{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Hong Kong Visitors Analysis\n",
"### From the perspectives of country/region of residence, mode of transport and consumption expenditure\n",
"by XU Manning 17405785, YU Lei 17417929, SHEN Yue 17405815, Wong Pui Lam 16443578\n",
"\n",
"source: \n",
"https://www.censtatd.gov.hk/hkstat/sub/sp130_tc.jsp?productCode=D5600554; https://partnernet.hktb.com/"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import requests\n",
"import bs4\n",
"import csv\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from datetime import datetime\n",
"from dateutil import parser\n",
"import numpy\n",
"import seaborn as sns\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib.ticker import MaxNLocator\n",
"from collections import namedtuple"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
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" Europe \n",
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],
"text/plain": [
" Date Africa TheAmericas Australia,NewZealand&SouthPacific \\\n",
"0 2011-01-01 14470 141504 71946 \n",
"1 2011-02-01 8914 107691 42858 \n",
"2 2011-03-01 18778 170788 65442 \n",
"3 2011-04-01 21341 171679 72112 \n",
"4 2011-05-01 15733 150615 59579 \n",
"5 2011-06-01 14074 144106 58797 \n",
"6 2011-07-01 16175 151001 62401 \n",
"7 2011-08-01 14438 131941 51384 \n",
"8 2011-09-01 17007 134624 67953 \n",
"9 2011-10-01 20541 189463 76795 \n",
"10 2011-11-01 15655 176851 60740 \n",
"11 2011-12-01 16505 150833 67864 \n",
"12 2012-01-01 10593 130596 69745 \n",
"13 2012-02-01 10759 128239 50286 \n",
"14 2012-03-01 17173 167827 66145 \n",
"15 2012-04-01 19467 175533 68476 \n",
"16 2012-05-01 13896 154497 54992 \n",
"17 2012-06-01 13349 142254 60110 \n",
"18 2012-07-01 13942 143604 57773 \n",
"19 2012-08-01 11969 127099 50510 \n",
"20 2012-09-01 15301 130329 70437 \n",
"21 2012-10-01 17018 175520 69127 \n",
"22 2012-11-01 14379 164120 56178 \n",
"23 2012-12-01 16081 138224 67016 \n",
"24 2013-01-01 12909 135513 69903 \n",
"25 2013-02-01 6690 103787 38400 \n",
"26 2013-03-01 16860 165247 68459 \n",
"27 2013-04-01 18858 163992 66608 \n",
"28 2013-05-01 13758 137908 54000 \n",
"29 2013-06-01 13326 128934 56478 \n",
".. ... ... ... ... \n",
"54 2015-07-01 12282 132320 53368 \n",
"55 2015-08-01 12349 120718 44346 \n",
"56 2015-09-01 12436 128582 62717 \n",
"57 2015-10-01 14908 170672 66077 \n",
"58 2015-11-01 12884 169511 56990 \n",
"59 2015-12-01 15601 148196 63431 \n",
"60 2016-01-01 12085 141967 61800 \n",
"61 2016-02-01 6536 110571 33785 \n",
"62 2016-03-01 13712 165609 60864 \n",
"63 2016-04-01 15929 170091 69936 \n",
"64 2016-05-01 11390 145025 57558 \n",
"65 2016-06-01 10508 137244 55873 \n",
"66 2016-07-01 11944 132586 54475 \n",
"67 2016-08-01 10827 120428 42976 \n",
"68 2016-09-01 11754 134703 61128 \n",
"69 2016-10-01 14130 176312 67826 \n",
"70 2016-11-01 11701 177724 55317 \n",
"71 2016-12-01 14802 161078 62508 \n",
"72 2017-01-01 9408 143372 58895 \n",
"73 2017-02-01 6705 119320 37537 \n",
"74 2017-03-01 11770 169079 52630 \n",
"75 2017-04-01 15476 173200 74981 \n",
"76 2017-05-01 10812 142787 50139 \n",
"77 2017-06-01 8523 141279 57284 \n",
"78 2017-07-01 10806 139161 55789 \n",
"79 2017-08-01 9460 120618 43986 \n",
"80 2017-09-01 10841 125603 64829 \n",
"81 2017-10-01 12845 167229 65127 \n",
"82 2017-11-01 10272 178481 59569 \n",
"83 2017-12-01 13825 161690 66361 \n",
"\n",
" Europe MiddleEast NorthAsia South&SoutheastAsia Taiwan \\\n",
"0 143205 14927 215919 243083 182703 \n",
"1 121715 11177 190027 208270 165779 \n",
"2 176988 17926 180496 324999 158922 \n",
"3 179957 21580 159448 327629 197775 \n",
"4 135314 14217 177978 335874 164192 \n",
"5 109883 14029 172703 347762 184330 \n",
"6 132946 21706 189009 295771 216518 \n",
"7 145843 12581 223352 286781 195320 \n",
"8 133812 16549 185881 304734 174058 \n",
"9 199860 22080 181354 310435 180869 \n",
"10 178692 18161 200829 335613 155883 \n",
"11 143128 14412 227687 430198 172384 \n",
"12 139746 11320 204309 227883 178187 \n",
"13 156909 14026 233089 259111 162578 \n",
"14 186708 15896 210918 329028 154942 \n",
"15 183605 19784 167079 325477 167046 \n",
"16 140757 13760 181478 337150 151920 \n",
"17 118705 16145 183880 322301 178865 \n",
"18 132425 15687 199823 261583 203164 \n",
"19 138751 14343 241040 295529 195587 \n",
"20 135478 14668 179919 247091 171251 \n",
"21 196909 20982 163088 291921 171675 \n",
"22 186261 15066 171006 336516 163147 \n",
"23 151461 14675 197431 418213 190383 \n",
"24 157866 14669 203158 275588 165849 \n",
"25 125165 9558 162945 191353 183751 \n",
"26 200082 18764 183919 351684 165455 \n",
"27 188459 19857 152926 321524 174210 \n",
"28 150652 13225 162488 335432 145684 \n",
"29 121876 15097 153876 315277 168843 \n",
".. ... ... ... ... ... \n",
"54 129084 15756 162350 293147 187517 \n",
"55 133439 17414 191618 240408 189843 \n",
"56 134131 16239 190445 261798 165810 \n",
"57 200278 18001 187816 302603 175069 \n",
"58 189786 14194 206198 349406 160707 \n",
"59 153597 15927 220021 434383 179937 \n",
"60 159926 15664 238302 301606 174325 \n",
"61 130330 9678 199101 202333 160592 \n",
"62 191114 16847 199024 324452 149242 \n",
"63 194096 17856 181550 329623 176018 \n",
"64 142828 13352 189312 343260 150573 \n",
"65 114642 8850 179449 319470 176169 \n",
"66 134968 16605 189687 296427 185051 \n",
"67 140769 16376 216626 226061 174341 \n",
"68 135374 17575 214627 270860 168311 \n",
"69 210357 16346 197635 307059 161813 \n",
"70 192652 13610 235342 343238 153844 \n",
"71 157820 13502 244041 437407 181149 \n",
"72 152130 12714 232426 265508 164020 \n",
"73 140447 10777 252816 236713 165183 \n",
"74 187820 16017 252483 332297 160589 \n",
"75 203417 17811 189824 329358 166892 \n",
"76 140861 11433 213033 325114 166827 \n",
"77 117918 10847 197742 335055 163588 \n",
"78 134927 14206 196487 264025 180352 \n",
"79 135456 15684 242059 229376 177920 \n",
"80 134911 14312 220311 258269 157363 \n",
"81 198611 16879 231859 298480 174188 \n",
"82 196297 14338 247170 343769 159009 \n",
"83 158656 15090 241470 408194 174824 \n",
"\n",
" ThemainlandofChina Macao Total \n",
"0 2503151 67122 3598030 \n",
"1 2008173 58466 2923070 \n",
"2 2009130 63402 3186871 \n",
"3 2136896 69543 3357960 \n",
"4 2115413 61113 3230028 \n",
"5 1924603 64935 3035222 \n",
"6 2677326 76535 3839388 \n",
"7 2914914 89207 4065761 \n",
"8 2094360 58113 3187091 \n",
"9 2542465 70214 3794076 \n",
"10 2343939 66370 3552733 \n",
"11 2829759 98310 4151080 \n",
"12 3101578 68037 4142042 \n",
"13 2296814 59350 3371202 \n",
"14 2497061 63750 3709484 \n",
"15 2647026 66649 3840180 \n",
"16 2525600 64841 3638934 \n",
"17 2514688 70592 3620912 \n",
"18 3264385 77343 4369786 \n",
"19 3727949 95982 4898843 \n",
"20 2751427 69079 3785018 \n",
"21 3064966 72523 4243787 \n",
"22 3040360 69872 4216937 \n",
"23 3479541 104924 4777988 \n",
"24 3526182 71262 4632926 \n",
"25 3132415 68031 4022120 \n",
"26 2842002 74772 4087286 \n",
"27 3110141 63290 4279889 \n",
"28 3053892 75238 4142301 \n",
"29 3150563 77036 4201331 \n",
".. ... ... ... \n",
"54 3845273 92316 4923431 \n",
"55 4550148 114561 5614852 \n",
"56 3509432 77201 4558800 \n",
"57 3857524 80534 5073494 \n",
"58 3512410 76619 4748715 \n",
"59 3721049 108906 5061064 \n",
"60 4043000 76895 5225578 \n",
"61 3367736 75049 4295731 \n",
"62 3017173 75748 4213801 \n",
"63 3459000 72200 4686316 \n",
"64 3322758 77051 4453118 \n",
"65 3206043 77465 4285730 \n",
"66 3930526 96736 5049022 \n",
"67 4037005 101070 5086496 \n",
"68 3333627 74470 4422441 \n",
"69 3723837 78384 4953705 \n",
"70 3388958 74536 4646938 \n",
"71 3948482 115218 5336027 \n",
"72 4353505 83192 5475176 \n",
"73 3138728 73187 4181417 \n",
"74 3330769 72726 4586186 \n",
"75 3521932 82938 4775834 \n",
"76 3450028 75968 4587014 \n",
"77 3097716 73297 4203256 \n",
"78 4077183 94758 5167700 \n",
"79 3955989 92881 5023433 \n",
"80 3572769 75948 4635161 \n",
"81 4033473 79972 5278677 \n",
"82 3680755 81448 4971119 \n",
"83 4232412 114652 5587184 \n",
"\n",
"[84 rows x 12 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('visitors.csv')\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def parse_datetime(x):\n",
" try:\n",
" return parser.parse(x)\n",
" except:\n",
" return numpy.nan\n",
"df['datetime'] = df['Date'].apply(parse_datetime)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## I. Patterns of Hong Kong visitors according to country/region of residence: \n",
"\n",
" 1) Hong Kong visitors are dominated by people from the mainland China;\n",
"\n",
" 2) Except the mainland China, visitor from other countries and regions are highly seasonal.\n",
" \n",
" 3)Visitor arrivals from the maninland China are not seasonal but are influenced by social events and exchange rates:\n",
"\n",
" For instance, during the \"Umbrella Revolution\" in September 2014, there is a sharp drop in the number of visitors coming from the mainland;\n",
"\n",
" In September 2017, visitor arrivals further dropped when typhoon no. 10 was issued in Hong Kong due to the typhoon Hato arrived, when delayed flights and heavy flooding in Hong Kong lasted for more than a month. The number of visitors from the mainland was influenced by the flu season in August in the same year."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Visitors')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_all = df.set_index('datetime').resample('1m').aggregate('sum')\n",
"df_all.plot(linewidth=3, figsize=(10,5))\n",
"plt.title('Visitor Arrivals By Country/Region of Residence')\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Visitors')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Visitors')"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"selected_columns = list(set(df_all.columns))\n",
"df_all[['ThemainlandofChina']].plot(linewidth=2, figsize=(10,5),color='G').plot()\n",
"plt.title('Visitor Arrivals By Country/Region of residence')\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Visitors')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" month \n",
" values \n",
" year \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 03 March \n",
" 281 \n",
" 2011 \n",
" \n",
" \n",
" 1 \n",
" 08 August \n",
" 759 \n",
" 2011 \n",
" \n",
" \n",
" 2 \n",
" 11 November \n",
" 879 \n",
" 2014 \n",
" \n",
" \n",
" 3 \n",
" 02 February \n",
" 673 \n",
" 2018 \n",
" \n",
" \n",
" 4 \n",
" 01 January \n",
" 987 \n",
" 2018 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" month values year\n",
"0 03 March 281 2011\n",
"1 08 August 759 2011\n",
"2 11 November 879 2014\n",
"3 02 February 673 2018\n",
"4 01 January 987 2018"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import seaborn as sns\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"% matplotlib inline\n",
"year = ['2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018']\n",
"month = ['01 January', '02 February', '03 March', '04 April', '05 May', '06 June', '07 July', '08 August', '09 September',\n",
" '10 October', '11 November', '12 December'] \n",
"values = df['ThemainlandofChina']\n",
"np.random.seed(100)\n",
"arr_year = np.random.choice(year, size=(10000,))\n",
"list_year = list(arr_year)\n",
"\n",
"arr_month= np.random.choice(month, size=(10000,))\n",
"list_month = list(arr_month)\n",
"\n",
"values = np.random.randint(50, 1000, 10000)\n",
"list_values = list(values)\n",
"\n",
"df2 = pd.DataFrame({'year':list_year,\n",
" 'month': list_month,\n",
" 'values':list_values})\n",
"df2.head()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" year \n",
" 2011 \n",
" 2012 \n",
" 2013 \n",
" 2014 \n",
" 2015 \n",
" 2016 \n",
" 2017 \n",
" 2018 \n",
" \n",
" \n",
" month \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 01 January \n",
" 56696 \n",
" 52233 \n",
" 53909 \n",
" 55380 \n",
" 58730 \n",
" 58108 \n",
" 56758 \n",
" 57747 \n",
" \n",
" \n",
" 02 February \n",
" 50123 \n",
" 57850 \n",
" 45952 \n",
" 46448 \n",
" 51079 \n",
" 53916 \n",
" 66838 \n",
" 53645 \n",
" \n",
" \n",
" 03 March \n",
" 58432 \n",
" 47760 \n",
" 52198 \n",
" 52204 \n",
" 57505 \n",
" 57063 \n",
" 63134 \n",
" 61883 \n",
" \n",
" \n",
" 04 April \n",
" 46641 \n",
" 56184 \n",
" 53430 \n",
" 50481 \n",
" 55863 \n",
" 43418 \n",
" 62530 \n",
" 56216 \n",
" \n",
" \n",
" 05 May \n",
" 50772 \n",
" 65368 \n",
" 50983 \n",
" 51034 \n",
" 47671 \n",
" 56488 \n",
" 52055 \n",
" 57957 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
"year 2011 2012 2013 2014 2015 2016 2017 2018\n",
"month \n",
"01 January 56696 52233 53909 55380 58730 58108 56758 57747\n",
"02 February 50123 57850 45952 46448 51079 53916 66838 53645\n",
"03 March 58432 47760 52198 52204 57505 57063 63134 61883\n",
"04 April 46641 56184 53430 50481 55863 43418 62530 56216\n",
"05 May 50772 65368 50983 51034 47671 56488 52055 57957"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pt = df2.pivot_table(index='month', columns='year', values='values', aggfunc=np.sum)\n",
"pt.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(69,0.5,'Month')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize = (10, 4))\n",
"cmap = sns.cubehelix_palette(start = 1, rot = 3, gamma=0.8, as_cmap = True)\n",
"sns.heatmap(pt, cmap = 'Blues', linewidths = 0.05, ax = ax)\n",
"ax.set_title('Visitor Arrivals from the Mainland China')\n",
"ax.set_xlabel('Year')\n",
"ax.set_ylabel('Month')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Visitors')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#ax = plt.figure(figsize=(20, 20))\n",
"\n",
"myax = plt.subplot(7, 1, 1)\n",
"selected_columns = list(set(df_all.columns))\n",
"df_all[['South&SoutheastAsia']].plot(linewidth=2,color='Orange', ax=myax)\n",
"plt.title('Visitor Arrivals By Country/Region of Residents')\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Number of Visitors')\n",
"\n",
"myax = plt.subplot(7, 1, 3)\n",
"selected_columns = list(set(df_all.columns))\n",
"df_all[['Europe']].plot(linewidth=2, figsize=(20,5),color='Brown', ax=myax)\n",
"plt.title('Visitor Arrivals By Country/Region of Residence')\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Visitors')\n",
"\n",
"myax = plt.subplot(7, 1, 5)\n",
"selected_columns = list(set(df_all.columns))\n",
"df_all[['Macao']].plot(linewidth=2, figsize=(20,5),color='blue', ax=myax)\n",
"plt.title('Visitor Arrivals By Country/Region of Residence')\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Visitors')\n",
"\n",
"myax = plt.subplot(7, 1, 7)\n",
"selected_columns = list(set(df_all.columns))\n",
"df_all[['Australia,NewZealand&SouthPacific']].plot(linewidth=2, figsize=(20,5),color='Pink', ax=myax)\n",
"plt.title('Visitor Arrivals By Country/Region of Residence')\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Visitors')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## II. Characteristics of Hong Kong visitors by the mode of transport:\n",
"\n",
" 1) Most visitors arrive Hong Kong by air, except that most visitors from the mainland China arrive Hong Kong by land; \n",
"\n",
" 2) For long haul markets, most visitors arrive Hong Kong by air and traveling by sea was their last option. However, in short haul markets, the number of visitors arrived by sea exceeded the number of visitors by land after 2011 and has continued to rise. Still, coming to Hong Kong by air has always been the first choice."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"df3 = pd.read_csv('transport_air.csv')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Year \n",
" 2004 \n",
" 2005 \n",
" 2006 \n",
" 2009 \n",
" 2010 \n",
" 2011 \n",
" 2012 \n",
" 2013 \n",
" 2014 \n",
" 2015 \n",
" 2016 \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" America \n",
" 860 \n",
" 946 \n",
" 963 \n",
" 884 \n",
" 986 \n",
" 1028 \n",
" 1014 \n",
" 961 \n",
" 988 \n",
" 1034 \n",
" 1081 \n",
" \n",
" \n",
" 1 \n",
" Europe Africa and the Middle East \n",
" 940 \n",
" 1129 \n",
" 1248 \n",
" 1276 \n",
" 1389 \n",
" 1400 \n",
" 1441 \n",
" 1472 \n",
" 1445 \n",
" 1419 \n",
" 1488 \n",
" \n",
" \n",
" 2 \n",
" Australia New Zealand and South Pacific \n",
" 338 \n",
" 426 \n",
" 457 \n",
" 467 \n",
" 510 \n",
" 497 \n",
" 487 \n",
" 482 \n",
" 490 \n",
" 475 \n",
" 475 \n",
" \n",
" \n",
" 3 \n",
" North Asia \n",
" 992 \n",
" 1086 \n",
" 1192 \n",
" 1014 \n",
" 1197 \n",
" 1259 \n",
" 1285 \n",
" 1191 \n",
" 1315 \n",
" 1334 \n",
" 1491 \n",
" \n",
" \n",
" 4 \n",
" South and Southeast Asia \n",
" 1226 \n",
" 1441 \n",
" 1602 \n",
" 1691 \n",
" 2106 \n",
" 2290 \n",
" 2263 \n",
" 2362 \n",
" 2327 \n",
" 2335 \n",
" 2504 \n",
" \n",
" \n",
" 5 \n",
" China \n",
" 1500 \n",
" 1563 \n",
" 1901 \n",
" 2150 \n",
" 2744 \n",
" 3284 \n",
" 3814 \n",
" 4558 \n",
" 5006 \n",
" 5298 \n",
" 5033 \n",
" \n",
" \n",
" 6 \n",
" Taiwan \n",
" 1128 \n",
" 1184 \n",
" 1232 \n",
" 1120 \n",
" 1224 \n",
" 1235 \n",
" 1213 \n",
" 1250 \n",
" 1214 \n",
" 1201 \n",
" 1238 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Year 2004 2005 2006 2009 2010 \\\n",
"0 America 860 946 963 884 986 \n",
"1 Europe Africa and the Middle East 940 1129 1248 1276 1389 \n",
"2 Australia New Zealand and South Pacific 338 426 457 467 510 \n",
"3 North Asia 992 1086 1192 1014 1197 \n",
"4 South and Southeast Asia 1226 1441 1602 1691 2106 \n",
"5 China 1500 1563 1901 2150 2744 \n",
"6 Taiwan 1128 1184 1232 1120 1224 \n",
"\n",
" 2011 2012 2013 2014 2015 2016 \n",
"0 1028 1014 961 988 1034 1081 \n",
"1 1400 1441 1472 1445 1419 1488 \n",
"2 497 487 482 490 475 475 \n",
"3 1259 1285 1191 1315 1334 1491 \n",
"4 2290 2263 2362 2327 2335 2504 \n",
"5 3284 3814 4558 5006 5298 5033 \n",
"6 1235 1213 1250 1214 1201 1238 "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df3"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# data to plot\n",
"n_groups = 7\n",
"data_2004 = df3['2004']\n",
"data_2005 = df3['2005']\n",
"data_2006 = df3['2006']\n",
"data_2009 = df3['2009']\n",
"data_2010 = df3['2010']\n",
"data_2011 = df3['2011']\n",
"data_2012 = df3['2012']\n",
"data_2013 = df3['2013']\n",
"data_2014 = df3['2014']\n",
"data_2015 = df3['2015']\n",
"data_2016 = df3['2016']\n",
"\n",
"\n",
"# create plot\n",
"fig, ax = plt.subplots(figsize=(15, 5))\n",
"index = np.arange(n_groups)\n",
"bar_width = 0.06\n",
"opacity = 0.8\n",
" \n",
"rects1 = plt.bar(index, data_2004, bar_width,\n",
" alpha=opacity,\n",
" color='lightseagreen',\n",
" label='2004')\n",
" \n",
"rects2 = plt.bar(index + bar_width, data_2005, bar_width,\n",
" alpha=opacity,\n",
" color='darkcyan',\n",
" label='2005')\n",
"\n",
"rects3 = plt.bar(index + bar_width + bar_width, data_2006, bar_width,\n",
" alpha=opacity,\n",
" color='deepskyblue',\n",
" label='2006')\n",
"\n",
"rects3 = plt.bar(index + bar_width + bar_width + bar_width, data_2009, bar_width,\n",
" alpha=opacity,\n",
" color='slategray',\n",
" label='2009')\n",
"\n",
"rects4 = plt.bar(index + bar_width + bar_width + bar_width + bar_width, data_2010, bar_width,\n",
" alpha=opacity,\n",
" color='royalblue',\n",
" label='2010')\n",
"\n",
"rects5 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width, data_2011, bar_width,\n",
" alpha=opacity,\n",
" color='navy',\n",
" label='2011')\n",
"\n",
"rects6 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width, data_2012, bar_width,\n",
" alpha=opacity,\n",
" color='mediumpurple',\n",
" label='2012')\n",
"\n",
"rects7 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width, data_2013, bar_width,\n",
" alpha=opacity,\n",
" color='darkorchid',\n",
" label='2013')\n",
"\n",
"rects8 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width, data_2014, bar_width,\n",
" alpha=opacity,\n",
" color='plum',\n",
" label='2014')\n",
"\n",
"rects9 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width, data_2015, bar_width,\n",
" alpha=opacity,\n",
" color='m',\n",
" label='2015')\n",
"\n",
"rects10 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width, data_2016, bar_width,\n",
" alpha=opacity,\n",
" color='mediumvioletred',\n",
" label='2016')\n",
"\n",
"plt.xlabel('Regions/Countries')\n",
"plt.ylabel('No. of visitors (in thousands)')\n",
"plt.title('No. of Hong Kong Inbound Visitors By Air between 2004 and 2016')\n",
"plt.xticks(np.arange(7),('America', 'Europe, Africa and the Middle East', 'Australia, New Zealand and South Pacific', 'North Asia', 'South and Southeast Asia', 'Mainland China', 'Taiwan'), rotation=20)\n",
"plt.legend()\n",
"plt.minorticks_on()\n",
"plt.autoscale(enable=True, axis='both', tight=False)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"df4 = pd.read_csv('transport_land.csv')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Year \n",
" 2004 \n",
" 2005 \n",
" 2006 \n",
" 2009 \n",
" 2010 \n",
" 2011 \n",
" 2012 \n",
" 2013 \n",
" 2014 \n",
" 2015 \n",
" 2016 \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" America \n",
" 351 \n",
" 402 \n",
" 440 \n",
" 477 \n",
" 537 \n",
" 554 \n",
" 528 \n",
" 490 \n",
" 480 \n",
" 488 \n",
" 478 \n",
" \n",
" \n",
" 1 \n",
" Europe Africa and the Middle East \n",
" 287 \n",
" 390 \n",
" 440 \n",
" 446 \n",
" 515 \n",
" 523 \n",
" 501 \n",
" 492 \n",
" 489 \n",
" 478 \n",
" 458 \n",
" \n",
" \n",
" 2 \n",
" Australia New Zealand and South Pacific \n",
" 96 \n",
" 132 \n",
" 143 \n",
" 144 \n",
" 157 \n",
" 155 \n",
" 145 \n",
" 134 \n",
" 124 \n",
" 116 \n",
" 109 \n",
" \n",
" \n",
" 3 \n",
" North Asia \n",
" 432 \n",
" 492 \n",
" 515 \n",
" 435 \n",
" 537 \n",
" 548 \n",
" 517 \n",
" 480 \n",
" 479 \n",
" 437 \n",
" 403 \n",
" \n",
" \n",
" 4 \n",
" South and Southeast Asia \n",
" 673 \n",
" 754 \n",
" 767 \n",
" 598 \n",
" 702 \n",
" 736 \n",
" 680 \n",
" 630 \n",
" 592 \n",
" 557 \n",
" 509 \n",
" \n",
" \n",
" 5 \n",
" China \n",
" 9273 \n",
" 9740 \n",
" 10374 \n",
" 14679 \n",
" 18537 \n",
" 23074 \n",
" 29193 \n",
" 33920 \n",
" 39919 \n",
" 38566 \n",
" 35906 \n",
" \n",
" \n",
" 6 \n",
" Taiwan \n",
" 828 \n",
" 823 \n",
" 831 \n",
" 797 \n",
" 824 \n",
" 781 \n",
" 741 \n",
" 707 \n",
" 667 \n",
" 680 \n",
" 647 \n",
" \n",
" \n",
" 7 \n",
" Macao \n",
" 30 \n",
" 35 \n",
" 39 \n",
" 47 \n",
" 53 \n",
" 56 \n",
" 56 \n",
" 57 \n",
" 58 \n",
" 58 \n",
" 58 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Year 2004 2005 2006 2009 2010 \\\n",
"0 America 351 402 440 477 537 \n",
"1 Europe Africa and the Middle East 287 390 440 446 515 \n",
"2 Australia New Zealand and South Pacific 96 132 143 144 157 \n",
"3 North Asia 432 492 515 435 537 \n",
"4 South and Southeast Asia 673 754 767 598 702 \n",
"5 China 9273 9740 10374 14679 18537 \n",
"6 Taiwan 828 823 831 797 824 \n",
"7 Macao 30 35 39 47 53 \n",
"\n",
" 2011 2012 2013 2014 2015 2016 \n",
"0 554 528 490 480 488 478 \n",
"1 523 501 492 489 478 458 \n",
"2 155 145 134 124 116 109 \n",
"3 548 517 480 479 437 403 \n",
"4 736 680 630 592 557 509 \n",
"5 23074 29193 33920 39919 38566 35906 \n",
"6 781 741 707 667 680 647 \n",
"7 56 56 57 58 58 58 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df4"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# data to plot\n",
"n_groups = 8\n",
"data_2004 = df4['2004']\n",
"data_2005 = df4['2005']\n",
"data_2006 = df4['2006']\n",
"data_2009 = df4['2009']\n",
"data_2010 = df4['2010']\n",
"data_2011 = df4['2011']\n",
