy5f8fexHJTlUAUMv+PX77me3799e9HjQY+DWCpLJpsjFM/kdWkMunW3Us0th0Z3K2UIuBz43Y6mdisZg+7Xd/hY3+ErYTno4lDQKdTIWirVmfWxoyM8fWK8aH2xGOIwVQdupWdOT/B7//Yiu9e28kd37pzzeUbvsVAiY7YZiRVYET63HSEE/e1eM/upnt1JBkocqkA8lcXrstPb4inZR8WIK0STWcKJtHlfe0x3K9Uo5mBYLI2e4RNKaOMYfU57w7+X5XB+MoYQ0N/mZX2Hj+HpBOnsrPDPZTm0+1w4bMKcIWKQzGQJJTJc0ltBHBqa4f4nT/H3j53IS+ksB9NyiNfecjBE9NN375m3RY1x8TQdS5sCanUrGZYDYMYdoNhtV48ocagChuUwF0G9v9J0PEU0lc1LbzMD0jWyHGw2wbaeAPvPTtbk71eKcCJD0OPA61o9k+2WwvnJGGtbvbgcNtZ3+MjmJBenZ0dYhuIZ7DZR9Hm12wS//KoBHjwwyHPnZj8Lhpvp4kwcgN/7txf51Pdf4W9+cJyXhqYXtW+mONRBmw7DzduyQKqpkbAxE0/RrouDUbOUzUkS6dnC13497uB12kvGHusNJQ5VIJbSCmHmwhCDYf1L2lLCcnA7avdhevPla9h/ZnJFg5ErTTihzer1uuxNH3NY35HftNHqWgol0rR4HCWzcz5+x07Wtnr5g2++ZM7hNtwkoUSGaDLDuckoV67TcvgX44pMpLNmW/h6sBxCiTQ2Mds1eS6MItF0VtKhu5UKW2nMWg7a8W4ElxIocagK8XS2ZNsMA8M6GJ6O6/etlkNts5UA3nxFHzkJjx4eqdk+LJdQXLMcNLeSEgeYnT1+zhKUDsXTc7o8Am4H99y0mVNjUUZ1UbBeMBweDpFI58zq3+QiOvmGLIJQDzGHcCJDwO3AZpt/Vor1e21YDrFUlr/9wXFe0gtafe58y6HNp8RBAaSzOdKjf+vuAAAgAElEQVRZiW8eMzJgWg6aOFi/nC01disB7FgTZGOnj++9fLFm+7Bcwkk95tDElkM8lWUsnDRFYU2LB5fdVmA5ZOadL2AUcxkdRq3i8HPd9bitRyueW0zMwdqMbqYOspWMGNVCWOuWjNqQ02MR7nvsBF/88RmAophDI8QbQInDimOciOa3HHRxmJnHcqhhcy4hBLddvoafnppo2Ktuw3LwNHHMYXBKEwHDnWS3Cda1exm0ikM8Pe9M494WLaXV6DBqHR26/4wmDrOWw+LFwSbqw3LQPi9liIPF3et12vE67WYtw4FzUwBm/MaodWhT4qCA2cyFcmIOF0rGHGpvOQBs7w1qwUtdwBoJKaUZc/A5HaQyuRXtEVSvGJapNWtmXYePwcnZ/2lIP05z0avX6xgdRsfCs4OontdPhpu7tYLPxbiVDHFY2+ati5hDWI+9LITHctHncdrxuewc1zvaGu/J+O53B9y47LbVE3MQQnxRCDEqhHjZstYhhPiBEOKE/rvd8tjHhRAnhRDHhBC3Wdb3CiEO6Y/dJ/SIlxDCLYR4UF9/VgixsbJvsbYYQan5s5XyYw6lA9K1FYc1rdpJwUhZbCRCiQw5qQUCjf9DM7btnq0Snz3pdQVcebULofj8bqVOvwshMGMOY5Ek69q8WguYZIaeoNs8+S3GrWSk0G7o9NVFEVwosXjLweO04XPbSWfzLzyMmIPNJvjdN13G2/euq+zOrhDlnHG+BNxesPYx4DEp5TbgMf0+QohdwN3Abn2bzwohjKN3P3APsE3/MV7z/cCUlHIr8GngU0t9M/VIOW4lj9OGwybqNiAN0NeqXW1ebEBxMNwm69q95v9hcDLOdw5eqOVuVR2jRUvAPXvSa/O68noZhRLpeTuFOuw2ugJuRnXLYTycpCvgpk+/eFjf4TM/q4tyK8UMcfAzHUuZ2VC1IpyY371mYI05uJ12fE5tG4clkG3NePrg67Zw/ebOCu7pyrHgGUdK+RRQmOR+F/CAfvsB4K2W9a9LKZNSyjPASeBaIUQf0CKlfEZq/Xi/XLCN8VrfBG4Rc3W5akAM/3apbqwGQgizShryxWFtm5drN3Vw1bq2ld3RBTDaf1wKNa44DHT4zP/D5546xUe+fpCpOsiprxYR3XIIWD5fbT4n0VSWVCZHOpsjlsouGDDtCbpNt9J4JElX0MUa/eJhoMNnWrmLizlo+7a+w0dOQqTGll0oPr97zcB60ed12s37N2yZFYD5vAb1zFIvR3ullBcB9N9G96h+YNDyvCF9rV+/Xbiet42UMgPMAI0hrWUQM2MO839AjC+sz2XPmwzlcdr5xgdv4KqB2oqD12WnzedsSLeSEYhd3+kz/w8v6mmGYw1cu7FYwgmtv5Q1c85Iq5yJp8su/Opt8VhSWVN0Bdys0QPVAx0+M3liMW3eZ+JpAm4HnXo66HS0dq6lXE4SSWbKmrWQ71aym5+vq9a1MdChCabf3Zgt7Crtqyh1xS/nWZ9vm+IXF+IeIcQBIcSBsbGxJe5idTFaNcznVoLZuEM9D/9Y0+KpK7fSo4cv8ejhSws+7/xkjDaf0yyCAzgzruX2G0VczUA4WZy7b8QHZuIpS1+l+a+Ye1vcjISSJDNZZuJpTRwMy6HdixACt8NGMru4bKVWr9PsTzQdr51FF01pMapyLAdrpbPHaTODz5u6/Oxco81saDbLYUR3FaH/HtXXhwDr1Pt1wLC+vq7Eet42QggH0EqxGwsAKeXnpJT7pJT7urvn7pRYT8TKyFaCWVEo5wNZK9a0ergUqp9spc88cZL7f3Rqweedn4wz0K6lbxa695pJHCKJjNmqxcA8GceslsP8n8HuoIeJaJJRPZ21O+g23Y5GgZ3LYSO5iArpGb34zrBkpixB6UNDM/zKF56tWtt44ziUc6FmTRSxWg6buv3csKWT3hZ3zZNJlspS9/ph4H367fcB37Gs361nIG1CCzzv111PYSHE9Xo84b0F2xiv9Q7gcVlPcwKXiRFzWOjqwfgg1rPl0NfqqSu30qWZhPlFno9BS1VwoUg3lTgkM3nxBph1K03H0rNN98qwHKTEbMLXFXBz47Yu7rhiDVforTPcDvuiYg6heJpWr4M2U6xmLYcHD5zn6RPjXJiuzoVJuccBtAwk4+TvccyKw+YuP++7YSNP/cHr5xwUVO+Uk8r6NeAZYLsQYkgI8X7gk8CtQogTwK36faSUh4FvAEeA7wMfllIacv8h4J/QgtSngO/p618AOoUQJ4HfQc98Wi3Ey8hWgtl6hnqunlzT4mU8klpU/vpKkcnmGI8k88Z/liKbkwxNxczCr8L/QzPFHCK6W8lKm9dw46TnbNddSG9QsxKMYq+ugIuBDh+ffc9eU3zdDtuiK6RbLZaDNZ3VaAc+U+H6h4deuMC5iWjR+mIsB5j9THmcNjZ2+dnS7afN59KFozFdSlDGsB8p5bvmeOiWOZ5/L3BvifUDQNF0CyllAnjnQvtRKb774jBf+dk5/vUD1+UFflcK0620QBfGWcuhfsXBSFccDSXnbWNcDSaiKXKSeS2HmXiaSDJDOistloP2fxBCy9kfbyLLIZTIFBVgtZon4xTZXHmuzR49+PzUiTH9vqfoOW6HbdFFcK1ep1k9bFRJn5uIck5vn11JcZBS8rv/9iLvuW590dAdUyTL/C5qQek0HqedD960mQ+8dlPF9rOW1K8PY4WYiCTZf2aSUCJj9l9fSWKpLC67bUEhMq7o6tmtZBbChRI1FwcjldIYklR4fEdDCV77l0/w2q1dwKwv3Ig5rGv30hVwN5flkEizzlIdDVq7eJvQrtQNZ+7CbiXtc/DC+Wlu3NbF2tZicXA5bItun9HqdeLQK4iNwjzrEKFQBcUhldWq5I3EBCuLtRyMWge304YQAoe9Md1IhTRmpGQZlPJpriTxVGZBlxJY3Ep1bDkY4lAPGUtGbx+YLe6y8pNT46QyOR5/RcuVWF/gVtrWE6Q74G6+mEOBW8lmE7T5XEzHU5Y21fN/Xo0qaYdN8Cdv2V3Sp+522st2K6UyOeLprGnVdAdn/y9PnxgzT9KVtByMduKnx4rFYTExB5jNWGqEGQ2LoenEwTSjq9S/ZaFBPwaBBghIz7bQqH3GkrUYr5Rr6ZlTEwQ9DoIeB3aboK9N23e3w4bfZWdnXzDvJNQMRBKlc/fbvE4tIK1nDC0UQHXYbVy/qZPfesM2s8leIYtxKxnDcYx6AKto//zsFG/c2QtU1nIwMp+GZ+Lm7WdPT/DrX3nO/NvlWw66ODRwfKEU9XsmWiEMn2a1LIfYArMcDFrMVNb6/ZcE3Q78Lrs5lKiWjFrEIVQiKP3M6Qlu2NzJO/au4/nz0zh1t5MQgm/9xqvpb/PyT0+fYTKWIp3NmY+vVrI5STSVLcpWAu2CaSauuZWM1NaF+No918/7uNthK2nRlcKYuWy0megOunlxaJpYKsNkNMXWngBep73CloP2N6WEsxNRHDYbv/blA4QSGc5NtuB22MoOJnucNmwCnKvEnWSwur8RJbDmdVeCn54c5+9+eLxofTKa4odHRrT50WWYm2adQx1nKwkh2NDp52yJDI9qMzKP5TA4GWNwMs4NWzp50+41fOzNO/Ie37GmhaDHSXdQS8mcbIIWGtGU0Vdpbsvh2Eh4TktgsbgXUecQS+YXihoWneG+XNvmodXrXBG3Emiupd/46nM47Tacdm1O9mISQ4yxn42asjoXTScOpVLllsN3Xxrm/3/sRNFV0tf2n+cDXz7AkeFQWW4lIxbSVuaVW63Y3O3n1Fik1rvBSChpXqkVisMzpycAePWWrnlfozuoZd00g2tpviBru8/FSCjBmfEo23uDFfl7boedVJkV0kZGn989Kw6xVJZTo9rnbE2LlxavY0UsB4CHDw5zfCTCH9y+nasHtAbTi7HgPQ0yE3qxNJ04BD1OhKhczCGazCIlHL4wk7duNHu7FErgXaA6GuDqgTb+/l1Xm9k19cqW7gBDU/GqVavOxUgowaYubW5AYa3DU8fH6PS7uKx3/qvgZhIHs+meu/iKuNXnZDScJJuTbF9TGXFwLSbmYLSYcc7GHABzzObKWA6z+/ZfRy7hsAlu273GbJgXXIQF3+Jx1rU7eKk0nTjYbYIWj5OZCsUcjLkAhwrEwVrNuVCNA2gum7dctRb7AjNra83mbj9SYuae14qRUMJ0gVgth5l4mh8cGeHOK/sWNPONk1BTiENSO7GWijkYhXBAxcRhMW6leAnLAeDFoWlAS53VxKFynVoTeiaVx2lDSq2LapvPxat1cVjMyf4jb9zGZ959TcX2rV5oOnEAzbVUKcvBcCcZVzkGF6bjZk/3Rm28VYot3doJ+XQNXUvJTJapWJqt3YY4zP4v/+OlYZKZHO8oY6CKaTk0Qa3DfG4lw9XqtAvTGlsuboetbLdStKBzsfF/OXRhhk6/C4/TTovXuSLZStv15nh3XNEHwJ71bXictkWllK9t83J5f2vF9q1eaFJxcOU19loOhr/UajlIKRmejutXr7OToFYDxsmjlnEHo+HbunZtdoDVcvi3A0Ns7w1yRRlfVo/TTovHUbWePbXEuIgpbLwHs+KwpTtQsawtt9O+6IC0z5KtBFpc0EifXim30nWbOvC57Lxpl5Yu63bY+dTbr+RXX7uxYn+rUVl9jrIy0LIzKuNWMnK0z4xHzSrPyWiKRDrHnoE2btrWze7+lor8rXrA73bQ1+opWTxULUbDWhZLT4uboMdJSBeHoakYBwen+cM7dpSdOXLlujZz9vFqptSgHwMjCeKyCgWjAVx2LeYgpVzwf1E486Td58JuE2Rz0pxA2Op1EklmSlbDLwVDHH7l+g38xs1b8hJB7trTP9dmTUWTWg6VcyvFUlmzXbERlL5gGeT+9r3r2LFm9YgD6BlLJdoOVAvDcugJemjxOEy30tCUdtx3ry3fxL92UwfHRsJVq3upFeHE/KmsULl4A2hupZyETBnjPmfnrGv7ZrcJc+hPn8VygPl7aS0GI5XV57LXfYZgrWhOcdDzuitBNJnh+s0dCAEPv6iNqDBmQa8t6GOzWtjcFeD0WIRadVY3YgTdQbc22F4/YRjTyXp0t0Q5XLepAym1StzVTNioQi6RObexy8+ONUFu3l65GSluvd9QOS00YqksDpvIm5NuuJaMyvbZoUSV+d4alsNqTEGtFE0pDq0+F6FEmuwyh5hLqVWd9rd7uefGzXz954M8eviSeQW7rn2VikO3n3Aiw8QKFo89cWy0ZDtl0Iba2wR0+F0EPU7TcjCyjroXIQ5XDbThctjYf2Zi+Ttdx0QSxVPgDFq9Tr7/2zctyuJaCKO6uFTzvWxOkrEEq0u1mDHFoXWlxMHIVlLiMBdNKQ5tXidSFufHL5ZkRuvs6HM5+N03befy/hY+9u+HODUWweeyF7VHXi0YVeaVzB4p5KMPHuT//Oh0ycfGIik6/JpfOt9ySODSu3qWi8dpZ89AG/vPlBw+uGqIJNMlXUorhWEFlKp1+ItHjvL2//OMeT+WyhTNWTbSjK0xB6igOGS0bsn1njpeS5pSHNr9xaMIl4JZ2emy43LY+LP/tpvJaIpvPX+B/jbvqiunNzCu8oz3vxJEk5m8FhlWxsJJuvSTh1UcxsJJuoPuRR/36zZ18PJwyEwuWI1EkqWb7q0UxnS0Um6lx18Z5eULM6R16yGaKu4/Vmg5tFRYHOKprOn6UpSmKY+OOf1qmUHIwm6S16xv56p1raQyuVUbb4DZoGa5jdUWSzqbI52VZlZSIeORpHnyKHQrLcalZLCpy082J1d1MVw4UTwidCWZy600HklyejxKNie5oLtf46lsUSzkVZs6uLy/pchyeOH8NL/x1efMIPZSSWayyqW0AE0pDpVq2z3bE0b7YAsh+FV9ClT/Ko03APj097vcL+hcGMHC0VDpk/VYOGm6HVo8TqKprHlyX4o4GE3WVkrs6oFwoniWw0piupUKah0OWAL/5/QWM9Fk8cyT12/v4T9+60bzdQxx+NJPz/DIoUscuxRe1v4l0jlzSI+iNE15dIzUvZllupUiZvHO7Af7jiv6uHFbFzdtq1zmR70R0Iv6IsmVcSvFdXEYjySLkgaklIxHknQFZ91KoAVcR8PJRWUqGRgnzVKtv1cLU7FUVVM23XPEHA6cncRw8xsJB7FUdsEBQx6n5ro1Pg7L7aSbSGdX3fyFStOc4lChaXDGlbM1mOa02/jK+6/j9svXLOu16xkjHz22QlfaiZR2tZmTMBHNtx7CyQzJTI6ugPY/NMRhMpZiMppaouUwKzCrlbElCudSmSvmcODcFNesb8frtJv9uWKpjPmZmo9Wr9NsSbPcTLlEWrmVFqIpxcEwUZfrVoom8ys7mwVDDKMrFJCOWzpmjoWTnJ+IMaWfDMYL0lUNl9BZvSivJ1g8z3ghDHGoVIFVvfD3j53gkUMXiSQzxFLZ6oqDszjmEE9lefnCDK/a1MGGTl+e5VDOd+hd167nj39hF4D5eVgqyq20ME3ZPsNIgVxuIVxsngEqqxnDBbBS2T1WcRgNJ/nQvzwPwNfvuZ7xiHZS6DJjDtqxN3o9LcVyWOkAe634px+fYe+Gdnb2aRX6Szk2S8VlL3YrnZ2IkslJdq9t4dRohDPjixOH37n1MqSU3PvI0eW7lTLZpvveLpamlc4Wj3PZPubZbpLN9SFz2G24HTazD3+lsQa6T45EOD8Z4/xkjHd//memhWCc6AY6fAA8dnQUWFx1tIGRxbOaxCGazDATTzM8HTdHqlZTHIw0UavlYFyMdfhdbOzyc24yRi4nNbdSmSdqIbTWGst1K8VTyq20EE0rDkGPY9k+5tlU1ub7kPndjmVZDq9cCvHQCxdKPmYdxPLUiTEA3v/aTZydiPGv+88Ds5bDQIePK/pbzelvSzkBuh1asHM1BaQvzmhpohem42a7kaW43JbKbEB6Vhxm4toJvc3rYkOnj1Qmx9BUnHRWljXzxKDd51q2WymZySlxWICmFofl+phjyQxC0JRZDz6XndgyspW+9JOz/ME3XyrZwiSemj2hPKtXLv/ajZvpbXFzcHAam5it0gb4hSv7zNuGaCyWoHv5Fwv1xIVpzVoIJzJmB92qupVKiINhObT5nGzo0Fq/H7kYAijbcgDoDCzfctCylZr29FcWTXt0Am4H4eTy3Uo+p71kv5rVTsDtWJYbZiycJJXNlayCjptN0WykMjk6/C56W9zcvlvLAOsMuPPaHtypi0O7z5nXvG0xBD3Lez/1xkXLjIoXB6dx2ISZwl0NjCI4a7aSkQDS5nOyoVNzB5risIikjg6/qzKprMpymJemFYegx7nsK8VSPWGaBZ/Lvqz2GeO6q6PUuFFDHNbr8YQda4IIIbhNTw8utA7WtfvYt6F9WYWHgQpYkvXEsFUchqbpDrqrehFTqs5hKpbCZbfhddpZ2+bF5bBxZFhrc78YcaiEW0llKy1M0x6dSriVosls04qDf5mWg5F1NDgZI5nJmj5ygETKEAfN9WDMw7h2YwcdflfJoPPfv/tq/v5dS5/jG1hlbqXhmYRpRY1Hllb/sRzcJSqkZ2Jp2nxOhBDYbYKNnT5zguJikjo6/S693mVpFydSShKqfcaCNK04VOJKMZrMNF2Ng4Hf5Vhy+wwppRkkPT8Z4/4nT/GmTz9lNmIrshz6tCE0DruN+99zDb9/2/ai1+xr9S5r/nGwAtlr9cTwdJydfS1m0Vj3EmMxS0UIoU+Dy485GCNJQZsLMqK3SFmoQtpKuz4IaCq6tP9XMpNDStWueyGaVhxaPE5S2dySrz4AoqlMyeEpzYCWrbS0YxdOZkxf9LnJGM+cmiCcyHBe77UTT2dxOWxmR86dlkl6123uXJFh7sFlWkL1xsWZBOvaveYM5p6W6ooDaNZDfswhZTa9BG0uiEFhb6X5MKbELTXukFSzHMqiacWhElWxsVQWXxOmsYKWvrvUOodxS/fTs+NR07VwalQrZIunsniddt60u5f33bDBtBxWktUUkJZSMjwdZ22rx+wOXG3LAbRaB+vF13QsbTa9BNjcHTBvL8Y927FMcUhkZhMeFHOzrKMjhDgrhDgkhDgohDigr3UIIX4ghDih/263PP/jQoiTQohjQojbLOt79dc5KYS4T1RhEIJRHbkccYgmm9tyWGoqqxFvWN/h4+XhGTOwfUpPuTTEYUOnnz+763KcFRgovxCGm7FWo08ryWQ0RVJvG99viENL9WocDNwOe0GdQzovY8pqOSw2WwmK+26VizkitAlT0BdDJb51r5dS7pFS7tPvfwx4TEq5DXhMv48QYhdwN7AbuB34rBDC+O/cD9wDbNN/bq/Afs2L2aZ5mZZDMxbAgeYjTmVzZc0ILsTIVLpmfRvGudhlt5ktMOLp4uEvK03A7SSbk+b4yEZmWK9x6Gv1slafwVwLy8FV6FYqiDls6Zq1HBYTkF625aDcSmWxEpdkdwEP6LcfAN5qWf+6lDIppTwDnASuFUL0AS1Symekdtn2Zcs2K8as5bD0IGQkWV43ydWIfxkzHUxx2KAZle0+J3s3tOeJQ7W/uKabcZm1L/XAsJ751d/mnXUrVTlbCbSYg+FWSqSzxNPZvLbhrT6nGT9YjOXQ5nMhxNKb7yXSyq1UDss9OhJ4VAjxnBDiHn2tV0p5EUD/3aOv9wODlm2H9LV+/XbhehFCiHuEEAeEEAfGxsaWtePGySC0RMtBStnklsPS+xGNh5PYBFy1rg2APQNtbO0JcHI0oqUZprN4q/zFXU2dWQf1wH5/u5ebtnXz5svXsLMKcZtCNHHQrtKN8Z6F8703d/uxidnU13Kw6wV9S62SnhWH5vzulstyL3tfI6UcFkL0AD8QQrwyz3NLxRHkPOvFi1J+DvgcwL59+5blHG5Z5vSvZCZHNieb1nIwAvFLKYQbi6To8LvZ3O3HaRe8alMHPqedcCLDWCSpxRyq7lZaPTMdTo1Fafc56fC76PC7uP+/763JfrgcNs5NxDg7HjVFor1g4NDWniAnRiOLnvvd4XeZFuhiiStxKItlXZ5JKYf136PAt4FrgRHdVYT+e1R/+hAwYNl8HTCsr68rsb6iBDzLcyuZI0Kbtc7BmOmwFMshkqQr4CLocfKf/+NGfvU1m9jSo/mfT41GtZhD1d1K2sXCarAcTo1F8jKBasUvXLmWC9Nx3vi3P+InJ8cB8mIOAB+5ZRuf+5V9pTaflx19LbxwfnpJCQSzMQflVpqPJR8dIYRfCBE0bgNvAl4GHgbepz/tfcB39NsPA3cLIdxCiE1ogef9uuspLIS4Xs9Seq9lmxVjuW6EST1TopqjF+sJw620lFoH66zny3qDeJx2tugns1NjkZrEHGZnOjR+zOH0WJQt3UsvCKwU73v1Rp74vZvJScm/Pad5jgvdSmtaPVy7qWPRr/26y7oZDSc5enFxs6QzltomZTnMz3J8Ir3At3Vz0AH8q5Ty+0KInwPfEEK8HzgPvBNASnlYCPEN4AiQAT4spTTOLB8CvgR4ge/pPyuK027D47Qt2a1kZIQYAb9mw4i1LKXWYTySLKpm7mv14HbYODcRJV7m8JdK0ogxh7PjUT7/9Gmm42l+9TWb2LuhnZlYmvFI0hTbWtPf5mX32lazlqXQclgqN1+mzWj/0fExdq1tmfe5oUSaoNtBOit59Scfo69V+84qcZifJYuDlPI0cFWJ9Qngljm2uRe4t8T6AeDype7LUgm4nUt2Kxm9gIwq3mZj1nIo/2QaSqSZiqZMt5IVIQRrWj1cCiVr5FZqLHGQUvI73zjI4eEQEsjlJHs37OXUuJbxVS/iAHD95g6LOFTG0u5p8bCrr4UfHR/lQzdvmfN5M/E01//5Y/zNL13FVQNtjEdSZp2Natk9P019dFo8jiVnK12YTiAEZnuCZmMpc6T/v+8e4XV/9SSJdK7k3IXeoIeRmYQ2pavKloO/wUaFPnl8jOfPT/M/37KLt+3p58cnx8lkc2aVuRHDqQdu2NIJgMMmKhqje932bg6cnZr3Am94Ok48neX4SDivMh+U5bAQTS0Oy5kGd3E6Tk/QXZXq3XrEdCst4mT64tA0Gzt97N3Qzqu3dBU93tvq4WIoTjKTq7rl4NRbSS+n7qUazMTTfOPAIPf+51EGOry8c+8Ar9veTTiR4eDgNKfHozjtgoFltC+vNPs2dmATmB1ZK8Vtu9eQyUn+4YlTcz7HKJQbCyfN7KagfiGgxGF+mjMPU0drmZA2Mx4W+uBKKXno4AXefHkfwzPxpo03AHiddoTQpuGVQzKT5dRYlA+9bgu/V6KrKsCaFjcXpuLm61ebQAP0V7rvsRN84cdnCLodfPqX9+By2HjNli5sAp46Psap0QgbOv046uiipcXj5PL+1mWNlS3FnoE23nXtev7xqVO8fns3123uLHqOUQsxahGH//22yzkyHMobGKUopqnFIeh2MhpK8rbP/pSxcJK3Xd3PR2+9bM4PzaELM3z0wReJpbJcnE6ws2/+QNhqRgiB3+UgUma20snRCNmcnLeJXm+LB2NqaLXrHADavM5lTxhbaYamYmztCfDob99kDu9p9TnZM9DGfxy6SDSZYc9AW433sphP3LmLULzyVtkn7tzJU8fHuO/xE3y1hDhM6oKgWQ7a//a23Wu4a0/JOluFhfq5vKgBAY+DM+NRDg5q+dKfeeIkx0fmTo07qftzXzg/zfBMvGmD0QY+l73s1E8j5XDHmrkFtdfSHK4WJn9Pi5vR8NIKq6rFpVCSvlZP0VS3W3b2cnosSjiR4XZ9Yl49ce2mDt64q7fir+t3O9gz0MalmeJxs5DvVhoLJwl6HMqdVCbNbTl4HGRyEpuAj9+xk9/62gvmEPRSnBnXuob+6PgYiXSuqd1KoBUi/fDoKKFE2qw4n4tXLoZwO2zzDuSxBvdr4VbqDXp49sxk1f/uYhgNJdjWUxyveV5Sna0AABHESURBVP9rN/HqLZ3sWttizm9uFtr9xRbfeCRJp99lupUMcahFA8JGpaktB6Mq9tVbusyT1sw8pu9pvaX0mH51aXS8bFZ+/03bmYymuP/JuQOCBq9cCrN9TXBeP++altqKQ3eLm7Fwsm7bdudyktFwkt4Sg3s8TjtXr29vOmEA6PC7mY6nyeo+yXMTUa7/88d48tiYKRqpbI5TY5GSWXKK0jS3OOhZC3de2WdWbs7nFz01FjG3geYtgDO4Yl0rv3h1P1/48RkmFuhz88qlEDvWzN/8zTqtrBbjV3uCHlLZ3LzWYy0ZjybJ5mSeiCqgw+dESpiOaULw7OlJMjnJkYuhvOZ8p8YidAWbs6PBUmhqcdi1toWBDi+3715jVm5Ox0sHJHM5ydmJKG++Ytafa1RaNjPv3DdAKpPj8HCo5OMXpuP8zaPHGI+k5o03gDYcpl3/P1S7zgGgR2/pUa9xh1F93nKPEoc8OnRrwLASXhicArTutJPRlPndTmelshwWQVOLw2u2dvH0H7yBdr+LgNuB3SbmdCsNz8RJpHPsGWhnc7cfl8Nm9qJvZowePqf1WQyF/NnDh/nMEyfZt6GdW8sISBpB6ZrEHPS/PRouHdysNUbQVVkO+RTOlH7+3DQA53VxsFqsShzKp6nFwYoQghaPY05xMOINm7v93LStm519LUUZI81Id9BNwO0wg/WFXJxJcNO2br75oVcz0OFb8PWMoHQtxMGwHEZC9Wk5jOii1avEIQ+jDfhkNEU4keb4qJYZd24ixlQs32JV4lA+TZ2tVEibzzWnv9m4Mt7c7ecTd+408/GbHSEEm7r8nJ5DHMYjSbYvEGuwYlwV16LOwYh51KvlMBLShiQV9qVqdjoDxkzpFC8NzSAlXDXQxouDmgWxodNnDh5Sx658lOVgocXrnNtyGI8SdDvoDrhx2G24VNMuk83dftOysiKl1JvslX+1ZvjTa5GL7nM5CLodpm9/JTkyHOK2Tz+1qFGXIzMJuvTPn2IWq+Xw/Dkt3vCWK/vMxzv8LrNFfFcNxqU2KupTZqHV6yyZrfT0iTH+7cAQe9a3VbQ3zGphc1eAC9Nxc/yiwUw8TTorFzW/+O3X9PP/3r6jqO9/tehucVfFcvjpqXGOjYTNbqXlMBJOKJdSCVwOG0G3g8loiheHptnS7Wf32lbz8U6/23QZqjqH8lHiYKGthOVwcjTC+790gI1dfv72l/bUaM/qm816ULow7mDUgyzGlN/Q6Z+3BfNK0xN0V8VyODuhHatzE6XdcaUYCZWucVBAR8DFZDTFsZEwO/u0LETzMavloMShbJQ4WGj1OpkuEIev7T+PRPLlX712UVfAzYRRQFjoWhrTax8a6bj1tniqksp6djwGwJnxGKfGIrz+r59keDqe95xwIs0Hv3KAs7rojoSU5TAXHX4Xg1MxBifjbO8N0tfqxaEnjHQFXPS3+Wj3OWsSy2pUlDhYMNxKOT3anMrk+PYLF3jjzt6GOsFVm1nLIT+d1bAcehro2PUE3YyEEiteJW1YWecmovzo2