From e8917f8267a21186f58640adc31a349d58de16e9 Mon Sep 17 00:00:00 2001 From: 3b74ede6c67e421752a7c24c1803a119 <3b74ede6c67e421752a7c24c1803a119@app-learninglab.inria.fr> Date: Tue, 25 May 2021 16:50:03 +0000 Subject: [PATCH] no commit message --- module3/exo2/exercice.ipynb | 3358 +++++++++++++++++++++++++++++- module3/exo2/incidence-PAY-7.csv | 1591 ++++++++++++++ 2 files changed, 4946 insertions(+), 3 deletions(-) create mode 100644 module3/exo2/incidence-PAY-7.csv diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 0bbbe37..e4348b6 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -1,5 +1,3358 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# l'incidence de la varicelle" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = 'http://www.sentiweb.fr/datasets/incidence-PAY-7.csv'" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import requests\n", + "\n", + "if not os.path.exists('incidence-PAY-7.csv'):\n", + " r = requests.get(data_url, allow_redirects=True)\n", + " open('incidence-PAY-7.csv', 'wb').write(r.content)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
0202119767314409905310614FRFrance
12021187391221105714639FRFrance
220211774686287864947410FRFrance
320211674780289166697410FRFrance
4202115711215762714803171222FRFrance
5202114711197799414400171222FRFrance
620211379714628913139151020FRFrance
7202112711520841514625171222FRFrance
820211179386667812094141018FRFrance
920211079056645211660141018FRFrance
10202109710988793814038171222FRFrance
11202108711281836114201171321FRFrance
122021077135611031516807211626FRFrance
13202106713401981016992201525FRFrance
14202105712210898815432181323FRFrance
15202104712026882615226181323FRFrance
162021037891363751145113917FRFrance
172021027779554301016012816FRFrance
18202101710525775013300161220FRFrance
19202053711978840615550181323FRFrance
20202052712012828515739181224FRFrance
21202051710564757413554161121FRFrance
22202050770634744938211715FRFrance
2320204975026314569078511FRFrance
24202048766834312905410614FRFrance
2520204774999296370358511FRFrance
262020467375219635541639FRFrance
272020457369620165376639FRFrance
2820204474391237564077410FRFrance
2920204374376250562477410FRFrance
.................................
15591991267176081130423912312042FRFrance
15601991257161691070021638281838FRFrance
15611991247161711007122271281739FRFrance
1562199123711947767116223211329FRFrance
1563199122715452995320951271737FRFrance
1564199121714903897520831261636FRFrance
15651991207190531274225364342345FRFrance
15661991197167391124622232291939FRFrance
15671991187213851388228888382551FRFrance
1568199117713462887718047241632FRFrance
15691991167148571006819646261834FRFrance
1570199115713975978118169251832FRFrance
1571199114712265768416846221430FRFrance
157219911379567604113093171123FRFrance
1573199112710864733114397191325FRFrance
15741991117155741118419964271935FRFrance
15751991107166431137221914292038FRFrance
1576199109713741878018702241533FRFrance
1577199108713289881317765231531FRFrance
1578199107712337807716597221529FRFrance
1579199106710877701314741191226FRFrance
1580199105710442654414340181125FRFrance
15811991047791345631126314820FRFrance
15821991037153871048420290271836FRFrance
15831991027162771104621508292038FRFrance
15841991017155651027120859271836FRFrance
15851990527193751329525455342345FRFrance
15861990517190801380724353342543FRFrance
1587199050711079666015498201228FRFrance
15881990497114302610205FRFrance
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1589 rows × 10 columns

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\n", + "22 202050 7 7063 4744 9382 11 7 \n", + "23 202049 7 5026 3145 6907 8 5 \n", + "24 202048 7 6683 4312 9054 10 6 \n", + "25 202047 7 4999 2963 7035 8 5 \n", + "26 202046 7 3752 1963 5541 6 3 \n", + "27 202045 7 3696 2016 5376 6 3 \n", + "28 202044 7 4391 2375 6407 7 4 \n", + "29 202043 7 4376 2505 6247 7 4 \n", + "... ... ... ... ... ... ... ... \n", + "1559 199126 7 17608 11304 23912 31 20 \n", + "1560 199125 7 16169 10700 21638 28 18 \n", + "1561 199124 7 16171 10071 22271 28 17 \n", + "1562 199123 7 11947 7671 16223 21 13 \n", + "1563 199122 7 15452 9953 20951 27 17 \n", + "1564 199121 7 14903 8975 20831 26 16 \n", + "1565 199120 7 19053 12742 25364 34 23 \n", + "1566 199119 7 16739 11246 22232 29 19 \n", + "1567 199118 7 21385 13882 28888 38 25 \n", + "1568 199117 7 13462 8877 18047 24 16 \n", + "1569 199116 7 14857 10068 19646 26 18 \n", + "1570 199115 7 13975 9781 18169 25 18 \n", + "1571 199114 7 12265 7684 16846 22 14 \n", + "1572 199113 7 9567 6041 13093 17 11 \n", + "1573 199112 7 10864 7331 14397 19 13 \n", + "1574 199111 7 15574 11184 19964 27 19 \n", + "1575 199110 7 16643 11372 21914 29 20 \n", + "1576 199109 7 13741 8780 18702 24 15 \n", + "1577 199108 7 13289 8813 17765 23 15 \n", + "1578 199107 7 12337 8077 16597 22 15 \n", + "1579 199106 7 10877 7013 14741 19 12 \n", + "1580 199105 7 10442 6544 14340 18 11 \n", + "1581 199104 7 7913 4563 11263 14 8 \n", + "1582 199103 7 15387 10484 20290 27 18 \n", + "1583 199102 7 16277 11046 21508 29 20 \n", + "1584 199101 7 15565 10271 20859 27 18 \n", + "1585 199052 7 19375 13295 25455 34 23 \n", + "1586 199051 7 19080 13807 24353 34 25 \n", + "1587 199050 7 11079 6660 15498 20 12 \n", + "1588 199049 7 1143 0 2610 2 0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 14 FR France \n", + "1 9 FR France \n", + "2 10 FR France \n", + "3 10 FR France \n", + "4 22 FR France \n", + "5 22 FR France \n", + "6 20 FR France \n", + "7 22 FR France \n", + "8 18 FR France \n", + "9 18 FR France \n", + "10 22 FR France \n", + "11 21 FR France \n", + "12 26 FR France \n", + "13 25 FR France \n", + "14 23 FR France \n", + "15 23 FR France \n", + "16 17 FR France \n", + "17 16 FR France \n", + "18 20 FR France \n", + "19 23 FR France \n", + "20 24 FR France \n", + "21 21 FR France \n", + "22 15 FR France \n", + "23 11 FR France \n", + "24 14 FR France \n", + "25 11 FR France \n", + "26 9 FR France \n", + "27 9 FR France \n", + "28 10 FR France \n", + "29 10 FR France \n", + "... ... ... ... \n", + "1559 42 FR France \n", + "1560 38 FR France \n", + "1561 39 FR France \n", + "1562 29 FR France \n", + "1563 37 FR France \n", + "1564 36 FR France \n", + "1565 45 FR France \n", + "1566 39 FR France \n", + "1567 51 FR France \n", + "1568 32 FR France \n", + "1569 34 FR France \n", + "1570 32 FR France \n", + "1571 30 FR France \n", + "1572 23 FR France \n", + "1573 25 FR France \n", + "1574 35 FR France \n", + "1575 38 FR France \n", + "1576 33 FR France \n", + "1577 31 FR France \n", + "1578 29 FR France \n", + "1579 26 FR France \n", + "1580 25 FR France \n", + "1581 20 FR France \n", + "1582 36 FR France \n", + "1583 38 FR France \n", + "1584 36 FR France \n", + "1585 45 FR France \n", + "1586 43 FR France \n", + "1587 28 FR France \n", + "1588 5 FR France \n", + "\n", + "[1589 rows x 10 columns]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = raw_data.dropna().copy()\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "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": "code", + "execution_count": 46, + "metadata": { + "scrolled": true + 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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