"data_2012 = df4['2012']\n",
"data_2013 = df4['2013']\n",
"data_2014 = df4['2014']\n",
"data_2015 = df4['2015']\n",
"data_2016 = df4['2016']\n",
"\n",
"\n",
"# create plot\n",
"fig, ax = plt.subplots(figsize=(15, 5))\n",
"index = np.arange(n_groups)\n",
"bar_width = 0.06\n",
"opacity = 0.8\n",
" \n",
"rects1 = plt.bar(index, data_2004, bar_width,\n",
" alpha=opacity,\n",
" color='lightseagreen',\n",
" label='2004')\n",
" \n",
"rects2 = plt.bar(index + bar_width, data_2005, bar_width,\n",
" alpha=opacity,\n",
" color='darkcyan',\n",
" label='2005')\n",
"\n",
"rects3 = plt.bar(index + bar_width + bar_width, data_2006, bar_width,\n",
" alpha=opacity,\n",
" color='deepskyblue',\n",
" label='2006')\n",
"\n",
"rects3 = plt.bar(index + bar_width + bar_width + bar_width, data_2009, bar_width,\n",
" alpha=opacity,\n",
" color='slategray',\n",
" label='2009')\n",
"\n",
"rects4 = plt.bar(index + bar_width + bar_width + bar_width + bar_width, data_2010, bar_width,\n",
" alpha=opacity,\n",
" color='royalblue',\n",
" label='2010')\n",
"\n",
"rects5 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width, data_2011, bar_width,\n",
" alpha=opacity,\n",
" color='navy',\n",
" label='2011')\n",
"\n",
"rects6 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width, data_2012, bar_width,\n",
" alpha=opacity,\n",
" color='mediumpurple',\n",
" label='2012')\n",
"\n",
"rects7 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width, data_2013, bar_width,\n",
" alpha=opacity,\n",
" color='darkorchid',\n",
" label='2013')\n",
"\n",
"rects8 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width, data_2014, bar_width,\n",
" alpha=opacity,\n",
" color='plum',\n",
" label='2014')\n",
"\n",
"rects9 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width, data_2015, bar_width,\n",
" alpha=opacity,\n",
" color='m',\n",
" label='2015')\n",
"\n",
"rects10 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width, data_2016, bar_width,\n",
" alpha=opacity,\n",
" color='mediumvioletred',\n",
" label='2016')\n",
"\n",
"plt.xlabel('Region/Countries')\n",
"plt.ylabel('No. of visitors (in Thousands)')\n",
"plt.title('No. of Hong Kong Inbound Visitors By Land between 2004 and 2016')\n",
"plt.xticks(np.arange(8), ('America', 'Europe, Africa and the Middle East', 'Australia, New Zealand and South Pacific', 'North Asia', 'South and Southeast Asia', 'Mainland China', 'Taiwan', 'Macao'), rotation=20)\n",
"plt.legend()\n",
"plt.minorticks_on()\n",
"plt.autoscale(enable=True, axis='both', tight=None)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"df5 = pd.read_csv('transport_sea.csv')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Year \n",
" 2004 \n",
" 2005 \n",
" 2006 \n",
" 2009 \n",
" 2010 \n",
" 2011 \n",
" 2012 \n",
" 2013 \n",
" 2014 \n",
" 2015 \n",
" 2016 \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" America \n",
" 189 \n",
" 217 \n",
" 227 \n",
" 207 \n",
" 226 \n",
" 239 \n",
" 236 \n",
" 214 \n",
" 211 \n",
" 206 \n",
" 215 \n",
" \n",
" \n",
" 1 \n",
" Europe Africa and the Middle East \n",
" 153 \n",
" 206 \n",
" 229 \n",
" 247 \n",
" 270 \n",
" 272 \n",
" 287 \n",
" 289 \n",
" 284 \n",
" 270 \n",
" 281 \n",
" \n",
" \n",
" 2 \n",
" Australia New Zealand and South Pacific \n",
" 49 \n",
" 62 \n",
" 68 \n",
" 97 \n",
" 101 \n",
" 106 \n",
" 109 \n",
" 102 \n",
" 101 \n",
" 91 \n",
" 101 \n",
" \n",
" \n",
" 3 \n",
" North Asia \n",
" 241 \n",
" 275 \n",
" 322 \n",
" 374 \n",
" 474 \n",
" 498 \n",
" 531 \n",
" 470 \n",
" 537 \n",
" 521 \n",
" 591 \n",
" \n",
" \n",
" 4 \n",
" South and Southeast Asia \n",
" 179 \n",
" 219 \n",
" 291 \n",
" 596 \n",
" 693 \n",
" 725 \n",
" 709 \n",
" 726 \n",
" 696 \n",
" 667 \n",
" 688 \n",
" \n",
" \n",
" 5 \n",
" China \n",
" 1473 \n",
" 1238 \n",
" 1317 \n",
" 1128 \n",
" 1404 \n",
" 1742 \n",
" 1904 \n",
" 2267 \n",
" 2322 \n",
" 1979 \n",
" 1839 \n",
" \n",
" \n",
" 6 \n",
" Taiwan \n",
" 119 \n",
" 124 \n",
" 115 \n",
" 93 \n",
" 117 \n",
" 133 \n",
" 134 \n",
" 143 \n",
" 151 \n",
" 135 \n",
" 126 \n",
" \n",
" \n",
" 7 \n",
" Macao \n",
" 425 \n",
" 446 \n",
" 508 \n",
" 601 \n",
" 697 \n",
" 754 \n",
" 784 \n",
" 846 \n",
" 880 \n",
" 887 \n",
" 848 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Year 2004 2005 2006 2009 2010 \\\n",
"0 America 189 217 227 207 226 \n",
"1 Europe Africa and the Middle East 153 206 229 247 270 \n",
"2 Australia New Zealand and South Pacific 49 62 68 97 101 \n",
"3 North Asia 241 275 322 374 474 \n",
"4 South and Southeast Asia 179 219 291 596 693 \n",
"5 China 1473 1238 1317 1128 1404 \n",
"6 Taiwan 119 124 115 93 117 \n",
"7 Macao 425 446 508 601 697 \n",
"\n",
" 2011 2012 2013 2014 2015 2016 \n",
"0 239 236 214 211 206 215 \n",
"1 272 287 289 284 270 281 \n",
"2 106 109 102 101 91 101 \n",
"3 498 531 470 537 521 591 \n",
"4 725 709 726 696 667 688 \n",
"5 1742 1904 2267 2322 1979 1839 \n",
"6 133 134 143 151 135 126 \n",
"7 754 784 846 880 887 848 "
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df5"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# data to plot\n",
"n_groups = 8\n",
"data_2004 = df5['2004']\n",
"data_2005 = df5['2005']\n",
"data_2006 = df5['2006']\n",
"data_2009 = df5['2009']\n",
"data_2010 = df5['2010']\n",
"data_2011 = df5['2011']\n",
"data_2012 = df5['2012']\n",
"data_2013 = df5['2013']\n",
"data_2014 = df5['2014']\n",
"data_2015 = df5['2015']\n",
"data_2016 = df5['2016']\n",
"\n",
"\n",
"# create plot\n",
"fig, ax = plt.subplots(figsize=(15, 5))\n",
"index = np.arange(n_groups)\n",
"bar_width = 0.06\n",
"opacity = 0.8\n",
" \n",
"rects1 = plt.bar(index, data_2004, bar_width,\n",
" alpha=opacity,\n",
" color='lightseagreen',\n",
" label='2004')\n",
" \n",
"rects2 = plt.bar(index + bar_width, data_2005, bar_width,\n",
" alpha=opacity,\n",
" color='darkcyan',\n",
" label='2005')\n",
"\n",
"rects3 = plt.bar(index + bar_width + bar_width, data_2006, bar_width,\n",
" alpha=opacity,\n",
" color='deepskyblue',\n",
" label='2006')\n",
"\n",
"rects3 = plt.bar(index + bar_width + bar_width + bar_width, data_2009, bar_width,\n",
" alpha=opacity,\n",
" color='slategray',\n",
" label='2009')\n",
"\n",
"rects4 = plt.bar(index + bar_width + bar_width + bar_width + bar_width, data_2010, bar_width,\n",
" alpha=opacity,\n",
" color='royalblue',\n",
" label='2010')\n",
"\n",
"rects5 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width, data_2011, bar_width,\n",
" alpha=opacity,\n",
" color='navy',\n",
" label='2011')\n",
"\n",
"rects6 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width, data_2012, bar_width,\n",
" alpha=opacity,\n",
" color='mediumpurple',\n",
" label='2012')\n",
"\n",
"rects7 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width, data_2013, bar_width,\n",
" alpha=opacity,\n",
" color='darkorchid',\n",
" label='2013')\n",
"\n",
"rects8 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width, data_2014, bar_width,\n",
" alpha=opacity,\n",
" color='plum',\n",
" label='2014')\n",
"\n",
"rects9 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width, data_2015, bar_width,\n",
" alpha=opacity,\n",
" color='m',\n",
" label='2015')\n",
"\n",
"rects10 = plt.bar(index + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width + bar_width, data_2016, bar_width,\n",
" alpha=opacity,\n",
" color='mediumvioletred',\n",
" label='2016')\n",
"\n",
"plt.xlabel('Region')\n",
"plt.ylabel('No. of visitors (in thousands)')\n",
"plt.title('No. of Hong Kong Inbound Visitors By Sea between 2004 and 2016')\n",
"plt.xticks(np.arange(8), ('America', 'Europe, Africa & the Middle East', 'Australia, New Zealand & South Pacific', 'North Asia', 'South & Southeast Asia', 'Mainland China', 'Taiwan', 'Macau'), rotation=20)\n",
"plt.legend()\n",
"plt.minorticks_on()\n",
"plt.autoscale(enable=True, axis='both', tight=False)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"df_long = pd.read_csv('long_haul_market.csv')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" \n",
" \n",
" \n",
" Year \n",
" By air \n",
" By land \n",
" By sea \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 2004 \n",
" 2138 \n",
" 734 \n",
" 238 \n",
" \n",
" \n",
" 1 \n",
" 2005 \n",
" 2501 \n",
" 924 \n",
" 279 \n",
" \n",
" \n",
" 2 \n",
" 2006 \n",
" 2668 \n",
" 1023 \n",
" 295 \n",
" \n",
" \n",
" 3 \n",
" 2009 \n",
" 2627 \n",
" 1067 \n",
" 304 \n",
" \n",
" \n",
" 4 \n",
" 2010 \n",
" 2885 \n",
" 1209 \n",
" 327 \n",
" \n",
" \n",
" 5 \n",
" 2011 \n",
" 2925 \n",
" 1232 \n",
" 345 \n",
" \n",
" \n",
" 6 \n",
" 2012 \n",
" 2942 \n",
" 1174 \n",
" 345 \n",
" \n",
" \n",
" 7 \n",
" 2013 \n",
" 2915 \n",
" 1116 \n",
" 316 \n",
" \n",
" \n",
" 8 \n",
" 2014 \n",
" 2923 \n",
" 1093 \n",
" 312 \n",
" \n",
" \n",
" 9 \n",
" 2015 \n",
" 2928 \n",
" 1082 \n",
" 567 \n",
" \n",
" \n",
" 10 \n",
" 2016 \n",
" 3044 \n",
" 1045 \n",
" 597 \n",
" \n",
" \n",
" 11 \n",
" 2017 \n",
" 3105 \n",
" 1073 \n",
" 573 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Year By air By land By sea\n",
"0 2004 2138 734 238\n",
"1 2005 2501 924 279\n",
"2 2006 2668 1023 295\n",
"3 2009 2627 1067 304\n",
"4 2010 2885 1209 327\n",
"5 2011 2925 1232 345\n",
"6 2012 2942 1174 345\n",
"7 2013 2915 1116 316\n",
"8 2014 2923 1093 312\n",
"9 2015 2928 1082 567\n",
"10 2016 3044 1045 597\n",
"11 2017 3105 1073 573"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_long"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Mode of Transport of Hong Kong Inbound Visitors (Long Haul Markets)')"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_long = df_long.set_index('Year')\n",
"df_long.plot(kind='area', stacked=False, figsize=(10,5))\n",
"plt.ylabel('No. of visitors in thousands')\n",
"plt.xlabel('Year')\n",
"plt.xticks(np.arange(2004,2018, step=1))\n",
"plt.title('Mode of Transport of Hong Kong Inbound Visitors (Long Haul Markets)')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"df_short = pd.read_csv('short_haul_market.csv')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Year \n",
" By air \n",
" By land \n",
" By sea \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 2004 \n",
" 3375 \n",
" 1963 \n",
" 964 \n",
" \n",
" \n",
" 1 \n",
" 2005 \n",
" 3740 \n",
" 2104 \n",
" 1064 \n",
" \n",
" \n",
" 2 \n",
" 2006 \n",
" 4057 \n",
" 2152 \n",
" 1236 \n",
" \n",
" \n",
" 3 \n",
" 2009 \n",
" 3848 \n",
" 1877 \n",
" 1664 \n",
" \n",
" \n",
" 4 \n",
" 2010 \n",
" 4557 \n",
" 2116 \n",
" 1981 \n",
" \n",
" \n",
" 5 \n",
" 2011 \n",
" 4818 \n",
" 2121 \n",
" 2110 \n",
" \n",
" \n",
" 6 \n",
" 2012 \n",
" 4804 \n",
" 1994 \n",
" 2158 \n",
" \n",
" \n",
" 7 \n",
" 2013 \n",
" 4858 \n",
" 1874 \n",
" 2185 \n",
" \n",
" \n",
" 8 \n",
" 2014 \n",
" 4920 \n",
" 1796 \n",
" 2264 \n",
" \n",
" \n",
" 9 \n",
" 2015 \n",
" 4947 \n",
" 1732 \n",
" 2210 \n",
" \n",
" \n",
" 10 \n",
" 2016 \n",
" 5322 \n",
" 1617 \n",
" 2253 \n",
" \n",
" \n",
" 11 \n",
" 2017 \n",
" 5496 \n",
" 1678 \n",
" 2352 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Year By air By land By sea\n",
"0 2004 3375 1963 964\n",
"1 2005 3740 2104 1064\n",
"2 2006 4057 2152 1236\n",
"3 2009 3848 1877 1664\n",
"4 2010 4557 2116 1981\n",
"5 2011 4818 2121 2110\n",
"6 2012 4804 1994 2158\n",
"7 2013 4858 1874 2185\n",
"8 2014 4920 1796 2264\n",
"9 2015 4947 1732 2210\n",
"10 2016 5322 1617 2253\n",
"11 2017 5496 1678 2352"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_short"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Mode of Transport of Hong Kong Inbound Visitors (Short Haul Markets excluding Mainland China)')"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_short = df_short.set_index('Year')\n",
"df_short.plot(kind='area', stacked=False, figsize=(10,5))\n",
"plt.ylabel('No. of visitors in thousands')\n",
"plt.xlabel('Year')\n",
"plt.xticks(np.arange(2004,2018, step=1))\n",
"plt.title('Mode of Transport of Hong Kong Inbound Visitors (Short Haul Markets excluding Mainland China)')"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"df_mainland = pd.read_csv('mainland.csv')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Mode of Transport of Hong Kong Inbound Visitors (Mainland China)')"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_mainland = df_mainland.set_index('Year')\n",
"df_mainland.plot(kind='area', stacked=False, figsize=(10,5))\n",
"plt.ylabel('No. of visitors in thousands')\n",
"plt.xlabel('Year')\n",
"plt.xticks(np.arange(2004,2018, step=1))\n",
"plt.title('Mode of Transport of Hong Kong Inbound Visitors (Mainland China)')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## III. The consumption expenditure patterns of Hong Kong visitors:\n",
"\n",
" 1) The Mainland China made up of the largest part in same-day consumption. And it has a big gap with other countries;\n",
"\n",
" 2) Apart from the Mainland China, Macao, Taiwan, South and Southeast Asia are the top three regions with the highest consumption;\n",
"\n",
" 3) In the per capita overnight consumption, Hong Kong visitors from the Mainland still account for the highest but not as dominate as those for same-day consumption;\n",
"\n",
" 4) Macao is the second highest in per capita same-day consumption while it is the smallest in per capita overnight consumption;\n",
"\n",
" 5) Apart from the Mainland China, the total consumption of overnight visitors from South and Southeast Asia have been higher than visitors from Europe and America."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import numpy"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"df=pd.read_csv('consumption 1.csv')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Year \n",
" The Americas \n",
" Europe Africa and the Middle East \n",
" Australia New Zealand South Pacific \n",
" North Asia \n",
" South and SoutheastAsia \n",
" Taiwan \n",
" The mainland of China \n",
" Macao \n",
" Total \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 2011-12-31 \n",
" 245000000 \n",
" 377000000 \n",
" 119000000 \n",
" 428000000 \n",
" 686000000 \n",
" 859000000 \n",
" 35360000000 \n",
" 1285000000 \n",
" 39358000000 \n",
" \n",
" \n",
" 1 \n",
" 2012-12-31 \n",
" 233000000 \n",
" 261000000 \n",
" 98000000 \n",
" 418000000 \n",
" 567000000 \n",
" 695000000 \n",
" 49278000000 \n",
" 1056000000 \n",
" 52606000000 \n",
" \n",
" \n",
" 2 \n",
" 2013-12-31 \n",
" 188000000 \n",
" 301000000 \n",
" 85000000 \n",
" 407000000 \n",
" 613000000 \n",
" 742000000 \n",
" 64356000000 \n",
" 1341000000 \n",
" 68034000000 \n",
" \n",
" \n",
" 3 \n",
" 2014-12-31 \n",
" 225000000 \n",
" 279000000 \n",
" 77000000 \n",
" 352000000 \n",
" 622000000 \n",
" 728000000 \n",
" 76076000000 \n",
" 1385000000 \n",
" 79744000000 \n",
" \n",
" \n",
" 4 \n",
" 2015-12-31 \n",
" 233000000 \n",
" 319000000 \n",
" 78000000 \n",
" 320000000 \n",
" 538000000 \n",
" 694000000 \n",
" 75058000000 \n",
" 1241000000 \n",
" 78482000000 \n",
" \n",
" \n",
" 5 \n",
" 2016-12-31 \n",
" 210000000 \n",
" 325000000 \n",
" 86000000 \n",
" 306000000 \n",
" 558000000 \n",
" 695000000 \n",
" 60278000000 \n",
" 1195000000 \n",
" 63653000000 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Year The Americas Europe Africa and the Middle East \\\n",
"0 2011-12-31 245000000 377000000 \n",
"1 2012-12-31 233000000 261000000 \n",
"2 2013-12-31 188000000 301000000 \n",
"3 2014-12-31 225000000 279000000 \n",
"4 2015-12-31 233000000 319000000 \n",
"5 2016-12-31 210000000 325000000 \n",
"\n",
" Australia New Zealand South Pacific North Asia South and SoutheastAsia \\\n",
"0 119000000 428000000 686000000 \n",
"1 98000000 418000000 567000000 \n",
"2 85000000 407000000 613000000 \n",
"3 77000000 352000000 622000000 \n",
"4 78000000 320000000 538000000 \n",
"5 86000000 306000000 558000000 \n",
"\n",
" Taiwan The mainland of China Macao Total \n",
"0 859000000 35360000000 1285000000 39358000000 \n",
"1 695000000 49278000000 1056000000 52606000000 \n",
"2 742000000 64356000000 1341000000 68034000000 \n",
"3 728000000 76076000000 1385000000 79744000000 \n",
"4 694000000 75058000000 1241000000 78482000000 \n",
"5 695000000 60278000000 1195000000 63653000000 "
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"def parse_datetime(x):\n",
" try:\n",
" return parser.parse(x)\n",
" except:\n",
" return numpy.nan\n",
"df['datetime'] = df['Year'].apply(parse_datetime)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_all=df.set_index('datetime').resample('1y').aggregate('sum')\n",
"df_all.plot(linewidth=1, figsize=(20,10)).plot()\n",
"plt.title('Destination consumption expenditure of same-day in-town visitors ($)')\n",
"plt.legend(loc=2,prop={'size':13})"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Destination consumption expenditure of same-day in-town visitors except for Total and mainland China ($)')"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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d2y4UyKnB9iilziMeDQgZY5Zi3Rw6iNV3/DuxxgZYJiKt7aQ2HO+DvQirWaRSygNEpBvWjelyrO435c24I+xXuLEHxjTG5Blj/mqMaYrV/PsREbnGzspUlH8N3YF1HeiD9aUwvrx4Ncx7N9YXiHKx9rTaygDqikhEdesQa6yKelR/w4wxJssYM8YY0xirRcF/xBp75og9S5DT7FEnZFA7MU5lDMH6RbQmdbEbiBHXJ87FUoPtq0AGVguhCKdXsDHmRbtc3lgBofeA++TEp3lVtg0ZwBK3fEOMMX+qQZn2uOUrzp9r4AhO+0lEKtpPzsdpledSBSo6hktw/cJVKWPMv4wxXbD+v7YExtlJH2G1zogxxoRjtWqRinOpVgbWL/rO9R9ojPnJWE/6Kh9I916s7kgluNaxIwAj1nhBjwK3YbUQicDqcif29hRitbIbhtUN5P2TLLMLpzKGGGPSqfjaUt2+WILV9dDPGLPL/jwcq9tT8kkW7Xugvoh0xAoMfVRJ+au6BrvM6vZ5N9a1LdRpmvv57bKMMWaLMWYIVvfBl4C59nXPXQbwd7fjIsgYMwsc5/BrWK0sJ8rxJzJVdb2tMk+b+7FVfp07mf9FNTn/TvZ/3G6cjn2n/Mvr3iVfEWmJ1YLy/wF17XNjKzU7b0diBVB7Y/0vLb/vrsmy7tdIL6oIWtWGfdzMASYBDextWljDclWV76nU1R4gUkQCnKZVFiQGWABc7zb/mfI4EA10M8aEYXXnrWqbUrCu+w7GmBJjjW20EmsMoUuxuvuWSwTWnM5CK6U8z9MthCoyBXjQvkkdi9V3HawL0M32+z8AoeI0eKRS6swTkTD7F9+PsZrOp9qtQ6YC/xSRBvZ8TUTkWvv9ALEGYRSsL2+lWM3RwbpxbnqSxQnFGufjANaX7ufd0qvLexYw3h6IMRJrwNBaP3LZGLMHq1vMf8R6vKyviFzptI6RItJRrAGrnwd+MdbTOqokIreKSLT98RDWF4AyY8w+rC8Fw+xWUnfjNvDuSbheRHqKNTjlJKxuUuW/+lZVj79g/UL5qL3dvbCalH98EmX4ABgoItfa2xUg1iC75XXwJFYd3I3V4uE9t18uK9uGr4CWInKnXUZfsQZAdr7JrczXQFsRuVmsQbz/TNXBN/e6WmMv39H+QjCxqpVVdy5VYBbwsFiDsoZgHV+zTQ2egmTXQXexBlw+gtUNovy8DMVqhVEoIpdgBV9P1tvAE3J8wPdwEanwkd32r9afYQUAgkSkDVbQpFwo1hfufYCPiDyN1c3B2XtYXfVu5DQFhCqwD6uunPd1dftiCfAAxwekXmx/Xm5vd60ZY4qxvjC/jBUA/b6i+aq5BjvbC8SXB3jt8+cn4AX7fGyP1QKo0uukiAwTkfr2sVzekqCidU0F7rWPQRGRYLEGJy4PPr0OrDTGjMY6D9+2y1TV9ba6PAHuF5FoO8D0FNYYNuXbXk/sQaFr6KTPvxpYBniJyENiteDpi/UF/xOn8joffyFY9bzPXu5erFYvNRGKdf4fwGqZ81wtyvkl1oDIA+xryTisY/F0CMQalygbKBPrgQW9TkO+p1JXm7G6If5NRPzEGoi5qp4O72D98D1HRFrax2V9sQbRrigoeypCsf4f59j3NOOrmf8brBaKgOOhDl2d0ltgdS3b7zTtKqzzTyl1ATmnAkL2P9TLsC6cyVjjPJQ3tRwLXCUiq7EuSLuwbmqUUmfePBHJw/oF9imspsTOT795DOsXthViNVVegDWeAlg3FQuwBsT8GfiPMWaRnfYCVlAmR0TG1rJM72E11d6FNfjoCrf0d7C6j+SI01NonDyH9StYCtY4Fb9TuxthZ3dijR2xEevm9SEA+5e2v2GNqbIHK3Bzew3z7Ab8ItbTor4E/mKM2W6njcG68T4AtOXEJ4HU1kfABKwb1y5YLSzKTQRm2vV4m/NCxnpc7UCssQb2YwXw7zLGbKxtAewvn4OwAj/7sI61cVg37F2AR+y8S7FaHhisX0Sr3Aa7u0s/rHrfjdXc/iWswaerK9N+rDEuXsSq6xZYA3pWZiJOdWWM2YzVxXkBsAWrRV11qjqX3E3HCnosxRqYtRBrUNaaCMP6An0I6zw6gBVYAGusrmftc/5pjn8JrTVjzH+x6vtje3vWUvVjix/A+sKWhdWt/F2ntP9hdaHbbJe5ELcuOcaYH7G+7P1ujKmqK8dJs7tl/R340d7XPah+XyzB+sJWHhBajhXIXsqp+QirleScKgIRVV2Dnc2x/x4Qkd/t90OwWl/uxhrDZoJxfTqSu/7AOvu69TrWOExH3WcyxqzEuo69gXUMbsUK5CEig+x8ylvxPQJ0FpGh9ufKrreV5unkI6yuNNuxxpF7zl52I1aAZ7u9T2vSlexUzr8q2a3dBmC1KjuA9T93sNP/gClYgZgcEfnYGPM7VtBsJdb/mgT7fU28g3XNzcL6X1iT61R5OfdgXVtfs/NoWIv1Vpf3fqx7/3lYdXATVhDjVPM96bqyu7bdhtWa6iBWi8VKA6T2sd8L63q1EKub1s9YgbffK1vuJL2C1UXsANY+rK6uZgA3yfEnsZUB/yfWU/FuwRoQ+z5jTBaAWE+Wi8MK0CqlLiDlg7h5rgAi8cBXxph2Yo1fsMkYU2V/WztwtNEYE13VfEoppaomIjOwBjSt7tfEc9aFsA3q9BGRhcBHxphpni6LOneIyE6sAeGrCmgpddEQkVeBzcaYt92mzzDGjHCb9iawyhgz/SwWUSl1Fvh4ugDOjDG5IrJDRG41xsyxmze3N8assZs/HrSbIT+B9cuMUkoppRTgGN+sMzrOoFJKVckY80gt5r3/TJZFKeU5Hu0yJiKzsJpOthKRTBEZhfX0l1EisgZYx/Gbul7AJhHZjNUk9e8eKLJSSimlzkEiMhOra9RDxvXJWEoppWrIvXWQUurC5vEuY0oppZRSSimllFLq7DqnBpVWSimllFJKKaWUUmeex8YQioyMNPHx8Z5avVJKKaWUUkoppdQFZ9WqVfuNMfWrm89jAaH4+HhWrjwtT6ZUSimllFJKKaWUUoCIpNVkPu0yppRSSimllFJKKXWR0YCQUkoppZRSSiml1EVGA0JKKaWUUkoppZRSFxkNCCmllFJKKaWUUkpdZDQgpJRSSimllFJKKXWR8dhTxpRSSimllFLqQlBcXExmZiaFhYWeLopS6iLg7e1NREQEkZGReHmdfDsfDQgppZRSSiml1CnIzMwkNDSU+Ph4RMTTxVFKXcCMMRQXF7N3714yMzOJjY096by0y5hSSimllFJKnYLCwkLq1aunwSCl1BknIvj5+dGkSROOHDlySnlpQEgppZRSSimlTpEGg5RSZ9OpdBVz5HEayqGUUkoppZRSSimlziMaEFJKKaWUUkoppZS6yGhASCmllFJKKaXUBaWoqIjBgwdTp04dIiMjK53v3nvv5YEHHjiLJTs1Pj4+LF68uMbz79y5ExEhMzPzzBWqCh9++CEdOnSocp7qtqlPnz5MnDgR8Pz2XGg0IKSUUkoppZRSF4FevXrh7+9PSEiIyys1NdXTRTspP/74IyLCyJEjT0ibO3cuv/76K7t27WL//v2V5vH222/zxhtvnMlinjWLFy/Gx+fMP0h84sSJiAj33Xefy/TCwkLq1q2LiLBz504Ahg4dypo1a854mWqqPKAUHBzscg5cdtllp5z3jBkzaN68+Wko5dmjASGllFJKKaWUukj87W9/Iz8/3+WVlJR0UnkVFxef5tLVzuTJk6lbty6ffPIJhw8fdknbvn07zZo1IygoqMJlS0tLKSsrOxvFvCC1bNmSjz/+mIKCAse0uXPnEhUV5cFS1dymTZtczoGffvrJ00XyiGoDQiIyXUSyRWRtNfN1E5ESEbnl9BVPKaWUUkoppc4v8Y9/fVZfp0uvXr147rnnXKaJCMuXLwesliFXX301Y8eOpWHDhtx4440ApKSkcPXVV1OnTh2aNm3Kc889R2lpKXC8Rca0adNo2bIl4eHhDBo0iOzsbMc6CgoKGDt2LAkJCdStW5f+/fuzdevWKst66NAh5syZw7///W8CAwN5//33HWkPPPAAzz77LIsXLyYkJIQRI0Y4yvHOO+/Qpk0bgoKCyM7OZsSIEYwePdqx7L59+xg1ahSxsbGEhYXRuXNnNm3aBMDrr79O69atCQ0NJTY2lieeeMKxnRWpbn4R4T//+Q/dunUjNDSUHj16sHHjRkd6Xl4ew4cPp27dusTFxTFz5sxK17V7926uu+46SktLHa1enOdftGgRbdq0ITQ0lH79+rFnz55Tqv+YmBh69OjBJ5984pg2depUxowZ4zKfe6uZ6rbJGMMLL7xAdHQ0devW5eGHH8YYU2VZPv/8c7p06UJERASJiYl8+OGHVc5fnZEjRxITE0NoaCht2rTho48+cqQdOnSIW2+9lXr16hEeHk7btm1ZtmwZP//8M/feey/bt2931H9tuvZ5Sk1aCM0A+lc1g4h4Ay8B809DmZRSSimllFJKnYOWLl1Ko0aNyMjI4NNPP+Xw4cP07duX3r17k5WVxddff8306dN59dVXXZZ77733WLp0KRkZGXh5eTFs2DBH2pgxY9i4cSMrVqwgKyuL7t27M2DAgCpbIL333nuEhIRwyy23MHToUKZMmeJIe+ONN3jyySfp1asX+fn5zJgxw5H20UcfsXDhQvLy8qhfv75LnmVlZdx4443k5OTw22+/kZOTw4wZMwgNDQUgOjqab7/9ltzcXL744gumT5/OtGnTKi1jTeafMWMGn376Kfv37ycmJoYHH3zQkfbQQw+xZcsW1q9fT0pKCl988UWlAajGjRvz7bff4u3t7Wj1Mnz4cEf67NmzWbp0Kbt27eLIkSM8/fTTp1T/5ctNnToVsFrcbNy4kUGDBlW5THXb9MEHH/DPf/6TL774gqysLCIjI1m6dGml+X3//feMGjWK1157jYMHDzJz5kweeOCBKpepTs+ePUlOTiYnJ4enn36aESNGsH79egBefvllCgoKSEtLIycnh//+979ER0dz6aWX8vbbb9O0aVNH/ffq1euky3DWGGOqfQHxwNoq0h8C7scKHt1Skzy7dOlilFJKKaWUUup8t379ek8XoUauuuoqExAQYMLDw11ezumTJk1yWQYwy5YtM8YYM2HCBNO0aVOX9A8//NBER0ebsrIyx7S3337btGzZ0hhjzI4dOwxgFixY4EjfsmWLAcyuXbvMvn37DGDS0tIc6aWlpSYsLMyx3oq0adPG/OUvfzHGGLNmzRoDmJ9++smRPmHCBHPNNdc4PpeXY8mSJS75DB8+3IwaNcoYY8wvv/xifHx8TE5OTqXrdfbXv/7V3HrrrTWat6L5AfPJJ584Pn/11VcmIiLCGGPVgb+/v0u9bd682QBm0aJFFea/aNEi4+3t7TKtfLt//fVXx7Q33njDdOzY0RhjTqr+y+u2uLjYREVFmbVr15q//vWvZuzYsSYjI8MAZseOHcYYY959913TrFmzGm9Tnz59zPjx413KEh0dbSZMmOCyPRkZGcYYY2644QbzzDPPuJTvgQcecOxTd+XLh4WFuZwDf/rTnyqc3xhjunTpYt58803Htnfv3t2sXLnSlJaWusznvK1nS2XXHmClqUFc5pRHnBKRJsAfgN5At2rm/X/A/wOIjY091VUrpZRSSimllKqFp556ivHjx5/08nFxcS6fMzIyiIuLQ0Qc05o1a0ZGRobLfPHx8Se8z8zMdCzXvn17l/mLi4tPyKPcsmXLWL9+PbNmzXIs27VrVyZPnsyll15aZfmdy+Fu586dNGjQgPDw8ArTZ82axauvvsr27dspKSmhqKiIHj16VJpfTeZv1KiR431wcDB5eXmA1XXt2LFjLuVNSEioctuqUtl6duzYAdSu/sv5+PgwYsQI3nzzTebOnevoWliZmmxTZmamS7qXl9cJx5yzHTt2sGjRIpcWaaWlpVxxxRVVlmXdunVER0efML2srIyJEycye/ZssrKyEBGOHDnCvn37ABg3bhzFxcUMHz6cPXv2MGDAAP7xj3/QsGHDKtd3rjodg0q/BjxmjKl2RC5jzBRjTFdjTFf35nlKKaWUUkoppTwnNDSUI0eOOD75Gdn/AAAgAElEQVTv3r37hHm8vFy/QsbExJCWluYyzsv27duJiYlxma/8qVPO76Ojox1f9rds2UJOTo7jVVBQwJAhQyosZ3n3sH79+hEVFUVUVBTr16/nk08+IScnp8ptdC+/s/j4eLKzs8nNzT0hLSMjg2HDhjF+/Hj27NnD4cOHuf/++ysd36a287uLjIzEz8+vwno7mW2rzMnUv7MxY8YwefJk2rRpQ8uWLauctybb1KRJE5dpxhjS0tKqLP/EiRNdyp6Xl8c333xTbdkrMmvWLKZNm8ann37KoUOHyMnJoUOHDo79FhwczN///nfWrl3LunXr2LVrF+PGjQNOrv497XSUuCvwsYjsBG4B/iMiN52GfJVSSimllFJKnSVdunTh888/Z9++feTl5fHUU09Vu8wNN9zAsWPHeP755ykqKmLTpk289NJLjBo1ymW+SZMmsXfvXnJzc3nsscfo06cPjRs3pkGDBtxxxx3cd9997Nq1C8AxNkt+fv4J6zt48CBz587lzTffJDk52fFav349AQEBLoNL11bXrl3p3Lkzo0ePJjs7m7KyMlJSUti9ezf5+fmUlZVRv359fH19WbFiRZXrqu387ry9vbnjjjuYMGGCo94ef/zxKpeJioqitLTU0eqnJmpb/+6aNm3K0qVLmT59erXz1mSb7rzzTqZMmcLvv/9OcXExL774IllZWZXm+dBDD/HPf/6TZcuWUVpaSlFREatWrWLlypXVlqciubm5+Pj4UL9+fcrKypg+fTpr1qxxpM+bN48NGzY4Bu8OCAjA29sbsOq/soDiueqUA0LGmARjTLwxJh6YC9xnjPn8lEumlFJKKaWUUuq0mjRpkuMpSOWvr776CoCHH36YxMREmjVrRseOHbnhhhuqzS88PJz58+ezYMECGjZsyLXXXstdd93FI4884jLfsGHDuOKKK4iJiaGoqMglODJ16lRatWpFr169CA0NJSkpiTlz5rh0Qys3c+ZM6tSpw+jRox2tg6KiooiLi+Pee+9l8uTJJ103Xl5ezJs3j8DAQDp27EhERAR33303+fn5JCYm8swzzzBo0CAiIiJ48cUXq2xBU9v5K/L666+TkJBA69atSUpKYuDAgY7gQ0VatmzJn/70Jy655BIiIiJqHICqTf1X5PLLL6dp06anZZvuuusuHnzwQQYOHEjDhg3Jzs7myiuvrDS/fv36MXXqVMaNG0dkZCSNGjXi4YcfrjaY1apVK5dzoLz72PDhw+nevTvNmzenSZMmrF+/3qX72bZt2xg4cCBhYWHEx8cTGBjISy+9BEDv3r3p27cvCQkJREREsGTJkhrViSdJdU3WRGQW0AuIBPYCEwBfAGPM227zzgC+MsbMrW7FXbt2NScbtVNKKaWUUhevsrJSigqO4h8cXOMvLEqdSRs2bCAxMdHTxTgn7dy5k4SEBDIyMiocs0UpdfIqu/aIyCpjTNfqlq92UGljTI3DmMaYETWdVymllFJKKYDSkmKO5uZSkHvY+pt3mKO51ssxrfxzXi6F+XlgDMERdYhN6kic/QqpW8/Tm6KUUkqdN075KWNKKaWUUko5Ky46Zgd0nAI5jr+5HM07/vlobi7HCo5Un6kbH39/juQcYsOyRWxYtgiAetGxxCV1JDapIzFt2uEXGHS6N00ppZS6YGhASCmllFJKVcoYQ9HRo8eDOnlOgZ683BODPbmHKT5WWKt1iHgRGBZGYGgYQWHhBNqvoLAw+284gaHHPweGhiFeXhzISCMtNZm0lNVkbFjLgcx0DmSm8/u3X+Ll7U2jFq2t1kPtOxLVrCVeVYy9oZQ6M+Lj42v8ZC2l1NmlASGllFJKqYuIKSujsOCISyDnhJY8ecc/H83LpbS4uFbr8PL2OR68KQ/ohIURFOr6ufx9QHAIchKP642MjScyNp4uN9xEaUkxuzdvJD01mbSUZLK2bWHXxnXs2riOn+Z8iF9gEDFt2xPX3upeVqdREx1/SCml1EVNA0JKKaWUUuexsrJSCvPyTmilU96ap/yzc7DHlJXVah0+/v4nttJxDvQ40qzpfoGBZz3Y4u3jS0ybJGLaJHH54DspzM8nY30KaSnJpKWuJidrD9tWrmDbyhUAhNarT1z7jo4xiILCws9qeZVSSilP04CQUkoppdQ5pLSk+ISBlJ3H3qlsgOXa8AsMOqGVTmBYOEGhbp/teXz9A87Q1p45ASEhtLjkMlpcchkAh7P3Wt3LUpNJX7uGvAP7WLvoe9Yu+h6A+vFNHYNTN0lsi6+fvyeLr5RSSp1xGhBSSimllDqDio8VVjy4stv4O+XzFB0tqN0KRAgIDXMN5jjen9iaJzA0HB9f3zOzseew8AYNaX/NtbS/5lpMWRnZO7c7AkS7Nq5j387t7Nu5nZXzPsPb15cmrRKJTepEfPtO1I9PwMtLxx9SSil1YdGAkFJKKaVUDVU0wHJVrXkKcg9TcuxYrdYhXl4VD64c6txyx2n8nZBQHSy5lsTLi4ZNm9OwaXMuGXQLxUXH2L1xA2mpq0lLSSZ75zbS16aQvjaF5bNmEhASSmy7Do4BqsMbRHl6E5RSSqlTpgEhpZRSSl20TFkZhUfyKx5c2a17VvkTtUpLSmq1Dm8fH9dWOk7Bnoq6bQUEBZ/UAMvq5Pn6+VuDTbfvCEOhIPcw6WvXOMYfytu/j80rlrN5xXIAIho2IjapA3HtOxHbtgMBISEe3gKlzk0jRozAx8eHadOmnZX1Pf/88/z888/MmzfvrKxPqfOdBoSUUkopdcEoKy11ehR6rlMLnooHVz6ZAZZ9/QNOfCS6W6DH+b0nBlhWpyYoLJzWl11J68uuxBhDTtZuOziUTMa6FHL27iFn7x5SFnyHiBcNmzYjrn0n4pI60qhl4kXZJU+dH3r16sWSJUtYsmQJV155pWN68+bNGT9+PCNGjDilvPv06cP48eNPuZzGGFq1akVWVha7d+8mpIZB1yeffPKU163UxUQDQkoppZQ6Z5UUFzta55zQJauCJ2kV5ufVeh3+QcGurXRCTwz2OLfk0cGGLy4iQp1GTajTqAkdr72BstJSsrZtsR5vn5rM7s0bydq2haxtW/jlv5/g4+9PdGI7xwDVkbHxGhBU55R69eoxduxYfvnll9NybBYXF+N7moOgixYtYvv27YSEhDBr1izGjBlzWvNXSlk0IKSUUkqps6a4sLDSLlku3bbyrPdFR4/WbgUiBISEuj0ty208nlDnaWF4+2hrDlVzXt7eNG7ZmsYtW9Pjj7dTVHiUzA1rSUtJJj01mf0ZaexMXsXO5FUABIVHWOMP2S2IQutFengL1MVuzJgxzJw5k1mzZnHHHXdUOM+SJUt49NFH2bhxI40aNeLhhx/mnnvuAWDx4sX06dOHd999lwkTJrBv3z6GDx/OsmXL+Pnnn3nxxRdp0qQJmzZtAuDYsWOMGTOGOXPmEBwczNNPP+3IqzKTJ0+mf//+JCQkMHnyZJeA0M6dO7nnnnscAa2EhARmzZpFq1atmDhxIsuXL2fBggUAvP7667z11lvs2rWLOnXqMHToUJ577jm8ddw1pQANCCmllFLqJFkDLBec0CXLpSWPy5O0cikpqt0Ay17e3q5PzAoNd2u54zb+TkiIPg1KnVV+AYE07dSNpp26AZB/6KCj9VBaajJHDh1k449L2PjjEgDqNo62gkPtOxKdmIR/UJAni6/OlInhZ3l9h2s8a3BwMM8++yxPPvkkf/zjH/H3d231uGPHDvr3789bb73FsGHDWLlyJddffz1169bl1ltvBaC0tJRvvvmG1atX4+vrS1BQEGvXrq2wy9jcuXOZPXs2kydP5vPPP2fw4MH079+fuLi4Csu3b98+Pv/8c2bNmkVCQgJvvPEGq1atokuXLoDVLSw2NpYvv/wSHx8f1q1bR506dSrMKzo6mm+//Zb4+HiSk5Pp378/8fHx1QaklLpYaEBIKaWUUoA1wPLR/DyOlgd28txb7JzYbaustJYDLPv6VtBKx21wZaegj39wsHa3UeeVkDp1aXPl1bS58mqMMRzclUFaymp7/KFUDu7O5ODuTFZ/Nw8vb2+imrdydC+Lat4Sbx+9PVdn3siRI3nttdd4/fXXefTRR13SZs2aRefOnR3jCfXo0YN77rmHadOmOQJCAC+99BLh4dUHvq6++mpuvPFGAG6++WYiIiJITk6uNCD07rvvEh4ezsCBA/H19aVTp05MmTKFyZMnA+Dn50dWVhbbt28nMTGR9u3bV7ruP/7xj473nTp14s477+SHH37QgJBSNv2Po5RSSl2gygdYdu+S5TK4slOgpzAvD2NqOcByQKDdcqfyAZadW/P4BugAy+riISLUi46lXnQsna8fRGlJMXu2bHK0Hsraupndm9aze9N6fp77EX6BgcS0bU9sO+uJZ3UbR+v5cr6qRYsdT/D29ubll19myJAhjBo1yiUtIyODhIQEl2nNmjXjiy++cHz28vIiJiamRutq1KiRy+fg4GDy8ioe780Yw9SpUxk2bJhjXKJRo0bx+OOP88orrxAaGsrLL7/MpEmTGDhwIEeOHOGWW27hhRdeqHDg6VmzZvHqq6+yfft2SkpKKCoqokePHjUqt1IXAw0IKaWUUueJ8gGWTxhcuZInaRUeya/1OvyDgx0DK1fUJat8bJ5Au0WPDrCsVM15+/gSndiO6MR2XH7bMI4VHCF9XYrVxSwlmUN7drFt5S9sW/kLACH1Iomzg0Ox7ToQHFFxtxilTsZ1111Ht27dePbZZ12mx8TE8M0337hM2759u0sASEROCFZ6eXmdcpkWLlzI1q1bmT59Oh999BEAJSUl5Ofn89FHH3HPPfdQv359/vWvf/Gvf/2L7du3M2jQIP7xj3+csB0ZGRkMGzaMzz77jOuuuw4/Pz/Gjh3LypUrT7mcSl0oNCCklFJKnSOKCwvZsHwxh7J2Ox6dfqoDLAeGhFY8uHIFT9IKDA3T7ipKnUX+QcG06HYpLbpdCkDu/myr9ZA9QHX+gf2sW7KAdUusAXLrx8YTaw9OHZ3YFl//AE8WX10AXnnlFbp37+4yjtCQIUOYNGkS7733HnfccQe///47kydP5q233qoyr6ioKLZu3XpK5Zk8eTJXXnkls2fPdpn+5JNPMmXKFO655x5mz57NJZdcQnx8POHh4fj5+VU4SHR+fj5lZWXUr18fX19fVqxYwfvvv09iYuIplVGpC4ne9SmllFIeVlpSTOoP81nx2cccyTlU6Xxe3t4ntNJxjL1TQYBHB1hW6vwSFtmApN79SOrdD1NWxr70nY7xh3ZtWMe+9J3sS9/Jqq/+i7ePD41bJjqeXtagaTM931WtdejQgSFDhjBjxgzHtISEBL755hsee+wxHnzwQaKiopg0aRK33XZblXk9/PDDjBw5koiICJo0acK6detqVZbs7Gw+//xzPv30U6KiolzSHnvsMRITE1m5ciWrV69m3LhxHDhwgNDQUAYOHMi4ceNOyC8xMZFnnnmGQYMGUVRURO/evRkyZAjJycm1KpdSFzIxxnhkxV27djXaXE8ppdTFzJSVsfGnpfz4yQcc3psFQMOmLWhxyaUVPknLP0gHWFbqYlVSVMSuTesdTzDbu2MbON3HBwSHENOuPXFJVoAoIqpRFbmp023Dhg3a8kQpddZVdu0RkVXGmK7VLa8thJRSSqmzzBjDjuSVLJ/1HvvSdgBQp3E0V9x+F80vuVSDPkqpE/j4+TmeRnYFcDQvl/S1KaSlriYtJZncfXvZ8stPbPnlJwDCGzQkLqkTsUkdiW3XnsDQMM9ugFJKqXOOBoSUUkqps2jXxvUsmzWTXRutpvQh9SK57NY7aHvlNXhVMAaCUkpVJDA0jFaX9qTVpT0xxnB4b5YVHEpNJn3tGg5n7yXlh+9I+eE7EKFhQnPikjoQ174TjVsm4uPn5+lNUEop5WEaEFJKKaXOgn3pO1n+8XtsX/UrAAGhYXS/6VY69rtBv5gppU6JiBAR1YiIqEZ06Hs9ZWWl7N2+lfTUNaSlrGbXpg3s3b6Fvdu38OsXc/Hx86dJ6zaO8Yfqx8Yjp+EJUUoppc4vGhBSSimlzqCcvVn8NOdDNixfDMbg6x9AlwE30XXAH/APCvZ08ZRSFyAvL28aNW9Fo+at6P6H2yguLCRz4zrSUlaTnpp8fLDqlNUABIaFE5fUkdikDsQldSIssr6Ht0AppdTZoAEhpZRS6gw4knOIFZ/NJmXBd5SVluDl7UOHftfR4w+DCQqP8HTxlFIXEd+AABI6diGhYxfAuj5Zg1OvIS11NfkHD7DxxyVs/HEJYI1pFmcHh2LaJmnwWimlLlAaEFJKKaVOo2MFR1g57zNWff0FxccKQYQ2V17NZbcOJbxBQ08XTymlCI6oQ+IVvUm8ojfGGA7uyiQtNZm01NVkrEvl0O5MDu3OJPl/XyNeXkQ1b2k/vawDjVq0xttHv0IopdSFQK/mSiml1GlQXHSM5P99za+fz6EwPw+AZl2703PwnUTGxnu2cEopVQkRoV50DPWiY+h83UBKS0rI2rrZ8fSyPVs3sWfzRvZs3siKT2fhGxBITJt21hPP2neibpMYfTKiUkqdpzQgpJRSSp2CstJS1i5ewM9zPyL/4AEAohPbccUdw2ncMtHDpVNKqdrx9vGhSes2NGndhstuHcqxggIy1qdaXcxSVnNwdybbf/+N7b//BkBInbrE2sGhuKSOBEfU8fAWKKWUqikNCCmllFInwRjDll9+ZPnsDzi0OxOA+vFNuWLIcOI7dNZfzJVSFwT/oCCad+1O867dAcjdv4/0tdbTy9LXriH/0EHWL13I+qULAYiMiSOufUfikjoRndgO34AATxZfKaVUFTQgpJRSStVSWkoyy2bNYO/2rQBENGzE5YOH0erSK/TRzUqpC1pYZH3a9epDu159MGVl7M9Is55YtnYNmevXsj8jjf0Zaaz6+gu8vH1o3Ko1ce2sFkQNmzXHy8vb05ugqhAfH89zzz3HsGHDPF2U0y49PZ02bdqwefNmGjdu7OniKHVO0ICQUkopVUN7tm5i+ayZpK9NAayBWS+9ZQjtevfTQVaVUhcd8fKiflwC9eMS6DrwZkqKi9m9aQPpa63uZVnbt5K5fi2Z69fy4ycf4B8cTEyb9lb3svYdiWjYSFtTnkUhISGO98eOHQPA39/fMS0/P/+MrbugoIDGjRtTr149tm7d6pH9Hhsbe0a3Uanzkd69KqWUUtU4kJnBj7PfZ8uvPwHgHxzMJYNupVP/Afj6a3cIpZQC8PH1JbZde2Lbtafn7XdxND+PjHUpVgui1GQO781i628/s/W3nwEIq9/AMTh1TNv2BIWFe3gLLmzOwZDRo0dTUlLCjBkzzsq6P/74YwDS0tJYsGABffv2PSvrLVdcXIyvr+9ZXadS5wMNCCmllFKVyN2fzc9zZ7Fu8Q8YU4aPnz+drxtItxtvIcDpl1allFInCgwJpWX3y2nZ/XIAcvZmOQanTl+7htx92aQunE/qwvkgQoP4plbroXYdadK6DT5+fh7egpOXNDPprK4vdXjqacsrPT2da665hl9++YX4+HimTJnCZZdd5kifOnUqr7/+OhkZGTRt2pSXXnqJfv36VZnn5MmTGTZsGGlpaUyePNklIDRx4kSWLVtG165dmT59OmVlZTz11FP88Y9/ZOTIkfz222+0bNmSDz74gMRE62ENJSUl/OMf/2DGjBlkZ2fTtm1bXn/9dbp27QrAiBEjHEGgL7/8ksGDB/PYY4+RkJBARkYG0dHRAHz22Wc8//zzbN26lYCAAEaNGsXf//53MjMzGT16NKtWraKoqIj27dvz2muv0aVLFwBWr17Ngw8+SGpqKt7e3rRu3Zqvv/6aOnV0UHV1ftGAkFJKKeWmIPcwv37+Ccnzv6G0uBgvb2/aX30dPW6+nZC69TxdPKWUOi9FNIwiomF/2vfpT1lZKdk7tpOWmkx66mp2bVxP9o5tZO/Yxm9fzMXH14/Grds4WhA1iEvQMdrOkunTp/PFF1/QunVrxo4dy/Dhw9myZQtgBYNeeuklPv30U5KSkvjuu++4+eabSU5Opnnz5hXmt2bNGn799Vfeeust0tLSGDx4MHv37qVhw4aOeZYuXcqQIUPIyspi/vz5DBgwgG+++YY333yT5s2bM3LkSP785z/z/fffAzBhwgQWLFjAd999R1xcHDNmzKB///5s2bLFEZSZM2cO77//Pu+88w7Hjh0jOzvbpVzffvstw4cPZ9asWfTv35+CggJSUqwu4WVlZdx333306dMHEeHxxx/n5ptvZuvWrfj6+nL//ffTv39/lixZQllZGatWrcLvPA5gqouXGGM8suKuXbualStXemTdSimlVEWKjhaw6usvWPnVZxQdPQpA68uv4rLbhlInSgegVEqpM6X4WCG7Nq4nzW5BtC9th0t6YGgYse06OB5vH1a/gYdKWrENGzY4Wq+cDyrrMhYfH8/999/PuHHjAFi3bh3t2rUjJyeH8PBw2rVrx6OPPspdd93lWGbgwIF0796d8ePHV7iu++67j59++onk5GSKi4uJjo7moYce4oknngCsFkJz5sxh3bp1jmUaNGjAuHHjHOX45ptvGDp0KIcOHcIYQ1hYGF9//TVXXnmlY5mkpCQee+wxhg0bxogRI0hPT2fhwoWO9J07d7q0ELr++utp27YtL7/8crX1lZeXR1hYGOvWraNNmzb06tWL5s2bM378eOLj46tdXqkzpbJrj4isMsZ0rW55bSGklFLqoldSXEzKgm9Z8dlsjuYeBiChYxcuv/0uGiY083DplFLqwufrH0B8h87Ed+gMQMHhHNLsx9unpSaTf2A/m35exqaflwFQp1FjYtt1JK59R2LaticgWLvxni6NGjVyvA8ODgasgEh4eDg7duzg/vvv589//rNjnpKSEkcXLHdHjhzhww8/ZNKkSQD4+vpy1113MXXqVB5//HHH4NLO6wQICgpymRYUFEReXh4A+/fvJz8/n4EDB7oMTl1cXExmZqbjc3WBmp07d/KHP/yhwrT9+/fzyCOPsHjxYnJycvCyW6ft27cPgHfffZdJkybRs2dPfH19GTZsGBMmTMBHHzChzjN6xCqllLpolZWVsmHZYn6a8yG5+6ym5I1atuaKIcOJaXN2x39QSil1XFB4BImXX0Xi5VdhjOHQnl12cGgNGetSOLRnN4f27GbN998g4kVU8xZW97KkTjRq2QpvHx1A+EyIi4vjmWee4dZbb63R/B9//DG5ubk888wzPP/884D1hLOcnBzmz5/PtddeW+syREZGEhwczIIFC+jWrVul83lV08UwPj7e0RXO3RNPPMGePXv45ZdfaNSokaOFUHnvmoSEBKZPnw5Aamoq/fr1IyEhgbvvvrvW26OUJ2lASCml1EXHGMO2lb+w/OP3OJCZDkC96Fh6DhlOsy6X6GOQlVLqHCIi1G0cTd3G0XTqP5Cy0lKytm0mLSWZtNTV7NmyyfFa8dlsfP0DiG7TjrikTsQldaBeTJxe10+Thx9+mIkTJ9KiRQs6dOhAYWEhq1atIjIyktatW58w/+TJkxk6dCivvPKKy/Q777yTKVOmnFRASET4y1/+wtixY5k2bRotWrQgPz+fH3/8kaSkJBo3rlkX7/vvv5/bb7+d3r1707dvX8cYQj179iQ3N5egoCDq1KlDfn4+jz32mMuyM2fOpG/fvjRu3JiIiAh8fHzw9vau9bYo5WkaEDpFqYvm07hFIvWiYzxdFKWUUjWQsT6VZR/NYM+WTQCE1W/I5bcNpXXPq/Dy0ps5pZQ613l5e9O4ZSKNWyZy6S1DKDpaQMb6taSlriY9dQ0HMtPZsXolO1Zb45UG16lLXLsOxCZ1JC6poz4c4BSMGTMGPz8/Ro4cyY4dO/D19aVz584nBHwAkpOT+e2335g2bRpRUVEuaePGjeOGG25gz549J1WOZ555hn/9618MGjSIzMxMgoOD6dGjB//+979rnMcNN9zAO++8w5NPPsngwYMJDg5m9OjR9OzZk2effZYRI0ZQr149GjZsyLPPPsuUKVMcyy5cuJDHH3+c3Nxc6tSpw9ChQ7nzzjtPaluU8iQdVPoU5B3cz7QHRlFWWkpc+0506j+AhE5d9QuFUkqdg/bu2Mbyj99jZ/IqAALDwulx8+2079MfH1/tWqCUUheKvIP7SU9dYz/BLJkjOYdc0utFxzqeXhbdph1+AYGnvM7zbVBppdSFQQeV9iQD7Xr1Zf2yRVaf5pTVhDdoSMd+N9Cudz8CQnRwO6WU8rRDe3bx4+wPHAOR+gUG0nXgzXS5fhB+gUEeLp1SSqnTLbRuJG2vuoa2V12DMYb9GWmk208vy9iwlgOZ6RzITOf3b7/Ey9ubRi1aE9feaj0U1awlXtr1Ryl1kdAWQqdBYX4+axfNJ3n+1xzO3guAj78/bXr2plP/AUTGxnu2gEopdRHKP3iAnz+dRerC+ZiyMrx9fel47QAuGXQLQWHhni6eUkopDygtKWb35o2kpVith7K2bcGYMke6f1AwMW2T7O5lnajTqHGNxh/SFkJKKU841RZCGhA6jcrKStn++0pWfzeP9NRkx/SYtu3p1H8Azbp0118clFLqDCvMz+fXL+ey+tt5lBQdQ8SLtr36cOktQwiLrO/p4imllDqHFObnk7EuhbRUa4DqnCzXMW1CI+vbTy/rSGxSx0p/UNCAkFLKEzQgdI46kJnB6v99xfolP1B8rBCw/qF07HcDSVf3IzA0zMMlVEqpC0vxsUJ+/3Yev305l2NHjgDQovtlXH7bnTrwv1JKqRo5nL3XDg4lk752DYV5uS7p9eObOgJETRLb4uvnD2hASCnlGRoQOscdKzjCusULWP2/rxy/OPj4+tG6Zy869R9Ag/imHi6hUkqd30pLSkhdOJ8Vn85yDBwa264DVwwZTlTzlh4unVJKqWyeWxUAACAASURBVPOVKSsje+d2R4Bo18Z1lBYXO9K9fX1p0qoNsUkdCW7WirbtkvTx9kqps0oDQucJU1bGjjWrWP3dV44n3AA0ad2WTv0H0rxbD7x9dIxvpZSqKVNWxsafl/HT7A/I2WsF3Bs2bcEVQ4YT176jh0unlFLqQlNcdIxdG9fbA1Qnk71zmyOt5/3jSIiNwS8wEL/AIPwCg/QJlkqpM04DQuehg7t3kTz/K9YtXkDR0aMAhNStR4e+19O+T38d7FQppapgjGFn8iqWzZrJvrQdANRpHE3P2++kxSWX6a+zSimlzoqC3MOkr11DWkoydZI6ERsV5ZLu7euLvx0c8gsM1LFElVKnnQaEzmNFRwtYt3Qhq7/7ikO7MwHw9vGh9eVX0an/QBo2be7hEiql1Lll18b1LJs1k10b1wEQUi+Sy265g7ZXXaM32koppTxmw4YNtGjWjKKjBRQdPUrR0QLKyspc5vENCMAvMBD/wCB8/QMQLy8PlVYpdaE41YCQ9lHyIL/AIDpdO4COfa8nLTWZ1d/NY/vqlaxb8gPrlvxAo5at6dR/IC27X4a3jzY5VUpdvPal72T5x++xfdWvAASEhNL9plvpcO0NjgE9lVJKKU/y8fPDx8+PoPAIjDEUHyt0BIeKCwsdryOHDiFegl+AU/cyP7/zooVrs2bN+L//+z9uuukmTxdFKXUaaEDoHCBeXsR36Ex8h87kZO0hef7XrF30PXs2b2TP5o0sqVOX9tf0p0Pf6wiOqOPp4iql1FlzODuLnz75kPXLF4Mx+PoH0GXATXQd8Af8g4I9XTyllFKqQiJ2wCcgEOrUpaysjOLCoxwrKKDoaAElRUUcKyjgWEEBAF7e3lb3siCre9mZ+DE4JCTE8f7YsWMA+Psf/1ElPz+/2jy2bdtW7TxKqfOHdhk7RxUXFrJ+2SJWfzePA5npAHh5+9Dq0p506j+QRi1aebiESil15hzJOcQv//2ENd9/S1lpCV7ePnToex3d/3CbBsaVUkqdc2r72PnSkhK7e1kBx44epaykxCXdx8/PMfaQX2AgXl6nt1v06NGjKSkpYcaMGac1X6XU2XWqXca04+o5yjcggA59r2P4K29y69/+TvNuPTBlZWxYvpiPxv+VD598mPVLF1Li9OhLpZQ63x0rOMKPs9/nnT+PYfV38ygrK6XNFb25+7W3uXrkPRoMUkopdUHw9vEhMDSM8AZR1I+Np15MLKGR9fEPCka8vCgpKqLgcA45WXvYt3MHB3Zlkn/wAEWFRzmTP+i/8sortGrVitDQUOLi4nj66add1hcVFcXcuXMB6NevH6+++ipgPfChYcOG9OvXzzHv3XffzSOPPALAd999R7du3YiI+P/s3XdcVFf6x/HPHbqCgAKCiqLYUKOg2LuiYovGbqyJicmatolx80uim6KbmM2muWYTjbGlqGuKigVrVOwNVBQrYlewAqIIw/39gZkNiQUjOirf9+s1r8i95577zJmBMA/nOccLPz8/+vXrx9mzZ21tGzRowP/93//RpUsXPDw8qFSpEgsXLrxrz1NEcqlk7D5nGAZla9SibI1aXEw+zfalC9m5fDGnDu5n0ecfs+rbydRs3Y6abdrjUdzH3uGKiPwpWVcz2b54ARvnzOZKehoAweH1adx7AL5lg+wbnIiIyG1KqJr/2UIFIWRPQoH0U7ZsWRYvXky5cuXYunUr7dq1Izg4mEGDBv2hbUREBMuWLeOVV15hx44duLq6smnTJjIzM3FxcWHZsmV8+eWXALi5ufHll19Sq1YtTp8+TY8ePXj11VeZMmWKrb8pU6Ywb948fv75Zz744AMGDhzI8ePH85S1iUjBUkLoAeLpV5Jm/Z6gYY++JKxZRVx0FClHktjw0yw2zf2BSvUaERbZmVJVQh6IRelERHKsVnatWs66H74n/ewZAEpXrU7TxwdTusq9/WVaRETkQXUx+bStxMzB8c9/xOvVq5ft3+Hh4fTt25fly5ffMCH07rvvkpWVxbJly+jYsSO7du1izZo1lClThlOnTtG8eXMA238BSpcuzfDhw22zh37Vv39/6tevD8DQoUN54403SEpKokoVLZUhcrcoIfQAcnJxpWbrdjzSqi3HE3YRGx3F/s3r2bs+hr3rY/ALCiYsshNVGzfH0dnZ3uGKiPyBaZrs37SONTO/4fyJYwD4litP076DCAqto6S2iIg80Apqxs71WLOyyPzt9vZWK5fTUrmclgqAo7MLLkVydzBzcnXDchvb20+fPp3PPvuMQ4cOYbVayczMpGXLltdtGxYWhqurK+vXr2fZsmUMHTqUgIAAli5dSmBgIA0aNKBo0dwNIDZs2MCoUaPYsWMHly9fJicnB6vVmqe/gIAA279/vS4tLe22xkZEbo8SQg8wwzAoU60GZarVIPVMCjuWLWLHsmiSkw6y+MvPWPXdFGq2bketNh0o5uNr73BFRAA4vCOOmBnTOJ24HwCvkgE06t2fqg2bYtzGL60iIiKFkYOTE0WcPClSzBPTNMm+evXa4tQZZF2+TPbVTLKvZnLpwgUMw8DJ1RUHRycsDg62hzU7mxyrFWt2NhYHBwzDYP/+/QwePJiFCxfSunVrnJyceP755zlw4MB14zAMg1atWrFw4ULWrVvHjBkz8Pf35/nnn6ds2bJERETY2vbs2ZMhQ4bw008/4eHhwQ8//ED//v3v1ZCJyA0oIfSQKObjS5M+A2nQrQ9718ewbdE8kg8dZNOc2Wye9yMV6zYgLLIzZUJq6C/vImIXpw7sI2bGNI7EbwegqJc3DXv0pUbLtnc0vV1ERKSwMgwDJxcXnFxcKOrljZmTw9UrV2w7mGVlZnL18mXgcp7rrmZcIttqJeXwISB32/ujB/YB4GoYZJw/x8YtW5g5Ywa1a4dx9fJlLA65O539dpHpiIgIRowYQbVq1fDy8qJu3bokJiayb98+RowYYWuflpaGp6cnHh4eHDp0iA8//PAejI6I3Ip+A3/IODo7U715a6o1a8WJfXtyy8k2rmX/xnXs37gOn7JBhEV2IqRJC5xcXO0drogUAmePH2XtrG/Yv3EdAC5FilK3Sw9qR3bGyVU/h0RERAqKYbHgUqQILkWKAGC1ZpN15Qo5VutvHtlYHB0xTBOLg4PteLXKlXnh2Wfo1rcP1mwrTRs1onP7SJKOHOXctfLuHKuVi8mnSD58CIuDA+E1a5Camkqzxo1IP38Oi4MDjRs1JGbNWmqHhZGTk4PFYmHSpEn87W9/Y9SoUVSvXp3evXuzfft2ew6ViADG3dy28GbCw8PNLVu22OXehU36ubNsXxbNjmWLyLh4AQDXou7UaNWW0LYd8fQraecIReRhlHomhfU/fM+ulcsxzRwcnZwJ6/AodR/tjpu7h73DExERKTAJCQmEhDyYmyGYpklOjvV3SSMr5m8SSNbfHs/Jua3+DYuBxcExt1zN4pCndO1/D0fbv1XNIJJ/N/rZYxjGVtM0w291vRJChUh2Vhb7NqwhNjqKU9emhBqGhQp16hEW2YmyNWrpB7CI3LGM1ItsmjObuCULsGZlYVgs1Gzdjgbd+uBevIS9wxMRESlwD3JC6HaZOTm5yaHrJJF+TSDlSSzd5udNi4MlN0F0w+TR/xJIhsWizy9SqN1pQkglY4WIo5MT1Zq2pFrTlpw8sJfY6PnsXRfDwS0bOLhlAyXKlCW0XSeqNWuJs6ubvcMVkQfM1SuX2bpgDluifrq2XgFUadSMxr364R1Q2s7RiYiISEEwLBYcLBYccLplW9M0cxNIN0we/TGBlGPNIcd6NZ/BcG3mkeMtk0e/zj5SAknkfzRDqJC7dOE8O5ZHs33pIi6dPwfkru9Ro2UEoW074eUfcIseRKSwy87KYseyaDb8NJPLqRcBCAqtQ5M+AylZPtjO0YmIiNx9hWmG0N106/I1K1arFfPXJNLtlq8ZBhbH/M0+sjhYMAztfir3N5WMSYGwZmexf+M6YqPnc2JfQu5Bw6BCWDhh7TpRrmaYtoMWkTxycqwkxKxk3ezvSE1JBiCgUhWa9h1EYPWado5ORETk3lFCyD5uPfso7yykP1W+dtPZRypfE/tSyZgUCAdHJ6o2bk7Vxs05nXiA2Oj57Fm3isRtm0ncthnvgNKERXaievPWOLsVsXe4ImJHpmlycOsm1syYxtljRwAoUaYsTfoMJDi8vn4ZEhERkXvCVr7mmM/yNTMnH4mjnN+UsV0rX8vKTzD5KV/7TQJJ5WtyH9AMIbmhjNSL7Fy+mLilC0k/ewYAZzc3qjePILRdJ4qX0pogIoXN0d07iZkxjZP79gBQzNePRj37EdK0BRaLg52jExERsQ/NEHr4/Fq+Zt4kgXT3y9f+91D5mlyPZgjJXVOkmCf1H+tF3Ue7c2DzemKj53MsIZ7Y6Chio6MIqlWbsMjOlA+to3IykYfc6UMHWTNzOklxWwFwK+ZJg269qRnRHkenW/9VTkRERORBYhgGDg6O4JC/j8x/pnzNmpWFNV/Tj/JbvuaA4eCAxeKg2UeSL0oIyS1ZHByo3KAJlRs0ITkpkbjF80mIWUnS9m0kbd+GV8kAQtt1pHqLCFyLuts7XBEpQOdPnWDtrG/Zu241kDtLMLxzN+p06KLyUREREZFrCr587fe7sN1m+Zol7w5rt5p9pARS4aSSMflTLqelsnPFErYvXWhbTNbJxZVqzVoRFtmJEmXK2jlCEbkT6efOsuGnmexcsYQcqxUHR0dC23WiXteeFCnmae/wRERE7isqGZO7KT/la7ZHTu46SLfDMIzf7bB2k4fFQdUh9xGVjIlduHkUo16XHoR3foyDWzcRFx3FkfgdbF+6kO1LF1K2Ri3CIjtToU5drSsi8gC5kp7O5nk/sG1RFNlXMzEMCzVatqFhj74U8/Gzd3giIiJSCK1cuZKIiAiys7MBeO+991i/fj1RUVF2juzeuO3yNTOHFStW0K5dJJdSL94keWQlJzs7t3wtOxvrtfG9FYvFgsXBge79BtCwfj3eeO21+6Z87ffvFXurXr06f//73+nduzcA0dHRPP/885w+fZp33nmHK1eu2PW9fMt3lGEYk4FOQLJpmjWuc74f8BpgAGnAX0zT3F7Qgcr9yWJxoFLdhlSq25AzRw8Tt3g+u1av4Ej8do7Eb6eYb0lC23WkRss2uLl72DtcEbmBrMwrbFsUxeZ5P5B56RIAleo1onHvAZQoE2jn6ERERORu+u677+jfvz9vv/02b731VoH126JFCyIiIhg5cmSB9Qnwxhtv3NH1LVq0YNWqVaxatYpmzZrZjlesWJGRI0cyePDgO4zw5tq3b09MTMwfjmdkZNCyZUuWL19+R/0bhiU3gQS4FCl607a55Wvm78rTbjb7KHcB7ZycHMwcK9lXr5KRevG6fa9Zv55/jfs3e/buI8c08fP1pUvnTrw1cmSBlK9NnTqVMWPGcODAgdsboN9p0aIF69evx8nJCQcHBypUqMDIkSPp3r37HfULsGvXrjxfv/jii7zyyisMGzbsjvsuCPlJMU4FxgPTb3D+ENDcNM3zhmG0ByYC9QsmPHmQ+ASWI+Kp52jSZxDxK5cSt2QBF0+fYvW3k1n33+8IadqCsMjO+JYNsneoInKNNTub+F+WsP7HmVw6fw6AsjVq0qTvIAIqVrFzdCIiInIvTJgwgeLFi/P1118zcuRIHBzu3Qz/rKwsnOywQUWJEiV49dVX2bhx4z1fP2fRokV/OPbjjz/Sv39/3nnnnXsai2EYuSVjFgvk43UwTTN3AW2rFUcXF1zd3Snm4/uH5NGhpCQGPv0MH4x+l66dOmIYBgcTD7Fj1y4yLl64aTx5k0Q3LmMzb3Nnt5sZNWoUI0eOJDs7m48//pjevXuze/duKleuXGD3AEhMTKRmzZoF2ueduGVCyDTN1YZhBN3k/LrffLkBKHPnYcmDzNXdnfBOj1G7w6Mcit1KbHQUh3fEsnP5YnYuX0yZajWoHfkoweH1sdzD/9mIyP+YOTnsWR/DulnfcuH0SQBKVqhI076DKVcz1M7RiYiIPNg+f3bFPb3fc1+2+tPXJiQkEBMTQ1RUFI899hiLFi2iU6dOtvNBQUGMGTOG/v37A5CUlET58uU5evQoZcqUYdmyZYwYMYKDBw/i7OxMaGgoy5Yt4/nnnycmJob169czduxYSpcuzd69exk8eLAtCTRv3jx69+7NRx99RP/+/Vm3bh0ZGRlUrFiRDz74gDZt2lw35rfffps1a9awbNkyAD777DO++OILjh8/jre3N/369WPMmDE3TWw9/fTTTJs2jRkzZvD4449ft018fDzDhw9n27ZtuLm50a9fP959912cnJx48cUXuXLlChMnTgSgWbNmHD58mMOHDwPwz3/+k5UrV7Jw4cJbvgbbtm1j4MCBfPnllzRp0sR2PCYmhtdff53du3fj7e3NsGHDeOWVVzAMg4yMjNsas+XLl/PGG2+wb98+HB0dad26NePGjcPPL3dJgBYtWlCnTh2SkpJYsmQJfn5+fPzxx3Tp0gXITQSNHTuWzz//nIyMDAYNGoRhWHB0dqGIp9cf7vfLho14FCvG88OHX1sQ24pvYFnqNWliSxqlp6Xx9ph/MH/hQq5cuUK9OnUY/feRlClVCmt2Nt0e70/Txo14+bn/zaYJqFiZOTO/x8HiwF/+8heuZmVRtGhRDGDmN9Nt6xtNmzKZd0aP5uzZc7Rp04ZJk77C09Prlsk/R0dHhg0bxmuvvcbOnTupXLkyb7zxBjNnziQ5OZmSJUvywgsv8Ne//tV2TVJSEiNGjGDNmjVcvnyZ6tWrM2/ePEqUKGH7/mnVqhWVK1fGarXStm1bLBYL27Zt4/vvv8/zXk5PT+ftt9/mp59+IiUlhcDAQCZMmEDTpk1v+T76Mwp6NaghwB/TndcYhjHUMIwthmFsSUlJKeBby/3GYnEguE49erw5msEff0Fou444ubpxbHc88z5+j0kvPMXGObNvOMVQRAqeaZocit3CN//3EgvHfciF0yfxDihN55f/j37vfaJkkIiISCEzceJEatasSadOnejQoQMTJky4resHDhzIiy++yMWLFzl+/LitPGz8+PE0bdqUUaNGkZ6ezt69e23XzJ49m/bt25OSksJHH31ETk4O3bp1Y//+/Zw9e5a+ffvSvXt38vuZsUyZMixatIjU1FTmzp3L5MmTmTRp0k2vKVq0KO+++y5vvPEGmZmZfzifnJxM8+bN6datG8ePH2f9+vUsXbqU999/H4CIiIg8H+JjY2MxTZN9+/YBsHTpUiIiIm4Z+8mTJ3n00Ud54YUXGDRokO347t276dChAyNGjCAlJYUFCxYwfvx4vvnmG4DbHjMXFxfGjx9PSkoKO3fu5MSJE7z00kt52kybNo3hw4dz8eJFnn/+eQYNGkRGRgYA3377LZ988glz587l1KlT+Pj4sHr16hs+r/DwcNLT0xk4cBBR8+dzKjkZlyJFcfMoRlEvbzxK+PD2+2OJ27mTTZs3c+ToUUqVLcuQ51/Eu3QgxUsH4ujsjGvRorgXL0ERTy9cry1B4uDoTL164Xww+l3KBQZycEccB3bEEV6rJpmXLmG1Wlm8cBFL5/zMmiXRbNuyhbGjR3M68QDJSYmcOXqYcyeOceH0KVLPpGDNziYr8wpXLqWTcSmdzz//HCcnJ2rVqgVAtWrVWLNmDWlpaXz11Ve8/vrrLF68GMgt82vVqhV+fn7s2bOHM2fO8NFHH+Hs7JxnPEqVKkV6ejoAS5YsIT09/bqzj4YMGcLGjRtZvnw5qampzJs3j4CAgBu/ge7UrzWDN3sAQUD8Ldq0BBKAEvnps06dOqYUPlcuXTK3Lpxrfv3S0+a/enU0/9Wro/lJv67mov98Yp5KPGDv8EQeasf27DZnvvWa7Xvvy2cHmtuXRZvW7Gx7hyYiIvJA2717t71D+FMuX75sFi9e3Pzkk09M0zTNuXPnmg4ODubRo0dtbcqVK2d+8803tq8PHTpkArY25cqVM998803z5MmTf+i/efPm5ujRo/McGzRokNmyZctbxlaiRAlzwYIFpmma5i+//GI6ODjYzr311ltm69atb3jt8OHDzZ49e97w/K9xZWdnm9WrVzc/+OAD0zRNMzg42JwyZYppmqb54Ycf/iHOH374wQwODjZN0zQvXrxoOjo6mgcPHjTnz59vtmzZ0hw6dKg5fvx488qVK6abm5u5ffv2mz7HjIwMs27dumbXrl3NnJycPOeee+4584knnshz7F//+tdNn/fNxuz3oqKiTF9f3zxjMmzYMNvX6enpJmDGxcWZpmmaERER5siRI23nrVarWaZMGfOtt9664T127txpDhkyxAwODjYNwzCrVKli/vzzz7brXVxczCVLltjap6WlmU5OTua6detsMf3+/QOYMTExpmma5uTJk83g4GAzKzPTzMzIMC+npZqLoqJMwDy4e5d5/uQJ8+yxo+Zzzww127dtY548sO+6j4b16pmuLi5mMQ8P08fHx2zYsKE5b968Gz6v7t27myNGjDBN0zRnzZpl+vv7m1lZWddt+/vvn9/Gb5p538unT582ATM+Pv6G9/69G/3sAbaY+cjLFMguY4Zh1AQmAe1N0zxbEH3Kw8mlSBFqt3+UsHadSNoRS2x0FIdit7Br5TJ2rVxGqSrVCIvsRKV6jXBw1CZ4IgXhzJEk1sz6hoNbNgLg6u5B/a49qdWuI07OLnaOTkREROxl9uzZpKen28rBOnTogK+vL5MmTeLtt9/OVx9z587lvffe45FHHsHX15ehQ4fmKae5nqCgoDxfX758mREjRrBw4ULOnDmDxWIhLS0t3zOEZsyYwccff0xiYiLZ2dlcvXqVBg0a3PI6BwcHPvzwQ/r27cuQIUPynDt06BBr167Fy+t/5VCmaWK1WgEoVqwYdevWZdmyZSQkJNCmTRsqVqzId999R9WqVfHw8OCRRx654b1N07SVz3377bd/KGU6dOgQK1as4KeffrIdy8nJITAwd7OP2x2zrVu38sYbb7B9+3YyMjIwTdM2Y+VXv52JUrRo7mLUaWlpABw7dizP62axWChXrtwNnx9AjRo1bDO1UlJS+Mc//kHPnj3ZtWsXnp6eZGZmUr58eVt7d3d3/Pz8OHr0KA0bNrxp34BtzBx/MxvH1d09d2HokGq2Yz7+Aew5cJCSFYJt5Wu/XUDbwdGR4X/9K8NfehE3j2K4urvnuc+4ceP46quvOHbsGKZpcvnyZVuZYVJSEhUqVMCxAD67JiUlART4ukU3c8dRG4ZRFvgJGGCa5r47D0kKA8NioXxoHcqH1uH8yePELV5A/MplnNi7mxN7d+PuXZxabTpQMyLyujWpInJrF5NPs272d+yO+QVME0cXF8I7diW8c7db7jghIiIiD7+JEyditVqpUeN/m0lfuHCBr7/+mlGjRuHg4ICHhweXru1ACnDixIk8fdSqVYtZs2ZhmiZr1qyhbdu21KxZk1atWuUuVHwdvz/+8ccfs3r1apYvX05QUBCGYeDj4/NrJcpNHT16lP79+/PTTz/Rvn17nJ2defXVV9myZUu+xqB9+/bUrVuXd999N8/xcuXKERERwYIFC2547a9lYwkJCUyZMoXy5cszdOhQKleuTOvWrW+6Xs3bb7/N6tWr2bx5sy358vv7P/nkk3z++efXvf52x6xPnz706NGD2bNnU6xYMebPn0/nzp1vGN/vlS5d2pawgNyE1q/rJeWHr68vo0eP5rPPPiM+Pp6uXbvi4uJCUlISFStWBHJL75KTk21Jr1u99270/roRw7Dg4Gi5NvHgf38UdXBywtXdHe+AUn+4Zu3atbz22mssX76c+vXr4+DgQI8ePWzjHBQUxKFDh7BarXe8GPuvCbf9+/dTrVq1mzcuILccQcMwZgDrgSqGYRwzDGOIYRjPGobx7LUmfwdKAP8xDCPOMIz8feeJXOMdUJqWg4fyzJfTaP3kXyheOpD08+dY+99vmThsMIvGf8SpA8o1iuTXpQvnWTFlApP/+gy7V6/AYnEgtF0nnho3ica9BygZJCIiIuzevZs1a9bw888/ExcXZ3ts2rSJU6dO2RZDrlOnDjNmzCA9PZ2UlBRGjx5t6+Pq1atMmzaNM2fOYBgG3t7eWCwW2wdjf3//fG0JnpqaiouLCyVKlODq1au8++67XLhw452ofis9PZ2cnBx8fX1xcnJiw4YNtnV28utf//oXEyZMyDO7ZuDAgWzZsoXJkydz5coVcnJySExMJDo62tYmIiKC6OhoTp48Se3atSlRogTly5dnwoQJN10/aNasWXz44YfMnTuXMmWuvyfTsGHDmDlzJlFRUWRlZZGdnc3u3btZtWoVcPtjlpqaiqenJx4eHhw5coSxY8fe1hgNGDCAiRMnsm3bNrKyshg7diynTp26YfuYmBjGjRvHkSNHyMnJIS0tjQ8++AA3NzfCw8OxWCwMHDiQUaNGceLECTIyMhg+fDhVq1alXr16QO57b86cOaSkpJCWlsabb76Z5x7+/v4kJyeTmpp6W8/ldqSmpuLg4ICvry+GYbBgwYI8u8R17NgRZ2dnXn75ZS5evEh2djYbNmywzay6HX5+fvTo0YNhw4aRlJSEaZocOHAgX99Df9YtE0KmafY1TTPANE0n0zTLmKb5tWmaX5qm+eW180+ZpultmmbotUf4XYtWHmrOrm6EtuvI4I/+Q483xxAcXh+r1crumF/47s1X+H7kcBLWrMSanWXvUEXuS5kZl1j732/5+sWniY2OIifHSkjTljzxyZe0fvJZinp52ztEERERuU9MmDCB2rVr07lzZ/z9/W2PmjVr0rNnT9vi0r/u1hUQEECLFi3o06dPnn5mzZpF1apVcXd359FHH+Wdd96hefPmALz88sts2bIFLy8vqlevfsNYXnnlFby8vChVqhTBwcEUKVLkD2VlTwqg0AAAIABJREFUNxISEsI777xDly5d8PLyYuzYsfTt2/e2xqJWrVr07ds3T2LB39+fX375hTlz5hAUFIS3tzePPfYYiYmJtjYNGzYkJycnz2yoiIgIUlNTb5oQeuONN7h69SqtWrXC3d09z+PXcapRowbz58/n008/JSAgAD8/PwYPHmxLWt3umE2cOJFJkybh4eFBt27d6Nmz522N0cCBA3nhhRfo3LkzJUuWJDk5mWbNmt2wvbe3NytXrqRRo0Z4eHhQoUIFNmzYwMKFCylbtiwAn3zyCeHh4dStW5eyZcty8uRJ5s2bZ0sovvzyy4SEhBAcHExoaCgdO3bMc4+WLVvSpk0bypcvj5eXly1ZVpDatWvHwIEDqVevHj4+Pvzwww889thjtvNFixZlxYoVHD16lEqVKuHj48OIESPIyvpzn1knT55MaGgozZs3x8PDgy5dutw08XanjPxMw7sbwsPDzfxO45PC68LpU8QtWUD8L0vIvDZdsKiXNzUjIqkZ0R537+J2jlDE/rKvXiVuyQI2zpnNlbTcX2Qq1KlHkz4D8S0bZN/gRERECoGEhARCQkLsHYaIFDI3+tljGMbW/EzWUUJIHghZV66QsGYlsdFRnDmaW6tqcXCkcoPGhEV2IqBS1ZvW6Io8jHKsVnatWs66H74n/ewZAEpXrUbTvoMpXfXe1B2LiIiIEkIiYh93mhDSNk7yQHBydaVmRCSPtG7Hsd07iY2ez4HNG9izdhV71q6iZIWKhEV2pkqjZjg6Odk7XJG7yjRN9m9ax5qZ33D+xDEAfMsG0eTxQZQPDVdyVEREREREbkkJIXmgGIZBYPWaBFavSWpKMnFLF7Jz+WJOJx4g+j+fsOrbydRsHUmttu3xKO5j73BFCtzhnXGsmTGNUwf3A+BZ0p/GvQdQtWFTjNvcaUFERERERAovlYzJAy/raiZ71q4iNno+KUm5i7wZFguV6jUiLLITpatW14wJeeCdOrCPmJnTObIzDshdS6tB97480qoNDo6aFSciImJPKhkTEXtQyZgUek7OLjzSsi01WrTh+N7dxC6KYv+mdezbsIZ9G9bgG1SBsMhOVG3cHCdnF3uHK3Jbzh4/ytpZ37B/4zoAXIoUpe6j3and/lGcXF3tHJ2IiIiIiDyolBCSh4ZhGJSpWp0yVauTdvYM25cuYsfyaFKSElny5ThWfzeVR1q1JbRtB4r5+Nk7XJGbSj2TwvofZrBr5TJMMwdHJ2fC2nembpceuLl72Ds8ERERERF5wKlkTB5q2Vevsnd9DLHR8zmdmLvmimFYCA6vT+32nSlT7RGVk8l95XJaKhvnzCZu8XysWVkYFguPtGpLg+59tC6WiIjIfUolYyJiDyoZE7kJR2dnqjdvTbVmrTi5fy+x0VHs27CGA5vXc2DzenwCyxEW2ZmQJi1UfiN2dfXKZbYumMOWqJ+5ejkDgCoNm9K4d3+8A0rbOToREREREXnYaIaQFDrp58+xY9kiti9dRMbFCwC4FC1KjZZtCWvXEU8/fztHKIVJdlYWO5ZFs/HnWbb3Y1Ct2jTpM5CSFSraOToRERHJD80QEhF70Awhkdvk7l2cRj37Uf+xXuzbsJbY6ChO7t/L1vk/s3XBHCrUrkvtyEcp+0gtlZPJXZOTY2XPmlWs/e93pKacBiCgUhWa9h1EYPWado5OREREHlYtWrRg1apVzJo1i169etmOb9y4kQYNGlCuXDmSkpLsF6CI3DNKCEmh5eDoREiTFoQ0acGpA/uIjY5i7/oYErduInHrJoqXDiSsXSeqNW+Fs6ubvcOVh4Rpmhzcuom1M6dz5uhhAEqUKUuTPgMJDq+vJKSIiIjcdSEhIXz11Vd5EkJfffUVISEhZGRk2DEyEbmXLPYOQOR+4F+xMu2fH87Q/0ylca/+uHsX59zxoyyf/AUTnh3EL1Mncv7UCXuHKQ+4Y7vjmfH3Ecz9cDRnjh7Gw8eXyGEvM/DDf1OxbgMlg0REROSe6NatG7GxsSQmJgKQlpbGjz/+yBNPPGFrM3PmTGrVqkWxYsUICAjgmWee4dKlS7bz6enpvPrqq1SoUAEPDw+qVatGTExMvq49e/YsAwcOxN/fH39/fwYNGsS5c+fu0bMXkV9phpDIbxTx9KJB9z7U7dKDA5vXExsdxfE9u9m2aB7bFs2jfFg4YZGdCaoZhmFRPlXyJzkpkTUzpnEobisAbsU8afBYL2q26YCjk5OdoxMREZGC9lHvTvf0fsNnzb+t9q6urvTr14+vv/6af/zjH8yYMYPmzZsTEBBga+Pp6cn3339PSEgIiYmJPProo4wZM4b3338fgCFDhnDixAmWL19OUFAQBw8ezPe1/fr1w8nJiYSEBAD69+/PgAEDWLBgwZ0OhYjcBiWERK7DwdGRKg2bUqVhU04fOkhsdBR71q7iUOwWDsVuwTugFKHtOlG9eQQuRYrYO1y5T50/dYJ1//2OPWtXAeDs5kZ4p27U6dgFZze9b0RERMR+nn76adq2bcs777zDxIkTeeeddzh//rztfPv27W3/rlixIsOGDWP69OkAJCcn89///pf4+HjKly9va5Ofa0+cOMHixYvZt28f3t7eAHz88cdUrVqVkydP5klKicjdpYSQyC2ULB9M5F/+SrN+T7BzxRK2L1nI+ZMn+GXqRNbM/IbqzVsR2q4TJUoH2jtUuU+knzvLhp9msnPFEnKsVhwcHQlt15F6XXtRpJinvcMTERGRu+x2Z+zYQ40aNShXrhyjR48mOTmZyMhIZsyYYTu/dOlS3n33Xfbs2UNmZiZWqxU/Pz8A26LTlStXvm7fN7v26NGjALZEEkBwcLDtnBJCIveOal5E8qlIMU/qd+3JU/+exKOvvEFgtUfIunKZuMULmPrKX/jhH6M4uHUTOTlWe4cqdnIlPZ2Y76fy9UtD2b50EWaOSfUWETz52URaDHxaySARERG5rwwdOpTRo0fz5JNP4uDgYDt+9epVunbtSp8+fThy5Aipqal88MEHmKYJQFBQEAD79+//Q5+3ujYwMPePqL/dyezXtYx+PSci94ZmCIncJouDA5XqN6JS/UakHD5E7OL5JMSs5PCOWA7viMWzpD+hbTtSo2UbXIu62ztcuQeyMq8QGz2fTXNnk3ltwcSKdRvSpM8ASpQpa+foRERERK6vb9++BAYGUqdOnTzHr169SmZmJt7e3ri5ubF7927Gjx9vO+/n50ePHj0YNmwYU6dOpVy5crY1hPz9/W96balSpWjbti3Dhw9n2rRpmKbJ8OHDad++vWYHidxjmiEkcgd8y5Wn7dAXGPrFVJr1f5JiviW5ePoUq775mgl/GcSySZ/bthaXh481O5vtSxfx9UtDifl+KpmXLhFYvSaPj/mILq++qWSQiIiI3NdcXV2JiIiwreXzK3d3d7744gv+9re/4e7uznPPPcfjjz+ep83kyZMJDQ2lefPmeHh40KVLF06dOpWva7/99ls8PDyoUqUKVatWxcvLy7bGkIjcO8avU/futfDwcHPLli12ubfI3ZKTYyVx2xZiF83jSPx22/GyNWoSGtmZ4Dr1sFgcbtKDPAjMnBz2ro9h7X+/5cKpkwCUrFCRJn0HUe6RUG0fLyIiUsgkJCQQEhJi7zBEpJC50c8ewzC2mqYZfqvrVTImUoAsFgcqhtenYnh9zh47Qmz0fHavXsGR+B0cid9BMV8/arXpwCOt2+Hm7mHvcOU2maZJ0vZtxMyYRkpSbq27d0BpmvQZQKX6jZUIEhERERGRB4ZmCIncZVcupbNr5XLiFs/nwunc2SSOTs5UbdKCsMhO+AVVsHOEkh8n9iUQM2Max3bHA+BevAQNezxOjRYRWBw060tERKQw0wwhEbEHzRASuc+5FnWnTscu1G7fmUNxW4mNjiJp+zbif1lC/C9LKBNSg7DITlSs21CJhfvQmSNJrJn1DQe3bARyX896j/UitF1HnJxd7BydiIiIiIjIn6OEkMg9YlgsVKhdlwq163LuxDHiFi9g16plHEuI51hCPO4lfAi9Vk6m7cnt72LyadbN/o7dMb+AaeLo4kKdDl0J7/yYdo8TEREREZEHnkrGROwoMyOD3auXE7t4AedPHAPAwcmJqo2aExbZiZIVKto5wsIn4+IFNvw8i+1LFpFjzcbi4EjNiHY06NaHol7et+5ARERECh2VjImIPahkTOQB5lKkCGGRnQlt25HDO2KJXTyfxNgt7Fq1jF2rllGqcghhkZ2oVL8xDo76dr2bMjMy2DL/Z7bO/5mszCtgGIQ0bUmjnv3wKulv7/BEREREREQKlD5hitwHDIuFoNA6BIXW4cKpk8QtmU/8L8s4sS+BE/sSKOr9NbUi2lMzIlKzVApY9tWrxC1ZwMY5s7mSlgpAhdp1adJnIL7lyts5OhERERERkbtDJWMi96mrVy6TEPMLsdHzOXvsCAAWB0eqNGpKWGQnAipWsXOED7Ycq5Vdq5ezfvYM0s6mAFC6ajWa9B1EmarV7RydiIiIPEhUMiYi9qCSMZGHlLOrG7XadKBmRHuO7trBtkVRJG7dRELMLyTE/IJ/xcqERXamcoMmODo52TvcB4ZpmhzYtJ41M6dz7tq6Tb5lg2jy+CDKh4ZjGIadIxQREREREbn7lBASuc8ZhkHZGrUoW6MWF5NPE7dkAfErlnDqwD4Wjf+IVd98Tc2ISGpFtMe9eAl7h3tfOxK/nZjvp3Lq4H4APEv607hXf6o2aoZhsdg5OhEREZGHk2EYxMTE0KRJE7vFEBERQZMmTXj77bftFsPvrVy5koiICLKzs+0dSoGIiYmhc+fOXLhwwd6hSD7pE5DIA8TTryTN+z/J0C+m0mbo8/iUDcrdFevHmXz1/JPM/+yfHN+bgL1KQe9Xpw7uZ/aYkcwe/SanDu6niKcXrZ/8C098/AUhTVooGSQiIiKFQmJiIj179sTf3x93d3cCAwN57LHHuHr1aoH0n5SUhGEYHDt2rED6u5dWrFhBs2bN8Pb2xtPTkypVqvDmm28WWP9Tp06lYsX7ZwfhW71WTz/9NIZhsGrVqnz32bRpUyWDHjCaISTyAHJycaVm60geadWOYwnxxEZHcWDzBvauW83edavxKx9MWGRnqjZqhqOzs73DtZtzJ46xduY37Nu4FgBntyLU69KD2u0fxcnV1c7RiYiIiNxbHTp0oG3btuzdu5dixYpx/Phx5s+fX+j/mHjo0CE6derEhAkT6NOnD4ZhsHfvXrZt22bv0OwiNTWVGTNmULx4cSZOnEjz5s3tHZLcJfqzuMgDzDAMAqs9wqOvvMFT//6ael174upRjORDB1n8xadMHDaYmBnTSD2TYu9Q76m0s2dYMmEcU4cPY9/GtTg6OVP30e48Nf5r6j/WS8kgERERuauO/V/MPX3kx9mzZ9m7dy/PPvssnp6eGIZBmTJlePbZZ3FxcbG1++KLL6hSpQqenp40aNCAmJj/9f/2228TERGRp98WLVowZswYAGrVqgVAlSpVcHd3Z/To0bZ2O3bsoG7dunh4eNCgQQP27Nlzw1iXL19O/fr18fb2xtfXlz59+pCcnJznnsOHD6d79+54eHgQHBzM3LlzbedN0+T999+nTJkyFC9enJdffvmmSa9t27bh4eHBgAEDcHJywtHRkerVqzNgwABbm4yMDF566SUCAwPx8fGha9euHDly5Lrj8CvDMFizZg3r16/n2WefJTExEXd3d9zd3Vm5cqWt3axZswgODsbT05NevXqRlpZmO3f27FmGDBlCYGAgvr6+9OrVi9OnT9vOf/bZZ1StWhUPDw/Kli3L66+/jtVqtY3Dm2++SalSpfDw8CAoKIh///vft3ytvvvuO1xcXPj3v//Njz/+yNmzZ23nMjMzGTp0KH5+fhQrVoxKlSoxe/ZsILcEztHxf3NObvU6iv0pISTykCjm40vTvoN45j9TafeXv+IXFMzltFQ2zZnNpBeGEPXx+xzbHf9Q/wXocloqK7/5mq9fepqdK5YAULN1JE+Om0izfk/g5u5h5whFRERE7KNEiRJUr16dp556iunTp7N79+4//F44Y8YMRo0axfTp0zl79ixPP/00kZGRHD58OF/32L59OwB79+4lPT2dUaNG2c5NnTqVH3/8kTNnzhAYGMgLL7xww35cXFwYP348KSkp7Ny5kxMnTvDSSy/laTNt2jSGDx/OxYsXef755xk0aBAZGRkAfPvtt3zyySfMnTuXU6dO4ePjw+rVq294v/DwcNLT0xkwYABz5szh6NGjf2jz8ssvs2HDBjZs2MDhw4fx8fGhc+fOtuTLzTRs2JAvv/ySChUqkJ6eTnp6Oi1atADAarWyZMkStm/fzr59+4iNjWXcuHFAbkKna9euGIZBfHw8hw8fxsPDg8cff9zWd5kyZVi0aBGpqanMnTuXyZMnM2nSJACWLl3KtGnT2LhxI2lpaWzatMm2jtPNXquJEyfSr18/evbsiYeHB1OnTs0z7ps3byYhIYHU1FRWrFhB9erX36E3P6+j2JdKxkQeMo7OztRoEUH15q05sTeB2Ogo9m9ax76Na9m3cS2+5coT2q4TIU2a4+TycMyUuXrlMtsWzGVz1E9cvZz7i0Dlhk1p3Ks/xUuVtnN0IiIiUtiUGdvU3iFc18qVK/n444/59NNPiY+Px8vLixdeeIGRI0diGAZTpkzhmWeeoX79+gAMGTKESZMm8f333/P666/f0b1HjBhB2bJlARg8eDD9+/e/YdvfLj7t7+/P3/72N5588sk8bXr37k2jRo0AGDp0KK+88gr79++nVq1aTJ8+nWeeeYY6deoA8Prrr/Pll1/e8H7lypVj48aNfPrpp7z66qskJiZSuXJlxo4dS9euXcnJyWHatGlERUVRunTu75affvopxYsXZ9OmTTRs2PDPDco1Y8eOtc0c6tq1K1u2bAFg69atbN26lWXLltlmcf3zn//Ex8eHY8eOUaZMGbp3727rJywsjAEDBrB8+XKeeeYZnJ2duXLlCrt27cLX1xc/Pz/8/PxuGsumTZuIi4tjypQpODk5MWDAAL766iuGDx8OgLOzM+np6ezevZuGDRsSGBh4w77y8zqKfWmGkMhDyjAMSletRqe/vsZT47+mQfc+FPH0IuXwIZZO/DcThz3B6u+mkJry4E7btGZnERsdxdcvPs3a/37L1csZBNWqTf/3P6XzX19TMkhERETkN3x8fHjvvffYtm0bFy5c4J///CfvvvsuU6ZMAeDo0aOUL18+zzXBwcHXnTFzuwICAmz/Llq0aJ6yqN/bunUr7dq1w9/fn2LFitG3b19SUvIugfD7/gBbn8eOHSMoKMh23mKxUK5cuZvGV6NGDSZNmsSBAwc4ffo0kZGR9OzZk3379pGSkkJmZmaesXF3d8fPz++Ox8bBwQFfX988z+XX53Ho0CEyMzMpWbIkXl5eeHl5ERwcjKurq61cbcaMGdStW5cSJUrg6enJ559/bhurFi1a8N577zFmzBj8/Pxo27atLdl0IxMmTCAsLIzQ0FAgNym4d+9eW4lb//79eeqpp3j55ZcpUaIE3bp148CBA9ftKz+vo9iXEkIihYBHcR8a9+rP059Pof3zw/EPrsSV9DQ2z/uRSS88xdx/jeFI/PYHppwsJ8fK7phfmPzXZ1kxZQIZFy8QULEKPUe9R/c33qVkhftnBwcRERGR+1GRIkUYPHgwNWvWJC4uDoDAwECSkpLytEtMTLTNAvHw8ODSpUt5zp84ccL2b0sB7dzap08fateuzb59+2wLHN+O0qVL53kepmnmu+wNwNfXl9GjR5OdnU18fDy+vr64uLjk6TM9PZ3k5OQbjs1vxwX+3NiUK1eOokWLcu7cOS5cuGB7XL58mUaNGnH06FH69+/PyJEjOXnyJBcvXuS5557L8zv90KFDWbNmDadOnSI0NJRu3brdMJ7U1FRmzZrFnj178Pf3x9/fn9atW2MYBhMmTADA0dGR1157jS1btnD48GGKFClyw1k/d/o6yt2nhJBIIeLo5ES1pi3p994nPD7mI9uW6wc2b2D26DeZ9upzbF+6kKwrV+wd6nWZpsnBrRv55m8vsmj8R6SmnKZ46UAeffVN+o75F2Vr1LR3iCIiIiL3pfPnz/P6668THx9PVlYW2dnZ/Pjjj8THx9O0aW6J2+DBg5kwYQKbNm0iOzubKVOmEBcXZ1uzpk6dOmzbto2tW7eSnZ3N+PHjOXTokO0evr6+WCwW9u/ff0expqam4unpiYeHB0eOHGHs2LG3df2AAQOYOHEi27ZtIysri7Fjx3Lq1Kkbto+JiWHcuHEcOXKEnJwc0tLS+OCDD3BzcyM8PByLxcLAgQMZNWoUJ06cICMjg+HDh1O1alXq1asH5I7NnDlzSElJIS0t7Q9b1vv7+5OcnExqamq+n0d4eDi1atXixRdftC3snJKSwsyZM4HcpFROTg6+vr44OTmxYcMGvvnmG9v1mzZtIiYmhszMTFxcXPDw8MDBwQG4/mv17bffYrFYiI+PJy4uzvaYOHEiP//8M2fOnGHFihVs3bqVrKws3NzcKFq0qK3P37vT11HuPiWERAqpgEpV6PDCqwz9zxQa9exHUe/inD12hGWT/sOEYYNYOX0SF07f+H+c99qxhHhm/v1vzPnnaM4cPYyHjy/t/vJXBv1rPJXqNsQwDHuHKCIiInLfcnZ2Jjk5mW7dulG8eHF8fX0ZM2YM48aNo2fPngA8/vjjvPXWW/Tv358SJUrwxRdfsHDhQlu5VYsWLXjllVeIjIwkICCA06dP07hxY9s93NzcGD16NH379sXLy4t//OMffyrWiRMnMmnSJDw8POjWrZstvvwaOHAgL7zwAp07d6ZkyZIkJyfTrFmzG7b39vZm5cqVNGrUCA8PDypUqMCGDRtYuHChbd2jTz75hPDwcOrWrUvZsmU5efIk8+bNsyVDXn75ZUJCQggODiY0NJSOHTvmuUfLli1p06YN5cuXx8vLi1WrVt3yeVgsFubOnYtpmtSpU8e2Q9uv5VshISG88847dOnSBS8vL8aOHUvfvn1t16enp/PSSy/h4+NDiRIlWLJkCbNmzQKu/1pNnDiRp59+mgoVKthmCPn7+zN48GBKlizJ1KlTOX36NAMGDMDb25uAgAAOHz7MxIkTrxv/nb6OcvcZ9ioRCQ8PN29Vvygi9441O4t9G9cRGx3FyX3XtgE1DCqEhRMW2ZlyNcPsknRJTkpkzczpHIrN/Xnh5lGMBt16U7NNBxydnO55PCIiIiK/l5CQQEhIiL3DEJFC5kY/ewzD2GqaZvitrtcuYyICgIOjEyGNmxPSuDmnEw8QGx3FnrWrSNy2mcRtm/EuVYawdh2p3rw1zm5F7no850+dYN1/v2PP2ty/nji5uhHe6THCO3W9J/cXERERERF5mGmGkIjcUEbqRXYuX0zckgWkn8utW3Z2c6N6iwhC23a6K7t4pZ8/x4YfZ7JzxWJyrFYcHB2p1bYj9R/rRZFingV+PxEREZE7pRlCImIPmiEkIndNkWKe1H+sF+Gdu3Fg8wZio6M4vmcXsYuiiF0URVBoHcIiO1G+Vh2MO9xV4sqldDbP+5FtC+eRfTUTw7BQvXkEjXo+TjFfvwJ6RiIiIiIiIgJKCIlIPjg4OlKlYROqNGxCclIisdHz2bNmJUlxW0mK24qXfwBh7TpRvUUELkWK3lbfWZlXiI2ez+a5P3DlUjoAFes2pEmfAZQoU/ZuPB0RERGRAmeapja5EJF7piCqvVQyJiJ/yuW0VHauWELckgWknUkBwMnFlWrNWxPWrhMlygTe9Hprdjbxvyxl/Y8zuHT+HACB1R6hSd9BlKpc9a7HLyIiIlJQ9u3bR1BQEM7OzvYORUQKiYyMDE6cOEHFihX/cC6/JWNKCInIHcmxWjm4dSOx0fM5umuH7XjZR0IJi+xMhdrhWCwOtuNmTg57N6xh7axvuHDqJAB+5YNp2neQ3XYyExEREbkTycnJZGZmUrp0aSx3WEYvInIzpmly+fJljh8/TsmSJSlWrNgf2ighJCL33JkjScQuns/umF/IzswEwNOvJLXaduSRlm05eWAva2ZMJznpIADeAaVo3HsAles3vuM1iERERETsJScnh2PHjnHp0iV7hyIihYCTkxN+fn7XTQaBEkIiYkdX0tOJ/yW3nOxi8mkALA4O5FitALh7F6dhz8ep3jwCB0ctZSYiIiIiIlJQlBASEbvLybFyKHYLsdHzObwjFtei7tTr2pPQyE44ObvYOzwREREREZGHjradFxG7s1gcCK5Tn+A69cm4eAEnV1ecXFztHZaIiIiIiEihp4SQiNwTRTy97B2CiIiIiIiIXKNVXEVEREREREREChklhEREREREREREChklhEREREREREREChklhEREREREREREChklhEREREREREREChklhEREREREREREChklhEREREREREREChklhEREREREREREChklhEREREREREREChklhEREREREREREChklhEREREREREREChklhEREREREREREChklhEREREREREREChklhEREREREREREChklhERERERERERECplbJoQMw5hsGEayYRjxNzhvGIYxzjCMA4Zh7DAMo3bBhykiIiIiIiIiIgUlPzOEpgKRNznfHqh07TEU+OLOwxIRERERERERkbvllgkh0zRXA+du0qQLMN3MtQHwMgwjoKACFBERERERERGRglUQawiVBo7+5utj1479gWEYQw3D2GIYxpaUlJQCuLWIiIiIiIiIiNyue7qotGmaE03TDDdNM9zX1/de3lpERERERERERK4piITQcSDwN1+XuXZMRERERERERETuQwWREJoHDLy221gD4KJpmicLoF8REREREREREbkLHG/VwDCMGUALwMcwjGPAW4ATgGmaXwILgQ7AASADeOJuBSsiIiIiIiJhRncnAAAgAElEQVQiInfulgkh0zT73uK8CTxXYBGJiIiIiIiIiMhddU8XlRYREREREREREftTQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhEREREREREpJBRQkhE/p+9e42R7D7z+/47t6quW9/mPpzukSiJXJEiOZRGq9uS4jTj3U1exC8cxOsF4uRFoiCIgcCJHSQvYggO4qxfJLBfGAE2jrGBE8AJAiwgII5tgD2UKIpakdwhKZESRS61nBlyhjPT09116a6qU+f88+KcOnXq1l19re6u7wdoVNW59anRaNj16+d5/gAAAACACUMgBAAAAAAAMGEIhAAAAAAAACYMgRAAAAAAAMCEIRACAAAAAACYMARCAAAAAAAAE4ZACAAAAAAAYMIQCAEAAAAAAEwYAiEAAAAAAIAJQyAEAAAAAAAwYQiEAAAAAAAAJgyBEAAAAAAAwIQhEAIAAAAAAJgwBEIAAAAAAAAThkAIAAAAAABgwhAI7dHDf/5/aOPNN2WCYNy3AgAAAAAAMBJ33DdwnLUePNBn/+AfSMbImZtT8YUXVFy6puK3vy27UBj37QEAAAAAAAxEILQHJgg1/zf/pirLy/Jv3dL6n/6p1v/0T2VlMsp/65sqXVtS8do1eefOjvtWAQAAAAAAEpYxZizf+OrVq+aNN94Yy/feb8YYNf/iL1RZvq7q8rI2335bSv25Tj31lEpL11RcWlL2scdkWdYY7xYAAAAAAJxUlmW9aYy5uu1xBEL7r3X/vqo//KEqy9dV+8lPZOr1ZJ/3yCMqLi2ptHRN+atXZXneGO8UAAAAAACcJARCR0S4uanaa6+psrys6vWXFaysJPvsUknF555TcWlJxeefkzM9PcY7BQAAAAAAxx2B0BFkwlD1d96JWsuuL6vxwYedna6r/NevRnOHlq4pc+nS+G4UAAAAAAAcSwRCx0Dz5s2ocmj5ujbefFNKLV2ffewxFZeuqfTii5p68klZtj3GOwUAAAAAAMcBgdAxE6ytqfrKK6osL6v2o1cU1mrJPvfMGRWvXVNx6ZoK3/ym7KmpMd4pAAAAAAA4qgiEjrGw2dTGz15XdXlZlevX1bpzJ9ln5XIqfOfb8ZL2L8idnx/jnQIAAAAAgKOEQOiEMMao8atfRa1lLy2r/t57nZ2Wpdyzz3aWtH/00fHdKAAAAAAAGDsCoRPKv3tX1evXVVm+ro2f/lTG95N9mc99LlnSPnfliizXHeOdAgAAAACAw0YgNAGCak21V19VdfklVV/+oYL19WSfMzur4ne/q+LSkgrf+Y6cYmGMdwoAAAAAAA4DgdCEMa2WNm/cUGX5uirLL8n/+Gayz/I85b/1TZWWllS8dk3euXNjvFMAAAAAAHBQCIQmmDFGzY8+Spa033zrLSn1v/PUk09GS9ovLSn7W78ly7LGeLcAAAAAAGC/EAgh0VpZUfXlH6pyfVm1V38is7mZ7HMvXohWLFu6psLXvy4rkxnjnQIAAAAAgL0gEMJAYb2u2muvqbp8XZWXryu4/yDZZxeLKjz3Oyotvaji88/JmZkZ450CAAAAAICdIhDCtkwYqv6LXyRL2jc++KCz03GUv3o1WdI+s7AwvhsFAAAAAAAjIRDCjjVv3eosaf/661IQJPuyX/qiiksvqrR0TVNPPSXLtsd4pwAAAAAAYBACIexJsL6u6is/jpa0/9ErCqvVZJ9z+rRK115Q8dqSCt/+luypqTHeKQAAAAAAaCMQwr4xzaY23ngjWdK+9emdZJ81NaXCd74TtZZ997tyT58e450CAAAAADDZ9jUQsizr9yX9Y0mOpH9qjPmjnv2Lkv53SbPxMf+NMeZfbnVNAqHjyRijxvvvJ0va13/xi85Oy1LumWdUXFpS6cUlZR59lCXtAQAAAAA4RPsWCFmW5Uj6taS/Ium2pNcl/Q1jzHupY/5Y0g1jzP9iWdYTkv6lMeZzW12XQOhk8D/7TNXrL6tyfVkbr/1UptlM9nmXF5Ml7fNf/aos1x3jnQIAAAAAcPKNGgiN8gn9tyV9aIz5KL7wv5D0VyW9lzrGSJqOn89I+nRnt4vjyjt3TnN/8Nc19wd/XWGtpuqrr6q6fF3Vl1+W//FNPfyTP9HDP/kT2TMzKn73eZWWXlThd35HTrEw7lsHAAAAAGBijVIh9O9J+n1jzH8cv/4PJH3DGPO3UsdckPRvJM1JKkj6t4wxbw641vckfU+SFhcXv/bxxx/v1/vAEWOCQJtvvZUsad/8y79M9lmep/w3vqHi0jWVrl2Td+HC+G4UAAAAAIATZD9bxkYJhP7L+Fr/k2VZ35L0v0n6ijEmHHZdWsYmS+Oj36h6fVmV5evavHFDCjt/NbJPfFmleEn77Je/zNwhAAAAAAB2aT8DoW9J+r4x5vfi1/+tJBlj/sfUMe8qCo1uxa8/kvRNY8y9YdclEJpcrYcPVX35h6peX1b1x6/KbG4m+9zz56MVy64tKf+N35adyYzxTgEAAAAAOF72MxByFQ2VflHSJ4qGSv+hMebd1DH/n6T/yxjzJ5ZlfVnSS5IeMVtcnEAIkhQ2Gtr46U9VWb6u6vKyWvfvJ/vsQkGF556LAqLnn5czOzvGOwUAAAAA4Ojb72Xn/x1J/0jRkvL/zBjzP1iW9fclvWGM+UG8stj/KqmoaMD0f22M+TdbXZNACL1MGKr+7nuqLL+k6vJ1Nd5/v7PTcZT/6lc7S9ovLo7vRgEAAAAAOKL2NRA6CARC2E7z9ieqXr+u6vVl1X72utRqJfsyX/xCsqR97plnZNn2GO8UAAAAAICjgUAIJ0pQLqv6yivRkvY/+pHCSiXZ55w6peK1F1RaWlLhW9+SncuN8U4BAAAAABgfAiGcWMb3tfHmm8mS9v4nnyT7rGxWhW9/O1rS/oUX5J45M8Y7BQAAAADgcBEIYSIYY9T49QfJkvb1d97p7LQs5Z5+Opo7tHRNmS9+kSXtAQAAAAAnGoEQJpJ/756q119WdXlZtddek2k2k33ewkK0YtnSi8p/7auyXHeMdwoAAAAAwP4jEMLECzc2VPvJT6Il7V9+WcHDh8k+e2ZGxeefV2npmgrPPSenWBzjnQIAAAAAsD8IhIAUEwTafPttVZej1rLmRx91dnqeCl//etJa5l28OL4bBQAAAABgDwiEgC00fvMbVa+/rMryS9r88xtSGCb7sl/+skrXrqm4tKSpJ59g7hAAAAAA4NggEAJG1FpdVfWHP4yWtP/xj2U2NpJ97rlz0YplS0vKf+MbsjOZMd4pAAAAAABbIxACdiFsNLTxs5+p8tJLqi5fV+vevWSfnc+r8Du/o+LSNRW/+125c3NjvFMAAAAAAPoRCAF7ZIxR/d33orlD16+r8ctfdnbatvJf/WpnSfvPfW5s9wkAAAAAQBuBELDP/E8+UaW9pP3rr0u+n+zLPPpovKT9knLPPCPLccZ4pwAAAACASUUgBBygoFJR7cc/jpa0/+EPFZbLyT5nfl7FF16IlrT/9rdl5/NjvFMAAAAAwCQhEAIOifF9bbz556peX1blpWX5t28n+6xMRoVvfUvFF5dUfOEFeWfPjvFOAQAAAAAnHYEQMAbGGDU//DCqHFpe1ubbb3ftn3r66ai17NqSso99iSXtAQAAAAD7ikAIOAJa9++r8vLLqi5fV+0nP5FpNJJ93qVLnSXtv/Y1WZ43xjsFMG7GGIW1moKHDyVjZGUysjwvemw/Zz4ZAAAAtkEgBBwx4eamaq+9Fi1pf/3l6ENfzC6VVHz++WhJ++efl1MqjfFOAewX02opWFtTa2VFwcqKWisP1Vp5oGDlYWrbiloPVxSsPOwKjQdynJ6gyJPlebIzGVnegABp6PPotb3dcV7v9vY2r+tcuS4VjwAAAEcEgRBwhJkg0OY776i6fF2V68tqfvgXnZ2uq8Jvf13Fa0sqXrumzKVHxnejAPqEm5vdYc7KSl/AEzyMwp9gdVXawX9nrXxe7tycZNsyvi/TbEZf8fOdXOtQWdYIYZSXPLeHBk7Dw6u+c0cKvjIEVQAAYOIQCAHHSPPjj5O5QxtvvimFYbIv+/jjcWvZi5p68glZtj3GOwVOHhOGCtbXozDnQRzmPOhU7XRX8jyU2dgY/eKWJWd2Vu7pU3LmT8k9dUrOqVNyT83Hj6lt8/NbrkpojJFarSQcCptNyfcVNpsyTb8/QPKbfYFS+3nYtd0feEzfcz/6PqHf//0UBPvwv8QB8TzZnrezEGlQeLVl5dQOzm0/p/0PAAAcEAIh4Jhqra6q9sorqixfV+1HP1KY+vDpnj2r4rVrKi1dU/6b35SdzY7xToGjK2w0FDx82B/wPIhCna5WrYerOwo0rExGzulTckcIeJy5OVmue4Dv9GgwQZAKjoYHS0kQNSjASoVOSZi12/AqCcX8cf/RDGfbW4dJu2wBVLuFcNg5Xrr1r3N+O7yS51FVBQDAMUcgBJwAYbOpjT/7WbSk/fJ1te7eTfZZ+byK3/m2iksvqvjCd6M2E+CEMsYoLJejNqy+gKe/kiesVnd0fXtmRu78fCrgOSXnVPfr9nO7UOAD8zFhjOkESf4IAVL8POx6PSS8GhJkhSOGV0e2/U/aWxXVSEHWiFVUvc+pkAUAYCQEQsAJY4xR45e/VGX5uirLL6nx3i87O21buWef7Sxp/+jnx3ejwIiM76v1cFXByoMhQc/DrlYt7aTaw/OiCp1T8z2VPJ2gJ9k2NxcNRgYOiTFGCoK+oGhomLRFmNUfXjVHrqQK/f7vp1Zr3H88w7lud1WTl5FdLMqZnpY9PS2nVEoenZlp2aVpOdOl6HGms98uFAiXAAAnGoEQcML5d+6ocv16tKT9n/1Z14flzOc+p+KLSyotLSl35QqzKnAoomXTN5KAJ1lNKx3wPHiQBD3B+vqOrm8Xi52Ap2smT0/Ac+qU7OlpqniAXUja/7YLk0Zt5eupnuqeezV6eLWv7X+WJbtUioOkkpx0cDRo28x0crxTKsnK5/n3BQBwpBEIARMkqFZV+/Grql5fVvXlH3Z90Hbm5lT87nejJe2/8x3ZhcIY7xTHjQkCBaurUQXPCJU82y6bnmbbcubbYc58z9DlnqBnfl721NTBvVEAR5oxJg6T0kFSQ2G1qqBcUVgpK1gvK6iUFZYrCioVheV1BeVK97b19a7ZfLviunG1USo4mp7p2mZPl+RMz8ShUhw+lUpyZmaY/wcAOHAEQsCEMq2WNv78z6Ml7ZeX5d+8meyzMhnlv/VNleIl7b1zZ8d4pxiXaNn0h1tX8rTDn50um57LpcKc0z1BT2rbqVNyZmdp2wBw6EyrFYVDlUoUJvUFR2WF5XL/tvWygkpFpl7f0/e3MplOa1tXu1scMPW2u02njisWaXEFAGyLQAiAjDFqfvSRKi8tq7q8rM233+76cD/1la9ES9q/+KKyjz1GCfwx1bVs+sCgp9Oq1VpZ2dWy6X0Bz+moasc9fTqa1RM/brVsOgCcBGGzGYVJ6+WoMqldoVSuKCgP2VaOwqSgXN7ZPLQBrFyue05SanaSPTO9ZbubXSrRRg4AE4BACECf1oMHqv7wh9GS9q++2vVbTu/iRRWXlqIl7a9e5TeQYxY2m1sEPJ1KntbKg90tm35qQNXOoKBnQpZNB4DDYIyRaTSGhEnrnaqlgS1wUai0k3/vB7GLxU41UjtMGmF2kj0zIzufp7ITAI4BAiEAWwrrddV+8lq0pP31lxU8eJDss0slFZ97TsWlJRWff07O9PQY7/RkMMYorFTUerASzeBJBzwDKnnCSmVH128vm97bltWev5Ou5GHZdAA4ntrD+7vDpHJchZRqcSuX+2Yntdvk9sS2o5Co3eI2wuykdFuclcvx3x8AOAQEQgBGZsJQ9Z//XJXl66ouv6TGBx92drqu8levRkvaLy0pc+nS+G70iEmWTY+HLPcHPStRlU88dHlHq+S4bhzwnOoMXR4W9LBsOgBgBCYIFNZq285OSqqWUrOTwnJ53wZyd89Omu5ugRs0Oyk+joHcADAaAiEAu9a8eVPV69dVWb6ujTfe6CpPzz72WDR3aGlJU1/5yokqHU+WTd8u4Ikfd7xseqEg5/QpufP9A5Z7K3nsmRl+iwoAOFKSgdyDgqPebeX1vna3PQ/kzmZ31+7WrlDyvH36kwCAo41ACMC+CNbXVf3RK6osv6Taj15RWKsl+5wzp1V64ZqKLy6p8M1vHsllwU0QKFhb6wQ821Ty7OiH1fay6fPz8eydwZU87Uqfo/jnAwDAYQmbzcHBUXp20pAwaV8GcufzcYVSuwppest2N7tUkjMTt8UViwzkBnBsEAgB2Hem2VTt9dejJe2vL6v16Z1kn5XLqfCdb0dL2r/wXbmnTh3YfSTLpqcDngcr0bDl3kqenS6bPjUVVevElTzdQU+7fetUtGz6zAw/HAIAcAiMMTL1+pAwqZys/NbdAte9ypvCcE/3kAzkTmYnTXfPU9qq3Y35fQAOEYEQgANljFHj/fdVeeklVZevq/7uu52dlqXclSvJkvaZz39+yx+CkmXTHz7sD3gedGbwtIOenc4wcGZnRwp43Pl52YXCbv9IAADAEdU9kLvcVXmUBEdDZift10Du7hCpvXrbdHe723SnFS7dFmdNTREoARgZgRCAQ+Xfvavqyy+rsrysjdd+2jVAOXP5sopLS3JPzQ+u5FldlVqtkb+X5XlyklWztgl6WDYdAADskQkChdVq1wylQbOTwko5rlRKhUn7MZDb86J2t53OTpqejtrdbFvJp772579hj6nnnU3bnJMc3/PZcqTv0d630++1zfFb3d+I32vk47c6Jzlmj99rlHO2+V4jHz/wnNH+LIYe3/u9DvL9bPG9tru/3NNPaeqJJ3TcEQgBGJugWlPt1VdVXV5W9eWXRxq+bE9Px5U6890Bz+l42HKqkscuFvktGQAAODaM7yuoVnsCpHKn3a1rdlI5maHU3mYajXG/BWAinPnbf1un/9Pvjfs29mzUQIhfmwPYd06xoOnf+11N/97vyrRa2nzrLVV/9IqM7w+u5JmfZ9l0AABwYlmeJ3duTpqb29X5YaPRGb5dXu+0u6W39YRJ4fp60u7WLgFIfp3W/sXasMfU85HP2eXx6ZMsjXjOTo/fy/dIrjH6n9nJeT/d72vfv9de7m8/3s+Ac6e+/FuaJARCexRUmrKLHtUKwBCW6yp/9aryV7cNqAEAADCAnc3Kzmblnj497lsBcIIQCO2BaYW68w9/JjvnKbNYUnZxWpnLJWUeKcryWHkIAAAAAAAcTQRCe9BarcvyHIWVpurvrqj+7kq0w7bkXSxEAdFiSZnFaTlzWaqIAAAAAADAkUAgtAfembwu/r1vqvVgU82PK2reLKt5syL/s5r821X5t6vST6Jj7ZKnzMK0spdLyixMy7tUlJ2higgAAAAAABw+AqE9sixL3pm8vDN5Fa6ekySFjZaatypq3mx/lRVWfNXfW1H9vVQV0YVCp9VssSRnfooqIgAAAAAAcOAIhA6AnXU19cU5TX0xWkXAGBNVEd1MVRHdrcn/pCr/k6pqr92Jzit6ysThUHaxJO9SiSoiAAAAAACw7wiEDkFXFdHXUlVEt6tRQPRxRc1bZYXV3ioiybtQVGahpMzlaWWpIgIAAAAAAPuAQGhM7KyrqS/MauoLs5KiKqJgpa5GXEHUvFnuriL6aVxFVPCSQdWZxZIyl0qys1QRAQAAAACA0REIHRGWZck9nZN7OqfCV+MqomYQzSK6VVHz4ygoCmu+6r98qPovH8YnSt75gjKXp5NKIvcUVUQAAAAAAGA4AqEjzM44/VVED+tq3qwklUT+nar8OzX5d2qpKiJXmYXOkveZBaqIAAAAAABAB4HQMWJZltxTObmncso/e1ZSVEXk3652tZqFVV/1Xz1U/Vc9VUSpVjP3dI4qIgAAAAAAJhSB0DFnZxxlH51R9tEZSXEV0WpDzZtlNT4uq3mrIv/TWqeK6M/uRufl3ajFbHFamcvxLKIp/joAAAAAADAJSABOGMuy5M5PyZ2fUv5Kqorok2qq1ayssOKr/v6q6u+vxidK3rl8XEGUqiKyqSICAAAAAOCkIRCaAHbGUfbzM8p+fkYlpaqIbkVL3jdulqMqorsb8u9uqPazqIrIyrnKLpaSYdWZBaqIAAAAAAA4Cfh0P4G6qoieiaqIjB+oGVcRNT8uq3GzorDS7Ksics/mlW0veX95mioiAAAAAACOIQIhSJIsz1H2czPKfi41i2i9oebH0aDq5s2Kmp9W1fpsQ63PNlR7Pa4imnKVWSxFlUTtFc1y/LUCAAAAAOAo45M7BrIsS+7slNzZKeWfOSNJMn6o5qfVTkD0cVlBuanGr1fV+HWqiuhMPgqJLseziM7kqSICAAAAAOAIIRDCyCzPVvbytLKXp5NtrbVGJyC6WVbzk6pa9zbUurehjTc+i86bcpIVzdoziey8N663AQAAAADAxCMQwp64s1m5s2eUfzquImrFVUSpVrNgvaHGB2tqfLCmSvu8szllFqIl77OL03LPUkUEAAAAAMBhIRDCvrJcW9nFaWUXpyU9IklRIHQzWtGseaui5icVte5tqnVvUxtvxlVE2XYVUTSsOksVEQAAAAAAB4ZACAfOmckq/9QZ5Z/qqSK6maoiWmuo8eGaGh+uJee5Z3LRoOp4YLV3jioiAAAAAAD2A4EQDt3AKqJyQ82blU4l0ScVte5vqnV/SBVRvKKZU6CKCAAAAACAnSIQwpHgTGeV+0pWua+clhRVEfl3alFA1F7RbFAV0elcJyBaLMk7X6CKCAAAAACAbRAI4UiyXDuqBlooSd+JtgXlppo3y2q0W81uV9V6sKnWg01t/Pm96LyMo8ylojKXO61mVBEBAAAAANCNQAjHhjOdUe4rpztVREFURZS0mt2sKHhYV+OjdTU+Wk/Oc09NRRVEl0vKLExHVUQOVUQAAAAAgMlFIIRjy3JsZS6VlLlUUvHbFyVJQaWZDKtu3CzLv11Va6Wu1kpdGzfaVUTxecnA6pKcYmacbwUAgENljJGMpMDIhEYK48f06yCMt6vrdfQ8dU7v6y2vaTrXGLJvu9fpbc5MVu7ZnLwzeblncnLP5KkMBgBgRARCOFGcUka5J08p9+QpSXEV0d2NqMXs47IatyoKVvqriJxTU8qmVzSjiggAJo4Jtw45dhaApMKU1Ostw5IRA5Idhymp47qucwL4d2rSr7q32QVX7pl8JyQ6m5d3Jidnboo5gwAApBAI4USzHFuZR4rKPFKUvhVXEVWbXUveN+OQaCNdReTZ8i4V45AoajejigjApDGmP0TYU4ix66qSdmVKHNoE4Z6CkGHn6mRkJKOzJNlW9AsQ24rCEid+HPBajh0/V7zP7hybvsaA11tdd0fnpvdJaq021Lq/odb9Tfn3N9S6t6mw1lKzVlbzL8vd79e15J2OqojcMzl5Z/PR89M52Vnn8P/8AQAYMwIhTBynmFHuiVPKPdGuIjLy79bUvBUveX+zrNZKXc3flNX8TeeHSWd+SpnFUlJJ5F0oyHLscb0NACeAMUamHiioNhXWfIVVX0HNl/HDLYOSUdpqusOUTvVLJ0xRqiVoSEXMpAUk0sDwYZSwZNswZWDwYu8oXNk2PBkhdOk69wRUy2QulbpeG2MUlptROHR/U/696LF1b0NBuSn/7ob8uxt91xnUeuadzckuZWRZx//PCQCAQSxjxvPT3tWrV80bb7wxlu8NbCeoNtW8VUmWvG/ersg0w65jLM+W90i0oll2oaTM5Wk5JaqIgEln/EBBO9ypRo9hrZk8j/Y1k+cKjnjq0hsi7DaAGLUiZNfXGByujHL9kxSQYLiw0YoriaKAqHV/I3r+YHPo/w+trBNVE53JdwdGp3KyXH4pBAA4mizLetMYc3Xb4wiEgO2ZwMj/rNbVatZ6sNl3nDOXTYZVZxenoyoifmAEjjUTGIUbvsKaH1XytIOeJPRpxvuibaYR7Oj6VsaRXfTkFD3Zhfgr4xxcm81IoY4dhymiOgInngmMgtV6f1XR/Q2FG63BJ9mSO5/rqiaK5hblZOcZag0AGK99DYQsy/p9Sf9YkiPpnxpj/mjAMf++pO8rKjB/2xjzh1tdk0AIx11Q86Mqoo/LSTWRafZ8EHRtZS4VU61m03KmqSICxmlgm1Y1qtrpquypRZU94UZrZ61TjiWn4MkuerKLmeR5FPhkBoc/AI6koOZHM4rubXYCo/sbCh7Wh/67YBe9TlVRqrLImc1ShQYAOBT7FghZluVI+rWkvyLptqTXJf0NY8x7qWO+JOn/lrRkjFm1LOusMebeVtclEMJJY0Ij/7ONzrDqm2W17g+oIprNJquZZS9TRQTsB+MHfS1ZXVU8e2nTsiQ778ouZKIgJw5znGIc7hS6t1lTDlU1wAln/FCtlc4g63ZY1Lq3Ec0AG8S1o6HWqWqi9oBrgmEAwH4aNRAaZaj0b0v60BjzUXzhfyHpr0p6L3XMfyLpnxhjViVpuzAIOIks21LmQkGZCwXpGxckSSJgWMIAACAASURBVOGGr0a7iqi9otlaQ5trDW2+8yA60bWUeaQUh0RRJZEzkx3jOwHGr92m1a7cSbdk9bVpVf3+6rxtWFknFeZkuip22qGPU8xE2/Je1GIFADHLs+WdL8g7X+jabkKjoNyMq4riGUXxrKKw3JR/tyb/bq3ves5stmtWURQY5WWXPAJmAMCBGSUQekTSrdTr25K+0XPMY5JkWdaritrKvm+M+Ve9F7Is63uSvidJi4uLu7lf4Fix855yj88r9/i8pOgHxda9DTVuxiua3SqrdW8zCow+Tq1oNpNV5nJJmYVoyfvMxSJVRDjWjDEym62oUmfLNq2oimfo3I5hHCsOcjKdUKcwoE0rDoEsj9/GA9h/lm3Jnc3Knc1KX5rr2hfWW0nLWbuayL+/qdbKpoK1hoK1hhofrHVfL+vIPdupJvLO5OSezcudn+LnAgDAnu3XsvOupC9JekHSJUk/sizrKWNM13/VjDF/LOmPpahlbJ++N3BsWLbV+Y3ib3eqiJq3KmqkBlYH6w1tvpOqInIsZR4pJgOrM5en5VJFhDELm0FfS1ZnVa3UAOY4BNp5m5Y3sCWra1tc3WNladMCcLTZU64yCyVlFkpd201g1FqtxyufbXYNtzabLfm3KvJvVXouZsk9NdXdenY2J+80Q60BAKMbJRD6RNJC6vWleFvabUl/ZozxJf3GsqxfKwqIXt+XuwROMDvvaerxeU2lq4jub6j5cSWqJLpZUeveRjyXqPMDoTOdUebydDKPKHOxKMvjt4XYvaFtWqkWrXT4Y5pD5mQMYWWdTmtWuk0rNXA5mdGT9xi+CmAiWI4l73QU5qQZYxTW/E5IdK/Tfhas1uOV0DZV77leNNS6e+Uzl6HWAIABRhkq7SoaKv2ioiDodUl/aIx5N3XM7ysaNP0fWpZ1WtINSVeMMSvDrstQaWB04WYrXsmsnFQSmXrPzBTHUuZiMakgyiyW5MxkqZqYYF1tWj0tWUFSxbPPbVpFT07cotU1o6fgEVgCwD4xfiD/Qb1vVlHr/ubQodaWZ8s9nZPbbj+LAyP3NEOtAeCk2beh0saYlmVZf0vSv1Y0H+ifGWPetSzr70t6wxjzg3jf71qW9Z6kQNLf3SoMArAzds7V1GNzmnosmkdgQqPWg81kWHXjZjmqIroVDa7Wq59G501nlG1XEC2WlHmkxIfyYy5sBoNbsoZsU7i3Nq1ksHIyg6ezjDptWgAwHpbndBaySImGWjf6Vj7z728qrDTl36nJvzNkqPXZ7pXPvLP56N96/p0HgBNr2wqhg0KFELC/wnpcRfRxOZlJZDZ7Kj4cS97ForILpWhY9eJ0VELOD3tjY4JQYa3Vack6qDatviqeeFuxM4CZNi0AOLmSodZds4o21HpQH/rLA2vK7VQSpVdBm5+S5fALJgA4qkatECIQAk6opIoonkPUvFmW/9mG1PN/ebuUSZa7z1wuKfNIkRWY9iBp0xrQkhX0VPGEtV20ablW0pI1dB4PbVoAgBGZIFTrYb0rLGrd35B/b1OmPuS/Uemh1j2BkZ3brzVrAAC7RSAEoE9Yb6l5uxIteX8zqiTqCyRsS97FQhQQxe1mztxkVxFt2abVt2z6Ltq0Cqkl0lMtWYO20aYFADgMxhiFVT8ZZJ2eVRSsNfp+wdRml7yokiiZVRQ9d2YYag0Ah4VACMC2jGlXEXWWvPfv1vqriIqeMovTyl4uKbMwLe9S8VgPoOxr00oNXE7atWqdlbZ23KY15XTP3inQpgUAODnCZqDWg81ONVEcGLUejDDUundW0ZkclckAsM8IhADsSthoqXmr2tVqNrCK6EKh02q2WJIzPzW2yhUTGpl6KxXmdLdopat4dt2m1Q5yCv1tWsmMnni/5dKmBQCYPCY0CtYbqfazzryisOIPPsmKh1qfiYOis/lkVpFdYKg1AOwGgRCAfWGMUWulngyrbn5cHl5FtBAteZ9dLMm7VNpTFVG7TSs9b2dQwLPvbVqpZdPbA5itDG1aAADsRbjZigZZ30tVFd3fUGtlUxpSiGvl3KSaKD2ryJ3PyXL47zIADEMgBODAhI0gmkWUtJqVFdZ6q4gk73whWvL+8rSyCyVZGTup4kkPXO5r06r6Q0vOh+lr00qqdzJ983jsnEubFgAAR4BptYdap1rP4qoiUw8Gn+Skhlq3W8/iWUX2FEOtAYBACMChMcYoeFhX42a87P3NuIpoZ5lON9cevER6EvikllGnTQsAgBOlPdS6a+WzODAK1hpDz7NLmaT1rL3ymXs2J2eaodYAJseogRAROoA9syxL7qmc3FM5FZ49Kylq+fJvV6KQ6GZFzVsVyZhOlU7BSwU+mVS7Fm1aAABMOsuy5JQyckoZ6QuzXfs6Q6035MctaFFV0abCSlONSlONj9a7r+fZfSufeWfzck/lZHn8UgnAZCIQAnAg7Iyj7KOzyj46u/3BAAAAI7IzjjIXi8pcLHZtN6FRsNbomVUUhUVh1Zf/aU3+pzVtpk+yJGduqrPy2dlc0obGUGsAJx2BEAAAAIBjz7ItufNTcuenpMe794UbfjLIOj2rqPVwU8HDuoKHden91a5z7LybDLJuh0Tu2bzcuSmGWgNHjAmNjB/K+EH8GHZeN8Ph+1KvQz9Q/ukzyj1xatxv59AQCAEAAAA40ey8p+xlT9nL013bk6HW9zb6AqNwoxXNRvy43H0xJ2qV75tVxFBroIsJjUxr58FM3+tmoHCbYxXsz2xk71yeQAgAAAAATjrLteWdjeYK5VLbjTEKK37ccha1oLXbz4K1RlRhdG9Denel63r2dCZpP+sERnk5Mxnaz3AkdIc0vQHLkGCmGUbnNLc/Nh3cqHWIC1hZ0f+frYwty3XiRzuaS+rZqa8tXmccZS4WDu+ejwACIQAAAABIsSxLznRGzvSAodaN9FDr1CpoDzYVlptqlJtq/EXPUOuM3QmJ0rOKGGoNRQGkWmZgqNLX+tSKA5pRgpwhrw/TyGFM+nVfqNN7bPTcTr2WaxG67gKBEAAAAACMyM46yjxSVOaRAUOtV+tJ61nr/mYSGIU1X/4nVfmfVLsvZknO/FTScubFYZF7Ji+n4B3iu0IvY4wUDJ5LEzaDIcHMaO1Pfee2QukQi2nkWgNDlXSlTKfapuf1CFU2lmvLztiSY8uyCWmOMgIhAAAAANgjy45