JjZ48vK46+M8l+HR/jh0RGSmSyT0ZQShzno8Lk4NKS56C7TK/H79bbl7X4XH379Fv7lA9fVchcbDpWtZKHN5yQnIZLK0OJx8vgro0xGU7xz37pa71pd43M56Gv1FFkORhfMRjLle4IekpkcoURmxeIeiXSWYX2S4NmJKK16kdb5yVje8554ZRTQKnuNVubN3uxxLjr8LjL6Rd32Xi07bn2Hj6loCqfdRmfATWcDfQ7rASUOFlr0k8FMTGsk99ALF+gJurlpW3eN96z+2doTMPPLDcbCSZx2UbPg8lLo1U++l2YSK7bfg5MxpNRO9IOTcTPJ4dzErDhkc5IfHR8DtLjXkYtaBXozt4mfjw49ruV22Mx6mpu391RsLGkzotxKFoyTgRGUPnIxxHWbO1XqYBns7Gvh+EiETDZnrhlprI2U4bVZj5+cmqPiuxKc1UXg5u3dpLI5sxX8oMVyODg4zVQsTVfAzYnRCIeHQzjtgst6y68ZaSY6dBHY1hswmzu+/7Wb+Pt3XV3L3Wpo1FnPQptFHFKZHENTMTZ1LlzVq4Ada4KkMrm8jKXxSLLhYjVbugMIwbxzPZaLEWB+3WWzFmnQ7chzKz3xyih2m+A9161nOpbmxyfG2doTVPU1c9Cht9BQ4lk51CfNguH7nY6lOT8ZIydh4zzzBxSzGC0Kjl6aPamOhRdXAFcPeF121nf4ODGycpbDmYko7T4nV1kmtt26q5cL03HSuuX1xLFR9q5vZ++GdkCbQrhLuZTmxKiS3q7EoWIocbBgdSsZV3dKHMpja08Ah03wysUQmWyObE6rjm7EoqNtPcEVsRyePjHGaz75OI8eHmFjl5/eoAe3w0a7z8l1mzvI5iQXpxOMhBIcHg5x845utvYEzO13rVXiMBcbOv0IAdfoYqpYPiogbaHNq119zMTTxFLaMPTNShzKwuWwsbUnwNGLId77xf1kspLxSKoh++df1hvgyWOjpDK5irpxHvjpWSajKdLZHHdcsQabTYshdAVcrO/QPmfnJ2NcmNbcS2/Y0UNfqwe/y040lVWWwzxs6Q7w3CduNd1LiuWjxMGCx2nDZbcxHU8RTmRo8zlVtsMi2LEmyHdfumhO5ILGbFewrTdAJic5NxFlW4XcFJPRFE8eG+NXX7uJD79+Kx6nJjqffc81uB02Mw3z3GSUp46P0dfqYXtvECEEW3sCvDg0oyyHBVDCUFmUW8mCEIIWvRDu7HiUjZ3KalgMO/payOYkl/UGzGBrIzY629ajCcLxZcQdUpkcH33wIN87dBGA/zx0kUxOcteetbR6neY4z4EOHz0tHnpbPLjsNk6ORvjxiXFev6PHzPLaM9DGjjXBhkoJVjQ+ynIooM3nZHg6wdnxKNdv7qz17jQU16zX/L0ff/NOtvUG+J/fOcy+DR013qvFs7UngE3PWLqTPr62/zw5KXnPdRt4aWiayWiKm7f3zPsan3n8BN9+4QLfe/kirV4n//rseS7rDczpGrLbBOvavfzzT84CcPvu2YmDf3jnTlKZXMntFIqVQolDAW/a1ctnnzwFqGD0Yrl2Uwc//6M3mumrX/x/XlXjPVoaHqeWsXR4OEQqk+MvHjmKlPD2a9bxka8f5OxElPvfcw23X95XcvuXL8zwD0+e4k27enlhcJp3/9OzOGyCv37nVfPWfNx++RqeOzfFr924mZssaa5uh920NBSKaqHEoYDfesM2Hn5xmKGpuBKHJdBodQ1z8YYdvXzlZ2d5+MVhQgktOeFT33+FM+NR2nxOPvL1g/z7b/jY1dfCo0dGeNXGDtPnfd9jJ2jxOPjLd1zJqbEoX99/ng++bjNbe+aPX/zB7TtW/H0pFOWiYg4FeF12/vdbLyfgdnDVutaFN1CsSt517QDprORPHz5M0OOgJ+jmn39yFq/Tznd/87UEPU7+6Nsv87X9g3zwK89x1z/8mBMjYYan4/zw6Ah3X7ueNp+LvRva+at3XrWgMCgU9UbdiIMQ4nYhxDEhxEkhxMdquS83b+/hpT95ExtUQLpp2dYb5FUb24kkM9y2ew1vvbofgDuu6GOgw8fH37yDg4PTfOKhQ1w10EY8leMX7/8pf/zQy0jg3deur+0bUCiWSV2IgxDCDvwD8GZgF/AuIcSuWu6TzdY4/YAUK8N7rtsAwFuuWssv7Rug0+/iV27Q1t52dT/7NrTjdzu4/z3X8NCHX01/m5fHXhnllh09ZvM3haJRESvdt76snRDiBuBPpZS36fc/DiCl/Iu5ttm3b588cOBAlfZQ0YxIKTk4OM2egdLjYWOpDOFExpyxEE6k+YcnTvGOvf3KjaSoW4QQz0kp9y30vHoJSPcDg5b7Q4CazKGoKUIIrl4/dzsGn8uBzzX7FQp6nHzszSqorFgd1IVbCSjlwykyaYQQ9wghDgghDoyNjVVhtxQKhaI5qRdxGAIGLPfXAcOFT5JSfk5KuU9Kua+7Ww3gUSgUipWiXsTh58A2IcQmIYQLuBt4uMb7pFAoFE1LXcQcpJQZIcRvAv8F2IEvSikP13i3FAqFommpC3EAkFI+AjxS6/1QKBQKRf24lRQKhUJRRyhxUCgUCkURShwUCoVCUURdVEgvBSFEGDi2wNNagZkV+POVfN0uYLxCrwWVf8/1/nrq+C2PSh6/en+v9XzsYOXfr7G/G6SUC9cCSCkb8gc4UMZzPrdCf7tir