diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..f9e77bae3bd2a1b3b9b174b045b1c6979a6862d1 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -1,5 +1,2129 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"https://www.sentiweb.fr/datasets/all/inc-7-PAY.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
period
1990-12-03/1990-12-091990497114302610205FRFrance
1990-12-10/1990-12-16199050711079666015498201228FRFrance
1990-12-17/1990-12-231990517190801380724353342543FRFrance
1990-12-24/1990-12-301990527193751329525455342345FRFrance
1990-12-31/1991-01-061991017155651027120859271836FRFrance
1991-01-07/1991-01-131991027162771104621508292038FRFrance
1991-01-14/1991-01-201991037153871048420290271836FRFrance
1991-01-21/1991-01-271991047791345631126314820FRFrance
1991-01-28/1991-02-03199105710442654414340181125FRFrance
1991-02-04/1991-02-10199106710877701314741191226FRFrance
1991-02-11/1991-02-17199107712337807716597221529FRFrance
1991-02-18/1991-02-24199108713289881317765231531FRFrance
1991-02-25/1991-03-03199109713741878018702241533FRFrance
1991-03-04/1991-03-101991107166431137221914292038FRFrance
1991-03-11/1991-03-171991117155741118419964271935FRFrance
1991-03-18/1991-03-24199112710864733114397191325FRFrance
1991-03-25/1991-03-3119911379567604113093171123FRFrance
1991-04-01/1991-04-07199114712265768416846221430FRFrance
1991-04-08/1991-04-14199115713975978118169251832FRFrance
1991-04-15/1991-04-211991167148571006819646261834FRFrance
1991-04-22/1991-04-28199117713462887718047241632FRFrance
1991-04-29/1991-05-051991187213851388228888382551FRFrance
1991-05-06/1991-05-121991197167391124622232291939FRFrance
1991-05-13/1991-05-191991207190531274225364342345FRFrance
1991-05-20/1991-05-26199121714903897520831261636FRFrance
1991-05-27/1991-06-02199122715452995320951271737FRFrance
1991-06-03/1991-06-09199123711947767116223211329FRFrance
1991-06-10/1991-06-161991247161711007122271281739FRFrance
1991-06-17/1991-06-231991257161691070021638281838FRFrance
1991-06-24/1991-06-301991267176081130423912312042FRFrance
.................................
2024-11-18/2024-11-24202447719317263136315FRFrance
2024-11-25/2024-12-0120244874189145469246210FRFrance
2024-12-02/2024-12-0820244976077363185239513FRFrance
2024-12-09/2024-12-152024507736344381028811715FRFrance
2024-12-16/2024-12-2220245174670223971017311FRFrance
2024-12-23/2024-12-2920245274356177669367311FRFrance
2024-12-30/2025-01-0520250176059245196679414FRFrance
2025-01-06/2025-01-1220250275966275791759414FRFrance
2025-01-13/2025-01-192025037246211613763426FRFrance
2025-01-20/2025-01-26202504768954466932410614FRFrance
2025-01-27/2025-02-022025057208710563118315FRFrance