.................................
2020-10-19/2020-10-2520204374376250562477410FRFrance
2020-10-26/2020-11-0120204474391237564077410FRFrance
2020-11-02/2020-11-082020457369620165376639FRFrance
2020-11-09/2020-11-152020467375219635541639FRFrance
2020-11-16/2020-11-2220204774999296370358511FRFrance
2020-11-23/2020-11-29202048766834312905410614FRFrance
2020-11-30/2020-12-0620204975026314569078511FRFrance
2020-12-07/2020-12-13202050770634744938211715FRFrance
2020-12-14/2020-12-20202051710564757413554161121FRFrance
2020-12-21/2020-12-27202052712012828515739181224FRFrance
2020-12-28/2021-01-03202053711978840615550181323FRFrance
2021-01-04/2021-01-10202101710525775013300161220FRFrance
2021-01-11/2021-01-172021027779554301016012816FRFrance
2021-01-18/2021-01-242021037891363751145113917FRFrance
2021-01-25/2021-01-31202104712026882615226181323FRFrance
2021-02-01/2021-02-07202105712210898815432181323FRFrance
2021-02-08/2021-02-14202106713401981016992201525FRFrance
2021-02-15/2021-02-212021077135611031516807211626FRFrance
2021-02-22/2021-02-28202108711281836114201171321FRFrance
2021-03-01/2021-03-07202109710988793814038171222FRFrance
2021-03-08/2021-03-1420211079056645211660141018FRFrance
2021-03-15/2021-03-2120211179386667812094141018FRFrance
2021-03-22/2021-03-28202112711520841514625171222FRFrance
2021-03-29/2021-04-0420211379714628913139151020FRFrance
2021-04-05/2021-04-11202114711197799414400171222FRFrance
2021-04-12/2021-04-18202115711215762714803171222FRFrance
2021-04-19/2021-04-2520211674780289166697410FRFrance
2021-04-26/2021-05-0220211774686287864947410FRFrance
2021-05-03/2021-05-092021187391221105714639FRFrance
2021-05-10/2021-05-16202119767314409905310614FRFrance
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1589 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", + "2020-10-19/2020-10-25 202043 7 4376 2505 6247 7 \n", + "2020-10-26/2020-11-01 202044 7 4391 2375 6407 7 \n", + "2020-11-02/2020-11-08 202045 7 3696 2016 5376 6 \n", + "2020-11-09/2020-11-15 202046 7 3752 1963 5541 6 \n", + "2020-11-16/2020-11-22 202047 7 4999 2963 7035 8 \n", + "2020-11-23/2020-11-29 202048 7 6683 4312 9054 10 \n", + "2020-11-30/2020-12-06 202049 7 5026 3145 6907 8 \n", + "2020-12-07/2020-12-13 202050 7 7063 4744 9382 11 \n", + "2020-12-14/2020-12-20 202051 7 10564 7574 13554 16 \n", + "2020-12-21/2020-12-27 202052 7 12012 8285 15739 18 \n", + "2020-12-28/2021-01-03 202053 7 11978 8406 15550 18 \n", + "2021-01-04/2021-01-10 202101 7 10525 7750 13300 16 \n", + "2021-01-11/2021-01-17 202102 7 7795 5430 10160 12 \n", + "2021-01-18/2021-01-24 202103 7 8913 6375 11451 13 \n", + "2021-01-25/2021-01-31 202104 7 12026 8826 15226 18 \n", + "2021-02-01/2021-02-07 202105 7 12210 8988 15432 18 \n", + "2021-02-08/2021-02-14 202106 7 13401 9810 16992 20 \n", + "2021-02-15/2021-02-21 202107 7 13561 10315 16807 21 \n", + "2021-02-22/2021-02-28 202108 7 11281 8361 14201 17 \n", + "2021-03-01/2021-03-07 202109 7 10988 7938 14038 17 \n", + "2021-03-08/2021-03-14 202110 7 9056 6452 11660 14 \n", + "2021-03-15/2021-03-21 202111 7 9386 6678 12094 14 \n", + "2021-03-22/2021-03-28 202112 7 11520 8415 14625 17 \n", + "2021-03-29/2021-04-04 202113 7 9714 6289 13139 15 \n", + "2021-04-05/2021-04-11 202114 7 11197 7994 14400 17 \n", + "2021-04-12/2021-04-18 202115 7 11215 7627 14803 17 \n", + "2021-04-19/2021-04-25 202116 7 4780 2891 6669 7 \n", + "2021-04-26/2021-05-02 202117 7 4686 2878 6494 7 \n", + "2021-05-03/2021-05-09 202118 7 3912 2110 5714 6 \n", + "2021-05-10/2021-05-16 202119 7 6731 4409 9053 10 \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", + "2020-10-19/2020-10-25 4 10 FR France \n", + "2020-10-26/2020-11-01 4 10 FR France \n", + "2020-11-02/2020-11-08 3 9 FR France \n", + "2020-11-09/2020-11-15 3 9 FR France \n", + "2020-11-16/2020-11-22 5 11 FR France \n", + "2020-11-23/2020-11-29 6 14 FR France \n", + "2020-11-30/2020-12-06 5 11 FR France \n", + "2020-12-07/2020-12-13 7 15 FR France \n", + "2020-12-14/2020-12-20 11 21 FR France \n", + "2020-12-21/2020-12-27 12 24 FR France \n", + "2020-12-28/2021-01-03 13 23 FR France \n", + "2021-01-04/2021-01-10 12 20 FR France \n", + "2021-01-11/2021-01-17 8 16 FR France \n", + "2021-01-18/2021-01-24 9 17 FR France \n", + "2021-01-25/2021-01-31 13 23 FR France \n", + "2021-02-01/2021-02-07 13 23 FR France \n", + "2021-02-08/2021-02-14 15 25 FR France \n", + "2021-02-15/2021-02-21 16 26 FR France \n", + "2021-02-22/2021-02-28 13 21 FR France \n", + "2021-03-01/2021-03-07 12 22 FR France \n", + "2021-03-08/2021-03-14 10 18 FR France \n", + "2021-03-15/2021-03-21 10 18 FR France \n", + "2021-03-22/2021-03-28 12 22 FR France \n", + "2021-03-29/2021-04-04 10 20 FR France \n", + "2021-04-05/2021-04-11 12 22 FR France \n", + "2021-04-12/2021-04-18 12 22 FR France \n", + "2021-04-19/2021-04-25 4 10 FR France \n", + "2021-04-26/2021-05-02 4 10 FR France \n", + "2021-05-03/2021-05-09 3 9 FR France \n", + "2021-05-10/2021-05-16 6 14 FR France \n", + "\n", + "[1589 rows x 10 columns]" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sorted_data = data.set_index('period').sort_index()\n", + "sorted_data" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "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": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data_pure = sorted_data[periods.year>1990]" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+6MaDbMvOFvzinwsLy7RNCwe7C4//VzuZfcw4H3p1Fb7219nJ72rEShx8GYgiz2bLaqrnq3+djS07W/wbqQOINz3rdKSB97pWv7o6vIgDETUiIgy3CSH+AgBCiFVCiDYhRAXArwBMjrMvAzBaKT4KwPI4fRSTnilDRA0ABgBYDw1CiJuFEJOEEJOGDh3q94TtgM4aZF1BzvbNv72Kax+Yi3++Xow4m9YLLihardyEz9qkewg/9GrxiKrcOPBfF/2frshpdjLrG2u34efTUq/rjhizadA/d95fP/lGh5kcy3fdxWhWl4ePtRIBuAXAa0KIHyvpI5Rs7wcgt2H3ApgaWyCNRaR4niGEWAFgCxEdF9d5IYB7lDIXxdfnAXhMdGHBftftWX3xu2cW44o7s05r67Y2A6j++E3Tzrq+r7R4bepC6gKnXyiscyjCOVhZB70f6XXmG3WEWClpyt3Yd+57DXd0gIf21ffOwVcVDjHAHz5OcCcC+BiAWUQkV4ovA7iAiCYgGnaLAVwKAEKIOUR0J4BXEVk6XS6EkDz7ZQB+C6AXgAfiPyAiPr8nogWIOIaptT1WMbRVBP4xZyXOOmxvr0neXYjD1++JYhv9+IMTkjRpCdRYLuYiY6L1qoOSbxl3W1UV67KwEWLbQtzRnGapVMx5sSPO9/7t04uT6z1sWLQ7nMRBCPEU+HF2v6XMNQCuYdJnAjiMSd8J4HxXX9oLf5yxBF/762xc94HD8aFj9nXm76xB1hUG967YH6BHQ3X+k3oU1sTMUM1Tq1jJpx/ttHL69rkjvqUwXLc3fNVRvXvYl58N23Zhe0sbRg7sVYde7XmbhvZG8JAGEsXdG2u3eeXvwhKvdoH6vM1teeKwctPOwjoIppHkkgvjXWVVHYaiPa6XWEm/t92gWO8q1koq+vQoW+8f971HceK1j9XQIx3da97WikAcAPTr2QgA2LzD86CW9uyMrd1OaljdCSacgyJWet//PIWLfjPDWoep6zYb9GqftzOId3u2aBMd2drtaLFSGgrF7224RLjNdfZa72Z7upoRiAOApnihU60nfvrIfIy58j40t+Z3YvUeZL5xfTrLLVB1qJLvSO3L6i3NVdfN6hw6QKxUFzAN+X4ijoAZvZ3rsEZ2pLVSV12Eu2i3uiwCcUCqGCspM/uWp94AAOzcxc3M+g6zXKTSLgZVcZiGIvAvv3zjDtw+Ywl7j1u0OoIG1iK6spWsRedgktVbOQfPD9EhYqWkLZPxgZ7esct1dxMH14pAHJAO0ZLn1rzWMbZ0/XbMXJy6cezyZJ87cmxfoZy7UGu7F/1mBv760nJrHt5nYPexVqqHzsFl0cXeK9hutWhpq+CO55ZYnR9LTCgUFXp6WKu7NsJ5Dkh3xpwMdNOOFmzakfU0rXVMn/T9aZnf3sShA3daf3nxreS6jRWBAFubW71iEq3fppwFrb9iRqxUa1itjnpP9W6l7uGQlNdYa9W/eHwhfvTw6yiXSjhv4ig2j8sJrrNpQWe3v7shEAekg1ldk+QCdfIPpuXy13vH4ytW6jyFtCJWUtKn/OhxrNqc6huEEOzC7uPDlSEO1XXTr8E6wEa7vKOyMp002f0fu/8QTF+0HpPHDq6+vRoHz7qYwG/eUX1IjiJ9WLvVrccSQuCDv3wGnzhxLM46fIQzf5HgigFBrBRBcg6+2WtYfbizgv05h84BJ0oQEBnCAPgtVDMW5aKixPXVB0II3PuyXYTVJVDggeW4HDGgJ1NNx+ocrNZRxFsrbdi2Czt2teXK2uqa9J1HnH1pqwg8t3gDLrvtBWdeANjZ0rV1e10NgTigY3UONz2eD9PgrZDuJNahwuzqua6Ydr5WBW4iVuJFV0Vx/cOvW88/4DB+WN/iDYHvs3fgPSbN9P5++qglimkXkpWYxsZR334YZ/30Cef3PODL9+PyP/ot9AAv7gyoHwJxQLozzoqVzPnrPSR9OYfOOMAlapfjHLh8xetmrZXIfM+FGx5bULhMuVRMkNVeJsWu91d0LazH2rlq885sUERLXlO4cABYvG577nvq2doqAvcxBwWZlOCqifWFDj+bgOIIxAHppPTnHOq7Svsuqp1liseKlViCUbx/3CPV6iHtA/VT+353H/jrALg0e2Hurq1Eq3IiXjVD57UVm3Hsdx/FH5RzL2zVvLluuzVPzlrJc7yYzudQicMTtXroB+QQiAPSwdxZTma+Acg6TefALWRMPvNpb+42+MXSXa4eKMo5SKjdKzp2eIV0FX2wlNnJOHAWwaI4nMzTC9d55ZdB7uruJGrwAqyHc2CAGYE4IN2x+e4gP3/7S+5Mhdqvb756w2StpKOa/skiahsd7WlbqpI41IJqOIdKRWTNgh1oVhSw9TLv9XlTpraq9XMw5au3zmH5xh24/uHXg7NcjEAckA6+zjpMx9vLtZ37YQJ3HnERhXS+rGCvJTr6O5SrbJA9vrCGhYUrqh5KdN+sFTj62w9jjRKuxLboq6FfalnvHpi9Ett3tcbtuWF0gtNK+44XUz4TR1Et/uOPL+Cnj87H3JVb6lbnknXb2RA8uwO6NXFYtXknxn/lfsx6axOAzhQr+eXrrB0N36yfkjqCHqY7X4aXp3fM83JiJZ93XUvvfK2VdIdJIOtUaOtmPQPX3TlzWS7twdkrsYHhZLx1Dr7j3pBeb7HSjpjTqtc5E9t3teLkH0zDf/35lbrU19Ho1sTh8Xmr0dKW2sXXUzFZBF2djTV5SOuQu0sXeH1F3l62w8RKnOOepW2bwtzXu5v75twmoYgYSYdqBVfvV7lmSzM+/Yfncenvn8/dM4YByf325TT59PYyZf3j9CX414K1Ndcj/Sp2V2V5tyYOuUlO7GW7w59zaN9+SPxjTvY8ZV9T1gtv8TMn5I6vzCh3O1iwxHIO7dzmH6fnAxHqi+ULSzawZVX649vPajYg3FeQadI3Z+mG7Uxbfn3w3fmb+t7W1j5f6bbpS/CRX09vl7p3J3Rr4qCP/k7jHDyjbrp2Wn97eTnGXHkfTmZEESqWbdieixelQt8Nbtyez8vNV5OsVn+tFe6ZPC2i2gNVi5WqUCpLPPTqKmd95974tEcfOpbr9Glt1eadXmX9dVR8er05h/aa/V1bLmBGtyYO+mDoBKMVAHaOQOUqXBzGZ//0IgBgyfr8bk7F26+bhrN+8oRv9zIhL95Y43dangofWbPIXHfsdGLFSpb83B7Cl9vZvqsVTxtEFup7sSkx/cO88Ne5+moY91zRafPWZM5GSfqgjwPPNkxERDeU2GE4Bc8X9d4bdpaBS73gJA5ENJqIphHRa0Q0h4g+H6cPJqKHiWh+/H+QUuYqIlpARPOI6AwlfSIRzYrv3UCxgJaImojojjh9OhGNqf+jss+W/d1Jn9O2g8qepVC/Npdv4nd3HK57cC5Wa7vBelnl2MJntCeNUL99I2OuZHu8aXNXV93uLU8uwocNIgv1W/uLXGrPV+RTus5skGirCFQqAuvUAHq5TUJtVno6cfjW31/1qs+EehOH3ZVjkPDhHFoBfEkIcTCA4wBcTkSHALgSwKNCiPEAHo1/I743FcChAM4EcCMRycNibwJwCYDx8d+ZcfrFADYIIcYBuB7AdXV4tsLgorJ2BOycg79YqT0xf/XWzO8iPbGKlXgzpfhf8efdf68+hcs0NeTPMra17Tqbwoa3Nu4w3lPfi81M0zt+U427Ca4dvUbTPCECrn/kdUxUAujlTVn5dnWuw5dz+JPhQCkOHSGOq+ZgrK4EJ3EQQqwQQrwQX28B8BqAkQDOBnBrnO1WAOfE12cDuF0I0SyEWARgAYDJRDQCQH8hxDMiemu/08rIuv4MYAp1wOrc0XyC8RhIy+jhdtmdgdwxDDX0hXOq8xWBuHDYyAGFy/RoyE8Dn+fjsuhEVIdvuO8VVs6umpFrfyB+bFY/Q4QAHtb0Kr6mrH9/RSO+nkSkCDoiTllnxUKrFwrpHGJxz1EApgMYLoRYAUQEBMCwONtIAGpYzGVx2sj4Wk/PlBFCtALYBGAI0/4lRDSTiGauWVN/87D2XnzNzkFmcA5oXQG1cDG8KatfmgvV6I3q8Y7lTv+rf51tzWfb86jPy5mIusrUkq/ou67FG17CtCn67b8WW8tJLFxjJ8Q27oBru95iZTlHurqpugnexIGI+gK4C8AXhBCbbVmZNGFJt5XJJghxsxBikhBi0tChQ11ddkKfp+0ttjHV7juIO3WQ1VFpKZQNX8J6Q33O+H8VbVVjcfb6qryVVdFX7UtfbL1Tv7XqBZ1HcVGjK1e9R5YQeUKoj1/TeH552abMbxMRcTn52b5JR2y6dlOakMCLOBBRIyLCcJsQ4i9x8qpYVIT4v9TSLQMwWik+CsDyOH0Uk54pQ0QNAAYA4E+FqSNyxEH5mLXsIT52y3Qc+c2HcummQW5TPqpjuEsNtnqLldTnrKVyzw+nZuN14e4+COY5nO16hoK3nVpWz3XtitMPrF9lCtgzwR2/jXUZMrpMYX0NPSTqLciuJBuf3RM+1koE4BYArwkhfqzcuhfARfH1RQDuUdKnxhZIYxEpnmfEoqctRHRcXOeFWhlZ13kAHhMdsE3W2Ui1wVpc6J+cv5b1I6hGrFTNAlQtirzyWvriL1Yq3ko1nIOvB7gNpjMHdNhEF1mFtC83aW6riL6qloOLXG1L6EeM+r4z01x0PZPOHXx+ynjjPaD+OkjZv+272rBgdf3iNXUUfDiHEwF8DMA7iOil+O9dAK4FcDoRzQdwevwbQog5AO4E8CqABwFcLoSQ26DLAPwakZJ6IYAH4vRbAAwhogUArkBs+dTesFnR2CZntTDtRm2ESB3EtZLLtzbuwIOz84epAMADs1Zg7FX3J2GadeiLmvfpdShureQrVuIUktVM8HMm7JPvg0c5VWyiPtP3HngNY668j11wbToRb9PODJdlyechfkpMU71aZsobnoer78q7ZmV+1xoZwBnFVrvfoLx8lluvM+sg22+rCJz2Y3+/oq6CBlcGIcRTMM+5KYYy1wC4hkmfCeAwJn0ngPNdfWl3KGOplXHN/8mHJuALd9jDddt2COZBbq4vQxwsU9hnF3bitY8Z7931QmQrMJ+RvwP5ecO9H19kJ21eaedb867WChrL2f2N2s+L3z4Wtzy1yFnP8QfsBeD1TJoxPpBBB6R+p1/+8w0AQEubQI8GzZfGUyFtQ62exdn+FGu7SN06lmmhNmrdfrnK61OiXpIBX+Sts0SHmsjXiu7tIa0rzJRrju08cvRAth65g93VWrHuEKrZAbUo/bAq2Goc7Fvj0NB9m5z7BQDAz6f5H8eZE985xB2+O+hDv/EPjPvy/dqCnd6fesxoHDKiv7OeHuX8NDC96yIEvuhhO9XspG3v6umF65y29nIOFNXzyMXVyDkwDercpu93Nuvq7OX1OazWU8t8+fWTb+Aij2NJ9SZ0zqmro1sTBx3qYG1h+M7+PRswab9BOHFcamU7bd5qjP/KA5i1bJPTAsIsVjKXyQQX8xQ/VYNtzdFC1seTOLy0dGPVbfEKYL98OlorIuPtrRYh8pMUlLhZoLX98f+dge8/ONfsrct0llMq2/pTzfkGrhIy4nA1pqy2V+dql7uvWxfVygE5OYcccTDfA/xFkt+57zX80yPSqv58d8xcasjZNdGtiYPNsYsbkCUilIgy8sqH5kSOPi8v2+jcfRl3o5ZyqqesrfZaiYNcyGxHZtbLRoBb3FZs2okZi9bjucXrWcc4GzKhqTOFbKG11VxcbKVs69PmrcGNjy80ir+4xUY9iU3CpjD3Fyv55QOA5RvtYVJ8rafyfcjebc1xBfkyOnGoVYzmeg+5cg7OwWYhxsEWvJJtfzdD9yYOOT8HO0olAlH2ozfHA6pnY7kqixDA3x7bVv8rmm14vUGO9otg3Vb+sJoP/vIZnP+LZwoLo00hRnw5BzZMhKEP6re675UVSjq/2Hz4V8/iEcVT2NfPwYZq4m2ZFdJkrMe2GZD3ZPmcAYfIP+uuHOdg6XC2KmsfTNAJgEtsvGyDObQJh3f88HHr/d2bNHR34qANX9fkLFG081OzSblyz8ZSrnzO6cdQr55v1rJNmPSdR7Bh267MpLNxGP8zbb61776wyabrtRP65t+570vpAAAgAElEQVTm1NYZz2wEP69XnxhCabo/gd/S3IqnF67Dp/+QejvXQx+Zfd4a35FUSDP12BZvWd+S9dvx9usey51P4aPDqOZYWa4PEkP7NWXr1xi3agIb2rDOcRDT7uoZLdG9iYPFCY5DuUQolbKDTJ721LOhnJtM+m5KGAak3u7Ppy3A2q3NePaNdV6cw4OzV+JfC9bZO+8Jq0WU4/1MHjuYTV+pRXRtM+z09TT/qSXYS5tliEo0WLFS3Mfm1jZcfe8cJZ2vz8Q55Nq19Emto4mJ96T3rR5Io6za+5O/l14v27AjFxG1nuui7zvXDQv0+9nw94zOoe5OcPWtr6PRrYlDUSQ6B1VxHctaGxtKObmzzrqaFl49QFmaHxrnwMPkm1ANbDtM507PczKok9jm5+CLCk8bIs5BmfCmkBTcoiDrvPreOfjt04udfeN0DsUV0un1AUP7JtcHaxZXJq/5//34Mcb2TDop3/7ocHEGPp/Q1wnOzMVloT9jbv4pPzmdQ70P+9rNGYfuTRzyCmmXWIli8YpaRt7LL54WfVgG983KOqapY1RV9LXnYJNtFg05oMLXHFKNgmor4S1Pz3wPTeeg5ONiKJkgF5Y/zchamGzZySshuXVuO3P4jE3MpSu7pW2AbmlrslYiAJeesj9bt+uQe+5VW2N+OcQykU2/PY/vztqskNaIgfZ7h0ac1fHJEaZ6H/YVFNK7MQorpCn6UydNYu8Nyg32PFtbbLAIoXMOxcrf/eIyTH9jXVyXY2EXsg0z3NYhfv0a0qeH9f5zizfEffHdWZoWS80BzVCeSzedp3C1QV/C7US5k8lsC6b0NQGi7yUtx8olu7gkrZtw1VkHs/fmMYTx+g8dqSiks3UuXb8d9zDnVsh87o2CG97f15BNT9cXfJ2QuzgHm6VeNdi+q9WdqQujWxMHHV46ByI+Fg9EboLZrCVsUJWEPjoH04LzxTtexodufhbLNmzH52+3e3ZLmFh9gseC4En8jj8g9RPhyvzinwu96pEw7WJJlysZwGUxeYBv2JYuOCMG9FT6wBAHTqxk6cfHbsk6VkkxR4O2aLlMrn3x/qNGKWNNu3fjv/BYDSfe+fTrD8++6VWXObaSfb5t3pFdnNVvxMZWqqNYadrc1fjATc/Urb7OQDcnDsWslYgIDSXKLByyyA8feh1PaWcD6wpo34ksd3Mbt7dk5Namxdc1pL/3wNzEGcoFm7+ESaEuUWusnKrzwUxA/aZ7PpcpttbyTby5Izd2OM7BV65dESIhCuVc6GvlWjXd9aqZh979tVt5Sxy5gNZDxLg2Y9JsGXeenEObRtB1nY96l6tTf8/VYtOOFvxPgQgCXRXdmjjoY+E2zRyPQ1NjOePMIyfBy0s34oo7X87kdZm2uvDVv87GF5VYTtXuEgf0avTOa1oUKwJ4YckGa1nf7rkmqe0e9w6zi2UW1c53k1jpzXVpfCC1XW+dg9Kf4f2bMHpwL7YdISK/GiAv7qinLJtMrIOCb7z3EKVfIumfFaLYu+fqu+b9h1nb0t+5i1PPhM+ok85BH4+rN+/Ekd98CM+/aZ8ruwO6LXH45K0zvU/bUtGzoZQ4vgH2SVKtWEnF5p2KHLqK8gDQzxASg1Oumo5evPvFt/Dx3z5nbceX+M1bmcq/67HQ2RTSPigiVsq061BwusRKB4/oj8+cOs5Qd8pl5M9e5jmlaghhGpXV/LznHjUql2b6bifEIsOiX5XLP7xfT2vfcgppi3WS/psTDVcjVrrof5/LjDmX1/TuhG5LHB55jTcflThp/F5selNjCTtb/UJauKyXJA7dRwsOZwxmZmnMBkN9h1+dP5CoxbAouo5kJPLvn2oaajeXZNI4bkLJ+XfFa5nIbBuUDZ+RT/cJ2a725d1HjMjd5xXS2R6ZdqtCCPTvFRH1LTtbtXv8dTXHXPpEZW0oKz4hCcEy5S056+PAhjcv2ftm4wyi+9HvGz9yNKb956kZJzmOmOsc2pzl7qgDT7y+BvfPWpn8bmooO8vsLuh2xGHO8k0Yc+V9znxD+zax6U0N5QznYKMOOWuKGnfJv/nXIjbdueHxaFZm0WPk+KKxlPcQ94HdXNKvPlO2SB/to5BO8zTGK1LR98AFLOTESqrOQQhz/wSAfQZEIid981BXsZLSngkqcUjFSnwJqScpalnH5ZbEzlshrUYwrgh862+RY96Bw/th7F59cOnJ++P8iaNyeSV04qBuNGxQuYX2Pmq4I9HtiANnnsfB9Il7apyDDXknOENbVSlRI+xsacOT89da8xQZri2+WmUN5RJVxdnYynByf56b4CvJLQAeL/bgeCE2cVCmvnBd4A5E0hcPo4JaAMP698SDXzgJ3zr7sAyHkXX6Ky5GU+FDPBuZsLWmYZIQh8KcQz7NpQ7Jb77S698/+yZWx06Psp6GcgnvP3pkLq/eXlJfFXNhN3dtyKDbEQdnWG2HHXeZyP8AHk+FdC3j6ev3zHYShyJo8SR8OhrK1cVespXxre5XT77Bpre0Vbx8G9Tr/z7zbQD8otyarIYkXItLpFfg71WEAAE4aO/+6NlYxj++cLLSbrp7993suGDj4EpMJ03Z5eFLxXUOZh2AOWBlPl3mVQ0H1N6XbdZWWpIthEm2mMKx7EHUodsRB7etfva/Dn3A2ua/vvE1m+Rlb/iyswCwYLVdF8DVb8OX/u9lNt21v9Rt8V14emFE0Gw94892zqepMl8VLW1uL10g2jHuFYsRpczYZK2k9cZ6l+V8MvoCc/8EsjvZYf0Un4q4jmnzVuPmJ1LCyFVFMHt1A+7duQnGzVPJvqCbwHIOSVuGMsr1xP0GAUiJepajSt+M7B9H/HOxmjyJQ7aOwkW6LJxPT0S/IaLVRDRbSbuaiN7SzpSW964iogVENI+IzlDSJxLRrPjeDRR/MSJqIqI74vTpRDSmvo+YhWk3N7B3ZO4p75q+cZFjFX0V0rXAp8pfPcnrKuqJhjKvczC973tejHa8NmJdy1GkANC/V4MzwJ5M/9tnT8T//vsxyU7ep2WbM9qQPj3YA5H0ek1iJSE07qak3otq0RXVJgp+zs//xd9Qipg3Q3y6KX/RTYINDYaFfPnGHdi8swUVIdDUUMIrV78T7zhoGAB+cVa7JLkg3pE1C065/Denv9CeQx18SONvAZzJpF8vhJgQ/90PAER0CICpAA6Ny9xIRPIN3wTgEgDj4z9Z58UANgghxgG4HsB1VT6LF047ZDibvnF7tLsSQuD2GUuMg6CkWWvY7JlXadFI31zPB8irhWi0Nxc7JZ50LjQYdA6m4xjTWE7mOlmxgVdvgMf/81SMGMD7EHAYMaAX/u2gYen39Xixthzrtu3Cqs1ZmXdccebSFLJBIHvesEpE5DvzCfdABCxcYwnM6DgmtKfB+sb0fsqKzqGI9RRXnbR80jcJJ1z7GM64/glIX4r+PRtzscFMVlyJWIkZeHofrrn/NTRrR71+9k8v5so9vTCNiNytOAchxBMA1nvWdzaA24UQzUKIRQAWAJhMRCMA9BdCPCOiUfU7AOcoZW6Nr/8MYAr5aMmqxGH7DLDeF7CHb0hZXeG0af7c7dmBNGMR/xp9LBxOOGAI3ja8H1O2fZFMdkc+k87BHA3UzYJxZX2J4Zi9+sQNufOqo62ULB5+7Uj4RsZVu7+rrYJ3HrJ3IhLJ5NM5B+VavucGTVFclSkr1zEFvXrwxMGokGbO4/YBNweklRR3ZO+KTTtRESL5XiWLLoH9vqzKIZ/4xOtufZ7r0KfdFbXoHP6DiF6JxU5ydI8EoIaxXBanjYyv9fRMGSFEK4BNAIagnWAiO5kdT5xp/6F98PLX35nJV1LycXbsKvTYLi1tAj0aSrnQyj7jqbFc4nfhhsL1csbxDUbWUCqx64trsvieglctOB8Ga35tB2qDzNNWEV5nCgPZz9XcWkGPhhK++/7D2XxmzkESh9r3UC6dQ69GA+dgKOGyVvrqu/nAgFz+1KzYpJBOv2/ZsuirkPTUd+PR1/NMdVsduyuqJQ43ATgAwAQAKwD8KE7nRquwpNvK5EBElxDRTCKauWaN32Rk6uDTk4ZFcj24d4/EEUlHRQjWAzbbVva3EAIlAg4fmeVefMZTjwZepm8qe6viaFYLJDH0UUizYiXjbJUKfQvnwD5vfWZfxgnOc2epQy5a+mFGNqj9l/4yqh9Bkk9TVnPDVi9XzYbAdkwoYLbYMb2fVGfDZzDqWJi0xoYor8nnRIi0PhtRV62t5GZHz7djVxt7TGi/nun8V0VMpoOtuj3nIIRYJYRoE0JUAPwKwOT41jIAo5WsowAsj9NHMemZMkTUAGAADGIsIcTNQohJQohJQ4cOrabrzt2jUEhZz8ZyjpioP12cgw7JBlez3+vRUDLEGuLz67LSatHgKVaK/Bz8xUoya7tzDl7cgrJDT7xy3W1LP4btzf6hmdVqZWA4zo9A31GpzyEXoEZNhCOtkvbqaw+JrsJ2TChg0YkYdUkqB25uz6c+KTbj/EWA2OItri8VBzJiJeVachj62PrGvbPBQSVmUi8J5Dd4EnsQbaiOOMQ6BIn3A5Bv9l4AU2MLpLGIFM8zhBArAGwhouNifcKFAO5RylwUX58H4DHRjoevutYKIYB1cbTIngpLPSx2vVdlmzta7IuCvkuqiPQ0uWyb7sdtKBHPChsmtX6Ye7WQk8nlMdxYLrELvYs4FPWQtr0qrq6ipLgI5yDfsStr1h8ihTztrcxyDjxHA6T6EH3hlgEhH7niFEePUnDWSvcrh0/ZrKnY+hxiqkKcQ/xeTOHm567cktSXcgSyf2mNmfdo4Bze2shH21Xn1zZlE6AT5iT/HkQcnAI1IvoTgFMB7EVEywB8A8CpRDQB0TddDOBSABBCzCGiOwG8CqAVwOVCCLmFvQyR5VMvAA/EfwBwC4DfE9ECRBzD1Ho8mOV5DOnR/589Nj9hz5saowHwh4uPxfjh0URWJ9OuVvtIyHlcxqKCoocMAdEizTv98Pmb60QcyLDT0lEuEUuoTNZKMl0/Bc+nrAmuBZ0MvzjFbxHxgCtv5sAmER2T+ruLJydhMRo5JzMIzQw3356uc5CcyMDexTkHFZ+57QXrfbUPOlzWXuZYUvk0H+W27J+sl1VIK2/PpLiW6Xv17YG7P3MiTvr+tFy/1PFl8oHYk8RKTuIghLiASb7Fkv8aANcw6TMBHMak7wRwvqsf9YJrH6kecCLPOn67EoRPNWV17fgP2jtrXSRlpDkC5TGeSgXDUzS3FCMOZtPE6H/vHvah0lgm1sLHZPUjJ9GLS/K+AK6yJrCcQ0FrJSrwfdN2vbLF9UZa1OP2T20uONGNjXMwtXfKgXlRq2/fTNmMsZ+cOgfDfSN1yCdxRFOHzJGcM5E4weX7BKTcSIu2sZPlS0QYOdBkAp2WMeti9hzi0O08pE1sLSd+aGTYfVXx5dqpThqTVVq1VURy1KgKn+FUomKmnUV33SbIhctk0qjn02E8t9mje/XgHHyiq2Z3ltF/IYRzYT0w5iYLdVPkNyjcDlkguzBzOge92fGMqfN0g/l0Uq/hmFAJW3gPtj5F58BB168koUC0p3nkilMy72WbQa8jHdV0sVK2U+llv56Rs+tmzWvcpN/JiASVa25tMLa/m6LbEYciHhScXFEd/K5dgr6YV0R0LrC+G1Mn5pPzeSuscskgVjK0bfJMPmrfgZYe5yGJqWuRbTR4SF/4mxlM7qjfLqW5/v7aKsKonIzqzLff7LAo06GKHVzzXHavyG4xWvSzaZxJat5aSdE5JHJ1d3u20BlRxfa6bOE97PkFy6XrFlYPzI5Cn6jj68DhfTFuWN/MyWymkPE9Y9Gvr1ipX1MDiPKWXSXjuxbKdZqnh1HkVYw6CCFwx3NLvHSE+sl27Y1uRxyMYEYySxzi/0IIt6y5TScO0cCzcQ73G2TwRMQ77hj6YOrZ5DG8CZ4JyY5MaZw768JkymqCEAIvL3XHy1fxyVufwxHMGRRpnfk0l7kxYHaCs4mVejWWC8cPivooclyqUaxkqiP+uj7tu/xJ9bt6nWaFNN/2iP7xAT2CH4M6l7Q1DgGiLo6JY5uS1aTzkkYjNt2YrpDu26MBWzVOxBY6Pb1OfzUWMPE9b2L+sCSJv7+yAv991yz87LH5xjwAcOPjC3DQ1x7Epu0dd5hQtyMOprnCJXNyxZKy03LNTT3wmvRzUBeH9xwxwhqjR223HkrSsyeMZNNN6B+z4eqzfOTY/XL5uNhKVkukKtjvafPsvi1cczs9dC+cSMHFOUw5eJhijluAcxD5MdiTcTTjOIzfxs6TCefg0Z6JNBw5OuIgdTGQziGaFk3u+/2/M96GvWKrPlPfdD2CJIyqAYVMU4mm6nCoQr67svYc6ifJETjKjxWTrkQdw+p0XruFP2Ob49h13aMKycGs28bXJ/HTRyLisXWXv9l0reh2xMGoc2CSP33KAUy+VOywdMP23H0V+pkAiZ9DRkFW8nLsKmqtVA8fAQAYNShSzmXOzWZt0vOcTZFT3t7hGcPJBu49qseemmT40HaWgJv4l4jSII1FOCbwC/anTzkgI6rgOAxpW+8KK6+CG9d3XXY87rjkuOh+0q+oLl28UcS6qG9TA1xOdTrnIMVMuxjioM5VyYX/cUb2nPdErBRXK9+JupnRH4F7pBLx/TZxDiMG9gQH7rE/ceJYHDi8L/buny/jO3Tk/KvmjIlq0e2IQwGVAwb1yZsEqjuMr98zx1p+u0blpZ+DKmPOs/V8XUTE2/0bhpc5ppHenn2wSUW0alXEKYqjSZ8nhiaMH9a3UD98wD2y6UzsbNvptSq7thFtUji5Ij0Xgt+NE2W/pUB+Yc45enk0zBlaDOvXUxHHpP0C8ibQJmsyUwwj1anOR+cgCYFKHOT7UTkHOebmawYO8jnku5H51I1ZjnGgvMOm2Tkvf/219xyCcwwcuMlD++h9B/HjKc7vuy75GFjUC92POBTRSPMVAPDbtd3z0vIsWxorGRvKJRytKIYzA9ASdoAbF6ax4juIbApegNe7cISH4xxsC3PfWDFYT3AExudENzXyqOoE5+QcqhErGRZNgmZTXxG5sao76FW7TKiLru605utZz7Wtntnta60kvaDVdiX9UBXScszp47p3j6zOQSTEQeUcsu8xIsRZpFxKTrCUXsWX+w7ubYxrZd3ccbRB6ZMP2orad9eAYlGl9gCYvoGvJ23JNIYMmPnmBhwTK4GlnwMA/N+nT0BFCPz3Xa+wjjbD+jXhj586Dv17NWBbcxv+OP1NdhEyTWZfsVJza8V6KDo3CUzEQV+cv3v/a8Z69WfhiJkUGfiCJ57u9zAgPssDsMfoUUFKniJMz/xVW7GFMctUxVSAYXhpffNpl1t0MsRBM2X1OTxKza93T+dEdOicQwPDOUioPhEJcdA2HLrOQY4B1RiEtGGkE2LAk3NAuss3+WtI3YAOIv6dySTf9acjOYfuRxxqZRyQHYQuqLvSSqyQBqIJWgblBoWcBE2NJYyTopd+knPIN2oygfMdRDtb2tC/Z6NZgejLOTDhM9Q49zr0R+Geo/A8MHPtADwd4pTF0rb4Usw5LFi9Fb99erF3F59awIeAVsVUb6zZii07W3P9zVu5pR382QVHsfVy34DjHCQ+dgtveqyDFZ8QQVIwEwes+weUy4Q5yzdhrUMhm+oSsvX2SsRK2XxSVwbkN4REeW9+k39GhmDHP5hQWAlmLM76lcz86mlJ/+zjyXxPRa0HYBVBECsl6b7lo//q4Hrvkfvkdtg/nToBQHYgSZ2DXp+6o5DssM5+RzqHfH/0RfUb7z0EgJn91J+zuaUCIQTeUA6EGTOkd3LNRQz15RxsgQn1xYUVQRWcB5wuxOisZahD1SnJb/ypk8bmy8ff7fxfPO08Hex0wwFTen9kV797/1wAwOr4sKC0b1mRpvpo+w/t42xDoswM9sJ0mCmQ0TkIsJNKP4OiTIR33/AUPqccosP1RS6Kut6tl8GUVd3U5IJnMv3XD/GSUNuT771IvC55/Kxpc1dU11YvQxMfdDviYILv51ZNWSU+P2U8vvG+QzP5JLubFRnlzwwmZAeknAR5xR2/0OkKRDnI9UloQnNrW87BSF1kuXp4hXTez2G7lThkf3O6gaKhCG556o1cWtHJpCp9k50is8iVYrm1j6msF5Q2XlgSnS6oGzToOoeK4zuZwIlETK/aJNozHcfpmke6Twf3bjmrHvmsA3o1ZtKlwYR6HguQHaN5ziFPBFJdSfYOK+qrQvoQiSHz6UK5b8LNT6SHjwWFdAdicGyRpIe6MCEVK6UfqUT5HU0uImtF4L5XVmDFpmzsf9LYTWmCp092085DX4Dl3FMPafnk29Od7/B+2Ym3s6WSG3Aq08GFCZhyUH4nrMvMAbsDWkVkFbMc5+BDHAb1bsQ74535K8vyTnUZsZKzNk0hLdOYxZQQfY/ejrAieh9MUBcnudDlfQ4Q9y3mHJR7vocy6QXTXTXfyfs/dxJfBatzIGue4f2bcmJK3RfoitMPxHXnHZGrW76LobEfhURPg1hJnY95ApTfyKTls+mctZLJHN4GzkJKbc9mKCM5SSBwDh2KEw4Ygue/eprxbGkdnMKtRJSfyPF/OVhfXbEZQH4xJ2Tln3IHrS/K0trByYaSXFgUj1Nl4dDNc5tb23KT2hUUbu8B+Z2dqqCV4MJ8P3LFyQDyz+HSOZiO4RwxoFe6iDMTzERgLvn982w6KfbywrBbBSJxoRC8A9vPP3x05reP6EC1s5ciSn0hsJmy+q5Xh4zoj77KATYpUeLz7z+0L5tuFiulz6F/04ZSKccR69/nQ8eMThwvVch3obfbSzdljfOp7y5vygroxFAP3Pf190Ti2Yx5cUGzUxWqdZuKpE5fnUMHWit1e+JQIsKQvk3eH5xTXJWIcjJ+nYiYTdyyv+Vk0Rcd3QOUwx8/dWyyA1LFNKYgYUDEOajr/4TRA/Hdc9Pgub7iCj1q7IxF63O7sP2H9sHYvaLFRr9nEkHJyfNvP3zc0G6ah9s8FxVNqYu0LMmbLUbEmhO7yFDcEj49ULmCJJ6VJmpr0DiK7MLl0QiA+z9/ktWU1RecwjljygqBuSuzPgnlEuV0abo40RSzKOEIdOIQc27pOQ1Rui1oI6dzkO9Blku+oZLv/lkrM3nZug33VIMDvk98QX1j8eFfTe+wGEuBOMTfxJdyc8cgEuVFALqCy+ZQpX7/g0dEg/KnU7PWJyrbvGNXG+au3Izn38xaRozdq0/Srs3O+4WvnY5fXTgJQGStpD57iaJIlwNj805OIc1B5Rxun7EEH/zlM2w+9Tk+dPOzSbrpqE0XF711ZyseeW01VmzaYeAclD56PErGCc7SdinefXKc1SDtPAUvT+b4v0D6zlu0DUepRJnovNlqqxM3qB7Ns9/yj3Vl1DkwnLVEQ4ly40nnjkznJEhCqc8j3Vop8R53cA454oAs50Ha/N3Z0obf/GtR3BYzzuJyHz9hbO6e7F81X4jTxfmaG9eKQBySM5I9F0FGNlkqUTJ433X43rj9kuNyNukmhzBdOdbaJtC3qSEnupH9bBMCX/q/l3DmT57E9xRZpCxLynVSVnu0wX16YPTgNCyGKu8sayIN30PsSdE5XPmXWdZ8QPT+fOSnroV18boohMmN0xY6HRx9dtcZpa9FHhztBPmFYkDvxkxwQrXdgb0bcQBjWaQuqvo3UNFQKiULBicPLwrV+u49P3vKu5zJQ1r3VFZxxKgBTuLgOidBfyWSmOhipcz8zFkr5U1ZdZ2FTuQ+q1hTcaPMNU4byiXsaq3kFd7JGOPLcevG1ffaIzPUC4E4xF/Fn3OQO63s4it/jhnSB8ftPyQnyzVbtWTFMW2VCrtbV8Udzy2OrFk2amGHhbJYqbtObnFT5drqXV326nMaV1TOQ7Yu5LPkFfgucYJP+0V0srZ6ZLuq05OOkkHBmNaTllKfYXDvHjhkn/z5w+lOVSQiRG7X2FCmRJfz7BupDwOn+/CBS+dgAqtzQBo3jLPH/+bZh+XESipxKJF5vKXi2Wy9ehwmTqykfz+Wc5BipUr2m8sxkAmlzwyItoR48S+yb1MDWisiZ11oG2MATxxmvrnBkLu+6PbEQaLoJFEHtRDpOQmqXXN8F0Aai10309OVYy0Vwe7W1Z2NvK/7ETSU+cnJ7W7VAIIqJJsuB7sv5+By8snmzVtePfqlU3DnpcfnlL++dbZWBB56dZU1j09VKvG37eoiMZrdyoSD6giZqU/Zqaa74PzC0FCKjB9mLduEXz8ViTmuOP1AjB7cO5fXB0UNb0yLtKxLLtbcotbUUMpZfqniWE6kJH1MTGdYSH2aKlZqq4iMXJ71czA8V0X75vK3qnvj5pPtvQBA/178IUMuzsEV3qY94SQORPQbIlpNRLOVtMFE9DARzY//D1LuXUVEC4hoHhGdoaRPJKJZ8b0bKP5iRNRERHfE6dOJaEx9H9EOnY10QQ4M9SMLACcfOBR3XXY8Ljx+v0x9cnBJzuHWT0zO1EfQTFnbKqwSWGWb5bV6KPovPno09hnYK5kI2Wik+edQiaHK1fzw/CMBALd98licN3GU8QS4F792Ol7+xjvxvXMPx+feMS4x7bQibrTExGEaPbg3Jo8djL5NWad9W51fftdBybUakG3cMH8LG0MXM6as3NCQpokm2qkm6wfGsMRakf3LiJ9fPO3AXL6GcgmtlQrWbUsd5KYcXIeItp5EODlLwnCf03lJEKUcojRJVTlILozLp07aP8pn2JnLuaKKXafe/Az+8sJbabu5fuQth/JisKyEIBtyJH2epDwjzlLRLx7X8vwKHaZNhk9ssPaCD+fwWwBnamlXAnhUCDEewKPxbxDRIQCmAjg0LnMjEckvfhOASwCMj/9knRcD2CCEGAfgegDXVfsw1aCSsJEpW2+D/IablY8sB9DE/QYnbLEeuljuZHTrFt1cm9wAACAASURBVE7nwIqVFGsM7v6Zh42I8knOQVXIMc+RKswFPnd7Kk+Vk3bifoPxw/OPNNp0D+rTAwN6NeKCyfviine+zU/hpoiVjMdSaiPSppYoG3Zz6gJy5KhUhFPUpDQ1M8y+g48cu28imvAJAa82yzlCqvkFBAb2asR+Q3rjrMNH5PI1lAhtFcHGR1IxmIkozMNv3EvIccVGCFbFmsqiJs8zIBB69Sjj7599O37x0cjcVxV/cpyDrhjWW21IOId0fkixa1pH/jn05837KWXbUy3+uIXcRLwk5LPpnIDrrXPm4B0FJ3EQQjwBQD+I9mwAt8bXtwI4R0m/XQjRLIRYBGABgMlENAJAfyHEMyKacb/Tysi6/gxgCpnIaDtAjmHfFuVE3KzI+7nxoFtPrN0a7fR6abJhQlZ23VIRbDwjtb5tzWZTNul4tnS9/awJ9cQzm/WD94cw2HGb2jZNoiKWPiqHoC6W4xTb/N9/8thcObuuIG1XKGn/debbkjz7D+2bOP3pnIMMY3HlWQfhyNEDcdjI/plnMBEUlZMzcRcAsHpLM/40YynWbU1jEXFZf6dxqCbYrIs4JGEsmPwCKSelcg63ffJY3PqJyckCedjIAegT76RV8SyndyJtHunjQc4V6zGhuliJkSu1JGE3KFsmzqeOL9aZrSLbz93K9LOlNZtBPv8jBpFoRzq96ahW5zBcCLECAOL/kq8dCWCpkm9ZnDYyvtbTM2WEEK0ANgEYgg5Cwjl4Ugc5RlS7fNY7VRErbdnZgu89EFkWNenEQdtxt1UqbH2qWGnDdnOQMnmyVHOrQ6xkmUxcuy7oxNBVpzrm1d39tedmvWOFYeP0m3+fhFMOHMr288vvOji5Vh2qkt2npYtElCjXE3kwgM+cOg4XxSJDGSaiIkTm5d72yWPx8BdPAQActHd/3HP5iejToyHHOdh0DhUhjNyFijcUp0DuGw3r35RL4+BL/PeJrecqQqBSEfjW318FAHzr7EPx3iP3iesiVucwpG9T5lupfVYXP3MwP7O/kNSJ5RwELdDn3IZtu9Aci1bviz3CE2Id51RFvbbov+r4V8PyNxrMk+Xzv2Fw8uxE2lB3hTQ31oQl3VYmXznRJUQ0k4hmrlljPzLSF7p1ggucTH+fgb3y+RR2faNy7mtOrKSVa2kzKKQVsZKtr2ccurexz1x9zrW8IEdlGswT9xuE7517eNyf7ELw9femcalGDsq+y4oQrP39+GH9cvkkTLbyyQJjeAYJSbwemxvv5jTRRokocfpTP1WJKEfYdcsY1clNxWsrIp3JrGWbrOKqtK1sGzr8TbP9xsGf4pPjejSUMqKRC48fk+lHOj8c4tn4v0oc9NAyQJYjaG2r5Kyg9CNFfRZTlVtfvXknjvr2w3jktVU4YtQAHDi8X/IsAK8w5jylOWulS07eP7nukXAO6bu7+8VluF072U5HUSfOeqLakN2riGiEEGJFLDJaHacvAzBayTcKwPI4fRSTrpZZRkQNAAYgL8YCAAghbgZwMwBMmjSpLm9NV0i7JqUt/rwKOagfe2011ivhiDmlm66QdomVbMG3vP0S4v/Ocws8iYOLc7jrshOUvFkR1MT9EnuG3OJaESIjwjNBfSeub+jmlqI8/31X5K+hL2SSc9jR0pZZILhnLxGhDelYMVk4nXbwcNz94lsQMHMXAHDq24bi8Xlrss59TD5/MWncd4Zkfun0VCE+YkBEtCsVkRN1pHOIWLES227cQVcgOXXTMe4rD+TuS2MKjhMeP6wvHr7iFKbtlNCrRh2qWMt23Cmn/+D9MNKP0BhvWFSi+cU7Xs5XrqEziUO1nMO9AC6Kry8CcI+SPjW2QBqLSPE8IxY9bSGi42J9woVaGVnXeQAeE/U4M9ITJ46LnJV8iQN3IDoHOfh//dQi/OXFt6z51MdtrRgU0pINZ17NMWMG5fLp+K8z34Z7/+PEXD61Ns45y1espFtn2SAXXw56OOmKAO6btcJZp80jVkIugG6CmBV76c9GRHhsbrQfekE5RpOrNeKSlD4YFv7hsRhIipVM7/3yfxsHIKuoZNtlS/P9i/qVv/fZKeOT69Qxj1nQFfGbzZRVhXwHLpm6jHXlWhI4sZIpGCEhfV71WZoUrl5TOeS4PyA6ES5Jq2Tv6Uh0DgUVzNz7Oe1gvzhwtcLHlPVPAJ4B8DYiWkZEFwO4FsDpRDQfwOnxbwgh5gC4E8CrAB4EcLkQQgrnLwPwa0RK6oUA5DbgFgBDiGgBgCsQWz51BGZ8ZUpqeoose2pCQhwc8U2KqNTl5//pI/Px2oot7O5fPenqYiXKKpD6VgAwnlD1mVPH4YhRqQyUU+BdevIBuXJFxW0+Vi82hbRurSSEwG3T86y39CDnIpga371Bbp3vX3Yx0k9LK5eIDQRokplnj4q1+520VYTVf4LbmXMLiK8OTV8EJd4+bq/M72QxF3nOQX7zElHybKrCnG83/m6e4ifTN5MbI06sZLYki4wJXliyAXcrGzfOhJzTJcg27rz0+CTczcOvrrT2M5E4FCQOncg4uMVKQogLDLemGPJfA+AaJn0mgMOY9J0Aznf1oz0wTAlfnXAODuIgP3Kz587IBWk5sWVnC65/5HUAETvM5kO0M9JDDHzr7PS1+rebn0zcwl6Uc/DyJSD+PF2A5xx0HDl6YMZKpQ1aFE4DSZMWKW7ikCVeskuqfLtcykfiNdWrZjOJjNLFTdj9JxiZPkccuAN92Po0wifx7XOyU1WKjCoVkYsMKn+WKB0vP32UPy5TQiU29nzmTceE0QOT98FtdkwxIyPOQeDcG5/OpP/z9VSPqSvCde4PAIb374kRA3ritRWbcefMZfjY8WOcpqz14Bw8jMbrguAhrcEVZy7lHFwf2X9yCmR3ejaxUiR2SNOP3ndgJsY9tyhw6wSnI+DGob/OwSyj1WPw2/wcOJ1Dvi21f+mOO03j+/jFO14y1pmtXxMrxf//64yD8PETx+CcCSNZ7s7IOah5KoLd1SecYcVuyso5mXGPU/YMmGgaplxyuUQs56Dq7XzPHLJ5gWf6YRFXEjMOdLNhvlL38prWnRdFqvXK7yDnLCeOBGoQK3Fmsx3ETXS7M6RNkIPLJVaSg8Ctc/BtV5pNpl+cU0irbLO6i9JZYTZIHDPV9RhKQG0srGxBXyCfvWpKIk+XKBF/5KnaLwnWbj1TV/Q/G6OHf/nSMMC5MGjtypPyBvRuxDdiyypunHDvT35fNQ8vVor+tyU6B3PfgOwiw70jX87BVoeO6LuJRBT07bOjd6HybEXbdSmkbZsO9T2WCxAHAthBcKZi6adzwqu3pB7pahvJsb7lEma/tSlzZKz6JhJTVoMYjdP3Re2n+a/7wOG4bfoSL3PxeiAQhxjyQ7qIgxyQza12nYO3OAaILVTSNK4PqjWGOjb0nZqvWCllw9O0WsRKpjN4uYOBbAppHfyCm18U1O/h6rGPhZaaZeGavH6BCxBnen8+fg4J8