1vO+6jVvjXI66njVyfHrwHea90eu2q838Xu72p3K323wV63ElR63+r99SpNvb/fej5+9f5e6/nYQZ2930Z2Kx2QZTSPqndWy/uoFer4LQ91/JZOox27xe5vI1sOn6v1DlSI1fI+aoU6fstDHb+l02jHblH727CWg0KhUChWjka2HBQKhUKxQihxqDBCiAEhxBNCiKNCiMNCiI/o6x1CiB8IIU7ov9v19U79+REhxGcKXuuXhRAv6a/zl7V4P9VmCcfvViHEc0KIQ/rvN1hea6++flIIcZ8oNbFnlVHh43evEGJQCBGp1fupJpU6dkIInxDiP4UQr+iv88lavq8lU8nUKfUjAfqAa/TbQeA42ujTvwQ+pq9/DPiUftsPvBb4deAzltfpBM4D3fr9B4Bbav3+6vD4XQ2s1W9fDlywvNZ+4Aa0eSHfA95c6/fXYMfvev31IrV+X/+3vbsLjaMKwzj+fzBVKBWrYCQgErzxE1GsqKiIFwoKgqAXFmnSioJWkN4VRdALvVC01FYkLVrxi1JExaqgaMDiB3pl0dYoNUUwEBS1trUFb/p6cc7iurPruumMs9l9fjBscubs4czLknfOZPadxRQ7YClwXf75RODjxfjZq30Cg74BbwHXk76wN5bbxoDvWvqtbkkOlwEfNv2+Cni27uPp1/jldgG/AiflPt827VsJbKn7eBZL/FrahyI5VBG7vO9p4O66j6fXzZeVKiRpnHR28QVwRkTMA+TX0S5v/x44V9K4pBHgFv75QKSBt4D43Qp8GRF/kh49O9e0by63DY3jjN9QKyt2kpYDNwPTVc63Cn1TsnvQSFoGvA6si4hDvV7ujogDku4FdgDHgM+As0ufaJ/qNX6SLgAeB25oNLXpNjS35pUQv6FVVuzySd12YFNE7K9oupXxyqECkpaQPlyvRsQbufknSWN5/xjwc7dxIuLtiLg8Iq4kLW33VTXnftJr/CSdCbwJTETEbG6eIz1utqHto2cHUUnxG0olx24rsC8iNlY/8/I5OZQs3xHzPDATERuadu0EJvPPk6Trmd3GGs2vpwJrgefKnW3/6TV+edn+LvBARHza6JyX/4clXZHHnOA/xHyxKyt+w6jM2El6lFT4bl3V865M3f/0GLSNdOdRAF8Bu/N2E+nuo2nS2f80cFrTe34AfgP+IJ3xnp/btwPf5O32uo+tH+MHPAQcaeq7GxjN+1YAe4BZ4Bnylz4HeSs5fk/kz+Ox/PpI3ce3GGJHWqUGMNPUflfdx9fr5m9Im5lZgS8rmZlZgZODmZkVODmYmVmBk4OZmRU4OZiZWYGTg1kFJN0jaaKH/uOS9lQ5J7NeuHyGWckkjUTEVN3zMDseTg5mbeTCa++RCq9dQirfPAGcB2wAlgG/AKsjYl7SR6T6V1cBOyWdTKpm+qSki4EpUinnWeDOSLWzLgW2AUeBT/6/ozPrzpeVzDo7B9gaERcBh4D7gM3AbRHR+MP+WFP/5RFxbUQ81TLOS8D6PM7XwMO5/QXg/ki1s8z6ilcOZp39GH/XzHkFeJD0UJcPcqXOE4D5pv47WgeQdAopaezKTS8Cr7Vpfxm4sfxDMFsYJwezzlpryxwG9v7Lmf6RHsZWm/HN+oYvK5l1dpakRiJYCXwOnN5ok7Qk1/LvKCIOAgckXZObVgG7IuJ34KCkq3P7HeVP32zhvHIw62wGmJS0hVSRczPwPrApXxYaATYCe7uMMwlMSVoK7AfW5PY1wDZJR/O4Zn3DVVnN2sh3K70TERfWPBWzWviykpmZFXjlYGZmBV45mJlZgZODmZkVODmYmVmBk4OZmRU4OZiZWYGTg5mZFfwFGrFasUUljdwAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'][-200:].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "nous définissons la période de référence du 1er septembre de l'année 𝑁 au 1er septembre de l'année 𝑁+1 .\n", + "\n", + "Notre tâche est un peu compliquée par le fait que l'année ne comporte pas un nombre entier de semaines. Nous modifions donc un peu nos périodes de référence: à la place du 1er septembre de chaque année, nous utilisons le premier jour de la semaine qui contient le 1er septembre.\n", + "\n", + "\n", + "Encore un petit détail: les données commencent a la fin de 1990, ce qui rend la première année incomplète. Nous commençons donc l'analyse en 1991." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "first_september_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n", + " for y in range(1991,\n", + " sorted_data.index[-1].year)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "En partant de cette liste des semaines qui contiennent un 1er septembre, nous obtenons nos intervalles d'environ un an comme les périodes entre deux semaines adjacentes dans cette liste. Nous calculons les sommes des incidences hebdomadaires pour toutes ces périodes.\n", + "\n", + "Nous vérifions également que ces périodes contiennent entre 51 et 52 semaines, pour nous protéger contre des éventuelles erreurs dans notre code." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "year = []\n", + "yearly_incidence = []\n", + "for week1, week2 in zip(first_august_week[:-1],\n", + " first_august_week[1:]):\n", + " one_year = sorted_data['inc'][week1:week2-1]\n", + " assert abs(len(one_year)-52) < 2\n", + " yearly_incidence.append(one_year.sum())\n", + " year.append(week2.year)\n", + "yearly_incidence = pd.Series(data=yearly_incidence, index=year)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Voici les incidences annuelles." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yearly_incidence.plot(style='*')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Une liste triée permet de plus facilement répérer les valeurs les plus élevées (à la fin)." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2020 221186\n", + "2021 376290\n", + "2002 516689\n", + "2018 542312\n", + "2017 551041\n", + "1996 564901\n", + "2019 584066\n", + "2015 604382\n", + "2000 617597\n", + "2001 619041\n", + "2012 624573\n", + "2005 628464\n", + "2006 632833\n", + "2011 642368\n", + "1993 643387\n", + "1995 652478\n", + "1994 661409\n", + "1998 677775\n", + "1997 683434\n", + "2014 685769\n", + "2013 698332\n", + "2007 717352\n", + "2008 749478\n", + "1999 756456\n", + "2003 758363\n", + "2004 777388\n", + "2016 782114\n", + "2010 829911\n", + "1992 832939\n", + "2009 842373\n", + "dtype: int64" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Enfin, un histogramme " + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yearly_incidence.hist(xrot=20)" + ] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +2485,9 @@ "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/exo2/incidence-PAY-7.csv b/module3/exo2/incidence-PAY-7.csv new file mode 100644 index 0000000000000000000000000000000000000000..1e0b63459a3ca0dc2301073fb65e8e20135e66dc --- /dev/null +++ b/module3/exo2/incidence-PAY-7.csv @@ -0,0 +1,1644 @@ +# @source="rseau Sentinelles, INSERM, Sorbonne Universit, http://www.sentiweb.fr", @meta={"period":[199049,202220],"geo":["PAY","1"],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false}, @date=2022-05-27T10:36:32+02:00 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