2025-02-03/2025-02-092025067345519584952537FRFrance
2025-02-10/2025-02-1620250774502238266227410FRFrance
2025-02-17/2025-02-232025087283512864384426FRFrance
2025-02-24/2025-03-022025097338114685294528FRFrance
2025-03-03/2025-03-092025107292114214421426FRFrance
2025-03-10/2025-03-1620251175878274790099414FRFrance
2025-03-17/2025-03-232025127385519955715639FRFrance
2025-03-24/2025-03-3020251375964360883209513FRFrance
2025-03-31/2025-04-0620251474984285871107410FRFrance
2025-04-07/2025-04-1320251575557326278528511FRFrance
2025-04-14/2025-04-2020251676151319391099513FRFrance
2025-04-21/2025-04-2720251776246342490689513FRFrance
2025-04-28/2025-05-0420251875003271872887410FRFrance
2025-05-05/2025-05-1120251975084199781718313FRFrance
2025-05-12/2025-05-182025207308315354631537FRFrance
2025-05-19/2025-05-2520252174693265367337410FRFrance
2025-05-26/2025-06-01202522768373940973410614FRFrance
2025-06-02/2025-06-0820252374858262370937410FRFrance
2025-06-09/2025-06-1520252474234185666126210FRFrance
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1802 rows × 10 columns

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" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 \\\n", + "period \n", + "1990-12-03/1990-12-09 199049 7 1143 0 2610 2 \n", + "1990-12-10/1990-12-16 199050 7 11079 6660 15498 20 \n", + "1990-12-17/1990-12-23 199051 7 19080 13807 24353 34 \n", + "1990-12-24/1990-12-30 199052 7 19375 13295 25455 34 \n", + "1990-12-31/1991-01-06 199101 7 15565 10271 20859 27 \n", + "1991-01-07/1991-01-13 199102 7 16277 11046 21508 29 \n", + "1991-01-14/1991-01-20 199103 7 15387 10484 20290 27 \n", + "1991-01-21/1991-01-27 199104 7 7913 4563 11263 14 \n", + "1991-01-28/1991-02-03 199105 7 10442 6544 14340 18 \n", + "1991-02-04/1991-02-10 199106 7 10877 7013 14741 19 \n", + "1991-02-11/1991-02-17 199107 7 12337 8077 16597 22 \n", + "1991-02-18/1991-02-24 199108 7 13289 8813 17765 23 \n", + "1991-02-25/1991-03-03 199109 7 13741 8780 18702 24 \n", + "1991-03-04/1991-03-10 199110 7 16643 11372 21914 29 \n", + "1991-03-11/1991-03-17 199111 7 15574 11184 19964 27 \n", + "1991-03-18/1991-03-24 199112 7 10864 7331 14397 19 \n", + "1991-03-25/1991-03-31 199113 7 9567 6041 13093 17 \n", + "1991-04-01/1991-04-07 199114 7 12265 7684 16846 22 \n", + "1991-04-08/1991-04-14 199115 7 13975 9781 18169 25 \n", + "1991-04-15/1991-04-21 199116 7 14857 10068 19646 26 \n", + "1991-04-22/1991-04-28 199117 7 13462 8877 18047 24 \n", + "1991-04-29/1991-05-05 199118 7 21385 13882 28888 38 \n", + "1991-05-06/1991-05-12 199119 7 16739 11246 22232 29 \n", + "1991-05-13/1991-05-19 199120 7 19053 12742 25364 34 \n", + "1991-05-20/1991-05-26 199121 7 14903 8975 20831 26 \n", + "1991-05-27/1991-06-02 199122 7 15452 9953 20951 27 \n", + "1991-06-03/1991-06-09 199123 7 11947 7671 16223 21 \n", + "1991-06-10/1991-06-16 199124 7 16171 10071 22271 28 \n", + "1991-06-17/1991-06-23 199125 7 16169 10700 21638 28 \n", + "1991-06-24/1991-06-30 199126 7 17608 11304 23912 31 \n", + "... ... ... ... ... ... ... \n", + "2024-11-18/2024-11-24 202447 7 1931 726 3136 3 \n", + "2024-11-25/2024-12-01 202448 7 4189 1454 6924 6 \n", + "2024-12-02/2024-12-08 202449 7 6077 3631 8523 9 \n", + "2024-12-09/2024-12-15 202450 7 7363 4438 10288 11 \n", + "2024-12-16/2024-12-22 202451 7 4670 2239 7101 7 \n", + "2024-12-23/2024-12-29 202452 7 4356 1776 6936 7 \n", + "2024-12-30/2025-01-05 202501 7 6059 2451 9667 9 \n", + "2025-01-06/2025-01-12 202502 7 5966 2757 9175 9 \n", + "2025-01-13/2025-01-19 202503 7 2462 1161 3763 4 \n", + "2025-01-20/2025-01-26 202504 7 6895 4466 9324 10 \n", + "2025-01-27/2025-02-02 202505 7 2087 1056 3118 3 \n", + "2025-02-03/2025-02-09 202506 7 3455 1958 4952 5 \n", + "2025-02-10/2025-02-16 202507 7 4502 2382 6622 7 \n", + "2025-02-17/2025-02-23 202508 7 2835 1286 4384 4 \n", + "2025-02-24/2025-03-02 202509 7 3381 1468 5294 5 \n", + "2025-03-03/2025-03-09 202510 7 2921 1421 4421 4 \n", + "2025-03-10/2025-03-16 202511 7 5878 2747 9009 9 \n", + "2025-03-17/2025-03-23 202512 7 3855 1995 5715 6 \n", + "2025-03-24/2025-03-30 202513 7 5964 3608 8320 9 \n", + "2025-03-31/2025-04-06 202514 7 4984 2858 7110 7 \n", + "2025-04-07/2025-04-13 202515 7 5557 3262 7852 8 \n", + "2025-04-14/2025-04-20 202516 7 6151 3193 9109 9 \n", + "2025-04-21/2025-04-27 202517 7 6246 3424 9068 9 \n", + "2025-04-28/2025-05-04 202518 7 5003 2718 7288 7 \n", + "2025-05-05/2025-05-11 202519 7 5084 1997 8171 8 \n", + "2025-05-12/2025-05-18 202520 7 3083 1535 4631 5 \n", + "2025-05-19/2025-05-25 202521 7 4693 2653 6733 7 \n", + "2025-05-26/2025-06-01 202522 7 6837 3940 9734 10 \n", + "2025-06-02/2025-06-08 202523 7 4858 2623 7093 7 \n", + "2025-06-09/2025-06-15 202524 7 4234 1856 6612 6 \n", + "\n", + " inc100_low inc100_up geo_insee geo_name \n", + "period \n", + "1990-12-03/1990-12-09 0 5 FR France \n", + "1990-12-10/1990-12-16 12 28 FR France \n", + "1990-12-17/1990-12-23 25 43 FR France \n", + "1990-12-24/1990-12-30 23 45 FR France \n", + "1990-12-31/1991-01-06 18 36 FR France \n", + "1991-01-07/1991-01-13 20 38 FR France \n", + "1991-01-14/1991-01-20 18 36 FR France \n", + "1991-01-21/1991-01-27 8 20 FR France \n", + "1991-01-28/1991-02-03 11 25 FR France \n", + "1991-02-04/1991-02-10 12 26 FR France \n", + "1991-02-11/1991-02-17 15 29 FR France \n", + "1991-02-18/1991-02-24 15 31 FR France \n", + "1991-02-25/1991-03-03 15 33 FR France \n", + "1991-03-04/1991-03-10 20 38 FR France \n", + "1991-03-11/1991-03-17 19 35 FR France \n", + "1991-03-18/1991-03-24 13 25 FR France \n", + "1991-03-25/1991-03-31 11 23 FR France \n", + "1991-04-01/1991-04-07 14 30 FR France \n", + "1991-04-08/1991-04-14 18 32 FR France \n", + "1991-04-15/1991-04-21 18 34 FR France \n", + "1991-04-22/1991-04-28 16 32 FR France \n", + "1991-04-29/1991-05-05 25 51 FR France \n", + "1991-05-06/1991-05-12 19 39 FR France \n", + "1991-05-13/1991-05-19 23 45 FR France \n", + "1991-05-20/1991-05-26 16 36 FR France \n", + "1991-05-27/1991-06-02 17 37 FR France \n", + "1991-06-03/1991-06-09 13 29 FR France \n", + "1991-06-10/1991-06-16 17 39 FR France \n", + "1991-06-17/1991-06-23 18 38 FR France \n", + "1991-06-24/1991-06-30 20 42 FR France \n", + "... ... ... ... ... \n", + "2024-11-18/2024-11-24 1 5 FR France \n", + "2024-11-25/2024-12-01 2 10 FR France \n", + "2024-12-02/2024-12-08 5 13 FR France \n", + "2024-12-09/2024-12-15 7 15 FR France \n", + "2024-12-16/2024-12-22 3 11 FR France \n", + "2024-12-23/2024-12-29 3 11 FR France \n", + "2024-12-30/2025-01-05 4 14 FR France \n", + "2025-01-06/2025-01-12 4 14 FR France \n", + "2025-01-13/2025-01-19 2 6 FR France \n", + "2025-01-20/2025-01-26 6 14 FR France \n", + "2025-01-27/2025-02-02 1 5 FR France \n", + "2025-02-03/2025-02-09 3 7 FR France \n", + "2025-02-10/2025-02-16 4 10 FR France \n", + "2025-02-17/2025-02-23 2 6 FR France \n", + "2025-02-24/2025-03-02 2 8 FR France \n", + "2025-03-03/2025-03-09 2 6 FR France \n", + "2025-03-10/2025-03-16 4 14 FR France \n", + "2025-03-17/2025-03-23 3 9 FR France \n", + "2025-03-24/2025-03-30 5 13 FR France \n", + "2025-03-31/2025-04-06 4 10 FR France \n", + "2025-04-07/2025-04-13 5 11 FR France \n", + "2025-04-14/2025-04-20 5 13 FR France \n", + "2025-04-21/2025-04-27 5 13 FR France \n", + "2025-04-28/2025-05-04 4 10 FR France \n", + "2025-05-05/2025-05-11 3 13 FR France \n", + "2025-05-12/2025-05-18 3 7 FR France \n", + "2025-05-19/2025-05-25 4 10 FR France \n", + "2025-05-26/2025-06-01 6 14 FR France \n", + "2025-06-02/2025-06-08 4 10 FR France \n", + "2025-06-09/2025-06-15 2 10 FR France \n", + "\n", + "[1802 rows x 10 columns]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "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", + "raw_data['period'] = [convert_week(yw) for yw in raw_data['week']]\n", + "sorted_data = raw_data.set_index('period').sort_index()\n", + "sorted_data" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", + " for