XfqHBixEsexeO7gU2KTrYNrvhx7Z8sFvV/sQyKbj0J2e44XqeB26RwYcVFSB6nXKeclYTw/nPJRWQHgpo+mhzSlpuh5ZDmH6EdjmXJRbVUv9R4OzsG07qjZG0qlJKZXRyCIlWLocmUT5E7dZcrqu3+SC5G6g+cO51Gdhm5+Ij0rWe+vjbBk0/KD37Tz9YFtEnNt+w5wN+cQ/drarAZas9fp1DmU7BFXAdN75rg2JrYSZ3CgxAay6xyi/xsVR0jO8ct3B+9rfSfzRmKlSqZsetgSFd6c+Jqyct+DO7To+SVp6Awb5+DadNh0aOr3vOiEMQCicDMqbv3E5MzRw42Mn4MKk2I+c054mRJlekcgEIcYchDWz5TVs12GHX72jbybh2xXtwLJxao3LFA6OJ0DN+j8iZyZ/dfRWqngrheWuTPCLWuWC+225lblvr3XPmaRrkWrUVsF33/USJw8fmgunx7kzeT9nART3LADT85f69Q5rFXGAauQ9lylpd/N9uZsQDjuqE6dc5B6F1XnoHflEcbPAEjnm8uUtWRYpIf2a8KPPjghzRdnnLN8c5JmspzTOUO+f+Y61JQTDoiCOezVNxv2RfcI5/wcVJjGW3bTWMqJKdsTgTjEkHPRtbB46xz8oxJBQGREA6rTnITJLlxfRPx3bnmiZMvnQjKZPAbudktsKB2uWDnyeXe0mDkHPbqpi2spkW79xORRXvTe/Xvi+g9NMHJtuhycGxuyqAyzYnrtUlykRgV+2979cvl8xTvS8m2rRhz0s8aBiBtpU3QOCeeQtJn/Xtz524C/tRJnVbd3/5547iunYaQSmSA9RtdH58CLlbLtmutQ25DtuoiclAZwpqwlMoub1GobSmTketoD3ZY4jNLCNPgubonOoU5+DvJjq83+e8yqZuuLKtTNCH3EShz0w1EAsKPO31oJcf88FJu+FAz891jkiCukp0xSnARNdWbKE7nDPxB/7epLa6XC+7HkrLT4+tTzpXv3KGPxte/GwN6+EVjzkI5f25r5UNKZtkuRiW/COZSz3CKBcouk6d0kVmaO9yxfixpPzG59l6aZdQ4enIO2eZLH5gLIiIsS3Yny3OcePRI65CFHHBEY3KeH8Qx1lXg2lCm2fgsK6XbDc185Db175APgAe5B01BnsZI0q1MH8iHaAfVAukPRZZOms6tdfeF0BKxYyZdziPOpcaRMNEBdCE8+MC+KefALJ+G5xRvwtb/OZhfJNYrlCBs3ymHx5MM56ERYR9+mRgBR6AXbG1J9JqSy2WaqLGEK1Sxf3a62SmHLIA49Y7HSNsPipEJyDqnOIVrwVLGSi7OVkMlOnUOc8ZVlqSe6zYlQXThtNbuWV72FtorAv58wBle/79BMelkTrQHInUkCRESkXKKEOGzflRLj/r0asWz9jlwZvd6J+w0G0UKjpV+90S05h6H9mpKQwSn8xCzeOocCfg4Q2UnFKqTjL6XvPHRZMTdxevfID1aOGLoIY2OZkuB5uf7F9akncP1Ziadk6uPEfQfl7h+0d3/sFYs13N8jn6a/Ar2KeugcMh7UlkVa3aXKiJxs7CyNkprbT3eqRTgwE4pwDpHOId2gSL1Laq1EGVFPlMbX5evnAETvkBvDet/UvkQ/TPXlw8v/9fITc3nU+ioVwXLlqVgpTVu9uTmXD4hP8Yvf3SFf/0eS3q9nI3a1VViuQuoc7rn8RAzo1Wi0tGoPdEviwCGxM3csCqnOwWHK6mtKSNFuRx2snBu/HKy6zFKXFavj94LJ++Kqsw7C1GNGQwd3FraMSGnCaQcPxwWT9zU/CLK7epO82Uckk/phWLtkECtl09QvOm/lFufUWrFpJ+57xR3PyQeqE5xcGGzhUSRM41ANn+EbZNEGaWJpEmtk2i5FxFr2TS6Wn33HOPRtasCRowZiUJ8eePcR6SFFrjAgXmJIoszCyc0tTqxkCm2f1ZREYp0Jowdm8ugBNtsETxxkXypCJO9y4w6+XVPYmP49I8LHfQP9XROCKWuHo4GRHXLw9ZD25RxSVj1t1+bUpHMsOzXdh7pY9u5RxqWnHMDa5Ks6h/2G9Mak/Qbh+APsx2jY9BnSRO/iW59L0kyH3qu1mHeWiPuXfxdq+JAjlLMgkvq1OtU63n/jvzy827PgFL5qt2zSnftmrcCC1VuxY1dbShxYziH727Roqh7S9eAcUk44HUf/8+Gj+LykWSvFG6Vj9x+C2d88AwNiubxKtIzE39NaKcqb5ZjtYqUUG7bz0Xx1nUNPJsT73gN6olwiLIkPzapU+HZVhXSfpmi8b97Bc2HlEm/CnZzbztyUSbLtElFHRc8IxEFCTlhXYCzTIq3DVxzc0lZBRQDPLU7NVzew1krpopAtr8l4lYlp21mqi29rm8CYvXgPTQCYclB0lpONOCzdEE8ipTt6DCgOLmcvlRORUPUU3z47F64r/+6VPm3f1YaTfzDN2S8VV5yeP8tZZe19vvWaLc2KWMmtczBzDqnuqajO4Zr3c+8qP55NR4yWtPAZZQN7rI4To84hLupDHHQxH1ej7nNhg76+cpuYxnIJvRvL2LarFTMWrY90PMzjlpVN5b5Dojl00Qn7GdtlNztx+5yeS+aXr9pUR3sgEIcYjRobaULqBBfttFwyeBdkPPn/9+dXkjRu15goIlt14sCbxgF2q6BETNVaweYdLeyCJSFl5LbFaBNz5oKJOPTtmcqPXSabLyuKSAD43DvG4WcXpDtb7nwMnWurdTJxO/1s7CX3x5ZEGODFhvq7NSnEVUWur2WaRE/mXZWZcW96njJF4TNu+udCAObNR0OGOPB94U6CM4Ky/eMIjmyHG4f56rJOjqOU0NuZOkvR837wl88AMMUto2TB7tOjjGPGDMKHjuFFrzL8iA4pjuI+uRz/csxs2tGCmW9uwIOzV1qesD4IxCFGg2dgrLLi51AukVkG7ylW4iYYN2FKBuLFEwcy1p3pIQE3Pr4QW5pb2QVLQkaUtBEbTqFpOpFtmBKIz7QQSeKlT/b9h/bN7PTIIn+WqIU2qKd5ZetMK/VZo3e2tuWCtKnQ363JxFPNV5Q42BSqrmNlZfnWisCMReut7aschZFziP+rGyHOygeIlLKq0x83ZGQ73GlyubY1zmFvw5Gq0iM8acP0vIpo2GacYBIrSaMAzufjl/+MoiGksZmi77RuG6/0ricCcYghJ6w8WUo3dU3ylbLEwQRfjp9bAo7dPy/7L5GJOHBcBmX+m6De5yxo9Hs2zkEvP2m/QeyB8Xpe185Sny/6BOWK+wTv88X+BnGbWqOPue/2XW3JQshxafpYMusczGV07K8Fc+MWN7mOZ4iDob5yiZxhXgC/0wg5zuHjJ45h87ZWBNZuTRdDbhxyY/1z7xjH1kfIjiuTeKxElLFCMo1/KW4Twj5HSjGHsWJT1mxVzhObz4dujVUPM2YXAnGIIZ1U3tq4AyMG9MT0L7PHVWQmpF2m7/fxuHVLt5yI6ov+b92V3aFznEN6KLqLOKTXNrFSj4aY2Fjqk7L/sfFi+vX3HuK1aBrFSopOJNMXrZ82EYOEjTT8+sJJubSTxqcH3Ri/Y0as5MbOXW2J7wLHpel9NhEHldNyEYfjtE0Gt6CUk02Hh59DiTI6uZp0Dol4zB563FV/2k7299kT9sGnT80fXiUbV5syzZNyKRu+wsY5RD4swmqlSLG10vHfeyyTLgmkzVu8QfMpKco1VoNAHGKorP64YX2TiJM61Alm5RyYtDsvPT6X5runlQNTj63EKcYTu3OnWMmPc5A7G0sWDOrTA/2aGhLPcZNISW/XFUNIF7Hp9u42yxUJ26IzqE/+O8vTvQDzO/z5R9IInjbq8IPzjgAQ6Sjkt+J0MUWd4AD37lG/yz0K57djIuptFYEn569Nfteic+BMx33t93nikE37xnsPNfpGRJxD2pZRPEbkDO8hy7dVZMRdB+fAfFZpKWbTv+je6IE4dCDUnbOVIyhRMrCLcg6Txw5mcvpB1vfn57MB645nRFByiDl1Dso1JweX8BErAdGE39lqdvRK+udpUQLkOSOd6PgwaLb2uFvqxDM9xsEj+uP8iaOiPljalpxURYhkEWhirGP0yb55J28OmSGsTs4we98WSfZF5Sxs0ztVg9oBZss+9aChIsTf136f9zfIptks5Yj8DoeSCmkJkz5SiotsodaBmMNgBtzRsSOolThontgdQRy6ZfgMDiqLbGKXJRpKUewdkx01YF9sVfhGWOTGwoyvTEG/pvzOV3gOIG+dg4dCWt6XfhcmfYOtD1y6rmPRw4f4EAfbosPdyu583RsAu4c0Je1I/wrOrl5vR7XIyubj++nKC/gvKL7Ljn7Cn4SPnwNPHPzmgk82K3FANlCj6RvrR8HazmJoq9gPaQKkWCmb9sxV78DLSyPCbOccpFjJ3ud6oibOgYgWE9EsInqJiGbGaYOJ6GEimh//H6Tkv4qIFhDRPCI6Q0mfGNezgIhuIN+APnVEg8duUcLnw6jEYVi/JvzxU8ey+bzFSowF0rB+PdGLUZzLOt3EQemvJa9c6H0U3JI4+Pg4AO7FQ1e4j9WUrD5mpDZxBbfQNHhY2wApsbT1QBavCIGdFs5Bff37DemN9x65D99mAc5Bn0a+TnM+s+/r7zmEDesNZDdXpqksUzO6Fc/J4CN+4syP1T6pkYFNr0UXKxlNfGOFdEXYfU+kh7mKEQN6KQ6pXYtzqIdY6d+EEBOEEFKzdyWAR4UQ4wE8Gv8GER0CYCqAQwGcCeBGIpKz5CYAlwAYH/+dWYd+FUJW0Vz7a2lU6vjQMaNxwgF78Rk9J0Ti/OTBe/vKJXVvahOkKMcd3jvd2dh0DipMPZRdV2Xhb3z3XbnYPSpRe9+R++DPn87rdaycA/NMKmG3vUN5y7aYJu9YAJ+57QUAPOEkSg/K8SFIQP5MiXydhr7UATbO2MdaSXZFFVWZxtd/vjPrhOjiHFxcKwHYphh22DiHjELaqD+J/CYqlWJipXcfHoUZke/SNrdz1kq7CXHQcTaAW+PrWwGco6TfLoRoFkIsArAAwGQiGgGgvxDiGRHN1N8pZToMRXZkPuxvg4fctQiqoVeuAaR2i9vNSkh9DOfAk60vylcid6A0CVM0UNm3XZmYOrys+cDhfQFEYg41nLKEVefApGWtbYxFk3y27yvvVIRIzKRNYUWS+DmWNtV4VS7RZU7n4D0O3flsz+yzcEnnMRWmMVM0TIjN8i5qG9ixSz3/w8IReFor+YiVSppYSW7IfBwCGxLiIJI22xu1EgcB4CEiep6ILonThgshVgBA/H9YnD4SwFKl7LI4bWR8rafnQESXENFMIpq5Zs2aGrueRRFZro/iTJXh14PK6+sbF1NIh2sAqUrPXhbikNhhe3AOALDPwF7enIPpXcsJazpWMVuHtKYq/p65RU7VCdge2Yfoc/4aJpFbSlzt9R4+Mvr2Nj0RkF/ivXUOHtlsc8Q3IKCa69yjRuIyg+mpPo5de7MhfXldSNouZYLcmV5jiQhblDliNnmNrJWEcGwUKLvBkpwCF/Y7X1bmSdtsb9RKHE4UQhwN4CwAlxPRyZa83NMIS3o+UYibhRCThBCThg7NnwNQC3zMKyW8OAfP3efUyWnE1AG9GrH42nez+dQIkyeN3wt3f+ZENp+KIgNon4E9jfek/NZ9pGPUnmlnXASJQjrmHP7xBfPQklyV6XnPPGxvNv2CyfvimDH5kOGqHsf2xH4K6ei/OmZMxKGcEAdLo0gJuVNsqN33HQ9DHYsrV3c17ajv7TP/Ns44bopy3qbYUGnDWf8K07AulwjPvLEu+f3vJ47l+yej1Tr8HCIPaTNx4M6R7t2jjE+dlLabiB67OnEQQiyP/68GcDeAyQBWxaIixP9Xx9mXAVBjR48CsDxOH8WkdyiKcA4+1hIZ0YSlvpPGD8VR+0ZObx+cNMqYb+J+6SLWq7HsNQGLEAf9gHQVkk33JQ5FQkmbapRVSGslKTriIBdVE6fU1FDGqW/Lbya+ffah7MKuLlK2jUCiczDmUIkDX78KHzEVkB4R+vg8O/esV3PAUHNwRYm7Ljseow2xhlTUg3PwtVTS549r+rmaL1P2pD9T23q7pvAeiVip4vJzyIqpkkOTLArplrZKhkM8YFg0D3w46lpRNXEgoj5E1E9eA3gngNkA7gVwUZztIgD3xNf3AphKRE1ENBaR4nlGLHraQkTHxVZKFyplOgzqR523akvN9amLjku8s2D1VgDZA0N0NDWUMSTeEQ3p63cspC9xsImUgDxLa84X/XeJO9Q5sHd/nmNRTVnLJbJ7W0viUHA3ZbJoUWXftmf20RHI5/jn6+lCbhYryf/259DP8HC1PWH0QCy+9t1OcQsAjHec6SFhe9dlTzNmFbaAl7oKweeYVxt0kadRIe05nGT4jJZKxTr2o+Nn0+fUz2rQN183P7EQLW3ZAIuSQLmiQtcDtfg5DAdwd/whGgD8UQjxIBE9B+BOIroYwBIA5wOAEGIOEd0J4FUArQAuF0JIwd9lAH4LoBeAB+K/DoU6QJZv5I/sqxauRUvKNWe/tcmaTw76IX3ck9ynXd98Uk7qqq5UxSJ99gS7yWYUKtlRn3CHCylCNlRiaVuI5M7SbjYZ/b/7xVStZsovn9MV/NFFzJO2tT74wHfXb9shV3MIkW2x03fwc1fWtnnTF3CjKavv/KHIqqm1TTjD5L+5bnvyO0cctLH23fvnAsi+G7mx0M9xaQ9UTRyEEG8AOJJJXweADUwkhLgGwDVM+kwA+WDzHQguumfd6vacna7BuLU5Eic4Zaox/Ce6/b6vEkzedlmLqDCe5xB/j12tFafJZuIYZCMOBVbIXj18FdLRfx9PeR9RpDx/W3KSJtiIEdd2EZm9rxm3zeCgGmXpfkPMoqyiOgdXbp1zM9Xv4oAlpFVTS5tIHEZN+d5Yuy35resc1MB76qZE5aqkSLIjOIcQPiNGe3gcyip910rXpJKmkL5ipXo9U3qAvIs4SJ2D37D69jnm/YCsq7m14lwMfQINFnkT6qJgk4WXPTglecfX2dEHRb3qXXb/5x6VGgf6bihsTo4vLd1ovMfh22cfir0sIq+ixGbmmxus93XCZhqvTy9cx6brmLtyCx56dRXWbm1OvJ056POnLeHI85zDFkV0qJpzTzl4OADgsJFp/K/2QiAOMdTxV6+JXFTM4pvPpBjT4bvzca01vrbVcjezw8HyysV8lObQpiIlDm1OTsTHMaiYaEUlDuZ8crLb3kuyIMT19LE4GxbF6YcMt2eI23aZFX/0+P2Sa18rGJtF2iqPMxVUuM6v1rvkG5rFBLX8kaMG4BNvH1NTfSr0+FMq9OdIj42NdXqqmavCRRw4LDXGOP2Q4Xj1W2fgiFH5yM31RiAOMdRdtu/gGzXIvLgB6aLhK9Lw3bUVYXd94DLNTeO52OuRp9p57xytitzof0tbxcmJ1NtrVIYo+DBgWAAAEBJJREFUj+q2WSu5FdIpbah/2IOPHref9X454eT8OL4isHEOBzJnbldbF5Dv34ePNR2w5QeVWF533hHGCMz1hr6pS3QOTPQDGZX3A0ePwkUnjMmU83UwrRWBODDw3Zl/xyIWAVJ2sN6cQ72Jg8lLWeJ9R+6DifsNwiWnGOLjVwmfoHa7WitOT2C/eDPZe7d+YrIxp2rKaaObtz6zGIBd/JDGzYl+9/EcWzbIPrl0MfK9uaO3Fu+DjXO41HB6ngnnTjSbcAP1d/jq3ZT2vSM8jSWGa5Z50tdCfh91k9YSD5jJYwcV0pfVE4E4xFAXqtGD7RyBhK/4yXcA+kZy9VX41kvnMKhPD9x12Qm5uEa1wtY7dVH1NY0tIlY68YB8qHOJpoYyPjRpdNy++Ss3e1iMyGblLtF342GD7JNLFyM5Bl8rMxdOOTD1FbHt9os6QZoC+Eno37XWca2O43o4k6khTWzo15PnHOR3amM4h3rEeasWgTjEUMeITVFaDXzHsitUuIQv5+BLbDoa0jnVGtROeUTXzrGoQrqhRM6F9cIT9kNTQwmnvm2YMc9PpkZhtW16BH0hs3EO5zt20BJyCXF9X/mMRQIw2vCD849Irm1Eznd8AkgcQG3IH/DE5/MVB2fiU1nezV8vd0chAIDvvv/w5Fo/mlWFrvtp1RTS2fDgWX1EZyCc5xBDnSCunYzEYfu44xvpddsw0HMH4jv5+njKJi+YPNqdqY5IrZ/MedR35pKZr9rcnCujwyeAmopD9xmAed85y5pnWHyegY2DlF0a3r8JqzY344ap/DkNal4XpOLStRhKDtNpZea5lqvt9e1pHlu+YqCXv/5ONDW6G9dDu5i+34yvTMGEbz3srC97hrm5ryMGmEPKqFA/w80fm2jM19SQ3UTofg7yu762YjMWxSavnck5BOIQQx0jrsE9+5tnQAjhrcjyPcTkyrMO8sqnKkxtOGQfP3O37517hDtTHeFzSLrvQUQAsGlH5B+wVjtCVYVqDmjzxi0C/ehGDmr4jIYSYV+LPb88L4A73U+F9JB2iTPkOG5yvD/fzYs6L3wd8WwY0Ntv/uibHFW8pcLX/0MdTz4nIAJ2Qqy+v0G9zWbmUhTXr6kBW5pb8YGjI05Rd4I766dPevWvvRGIQ4wigfeKyo1dMYkkfJWVrsXy1W+d4XUITmdBTgLbDj4T68pzgtj1A/V3GpLfwXb4jKpYd303uUk0HfQjIU0/+zuIg2zb2a7nUGnwOMRH4oLJljNMCkL9/guuOctIBPyt/dJ8vRtt4rE03+2XHmfMpxJNm4NqQhx6NuDFr5+elDOFz9D70NEIOgcG9bKOMLnFV4vvnXs4Dhze13g8o0TvHg3sCXFdBXIRt73m7KE2tVtnNTtCUlQDH/GeXEN9rK6kZsTFaX7zfZHTWD/HZkKG4Wh0cJq+1jBFJBzfO/cIJ5HzRY/MTr92z2xZX+8eZSv3on5fec4zB3Ws2t6lJA5tQqChXMr5yXDEISikuxjqZTn3vnhy6LLGanHB5H3x0BdP6TA752rhMmWUc8A2kTI6B8/dky3XUaPr7zQkd6o2EYsaI6qIotaGD0wchZlfPc2pO/n/7Z17jBXlFcB/Z3dxCS9RYC2FIhswyFYUZVFErIoVhTbFRGy0REDbWlu1tjGmPmpqUpuqbU19JZa0UGltbYw2xVZrrK0SK62K8hBxUXzUBxYbXwtEED39Y75hh3vnzsxd5s6DPb/k5s5++92537nn3jnfd+Z85/jus/iVQ8JoupwuVEndRUmjAv0UF7WSPu7ulzTwI6lR8o1DxTylKWLl0Js8VWlhxiGEtOKKu11q5coQtkruu2hG7J6JMnHZqRMi/59kx/WebqVkX9OoFdqVcyYmOkdviArdDIayxm9G857T2qHv34uJC7BIev3J6zqVdHKQNCy13n1CcQEb/vc4bve7P0n8+JM9rUO/iDKhURUaG02xp6Al58KTxvPcmx8wrT36BuOk0fszKUFlt7IQdzGvzCkThtQRreQT5Y1JWpmuHnw3QVhpUh+p48b67t3UKbkh29zMOK5qYNKVQ16bsZK6FX1m1yju5FPPbLzr2tNi3983SlFJ9yDgVqowAr6bKyxQon+CaK5GYcahgRw55gAevyI0QW2fpsetVLtP0H/cm+IxWdA2pD/3fms6HSNrR4UFZXxnW+1oKoBF08dy/7q3mNURfXFLyvyjx9AxcnBkISeg0PenoL6InbXXzIqNpPqUC1G9+OTxsedL4hL2v6tx31N/glL5NW1pbqKlSdix6+OqOu1puaR7gxkHI3NU41cOwd/ZhwlDT+OMQ/vwgbvjx9Mi6kYl7CljXELC8W2DefrqU1IZF3gz2jjDAPFuz7ypZ6afZI/S8EGtvPzjOamthJIm2PSNQ1ixpv1amtjx0Sc8t3nPxH12z8HIhRvmHc4tZ9felNUokuRCCl5UV2yMLofp14E+PZB6OowHLjk+6RBTI8ffdmLqnZ2eNTXbTZONcGelec6elUP05TQq+2xrSxM7P/6EjRVVKBtRSiApxZ4yGA3ly53p/sgfvvSERFX0eu451O5Tz2/i7gumJ+rn3zgekuFMucj7TYJcPHM8x8TcGwN45bovZDCaao4bP4zTJ0cb/7zoyb6crF8Y727/iGUrX2XZylf3aB8Vk/m5kZhxqODzE2vn0jGiGTdiEONGDIrtN2JwK5ve3hY5Yw3OmNLMdfXoZSdmlqIZ9qwweM83kxmxPLh0VnSEWd7c+bXam9DyxnfLfRiz0fLkiW1cNWci8xLm0Pr1uVNTz0hbD4UxDiJyGnAT0Az8UlWvy3oMXdeeluumk77CbV85ir8/vyUylUTQ13pMe7zfPCkHD6udGK0RBH/ah9ZZ58AoB/4N7oOGRG9OFRG+niCd+ZD+Lay95tRUxrY3FOJKKCLNwG3AbKADOFtEOrIeR2tLc66Wuq8wbFArZ8a4tESEOZO8qJ2kiRCLSHB1lEYtB6N49O/XzNJFU1m6aGoq55t5aDG8F4UwDsDRwIuq+pKq7gTuAubmPCYjZ34y7wjuOn/a7plZGWnE/gqjeJx0aNvufSW9YWIgHPqQg4qxwizKVGYU8Frg79eBY3Iai1EQBra2MC0mQ2kZuGHe4bElZY2+jR9J1/VWN+MiakJkSVGMQ5gvpypoXUTOB84HGDNm7+rIGkZWpB0VZuy7TCjQfamirHlfB4K/oNHAm5WdVHWxqnaqaueIEeE53Q3DMIy9pyjG4UngEBFpF5H9gLOA5TmPyTAMo89SCLeSqu4SkYuAB/FCWZeo6vqch2UYhtFnKYRxAFDV+4H78x6HYRiGURy3kmEYhlEgzDgYhmEYVZhxMAzDMKow42AYhmFUIWmVJMwaEekGuiqaxwD/SfDy/YH3C9yvr8nRiPc2nYRjchSrXx5yTFDV+N12qlrKB/BUSNvbCV+7uOD9+pQc+5IsJofJUXQ5wq6dYY99za30XsJ+9xW8X1+ToxHvbToJx+QoVr+85IilzG6lp1S1M66tjJgcxWNfkcXkKBZ5yJH0Pcu8clicsK2MmBzFY1+RxeQoFnnIkeg9S7tyMAzDMBpHmVcOhmEYRoMovHEQkSUiskVEng20HSEiK0VknYjcJyJDXPt+IrLUta8RkRMDr5ni2l8UkZtFJNN6oCnK8YiIdInIavfIrKagiHxGRP4hIhtEZL2IXOLaDxSRh0TkBfd8QOA1V7jPvEtETg20562PNGUpjU5EZJjrv1VEbq04V246SVmOMunjFBFZ5T73VSIyM3CuXH8jseFMeT+AzwFHAc8G2p4ETnDH5wE/dMcXAkvdcRuwCmhyfz8BHItXWOgBYHZJ5XgE6MxJFyOBo9zxYGAjXs3vG4DLXfvlwPXuuANYA7QC7cAmoLkg+khTljLpZCAwA7gAuLXiXLnpJGU5yqSPI4FPu+PDgDeKoA/VEoSyquoK4J2K5gnACnf8EHCGO+4AHnav24IXJtYpIiOBIaq6Ur1PfRlweqPHHiQNOTIYZiSqullVn3bH3cAGvBKvc4E7XLc76Pls5wJ3qeoOVX0ZeBE4uiD6SEWWLMccRr1yqOo2VX0M+DB4nrx1kpYcedMLOZ5RVb+w2Xqgv4i05q0PKIFbqQbPAl9yx2fSU0VuDTBXRFpEpB2Y4v43Cq/anM/rri1v6pXDZ6lbLl+d+VLTISJj8WY9/wYOUtXN4P048FY7EF4bfBQF08deyuJTFp3UojA62Us5fMqojzOAZ1R1BwXQR1mNw3nAhSKyCm/pttO1L8H7EJ8Cfg48DuwiYY3qHKhXDoD5qjoJON49zsl0xICIDALuAb6jqh9EdQ1p04j2zElBFiiXTmqeIqQtc52kIAeUUB8i8lngeuAbflNIt0z1UUrjoKrPq+osVZ0C/B7P/4uq7lLV76rqZFWdCwwFXsC70I4OnCK0RnXW9EIOVPUN99wN/I6MXRsi0g/vS3+nqt7rmv/rlsG+e2KLa69VG7wQ+khJlrLppBa56yQlOUqnDxEZDfwRWKCqm1xz7voopXHwow9EpAn4PnC7+3uAiAx0x6cAu1T1ObeM6xaRaW6JuQD4Uz6j76FeOZybabhr7wd8Ec81ldV4BfgVsEFVbwz8azmw0B0vpOezXQ6c5Xyo7cAhwBNF0EdaspRQJ6HkrZO05CibPkRkKPAX4ApV/affOW99+IMo9ANvRr0Z+AjPmn4VuAQvCmAjcB09m/nG4mVq3QD8DTg4cJ5OvC/JJuBW/zVlkgMvQmMVsBbv5tVNuIiZjGSYgbe0XQusdo85wDC8G+gvuOcDA6+5yn3mXQSiLQqgj1RkKalOXsELjtjqvosdeeskLTnKpg+8SeG2QN/VQFve+lBV2yFtGIZhVFNKt5JhGIbRWMw4GIZhGFWYcTAMwzCqMONgGIZhVGHGwTAMw6jCjINhNAARuUBEFtTRf6wEMvYaRt605D0Aw9jXEJEWVb0973EYxt5gxsEwQnBJ0/6KlzTtSLyNiguAicCNwCDgf8AiVd0sIo/g5cA6DlguIoOBrar6UxGZjLf7fQDehqbzVPVdEZmCl0drO/BYdtIZRjzmVjKM2kwAFqvq4cAHeHU2bgHmqZcPawnwo0D/oap6gqr+rOI8y4DvufOsA37g2pcC31bVYxsphGH0Bls5GEZtXtOefDe/Ba7EK8jykMsC3YyXEsXnD5UnEJH98YzGo67pDuDukPbfALPTF8EweocZB8OoTWVumW5gfcRMf1sd55aQ8xtGYTC3kmHUZoyI+IbgbOBfwAi/TUT6uTz8NVHV94F3ReR413QO8Kiqvge8LyIzXPv89IdvGL3HVg6GUZsNwEIR+QVeNs1bgAeBm51bqAWvGNP6mPMsBG4XkQHAS8C5rv1cYImIbHfnNYzCYFlZDSMEF630Z1U9LOehGEYumFvJMAzDqMJWDoZhGEYVtnIwDMMwqjDjYBiGYVRhxsEwDMOowoyDYRiGUYUZB8MwDKMKMw6GYRhGFf8HK+A2MLkTMbsAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data_pure['inc'][-200:].plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "first_sep_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n", + " for y in range(1991,\n", + " sorted_data_pure.index[-1].year)]" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Period('1991-08-26/1991-09-01', 