y in range(1991,\n", + " sorted_data.index[-1].year)]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "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": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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YeilrgNaI6EllWikknqfH0W6rIf6GOrN8K7UnEsAPJB2UtDHFLoqI4wDpeW6KLwDeLSp7LMUWpOOh8UFlIqIP+BC4YIS6BpG0UVKbpLbu7u4S35LVAm+QZ5ZvpfZEro6I9yTNBVol/WiEczVMLEaIZy0zEIjYDmyHwrYnI7TNaow3yDPLt5J6IhHxXnruAp6nMD/xvqR5AOm5K51+DLi4qPhC4L0UXzhMfFAZSQ3A+UDPCHVZHRnLN9SZWW0ZNYlIOk/SjP5jYDXwJrAL6F8t1QK8kI53Ac1pxdVlFCbQ96chr1OSVqX5jtuGlOmv60bg5SjsDPkisFrSrDShvjrFrI48cmsTW9cvZcn8mWxdv3TQN9aZWWmqtcKxlOGsi4Dn02rcBuCpiPi+pAPATkkbgE7gJoCIOCxpJ/AW0AfcEREfp7puBx4DzqEwob47xR8FnkiT8D0UVncRET2S7gUOpPPu6Z9kNzOzAdX6CmBvBW9mlmPl+gpgbwVvZjYJVXuFo5OImVmOVXuFo78e18ws56r5FcCeEzEzM8+JmJlZ5TmJmJlZZk4iZmaWmZOImZll5iRiZmaZOYmYmVlmTiJmZpaZk4iZmWXmJGJmZpk5iZiZWWZOImZmlpmTiJmZZeYkYmZmmTmJmJlZZk4iZmaWmZOImZll5iRiZmaZOYmYmVlmTiJmZpZZyUlE0lRJr0n6m/R6tqRWSe3peVbRuZsldUg6ImlNUXy5pEPpZ9skKcUbJT2b4vskLSoq05J+R7uklnK8aTMzK4+x9ES+Drxd9HoTsCciFgN70mskLQGagSuBtcBDkqamMg8DG4HF6bE2xTcAJyLicuAB4P5U12xgC7ASWAFsKU5WZmZWXSUlEUkLgd8EvlkUXgfsSMc7gPVF8Wciojci3gE6gBWS5gEzI2JvRATw+JAy/XU9B1yXeilrgNaI6ImIE0ArA4nHzMyqrNSeyJ8DdwJnimIXRcRxgPQ8N8UXAO8WnXcsxRak46HxQWUiog/4ELhghLoGkbRRUpuktu7u7hLfkpmZjdeoSUTSbwFdEXGwxDo1TCxGiGctMxCI2B4RTRHRNGfOnBKbaWZm41VKT+Rq4AZJR4FngC9IehJ4Pw1RkZ670vnHgIuLyi8E3kvxhcPEB5WR1ACcD/SMUJeZmdWAUZNIRGyOiIURsYjChPnLEfF7wC6gf7VUC/BCOt4FNKcVV5dRmEDfn4a8TklaleY7bhtSpr+uG9PvCOBFYLWkWWlCfXWKmZlZDWgYR9n7gJ2SNgCdwE0AEXFY0k7gLaAPuCMiPk5lbgceA84BdqcHwKPAE5I6KPRAmlNdPZLuBQ6k8+6JiJ5xtNnMzMpIhQ/89aOpqSna2tqq3Qwzs7LpOnmarz39Gg/efBVzZ0yfkN8h6WBENI21nO9YNzOrcdv2tHPgaA/bXmqvdlM+ZTzDWWZmNoGuuHs3vX0Dd1Y8ua+TJ/d10tgwhSNbr69iywa4J2JmVqNevfNablg2n+nTCn+qp0+bwrpl83n1rmur3LIBTiJmZmXWdfI0X35kL12nTo+rnrkzpzOjsYHevjM0Nkyht+8MMxobJmxeJAsnETOzMivnHMYHH/Vyy8pLef6rV3PLykvp/qi3DC0sH6/OMjMrk6FzGP1qaQ7jbLw6y8ysyvIwh1FuTiJmZmWShzmMcvMSXzOzMuqfw7h5xSU8tb+T7nFOrtc6z4mYmZnnRMzMrPKcRMzMLDMnETMzy8xJxMzMMnMSMTOzzJxEzMwsMycRMzPLzEnEzMwycxIxM7PMnETMzCwzJxEzM8vMScTMzDJzEjEzs8xGTSKSpkvaL+kNSYcl/acUny2pVVJ7ep5VVGazpA5JRyStKYovl3Qo/WybJKV4o6RnU3yfpEVFZVrS72iX1FLON29mZuNTSk+kF/hCRPwqsAxYK2kVsAnYExGLgT3pNZKWAM3AlcBa4CFJU1NdDwMbgcXpsTbFNwAnIuJy4AHg/lTXbGALsBJYAWwpTlZmZlZdoyaRKPgovZyWHgGsA3ak+A5gfTpeBzwTEb0R8Q7QAayQNA+YGRF7o/AlJo8PKdNf13PAdamXsgZojYieiDgBtDKQeMzMrMpKmhORNFXS60AXhT/q+4CLIuI4QHqem05fALxbVPxYii1Ix0Pjg8pERB/wIXDBCHUNbd9GSW2S2rq7u0t5S2ZmVgYlJZGI+DgilgELKfQqlo5wuoarYoR41jLF7dseEU0R0TRnzpwRmmZmZuU0ptVZEfGPwCsUhpTeT0NUpOeudNox4OKiYguB91J84TDxQWUkNQDnAz0j1GVmZjWglNVZcyR9Nh2fA/wG8CNgF9C/WqoFeCEd7wKa04qryyhMoO9PQ16nJK1K8x23DSnTX9eNwMtp3uRFYLWkWWlCfXWKmZlZDWgo4Zx5wI60wmoKsDMi/kbSXmCnpA1AJ3ATQEQclrQTeAvoA+6IiI9TXbcDjwHnALvTA+BR4AlJHRR6IM2prh5J9wIH0nn3RETPeN6wmZmVjwof+OtHU1NTtLW1VbsZZma5IulgRDSNtZzvWDczs8ycRMzMLDMnETMzy8xJxMzMMnMSMTOzzJxEzMwsMycRMzPLzEnEzMwycxIxM7PMnETMzCwzJxEzM8vMScTMzDJzEjEzs8ycRMzMLDMnETOzMeg6eZovP7KXrlOnq92UmuAkYmY2Btv2tHPgaA/bXmqvdlNqQinfbGhmNuldcfduevvOfPL6yX2dPLmvk8aGKRzZen0VW1Zd7omYmZXg1Tuv5YZl85k+rfBnc/q0KaxbNp9X77q2yi2rLicRM7MSzJ05nRmNDfT2naGxYQq9fWeY0djA3BnTq920qvJwlplZiT74qJdbVl7KzSsu4an9nXR7ch1FRLXbUFZNTU3R1tZW7WaYmeWKpIMR0TTWch7OMjOzzJxEzMwss1GTiKSLJf2tpLclHZb09RSfLalVUnt6nlVUZrOkDklHJK0pii+XdCj9bJskpXijpGdTfJ+kRUVlWtLvaJfUUs43b2Zm41NKT6QP+A8R8SvAKuAOSUuATcCeiFgM7EmvST9rBq4E1gIPSZqa6noY2AgsTo+1Kb4BOBERlwMPAPenumYDW4CVwApgS3GyMjOz6ho1iUTE8Yj4YTo+BbwNLADWATvSaTuA9el4HfBMRPRGxDtAB7BC0jxgZkTsjcJs/uNDyvTX9RxwXeqlrAFaI6InIk4ArQwkHjMzq7IxzYmkYaargH3ARRFxHAqJBpibTlsAvFtU7FiKLUjHQ+ODykREH/AhcMEIdQ1t10ZJbZLauru7x/KWzMxsHEq+T0TSLwF/BfxRRJxM0xnDnjpMLEaIZy0zEIjYDmxP7eyW9JOzNa4GXQh8UO1GjEOe25/ntkO+25/ntkN9tv/SLBWVlEQkTaOQQL4dEd9J4fclzYuI42moqivFjwEXFxVfCLyX4guHiReXOSapATgf6Enxa4aUeWWktkbEnFLeU62Q1JZlbXatyHP789x2yHf789x2cPuLlbI6S8CjwNsR8V+LfrQL6F8t1QK8UBRvTiuuLqMwgb4/DXmdkrQq1XnbkDL9dd0IvJzmTV4EVkualSbUV6eYmZnVgFJ6IlcDtwKHJL2eYn8C3AfslLQB6ARuAoiIw5J2Am9RWNl1R0R8nMrdDjwGnAPsTg8oJKknJHVQ6IE0p7p6JN0LHEjn3RMRPRnfq5mZlVndbXuSN5I2pjmdXMpz+/Pcdsh3+/PcdnD7B9XlJGJmZll52xMzM8vMSWQCSPpLSV2S3iyK/aqkvWnbl7+WNDPFPyPpWyn+hqRrisq8kraOeT095g7z68rd9gnf5iYnba/5ay/pgnT+R5IeHFJXTV/7Udqeh2v/RUkH0zU+KOkLRXVV9NpPQPvHdv0jwo8yP4B/CXweeLModgD4V+n4D4B70/EdwLfS8VzgIDAlvX4FaKpw2+cBn0/HM4B/AJYA/wXYlOKbgPvT8RLgDaARuAz4MTA1/Ww/8GsU7vfZDVyfo7bn4dqfB/w68G+BB4fUVevXfqS25+HaXwXMT8dLgZ9W69pPQPvHdP3dE5kAEfF3FFaZFbsC+Lt03Ar8djpeQmHvMSKiC/hHoGrrz6My29zUdNsnso0jGWv7I+LnEfHfgUHfjJSHa3+2tldLhva/FhH997kdBqarcFtDxa99Oduf5Xc7iVTOm8AN6fgmBm7IfANYJ6lBhftqljP4Zs1vpS7lf6xEt7iYJm6bmwk3zrb3q/VrfzZ5uPajydO1/23gtYjopcrXHsbd/n4lX38nkcr5Awo7IB+k0N38fyn+lxT+obUBfw78Twr31wDcEhGfA/5FetxaqcZqyDY3I506TKzkLWsmQhnaDvm49metYphYrV37keTm2ku6ksKu41/pDw1zWsWWwJah/TDG6+8kUiER8aOIWB0Ry4GnKYy/ExF9EfHHEbEsItYBnwXa089+mp5PAU9RoaEWjbDNTfr5eLe5mTBlanterv3Z5OHan1Verr2khcDzwG0R8eMUrsq1T+0pR/vHfP2dRCqkf4WDpCnA3cB/S6/PlXReOv4i0BcRb6XhrQtTfBrwWxSGxCa6nZXY5qam256jaz+snFz7s9WTi2sv6bPAd4HNEfE/+k+uxrUvZ/szXf+xrgLwo6SVEk8Dx4FfUPhksgH4OoUVE/9AYcuY/hs9FwFHKEyEvQRcmuLnUVip9fcUJr7+grRyaILb/usUut9/D7yeHv+awtb8eyj0kvYAs4vK/CmFntURilaiUFgg8Gb62YP977nW256za3+UwiKOj9K/tSU5uvafanterj2FD4I/Lzr3dWBuNa59Oduf5fr7jnUzM8vMw1lmZpaZk4iZmWXmJGJmZpk5iZiZWWZOImZmlpmTiJmZZeYkYmZmmTmJmJlZZv8fk88guw+Gq7cAAAAASUVORK5CYII=\n", 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