'W-SUN'),\n", + " Period('1992-08-31/1992-09-06', 'W-SUN'),\n", + " Period('1993-08-30/1993-09-05', 'W-SUN'),\n", + " Period('1994-08-29/1994-09-04', 'W-SUN'),\n", + " Period('1995-08-28/1995-09-03', 'W-SUN'),\n", + " Period('1996-08-26/1996-09-01', 'W-SUN'),\n", + " Period('1997-09-01/1997-09-07', 'W-SUN'),\n", + " Period('1998-08-31/1998-09-06', 'W-SUN'),\n", + " Period('1999-08-30/1999-09-05', 'W-SUN'),\n", + " Period('2000-08-28/2000-09-03', 'W-SUN'),\n", + " Period('2001-08-27/2001-09-02', 'W-SUN'),\n", + " Period('2002-08-26/2002-09-01', 'W-SUN'),\n", + " Period('2003-09-01/2003-09-07', 'W-SUN'),\n", + " Period('2004-08-30/2004-09-05', 'W-SUN'),\n", + " Period('2005-08-29/2005-09-04', 'W-SUN'),\n", + " Period('2006-08-28/2006-09-03', 'W-SUN'),\n", + " Period('2007-08-27/2007-09-02', 'W-SUN'),\n", + " Period('2008-09-01/2008-09-07', 'W-SUN'),\n", + " Period('2009-08-31/2009-09-06', 'W-SUN'),\n", + " Period('2010-08-30/2010-09-05', 'W-SUN'),\n", + " Period('2011-08-29/2011-09-04', 'W-SUN'),\n", + " Period('2012-08-27/2012-09-02', 'W-SUN'),\n", + " Period('2013-08-26/2013-09-01', 'W-SUN'),\n", + " Period('2014-09-01/2014-09-07', 'W-SUN'),\n", + " Period('2015-08-31/2015-09-06', 'W-SUN'),\n", + " Period('2016-08-29/2016-09-04', 'W-SUN'),\n", + " Period('2017-08-28/2017-09-03', 'W-SUN'),\n", + " Period('2018-08-27/2018-09-02', 'W-SUN'),\n", + " Period('2019-08-26/2019-09-01', 'W-SUN'),\n", + " Period('2020-08-31/2020-09-06', 'W-SUN')]" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "first_sep_week" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "year = []\n", + "yearly_incidence = []\n", + "for week1, week2 in zip(first_sep_week[:-1],first_sep_week[1:]):\n", + " \n", + " one_year = sorted_data_pure['inc'][week1:week2-1]\n", + " \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": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+pExEDADvAOeOUtcQktZK6pLU1dvbm9kkMzMrV+6S209GxCFJs4FOST8aZV+NEItR4pWWORmI2ARsguLw1CjHZmZm45DV04iIQ+m5B3iS4nzFW2nIifTck3Y/CFxQUnw+cCjF548QH1JGUgtwDtA3Sl1mZlYDYyYNSWdJOntwG1gOvAJsAwZXM3UAT6XtbUB7WhF1MbAQ2J2GsI5KWprmK24YVmawrmuB59K8xzPAckmtaXXW8hQzM7MayBmeOh94Mq2ObQG+ExH/W9ILwBZJa4ADwHUAEbFX0hbgVWAAuCUijqe6bgIeAs4AtqcHwAPAI5K6KfYw2lNdfZLuBl5I+90VEX3jaK+ZmY2Db41uZma+NbqZmVWfk4aZmWVz0jAzs2xOGmZmls1Jw8zMsjlpmJlZNicNMzPL5qRhZmbZnDTMzCybk4aZmWVz0jAzs2xOGmZmls1Jw8zMsjlpmJlZNicNMzPL5qRhZmbZnDTMzCybk4aZmWVz0jAzs2xOGmZmls1Jw8zMsjlpmJlZtuykIek0SS9K+vv0epakTkn703Nryb7rJXVL2idpRUl8saSX03sbJSnFp0t6IsV3SVpQUqYjfcZ+SR3VaLSZmVWmnJ7GrcBrJa/XATsiYiGwI71G0iKgHbgUWAl8U9Jpqcx9wFpgYXqsTPE1wJGI+DDwdeDeVNcs4E7gSmAJcGdpcjIzs8mVlTQkzQc+C3yrJLwK2Jy2NwOrS+KPR0R/RLwOdANLJM0BZkbEzogI4OFhZQbr2gosS72QFUBnRPRFxBGgk5OJxszMJlluT+OvgNuAEyWx8yPiMEB6np3i84A3S/Y7mGLz0vbw+JAyETEAvAOcO0pdZmZWA2MmDUl/APRExJ7MOjVCLEaJV1qm9BjXSuqS1NXb25t5mGZmVq6cnsYngaslvQE8Dnxa0qPAW2nIifTck/Y/CFxQUn4+cCjF548QH1JGUgtwDtA3Sl1DRMSmiChERKGtrS2jSWZmVokxk0ZErI+I+RGxgOIE93MR8UfANmBwNVMH8FTa3ga0pxVRF1Oc8N6dhrCOSlqa5ituGFZmsK5r02cE8AywXFJrmgBfnmJmZlYDLeMoew+wRdIa4ABwHUBE7JW0BXgVGABuiYjjqcxNwEPAGcD29AB4AHhEUjfFHkZ7qqtP0t3AC2m/uyKibxzHbGZm46DiF/rmUSgUoqurq9aHYWbWUCTtiYjCWPv5inAzM8vmpGFmZtmcNMzMLJuThpmZZXPSMDOzbE4aZmaWzUnDzMyyOWmYmVk2Jw0zM8vmpGFmZtmcNMzMLJuThpmZZXPSMDOzbE4aZmaWzUnDzMyyOWmYmVk2Jw0zM8vmpGFmZtmcNMzMLJuThpmZZXPSMDOzbE4aZmaWzUnDzMyyjZk0JM2QtFvSDyXtlfRfU3yWpE5J+9Nza0mZ9ZK6Je2TtKIkvljSy+m9jZKU4tMlPZHiuyQtKCnTkT5jv6SOajbezMzKk9PT6Ac+HRG/BVwOrJS0FFgH7IiIhcCO9BpJi4B24FJgJfBNSaeluu4D1gIL02Nliq8BjkTEh4GvA/emumYBdwJXAkuAO0uTk5mZTa4xk0YUvZdenp4eAawCNqf4ZmB12l4FPB4R/RHxOtANLJE0B5gZETsjIoCHh5UZrGsrsCz1QlYAnRHRFxFHgE5OJhozM5tkWXMakk6T9BLQQ/Ef8V3A+RFxGCA9z067zwPeLCl+MMXmpe3h8SFlImIAeAc4d5S6zMysBrKSRkQcj4jLgfkUew2XjbK7RqpilHilZU5+oLRWUpekrt7e3lEOzczMxqOs1VMR8QvgexSHiN5KQ06k556020HggpJi84FDKT5/hPiQMpJagHOAvlHqGn5cmyKiEBGFtra2cppkZmZlyFk91Sbpg2n7DOD3gB8B24DB1UwdwFNpexvQnlZEXUxxwnt3GsI6Kmlpmq+4YViZwbquBZ5L8x7PAMsltaYJ8OUpZmZmNdCSsc8cYHNaATUN2BIRfy9pJ7BF0hrgAHAdQETslbQFeBUYAG6JiOOprpuAh4AzgO3pAfAA8Iikboo9jPZUV5+ku4EX0n53RUTfeBpsZmaVU/ELffMoFArR1dVV68MwM2sokvZERGGs/XxFuJmZZXPSMDOzbE4aZmaWzUnDzMyyOWmYmVk2Jw0zM8vmpGFmZtmcNMzMLJuThpmZZXPSMDOzbE4aZmaWzUnDzMyyOWmYmVk2Jw0zM8vmpGFmZtmcNMzMLJuThpmZZXPSMDNrAj3vHuNz9++k5+ixCf0cJw0zsyawccd+Xnijj43P7p/Qz2mZ0NrNzGxCXfK17fQPnPjV60d3HeDRXQeY3jKNfRs+U/XPc0/DzKyBPX/bVVx9+VxmnF7853zG6dNYdflcnr/9qgn5PCcNM7MGNnvmDM6e3kL/wAmmt0yjf+AEZ09vYfbZMybk8zw8ZWbW4N5+r5/rr7yILyy5kO/sPkDvBE6GKyJG30G6AHgY+BBwAtgUEX8taRbwBLAAeAP4XEQcSWXWA2uA48CfRcQzKb4YeAg4A3gauDUiQtL09BmLgf8HfD4i3khlOoCvpcPZEBGbRzveQqEQXV1d+f8FzMwMSXsiojDWfjnDUwPAf46IjwJLgVskLQLWATsiYiGwI70mvdcOXAqsBL4p6bRU133AWmBheqxM8TXAkYj4MPB14N5U1yzgTuBKYAlwp6TWjGM2M7MJMGbSiIjDEfGDtH0UeA2YB6wCBr/1bwZWp+1VwOMR0R8RrwPdwBJJc4CZEbEzit2bh4eVGaxrK7BMkoAVQGdE9KVeTCcnE42ZmU2ysibCJS0ArgB2AedHxGEoJhZgdtptHvBmSbGDKTYvbQ+PDykTEQPAO8C5o9RlZmY1kJ00JP0G8L+Ar0TEu6PtOkIsRolXWqb02NZK6pLU1dvbO8qhmZnZeGQlDUmnU0wY346Iv03ht9KQE+m5J8UPAheUFJ8PHErx+SPEh5SR1AKcA/SNUtcQEbEpIgoRUWhra8tpkpmZVWDMpJHmFh4AXouI/17y1jagI213AE+VxNslTZd0McUJ791pCOuopKWpzhuGlRms61rguTTv8QywXFJrmgBfnmJmZlYDOUtuPwU8D7xMccktwFcpzmtsAS4EDgDXRURfKnMHcCPFlVdfiYjtKV7g5JLb7cCX05LbGcAjFOdL+oD2iPhJKnNj+jyAv4iIB8c43l7gp5ntr0fnAW/X+iAmSLO2ze1qPM3atvG066KIGHOoZsykYZNLUlfOWulG1Kxtc7saT7O2bTLa5duImJlZNicNMzPL5qRRfzbV+gAmULO2ze1qPM3atglvl+c0zMwsm3saZmaWzUljEkj6G0k9kl4pif2WpJ2SXpb0d5JmpvgHJD2Y4j+U9LslZb4naZ+kl9Jj9ggfN2kkXSDp/0h6TdJeSbem+CxJnZL2p+fWkjLrJXWndqwoiS9Obe6WtDFdy1MTVW5X3Zyzctsl6dy0/3uSvjGsrro5X+l4qtm2Rj5nvy9pTzo3eyR9uqSu6pyziPBjgh/A7wCfAF4pib0A/Ie0fSNwd9q+BXgwbc8G9gDT0uvvAYVat6ekDXOAT6Tts4F/BRYBfwmsS/F1wL1pexHwQ2A6cDHwY+C09N5u4Lcp3jpmO/CZJmlX3ZyzCtp1FvAp4EvAN4bVVTfnawLa1sjn7Apgbtq+DPhZtc+ZexqTICL+keJFi6UuAf4xbXcCf5i2F1G81TwR0QP8AqjL9eQxOXdAnnTVatfkHvXYym1XRPwyIv4vMOQXfertfEH12lZvKmjXixExeKulvcAMFe/OUbVz5qRRO68AV6ft6zh5j60fAqsktah4G5bFDL3/1oOpy/xfaj0kUEoTdwfkmhpnuwbV3TnLbNep1O35gnG3bVAznLM/BF6MiH6qeM6cNGrnRoo/aLWHYrfz31L8byie0C7gr4B/png7FoDrI+JjwL9Pjy9O6hGfgib2Dsg1U4V2QR2eszLadcoqRojV/HxBVdoGTXDOJF1K8cfs/mQwNMJuFZ0zJ40aiYgfRcTyiFgMPEZxHJyIGIiIP4+IyyNiFfBBYH9672fp+SjwHepgCEQTfwfkmqhSu+runJXZrlOpu/MFVWtbw58zSfOBJ4EbIuLHKVy1c+akUSODKzIkTaP4G+j/I70+U9JZafv3gYGIeDUNV52X4qcDf0BxiKtmUrd9ou+APOmq1a56O2cVtGtE9Xa+oHpta/RzJumDwD8A6yPinwZ3ruo5m4wVAFP9QbEncRh4n2LGXwPcSnElxL8C93DyQssFwD6KE17PUrzzJBRXe+wB/oXiBNdfk1bo1LBdn6LYxf0X4KX0+I8Uf3VxB8Ue0g5gVkmZOyj2qvZRsnqD4mT/K+m9bwz+92jkdtXbOauwXW9QXMTxXvp/d1G9na9qtq3RzxnFL6C/LNn3JWB2Nc+Zrwg3M7NsHp4yM7NsThpmZpbNScPMzLI5aZiZWTYnDTMzy+akYWZm2Zw0zMwsm5OGmZll+/+mYFOfctSjewAAAABJRU5ErkJggg==\n", 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}, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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