mC7mnctJvzXftC2p+VFWUmlXUur+p1sqmgpW6gpW69Kvu63UNtU7NKnImfKi1CbYJV1IDgrdtf9om1DnUkMaxtgxXdtP+NDDEcQlp0EEgBAAAAAAHyCl4cgpDhlqvbEbVRD2zirYcan06l2o/67Si2VnnEN9V6n0ERqY14tDgOIgJB86l2b4VSofZ8WRbnRamLcIXe8tgJtX+tFWIQ0iDMSAQAgAAAIAxsFxb3rmCvHOFAUOtm0nLWXpWUbDeVOuzDbU+25DUPdTamcn0VRW5p6IrD66U2WouTW+VzZDlvFv7t8LTSGxtM4tm8L7BVTbbVNw4zHfCyUYgBAAAAABHSDTUOitnOit9ca5rX9hoxeFQp5rIv7eh1oNNBetNBetNNT5cO+Qb1mgBize8UmbLKpv0eYQ0wL4hEAIAAACAY8LOuspcKilzqdS1vWuodbuy6P6GWit1We3Wp/R8mZ2u/NQObgacK4cVnoDjiEAIAAAAAI65rYZaA8Ag1NsBAAAAAABMGAIhAAAAAACACUMgBAAAAAAAMGEIhAAAAAAAACYMgRAAAAAAAMCEIRACAAAAAACYMARCAAAAAAAAE4ZACAAAAAAAYMIQCAEAAAAAAEwYAiEAAAAAAIAJQyAEAAAAAAAwYQiEAAAAAAAAJgyBEAAAAAAAwIQhEAIAAAAAAJgwBEIAAAAAAAAThkAIAAAAAABgwhAIAQAAAAAATBgCIQAAAAAAgAlDIAQAAAAAADBhCIQAAAAAAAAmDIEQAAAAAADAhCEQAgAAAAAAmDAEQgAAAAAAABOGQAgAAAAAAGDCEAgBAAAAAABMGAIhAAAAAACACUMgBAAAAAAAMGEIhAAAAAAAACYMgRAAAAAAAMCEIRACAAAAAACYMARCAAAAAAAAE4ZACAAAAAAAYMIQCAEAAAAAAEwYAiEAAAAAAIAJQyAEAAAAAAAwYQiEAAAAAAAAJgyBEAAAAAAAwIQhEAIAAAAAAJgw7rhv4FjzN6WX/0hyPMl2oy/Hk+z4teNGzwfudzrP+/anHm2vc51kuzPudw4AAAAAAI4xAqG98DelV//RGL6xtUXw5AwPobqCpZ2EVT3X3DKsGrK/7zoDvo9ljeHPEgAAAACAyUMgtBduVnrx70lhIAW+FPrxYyv6aj9PtvlSED+Grc7zvnP8nmumz/ElGSloRl8niWXvc5g1Yli13TUdN3XOiPvTxxF0AQAAAACOGAKhvcgUpOf+q8P/vklYNChk6g2h0iHTNiFU0EpdcyfBlr9NmDXiNU0oBY3o6ySxhwVPW1VMbRVm7aA1ccswa6tqrm2qxiyboAsAAAAAjjECoePIdk7eHCFjoiBppJDJ7xy74xBqt1Vavd9zxGuaoHPsSZMOs7qCpy0qr3rnZjme5GT69w17brvR8X3npwOtTPf37Tq/Z5vtEGwBAAAAmEgEQjgaLCv6EO+csL+Sxuwx2BpW+bWTYGur/bu8pgnj4/xx/wnv3U5DJMfdWwg18PydnNMbjJ2wcBgAAADAoThhn76BI8ayOh/sT5IwHKEKqydk6q36Sl43u88Lmj3nNbuv0XV+77Ydnm+CTrB1bLOt9t+xrSqttgqURjknHXwdQHWXbY/7DxEAAACYOARCAHbOtiU7Iykz7jvZmzDsCZcGBUo7CaF6Q644AAua/WHYsOc7Pd+Ex3/IfHqg/Egh0l5DqPT521V3jVARRqgFAACAY4hACMDksm3JzkYrBh5Xg1Y53LcQatRKrT2efxIGylvOkGBqly2G+VNS6bxUuhB/nZeK505eWy0AAADGZqSfLC3L+n1J/1iSI+mfGmP+aMhxf03S/yPp68aYN/btLgEAgyVD5qfGfSe7FwYjBEr70S64VUi2x3ZFE0itQFL9AP+gLKl4ticoupB6fV6avijl5qlYAgAAwLa2DYQsy3Ik/RNJf0XSbUmvW5b1A2PMez3HlST9F5L+7CBuFABwQtmOZOckLzfuO9md9iqJAwOlAbOztm03bEq1FalyR6rclSqfRo/Ve1L1s+jrztvD78f24pCo/XWxPzQqnZey06yyBwAAMMFGqRD6bUkfGmM+kiTLsv6FpL8q6b2e4/57Sf9Q0t/d1zsEAOAoO6xVEoOWVLsnle/EYVE7MEqFRpU70uaqtH4r+tqKl+9vS0s/Tl+QiuelTP5g3xcAAADGYpSfXh+RlP6p8rakb6QPsCzrq5IWjDH/r2VZQwMhy7K+J+l7krS4uLjzuwUAYFI5blTdM31x6+P8eiosSj+mnpfvSH5NevhR9LWVqZmtW9SS+UYnbDVFAACAE27Pv860LMuW9D9L+o+2O9YY88eS/liSrl69avb6vQEAQA9vSpr/fPS1lUYlVW2UDo16wqT6evR1/1dbXMySCqe3Do1KF6T8aeYbAQAAHBGjBEKfSFpIvb4Ub2srSfqKpJetaBbBeUk/sCzr32WwNAAAR1S2JJ0pSWceG36MMdLGwwEVR592v65+JtXuR1933xl+PduNqom2Co1K56WpWeYbAQAAHLBRAqHXJX3JsqzPKwqC/kDSH7Z3GmPWJZ1uv7Ys62VJf4cwCACAY86ypMKp6Ov8V4YfF7SiMGhotdFdqfyptPlQKn8SfW3FzQ2eadQbJGUK+/t+AQAAJsi2gZAxpmVZ1t+S9K8VLTv/z4wx71qW9fclvWGM+cFB3yQAADjCHDcKbKYvbH1cq5EahD2kRa18R2pWpNXfRF9byc6kVlMbUm1UPC+5mf17rwAAACeEZcx4RvlcvXrVvPEGRUQAAKBHoyJVPtsiNIpb1oLGaNfLn05VFw0IjUoXoxlItnOw7wsAAOAQWJb1pjHm6nbHHfAauQAAADuULUVfp784/BhjpM3VrVvU2vONNh5EX5/9fPj1LCeeb5RuUetpWytdkHJzzDcCAAAnAoHQHv2rX9zRF8+W9OjpgmybHxABADgUliXl56Ovc08MPy4MpNqDrVvUKneiwKjyafS1FSe79VyjUlx9lC3u7/sFAADYZwRCe1Cp+/rP/s8/lzHS9JSrZxZm9ezCrK4szurKwpzmC8wsAABgrGxHKp2LvnRl+HGtZlRNtFWLWuWu1FiX1j6OvraSKW3dotbe52b39e0CAACMikBoDyr1ln7vifO6cWtVn5UbeuWDB3rlgwfJ/sun8rqShERzeuLCtDKuPcY7BgAAA7kZaXYh+tpKs9YdFvWFRnGg1KxIKxVp5YOtr5eb37pFrXRBKpyJBncDAADsI4ZK75M765t66+aa3rq1phs31/TOJ2uq+2HXMRnH1pOPTOvKwqyuLMzqq4tzujSXk8UsAgAATg5jpPpaf3BU7plzVL0rha3tr2fZUuHs1i1qpQtR+xw/UwAAMPFGHSpNIHRAWkGo9z+rJAHRW7fW9OG9at9xpwqZJCB6dnFOTy/MaHrKG8MdAwCAQxWG8eyiYaFR/Fi7L2mEn9eczIAqo57QqHRempo+8LcGAADGh0DoCFrf9PXO7bWkkuitW2taqTW7jrEs6QtninFAFAVFj58ryXVoNQMAYCIFfjzfaFiL2t1oGHZ9fbTrZYo9gdGA0Kh0XvJyB/u+AADAgSAQOgaMMbr1cFM3bq0mlUTvfVpWM+huNct5jp66NBPNIooric7PTI3prgEAwJHU3Ija0Ia1qLXnG/kbo10vNzdgplHP8+I55hsBAHDEEAgdU41WoF/eqejGzdWkiujjlf4f3M5PT0WtZovR0OqnLs0on+EHMgAAsAVjpEZ56xa19mPoj3BBSyqe3bpFbfpiNDzbptoZAIDDQCB0gqxUG3o7bjW7EYdElXr3EErHtvTYuVLSZvbswqy+cKYo22a4JAAA2KEwlDYfbhEaxS1r1Xsaab6R7aXa04aERqXzUnaawdgAAOwRgdAJFoZGHz2oxW1mUSXRr+5WFITd/1uWsq6eidvM2tVEp4vZMd01AAA4cYKWVLs3pEUtNedoc3W063n5IS1q8eP0Bal4XsrkD/Z9AQBwjBEITZjNZqBffLreaTW7uaZP1+t9xy3M53RlYS6aR7Q4qycvTivrOmO4YwAAMDH8ejTfaGiLWhwo+bXRrjc1EwVEubmoqmhqOtrWfp6NX6e3tZ9nClQhAQBONAIh6LNyPVny/q1bq3rn9ro2mkHXMZ5j6YkL03p2cS6pJLp8Ki+LH5QAAMBha1S2blFrvw6a219rGMuRsqU4MJqWsjNbBEpDwiV3ilAJAHBkEQihTysI9cG9aler2Qf3qur9KzCX9+JwaE7PLs7qmYVZzeS88dw0AABAmjFRC1rljrS5Fg3Jrq9L9bLUiB/r6/H2cs/+8uirrG3F9noCo3ag1Bsi9e5PPbqZvd8HAAADEAhhJJW6r3duryfL3r91a1UPqv2/dXv0TCFZ8v7ZhVk9fr4kz2G1EAAAcMwEfnd41BsYJYHSsP3re6tQanNzQwKj9rbZbfbPSDZt/wCAfgRC2BVjjG6vbiZL3t+4uapffFpWsxV2HTfl2XrqkZmkkujK4qwuzkzRagYAAE4+v56qQFofEij1Viitd4dLJtj++2wnU9xmhtKQlrf2tkxRsvkFHwCcNARC2DfNVqhf3S2nqojW9JsH/UMfz5ayyWpmzy7M6elLMypk3THcMQAAwBFmTNS61hcejRouxc+115/jrREDpS1a4rw885QA4IghEMKBWq019dbtaDWzdjXR+qbfdYxtSY+dK+nZxdmkkuiLZ4tybH5oAAAA2JMwlJrVbaqRtgmUmtW934flDJ6RNHSGUnuQd2q/N7X3+wAAJAiEcKiMMfrNg1qq1WxNv7xTVivs/vtVzLp6+tJMsqLZlcVZnS3xQwAAAMChC1pRMDQsMKqXpfraFvvXpVZ97/fhZLaoUNpuFbj40WEBFABoIxDC2NX9QO9+uq4bN9d041ZUTfTJ2mbfcY/M5uI2s1k9uzirJy/OaMpjSCIAAMCR12oOrkzaSbgU+tt/n+14+d21vKXPYUg3gBOCQAhH0r1KvavN7O1ba6o1u4cquralL1+YTrWazerzpwsMrAYAADhpjImqjLra29aHBEpbzFsy4fbfazuZ0jaB0pCWt/b+TJF5SgCOBAIhHAtBaPThvareurWaDKz+9WcV9XSaaTbv6ZlLs6mh1bOazWfGc9MAAAA4OoyRmrXRVncbNlupUd77fVi2lC0ND4xGmqeUI1TCkReGRoExCkIjY5Q8b29PHk18bM/25Lz09uS5FJru7aExCsLo+5j4/N7tYfK6sz1MHWtM+3t3bw9N6vjQ6PefOq9rj58d9x/xnhEI4diqNlr6+e113bi1qrfidrP7lUbfcZ8/XdCVuM3sysKsfuv8tDIuS6cCAABgh8JAalS2GMa9tv3qb/7G3u/DdofMSxoWKA3Y72b3fh/HlIlDiCAVDnQHC/1hQCcU0MDt7QAhHWYkQURX0NAdLARx0NAJO3qDlO4wY+h99gQmg4KUzv0Ofn/t7939vrrf86DApPt9dIKfk+zv/t7j+s+vfXHct7FnBEI4MYwx+nS93WoWVRL9/JN1NVrdpcEZ19ZXLk7r2cW5pNXs0lyOVjMAAAAcvMCPQqVt5yltsT/o/yXoThl3SmGmpJZXUtMtqu4UFFhZtWxPoeUpsD21rIxatqdAnlqWFz23PLXkybc9teTKj/f5cuVbGbUsT03jyJenpuXJN66alivfeGrKVVOuGvLkh7ZCqRNQ9AUpnXChO2hRVzDSqRLpCUCS/f3bx/TRdiI5tiXHsmRZnee2bcmxLdmWJceWbKv9vL1dyf72dtu25KS2J/sHbW8/txTvT18jem5Z6tuePLbP69qu+Lxo+9OXZvTkxZlx//HuGYEQTjQ/CPX+3Ypu3FrTjZureuvWmj66X+s77nQx21VF9PSlGZWmWIUCAAAAR5BfT4KiYHNdtfJDbZRXVK+uqlldk7+xJrO5LlMvy26W5foVZVoVZYOa8mFNBbMhzwq2/z4HKDSWfLlqyJUvV015aprU8zg8aprotd9+LU+NnuN8uWoab+i1GqljkuOtOOiyPQVWRoHtKbBchZYny3Z6ggQlwUAUNLRDDfUECfGxqXCic97g7U58Tjrk6AQjA84bEqR07nfr7d1BSue9dQUjqfeRvs8kSOm7/06Q0/v+cLQRCGHirG/4euv2WlJJ9NatNa1udK9aYVnSl84W45AoqiR67FxJDv+oAQAA4IDU/UCrG02t1nytbTS1uuFrdaPZ87z7cX3T30XFi9Gs6+tSrqULU02dzzZ1xmtoym7JM74yUd2PvPajiZ8bX47xo3jG+HJNS65pxs+jfa7x5YRNOaYVP/pyQl922IweTfTcNuMNpLZke5KTkdyM5GR7nntRu52Tibenn8fHuPFxTjbeltniee81ep97nWuywh32GYEQJp4xRh+vbCQrmt24uar37pTlB91/5/MZR09fmtGVhbmkmujc9NSY7hoAAABHVRgaVeqtKNxJhTerG+2gJ/W85ifH1f3drYI2PeVqrpDRbD6jubynuXxGs/HjXN7TbD6j+UJ6W0a5zJjDhTCQgqbUakSPfc+bUWtc13M/PmbY811cp9XsPi/0t7/3cbHsHQZL3ggBVTrkGvZ8m+DK8RhyfkwRCAED1P1A790pJyuavXVrVbcebvYdd3FmSlfiNrNnF+f0lYsz4/+PKwAAAPZNsxVuXa1T67xub1vf9Hc1VNdzrCTU6Q534ueFTFfIM5f3NJPz5DosmLJvjEmFSn4cGqWftwOkYc+3Crl2cs0Bx+sIDz8aWkk1YlXVsHN3U0nVfu5kJJv/b2yFQAgY0YNqI24zi77evrWmSqPVdYxjW/qt86V4FlFUSfTo6QL9swAAAGNmjFG10eqv1ql1nj9MV/DEbVu15u5am4pZN6nISVfrtEOddLXObLy9kHFY6ASDGRNXVTVGqIDarqpqLxVZA84NW9vf/7jY7i6rqrZp9Vv4hvTIV8f97vaMQAjYpTA0+ov71XhgdRQSvX+3rN5fBk1PuXpmYVbPLszG1URzmi9kxnPTAAAAJ0ArCLW2mZqzU4sqcx62q3Rqfl+r1vpms28kwCgc29JszusEOIX+yp10Bc9s3tNsLqOMS2UCJkS7/W83LXr7Vkk14NygeXDveem/k57/Owd3/UNCIATso41mSz+/va4bt9aSaqK75XrfcZdP5ZMl759dnNOXL5SUdWk1A9AtCI3WNzstCg9rnedrG74c29KU5yifcZTzHOXix3zGVS5jK+e5ymWi/e3jPNoKABwhxhht+kFfqJOerbPWNXsn2lap764iIec5Q2bqxKFOoR3udLZNT7lU7QDHkTH72OrX8/zxf1v6wtK43+GeEQgBB+zO+mYSDt24taaf317Xpt9depxxbD1xcTpZ9v7ZhTktzOf44QM4Qdorxzys9QwXrQ0ZMrrhq1zfzcoxW3NtKxUcdYKiXBIqucp5tvIZd0jY5Ggq4ygfb+tcw1XOczTl2fzbBUyoIDQqb3b+fYtasQYPVE5va7Z2PkjZsqTZXHc7Vm+VzqC2rCmPX8ABQBuBEHDIWkGo9z+rxCuaRUHRh/eqfcedKmSSKqIri7N6ZmFW01PeGO4YQFoYGpXrfvdw0drgpYDTH352s3KMZUkzfR944secJyNpoxmo7gfaaLa06YfabLa06QfaaAbabAba9OPHZqANP9jVkNOdGh429WxPAqj+4CmX6Q6h0vsYngocvMNb/lzKunZ3eFMYPFA5vW0658lhRiMA7AmBEHAErG/6euf2WtfQ6pVad8+rZUlfrHczUAAAIABJREFUOFNMlry/sjCrx8+V+GAE7EGjFXTCmyEfeno//KxtNPtmhY0i49p9SwEPXB44/iA0f0AfeJqtsBMSxUFSfUCAtJEOk+L9w4KneuqYxi5+079TGcfWVFzFtHXY1FsJ1d9KN+i4rEuVE06OnS5/3v43r7eaeVSjLH+eHqI8fxSWPweACUUgBBxBxhjderipG7dWk0qi9z4tqxl0f9DKeY6eemQmCYiuLM7qwkxuTHcNjI8xRpVGKxkiOvhDT/fKMasbTW3scuWY0pTbt+xvMnOi5zfb7eGjOW8yVo4Jw2geSG+YFD1vabMZdodQvcf1VDTVm4E24vPaIdRBFznZljrVSxm7r5VucNg0rBLK7TtuynOobMCujLr8ebota+2glj9PhTrtfw9Z/hwAjhcCIeCYaLQC/fJORTduriZVRB+vbPQdd356KgmHnl2Y1VOXZpTPuGO4Y2B3/CBMKnEGfuhJtWe1B4+ubfhq7eIDj2tbA3+LPVvo/m32fKHzfCbnMZh5jIwxarTC4YFSUsnU3tfqqXDqr4TqvVZv+H4Qsq4dBUdePJNpxBlOW1dCdcIqz7EmIoA8rkZZ/nx1oxNwH9Ty5+mZOyx/DgCTh0AIOMZWqg29Hbea3YhDot5VNxzb0mPnSkmr2bMLs/rCmaJsfjuNA2aM0UYzGFytk1o55mH6t9k1X5XG7laOKWScZIWYQTMn5ge0MBSzrByDfq0gHFjlVB/SSrdV8DQouNr0g30fFt7Lsa0BYdOAqqaeOU7pgeG9M5zSlVBTrsN/R2LDlj9P/5vXO0x+v5Y/7x2iPD9gG8ufAwCGIRACTpAwNProQS2uIFrVjZtr+tXdSl+peCnr6pn2wOq4muh0MTumu8Zx0Lv8+eqAKp1Bg5V3U2lhW9Lstr/F7l4WeCbvKesygwLHQ7vKqStMilvpBs9t6m+l67TgDT5uNxVzOzU1oIVu2CDw/rCpv5Wu97jDbj0atPx5Elwf8PLn6dlhWy1/Xsq6BHEAgH1DIASccJvNQL/4dL3TanZzTZ+u1/uOW5jP6crCXFJJ9MSFaZZmPaGGrRzTO3tiP5Y/n/Js9c6c6K3g6V0WuDTFBx5gr/wgTIKiwUPCB8xxSs9tGnh8J7Tazap5O+U5VqpNrruFrq9lbkhl01R8bK3R6loGfb+XP0+vBjioSoflzwEARxGBEDCBPivXkyXv37q1qndur/cN1/UcS09cmNazi3NJJdHlU3naa46QQSvHPKw1+6p09mv58+kpb6RqnXTbFh94gJMpDI3qrVFmMrW6WuuGtd31hlMbzdaBDw8fJL0aIMufAwBOOgIhAGoFoT64V41XNIsqiT64V+2rCJnLe3E4NKcri7O6cmlWM3lvPDd9wrRXjnl4GMufO3bXEufbLX8+Fw9S5gMPgMNijFEzCFVvhvEqc0Na6LoCpXg1utTxUTVToELW3Xb580laDRAAAIlACMAQlbqvn99e14142fu3bq3pQbXRd9yjZwpRm9nCrJ5dnNPj50sTvQLTbpY/38vKMaWsm3yQ2W758/YHoTwrxwAAAAATj0AIwEiMMbq9upkseX/j5qp+8Wm5b95C1rX11CMzenaxU0l0cWbqWAYQO1n+PB34HOTy5+nns3mWPwcAAACwOwRCAHat2Qr1q7vlOCCKgqLfPKj1HXe2lE1WM7uyMKunL82qmHUP7T5HXf68qy2r1jyw5c/7hosWPJVY/hwAAADAISIQArCvVmtNvXU7Ws2sXU20vul3HWNb0mPnSsmKZlcW5vTFs8WRZtRstfx57/Dk9L79Xv582BDlWZY/BwAAAHAMEAgBOFDGGP3mQS3VaramX94p97VVFbOunnpkRlcWZ1XIOEOWQt/f5c/7lgJODVGeZ/lzAAAAACcYgRCAQ1f3A7376bpu3FzTjVtRNdEna5sjnz+T8wa0YMXVOoXOtvQqWix/DgAAAAAdowZChzfsA8CJN+U5+trleX3t8nyy7V6lrrdurumd2+sKjOlqy5pn+XMAAAAAGAsCIQAH6mxpSr/75Hn97pPnx30rAAAAAIAY6xoDAAAAAABMGAIhAAAAAACACUPL2B74ga8f/MUP5NquPNuT53hyLVee40Wvba+zr/18yD7HZjAuAAAAAAA4HARCe1Dza/r+a9/fl2tZspJQaWCQFD/3nG32bRdIbfc9dvD9bYsCMwAAAAAAjiMCoT1wbVd/7Ut/TX7oyw99tcKW/CD1PN7e9ToYvC8wgZphU82wOe63NTLHcrrDop4qqIH7BgRXOwqmHE+e1R+MbRectfdbFqtYAQAAAABAILQHxUxR3//29/flWkEYqGVafYFRV3gU+MkxQ0OnYEAI1RNI7Saw+v/bu/sYSfL7ruOfb1U/zePuzt6d73S+8wUrShRF5OysHEiCY4XEMiLY90cACywlxGAZGSkocsAQ8RALlIjwKMRDjB1sBMEkdixOEcEJYMkOSsLtnX04fhCBcD77tHd77NPM7Ew/VX35o6t7qmqqu2tmqqdnpt4vqdXdVb/61a93t7a7P/39VeX30Y/7ijxSFEXqRb1K/gxOwziImtxPqYSaFmxVWq1VopKrYYRYAAAAAIDqEQidEWEQKlSodthe9lBKcXdFHp1KYHVoHyUCq2nrhj7UcDgcvYjBcv8MyzpWIHXMaq2ThF7jdaGFhFgAAAAAcMYRCOFYzEwNa6gRNNRRZ9nDKcXd5wdW80KnigKradvnpx0OfTi6j4fa1/6y/whLGZ8PqyiQWm+ua2tlS1vtLW11tnSlc0Vbna3Jbfx8pbFCqAQAABZu/CNn5JGi+OB+6ENFcaTY48nj8Y+hkSfLk8fj9rHHmW3z/abbp9fN2lfscfG24zbpfRWsi+PR9u2wrZXGysGtuZJ9ntxWG6uFy9PtO2GHz2nABUEghNows9H5h4LmsodS2vjDRqWB1QKnHfajvlx+cD6s4fFedyfsTMKhaaFRPkACAADl5EOQcXCQDxfGIce8ICO/blr7dMhx1H1l+j1CeJMJaQpCk8ijZf91nEuFodG8W7Nc+MTVl4HTQyAEnGGBBWqFLbXC1rKHUlr6fFj5sGinv6Pb3du63b2tO707ur0/ur/VvaU73Tuj5d076kZd3bh/Qzfu3yi1z5XGyiggal/R1srB/Va7OFDqNM5HVRsAoDrjSuFSwUFBhUWpUKQgvFh6JcmUMeFAaOHoFmTvG9ZQGIQKLFAjaEzWNayhwILJ48l26W2T9vltx+sCC7LbpvrIty+z7XhMRdsGFqgX9bQ/3C+87Q33Ro8Hxevzt3Rfi9AKWpPwqBN2MoHS1AqmGQFUeptm0KS6CUghEAJQqZOeD8vdtTfcm4RD4/t8aDQOlm53b2t/uK+Xdl/SS7svldrHamNVVzpXdLVztbASKf/4vJzbCwDOs9hj7Q52td3b1r3+Pd3r3dN2f3v0PHmcvx/Eg9JhDCFI1pFCjSAJIApCk8n2RYHKlFBk2r7HYcesUCQT0pTYdurrTPVLQHA0URypG3UnIdI4UOpG3bmh0iR8St9y2/Tjvvq9vu717lU+9tDCmSFSp9HJVjE1ywdQnUZHgQWVjxlYJAIhAGeKmWmtuaa15poe23hsbnt31/3B/cOhUe+Obu3fylQijQOkveGe9nb3SgdIa821g6CovXVQhZQsSwdLW50tNcPzMy0RAKrWj/qZ4CbzuH9vEvhs97Yz4c52f3vhoc20QOA4lR5lgoZDocZx+yzY9iRBSWABIQiOLQxCrQWjz2qqeNa+u8+tZuoOuzMDpVkh1DAeanewq93BbrUDTxxnKt04hJpUMk05v1Mj4Ks7qse/KgDnmplpvbWu9da6HtssFyDtDnbnVh6ll90f3Nf9wX19fefrpca00dzQlc6Vqec/SodIV9pXCJAAnDnjap1MRU4qwDkU8qTadKPusfe73lzXZmtTl9qXtNnenDy+1Bo9v9S6NFrX2tRme1OtoHWkoATA2WZm6jQ66jQ6uqIrlfc/iAdHmh439Vaw/aRqakFT6ZpBc+rUuLJT6TqNzuG2zRW1ghYhcU0RCAGoFTPTRmtDG60NvW7zdXPbu7u2+9vZ0Kh3+6DqaP/26Hmy7k73jnYGO9oZ7OjFnRdLjWmjtZEJiMYVSFdXrh56frl9mV+IAJTWi3qTKVf56pyp07L697TT3zl2tU4jaGSCm8z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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"selected_columns = list(set(df_all.columns) - set(['Total', 'The mainland of China']))\n",
"df_all[selected_columns].plot(linewidth=2, figsize=(20,10)).plot()\n",
"plt.legend(loc=1,prop={'size':13})\n",
"plt.title('Destination consumption expenditure of same-day in-town visitors except for Total and mainland China ($)')"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"df=pd.read_csv('consumption 2.csv')"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def parse_datetime(x):\n",
" try:\n",
" return parser.parse(x)\n",
" except:\n",
" return numpy.nan\n",
"df['datetime'] = df['Year'].apply(parse_datetime)\n",
"\n",
"df_all=df.set_index('datetime').resample('1y').aggregate('sum')\n",
"df_all.plot(linewidth=2, figsize=(20,10)).plot()\n",
"plt.title('Destination consumption expenditure of overnight visitors ($)')\n",
"plt.legend(loc=2,prop={'size':10})"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"selected_columns = list(set(df_all.columns) - set(['Total', 'The mainland of China']))\n",
"df_all[selected_columns].plot(linewidth=2, figsize=(20,10)).plot()\n",
"plt.title('Destination consumption expenditure of overnight visitors except for Total and mainland China($)')\n",
"plt.legend(loc=2,prop={'size':12})"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"df=pd.read_csv('per capita 1.csv')"
]
},
{
"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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EREREREREREQdLegaR7FYTIeGhro9DCIiIiIiIiKiJePEiRNxVR2cT98FHRwNDQ3h+PHj3R4GEREREREREdGSISKX5tuXS9WIiIiIiIiIiKgjBkdERERERERERNQRgyMiIiIiIiIiIuqIwREREREREREREXXE4IiIiIiIiIiIiDpicERERERERERERB0xOCIiIiIiIiIioo4YHBERERERERERUUcMjoiIiIiIiIiIqCMGR0RERERERERE1BGDIyIiIiIiIiIi6ojBERERERERERERdcTgiIiIiIiIiIiIOmJwREREREREREREHTE4IiIiIiIiIiKijhgcERERERERERFRRwyOiIiIiIiIiIioIwZHRERERERERETUEYMjIiIiIiIiIiLqiMERERERERERERF1xOCIiIiIiIiIiIg6cnd7AERERHRrtGrCLFYhLgNwCcQlgCEQkW4PjYiIiIiWGAZHREREC5xZqqJ8KYvShTRKF9IoX8kCNZ3Z0bBDpHqY5DIghuNyo81o9J3RZkhrIOUSiNH8vqW/3bfTbTb7t4Vb7eOwbxMuBl9ERERECxGDIyIiogWmNl1B+WIapQsZlC6kUbmWA5w5kQBGjxtqKlBTaE0B0/pfTQUqrd0XjfbgyzAcYZUdYLkdQZMzwHI7wzBHIOXuEHwZBsQts/TvEHy1jMtxLqMtdGPwRUREREsQgyMiIqIuq6ZLKNuziUoXMqh+mG/tYAi86/rg3RiCb6gfvg39MHo8LV1U7RCpESaZjVBJa6YVKtWabfWwyTpmOtoUajavO7N/hzZngGX37dzfbjNn3ubSCL7QFjS1zsZyBlgzgq8ZM7naZ34ZMwOzjjPL5j/La8ZtGgy+iIiIaCYGR0RERPeRqqKWKDaWnZUuZlBLFls7uQ341getoGhjP7zr+2F4XXOeV8SeXXMPx34vqeqMcKsZZLUFTaZCq+bM4MtUaLVD8GWa0GqHoMw+z4zgyz7PjOBrRn+zJayDCeu2sXiDr7lmec0ImtwdljzeZJnijDbHLK9O550RlDlmec1Yesngi4iI6J5gcERERHQPqamofphvBkUX0jCzlZY+4nPBN9RvB0UheNf0WR+elxGRegjQ7ZHcno7Bl6nN2VdtwVfLzKwZ/WcGX83ZY23B14z+rUHYjOCrfaaXoz9MAKYJrS7S4EswM1QyDCsQEwGs/xqXG9exlxiK43LjeP3bluu0Xm6sUDTarjvbOe3Lc7fNcbzD2Ge9jlFvrB+yr99p/OJsm+06zcsyy32e//hneRydx43ZzjnHGOcxjsbtzXcs9m1I223fndcBA08iWvgYHBEREd1FWjNRuTbdMqNIC9WWPkavx5pJNGQFRZ5VvZwtscgtjeALbcsazZZgq9Pyxk7h1lzLGzuFW3Mtb2yf1TXjXGZzjFAA1UUcfNHydSthoDP4AmaEXh0D0nkGcO4HetEzHIP/kQjEs0h/mBHRPcHgiIiI6A5opYbylWyjkHX5cgZaNlv6uEI++B4MwTvUD9/GENyDAf6VmRYUK/gCxLU4PyzWg696kNQ+k8vqZPezL0Odx1u/b23rcNy0DljXq3dEM7FSbXSFOtu0eXuYebz+xTnmm46lfrz99uYah31w5v2eY4zzGMfcbdo4/YzHWjFznLONH+3XmfnYNx5H53Xm8TqYMcabndNxWc32sdz8uW5Q51d1HHZ2ajV7y+2r3Mij8PokxOuC//GoFSI9yhCJiBgcERER3RKzWEX5UqYZFF3NWrMdHNyDAfiGQvButIOiiL9LoyVaHurBF1wuiOem3YkWDNXZQqVZgslZwzTcWfBVNVE8N4XCqTgq7+dQeGMShTcmIV4D/seiCAwPwv9o5Kb19ohoaWJwRERENIdarozyxUxj2VnlWq71T70CeFb1WrWJNvbDNxSCK+jt2niJiGjxaKn71La9wf2el+pdG0T/7nWoJgoonI4jfyqOytUcCifjKJyMO0KkGPyPRhkiES0jDI6IiIgcqlMllC/WC1lnUP0w39rBEHjX9TUKWfs29MMI8NcpEREtDe6BAIIvrUPwpXWoJosonIojf2qyNUTyOEKkxxgiES11/JcuEREtW6qKaqKIsmPHs1qq1NJHPAa864LNHc/WB/kPZCIiWhbcUT+CL61F8KW1VohUn4l0JYvCqTgKp9pCpEejMHz8HUm01DA4IiKiZUNNReWDfEtQZOYqLX3E74JvQ38zKFrTB3EbXRoxERHRwuCO+hHctRbBXWtRTRUbwVG5PUR6JILA1hj8jw0wRCJaIhgcERHRkqU1E+X3cyhfaNYo0mK1pY/R54FvqBkUeR7ohRjc8YyIiGg27ogjRJoqonAqgcKpSZQvZ1E4k0DhTAJwG/A/GrF2Z3s8CsPHj55EixXfvUREtGRopYbS5aw1o+hiBuVLGWjFbOnjCvuahaw3huCOBazipERERHTL3GE/gi+uQfDFNahOlVA4bc9EupRB8UwCxXqI9EgEPVsZIhEtRnzHEhHRomUWqyhdythLzzIoX80CNW3p4x4M2EFRCL6hfrgj/i6NloiIaGlzh30I7lyD4M41qKZLzeVslzIonk2geDYBuAX+R6LNmUh+fiQlWuj4LiUiokWjliujfLG57KxyLQc4cyIBPKt74RtqBkWuoLdr4yUiIlqu3KFmiFRLl5A/PUuItCmCwNZBBBgiES1YfGcSEdGCVZ0qNQtZX0yj+mGhtYNL4F0bbNYo2tAPI8BfbURERAuJK+RDcGQNgiNrUMuUUDidQP7UJMoXMyi+mUTxzSRSLjtEGo4h8MQAf58TLSB8NxIR0YKgqqjGC45C1mnUUqWWPuIx4F0fbCw9864LwvByxxYiIqLFwtXvQ9+O1ejbsRq1TBmFM3HkT8ZRvphG8a0kim8xRCJaaPgOJCKirlBTUbkx3ShkXbqQhpmrtPQRvwu+oRB8G60ZRd7VfRC30aURExER0d3k6veib/tq9G1fjVq23CisXbrQFiI9HEZgeBCBJ6IwejzdHjbRssPgiIiI7gutmSi/n2sUsi5dzECL1ZY+Rp8HPrs2kXdjCJ4HeiEGdzwjIiJa6lzBthDpTByFk3aI9HYKxbdTjhDJnonEEInovmBwRERE94RZrqF8JduYUVS+lIFWzJY+rrDPCoo2huDd2A93LAARBkVERETLmSvoRd8Lq9H3wmrUcmUUTidQODWJ0nlHiGScg+/hsLU72xMDcPUyRCK6V0RVb96rS7Zt26bHjx/v9jCIiGgezGLVCoguWjOKylezQK31d4x7MNAaFIX9XRotERERLTa1XBmFMwlrOdv5KaD+9yhD4HsohJ7hQfg3M0Qimg8ROaGq2+bVl8ERERHdjlqubAVEF61dzyrXpwHnrxQBPKt6m0HRUD9cfd6ujZeIiIiWjlqujMJZO0R6zxkiAb6H7OVsm2MMkYhmweCIiIjuuupU0QqKLlhBUXWy0NrBJfCuDTYKWfs29MPwc0U0ERER3Vu16QqKZxLIn5qcGSI9WA+RBvgHLCIHBkdERHRHVBXVeAGlC2mUL1g7ntWmSi19xGPAu6G/Ucjauy4Iw+vq0oiJiIiI7BDpbAL5U3GUzk0Bpv15VwDfgyFrd7YtDJGIGBwREdEtUVNRuTFtBUUXraDIzFVa+ojfDd9Qf6M+kXdNH8RldGnERERERHMz85XGcrbiu20h0sYQAlvt5WxBhki0/DA4IiKiOWnVRPn9XDMoupiGFmstfYw+j6OQdQielT0QgzueERER0eJjhUhJFE5NonhuqrmBRz1EGo4hsIUhEi0fDI6IiKiFWa6hfDlrB0VplC9noRWzpY8r4msJitwDfogwKCIiIqKlxcxXUHgzac9ESrWESN6hEHq2MkSipe9WgiNWLSUiWoLMQhWlS81C1uX3c81/FNncKwKOHc9CcId9XRotERER0f1j9HjQ+8xK9D6zEmah6ljOlkL5QhrlC2lMffk9eIf60TM8aIVI/QyRaPlicEREtATUsmWULjYLWVduTAPOnEgAz5q+Zo2ioX4WhSQiIqJlzwi4myFSsWrNRDo5ieI7KZQvZFC+kMHUX78H74Z+BIZj6NkSgyvEP7bR8sLgiIhoEaqmii2FrKuThdYOLoF3bdCeUdQP74Z+GH7+yCciIiKajeF3o/epFeh9agXMYhXFN5PIn4qj+E4S5YsZlC9mkP7r880QaZghEi0P/BRBRLTAqSqqk4WWGUW1qVJLH/EY8G5ozibyrQ9CPK4ujZiIiIhocTP8bvQ8tQI99RDprSTyJ+0Q6VIG5UsZpP+mGSIFhmNwM0SiJYrBERHRAqOmonJ92g6K0ihdyMCcrrT0Eb8bvo39jRpFntW9EJfRpRETERERLV2G342eJ1eg58kVMEuOmUhvp1pDpPVBBIYHrRCJtSNpCWFwRETUZVo1UX4/Zy09u5BG6WIGWqq19DGCnkZI5NsYgntFD8TgjmdERERE95Phc4ZINRTfSqBwMo7C2ymUL2dRvpxF+m/Pw7su2JyJFPF3e9hEd4TBERHRfWaWayhfzjaCovKVLLRitvRxRf3NQtYbQ3AP+CHCoIiIiIhooTB8LvR8ZAV6PmKHSG8nrd3Z3kqifCWL8pUs0n93AZ51QfQMxxDYEoM7yhCJFh8GR0RE95hZqKJ0KdMMiq7mAFNb+rhX9DSWnnk3hrhGnoiIiGgRMXwu9GwdRM/WQZjlGopvNUOkypUs0vUQaW0feurL2Rgi0SLB4IiI6C6rZcsthawrN6YBZ04kgGdNX3PHs6EQXL2ero2XiIiIiO4ew9sWItVnIr2ZROVqDumrOaT/vh4ixRAYHmSIRAsagyMiojugqqilSi1BUTVeaO3kEnjXBa2gaKgf3g39MPz88UtERES01BleF3qGB9EzXA+RUiicmrRmIjVCpIvwrOlDYDiGnuEY3AOBbg+bqAU/uRAR3QJVRXWy0CxkfSGDWrrU0ke8Brwb+uEbsmcUrQtCPK4ujZiIiIiIFgIrRLLCIa1YIVK+PhPp/Rwq7+eQ+YeL8KzuRWB40AqRYgyRqPsYHBERzUFNReX6dMuOZ+Z0paWPBNyNQta+jSF4VvdCXEaXRkxEREREC514XAhssQpma6WG4jt2iHQ2icq1aVSuTSPzlYvwrOpFYKu1nM3DEIm6hMEREZGDVk2Ur2ZRuphpBEVaqrX0MYLeRiFr38YQ3Ct6IAZ3PCMiIiKiWyceFwKbYwhsjkErJorvWMvZCm8mUbk+jcr1aWS+cskKkYZjCAzH4Bns6fawaRlhcEREy5pZrqF8OYPSBTsoupwFqmZLH1fU36hP5NsYgmvADxEGRURERER0d4nHQGDzAAKbB6wQ6d0UCqfiKJxNNEOkf7wEzwN2iLSVIRLdewyOiGhZMfMVlC41g6Ly+znA1JY+7pU9zULWG0Nwh3xdGi0RERERLVfiMRB4YgCBJwag1fpMJDtEujGNyo1pZP7HJbhX9li7s20dhGcFQyS6+xgcEdGSVsuWUbqQtmsUZVD5YBpw5kQCeNb2NQtZD4Xg6vV0bbxERERERO3E3RYiOWYiVT/II/PBZWT+6XIzRBqOwbOyt9vDpiWCwRERLRmqilqq1AyKLmZQjRdaO7kE3nXBRn0i7/ogDD9/FBIRERHR4iBuA4HHBxB43A6Rzk1ZIdKZthBpRQ8CwzH0bGWIRHdGVHXuDiLrAPwpgJWw/k7/B6r6uyLyKQA/DGDS7vpzqvp39nV+FsC/AFAD8BOq+hX7+EcB/C4AF4A/UtVfmeu2t23bpsePH7/Nu0ZES52qojpZcMwoSqOWLrf0Ea8B74Z+e0ZRCN51QYiHO54RERER0dKiVRPF96ZQOGnNRNJCtdHmXhFAYHgQPcMxuFf2sF4nQUROqOq2efWdR3C0CsAqVX1VRIIATgD4VgDfDiCnqr/R1v8JAF8A8ByA1QD+CcAjdvM7AP4nAFcBvALg46p6drbbZnBERE5qKirXpx0zitIwp6stfYweN7xDzULWntV9EBd/MRIRERHR8qE1E6VzU8ifiqN4NgEz7wiRBgP2TKRBhkjL2K0ERzddn6Gq1wFcty9nReRNAGvmuMq3APiiqpYAXBCRc7BCJAA4p6rn7UF+0e47a3BERMubVk2Ur2Yc5NHRAAAgAElEQVRRupCxgqJLGWip1tLHCHrh29jfWHrmXtEDMfjLj4iIiIiWL3EZ8D8ahf/RqBUivZe2l7PFUZ0sIDt+BdnxK1aItMWuibSqlyESdXRLhT1EZAjAUwCOAhgB8EkR+T4AxwH8lKqmYIVKLzuudhXNoOlK2/HnO9zGjwD4EQBYv379rQyPiBYpNRVarsEs1VD9MG/PKMqgfCULVM2Wvq4Bf6OQtW9jCK6on7/giIiIiIhmIS4D/kci8D8SQfhbH0LpvB0inbZDpH1XkN13Be6YNROJIRK1m3dwJCJ9AP4bgJ9U1YyI/CcAn4FV9+gzAH4TwA/e6YBU9Q8A/AFgLVW70/MR0b2hNRNassKe1q9VaLH9eHX2vqUatGzOejvulT32bCKrTpEr5LuP95KIiIiIaOkQlwH/pgj8myIIf8vDKJ2fas5EijtCpAE/AsODVoi0miHScjev4EhEPLBCo/+qqv8dAFT1A0f7HwL4G/vb9wGsc1x9rX0McxwnontMVYGqNsKa9mCn8X2xZoc5dlux2iHwqc2YCXSnxOuC+F1w9XubhayH+uHq9dzV2yEiIiIiIkBc0hoiXbBDpNMJVBNFZPdfQXb/FbgG/OgZjiEwPMgQaZm6aXAk1qviswDeVNXfchxfZdc/AoBvA3DavvxlAJ8Xkd+CVRx7E4BjAATAJhHZCCsw+k4A33W37gjRUqSq0Io9s6fYGvh0mrkzI+ApVltCINTu4iQ+AcTnguFz21+t4Mfwuqzv/dbxRlvjq7v1e78L4nGxLhERERERUZeIS+B/OAL/wxGEv/lhlC6kUThtLWerJYrI7r+K7P6rcEX9VmHt4Rg8a/oYIi0T85lxNALgewGcEpHX7WM/B+DjIvIkrKVqFwH8KACo6hkR+RKsotdVAP9KVWsAICKfBPAVAC4Af6yqZ+7ifSFaEOr1emZdvlVuzuppD3w6HcPdXLDpkhkhzsxgxw6D/Pb3XhcM/8y+4jH4i4KIiIiIaImxQqQw/A+HEf7mh6wQya6JVEsWkTtwFbkDdoi0xQ6R1jJEWspEdeGWEdq2bZseP36828OgZUBr2rpcq1OIU6zBtAOh2ZZv1Wf33FVuww5u7Nk8/rZZPh1m8lgzfuzQx+eC+O02t3F3x0ZERERERMuCmoryxTTydohkZiuNNlfEZ89EGmSItEiIyAlV3TavvgyOaLHSqtlag8cxk2fO5Vv12T/1WUHFe1Svp+NMHivEaQ2BXDOXfDln9rgY9hARERER0cJhhUgZ5E9NonA6ATNbbrS5wr7G7mzedUGGSAsUgyNakFrq9XSqwTPL8q3mMq7WWT73pl5Pa4jT6VjrTJ6ZgY94Wa+HiIiIiIiWBzUV5UsZFE7FkT8dh5lpC5G2xBDYyhBpoWFwRHfNrPV65irEPMe263e1Xo8hjRDHWYy5Y70eZ7DjbKsXcGa9HiIiIiIiojuipqJ8OYPCSbsmkjNECvkQ2DKAwNZBK0TiH9u7isHRMteo1+NYitVp2/UZAU9x5nXuSb2ejjtt2SGO11GfZ7ZduOwwCG5h2ENERERERLQAqakoX8micHLSCpHSzhDJa81EGo7Bu76fIVIX3EpwNJ9d1eg+aNTrqc/cKTuWaBVnhj6zzf7RUg1audv1eoy5a/B0CnZmmf3Dej1ERERERERLnxgC34Z++Db0I/QND1oh0qk4CqfiqKVLyE1cQ27iGlz93uZyNoZICxKDo/sgM3YZ1VRxzuLNd71ej9cR1tR31PLefCaPs4Bz/Tp84xIREREREdHtagmRvn4jylezzeVsUyXkDl9D7vA1GP1e9NRnIm1giLRQMDi6D/InJ1H9ID93JwOzLMlqC3j8c8zy8Tnq9fANRkRERERERAuMGALf+n741vcj9A0bW2ciOUOkoBeBLQPoGY7BOxTiZ9wuYo2j+yD/+ocwS7XmTJ4OdXzgZnFmIiIiIiIiWp5UFZWrOeRPxVE4NYlaqtRoM4IeBDZbM5F8Gxki3Q0sjk1EREREREREi5KqovJ+PUSKo5YsNtqMPk+jsDZDpNvH4thEREREREREtCiJCLxrg/CuDSL00SFU3s+hcCqOvB0iTb98HdMvX7dCpM0DCAwPWiGSiyHSvcDgiIiIiIgWJVUTpllCrVaAaRZRqxWtr2YBZq2ImlkEtAZr5xADArEvi+Ny/Tja+jSPixjWMYh9GY7LNzsubX3ajotAYMwYl9VudDiH8zjs40aHPkRES4MzROr/6BAq16ZRODVphUiJIqaP3sD00Rswej0IbBlAYEsMvgfDDJHuIgZHRERERHTXqCpUy80Qp1ZohDvOQMf6an3f0s/RZ0Yg1PK91Z9mc4sBVsvx+YZlc59T7ACuebnTcbT1Meq31Dnss4Ozmeeb/XgzmENbSGffr/rlxvUM+2FoPy5tfeZ3XOxwz7o8x/2dI+C8pefsVu6z43Z6ex+Gz7fy1l9qRPeRiMC7pg/eNX3o/9ohVK5PNwprV+MFR4jkbtZEYoh0xxgcERERES0DplmFaRZmCWGKbaFOATWzZH8twKyVZg19mv2b5wXuXw1Nw/DBMAJwufwwDL/9tfm9iMsajyoUpuOy9RWwj9ePOdsbx+G4XD+Otj72uexzAmbzcsu5zQ63o1A1G49b83L9ONr6OG+n9XiTQrXW/G7hljWlBSQY3IzYwF7EYnsQDG5xhIZEC4+IwLu6D97Vfej/mg0zQ6RjNzB97AaMHkeI9FAI4uLr+laxODYRERFRl1hLrVpn5dS/bw1o6sGNM9CZGdjMXLbVDIpUq/ftfol4mkGOEYDh8sNl+GG4AnAZPvtrAIbL16HdP8v3AUcw5IfLFYBh+PjBts1sgVLrcTvwavQ3W46r1WBfdgRsnUIxx/F6AGddnhnMzX68U1h26yGa2sHczNuZ+3g9GmwN9eY6PvPxaQ0D2wLKeR9HWx/H49PyGJr2wzOf0HOO447HQc0KMtlTMM1mAWKvdwViA7sRi40iGh2By9VzC69Eou5RVVRu5FE4NWmFSJOFRpvR44b/iQH0bB1c9iESd1UjIiIiuk2qCtMs26FLp6VSNwlxZoQ9xQ7t9aVW5ft4zww7bHHOyqnP1rFCGGd756Cmed1muGP1rfez/uekdqLFplYrIpU6gnhiHPH4OEqlG402w/AiEtnemI3k96/u4kiJ5k9VUf0gj/zJOUKk4Rh8D4eXXYjE4IiIiIiWFKtuTmWes3JusuyqUzHltu/v71Irf1tw45yVM8fsm5vN0mkLe0Q8LJpMRPOiqsjl3kI8PoZ4Yh8ymTfg/LnY1/cYYgOjiMVG0d+/1V4SSrSwNUKkU3EUTk2i+mEzRJKAG4EnBhAYjsH/cBjiXvohEoMjIiIiui9UazOWRHVadmXV0Jl/7Zz2c5lmoaVey70m4m3OunEsp+pUQ6cRzsyYlTNzlk57HR5rqRXDHCJa2ErlOBLx/YgnxpFMHkKtNt1o83iiiA3ssZe07YTb3dfFkRLNX+UDqyZS/lQc1Q/yjePidyPwRBSBrYNLOkRicERERLSM1bcon9+OVrMtu7Lb59jRqlYrQfX+LbUScXUIbOaqkTNzOdWss3TaQh3+9ZyIqDPTLCGVOtZY0lYsXm20iXgQCT+PWMyajRQIrOviSInmr/JhHoWTkx1CJFdzJtKmyJIKkRgcERERLUGlchyp5GEkU4dRLF6ddZmVs7jpvSczllp1nqXTNhPH0We+s3QMw3Mf7xcREd2MqmJ6+l3E4+OIJ8aRTr+GeuF1AOjt3dRY0hYKPcVQnhaFyod5e3e2SVRutIVIjw8gsDWGwOMDXRzh3cHgiIiIaAmo1fJITR2zw6IJ5HJvzfu6huHtXPR41po4zp2u5pql4+hn+GEYXi61IiIiAEC5nEQicQDxxDgSiYOo1XKNNrc7bO/StgcDAy/B7Q52caRE81OZzKNwMo7CqTgqN6wlmt71Qaz48Se7PLI7x+CIiIhoEVKtIZM5hWRqAsnkBNLpV6FaabQbhh/h8LOIRkfQ1/d4W02d1lk73KKciIi6yTTLmJo6bi9pG0OhcLnRJuJGOLQNsZi1S1tPz8YujpRofiqTeRROx+GO+NHz5IpuD+eOMTgiIiJaBFQVhcJFJJOHkUwdQir1MqrVjKOHoD84jGh0BJHoCMKhp2EYvq6Nl4iI6HaoKvL5C4gnxhCP70M6fbxlw4OengcbBbZDoWe4NJnoPmBwREREtECVywkkU4et5WfJQyiWrrW0BwIbEI2OIBoZQSTyAjyecJdGSkREdG9UKlNIJA7aS9oOtPzRxO3ux0B0F2KxvRgY2MXfg0T3CIMjIiKiBaJWK2Bq6jiSqUNIJg8jlzvb0u7xRBCJbEc0uhPRyAgCgbVdGikREdH9Z5pVpNOvNmYj5fPvOVoNhEPPNHZp6+l5iHX1iO4SBkdERERdolpDNnsGyeQEkqkJTE2daNmy3jB8CIeeRTS6A9HoTvT1Pc56RERERLZ8/iLiiX2Ix8cxNXUMqtVGWyCwvrFLWzj8LAzD28WREi1uDI6IiIjuo3z+UqOgdSp1BNVq2tEqCAY3IxoZQTQ6glBoG1wu1ikiIiK6mWo1i0Tyq4jHx5FI7Eelkmq0uVx9GIi+iFhsFAMDL8HrXfzboxPdTwyOiIiI7qFKJWUXtJ5AMnkYxeKVlna/f51Vpyg6gkj4BXi90S6NlIiIaGlQrSGdeR3x+Dji8XFMT7/jaBWE+p+0d2kbRW/vI1zSRnQTDI6IiIjuolqtiHT6hL387BCy2bMAmr8/3e4QopEdiER3YCC6E4HA+u4NloiIaBkoFK40lrSlUkdbloX7/WvsJW17EA6/wJm+RB0wOCIiIroDqiayubPW0rPkBKbSx2GapUa7iBfh8DOIRnYiGt2BYHAzRFxdHDEREdHyVa3mkExN2LOR9qFSSTTaXK4eRCMj9i5tu+HzDXZxpEQLB4MjIiKiW1QoXGkUtE6ljrTUUQCAYN9mROyC1uHQM3C5Al0aKREREc1G1UQmewrxuLVLW/tupv39H0FsYA9isVH09T3BJW20bDE4IiIiuolKZQrJ1BGk7LCoULjc0u73r2kUtI5EtrPoJhER0SJULF5DPLHfXtJ2uGUGsc/3gB0i7UUksh0ul7+LIyW6vxgcERERtanVSladotRhJJOHkM2eRmudon5EItsbYVEgsIF/hSQiIlpCarU8kqkjjdlI5fKHjTbD8CMa2WHt0hbbA7/vgS6OlOjeY3BERETLnqqJXO4tJJOHkEwdxtTUKzDNYqNdxINQ6GkMRHciEh1Bf3AL6xQREREtE6qKbO5MY5e2bPZUS3swuNkusD2KYHALRIwujZTo3mBwREREy1Kh8D5SqQm7VtFhVCrJlva+vscRjexANDqCcPhZuFw9XRopERERLSSl0geNJW3J5ARMs9Bo83oHG3WRotER/vuBlgQGR0REtCxUKhmkpo5YQVFyAoXCxZZ2n+8BRKM7EY2MIBLdAZ831p2BEhER0aJRqxWRmnq5MRupVLreaDMMLyLhFxCL7UUsNgq/f3UXR0p0+xgcERHRkmSaJaTTrzV2P8tkTgEwG+0uVx8ikRcaYVFPz0bWKSIiIqLbpqrI5d5CPDGOeHwfMpnX4ayR2Nf3WKPAdn//Vi57p0WDwRERES0Jqorc9NvWzmfJQ0hNvdIyddyqU/SUvfxsJ4LBYRiGu4sjJiIioqWsVI4jkdiPeHwfksmvolabbrR5PFHEBnYjFtuLaHQEbnewiyMlmhuDowXmxIkTyOfzeP755+H1ers9HCKiBa1YvN6YUZRMTqBSSbS09/Y+Ys8o2oFw+Dm43b1dGikREREtZ6ZZQmrqFXuXtnEUi1cbbSIeRMLPIRazCmwHAuu7OFKimRgcLSDlchm/8zu/g3w+j97eXuzatQvPPPMM3G7+RZyICACq1SxSqZcbQVE+f76l3eddiWh0BJHoCKKRHfD5VnRppERERESdqSqm8+cadZHS6VfhXE7f27vJsaTtSc6Qpq5jcLTAnD9/HmNjY3j//fcBAKFQCLt378bWrVvhcnENLBEtL6ZZRjrzhrX0LDmBTPYkVGuNdqtO0fOIRkYQjY6gp+ch1ikiIiKiRaVcTiKRPIh4fAyJxEHUarlGm9sdRmzgJXuXtl3wePq7OFJarhgcLUCqirfffhtjY2OYnJwEAMRiMezZswePP/44DMPo8giJiO4NVcX09DtIpg4jmTyEqaljqNXyjXYRN/r7n0Q0agVF/cGtMAxPF0dMREREdPeYZgVT6eP2bKQxFAqXGm0iboRD2xpL2np6NnZxpLScMDhawEzTxKlTp7B//36kUikAwKpVqzA6OoqHH36Yf1UnoiWhWLqBVPJwo1ZRuTzZ0t7buwmRyA4MRHfadYr6ujRSIiIiovsrn7+ASbsuUjp9vGXmdU/PRsQGrBApFHqGf0yje4bB0SJQrVbx2muv4cCBA8jlrGmL69evx969e7Fhw4Yuj46I6NZUqzmkpo5aQVFyAvn8uZZ2r3cFotEdjeVnPt/KLo2UiIiIaOGoVNL2krZxJBIHUK2mG21udz8GorsQi41iYGAXPJ5IF0dKSw2Do0WkXC7jlVdewaFDh1AoWFtMb9q0CaOjo1i1alWXR0dE1JlpVpDJvNGYUZTJvAHVaqPd5epBOPy8tfwsMoLe3k2cUUlEREQ0B9OsIp15zd6lbV/bH+IMhEPPIBbbg4HYKHp7uFqF7gyDo0WoWCziyJEjOHLkCMrlMgBg8+bN2LNnD2KxWJdHR0TLXX2nkFRyAsnUYaRSR1uKPIq40B/cimh0JyLREYT6PwLD8HZxxERERESLWz5/CfHEOBLxfUhNHYNqpdEW8K/HQGwPBmN7EQ4/y3930S1jcLSITU9P49ChQzh27BhqtRpEBE8++SReeuklhMPhbg+PiJaRUunDRkHrVPIwSuUPWtp7eh5qLD+LRF6A2x3s0kiJiIiIlrZqNYtE8pC9S9sBVCrJRpvL1YeB6IvWbKSB3fB6B7o4UlosGBwtAel0GgcPHsSrr74KVYXL5cK2bdvw4osvoq+PRWSJ6O6rVqcxNXUMydQEkslDmJ5+t6Xd4xlo7HwWjeyA37+6SyMlIiIiWr5Ua8hk3sBkfByJ+Dhy0287WgWh/iftXdr2orf3ES5po44YHC0hiUQC+/btw+nTpwEAHo8HL7zwAnbs2IFAINDl0RHRYmaaVWSzJxsFrdOZ11rqFBlGAJHIc3ZB6538hwcRERHRAlQoXEU8sQ+J+DiSqZehWm60+X2rMRAbxWBsFOHwC3C5fF0cKS0kDI6WoBs3bmB8fBzvvPMOAMDv92NkZATPP/88vF6uZyWim1NV5PMXkEwdQjI5gVTq5ZY6RYCB/v6tjYLWodCTMAz+44KIiIhosahWp5FKTVizkRL7UC7HG20uVw+ikRF7l7Y98PkGuzhS6jYGR0vYlStXMDY2hosXLwIA+vr6sGvXLjz99NNwu93dHRwRLTilchyppFWnKJmaQKl0o6W9p2cjIpERRKM7EAlvh8fT36WREhEREdHdpGoimz2NyfgYEvF9yObOtLT3B7c2ZiP19T3BmeXLDIOjJU5Vcf78eYyNjeHatWsAgHA4jN27d2Pr1q0wDKPLIySibqnV8khNHbPCotQEcrm3Wto9niiikR3W7meRHQgE1nRppERERER0PxWL1xFP7EM8Po5U6jBMs9Ro8/kewMDAbgzG9iIS2Q6Xi2VRljoGR8uEquKtt97C+Pg4JicnAQCxWAyjo6N4/PHHmRgTLQNWnaLTdkHrCaTTr7Zs1WoYfoTDzzaWn/X1PQYRhstEREREy1mtVkAqdaQxG8m5e65h+BCNjGAgtgex2Cj8vge6OFK6VxgcLTOmaeLkyZPYv38/pqamAACrVq3C3r178dBDDzFAIlpCVBWFwkWroHVqAqnUEVSrWUcPQX9wGBF797NQ/9MsgkhEREREs1JVZHNnEI9bBbYz2ZMt7cG+zRiI7cFgbC+CwS38I+QSweBomapWq3j11Vdx8OBB5HJWwdsNGzZg7969WL9+fZdHR0S3q1xOIJk63KhVVCxda2kPBNYjGt2JaGQEkcgL8HjCXRopERERES12pdKHSCT2YzI+hmRyAqZZaLR5vYOIDexBLLYHkcgI3O7eLo6U7gSDo2WuXC7j2LFjOHToEIrFIgBg06ZNGB0dxapVq7o8OiK6mVqtgKmp4/buZ4eRy51tafd4IohEtiMasWYVBQLrujRSIiIiIlrKarUSpqZexmR8HPH4GEql6402w/AiEn4BA7FRxAZGWTtzkWFwRACAQqGAI0eO4MiRI6hUrJonW7Zswe7duxGLxbo8OiKqU60hmz3TWH42NXUCquVGu2F4EQ5ZdYoi0REE+57gFGEiIiIiuq9UFbnpt5GIjyMeH0c68zqAZp7Q1/toY5e2/v6PQMTVvcHSTTE4oha5XA6HDh3CK6+8glqtBhHBU089hZdeegmhUKjbwyNalvL5S42C1ladorSjVRAMbm7MKAqFnoHL5e/aWImIiIiI2pXLcSQSBzAZH0cy+VXUatONNo8nitjAbgzERjEQ3Qm3O9jFkVInDI6oo6mpKRw8eBCvvfYaVBUulwvPPvssdu7cib6+vm4Pj2hJq1RSSCYP22HRYRSLV1ra/f611s5n0Z2IhF+A1xvt0kiJiIiIiG6NaZYxNfUKJuNjiMfHW/6tK+JBJPxco8B2IMD6uwsBgyOaUzwex759+3DmzBkAgNfrxQsvvIAdO3bA7+esBqK7oVYrIp0+YS8/O4Rs9iycU3nd7hCikR2IRHdgILqTv0CJiIiIaElQVUznzyERH8dkfBzp9KsAzEZ7T8/DiMX2IBbbi1D/UzAMd/cGu4wxOKJ5uX79OsbHx/Huu+8CAPx+P3bu3InnnnsOXq+3y6MjWlxUTWRzZ62lZ8kJTKWPwzRLjXYRL8LhZxCN7EQ0ugPB4Gau+yYiIiKiJa9SSSGROGjv0nYQ1Wq20eZ2hxEbeAkDsT0YiL4Ej6e/iyNdXhgc0S25fPkyxsbGcOnSJQBAX18fdu3ahaeffhpuN9NfotkUClcaBa1TqSOoVFIt7X19T1jLzyIjCIe3weUKdGmkRERERETdZ5oVpNMnEI+PI54YRz5/odEm4kIotA2x2CgGY3vR07OxiyNd+hgc0S1TVbz33nsYGxvD9evWFovhcBh79uzB8PAwDIM7OBFVKlNIpo4gZYdFhcLllna/bzWi0Z3W7meR7fB6B7o0UiIiIiKihS+fv4B4fByT8TGk08ehWmu0BQJDiMVGEYuNIhzaBsPwdHGkSw+DI7ptqoo333wT4+PjiMfjAIDBwUGMjo7iscceg4h0eYRE90+tVrLqFKUOI5k8hGz2NFrrFAURiWxvLD8LBIb4HiEiIiIiug2VSgbJ5EF7NtL+ll2H3e4gotFdVpA08BI8nkgXR7o0MDiiO2aaJk6ePIl9+/YhnbbesKtXr8bevXvx4IMP8sMxLUmqJnK5t5BMHkIydRhTU6/ANIuNdhEPQqGnG7ufBfs2s5gfEREREdFdZppVpDOvIREfRzyxD9PT7zpaDYRCTzdmI/X2PMzPp7eBwRHdNdVqFa+++ioOHDiA6elpAMDQ0BD27t2LdevWdXl0RHeuUHgfqdSEXavoMCqVZEt7X99jiEZGEI2OIBx+Fi5XT5dGSkRERES0POXzl5BI7EM8vg+pqaNQrTTa/P51jRApEn4WhuHr4kgXDwZHdNeVy2UcPXoUExMTKBatGRiPPPIIRkdH8cADD3R5dETzV6lkkJo6YgVFyQkUChdb2n2+B6w6RZERRKI74PPGujNQIiIiIiKaoVrNIpmcQDw+hnhif8sffl2uXkSjLyIW24PYwG54+W/5WTE4onumUCjg8OHDePnll1GpWCnvli1bsGfPHgwMsBAwLTymWUI6/Vpj97NM5hQAs9HucvUhEnmhERb19GzkVFciIiIiokVAtYZM5g27LtI+5HJvOVoF/f1PYjA2ioHYKPp6H+W/8x0YHNE9l8vl8NWvfhXHjx9HrVaDiODpp5/Grl27EAqFuj08WsZUFbnpt5FMHkIqOYHU1CswzUKjXcRt1SmK7EA0OoJgcCvrFBERERERLQGFwvv2krYxJFMvQ7XcaPP7VmMgNopYbA8i4e1wuZb3kjYGR3TfTE1N4cCBA3j99dehqnC5XHjuueewc+dO9Pb2dnt4tEwUi9eQTB5G0q5VVKkkWtp7ex+xClpHRhAOPwe3m69NIiIiIqKlrFqdRip1uDEbqVyebLQZRgDR6Ii9S9se+HwrujjS7mBwRPfd5OQk9u/fjzNnzgAAvF4vtm/fju3bt8Pv93d5dLTUVKtZpFIvN5af5fPnW9p93pWIRkcQiY4gGtmxLH8REBERERGRRdVENnvaCpHi48jmzrS0B4PDiMX2Ihbbg2Df5mWxpI3BEXXN9evXMTY2hnPnzgEAAoEAdu7cieeeew4ej6fLo6PFyjTLSGfeaCw/y2RPQrXWaLfqFD1vLz/biZ6eh5bFD3siIiIiIrp1xdINJOL7EI+PI5magGmWGm0+70oMxPYgFhtFNLIDLlegiyO9dxgcUdddunQJY2NjuHz5MgAgGAxi165dePrpp+Fyubo8OlroVBXT0+8gmTqMZPIQpqaOoVbLN9pFXOjvf9IuaL0D/f0fgWEwmCQiIiIioltTqxWQSr1s79K2D6XSjUabYfgQiexoLGnz+1d1caR3F4MjWhBUFefOncPY2Bhu3LDefJFIBLt378bw8DAMw+jyCKnbVE2UK0mUitdQLF1HqXgdmcwpJFMTLWuQAaC3dxMidkHrSPg5uN3BLo2aiIiIiIiWIlVFLne2URcpk3mjpb2v7wmsXPF1GBr68S6N8O5hcEQLimmaePPNNzE+Po5EwipavGLFCoyOjuLRR7kl4lKlqqhW0ygWr9c6nokAACAASURBVKNUuo5i8XojHGp+vdGy04GT1zuIaGTErlW0A37fA/f5HhARERER0XJWKk0ikdhv79I2gVotj4GB3XjyI5/t9tDuGIMjWpBqtRpOnjyJ/fv3I51OAwDWrFmDvXv34sEHH+zy6OhWVau5DkFQ82uxeB2mWbjpedzuMPz+VfD7VsHnX4Weno2IRnagt/cRhopERERERLQg1GolTE0dheEKIBJ+ttvDuWMMjmhBq1arOHHiBA4ePIjp6WkAwMaNG7F3716sXbu2y6MjAKjVio1ZQi2zhRzHqtXsTc/jcvXC718Nn+8BOxhaDb9vFfz+VfD5VsHvfwAuV899uEdERERERERUx+CIFoVSqYRjx45hYmICxWIRAPDoo49idHQUK1eu7PLoli7TrKBU+mDO2UKVSvKm5zEMnyMQWtXy1QqLVsHtDnLWEBERERER0QLD4IgWlUKhgImJCRw9ehSVSgUAMDw8jD179iAajXZ5dIuLag2l/5+9O4+q6rz3+P/Zh1EFQcERIwhCnJBBxFkZkpiaZroZTa8xpk2a9uZ2SPUm7bpt0tw0sUkzt2l/95eawSbNjWlvavNL0xXBMc4ap8SEQUBBAQdUEBnOOfv3B7AvRzczeBDfr7VYwH72fvb3nGqFT57nu+uO224ba1ot1NB0uvW/94bhq4CAYY2rgkbYhkN+foMJhQAAAADgMkRwhMtSZWWlNm7cqJ07d8rtdsvhcCgpKUnz5s3TwIEDvV2e15mmqfr6UxevEGr2RLLaunKZprONmQwF+A+9KAj6v9VCI+TvHy7D8LkkrwsAAAAAcGkRHOGyVlFRofXr12vv3r0yTVO+vr5KTU3VrFmzNGDAAG+X1yMankBW2bgq6Kj9NrLaUrndtW3O5ec3uFkPocZQqNn2sYCAoXI4/C7BqwIAAAAA9EYER+gTjh8/rrVr1+rLL7+UJPn7+2vmzJmaPn26AgMDvVxdx7hc1S08jv7/tpG5XOfanMfXd6DtKqGAZgGRj0/AJXhFAAAAAIDLFcER+pSjR48qOztbeXl5kqR+/fppzpw5mjp1qvz8vL9yxu2uVU1NqedTyC7oK+R0nmlzHh+f/g0rgy7YNhZgfR4uX9+gS/CKAAAAAAB9GcER+qTCwkJlZWXpyJEjkqTg4GDNmzdPSUlJ8vHpmX48brdTdXXlLW4fq6k5pvr6k23OYxj+CgwYbv/0scavfX0H0mwaAAAAANDjCI7QZ5mmqdzcXGVnZ6u0tFSSNGjQIKWnp2vSpElyOBwdmMuturoTrW4fq60tl+RudR7D8JG//9CL+wpZn0fK32+wDKP9tQEAAAAA0FMIjtDnud1uffnll1q7dq1OnmxY8TN06FBlZmYqLi5OkuR0nm6lr9BR1daWyTTr27yXv/+QFp8+1tRsmieQAbgU6uvrVVRUpNzcXFVWVsowDNsPSS2OtfbR2eu8de2lvicAAEBfQXCEPs/prFRNzTFVny9Rft4OHSrYJalCAQHnNGBAnQICzsk02/MEskHNegjZ9RUaJofDv+dfEAC04OzZs8rJyVFubq4OHTqk+vq2A2/0jCslILsc623tupCQkD77VFYAADqrI8GRb08XA3SUy1XT6mPpa2qOyeWq8rhm+HDPOUxTcrsDFBg4UsFBV9n3FgoYLh+ffpfwlQFA29xut0pKSqywqGlbbpNhw4YpLi5Ow4YNk9Swhbe9Hx09n2sv/r75Z1w+hgwZoqioKEVFRSkyMlJBQTxsAgCA9iI4wiXldteptrbM44ljNbXHPJ5IVl9f0eY8DkegxyqhpkDIxydcX399XFu35eh8dcMP9uPGjVN6err1SxYA9Dbnz59XXl6ecnNzlZeXp+rqamvMz89P0dHRio2NVWxsrEJCQrxY6ZXrUgRWnb2Oa1v+cLvdOnnypI4fP67jx49rx44dkgiSAADoCLaqoduYpku1teWegdAFn+vqTkhq/c+cYfgpIGBYC32FRiowcIR8fUNb7TdRXV2tzz77TNu2bZPT6ZQkTZ48WWlpaRo8eHB3vmwA6DDTNFVeXq7c3Fzl5OToyJEjHqtYBg0apNjYWMXFxSkyMlJ+fn5erBa4vDmdTpWUlKiwsFCFhYU6cuSI9bNBE4IkAMCVhh5H6Hamaaqu/qRqL9g+1nzlUF1duUzT1cZMDgUEDG3h6WMNn/39w9VdTyCrrKzUhg0btGvXLrndbjkcDiUnJ2vu3LkaOHBgt9wDANqjvr5eBQUF1ha0M2fOWGMOh0OjR49WXFycYmNjFR4eTjNmoIcQJAEAQHCEDjJNU07n2QtWCB29IBgqlWnWtTmXn19Yi4FQYOBI+fsPlcNx6XdIVlRUaN26ddq3b59M05Svr69SU1M1e/Zs9e/f/5LXA+DKcPr0aWtVUUFBgccvpwMGDLC2n8XExCgwMNCLlQJXrvYESeHh4VaQFBUVRZAEALjsERzBg9N5zqOH0EXbyGqPyeWqbnMeX98QjyeOBQaM8HgiWUOz6YBL8Io6r7y8XGvXrtXBgwclSQEBAZo5c6amT5+ugIDeXTuA3s/lcqm4uNhaVVReXu4xPmLECGtV0ciRI+VwdM/qSgDdx+l06ujRo1aQdPjwYYIkAECfQ3B0BXG5ahvCIJt+Qk2fnc6zbc7j4zOg1e1jAQHD5evbdx5lW1JSouzsbOXn50uS+vfvrzlz5iglJYVeIgA65Ny5cx6NrWtqaqwxf39/xcTEWCuLgoODvVgpgM7oaJAUGRnJ33UAQK9HcNRHuN31zZpNH7UCouYrh+rrT7U5j8Phf9HTxzwfSz9Cvr7BV2Q/jYKCAmVlZam4uFiSNHDgQM2bN0+JiYny8fHxcnUAeiPTNFVaWmptQSspKfFobB0WFmY1th49erR8fXmAKdCXXBgkHTlyRPX19R7nECQBAHo7gqPLgGm6VVd3vMWnj9XWHFNt3XFJ7lbnMQwfBfgP8wyEAkd6hEN+foOvyFCovUzTVG5urrKyslRWViZJGjx4sNLT0zVx4kS2kgBQXV2dDh06ZIVFlZWV1pjD4VBUVJS1BS0sLMyLlQK41NobJEVGRlphEkESAMDbCI56maNH31d1daFqao9aq4Vqa8tkms42rjTk7z/k4r5CzT4H+A+RYbAypju43W598cUXWrt2rU6daljJNWzYMGVkZCguLo7wDbjCnDp1ygqKCgsL5XL931Mjg4KCrFVF0dHR9EgDYGkeJBUVFenw4cMXBUlhYWEePZIIkgAAl1q3BkeGYVwl6W1JwySZkv7bNM2XDcMYLOl/JEVJKpR0p2maFUbDb9cvS1ogqVrSfaZp7m6ca7Gk/2yc+inTNN9q7d59JTjasnW+qqvzLjru5zfYvp+Q1VdoqBwOfy9UfGVzuVzas2eP1q9fr7NnG/pDjRo1SpmZmRozZoyXqwPQU1wulw4fPmw1tj5x4oTHeEREhLWqaMSIEYTJANrF6XTq2LFjHj2SCJIAAN7W3cHRCEkjTNPcbRhGsKRdkm6RdJ+kU6ZpLjcM4zFJg0zTfNQwjAWS/l0NwdE0SS+bpjmtMWjaKSlFDQHULklTTNOsaOnefSU4OnzkDbmc5zxWDgUEjJCPD49e7s3q6+u1c+dObdy4UdXVDU+di4mJUUZGhiIiIrxcHYDuUFVVpdzcXOXm5io/P1+1tbXWWEBAgMaOHavY2FiNHTuWpyYB6BYul+uiZtutBUmRkZEaOHCgl6oFAPRVPbpVzTCMv0n6beNHmmmaxxrDpXWmaV5tGMb/0/j1nxvP/1pSWtOHaZrfbTzucZ6dvhIc4fJWW1urrVu3avPmzdYvlePHj1d6erqGDh3q5eoAdITb7VZpaalycnKUk5Ojo0ePeowPGTLE2oJ21VVX0SQfQI8jSAIAeEOPBUeGYURJ2iBpkqTDpmmGNh43JFWYphlqGMZHkpabprmpcSxL0qNqCI4CTdN8qvH4zyWdN03zNxfc40FJD0rS6NGjpxQVFbW7PqAnVVdX67PPPtO2bdvkdDplGIYmT56stLQ0DRo0yNvlAWhBbW2t8vPzrZVFVVVV1piPj4/GjBljhUX8XQbgbe0Nkpo32yZIAgB0VI8ER4ZhBElaL+lXpmn+1TCM003BUeN4hWmag7oaHDXHiiP0RmfPntWGDRu0e/duud1uORwOTZkyRXPnzqUnAdBLnDhxwmpsXVRUJLf7/55QOXDgQCsoGjNmjPz96SUHoPdqHiQVFRWpqKjooiBp8ODBHj2SCJIAAG3p9uDIMAw/SR9J+qdpmi80HvtabFXDFezUqVNat26d9u3bJ0ny9fXVtGnTNGvWLPXv39/L1QFXFqfTqaKiIquxddOTESXJMAyNGjXKamw9bNgwGlsDuGy5XK6Lmm3X1dV5nEOQBABoS3c3xzYkvaWGRtg/anb8OUknmzXHHmya5n8YhnGDpIf1f82xXzFNM7WxOfYuScmNU+xWQ3PsU2oBwREuB+Xl5crOztZXX30lqaGh7syZMzV9+nQe0Q30oMrKSmtV0aFDhzx+cerXr59HY2vCXAB9FUESAKAzujs4mi1po6T9kprW+v9M0jZJ70saLalI0p2maZ5qDJp+K+l6SdWSlpimubNxrvsbr5Uatry90dq9CY5wOSkuLlZ2drYOHTokSerfv7/mzp2rKVOmyM/Pz8vVAZc/t9uto0ePWquKjh075jE+dOhQxcXFKS4uThERETS2BnBF6miQFBkZqZCQEC9VCwDwlh59qtqlRHCEy1FBQYGysrJUXFwsqaGfSlpamhISEvhFFuig8+fPezS2rq6utsZ8fX0VHR2t2NhYxcbGKjQ0tJWZAODK1J4gadCgQR4rkgiSAKDvIzgCvMw0TeXk5CgrK0vl5eWSGp6Akp6ergkTJsjhcHi5QqB3Mk1Tx48ft7agHT58WM3/nQoNDbUaW0dFRbGaDwA6yOVyqbS01AqSioqKCJIA4ApEcAT0Em63W1988YWys7NVUVEhSRo+fLgyMjIUGxtLg15AUn19vQoLC60taKdPn7bGDMPQ6NGjrcbWQ4YM4e8NAHQjgiQAuDIRHAG9jMvl0ueff67169ersrJSknTVVVcpMzNTUVFR3i0O8IIzZ85Yq4oKCgo8Hi3dv39/jR07VnFxcYqJiVG/fv28WCkAXFkIkgDgykBwBPRS9fX12rFjhzZu3Kjz589LkmJiYpSZmamRI0d6uTqg57jdbhUXF1urisrKyjzGhw8fbq0qioiIYDsnAPQSFwZJhw8fVm1trcc5zYOkyMhIes4BwGWA4Ajo5WpqarR161Zt3rzZ+q94EyZMUHp6uoYMGeLl6oDuUV1drby8POXm5iovL88KSyXJz89PMTExVmNrHg0NAJeH5kFSUVGRioqKLgqSQkNDPVYkESQBQO9DcARcJs6dO6fPPvtM27dvl9PplGEYSkhI0Lx58zRo0CBvlwd0iGmaKisrs7agFRcXezS2HjRokOLi4hQXF6fIyEj5+vp6sVoAQHdwu90XbW0jSAKA3o/gCLjMnD17Vhs2bNDu3bvldrvlcDiUkpKiOXPmKDg42NvlAS2qq6tTQUGBFRadPXvWGnM4HIqMjLSeghYWFkZjawDo4wiSAODyQHAEXKZOnTqldevWad++fZIatvNMmzZNs2bNokEweo2KigorKCosLJTT6bTGBgwYYAVF0dHRCgwM9GKlAABvI0gCgN6J4Ai4zJWVlSk7O1tff/21JCkgIECzZs3StGnTFBAQ4OXqcKVxuVw6cuSI1dj6+PHjHuMjR460GluPGDGCxtYAgBZ1NEiKjIxk+z4A9ACCI6CPKC4uVlZWlgoKCiQ1rOaYM2eOUlJS6A+DHnXu3Dnl5eUpJydHeXl5Hj/U+/v7KyYmxgqLgoKCvFgpAOBy5na7VVZWZgVJhYWFFwVJISEhHiuSCJIAoOsIjoA+5tChQ8rKylJJSYmkhh+g0tLSNHnyZPn4+Hi5OvQFpmmqtLTUWlVUXFzsMR4WFmYFRaNHjya4BAD0iAuDpKKiItXU1HicQ5AEAF1HcAT0QaZp6uuvv1ZWVpa1VSgsLEwZGRkaP34824PQYbW1tTp06JByc3OVm5uryspKa8zHx0dRUVFWv6LBgwd7sVIAwJWqM0FSaGgoD2MAgDYQHAF9mNvt1oEDB7R27VpVVFRIkoYPH67MzEyNHTuWH5TQqpMnT1qNrYuKiuRyuayx4OBgKygaM2YM/bQAAL0OQRIAdA+CI+AK4HK5tHv3bq1fv15VVVWSpNGjRyszM1ORkZFerg69hdPp1OHDh62w6OTJkx7jo0aNsragDR8+nB+sAQCXlY4ESZGRkdbWNv69A3ClIzgCriD19fXavn27Nm3apPPnz0uSxo4dq8zMTI0YMcLL1cEbKisrrcbW+fn5qqurs8YCAwOtxtZjx47VgAEDvFgpAADdy+12q7y83KPZ9oVB0sCBAy/qkUSQBOBKQ3AEXIFqamq0ZcsWbdmyxQoKJkyYoPT0dA0ZMsTL1aEnud1uHTt2zGpsffToUY/xIUOGWKuKrrrqKhqqAwCuGARJAGCP4Ai4gp07d06bNm3S9u3b5XK5ZBiGEhMTNW/ePIWGhnq7PHSTmpoa5efnW42tz507Z435+vpqzJgxio2NVWxsLE+bAQCg0YVBUlFRkbViuwlBEoArAcERAJ05c0YbNmzQ7t27ZZqmfHx8lJKSojlz5igoKMjb5aGDTNPUyZMnlZOTo5ycHB0+fFhut9saDwkJsRpbR0VFyd/f34vVAgBweSBIAnClIjgCYDl58qTWrVun/fv3S5L8/Pw0ffp0zZw5U/369fNydWiN0+lUYWGh1di66Sl6kmQYhq666iorLBo6dCg/xAIA0EXNg6SioiIVFha2GCQ1NdsePHgw/wYDuOwQHAG4SGlpqbKzs5WTkyOpoUnyrFmzNG3aNFan9CJnz561gqJDhw6pvr7eGuvXr5/Gjh2ruLg4xcTEqH///l6sFACAvs/tduv48eMePZIuDJKCg4M9ViQRJAG4HBAcAWjRkSNHlJWVpcLCQknSgAEDNHfuXE2ZMkW+vr7eLe4K5Ha7VVJSYjW2Li0t9RgfNmyY1dh61KhRcjgcXqoUAAAQJAHoKwiOALTKNE0dOnRIWVlZ1hO4QkJClJaWpoSEBMKJHnb+/Hnl5+crJydHeXl5qq6utsb8/PwUHR1tNbYOCQnxYqUAAKA1BEkALlcERwDaxTRNffXVV8rOztbx48clSeHh4crIyND48eP5oaabmKap48ePW6uKDh8+rOb/3xsaGmqtKoqKipKfn58XqwUAAJ11YZBUVFTk8R+IJIIkAL0DwRGADnG73dq/f7/Wrl2r06dPS5JGjBihzMxMxcTE8MNMJ9TX16ugoMDqV3TmzBlrzOFwaPTo0VZj6/DwcN5jAAD6ILfbrRMnTnisSGopSGpqth0WFsbPBQB6HMERgE5xOp36/PPPtX79elVVVUmSIiMjlZmZqdGjR3u5ut7v9OnTVlBUUFAgp9NpjfXv398KimJiYhQYGOjFSgEAgDe0J0gKCgryWJFEkASgJxAcAeiSuro6bd++XZs2bVJNTY0kKTY2VhkZGRoxYoSXq+s9XC6XiouLrS1o5eXlHuMjRoywtqCNHDmS3lEAAMBD03Z2giQAlxrBEYBuUVNTo82bN2vLli3WY+EnTpyo9PR0hYeHe7k676iurlZeXp7V2LopWJMkf39/RUdHW2FRcHCwFysFAACXG4IkAJcKwRGAblVVVaVNmzZpx44dcrlcMgxDiYmJmjdvnkJDQ71dXo8yTVNlZWXWqqLi4mKPxtaDBw+2gqLIyEj5+vp6sVoAANCXECQB6CkERwB6xJkzZ7R+/Xp9/vnnMk1TPj4+mjp1qmbPnq2goCBvl9dt6urqdOjQIeXm5io3N1dnz561xhwOh6Kioqx+RWFhYV6sFAAAXElM07yoR9K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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def parse_datetime(x):\n",
" try:\n",
" return parser.parse(x)\n",
" except:\n",
" return numpy.nan\n",
"df['datetime'] = df['Year'].apply(parse_datetime)\n",
"\n",
"df_all=df.set_index('datetime').resample('1y').aggregate('sum')\n",
"df_all.plot(linewidth=2, figsize=(20,10)).plot()\n",
"plt.title('Per capita spending of same-day in-town visitors ($)')\n",
"plt.legend(loc=4,prop={'size':11})"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"selected_columns = list(set(df_all.columns) - set(['Overall', 'The mainland of China']))\n",
"df_all[selected_columns].plot(linewidth=2, figsize=(20,10)).plot()\n",
"plt.title('Per capita spending of same-day in-town visitors except for Total and mainland China($)')\n",
"plt.legend(prop={'size':12})"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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OIcS5JsGREEIIIYQQQgjin/jsnPZ/aPqgMzre4XBw3333sXnzZpRSvP/++7Ru3RqAhQsXMn/+fBwOB3Xq1GHBggW0bNnSbz/JycmMHz+ezZs389577zF58mQA3n33XZYsWUJkZCS7d++mYcOGvPrqq0yaNIkDBw7QqVMnFi1ahFKKvLw8Jk6cyO7duykuLqZPnz7MmjULs9lM79696dChA9988w1169Zl/vz5JCUlkZmZCcDmzZuZPHky+fn5AMyYMYMBAwYwadIk1q9fT2lpKdHR0SQnJ9OkSRMyMjIYMWIE6enpAPTv35/Zs2ef0b0U4nTIVDUhhBBCCCGEEBe87777jvHjx7N7926GDh3K888/D8CGDRv48MMP+c9//kNqaiqTJ09m3LhxfvvIzMxk7dq1DB06lLFjx/LOO+/47N+2bRuzZs3ihx9+IDg4mBEjRrBkyRK+//579uzZw5o1awCYOHEivXr1YuvWrezcuZOMjAySk5M9/Rw8eJCNGzeyatUqn/5PnDjBrbfeyssvv8yuXbvYsWMHnTp1AuCJJ55g27Zt7Nq1i+HDh/P4448DsHjxYpo1a8aePXvYs2cPzz777Nm5oUJUk1QcCSGEEEIIIYQ444qgc61ly5ZcddVVAHTt2pVPP/0UgE8//ZRdu3bRpUsXALTWZGdn++0jJSWFm266ifDwcK655hocDgebN2+mW7duAFxzzTU0atQIgKuuuor4+HgiIyMBSEhI4MCBA/Tv358VK1awdetWXnnlFQBsNpvnOIARI0ZgsVR8u71582batGnD1VdfDYDZbCYqKgqAzz//nNdee42CggIcDofnmK5duzJ79mwmT55Mr169GDhwYA3voBA1U63gSCn1Z+AeQAFvaq3nKKXqAh8A8cAhYKjWOlsZz3qbC9wA2IA7tdY73P2MAZ52d/u81nrhWbwWIYQQQgghhBAXqaCgIM/HZrPZE65orRk3bhzPPffcKft45513yMjIID4+HoDc3FySk5M9wVH5c1R1zuXLl3PFFVf4PU9YWNhpXdvhw4d59NFH2bZtG02bNmXTpk2MGDECgG7duvHtt9/y1VdfkZKSwvTp09m4ceNp9S/EmTjlVDWlVFuM0KgzkADcqJRqDjwBrNFatwDWuD8HuB5o4f5zL7DA3U9dYArQxd3XFKVU1Fm9GiGEEEIIIYQQl5SbbrqJ9957jyNHjgDGU9NSU1MrtNu2bRs5OTkcO3aMQ4cOcejQIfbu3cvSpUux2Wyndc7Bgwczffp0nE4nYEyB++WXX055XLdu3fj+++/ZvHmzZ6zZ2dnk5eUREBBAXFwcLpeL119/3XPML7/8QkREBMOGDWPWrFmkpqbicrlOa7xCnInqrHHUGtiitbZprR3AeuCPwM1AWcXQQuAW98c3A+9pwzdApFLqMmAg8JXW+oTWOhv4CrjuLF6LEEIIIYQQQohLTM+ePXnhhRcYPHgwCQkJtG3blk8++aRCu+TkZIYPH44xScbQsGFDEhMTWbp06Wmdc86cOZjNZhISEmjXrh3XXXcdR48ePeVxdevW5V//+hcTJ06kffv2dOzYkdTUVNq1a8eQIUNo06YNXbp0oWnTpp5j1q1bR2JiIh06dOD666/n9ddfx2SS5YrF+aO01lU3UKo18AnQDSjCqC7aDozSWke62yggW2sdqZRaCUzXWm9071sDPA70BoK01s+7tz8DFGmtZ5Y7370YlUpcfvnlHQ8fPnyWLlUIIYQQQgghhLd9+/Z5nkwmhLg4+fs+V0qlaq2TqnP8KWNKrfU+4CXg38AXwE7AWa6NBqpOoKpJa/0PrXWS1jqpfv36Z6NLIYQQQgghhBBCCFED1apv01q/rbXuqLXuCWQD+4F09xQ03H9nuJsfBRp7Hd7Iva2y7UIIIYQQQgghhBDiAlSt4EgpFeP++3KM9Y2WACuAMe4mYzCms+HePloZugK5WutjwJfAAKVUlHtR7AHubUIIIYQQQgghhBDiAmSpZruPlFL1ADvwgNY6Ryk1HfhQKXUXcBgY6m67CrgBOADYgLEAWusTSqm/A9vc7Z7TWp84S9chhBBCXDJcpU6UAmU11/ZQhBBCCCHERa5awZHWuoefbVlAPz/bNfBAJf0kA8mnOUYhhBDikqRdGkdWEfZjhdjTCrGn2bCnFeI8UQyAKdSCOSIQc2Qg5jruP5GBmCMCsLi3KYs8dUUIIYQQQtRcdSuOhBBCCHEOOQtK3QGRzR0SFWJPt4HDVbGx2XiMsKvQgavQgf1YYaX9mkKtXsFSAOY6gVjKhUwSLgkhhBBCiMpIcCSEEEKcR9ruxJ5u86kgsqcV4iqw+21vjgzEGheK9bJQrHEhWONCsUQHg1K4Cuw4c0tw5pbgcP/tzCnBmVtqfJxXgqvQjqvQjv1oQaVjMoW5w6WIQHelUoBXsGR8rswSLgkhhBBCXIokOBJCCCHOAe3SOLOLfSuI0gpxZBaBrtheBZqNgCguxB0SGX9MQZX/qDZHBGCOCIDG4ZWOwVVQisM7TMoxAiUjYCrBmVeKq8COq8COnUrCJeUOl8pXK5VVMUUGYg6XcEkIIcSZi4+PJygoiKCgIM+25cuXEx8fX3uDqian08nll19OUlISn3zyic++sWPHsnXrVtq2bcsHH3xQ4di7776bMWPG0KNHhVVias3UqVMpKChg5syZfvc99dRTBAQEAHDnnXeSlJTEgw8+WOPzHTp0iKZNm3L77bezdOlSz/Y777yThQsXsmfPHtq2bVvlvapqHN77ajpepRTt2rXDZDr5O8/WrVs99+F0LF++nAYNGtC5c+fTPvZ8k+BICCGEOEMum71CBZE9zYYudVZsbAJL/ZCTFUSxRjWROTIQpdRZHZcyKaNiKCKw0jbaqXEWeIVKuV4hU9m2/FJc+XZc+XbsR6oIl8ID3MFSQLlwyf0nPABlPrvXKIQQ4uKzbNky2rZtW+PjHQ4HFsv5f6v7xRdf0KBBAzZu3Eh6ejqxsbEApKen89FHH5GTk+MTOJRxOp289dZb53u4Z+Rvf/sbkyZNqlFgUpW6deuyZ88esrOziYqKoqCggA0bNtCwYUNPm9q+V5s2bSIsLOyM+1m+fDlJSUkSHAkhhBAXE+1wYT9ehCOtkNK0QhxphdiPFeLMK/Xb3hQe4DPFzBoXijUm5IJaU0iZFRZ3JRGX+2+jnRpnfvlwqWyKXCnOnBJcBaW48kopzSuFXys7mbtKqk65QCny5NpLpvAAlEnCJSGEqBVT65zj/nNrfOihQ4dISkoiMzOzwudlH995552sXbuWe++9lz/96U889NBDbNtmPNR79OjR/OUvfwGgd+/edOjQgU2bNnHixAmGDh3KtGnTADh27BgPPfQQ//vf/ygqKmL48OE89dRT1RpjcnIy48ePZ/Pmzbz33ntMnjyZ/Px8+vTpg81mIzExkTFjxhAVFcWiRYsIDw/np59+YtGiRTzyyCNMmjSJG2+8kdzcXB599FG2bduGyWSiR48e/N///R9r1qzh6aefpri4GIfDwV//+leGDRtWYRxpaWkMHz6cvLw8iouLGTRoEC+//LLxJZg6lR9//JHc3FwOHjxIs2bNWLp0KSEhIeTm5nLXXXexd+9e4uLiaNy4sSf88vbAA8azsK6++mpMJhPr1q0DYO/evfTt25dff/2Vbt26sXDhQpRS5OXlMXHiRHbv3k1xcTF9+vRh1qxZmM0Vnw6rlOKOO+7gn//8JxMmTGDp0qXccsstfPTRR542vXv39tyro0ePMnr0aI4dO0Z8fLxPMFfVPm+lpaX89a9/Zf369ZSUlNC+fXsWLFhwWuGQw+Fg0KBBZGVlUVRUROfOnXnjjTcICAhg06ZNPPjgg7hcLux2O08//TR169ZlxYoVrF69mrfeeouJEycyevToap/vfJPgSAghhChHa40zt9Rnipn9WCGO40XgqjjPTFlNWOJCscb6TjMzh1prYfRnnzIrLJHG+kc08d9GO10487wrlUp9117KLcGVb3dXM5UC+f47MoE5vKxayTdkKlt/yRQm4ZIQQlzMbr/9ds9UNYvFwvbt2095TFZWFp06dfJMq3r88cdxuVzs2bOH/Px8unXrRrt27bj++usB+P7779m0aRPFxcV069aNq6++mhtvvJHRo0fzzDPP0LNnT0pLS+nXrx+dOnXi2muvrfL8mZmZrF27lnfffZdWrVpxzz33MHnyZMLDw1m1ahVJSUns3LkTgHfffZdvvvmGXbt20axZswp9PfLII4SFhbFr1y5MJpMnLEtMTGTjxo2YzWbS09Pp2LEjAwcOJCoqyuf4yMhIPv30U8LCwrDb7QwcOJAvvviC6667DoDt27ezbds26tSpw8CBA1m8eDH33HMPzz33HBEREfzwww9kZmaSmJjI0KFDK4zvtddeY/78+RUqb/bu3cvq1asxmUxcddVVrF69mmuvvZaJEyfSq1cv3nrrLVwuFyNHjiQ5OZl77rnH770cM2YMI0aMYMKECSxcuJBXX33VJzjy9vDDD9OzZ0+mTJnCwYMHSUhI8FxnVfu8vfzyy9SpU4etW7cCxmvnxRdf5IUXXvB7zrLADODyyy9nxYoVmM1mlixZQr169dBaM2bMGE+Q+NJLLzF58mSGDx+O1prc3FwiIyMZPHjwGU/vO18kOBJCCHFJc5U4fKeYuZ9sposdFRsrsEQHVwyI6gZd8kGGMpuwRAVhiQqqtI12lAuXckt811/KLfFZ8LtSJnWycslrrSXv9ZdModZL/msihBCn7Qwqgs6mmkxVCwoK8gk5Vq9ezdy5c1FKERERwfDhw1m9erUnOBozZgwWi4WwsDCGDRvG2rVr6dOnD+vWreP48eOefvLz89m3b98pg6OUlBRuuukmwsPDueaaa3A4HGzevJlu3br5bd+9e3e/oRHAypUrSU1N9YQT0dHRABw/fpxx48bx008/YbFYOHHiBD/++CNdu3b1Od7pdDJ58mQ2bdqE1pq0tDR27tzpCU0GDhxIZGQkAF26dOHnn38G4Ouvv+bVV1/1nPOPf/xjlddc3i233OIJ/BITE/n555+59tprWbFiBVu3buWVV14BwGaz0ahRo0r7ueKKKwgKCmLVqlUUFhbSrl27Stt+/fXXzJs3z3Ncv379qrXP24oVK8jLy2PZsmUAlJSUkJCQUOk5/U1Vc7lczJw5k88//xyn00l2djYhISEA9OnTh+eff95zP7p06VJp3xcqCY6EEEJcErRT48gq8g2I0m04TxT7bW8KsXg9zcz4Y4kNwRRQsaxaVI+ymLDUDcJS9xThUu7JtZYcFabHleIqtBvbckrgcCUdmSuGS+XXXzKFSLgkhBC/FxaLBZfL5fm8uNj353doaOgZrxXocrlQSrFt2zas1tOrGn7nnXfIyMjwLOKdm5tLcnJypcFRTdbIuf/++xk8eDD/+te/UEpx5ZVXVrgPALNmzSI7O5stW7YQFBTEvffe69POe+Fxs9lMUVHRaY/Fn/L9OhzGf8JprVm+fDlXXHFFtfsaM2YMo0ePZsqUKWdlbFXRWjN//nz69u1b4z6WLFnCxo0b2bBhA+Hh4UybNo39+/cDRgXZTTfdxOrVq3nooYcYMGAAzz///Nka/nkhwZEQQoiLjjO/tEJAZE8vBIefx5mZFdYY3woia1wopnDrWV+sWpyaspiw1AvGUi+40jba7qowDc7pXmvJU7lkc+DMLsGZXUXlkln5ViuVX8y7ToBRuSSvAyGEqHVxcXHY7XYOHDhA8+bNWbJkSZXt+/fvz9tvv80111xDQUEB77//vs/TwRYtWsQdd9xBSUkJH374IS+88ALh4eH06NGD6dOn88wzzwDw66+/YrVaiYuL48knn6Rhw4YVphZt27aNnJwcjh075vmZcfToUf7whz8wd+7c077WG2+8kRkzZjBv3jyUUmRmZhIdHU1OTg7x8fEopfjqq684cOCA3+NzcnK47LLLCAoK4ujRo3zyySfcf//9pzxv3759eeedd7jmmmvIysri448/ZsiQIX7bhoeHk5ubW60AbPDgwUyfPp0FCxZgNpvJzMwkPz+fpk2bVnrMkCFDSE9PZ+TIkdUa89NPP80vv/zCmjVr6N+//yn3lR/frFmz6Na1LE4yAAAgAElEQVStG8HBweTn53PkyBFat259ymsrk5OTQ3R0tOe+LFmyhKSkJAD279/PlVdeSbNmzQgLC2PhwoUAREREkJt7YVT5nYoER0IIIX63XKVOHBk234DoWCGuQrvf9ubIwHIBUQiW6GB5jPzvjLKasEQHY4muPFxylTqNaXHlFvMuC5gcuSXoIgfOE8U4TxTjf3lzwKK8qpV8F/Mu+2MKsUi4JIQQZ5H3GkdgPEUrKSmJuXPncu2111K/fn0GDRpUZR/PPPMMDz74oGea06hRo3zWt2nVqhVXX321Z3HsG2+8EYDFixfz6KOPeo4LDw8nOTmZuLg4du/eTceOHSucKzk5meHDh/v8LGjYsCGJiYksXbqUXr16ndb1z549m0ceeYS2bdtisVjo1asX8+bNY/r06UyYMIEpU6bQqVMn2rdv7/f4hx9+mCFDhtC2bVsaNWpU6RSt8p555hnGjRtHq1atiIuLo2fPnpW2feyxx+jbty/BwcGexbErM2fOHP7yl7+QkJCAUorAwEDmzJlTZXAUFhbGE088ccoxz507l9GjR7NkyRKaNm1K7969q7XP2xNPPMHUqVPp1KkTJpMJpRRTpkypNDjyXuMIYNWqVYwePZpPPvmEVq1aERMTQ48ePTyVXPPmzePrr78mICCAwMBAz3TAUaNGceedd7J06dILfnFspbWf/329QCQlJenqLIQmhBDi4qZdGmd2cYWAyJFVBH5+jKlAc4WAyBoXiilI/r9EnOQqdXo9Kc7/2kt+17oqR1lNngol36fFlU2RC0AFS7gkhLgw7du377QqKy4G3k/lqi6Xy0W3bt3YvHlzpU/nEuJC5e/7XCmVqrVOqs7x8hu0EEKIC4rLZq8QENnTC9GlroqNTWCJCfENiC4LxVwnUN6ki1MyBZgx1Q/BWj+k0jauEqfXk+LKrb3k3qZLnDgyi3BkVr5GhLKayk2FO7nWUlk1kwoyy+tWCCEuUCaTiS1bttT2MISoFRIcCSGEqBXa4cJ+3HexakdaIc48/5OGTBEBFSqIrDEhKIv8r584d0yBZkwxIVhjqgiXih0np8F5qpW8/uSUokudOI4X4TheRbgUYDYCpchAzBHeoVKAJ3SSqjkhhDhzp5paJYTwJb99CCGEOKe01jhzyy1WnVZovIF2VZxnpqwmLHGhBMSFYok7WU1kDj29p5sIcb6YgiyYgixYY0P97tdao0ucnoolRyXT46oVLgWafSqWLOWrmCIDMQXKr3dCCCGEOHvkNwshhBBnjavYYUwv8wqI7GmF6GJnxcYKLNHBJ6uHygKiukHyiHRxUVFKoYIsmOIsWOOqCJeKHDjzSn0rlnJKfBb51iXGgvCODFvl5wsye8Kk8hVLZdPjTAHmc3W5QgghhLjISHAkhBDitGmnxpFVVCEgquzR56ZQi084ZI0LxRIbIm9ehXBTSqFCrJhCrKcMlxxeay2VX3/JkVuKLnbiKLbhSLfh/zsSVJAFS7mnw5V/Ypx8fwohhBACJDgSQghRBa01rgK7TzhkTyvEnmEDh5/HmZkV1ljfCiLrZaGYwqyy6K8QZ6gsXAoIsUKDML9ttNa4bA6vhbzLrb2U565cKnZgT3NgT6u8cskUYvGsteTviXGWOgEoq4RLQgghxMVOgiMhhBCA8WhyR4atQkjkKvT/OHJzVGCFgMhSLxhlloBIiNqilMIcajXWBGtYRbhUaDcCpbIwKafk5JPi3EGTy+bAZXNgTyus9HymEIsnSCr/xDiLe5FvZZUF7IUQZ+bxxx9n9uzZHDlyhJiYmBr3s3PnTvbv38/QoUNrdPydd95JUlISDz74IK+//jpFRUU8+uijNR7P1KlT+dvf/sY333xDly5dPNsKCgqYOXNmjfv1Z8WKFTz77LM+29LT09Fak5aWVuN+4+PjWblyJW3btj3TIXoopcjPzycszP/PsTJLly5l2rRpaK0pLi4mMTGRJUuW1Pi8/l4f1R3Lu+++yyOPPEJ8fDylpaW0bt2aN998k7p169ZoLB06dGDz5s0EBwezadMm7r33XqxWK7NmzWLGjBm8+uqrNGvWrEZ914QER0IIcYnRLo3zRLFvBVGaDUdWEfgpIlJB5goBkTU2RJ7uJMTvlFIKc1gA5rCAysMlV1m4dHIqnKPcYt7OvNKT4dKxKsKlUKv7SXEn11qylAuZ5OmIQojKOJ1OUlJS6N69OykpKTz22GM17mvnzp2sXLmy0uDI4XBgsVTv95vx48fXeBzemjRpwpNPPsnatWvPSn+VGTx4MIMHD/Z8npmZSceOHZkxY8Y5Pe+5cuzYMSZMmMCOHTto3LgxWmt27tx5Rn2e6vVxKv3792fZsmW4XC6GDh3K888/z6xZs2o8ljIpKSmMGTOGyZMnA9CnT58a9Xkm5Ld+IYS4iDkL7Z5wyJFmozStEEd6IbrUVbGxSWGJCfYNiOJCjDd1Ms1MiEuKMinM4QGYwwOgUbjfNtplTGUtC5IcXtVLnvWX8kpwFdpxFdqxH638fKYwq0/Fku/T4ozQScIlIc69dgvbndP+94zZc9rHrFq1imbNmvHcc88xfvx4T3B06NAhkpKSyMzMrPB5RkYGI0aMID09HTDe0D/99NM8++yz5OXl0aFDB3r27Mm8efNQSjFlyhQ+++wzrrvuOoYOHcqECRMoLCykuLiYe++9l0ceeaTCuLwrg/bs2VOtY/y57bbbWL16NV9++SUDBw6ssP+ll17io48+wuFw0LBhQ958803i4uJo2LAh3377LTExMdxwww0opfjss8/IyMggMTGRI0eOVHpOp9PJHXfcwZAhQzwhSWlpKX/9619Zv349JSUltG/fngULFhAWFsaSJUuYO3cupaWlAMycOZN+/fpV6PeVV17h/fffx+FwEBQUxIIFC+jQoQNg/KfFCy+8wMcff0xWVhYzZszgtttuA+Bf//oXTz31FEFBQZ5tp5KWlobVaqVevXqe/q+66irP/i+++IInn3wSp9NJ/fr1eeONN2jevDnvvvsuK1euZNmyZQCez9944w2/rw+AefPm+R13ZUwmE3379uWzzz4DYNKkSaxfv57S0lKio6NJTk6mSZMmAKxcuZKpU6dit9sxmUwsXLiQ9u3beyqdFixYwAcffEBISAiLFy9m8+bNtG7d2lPldfToUR5++GF++uknAIYPH86TTz5ZrXt4OiQ4EkKIi4B2uLBn2DzVQ55pZnmlftubIgIqVBBZY0LkjZkQotqUSRlVRBEB0LiqcKnUd0Fvn4DJXblUYDfWUztaUMnJfMMli5/FvM0RASiz/BsmxMUmOTmZsWPH0r17d0pLS9myZYtnWldlFi9eTLNmzVi9ejUA2dnZREVF8dxzz/mEBmWCg4PZtm0bAPn5+axevZrAwEAKCgro3LkzAwcOpHXr1pWeLz4+/rSPKaOUYtq0aTz11FMMGDDAZ9+iRYv4+eef+eabbzCZTCxYsIDHHnuMxYsX06dPH9auXcttt93GL7/8glIKu93OmjVrTlmR8uSTT6K15qWXXvJse/nll6lTpw5bt24FjOmBL774Ii+88AIDBw5k+PDhKKX48ccf6devn99gavTo0Z5gb/Xq1YwfP55vvvnGsz8iIoJt27bx3//+l6FDh3LbbbeRnp7OPffcw6ZNm2jZsiUvv/zyKe8ZQEJCAp07d+byyy+nd+/edO/enVGjRlGvXj0yMjIYNWoU69evp02bNrz99tuMHDmSLVu2VNpfvXr1Kn19+Bt3VUpKSlixYgVJSUkAPPHEE56ph2+99RaPP/4477//Pvv37+fuu+9mw4YNtGjRgpKSEk84V2by5Ml89913nimS5f3pT3/ihhtu4KOPPgLwBKlnmwRHQgjxO6K1xplb4l6H6GRA5DheBK6K88yU1eQ1zSwES9kj70OttTB6IcSlxgiXjLWOKqOdGmdBqc/T4TwVS2Wf55fiyrfjyrdjP1JFuBTuXl/JazHvwKZ1sDYKk8pJIaqhJhVB51JGRgbr1q3jvffeA2DMmDEkJyefMjjq2rUrs2fPZvLkyfTq1ctvJY+3MWPGeD622Wzcf//97Nq1C5PJxG+//cauXbuqDIFqcoy3QYMG8eKLL7J06VKf7StWrGD79u0kJiYCxlS6OnXqANCvXz9Wr15Nw4YN6dq1K1prtmzZwurVq+nbt2+l51q2bBnvv/8+27dvx2w++YCDFStWkJeX5wlNSkpKSEhIAODnn39m+PDhHD16FKvVSlpaGmlpacTFxfn0nZqayrRp0zhx4gQmk4n9+/f77B82bBhgfH1+++03iouL2bJlC4mJibRs2RKAe++9l8cff/yU98xkMrF8+XL27t3L+vXrWb58OTNmzGDPnj1s2bKFhIQE2rRpA8DYsWOZMGEC+fn5p+zXH3/jDgoKqtBu9erVngqra665xlP58/nnn/Paa69RUFCAw3Fy7dCvvvqKG264gRYtWgAQGBhIYGDlPy/LKygoYNOmTXz11VeebdHR0ad/gdUgwZEQQlygXMWOChVE9rRCdLGzYmMFluhgrHEhPpVE5qgglEneLAkhLlzKrLC4q4i43H8b7XThzLeXC5fcay/lGVVMroJSXHnGH/uvvsdbYoIJSYwl9KoYzHWq/0u5EKJ2paSkYLfbadfOmELncDgoLCxkzpw5WCwWXK6TU++Li4s9H3fr1o1vv/2Wr776ipSUFKZPn87GjRsrPY/3wsdPPfUUcXFxvPvuu1gsFgYMGODTtz81Oaa86dOnc9dddzFkyBDPNq01Tz/9NOPGjavQvm/fvjz33HM0atSIfv36obVmzZo1rFmzhilTpvg9x759+xg/fjyrVq2qsMi41pr58+f7DZ2GDx/OK6+8wi233ILL5SIkJKTC9ZWWlnL77bfzn//8h8TERH777TcaNmzo06YsbCkLrLxDlJpq27Ytbdu25YEHHqBNmzasW7cOq7Xy/yCt6nVTmeqOu2yNI2+HDx/m0UcfZdu2bTRt2pRNmzYxYsSIU57zQiPBkRBC1DLt1Dgybb4B0bFCnDklftubQi0Vn2YWE4IpQB6LLYS4OCmzCUuk8aQ2mvhvo50unHleC3jnlOLIKqLouywcGUXkfXGIvC8PEdgiitDEGIL/UA9llX83hbiQvfPOOyxfvpz+/ft7tg0cOJBly5YxfPhw7HY7Bw4coHnz5j5P0/rll19o1KgRw4YNo0ePHjRv3hyXy0VERAS5ublVnjMnJ4f27dtjsVjYu3cvGzZsOOUb/aqO+fjjj/n44489VVOV6d69Oy1atGDx4sWeqVCDBw9m7ty53HrrrURFRVFSUsIPP/xAQkICTZo0wWw2s3DhQjZt2oTWmmeffRar1crll1dM4fPz87n11luZNm0anTt3rrB/8ODBzJo1i27duhEcHEx+fj5HjhyhdevW5OTk0LRpU8CYOlhSUvF31OLiYhwOB40bNwZg/vz5VV5vma5duzJu3Dh++uknWrRowVtvveWzf/To0dx6663ceuutPtuPHj3K//73P7p16wbAkSNHOH78OE2bNqVRo0aMGzeOH374gVatWrFw4UKuuuoqwsPDad68Obt376akpASlFMuWLSMyMhKgWq+P05WXl0dAQABxcXG4XC5ef/11z74BAwbw97//3XPtZVPVwsP9T/8uLywsjKuvvtpTXQfGVLVzUXUkwZEQQpwnWmtjmoX308yOFWI/bgOHn8eZWRTWmJByi1WHYgqzypQLIYQoR5lNWKKCsET5Th+IvLkZxT9mY0tNp+iHE5Tsz6ZkfzYq0ExI+/qEdIwhoEmE/LsqxAVmy5YtnDhxokIFzMiRI0lOTmbUqFHMnTuXa6+9lvr16zNo0CBPm3Xr1jFr1izMZrPnzbrJZKJfv37MnDmThIQEevXq5Vn82NvTTz/NqFGjePvtt7nyyivp2bPnKcda1TEHDhwgIiKiWtc8bdo0nwWeR40aRWZmJr169QLA5XIxYcIEzxSyfv36sXHjRi677DLAWKupR48efvt+7bXXOHDgAPPnz68Q6mzYsIEnnniCqVOn0qlTJ0wmk2fR8NatWzNnzhxuueUWoqKiuO666zwLUnuLiIjgueeeo1OnTtSrV4/bb7+9WtccExPDP/7xD2666SaCg4MrrB+UmprKww8/XOE4h8PBlClTOHz4MMHBwbhcLp5//nnP/UtJSWHEiBE4HA7q16/PokWLACOo6t+/P3/4wx9o0KABCQkJHDt2zHM/T/X6OF3t2rVjyJAhtGnThujoaG644Qb+85//ANCiRQvefPNN7rjjDpxOpycILKuwq45FixbxwAMPsHDhQsxmMyNGjKjWVL/TpbT282blApGUlKS3b99e28MQQojT5ip14kj3rSCypxfiKvRf2mqOCqwQEFnqBaPM8kZGCCHOFmehnaLdxylMTfdZK8lSL4iQxFhCEmMqBE9CXOz27dtX7bV4xOm77bbbeOWVV4iPj6/tofzuZGVlMWzYMJ81fETN+Ps+V0qlaq2TqnO8BEdCCHEGtEvjPFFcLiCy4cgqAj//vKogc4WAyBobgilICkCFEOJ8sqcXUrgjA9u3GT5PoAy8og4hHWMJbhuNKVCmsomLnwRHQlz8zjQ4kncqQghRTc5Ce8WAKK0QbXdVbGxSWGKCfQOiuFDMdQJkOoQQQlwArLGhRF7flDoD4yk5kENhajpF32VRcjCXkoO55HxygOC20YR0jCWwaR150IAQQohLlgRHQghRjna4sGd4P8nMhv1YIa78Ur/tzREBxmPuvQIia/1glMV0nkcuhBDidCmTIujKKIKujMJV7MC2+zi21AxKD+dh25GBbUcG5shAQhJjCE2MxRIdXNtDFkIIIc4rCY6EEJcsrTXOnJIKAZEj0wZ+iohUgAlrrDsgig05uVh1SOWP/BRCCPH7YQqyENb5MsI6X4Y9swjbjnRsOzJw5pSQv/ZX8tf+SkCTCEI6xhDSvr5MMxZCCHFJkJ92QohLgqvYUSEgsqcVokucFRsrsEQHVwiIzFFBMlVBCCEuEdboYOoMiCeifxNKfsk1nsq2N5PSw3mUHs4jZ8VBgv9Qj9COsQQ2j5SfD0IIIS5aEhwJIS4q2qlxZNoqBETOnBK/7U2h1goBkSUmBFOALIgqhBDCPZWtWSRBzSJx3dycor2Z2FLTKTmYS9Gu4xTtOo4pIoDQq2II6RiLNSaktocshBBCnFUSHAkhfpe01rjyyy1WnVaIPcMGTj+PM7MoY5qZV0BkjQvFHB5w/gcvhBDid8kUaCa0YyyhHWNxnCjG9m0GhTvScWYVk7/+CPnrj2BtFEZox1hCEurLVGYhhBAXBQmOhBAXPFepE0e6zTcgSivEZXP4bW+uG1QhILLUC0aZZRqBEEKIs8NSN4iIfpcT3rexsZB2aga23cexHykg50gBOSsPEty6LiGJsQS1jEKZ5YEJQlRHfHw8YWFh7N69G5PJ5Nm2cuVK2rZte1p97dy5k/379zN06FDPNqUU+fn5hIWFVauPxx9/nNmzZ3PkyBFiYmKqbLt9+3Zmz57N4sWLT2ucQlzoJDgSQlwwtEvjOFGMI62Q0mOFONwBkeNEMfgpIlJBFqxxvgGRNTZEFisVQghx3iilCIyvQ2B8HSIHX0HRd1kU7sig5KdsivZmUbQ3C1OYlZAOMYQkxhDQoHpvVoW4lBUUFJCSksKYMWNq3IfD4WDnzp2sXLnSJzg6HU6nk5SUFLp3705KSgqPPfZYle2TkpIkNBIXJXl3JYQ47zwBUboxtcyRbjP+Pl6Etvt5nJlJYYkJ9g2I4kIx1wlAKakiEkIIcWFQVrMREHWIwZlbQuG3Gdh2pOPIKKJg41EKNh7FelkoIR1jCelQH3OYTJcWF5Z9rVqf0/5b/7CvWu2mTp3K3/72N4YPH05AgO/3yYEDB7jvvvs4fvw4FouFadOmcd111wFGkDtlyhQ+++wzunbtyieffEJeXh4dOnSgZ8+ezJs3D4B58+bx8ccfk5WVxYwZM7jtttv8jmPVqlU0a9aM5557jvHjx3uCI5vNxpgxY/juu++wWq20bNmSDz/8kHXr1jFp0iS2b9+Ow+Fg0KBBZGVlUVRUROfOnXnjjTcqXI8QvwcSHAkhzhntdOHIKsaRYcNeFg6l27Bn2sDhp4QIMEcEYL0sFEtcKAFxxt/W+sEoi5T4CyGE+P0w1wkkondjwns1wn6kgMLUdGy7jmM/VkjuyoPkrvqFoJZRhHaMJahVXfk5J4SXpKQkOnbsyIIFC/jzn//ss2/kyJHce++93HXXXXz//ff07NmTffv2Ub9+fQCCg4PZtm0bAB07dmTlypUsW7bMp4+IiAi2bdvGf//7X4YOHVppcJScnMzYsWPp3r07paWlbNmyhS5duvDll1+Sl5fH999/D0B2dnaFY81mM0uWLKFevXporRkzZgzJycmMHz/+jO+PEOebBEdCiDOmHS4cWUXY022+IVFmkf+FqjF+obbEhmCNCcEaG4IlxvjYFCz/LAkhhLh4KKUIaBxOQONwIm+8gqJ9WdhSMyjef4LifcYfU4iF4IT6hCbGYm0UJtW0otZUtyLofHj++efp06cPd911l2dbfn4+O3fuZOzYsQC0adOGDh068M0333DTTTcBVGt627BhwwDo2rUrv/32G8XFxQQFBfm0ycjIYN26dbz33nuefpOTk+nSpQsJCQns27ePBx54gN69ezNo0KAK53C5XMycOZPPP/8cp9NJdnY2ISHy1EXx+yTv0IQQ1abtLuyZRTgyCn1CIkdWEfiZYQZgjgrEGhPiFRKFYqkfLOsQCSGEuOQoi4mQdvUJaVcfZ34ptp3HsaWmY08rpHDzMQo3H8MSE0JoxxhCrorBHBFY20MWota0bNmSG264gVmzZp3WcdVZ9LosJDKbzYCxHlJ5KSkp2O122rVr52lTWFjInDlzuOKKK/juu+9Ys2YNn3/+OU899RR79uzxOX7JkiVs3LiRDRs2EB4ezrRp09i/f/9pXYsQFwp55yaEqEDbndgzioxgqCwcynAHRP4KiBSY6wUZwVCMu3rIXUVkCjCf9/ELIYQQFzpzeADhPRoS3qMhpb8VYEtNx7bzOI4MG7mfHyL3i0MEtogitGMMwW3qoazy81RceqZOnUrHjh09wU54eDgdOnRg4cKFjB07ln379rFr1y66du3q9/iIiAhyc3NrdO533nmH5cuX079/f8+2gQMHsmzZMvr06UPdunW55ZZbGDBgAA0aNODEiRM+x+fk5BAdHU14eDi5ubksWbKEpKSkGo1FiNomwZEQlzBXqfNk1VBZSJRhw1nJU8xQYIkO9gRDZSGRpX6wBERCCCFEDQU0CCOgQRh1bmhK8Y/Z2FLTKfrhBCX7synZn40KMhPSvr7xVLYmETKVTVwyGjVqxKhRo3jllVc82xYvXsx9993H7NmzsVgspKSkeNY3Kq9fv37MnDmThIQEevXq5Vkc+1S2bNnCiRMn6Nu3r8/2kSNHkpycTHR0NE888QRgPHntySefpEGDBj4VRaNHj+aTTz6hVatWxMTE0KNHD4qKik73FghxQVBa+19/5EKQlJSkt2/fXtvDEOJ3z1XiwJFRhL3cU8yc2SX+DzCBpV7wybWHYkOwxIRijQ5GWWXxTiGEEOJccxbaKdp9nMLUdOxHCjzbLdHBhFwVQ0hiDJaooCp6EKJ69u3bR+vW5/ZpakKI2uXv+1wplaq1rlYZnFQcCXERcRU5jGCo3FPMnLmVBERmhSU62HeB6tgQLPXkKWZCCCFEbTKHWgnr1oCwbg2wpxdSuCMD244MHJlF5H11mLyvDhN4RR1COsYS3DYaU6BU/gohhDg3JDgS4nfIZbP7rD1UFhK58kr9H2BWWOuHVHiKmaVeEMosAZEQQghxIbPGhhJ5fVPqDIin5EA2hTsyKPoui5KDuZQczCXnkwMEt40mpGMsgU3roEwylU0IIcTZI8GREBcwZ0Gp7wLVZQFRgd3/ARYT1phgr6eYhWKJDcESFYQyyy+RQgghxO+ZMiuCWtYlqGVdXEUObHuOY0vNoPRwHjZ3RZI5KpCQq2II7RiLpV5wbQ9ZCCHERUCCIyFqmdYaV4Hdd4HqdBuOjEJchRUfDQqgrCZP9ZAl5mQVkTkqSP6XUQghhLgEmIIthHW+jLDOl2HPLMK2Ix3bjgyc2SXkr/2V/LW/EhAfQWhiLMHtozEFya/9QgghakZ+gghxnmitceWXGtPKvEIiR4YNl62SgCjQXOHx9taYEMyRgRIQCSGEEAIAa3QwdQbEE9G/CSUHc7HtSKdoTyalh/IoPZRH9oqfCW5bj9DEWAKbR8rvEEIIIU6LBEdCnGVaa5y57ilm6YU+IZEudvo9RgWZ3VVDoT4hkblOgDxyVwghhBDVokyKoOaRBDWPxHVzM4r2ZGHbkU7JwVyKdh6naOdxzBEBxlPZOsZijQmp7SELIYT4HZDgSIga0i6NM6ek4lPMMmzokkoComAL1ljf6iFrbAimcAmIhBBCCHH2mAIthCbFEpoUi+NEMbZvMyhMTcd5opj89UfIX38Ea+NwQhNjCEmojynEWttDFgKApUuXMm3aNLTWFBcXk5iYyJIlS2rc386dO9m/fz9Dhw71bFNKkZ+fT1hY2NkY8in17t2bSZMmceONN/ps11ozZcoUPvroIywWC3a7nbvvvpuJEyfW+FzLly+nQYMGdO7cGYB169YxadIktm/ffkbXUB1z5sxhxIgRxMTE+Gx//PHHmT17NkeOHKmwr7zt27cze/ZsFi9efC6HKk6TBEdCnIJ2aZzZxT7BUFkVkba7/B5jCrV6Koe8QyJTmFUCIiGEEEKcV5a6QUT0u5zwvo2NhbRTM7DtPo7913xyfs0nZ+VBgtvUIyQxhqAro+SJq6LWHDt2jAkTJrBjxw4aN26M1pqdO3eeUZ87d+5k5cqVPsHRhWLZsmWsXbuW1NRUgis8cLEAACAASURBVIKCKCkp4eeffz6jPpcvX05SUpInODqf5syZQ//+/X3CIafTSUpKCt27dyclJYXHHnusyj6SkpIkNLoASXAkhJt2ahwnik6uPeQOiuwZReCoJCD6f/buPD7K+tz//+u+79kn+zZhT9iSIItAWE4Vq0LFDY7nWJeqiNBvqVut57Q9dWvt15Yeq/bXald6LGpVfpaDrTVatIJSEREhyCKEJQhBlkz2bfZ75v7+MclkhiQQkJCF6/l45JFZ7vuezz2QZOY9n891JZsTahCZc5yYcuxoSZZzPHohhBBCiJNTFAVrXirWvFRS543Ev7sWT6mbQHkDvp01+HbWoCaZcVwYXcpmGeTs7SGLc+w3d77bo8e/5/eXn/T+yspKzGYzmZmZQPT/7OTJk2P3v/XWWzz44IOEw2Gys7NZtmwZo0eP5vnnn+eNN95g1apVALHry5Yt44c//CFNTU1ceOGFXHLJJTzzzDMAPPPMM/z1r3+ltraWJ598kuuvv77DeNauXcsjjzyC3+9H13Uefvhhbr75ZiA6i2jatGls3LiRY8eOceONN/L4448DsHv3bhYtWkRLSwsTJkzA7/d3er5HjhwhKysLq9UKgNVqZdy4cbH7f/azn/Hiiy8CMG3aNH71q1+RlJTEHXfcQXFxMffeey9A7PqYMWN4/fXXWbNmDc8++yz/+Z//yfDhw9F1nW9+85ts3LgRRVF45ZVXKCoqAuCFF17gt7/9Lbquk5qayu9+9zsKCgrYuXMnd999Nx6PB7/fz5IlS7j//vsB+MMf/sAvfvELrFYrkUiElStX8uqrr3Ls2DG++tWvYrPZWLFiBePGjePvf/87o0aN4rHHHuPOO++MBUder5eFCxeya9cuzGYzBQUFrFy5MmGGlK7rXHPNNdTW1uLz+Zg+fTrLli3DYpH3WueaBEfivGOEI+i1/sQC1W4voRov6Ean+2gplsQuZq2XZVq3EEIIIfoj1aJFA6ILc9AbA3g/qcJb6kav9tHywVFaPjiKeZATx1QXjguz5UMxcU5MmjSJ6dOnM3z4cC699FIuvvhiFixYQGZmJlVVVSxYsIB//vOfjBs3jj/+8Y/ceuutbNq0qcvjZWZm8thjjyWESm1SUlLYvHkzGzZs4MYbb+w0OJoyZQoffPABmqbhdruZOnUqc+fOJT09HYDDhw/z/vvv09zczKhRo/j617/OmDFjWLBgAffddx8LFy7ko48+4qKLLup0fDfffDO///3vGTNmDLNmzWL27NncfPPNmEwmVq9ezYsvvsiHH35IcnIyCxcu5Mc//jE/+9nPujzfuXPnMn/+/IRQad26dezatYvnnnuOZcuWsXTpUn7yk5/w8ssvs379elauXMn777+P1Wpl9erVLF68mA0bNpCXl8eaNWuwWq20tLQwffp05s6dS1FREd/73vfYs2cPgwYNIhAIEA6Hefjhh/mf//kfVq1axfjx42NjWr58OYsWLeLiiy8mGAyyadMmZsyYwdtvv01TUxO7d+8GoL6+vsP5aJrGihUryMzMxDAMFi5cyPLly7nzzju7fA5Ez5DgSAxYhh5Br/V17GJW44NwFwFRmjWh9lBbSCQtbIUQQggxUJlSraRcOozkLw8ldKQFT6kb7/ZqQsc9NL7xGY1/P4itIB3nVBe2wgwUkyxlG6hONSOop6mqymuvvcann37KP//5T1577TWefPJJdu7cyaZNm5g0aVJsRs6iRYu4++67aW5uPqPHaps5NHPmTI4dO4bf78dmsyVsU11dzeLFi9m/fz8mk4m6ujr27t3LzJkzAbjhhhtQVZXU1FSKioo4cOAALpeLTz/9lAULFsSOP2HChE7HMGjQIHbt2sXGjRv54IMPWLp0KS+99BJvvfUWa9as4eabbyYlJQWAJUuW8O1vf/uMzrWgoCA2c2vmzJmUlJQAUFJSwvbt25kxYwYQrbnUFuB4vV7uuusutm/fjqqqHDt2jO3bt1NUVMTll1/OwoULmTdvHtdccw0jR47s9HGrqqpYt24df/rTnwBiwc+MGTOYNGkSZWVl3HPPPVx66aVcc801HfaPRCI89dRTrF69mnA4TH19PQ6HFPXvDfJuWPR7RihCqMaHXtXawaytFlGtDzpfYYaWbm3vYBYLieyoVvmREEIIIcT5SVEULMOSsQxLJu3akfjKavGWVuHfV4e/LPqlOkzYJ2XjnOrCPCRJajeKHjF+/HjGjx/PPffcw7hx41i3bh1mc9cz/U0mE5FI+wv/rpaGxWsLiTRNA0DX9Q7b3HXXXcyfP5+//OUvKIrC2LFjE44dHzRpmtbpMU7FZDIxa9YsZs2axeLFi8nNzaWuru6U+5zO+XY1TsMwWLx4MY899liHfR566CFyc3N5/vnnMZlMXHHFFbHH+ctf/sLmzZt59913ueyyy/j973/PVVdd1eEYL774IqFQKBac6bqOx+Phl7/8JSNHjmTXrl2sXbuW1atX89BDD7Fz586E/VesWMEHH3zA+vXrSU5O5qc//Sn79u076bmKniHvkkW/EQmG0avbaxC1zSLSa33Q2QQiBbRMW+LsodalZqpFO+fjF0IIIYToLxSTimNCNo4J2YSbg3i3VeEtrSJU6cGz8Tiejccx5ThwTnXhmJyDliJL2cQXd/ToUQ4fPsy//Mu/ANEaQNXV1eTn5zN06FAWL17Mnj17KCws5IUXXmDy5MkkJyczevRoduzYQSAQQFEUVq1aRVpaGhBdktbY2HhG42loaCAvLw9FUXjnnXcoLy8/5T4pKSlMmDCBFStWcNttt/Hxxx93CETalJaWkpmZSV5eHgBbt24lPT2dtLQ05syZw3/913/x7W9/m6SkJJ599lm+8pWvADB69Gg2b94MRAuKv/fee1x88cWnfb7z5s3j9ttvZ8mSJQwdOpRwOMy2bduYOnUqDQ0NTJw4EZPJxKeffsr69eu55ZZb0HWdiooKpk+fzvTp0zlw4ACffPIJV111VYfHfu6553jttdeYM2dO7La5c+eyatUqLrvsMjIyMrjuuuu44oorGDx4cIfArKGhgaysLJKTk2lsbGTFihUUFxd369zE2SXBkehzIoEwenXi8rKQ20u43t9lQGTKsnfsYpZtRzFLQCSEEEII8UVoyRaSZw0ledZQgsda8Ja68W6rRq/y0rj6II1vHcQ6Jh3n1Bzs4zLl9Zc4Y7qu8+ijj1JRUYHdbicSifCTn/wktszqxRdfjIUX2dnZvPTSS0B0+dWcOXO44IILGDx4MJMmTeL48eMAzJ49m6eeeopJkybx5S9/OVYcuzsef/xx7r77bh599FGmTZvGxIkTu7Xfn/70JxYtWsTjjz/OhAkTmDZtWqfb1dTUcPfdd9PU1ITVasXhcPDaa6+hqipXXXUVO3bsiIVoxcXFPPLIIwB84xvf4Ktf/Srjxo1j7NixsaVmAAsWLOCOO+7gf//3f2PFsbtyySWXsHTpUubPn084HCYYDHLDDTcwdepUHnnkERYsWMAf//hHxo4dyyWXXAJEu6TdcccdNDQ0oKoqw4YNixUFv++++1i0aBEOh4Onn36auro6Lr88cfnjrbfeyvLly8nKyuKBBx6IHfPBBx9k8ODBCTOKbr/9dv72t79RWFhITk4Os2bNwufzdevfQJxdimF0XuulLyguLja2bNnS28MQPSQS0DsWqK7yEq4PdL6DqmDKssUVqHZGQ6Isu6y1F0IIIYQ4h4xwBP/eerylbnx76mL1IxWbhmNidrQr2/BkWcrWD5SVlcU6bAkhBqbOfs4VRSk1DKNbU7hkxpHocRGffkJ7++jlcGMXAZGmYMqyxzqXtc0kMmVKQCSEEEII0Rcomop9XCb2cZmEPSF826vxbHVHi2t/XInn40pMWXYcU3JwTMnBlGY79UGFEEL0SRIcibMm4g211x6KC4kiTcHOdzApmLMdHbqYmTJtKJoEREIIIYQQ/YHmNJP0pcEkfWkwIbcHT2kV3k+q0Gt8NP2jgqZ3KrCOTMUxxYV9QpbUmhRCiH5GgiNx2sItwcQC1a0hUaQl1On2illNKExtznFgcjkwZdhQVJm+LIQQQggxUJhdTtKuzid1bh6B8no8W6vw7aohcKCRwIFGGv52APuELBxTcrDmp8prQSGE6AckOBKdMgyDSEvohALVHvQqLxFP520mFYvaYfaQOceBli4BkRBCCCHE+UTRFGwFGdgKMoj4dLw7qvFurSJY0RQtrl3qRku34pjiwjklB1OmvbeHLIQQogsSHJ3nDMMg0hRMaG/fdtnwdREQWbXE2kOttYi0VKsEREIIIYQQIoFqN5E0YxBJMwYRqvbi3VqFd2sV4foAzWsP07z2MJa8FJxTW5ey2eQtihBC9CXyW/k8YRgG4cYgutvTISQy/OFO91FsWrRz2QkhkZZikQ4ZQgghhBDitJmzHaTOzSPlKyMIfNYY7cr2aQ3BQ00EDzXR8PoBbBdk4pzqwjoqTT6UFEKIPkCCowHGiBiEGwKddjEzgp0HRKrD1B4MxZaaOVGTzRIQCSGEEEKIs05RFWyj07CNTiNy3Sh8O2vxlLoJHmzEt60a37ZqtBRLa1c2F+YcR28PWQghzlsSHPVTRsQgXO8n5PYmhER6lRcjFOl0H9Vpbg+H4kIiNUkCIiGEEEII0TtUqwlnsQtnsQu9zo93qxvP1irCdX6a1x2hed0RLMOScUzNwTExG9Vh7u0hix4yY8YMAoEAwWCQffv2MX78eAAmT57Mc8891+k+v/nNbwiHw9x3333ncqhCnFcUwzB6ewxdKi4uNrZs2dLbw+hVRthAr/N17GJW7QO9i4Ao2Zy4xCzHgSnHjpZkOcejF0IIIYQQ4vQZhkHwUBOeUje+nTUYgdaZ85qCfVwmjqkubGPSUTT58POLKisro6ioqLeHkeDQoUMUFxdTU1PT20MRYkDo7OdcUZRSwzCKu7O/zDjqI4xwBL3Wn1B7SHd7ogFRuPNwT0uxxApTt3035zjkUxghhBBCCNGvKYqCNT8Va34qkfmj8O+OLmULlDfg21mDb2cNapIZx4U5OKa6sAxy9vaQB4Sf33Rtjx7/O39+44z2O3r0KLfeeivNzc34fD6uu+46fvrTnwLwyCOPoOs6jz/+ONOmTeMPf/gDkydPZsmSJWzatInt27cTCoXIzc3lyJEj7N27l3vvvRev10sgEODOO+/kW9/6FgC33XYbKSkplJWV8fnnnzNr1iyWL18uqzPEeU+Co3PM0CPoNb4OBar1mpMERGnWxDb3rSGRdJwQQgghhBADnWrRogHRhTnojQG8n1ThLXWjV/to+eAoLR8cxTzYiWOKC8eF2TLLfgDKyMjgzTffxOl0EgwGmTNnDmvWrGHOnDkJ282ePZu1a9cyefJkPvzwQywWC9XV1ezZs4eJEydit9sZOXIk7777LhaLhebmZoqLi5k7dy5jx44FYNeuXfzjH/8AYNKkSaxbt47LLrvsnJ+zEH2JJA89zAhFaHrvcHsNolofdL7CDC3DlrC8LFqHyI5qlX8mIYQQQgghTKlWUi4dRvKXhxL8vBnv1iq826sJHfPQeOwzGv9+EFthBs4pOdgKM1BMam8PuV850xlBPS0cDvOd73yHjRs3AnD8+HG2bdvWaXD085//nK9+9asMGjSIGTNmsHbtWsrKyrj88ssB8Hg83HnnnezcuRNVVamsrGTHjh2x4Ojf/u3fsFqtQLS20oEDByQ4Euc9SSR6mkmh5YNj7R3NFDBl2hILVLucmLLtqBatd8cqhBBCCCFEP6AoCtbhKViHp5B27Uh8ZbV4S6vw76vDv7sW/+5aVIcJ+6RsnFNdmIckyXKjfuzJJ5/E4/GwefNmrFYrixcvxu/3d9ju4osv5qabbuLvf/87s2fPZsaMGaxYsYKysjKeeOIJAB544AGGDx/Oiy++iKZpXH755QnHstlsscuapqHres+foBB9nARHPUxRFFKvykO1t7a8z7ajmCUgEkIIIYQQ4mxQTCqOCdk4JmQTbg7i3RZdyhaq9OLZeBzPxuOYXA6cU1w4JuegpchStv6moaGBQYMGYbVa+fzzzykpKeHb3/52h+3sdjsTJ07kiSeeYNWqVUyYMIElS5ZQV1fH9OnTY8eaPn06mqaxfft2NmzYwOLFi8/1KQnRr0hwdA4k/cvg3h6CEEIIIYQQA56WbCF51lCSLh5C6JgH71Y33m1V6G4vjasP0vjWQWxj03FMcWEfl4lilqVs/cH999/PDTfcwPjx4xk2bFhs2VlnZs+ezS9+8QumTJmCqqrk5+czduxYTKboW98f/vCH3H777SxbtozCwkJmzZp1rk5DiH5LMYzOCzL3BcXFxcaWLVt6exhCCCGEEEKIfsoIR/DvrcdT6sa/py7WkEaxaTgmZeOY4sIyPPm8XcrWWZtuIcTA0tnPuaIopYZhFHdnf5lxJIQQQgghhBiwFE3FPi4T+7hMwp4Qvu3VeLa6CR1pwbOpEs+mSkxZdhxTcnBMycGUZjv1QYUQ4jwiwZEQQgghhBDivKA5zSR9aTBJXxpMyO3BU1qF95Mq9BofTf+ooOmdCqyj0nBMycE+Pkua1wghBBIcCSGEEEIIIc5DZpeTtKvzSZ2bh7+8Hm+pG9/uWgLlDQTKG2h47QD2CVk4p+ZgyUtFUc/PpWxCCCHBkRBCCCGEEOK8pWgK9oIM7AUZRHw63h3VeEvdBA834y114y11o6VbcUxx4ZySgynT3ttDFkKIc0qCIyGEEKIfiURC+P1HAQOzOQOTKRlFka5AQghxNqh2E0kzBpE0YxChai/erVV4t1YRrg/QvPYwzWsPY8lLwTnVhX1CFqpN3k4JIQY++U0nhBBC9DGGEcbvP47XexCv7xA+7yG8voN4vYfw+49gGOHYtoqiYTKlYbFkYDanx74s5nTM5tbbLOlYzO33a5rzvO0eJIQQ3WXOdpA6N4+Ur4wg8FkD3tIqfJ/WEDzURPBQEw2vH8B+QSaOqS6so9JkKZsQYsCS4EgIIYToBYZhEAi68XoPtgZDh/B6o18+32EMI9jFngo262AUxUQwVEc43EIoVEsoVNvtx1YUC2ZzWmu4lI45LnTqKnDSNFmaIYQ4Pymqgm10OrbR6USuG4VvZw2e0iqCBxvxbqvGu60aLdWCY7ILx9QczNmO3h5yvzVjxgwCgQDBYJB9+/Yxfvx4ACZPnszChQv57ne/y5YtW3p5lPD666+zfv16nnzyyZNut27durM+5ueff5433niDVatWndZ+v/vd73j66aex2+28//77JCcnJ9z/9ttv89hjj1FVVUVqaiq5ubn893//NxMmTEBRFJqbm0lKSupw3AsvvJCNGzdit8vrhIFMgiMhhBCihxiGQShUGwuEEmcPVRCJ+Lrc12LJweHIw2HPw+HIw+7Iw2HPx24fjqa1t4qORIKEQg2EQvUEQ3WEQvWEgvWEQnUEQ/XR66Ho9VCwnmConkjERzBYRTBY1e1zUVVba7CUgdmcFguW2kKmWAhlzojebkpH06xf6PkTQoi+RrWacBbn4izORa/z493qxrO1inCdn+Z1n9O87nMsw5JxTHXhmJiF6jD39pD7lU2bNgFw6NAhiouL2bZtW+y+devW9dKoOpo/fz7z58/v7WGclmeeeYYXX3yRadOmdbjvH//4B1//+td57bXXKC4uBmDbtm0cP36cCRMmnPS48f9GYuCS4EgIIYT4gkKhxvZQqHV5mbf1cjjc0uV+ZnMGDvsIHI781mCoNSSyj8Bk6vipXmdU1YLVmoPVmtPt8YbD/rhA6cTAKe56XOgUifgJBI4TCBzv9uNomrPjTCZLOmZTWmyWU0LgZE5DVeVNlhCifzBl2EiZM4Lk2cMJHmrCU+rGt7OG4OfNBD9vpuGNA9iLokvZbGPSUbS+v5TtyAPre/T4Qx+f9YX213Wdb37zm2zcuBFFUXjllVcoKioC4IUXXuC3v/0tuq6TmprK7373OwoKCjocIy8vj9tuu421a9dy9OhRHn/8caqqqlixYgV1dXUsX76cSy65BF3Xueaaa6itrcXn8zF9+nSWLVuGxWJJmPWzbt067r//fmbMmNHpuOLHfrLjrVixgvT0dD799FPS0tJ49dVXyc3NJRgM8q1vfYt3332XrKwsJk+e3OXzs3nzZu677z48Hg9Op5NnnnmGadOmcdNNN3HgwAEWLFjA1KlTefnllxP2e+yxx/jBD34QC40gOpMo3jPPPMNf//pXamtrefLJJ7n++usBEmYj5eXlcfvtt/POO+9w/Phxvvvd73LvvfcC8N3vfpd//vOfBINBsrKyWL58OSNGjDiNf33RmyQ4EkIIIbpB1z344gKh9tlDhwiF6rvcz2RKxt4aCDns+XGzh/Iwm1PP4Rm00zQbmjYIm21Qt7Y3DINw2HtCmHRCwBTsGDiFwx7CYQ9+/5Fuj81kSo4LkjqZyWROw2zOiLs9DUXRzvSpEEKIL0xRFKz5qVjzU4nMH4V/Vy2erW4C5Q34dtbg21mDmmzGcWEOzqkuzLnO3h5yv7Vr1y6ee+45li1bxtKlS/nJT37Cyy+/zPr161m5ciXvv/8+VquV1atXs3jxYjZs2NDpcQKBABs3bmTz5s1ceumlPPHEE3z88cesXLmShx56iA8++ABN01ixYgWZmZkYhsHChQtZvnw5d955Z7fHFe9Ux9u8eTM7duxg2LBhfOMb3+BXv/oVS5cuZdmyZRw8eJDdu3cTCoW45JJLyMvL6zCGYDDI9ddfz3PPPcfs2bNZs2YN119/PeXl5fz5z38mLy+PVatWxZb/xdu6dSu//vWvT/rcp6SksHnzZjZs2MCNN94YC45O5PV62bhxI4cOHWL8+PHccccdJCUl8cADD/DUU08B8Oyzz/L973+fV1555aSPKfoOCY6EEEKIVuGwH5+vIjZjKL720MmWdamqvZNlZXk4HPmYzRn9vhC1oiiYTE5MJid2+9Bu7RMNm1oIBusSl8uFGlqX0NXFBU7t9+l6M7rejM93uLujw2RKxWJJP2ng1H49HZMpRTrRCSF6hGrRcEzOwTE5B70xgPeTKrylbvRqHy3rj9Ky/ijmwc7oUrZJ2WhJlt4ecoIvOiOopxUUFMRm3MycOZOSkhIASkpK2L59OzNmzACif4Pq67v+UOemm24CYMqUKXi93tj1qVOnUl5eDkAkEuGpp55i9erVhMNh6uvrcTg6r1/V1bjinep4F110EcOGDYsd45133gHgvffeY+HChZjNZsxmM7fddhsffPBBh+Pv3bsXi8XC7NmzAZgzZw4Wi4W9e/eecrlZd9x8882xsR07dgy/34/NZutyu7y8PNLT0zly5AiFhYWsXr2a3/zmN7S0tKDr+hcejzi3JDgSQghxXolEgvh8R9pnD7V2K/N5D+EPHAeMTvdTVQt2+wjsrUvL4kMiq8XV78Ohsy0aNiVjMiUD3ZuKbhgRdL2pfTZTsD1wioZLDXEBVD3BYD263hD7goPdHJ2aOHMpLnSKD5jMlvbrmpYk/8ZCiNNiSrWScukwkr88lODnzXi3VuHdVk3omIfGY5/R+OZBbIUZOKfmYCvIQDFJoH0q8UGFpmmxAMIwDBYvXsxjjz12WsfRNK3D9bZjrlixgg8++ID169eTnJzMT3/6U/bt23da44p3quN15xg9ZcqUKXz88ccdlqfFO/E562p8nZ1HRUUF//Ef/8HmzZvJz8/nww8/5JZbbjmLZyB6mgRHQgghBpxoO/ujsYLU8Z3L/P6jCe3s4ymKCZttaNzsofbaQzbbIFkS1cMUpS3QScNBfrf2iUR0dL2xNWxqLwLecTldQyxw0vXm1st1eLs9NnN7UfC2IuGW9MTrcbOcLJZ0VNUuYZMQIrqUbXgK1uEppF0zEl9ZLd6tVfj31eHfXYt/dy2qw4TjwhwcU3IwD5Gg+nTNmzeP22+/nSVLljB06FDC4TDbtm1j6tSpZ3zMhoYGsrKySE5OprGxkRUrViTUADpXx7v88st58cUXuemmmwiFQqxYsYLhw4d32K6goIBgMMh7773HZZddxrvvvksoFOq0ztOJHnnkEb7xjW9QXFzMlClTANixYweVlZVcccUVp3+yJ2hqasJisZCbm0skEuH3v//9Fz6mOLckOBJCCNEvGUaEQKDyhG5lbe3sPz95O3vbUBz21iVlcUvMbLahUpy5n1FVExZLJhZLJt2tGhLtRNfYPnMpVqeprpPAKRo6hcMegsFqgsHq0xibNaHwd0LAZOk8cJJOdEIMbIpZxTExG8fEbMLNQbzbokvZQpVeWj48RsuHxzC5HDinunBcmIOW0reWsvVVl1xyCUuXLmX+/PmEw2GCwSA33HDDFwqObr/9dv72t79RWFhITk4Os2bNwufruhtqTx1vyZIl7Nixg6KiIrKyspg2bRput7vDdhaLhVdffTWhOPaqVauwWE79f+jKK69k2bJl3HPPPdTW1mI2m8nPz+fxxx8/o3M90YQJE7jhhhsYN24cWVlZXH311bz//vtn5dji3FAMo/Mp+X1BcXGxsWXLlt4ehhBCiF5iGAbBUG3CjKH2yxVEIv4u97Vac1uXleXFlpbZHXnYbcPlzbk4beFwgJDe1nnuhMApbpZTfP2mSCRw2o+jaY64ICk+WEqLKxCeeLuqyhtLIfozwzAIHfPg3erGu62KiKd1CZACtrHpOKa6sBdloph7ZilbWVlZhw5gQoiBpbOfc0VRSg3D6NY0um7NOFIU5T+A/0O08MNOYBEwCHgFyARKgQWGYQQVRbECfwKmArXATYZhHGo9zoPA14EwcJ9hGG935/GFEEIMbKFQQ7RTWcLsoYN4vRWnaGefeUJR6rbaQyPQtM4LWApxJjTNiqblYrPmdmt7wzCIRHytxcA7q9eUOMup7bZw2Es47MXvP3oaY0s6xdK59NgsJ4s5HZMpDVWVSedC9BWKomAZkoRl4UdlSAAAIABJREFUSBKpV+Xj31uPZ6sb/546/Hvr8e+tR7GZcEzKwjHVhWVYsixlE0KcU6d81aAoyhDgPmCcYRg+RVFWAjcDVwO/MAzjFUVRfk80EPpd6/d6wzBGK4pyM/Az4CZFUca17ncBMBhYoyjKWKOrQhNCCCEGFF1v6VBvKNra/lBrYePOmUwpCTOG2kIihyO/tfCyEH2PoihomgNNc2CzDe7WPm2d6BKXz3UROIXqCQbr0PUGwuEWfOEWfP7udqIDkym1vfucJSMucGrvTBcNmqLL7EymVOlEJ8Q5oJhU7BdkYr8gk7AnhG9bFZ6tVYSOtuDZVIlnUyWmLDuOqTk4JrswpckMWiFEz+vux00mwK4oSghwAMeBy4G2UugvAD8iGhz9a+tlgFXAr5VoJP6vwCuGYQSAg4qilAPTgY1f/DSEEEL0BbF29p3MHgoGa7rcT9McOOz52B0jYkWpHY487PY8zOZ0+WRVnBfiO9HZ7R0Ln3Ym2omuOXH5XLA+blndifWaojWbdL0RXW/E5zvUzdGpJBYHb+881yFwMqdjsWRIJzohviDNaSbpoiEkXTSEUKUHz1Y33k+q0Gt8NL1dQdM/KrCOSosuZbsgE9UiDRyEED3jlMGRYRhHFUV5CjgM+IB/EF2a1mAYRlsPviPAkNbLQ4DPW/fVFUVpJLqcbQjwUdyh4/eJURRlCbAE6LRavBBCiN4VbWf/eSezhw4SCFR2uV+0nX17Mero7KFoQGSxZMsbTCHOQLQTXSpmcyp0sxOdYYRbi4OfMJspVr+poUO9Jl1vinWi6/7YTHFhU8ZJAqf2+zXNIb8LhOiEOddJ2tUjSZ2bj7+8Hm+pG9/uWgLlDQTKG2iwaNgnZOGc6sKSl4Kiys+REOLs6c5StXSis4XygQbgf4Ere2pAhmH8AfgDRItj99TjCCGE6FokouP3H8XXGgjFupV5K/D5jwCRTvdTFBN2+7DW2UOJy8qs1lxZ6iJEH6AoGhZLBhZLRrf3iURChPTGrjvPxYVO7fWaWggGa0462/BEqmpJmLnUVhTcklCrKSMhcNI025k8DUL0S4qmYC/IwF6QQcQbwruzBm+pm+DhZrylbrylbrQMG47JOTin5GDKtPf2kIUQA0B3lqrNAQ4ahlENoCjKX4CLgDRFUUyts46GAm1VHI8Cw4AjiqKYgFSiRbLbbm8Tv48QQohzrL2d/UG8rcvL2mYPRdvZh7rYU8VmG9YaCOXFlpbZ7XnYbEMGXNFdwzAwMIgYkWjBYyLtl40IEeIuG5HYtqfavu2+Mz1OtiObUamjMGvm3n6KxHlAVc1YLVlYLVnd3icSCbQHSQmBU/tMpsTldA1EIj4CgcqTzl7sODZ7a62m9BNCp+iMptTUySQljZOZTGLAUR1mkmYMImnGIELVXrxbq/BurSJc56d57WGa1x7Gkp+Cc4oL+8QsVOvA+vsshDh3uvPb4zAwU1EUB9GlarOBLcB7wFeJdlZbCPytdfvXW69vbL3/XcMwDEVRXgdWKIry/xEtjj0G+PgsnosQQpw1XyQsALoVHJxJWGBgnNZxjEgEI9yIolehhmpQ9WrUUA1auBaTXoeC3uVzEFKTCappBNQ0gmoafjUFv5pKQEkmjEIkGMEIGkTqjxExjmAY73c9jvjn8jTClQ7H6eT+E/+duv18dvLcnrht2/+DvsqkmhiTNobCjEIKMwopyiyiIL0Ah1k6yonep6pWrFYXVqur2/uEw77EgKmrwKk1dAqG6olEfPgDPvyBY10e1+HIx5UzD5drHk7nyLNxekL0KeZsB6lz80j5yggCnzXgLa3C92kNwYNNBA820fD6Aezjs3BMycE6Kk2WsgkhTotiGKd+Qawoyv8FbgJ04BPg/xCtT/QKkNF6222GYQQURbEBLwKTgTrgZsMwPms9zsPA4tbj3G8YxuqTPW5xcbGxZcuWMzw1IcS5FjEi+HU/Xt2LT/fhDbV+P+F67LZQ+31t94cioY4BTDfCgNMNCzA4aVjRl8OCzjhUgxxThGyTQZYpQo45+j3bZGA7yeqwpjBU6yrVISX6XY9+r9EVQoa8qGyjoKAqKoqioKK2X1ZUVOIuK2ritie5v22b2PYn3H6yxwE42nKUiqaKTsc6ImVEe5iUUURhZiEZtu4vSxKiv4h2ovO01mWKKxDeGjoFAm5qatcRCtXG9klKGkeu61pcrnnd7ngnRH8UCej4dtbgKa0ieLAxdruWasExxYVjSg7mbAdlZWUUFRX14kgT5eXlEQgEOHLkCJoWLfj9/PPPs2jRIn71q19x77339vIIheh/Ovs5VxSl1DCM4u7s363gqLdIcCREzwhHwp0GOt26Hhf2dBb+DCSnGxa0bXeykKA793f1OGZ0UhQfyYqPZHwkKR6S8OLEg4WulpVBCAs+JSVuxlBqdBaRloahWmOPiUK3Q5HTDUiArs/zdB6zk+3jn/uzGejEH6+v8oQ87K3bS1ldGXvq9rCnbg/l9eXoRseZZDmOnGiIFBcmDXYO7tPnJ8TZEIno1Dd8hNtdQnX12+h6c+y+1NSpuFzzyMm56rSW4QnR3+h1frxb3Xhal7K1sQxPpvpLJsZNGIei9Y06hHl5eWRmZvLjH/+Yq6++GoBLL72U5uZmFi1aJMGREGdAgiMhBrBQOPTFw51OtgtGgj02Zptmw2F2YDfZsZvsOEwO7Oa4yyZ77P4Tr9tNdiya5fSCg9MMC7obBrWFEedaOOzF661ob2MfV5g6/hPzE2laEg7HiE6KUkfb2YvzRzAcpLyhnD11eyirjQZKe+v3dhrsplhSEoKkoowi8lLy0FRp6SwGpkgkQG3t+1S6S6ipWUsk0vYGWiUj/Uu4XPPIzr4CszmlV8cpRE8xDIPgoSY8pW58O2swAmHq5ydRMGI0itXE0l//rEcf/0c/+tEpt8nLy+M73/kO69evZ+XKlXz22WfcdNNNXHDBBRQXF1NUVMQjjzyC3+9H13Uefvhhbr75ZgCOHj3Kfffdx/79+wH42te+xoMPPsiKFSt4+umnCQajr4GfeuopZs+eDcDmzZu577778Hg8OJ1OnnnmGaZNm9YzT4AQvUSCIyF6mWEYBMKBMwpwTnbdF/J1OmvgbFBQThrgdOu6uePtNs0mbzi7IRIJ4PUdjmtj39rW3ldxinb2Nhz2EdFgyJHf3tLekY/FnCkzR0SXwpEwh5sPR8OkujL21EZnJ9UH6jtsa9NsjE0fG13q1homjUkfg1Wz9sLIheg5uu6hpmYtbncJtXXrYw0BFMVCVuaXcbmuJStrNpomXanEwBQJhvHvquUz/ThjB0Vrf/302Z/36GN2NzgqKSnhxhtv5MMPP+SXv/wlWVlZlJaWUlxczK233kpKSgqapuF2u5k6dSo7d+4kPT2dyy67jKuvvprvfe97ANTU1JCVlUVtbS0ZGRkoisLevXuZPXs2R44cIRgMMnr0aJ577jlmz57NmjVrWLx4MeXl5Vgslh59LoQ4l75ocCSl9cV5I6H+zhcIdDoEPLovVo/nbDMppm7P1uluuOMwObBqVgkZeli0nf2R2Iwhn7cidtnvP0bX7ezN2O3DY93K7HFdy6xWl7SzF2dEUzXyU/PJT83nqvyrgGjo7fa6O4RJxzzH2FGzgx01O9r3V6L7x5a6ZRZRkFFAikVmZYj+y2Rykps7n9zc+YRCDVRVv43bXUJ9/UdU17xDdc07aJqDrKw55LrmkZFxMaoqbyTFwKFaNByTc9DKajEPchLx6Tx87/cxAjrxpR4Vk4piN6HaTSjmc7OEW1EUbrzxRl555RVeeeUVPvzwQ0pLSwGorq5m8eLF7N+/H5PJRF1dHXv37mX8+PF8+OGHvPPOO7HjZGVFl6AeOHCAr33taxw9ehSz2UxlZSWVlZVUV1djsVhis4/mzJmDxWJh7969TJgwocfPU4j+QoIj0efoEf2sBDrxhZh7uv6ORbWcUYBzquvSZrtvM4wIfv9xfL7EJWVe70H8/iMYXcwYUxQNm214azCUH9fSPg+rdfCAa2cv+iZFUch15pLrzOXSYZfGbm8MNMbqJbUFSgebDlLeUE55Qzkln5XEth2SNCQhTCrMKCTbni3BtOh3zOY0hgy+iSGDbyIQqMJd9SZu95s0NX2C2/06bvfrmEyp5GTPxeWaR3r6DBRFZtiKgUPRVLQkC1oSGBGDiF/H8OtE/GEMPYLRHCTSHARNQbW1hkhWrUd/3y9cuJAZM2ZwySWXkJmZGbv9rrvuYv78+fzlL39BURTGjh2L3+8/yZGiS9Z+/vOfc9111xGJRHA4HKfcRwjRTt6diDNiGAahSOishTvxy7N6sv7OiXV3YmHNadTh6awuj0ne6A9YhmEQDFbFAqFY7SHfIXy+CiJd/n9VsFkHty4ly8NhjwZEdnsedvtQ+dRa9Fmp1lRmDJrBjEEzYrf5dB/76vexp3ZPrBD3/vr9HG05ytGWo6w5vCa2bYYtIyFMKsooYmjy0FiRdCH6Oqs1h+HDFjF82CJ8vs9xu9/A7S6hxbOXY8dXcuz4SiyWbHJyribXNY+UlAslLBUDiqIqaA4zOMwYhoERCBPx60R8YQhHiHhCRDwhUBRUmxadjWQzoahn9+dg5MiRLF26lOnTpyfc3tDQQF5eHoqi8M4771BeXg5AUlISX/rSl/jFL37RYalaQ0MD+fn5ACxfvpxAIABAQUEBwWCQ9957j8suu4x3332XUChEQUHBWT0XIfo7ebc7wBmGgT/s/8Jds+LbpbfdHjbCPTJmVVG7FdacGP6cKuyxmWzyxkV0yjAMQqG61hlDB1uDoQq83kP4fIcIh71d7mux5CTMGGpbWma3j0DTbOfwLIToOXaTnUnZk5iUPSl2WygS4mDjwcQi3HV7qfPXseHYBjYc2xDb1ml2UpBeEJuVVJRRxMi0kZhVmVUp+ja7fRh5eXeRl3cXLS37cFdFQySf7zBHjrzAkSMvYLMNw+W6llzXPJKS5M2mGFgURUGxRYMhI9XACEWis5F8evSyTwefThhQrBpqW4hkOjuvuZcsWdLhtscff5y7776bRx99lGnTpjFx4sTYfS+99BL33HMPL7zwApqmccstt/D973+fX/7yl1x33XWkp6dz5ZVXxmYwWSwWXn311YTi2KtWrZL6RkKcQIpj9xHhSPjUAc8Z1OXx6T4Meubf2KSazqzuzsmumx1YVIt8cid6RCjU1Lqs7MTZQwcT2jOfyGzO6FCUOjp7aAQmU9I5PAMh+jbDMDjSciQhTNpTt4dqX3WHbc2qmdFpoxPCpLHpY3GYHb0wciG6zzAMmpt3Uukuocr9JoGgO3af0zkGV861uFzzcDhG9OIohei+zormdoehR4OjiF/HCCR+oKyYNVS7hmI7d3WRhBBdk65q/cBjGx+jJdQSW4rVWcDjD/fcGlubZus0rDmdFukd7pP6O6KP0nUPPl/FCbOH2trZ13W5X7SdfXy9ofa29mZz6jk8AyEGnhpfTXvdpNZA6XDz4Q7bKSiMSBkRXeqWWRgLlNJt6b0waiFOzTDCNDRswe0uoar6LUKh9k6FKckTcbnmkeO6Gps1txdHKcTJnWlwFM8IR6L1kFrrIhH/HlNTUe1adCZSD9dFEkJ0ToKjfmDmipl4Qp6TbtPWHv1sdc1quy7t0cVAFA4H8PkqTpg9VIHPeyjhk98Tqao9sVtZ3BIzs7SzF+Kcagm2sLd+byxMKqsr47OGz9A7KSrvcrg6hEmDnIPkZ1b0KZFIiLr6DbjdJVRXv0M43PbaTyEtbTou17W4cq7CbJYgVPQtZyM4imdE4usi6RCJe7+pthXX1lCsZ78ukhCicxIc9QMlB0pQFOWUAY+8ABaiXSQSam1nf6jD7KFoO/vOf3cpigWHYwR2+4gOs4esFpf8nAnRhwXDQfY37E8owr2vfl+nXTFTrakUphcmFOEekTJCPiwRfUI47Kem9j3c7hJqa9+LNVJQFBMZGRfjcs0jO2uOLHcWfcLZDo7iGYaBEYyri6RH2u9UlLi6SBqKJrVIhegpEhwJIfq1UKgJj3c/Hk85Hs9+vN7P8HoPtbaz77wAe7Sd/dBYvaH42kM22yBpkSzEABKOhKlormBPbetSt9ZAqSHQ0GFbu8nOmPQx7V3dMooYnT4aq2bthZELEaXrzVRXv4PbXUJd/YbY3zZVtZKVeTku1zwyMy9Fk/+nopf0ZHB0okgojOEPE/HpGMET6iJZoiGSYtNQzfJaToizSYIjIUS/EAuIWvbj8ZZHv3v2n2RpmYLNNhiHPb/DsjKbbSiqdGMS4rxlGAZurztWL6ktTDruOd5hW5NiIj8tPxYmtX0lW5J7YeTifBcM1lJV9RbuqjdoaPg4drumJZGd/RVyXfNIT/+S/I0T59S5DI7iResi6UR8YYyAnjCZXDGpKG0d2ixSXFuIL0qCIyFEnxIKNeLx7G/9Ko997yogUlUbTuconI4xOJ1jcDpHYnfkY7cNl09fhRCnpcHfwJ76PQlL3Q41HSJiRDpsOzRpaKyjW9vspGxHdi+MWpyv/P7juKvexO0uobn509jtZnMGOTlX4cq5lrS0YhRFlu+IntVbwVE8I2JEl7P5o7WREuoiaa11kdqKa0tdJCFOmwRHQoheER8QtXj24/WU0+LZTzBY1en20YBodOvXWJzO0SQ5x2CzDZGlZUKIHuMNedlXv6+9q1tdGfvr9xOKhDpsm2nLpDCzMDY7aVzGOIYkD0GVN+6ih3m9B3G736DS/QZeb3nsdqs1F1fONbhc80hOHi+zLkSP6AvBUTzDMPA3eXno4Yf42xslmE0m7DY7D9//AP961bxoPSS7CdXac3WR7rjjDoqLi7n33nv50Y9+REtLC0899VSPPJYQ58IXDY5MPTIqIcSAEQo14PGU0+LZFzeDaD/BYHWn26uqPTqDyBmdQZTkHIPTORqbbah8aiqEOOccZgcX5lzIhTkXxm4LRUJ81vBZQpi0t24vtf5aNhzdwIajG2LbJpmTKMgoSFjqNjJtJGZZSiTOIocjn/z8b5GXdy8tLXtwu0twV72B33+Uw5//kcOf/xG7PQ+X61pyXfNwOkf39pCF6DGKonDvf95HS0sLu8p2YdUs7Ny6nWv+fR4ZaenMmnkR+HTCEFdc24Ri6v7rTF3XMZnkrbAQ3SU/LUIIIBoQtcSWmLUvMzt5QDQ6NnOoLSiKziCSgEgI0XeZVTMFGQUUZBTwr/wrABEjwtHmo7Elbm3fa3w1lLpLKXWXxva3qBZGp49OCJPGpo/FYXb01imJAUJRFJKTi0hOLmLUqO/R1PQJle4Sqqr+js93iEOHfs2hQ78mKakIl2serpxrsduH9PawxQCy9t1RPXr82ZcfOOU2FRUV/PnPf+bw4cPY7XYAJs2cwsM/eISf/vZJDj9wL////7zExDEXYATC/GrZb/lkxzae/dUy9h35jO889D1q62oJBoPcf//9LFq0CIj+fD366KO8+eabXHnlldx4443cfffdeDwe/H4/S5Ys4f777+/R8xeiv5LgSIjzTChUT0ts5tC+uICoptPtNc2BwzEqIRyKBkSDJSASQgwYqqIyLGUYw1KGcUXeFbHba3w1HYpwf978Obtrd7O7dnfC/iNSRsTqJbV9T7Ol9cbpiAFAURRSU6eQmjqFMaMfpqFhE5XuEqqr36KlpYyWljIOHHiC1JTJuFzzyHFdg9WS1dvDFuIL27lzJ6NHjyYjIyPh9pkzZ/KDH/yA+++/nxUlK5n65FNEAmH+9L8v8+QP/5uQL8iCRbfz/DPPUlhQiEf3MnP2xcycOTO2RMdut7N582YAmpubWbNmDVarlZaWFqZPn87cuXP71LI9IfoKCY6EGKCCwbr2pWVx3cxOFhA5HaNbg6HREhAJIQSQZc9i1tBZzBo6K3Zbc7CZvXV7Y2FSWV0ZnzV8xsHGgxxsPMjqg6tj2+Y6czuESbnOXKlVI06LqprIyLiIjIyLiBT8X2pr1+N2l1Bds5bGpk9obPqEfft/Qkb6v+ByzSM7+wrM5tTeHrboh7ozI6innaoG7+23386MGTN44oknKDuwh8aWJi77tyvYvf1T9pTvZcE9i2LbBnx+Pv3wE8a48qP7Lrg9dp/X6+Wuu+5i+/btqKrKsWPH2L59uwRHQnRCgiMh+rloQLQ/of5Qi2c/oVBtp9trmjMaDDlG40wa0xoWjcVmGyQBkRBCdEOyJZni3GKKc9vrSQbCAcrryxOWuu2v30+lp5JKTyXrPl8X2zbNmharm1SUUURhZiEjkkegqdIoQJyaqlrJzp5DdvYcwmEv1TVrcbvfoLb2n9TVb6CufgN79v6QzMxLcLmuJTtrNpomyyhF/zFhwgTKy8upq6tLmHX00UcfMXHiRIYPH84FF1zA6tWrWbduHXfccQeqqqJYNLKystj26XaMYCTapc2nY+gRIt5oQwRrC4RqfKg2jQcffJDc3Fyef/55TCYTV1xxBX6/v7dOW4g+TYIjIfqJYLA2Fg7F1yIKheo63T4WEMXPIHKMkYBICCF6gFWzckHWBVyQdUHstnAkTEVTRYe6SQ2BBjYd38Sm45ti29pNdsamj22fnZRZyJi0MVg0S2+cjugnNM1Brmseua55hEKNVFe/TaW7hPr6j6ipWUNNzRpU1U521mxcrnlkZs5CVa29PWwhTiovL48bbriBu+66ixdeeAGbzcann37K0qVLefnll4Fo17Nnn32WzZs389FHHwFQUFCAw+HgpZdeYsGCBahWjT3HD5Kb7SLZ4owe3ADDrxP269RX1jJ+ZBGKL8KO8u2sX7+eW265pbdOW4g+TYIjIfqYYLCmtYtZ4iyirgOipLg292NitYis1kGyFEIIIXqRpmqMTBvJyLSRXDPyGiC6BKPSU9khTKr0VLK9ejvbq7fH9jcpJkamjUxY6laYUUiSJam3Tkn0YWZzKoMH38jgwTcSCFRTVfV33O4SGps+wV31Bu6qNzCZUsjJvhKX61rS02eiKDLLTfRNv/3tb3nooYcYN24cFosFm83G008/zZe//GUA/v3f/5177rmHadOmMXz4cABMJhMlJSXcf//9PPnkk4TDYVwuFytXrkRLjobw5lwnmslGxKfz4Lf/i0X3fYPnXn6BMSNHM2vGRYS9ISKBcK+dtxB9lXKqNaS9qbi42NiyZUtvD0OIs84wDEKh2hPCofJuBERj4rqYjZaASAghBoh6fz176va0102qLaOiqQKDjq/ThiUPS6yblFlEll2KIovO+XxHcLujwVFLS1nsdosli5ycq8l1zSMlZbK8ljiPlZWVnZd1fYyIgRHQifjCRPw6ROJ+36oKqt2EajOhWDUUVX4+RP/W2c+5oiilhmEUd7FL4rYSHAnRcwzDIBiqjWtxHx8Q1Xe6T1tAlJRQpHq0BERCCHGe8Ya87Kvf1z47qbaM8oZyQpFQh22z7FkdinAPTR4qfzdEghbP/miI5C7B56uI3W6zDcXluhZXzrUkJRXK/5vzzPkaHMUzDAMjGG4PkfRI+52KgmrTUGym6HdNSj6I/keCIyH6gFhA1LKvtYtZeayL2ckCosQW920ziKTbjhBCiM6FIiE+a/gsIUzaW78XT8jTYdskc1J7Ee7MaKCUn5qPWTX3wshFX2IYBs3NO1tnIr1JIFAZu8/hGE2u61pcrnk4HHm9N0hxzkhwlMgwDAw9guGLzkYyQolL1xSrhmozodpNKCYJkUT/IMGREOeQYRitNYj2JSwxa/HsR9cbOt3HZEpub3OfNDbWzcxqcUlAJIQQ4guLGBGONB9JrJtUu4daf8fumhbVwpj0MQlFuMemj8VusvfCyEVfYBgRGhq24K4qoapqdcIHXsnJE1pnIl2DzTaoF0cpelJZWRmFhTLTrCuGHu3QFvHpGCfUP1LManQmkt0UvSzPoeiDDMNgz549EhwJcbZFA6LqhOVlbfWIThoQJcwgal1iJgGREEKIXlDtrY6FSW2zk460HOmwnaqo5KXkJYRJRRlFpFpTe2HUojdFIiHq6z+k0l1CdfU7hMMtrfcopKVNw+WaR072lVgsGSc9juhf9u3bR15eHhaLdHE8FSNiEPHr0dlI/jDEv5fWVFS71l4XSV7/iz4iGAxSUVHBmDFjEm6X4EiIbjoxIGqJC4p0vbHTfUymlMQW9631iCyWHPkDIYQQok9rCjaxt25vLEgqqyvjYONBwkbHLkKDnIM6FOF2OeTDkPNFOOyntnYdle4SamvfJRIJAqAoGhnpF+FyzSM7+yuYTMm9PFLxRVVVVREIBBgyZAiqKkuvusswDIxAmIhPj9ZFCp9QXNuqobQV2Jbi2qKXRCIRjh49itVqJScnJ+E+CY6EOEE0IKqKC4bai1TrelOn+7QHRG2dzMbidI6WgEgIIcSA4tf9lDeUx5a47anbw776ffjD/g7bplvTY3WT2sKkESkjUBV5szmQ6Xoz1dVrcFeVUFe3AcPQAVBVC5mZl+FyzSMr8zI0zdbLIxVnIhKJcOTIETyejrXSRDcZYIQjGKHWr3B8cW1QTCqKWYsuZ5MQSZxjTqeToUOHdgiGJTgS5y3DMAgE3XH1h+JnEHUVEKWe0OY++mWxZEtAJIQQ4rykR3QqmioSwqSyujKagh3/ltpNdgrSC2JBUmFGIaPTRmPRZNnLQBQM1lFV/RZu9xs0NHwMRN9LaFoS2dlzcLnmkZF+EaoUYRfnMb3Gh293Lb7dtQQrmtp+TAAwD0vGPi4D+7hMTDkOeb8heo0ER2LAiwVELW0dzNq7mel6c6f7mExpHVrcO51jsViy5Be2EEIIcQqGYXDcc7y9blJtNExye90dtjUpJkaljUoIkwrSC0iyJPXCyEVP8QcqqXK/idv9Bk3NO2K3m83p5GRfics1j7S0aSgyI02cx8ItQfx76vDtriOwvx4j1D4byZRpwzYuE/u4TCwjUmQ2kjinJDgSA4ZhGATLk03nAAAgAElEQVQClQlLy7odECWNae9m5hwjAZEQQgjRA+r8dbEC3G1hUkVTBQYdX2MOTx6eECYVZhSSZc/qhVGLs83rPYTb/QbuqjfwePbHbrdac3HlXIPLdS3JyRPktZg4r0WCYQL7G/DtrsW/p5aIR4/dpzrN2AozsF+QiXV0GqpF68WRivOBBEei34kGRMc7tLj3ePbHdfRIZDanJxapdozGmTQWizlTXpQIIYQQvcgb8rK3fi9lte1d3fY37EeP6B22zbZnx0KktkBpaNJQ+VveTxmGQYtnbzREcpfg97d38rPbR+ByXYvLNY8k55iTHEWIgc+IGAQrmmJL2sK17XXlFLOKdUw69nGZ2Ioy0Jyy9FOcfRIciT6rPSBKDIc8nvJuBERjEmoRmSUgEkIIIfqNUDjEgcYDCWHSnro9eHVvh22TzckUZLTXTSrKKCI/NR+TauqFkYszZRgGTU3bqHSXUFX1d4LB6th9SUmFuHKuxeW6Frt9WC+OUojeZxgGepU3GiLtqiV0JO59kQKWESnYL4guaTNl2ntvoGJAkeBI9Lr4gKgloYvZyQKijA7hULSLmUxhF0IIIQaiiBHh8+bPOxThrvPXddjWqlkZkzaGwszCWFe3MeljsJvkTVR/YBhh6us/wu1+g6rqt9H1xth9KSmTyXVdS07ONVit2b04SiH6hnBjAF9ZbbQu0oEGCLe/Zze5HNhb6yKZ/x979xkc13nuCf5/TuecDtAAwQgwR0VLlKxEUJYsiw7X9h05KNAyCVbNzIf9srO1s6G2arb2Vu1+mampuSJliZZly5Z9rXtt0kEWSQUrWNEiQZBiADNANHA65z7h3Q/n9OluoBEIAugG8PyqUGi8b/fpFxJBdv/xvM+71E2/SCfTRsERmTOMMRQKg8jmzo3qQ3QeilL/SM/qgKi6WbXVGprj1RNCCCGk2TDGMJIf0UIkvTrpdOw0BjIDY+7LczxWeVfVhEnrg+vhs/kasHIyVapaQjT2V0QihzAycgSqmtdneAQCdyEc3oXWlkdhsdD/R0LUgozCmbjWF+lMDKygGHMmr9Vorm3r9IEzUyN6MnUUHJEZx5iKQuE6stmz+ilm+mlmEwZEIb1yaG3NSWYUEBFCCCHkRiWLSZyJnamc6hb7AheTF6EwZcx9l7iWaCFSaD26l3djbWBtA1ZMpkJRchDFYxiKHEI0+g4YKwEAOM6CUPA+hMO7IAjdMJtdDV4pIY3HZBXFi0ktRDoVhZIsGXOczQT7Or0v0vogeDtt7SUTo+CITJsWEA1WTi8rVxHlzkNRxvYgALSAyF3Tg6gcEAXnePWEEEIIWUwKcgHn4udqwqSz8bMoKsWa++1YtgM923qwMbSxQSslUyFJKYyMvI5I5BBi8Q8AaMeW87wDgrADbeFdCIXuB8/bGrtQQpoAYwzSQMYIkaShqvdqJg62Tp8WIm0MweyjnxkyFgVHZFJaQDSgby07azSqzuX6xw2IrFah6hSztfpR9xQQEUIIIaR5yKqMS8lLOB07jb8P/x2/7/+9ESTdv/R+9GztwdaWrQ1eJZlMsSRiePiPiEQOIZn8zBg3mz1oaXkE4fAuBPx3g6eG6YQAAORoHvnTMeT7oihdSgJVb/MtHW6tL9KmEMxhJ/VFIgAoOCJVKgHRuapG1eenGBCtqepFtBoWS2COV08IIYQQcnPEvIiX+l7Cq2deRV7Weuncu+Re9Gzrwa2ttzZ4dWQq8vkBDA8fxlDkMDKZU8a4xRJCOPwYwuFd8HlvBcdRfxdCAEDJSih8EUP+VBTFs3EwSTXmTEG73lw7COsKHzgThUiLFQVHi5AWEF2rOuL+rF5N1F/VcLCW1dpSVUFEAREhhBBCFq5YIYaf9f0Mv/zil8jJ2i/P7mq7Cz3benBn250NXh2Zqmy2H5HIIQxFDiGfv2SM221LEA4/jnB4F9zuDVRRQYiOSQoK5xLalrYvYlAzkjHHO82wrw9qzbXXBsBbTQ1cKZlrFBwtYIypyOevVjWoLvch6oeqFuo+xmptrWlOXW5WbbH453j1hBBCCCGNlSgk8PPTP8cvTv8CGSkDALit9Tbs27YPd7ffTYHDPMEYQzrTh0jkECKRwygWh4w5p7ML4fAutIUfh9O5qoGrJKS5MJWhdCWF/KkYCqeikMWqAgMzD/sav9YXaUMQJre1cQslc4KCowWAMQX5/LXaI+5zkwdE7qrm1OXPFBARQgghhNRKlVJ45fQrePnUy0iVUgCAbS3bsG/bPty75F4KkOYRxlQkkp8iEjmM4eE/QpJixpzHswnh8C6EW78Gu31JA1dJSHNhjEEeyWuVSH1RlK6mK5McYF3uhWOT1lzbIjgat1Ayayg4mke0gOhqJRwyQqLxAyKbNTwmHHK51sBi8c3x6gkhhBBC5rdMKYNfnfkVXup7CYliAgCwKbQJ+7btwwNLH6AAaZ5RVRnx+PuIRA5heOQvUJSMMef33Ylw+HG0tn4VVmuogaskpPkoqRLyp7UT2grnE4BSyQnMrQ44NgqwbwzCutQDjqe/FxcCCo6aUCUgqoRD5VPMVLVY9zE2W5t2cpl7Tc1nCogIIYQQQmZWTsrh1TOv4qd9P0WsoFWsbAhuwN6te7Fj+Q7w1Hh53lGUIqKxtxCJHIYoHjVec3OcCYHAPVqI1PIIzGZPg1dKSHNRizIKZ+Mo9EWR/yIOVpCNOd5jhWNjEPaNIdi7/ODM9HfjfEXBURNRlCI++fQ7kwdEVZVDbtcaOJ2rYbF453i1hBBCCCGLW17O41/O/gsOnjyIkfwIAGC1fzV6tvXg4eUPw8RT89j5SJYzGBGPIBI5hFjsXTCmvRHmeStCoQcRDu+CENoBk8ne4JUS0lyYoqJ4MYXCqSjyp6JQEpX3tJzVBPu6gNYXaV0AvNPSwJWSG0XBUZP567vbUSoNVwVEa/ReRFpQRL/lIIQQQghpLkWliNfOvYYXel9AJBcBAHT6OrFn6x48uvJRmHlzg1dIpkuS4hge/jOGIoeQSHwEQHs/ZDK50CLsRDi8C8Hgl8Hz9CaYkGqMMUiDWa0v0qkopOvZyiTPwdbp00KkjUGY/RTCNjsKjppMJnsOdlsbBUSEEEIIIfNMSSnh387/G17ofQGD2UEAwArvCuzZsgePdT4GC4UL81qhOIThyB8RGT6MVOq4MW42+9Ha+ijawrvg998JjqNKM0JGk2MFrS9SXxTFS0lArcxZlrj0ECkES7uL+sU1IQqOCCGEEEIImUGSKuFw/2EcOHEA1zLXAAAd7g7s2bIHX+/6OiwmCpDmu1zuMiLDhxGJHEI2e84Yt1nDaA0/hnB4F7yerfQGmJA61JyE/Jk4Cn0iCmfjYKVKimQK2IwQybbSB85EP0PNgIIjQgghhBBCZoGsyvjjxT/i+RPP41LqEgCg3dWOH2/5Mb65+puwmqyNXSCZEZnMGUQihzAUOYxC4aox7nAsR7j1cYTDj8PtXtfAFRLSvJikotCfMPoiqRnJmOMcZjjW68211wbA26iar1EoOCKEzB9SAUhc0T8uA6UMwPHaB7jKbY7TP+rN8aPmMMHcdK7JTfJ83Nj7z+g16bcyhBDSbBRVweuXXsf+E/txIXkBANDqbMWPNv8I317zbdjN1N9jIWCMIZU6jkjkECLDf0SpNGzMuVxr0RbehXD4cTgcyxu4SkKaF1MZSlfTRogkj+Qrk2YO9tUB2DcG4dgQgslDwftcouCIENI8FAlIXtNCofjlSkBUvp0ZavQK54GpBFzcFAK1UdeZk0BtKs/HAxwWSCg40Xr4UXN1rnkj34fVCdi8oGCRkMZSmYo3Lr+B/Sf241xc294kOAQ8s+kZfHftd+G0OBu8QjJTGFMQT3yESOQQhof/DFlOGnNe7y0Ihx9HuPUx2GzhBq6SkOYmjeS0EKkvitLVdLk3PcAB1mUe2DeG4NgUgqWF/u6cbRQcEULmjqoA6ev1Q6HEZSA1ADB1/MfzZsC3FPAvB/wrALtPG2eq/sEqt1F1m6naPzTjzlU/DhPMsVFj4z3fqPm6c9WPq3O9MY/DBHNVz0PIeDgT4AhoH85g5bajfNtff9zmocCJkBmmMhVvXn0T+4/vx+nYaQBA0B7E05uexhPrnqAAaYFR1RJisXcRiRzGiPgGFCWnz3AI+O9COLwLra2PwGIJNHSdhDQzJV1C4XRMO6XtfByQK697zS0Ooy+SdZkHHE+vW2YaBUeEkJnDGJAZ1kKgxBUgfqnq9mWtmkiVJrgAB3g7tGAosEILh6pve9oBEx1pPC6mh1DjBVVjxicK2m40TLuRa45e40QB3URh2qjbkwZ0N3LNmwj96n5v9a43m/+dq55PVYBSFiilp/fnijdXhUnVQVMAcNYZL4dPVjcFToRMgjGGd669g/0n9qNX7AUA+G1+PLXxKXxv/ffgtrobvEIy0xQlD1E8hkjkEMTo22CsBADgODOCwfvQFt4FQdgJs9nV4JUS0rzUooLiuTjyfVHkv4iB5WVjjndbjBDJ3uUHZ+EbuNKFg4IjQsjUMQbk41WVQlWhUPm2XJj4Gq7W+qGQfzngWwaYab8yIbNCkbSf3/JHLlb1dazOeEIbL2Wm93y8pTZwqqlmGm88CFhdFDiRRYcxhvcH38dzx5/D5yOfAwA8Vg+e3PAkvr/h+/DZfA1eIZkNkpTCiPgXRCKHEY+/D8YUAADP2yEIOxAOP45Q8EGYTLYGr5SQ5sUUhuKlpNEXSYkXjTnOysO+NqBtaVsfBO+kEy2ni4IjQkitYnr8UCh+efKqBUegTii0QrvtW6b1WiGEzB9yCSgkqgKleiFT9bh+Xyk7vecrB05jts35x99m5wwCFicFTmTeY4zho6GP8Nzx5/BJRHtd67a48b3138NTG5+C3+5v8ArJbCmVRESG/4RI5BCSyU+NcZPJjdaWRxAO70IgsB08T5XXhIyHMQbpelYLkU7HIA1U/fKLB2wrfVqItDEEc5AOJbgRFBwRsthI+VGB0KiAKB+f+PFWjx4ILa8EQuXb/uWA3Ts33wchpLnJxUrV0qRVTlWVUNMNnEzWqW2lGx0+UeBEmtTHQx9j/4n9+PD6hwAAp9mJJ9Y/gac2PoWQI9Tg1ZHZVCgMIhI5jEjkMNKZPmPcYgmitfUxtIV3wee7DRxHW3AImYicKKBwSuuLVLyQBNRKnmFpdxkhkmWJCxy9FpgQBUeELDRyCUherd98On4ZyA5P/HizvX4oVK4ecgToTRYhZPZIhVEVThNVOVUHTrnJr12PyVYnUPKPHzSVx6l6ksyRz4c/x3MnnsN7A+8BABxmB7679rvYvXk3BIfQ4NWR2ZbNXkBk+DAikUPI5S4Y4zZbO8Lhx9EW3gW3eyO96SVkEmpOQuGs1hepcCYOVlKMOZPfpvdFCsK2ygfORKHsaBQcETLfqIp2+phRJTQqIEoPVhrt1sNbtJPJakKhlZXb7lYKhggh849UmELQFNOroKrG5fz0ns9sn/pWuupxi2Nmv2+yaPSO9OLAiQN469pbAACbyYbvrP0Odm/ajbCLjnRf6BhjyGROYShyCJHIYRSL1405p7MT4dbHEQ7vgsvV2cBVEjI/MFlFsT+B/Kko8qdiUNMlY46zm+FYr/VFsq8LgLfR9lCAgiNCmo+qalVB1VvJqvsMJa8Bqjz+4zleP5msTvPpgH4yGW+au++HEEKamZSfYsPwRGU8FwOU4uTXrsdsv8HtdOXAiXoxEM2p6CkcOHEAR68cBQBYeAv+Yc0/4NnNz6Ld3d7g1ZG5wJiKZPIzbTvb8B8gSTFjzu3eiLawFiLZ7UsauEpC5gemMpSupY0tbfJwVQWziYN9tV/b0rYhBJN38R7iQ8ERIXONMe1NR+JS/ebTyauTn0zmbhv/yHpvB51MRgghs03K39h2ulxMu49Smvza9ZgdUz+ZrnrcTKcxLVRnYmfwfO/z+Mulv4CBwcyb8Y2ub+DHW36MpZ6ljV4emSOqKiMe/wCR4cMYGXkdslw5xMTnux3h8C60tn4VNittayRkKiQxb5zQVrqcAqoiEOsyjxYibQrB3OJYVFtEKTgiZDYUkrXbyEYHRJMdb+0I1gmFVurbyZbRVgdCFgjGGFQGyKoKRWWQFAZFZcbXctXXcs3XVeM1Y6oxp11L+9puNiHgssDnsMLvtMDvsMDnsMBMe/jnFmN6hdMUT6arHp9u4GRx3vh2OkeAAqd5pD/RjwMnDuDPl/4MlakwcSY83vk49mzdgxXeFY1eHplDilJELPY2hiKHIIrHoKrlX0TyCAbuQTi8Cy0tX4HFQgeZEDIVSqaEwmmtEqlwLgHIlXYgZsEB+8YgHBtDsC73guMXdohEwREh01HKAomro7aRVfUZKiQmfrzNW/9EsvLXNs/cfB+ENBFVZVCYFo4YwYlaCUVkpRKKjB+o1D5OUsZeR9GvU3utylj115NeS1Wrwh79cVVfy6oKRRn9mNprNZLHbtaDJD1Qclrhd1jgd2rBkt9pRcBZ/roSOlHgNMcY05p/T/VkuvJ4Lgao0vSe0+Ka+sl01eNU8dowl5KX8Hzv8/jDhT9AYQp4jsdXV30Ve7fsRaef+t4sNrKchSgeRSRyCNHYO2BMa3PAcVYIoQcQDj8OQeiGyUS/jCRkKtSSguI5vbn2FzGouUrrEN5lgX2DFiLZ1/jBWRZeWxAKjgipRy5qvYTil+qfTpYdmfjxZsf4R9YHVgB2PzWgJuNibHRVycTVJbJSP7SoG7iM9ziVGQGHPOrr0aFI9Xoqz1En7FGqrjWqWmZsoKJWn5C6qPAcYOZ5mHgOZhMHM8/BxPP658pY9X1MfGWs+mvTOGP5koJEXkIiJyGZlxDPlZDMS5juP+semxk+PVCqhE71A6jq0MlCgdPcYkz7RcdUT6YzxmMT99KbiNU99ZPpyuN2PwVOM+hq6ip+cvIn+P3530NmMjhweGTlI9i7dS/WBNY0enmkASQpgeHhPyMSOYR44kOU996YTE4Iwk60hXchGPwyeJ5+DgmZCqYwlC6n9ObaUSixSpsRzsLDtjaghUjrgzC5LA1c6cyh4IgsTopcOZms3pH16euo2dA6Gm/RtoyNCYVWarddLRQMzbJkXkK6IE1cEaLUBi7jBR5Tqi5RJghcxg1oKuOjAyBFYZCMa4+tZFmsykGHxcSPCkM4mEwcLHp4UglQeD1Aqf26+rF1r8XzsJhqv64NZDiYTLXXMpvGXrsc0lR/PSbsMY1+7sqaTBwHvkGlzarKkC7ISORLSOQqYVIiJ436uoREXkKyamy6f0TdNrNeyWRBwGnVwidHndDJGLfC57DAaqbAaU4xpm2pnurJdNXB1LQDJ08lcJrKVrry1jvTwnhBPhsGMgN4sfdFvHb+Ncj6/5edy3eiZ1sP1gfXN3h1pFGKxWFEhv+ASOQwUqnPjXGz2YfWlkcQDu9CIHAXOG7hVUwQMhsYY5AjOeT7osifjkK6VtWShANcX2pD4FvzP7Sn4IgsTKoKZIZG9Raq2laWHACYMv7jOR7wjj6yvuq2px3g6Y3MbErmJVyL53Atntc/am+nC9N8czJPlKtQzKPDDSN4GBtUmPhKsDJ5Fcroa/HjhjSjHzcmcKmpjBkV0oxbLcOP+T54DouqyeB8paoM6aJsBEkJPVwqh07xXAnJnGSMJ6puTzdwcllNRogUcGkhUzl0qg2grFVVThbYzPTGZ04xBhTTU99KVx0+TfRv8kSsnhvfTucIAKbFc7zyUHYIL558Eb89+1uUVK1X1oPLHsS+rfuwSdjU4NWRRsrnr2gns0UOI5M9Y4xbra0Itz6GcHgXvN5t9G8zITdAThaN5trF/iS8O5bBu3P+95uj4IjMT4wBuageBF0a23w6cXXyo5I97eMfWe/toN9izrJUQcK12NhAqPw5NUkw5LCYEHBaaqpAqqtQLHWqUiauHKk3PrqapLYKpW7gUrfCZfIqlJrvo4FVKITMFlVlyJSqAic9UErmSojrVU6JfCV0qg6glGkmTk6rqU6gZNUrnkYFUC5te53PSYHTnDMCp3rb6RLjjJcDJ3Xy69dj89Y/mW7Z3cCGXYDFPrPfYxMYyY3gYN9B/ObMb1BQtG0VX+74Mnq29uCW1lsavDrSaJnMWUQihxCJHEa+cMUYt9uXIRx+HG3hXXC71zVwhYTMP2pBBlQG3jn/31dScESaVz5R/0Sy8rYyKTvx453COEfWrwR8Sxfki8JmMhPB0NKAQ/9wjvrsQNBlpd+AEbIIMMaQKcrGFrry1rpEXkIiW6rq3VQOoCrVT9Pd9umwmOr2aqptHm41ttyVK5zsC7AZZlNTVaCUnkLPplFVTpMFTo4gcMv3gdufAYT5v71gNDEv4md9P8OvzvwKeTkPANjevh0923pwe/j2Bq+ONBpjDKn0CUQihzEc+QOKpYgx53KtQbj1cYTDu+B0zv8KCkLI1FFwRBqnlB3bWyhRFRAVkhM/3uYDAuUTyVbUBkT+5YDNPTffxyJFwRAhpJkxxpAtKYhnq3o36eFSctQWuspt7evpBk52Cz9+s/Cqfk4+h9XYcud3UuA051QVKKZGBUoJrfdh72+Aod7KfVd8Gbhjt1aFZLY1bs2zIF6I4+VTL+OVL15BVv9l3J1td2Lf1n24s+1O+jeYgDEFicTHGIocwvDwnyHLlVOD3e6NEIQdaBG64fFsBsdRCwdCFjIKjsjskQrayWSJS3UCoitATpz48RZn/RPJyrcd/jn5NhardEGqGwiVx5L5iY94pmCIEDIflQOncqBUPoWufLs8HternKoDKEmZ3uskm5mvqVwyQqeqcGn0lju/wwq7hae/R2caY8DgZ8CnPwV6f1upbl7AVUjJYhK/OP0L/PzUz5GW0gCA21pvQ8/WHmxfsp3+jBEAgKpKiMXeRSRyGCPiG1CUSuW/zRpGSHgILcJOBALbYTJRVT8hCw0FR2T6FBlIXasfCiXKJ5NNwGStVAfVhEIrtdvOEJ1MNotuNhiyW/iaIKh8e5n+mYIhQshiwhhDrqRUmoXr4VJ5a10yLyGerZxQZ2y5y0koKdPr02M182N7NZUDqJqKp9rbDouJ/n6eikJKq0D69GBtFdLK+7QAaYFVIaVLabxy+hX87NTPkCqlAABbha3o2daD+zruoz8zxKAoRSQSf8OIeBSieBTF4pAxx/MOBIP3okXYiZDwEGxWoYErJYTMFAqOyPhUVQt/RvcWKgdEqclOJjMBvo5R28iqAiJ3G51MNotmKxgqfw5RMEQIITeNMYa8pFR6OOUqfZsq4VJ1M/FKBdTNBE7+qsomX7lZuH5yndG7SW8WXu7t5LQu0sCpXIX0yUHg5G8BKaeNG1VIuwFhdWPXOIOyUha/+uJXeKnvJcSLcQDAxtBG9GztwUPLHlqcfwbIuBhjyGROYUQ8BlE8gnT6ZNUsB6/3FrQI3RCEbrhca+jPDyHzFAVHixljQHZED4UujW1EnbwGKKUJLsBpJ5ONaT6t3/Z2LKrjbudauiBhIJEf22cood1O5CgYIoSQhYoxhoKkan2bsrUn0tWGTZXKpnKPp5I8zcDJxBuVTWObh2uh0+gtdwGndWEFToUU0Ptr4JOfApGFXYWUk3L4zdnf4ODJg4gWogCAdYF12Lt1L3au2AmeetqQOgrFIYjiMYjiUcTj70NVK+8l7PZlRojk998Jnp//J00RslhQcLSQMQYUEnVOJCtXDl2p/NZsPK6WcY6sX6mdTLZAXhw1o0xR1gKhaQZDNjM/JhBaFqRgiBBCFruCXuFU6d1U6dtkBFB1QqeCNL3AyWLijFPoano1lZuFO63Glrty6BRwWeFq5sCJMWDgM20bW3UVkjOkVSHd9syCqUIqyAX89txv8WLvixjODwMAVvtXY+/WvfjKiq/AxFNzd1KfLGcRj7+nb2k7BkmKGXNmsweh4AMQhG6EQg/AYvE1cKWEkMlQcDTfFTMTHFl/WTs1ZCJ2/6hQqHpb2TLA6pqb72MRmo1gqLp6SHBTMEQIIWTmlAOn6kApqVcx1QZQ1c3EJeSlCba1T8DMc1XVS1q4VBNAuaw1W+7KPZzcNvPc/vtXSGq9kBZ4FVJRKeJfz/0rXjj5AoayWk+bld6V2Lt1L7666qsw81RlTsbHmIJk6nOjGimbPWfMcZwJft+dEPRqJKdzRQNXSgiph4KjZicVKtVB9U4ny8cmfrzFVQmCqk8kK4dFdkr3Z0umKGNgnP5C1+I5xCkYIoQQsggUJMUIkSo9nKpPpBvdx0m7T640vcDJxHNGf6aaXk16uBTQq5z8VdvpfE4LPDcbOBlVSC8CJ19bsFVIkiLhd/2/w096f4KBzAAAYJlnGfZs2YPHux6HhbYfkSnI5S5DjB6DOHIEieTHYFV9U12uNRBCOyC0dMPnvQUcR1VthDQaBUfNRJGAt/6p9nSyzNDEjzHZqiqG6pxO5gzSyWSzJFuUx208TcEQIYQQcnMKkoJUvhIuxXOl2hPpqgOo8sl1udJNBU4rQk5s6fBh8xIfNnf4sKnDC699GkFIIQmc+DXw6U+BSFWz4AVUhSSpEv5w4Q94/sTzuJK+AgDocHfg2S3P4ptd34TFRAESmRpJSiIafRuieBTR2NuQ5bQxZ7EEIYQegtDSjWDgyzCbaTcEIY1AwVEzYQz4f5YCpUxljDdrvYRqQqGqCiJXK51MNktuNhiyjgmGam+3uG0UDBFCCCEzrChrFU7lZuHxbMk4ka7cIDw5uodTroTsOIHTypATmzu0IKkcKvmcUwxFGAMGPtV7IdWpQrp9NxDqmqHvvDFkVcafLv4JB04cwKXUJQBAm6sNz25+Ft9a8y3YTPM7ICNzS1UlJBIfQxSPYkQ8ikLhqjHH81YEAvfoW9p2wG5ra+BKCVlcKDhqNh89D1iclaohzxI6mWyWZIuydipZVSB0NZabsWBIcNnA8xQMEUIIIfNBQVJwLpJB70ASJweTODmQxBfX01m+iwUAACAASURBVCgpY5uCLws6tBBJD5K2dPgQcFkneYIJqpDu2A2sf3xeVyEpqoK/XP4LDpw4gPOJ8wCAVkcrdm/eje+s/Q7sZnuDV0jmG8YYstlzEMWjEMWjSKY+B1B5P+rxbIIg7ESL0A23eyP9QpaQWUTBEVmw6gVD1bdj2dKEj6dgiBBCCFncSrKKc8NpnBxI4uRACr0DSZy+nkJRHhsmdfgd2NzhxZYOHzbp1UmCu04QNGEV0g+0rWzzuApJZSqOXjmK/cf340z8DAAgZA9h9+bd+O7a78JpcTZ4hWS+KpZERMU39S1t70JV88aczdYGQehGi9CNQOBu8Pz8DWEJaUYUHJF5a0aCIb8DHXXCoWUBBwQ3BUOEEEIIqSUrKs6PZNB7TatKOjmYwqnBVN3T49p9dmzSK5K2LPVi8xIfWr1VlTfjVSGtul8LkNbvAsyTVDI1KcYY3rr6Fp478RxORU8BAAK2AJ7a9BS+t/57cFmoVw2ZPkUpIB7/QK9GOoZiKWLMmUxOBIP3oUXoRij0IKzWUANXSsjCQMERaVq5UvlUskogdJWCIUIIIYQ0GUVl6B/J4ORAEr0DSfQNpNA3mKzbN6nVY6upStrc4UWbxwZu8DPgk4PAyd8Csl5J4RT0XkjPzNsqJMYY/jrwV+w/vh8nxBMAAJ/Nhyc3PInvb/g+PFZPg1dI5jvGVKTTJyGKxzAiHkUmc6pqloPPdxtahG4IQjeczi7a0kbINFBwRBqmXjBUfTs6WTBk0raSUTBECCGEkGajqAwXxSz6BpPovaYFSqcGU0gX5TH3FdxWo1/SLa087kj9Bb6+n4MbrnoDvOp+rZn2+sfnZRUSYwwfXP8A+4/vx2fDnwEAPBYPfrDxB/jhhh/CZ/M1eIVkoSgUBvUQ6Qji8b+BsUrfUodjBVqEnRCEHfD57gDPUy9ZQqaCgiMya2YiGOowwqDaY+spGCKEEELIfKOqDJdjOb1nkhYmnRxIIlUYGyYFnRZ8XRjEP7A3sCl2BCaloE04BeDWHwC3PT0vq5AYY/gk8gmeO/4cPhr6CADgsrjwvfXfw1Mbn0LAHmjwCslCIssZxGLvYkQ8gmj0LUhS3Jgzm30QQg9CEHYgFHoAZjNVvxEyHgqOyLTlSwoGEjlcLQdCsdwMBUPa7RYKhgghhBCywDHGcDWWrznNrXcgiUTV6a5eZPEN03t40nIMa3HFGM8v/TLsdz8Lbp5WIX0a+RT7j+/HB9c/AAA4zA48se4JPLXpKQgOocGrIwsNYwqSyb9jRDwCUTyKXO6CMcdxZgT8d0EQdkAQuuFwLGvgSglpPhQckXGNCYaqqoYG4jmIGQqGCCGEEEJmGmMMA4l8zWluJweSiGaLuJU7j++bjuJx09/g4LTXYkneh77WXcht/gFWrduKVSHXvHqNdXzkOPYf34+/DvwVAGA32fGdtd/B7s270epsbfDqyEKVy13EiHgUongUicQnACqnJbpd6/QQaSe83q3gOL5xCyWkCVBwtIjdbDBkMXHo8NcGQsuCTgqGCCGEEEJmGGMMQ6mCcZpb/9VBrBg4hK/Lf8F6/qpxv3eVTfgt9zCG2ruxYalgnObW2eKGqclfl/WJfXjuxHN46+pbAAArb8W3134bP9r8I7S52hq7OLKgSVIcYvRtiOJRRKPvQFEyxpzVKkAIaZVIweC9MJkcDVwpIY1BwdECVpCUcU8km24wVN1nqNVDwRAhhBBCSCNFknlcOfE2nL0vY/XIG7CxIgBAZF78i/IAfqk8hMusDU6rCRvbvVoTbv1Et64WF8ym5quk+CL2BQ6cOIA3Lr8BADDzZnxr9bfw7JZn0eHuaPDqyEKnqiXEEx9B1KuRCoUBY47nbQgG7oUgdEMQdsBmo4o4sjhQcDSPjQ6GRt8WM8UJH0/BECGEEELIApJPACd+DfnjF2EWTxvDH/PbcLDwAN5Q74CEyilSdguPDe1aRdIWPVBaE3bD0iRh0rn4ORw4cQCvX3odDAxmzoyvr/46frz5x1jmpR40ZPYxxpDJnjFCpFTqeM2817NVC5FadsLtWgeOo/dOZGGa0eCI47h1AF6tGuoE8H8A+Jk+vhLAJQD/yBiLc9pP1n8F8BiAHIBnGGOf6dd6GsD/pl/nvzDGXprouRdicDQTwdASvx4I+Z1YFqwNhlo8tqYvWSaEEEIIITeIMeDax8AnB4G+1wBZO5GtZA+ht+Vx/Bu/E2+NuHE1lh/zUKuZx4Y2T01l0tqwB1Zz48KkC4kLeL73efzx4h+hMhUmzoSvdX4Ne7bswUrfyoatiyw+xeIwxOibEMWjiMXehapW3o/ZbUsgtHRDCHUjELgLPD//GtYTMp5ZqzjiOM4EYADAXQD+PYAYY+yfOI77XwAEGGP/ieO4xwD8R2jB0V0A/itj7C6O44IAPgFwBwAG4FMAtzPG4vWeC1gYwZGkqPifXv182sHQ0oADS6vCoVaPnYIhQgghhJDFLB8HTvwa+PSnwPCpynjng8hu/iE+d96L3oh2qlvfQBKXorkxl7CYOKxr8xhVSZuX+LCuzQO7xTRn3wYAXE5dxvMnnsfhC4ehMAU8x+ORlY+gZ2sPuvxdc7oWQhQlj1jsPa0aKXoMpZJozJlMboRC9+u9kR6ExRJo4EoJuXmzGRx9BcD/yRi7l+O4MwAeZIxd5ziuHcBbjLF1HMft12//Un/MGQAPlj8YYz36eM396lkIwREAbPu//oJkXjt+lYIhQgghhBAyI8apQoKrBbj1h8BtTwHBTiTzEvoGk+irOs3tgpgdczkzz2FN2IMtHV5s6fBhU4cPG9u9cxImXU1fxQu9L+B3/b+DrMrgwOHhFQ9j79a9WBdcN+vPT8hojKlIpU4YW9oy2TNVszz8/jsgCN1oEbrhdK5q2DoJma7ZDI5eBPAZY+y/cxyXYIz59XEOQJwx5uc47jCAf2KMvavPHQXwn6AFR3bG2H/Rx/93AHnG2P836jn2AtgLAMuXL7/98uXLU15fszp6OgKvw0LBECGEEEIImR3lKqRPDgIjlV5I6HwQuH03sO4xwFzZZpMuSDg1qAVJffrn/pEMRr81MPEcVre49S1uWiPujUu8cFrNmA3XM9fxwskX8Nq51yCp2i9edyzbgZ5tPdgY2jgrz0nIVOTz14wQKZ74EIzJxpzT2ak31+6Gz3sreH52fj4ImUmzEhxxHGcFMAhgE2MsUh0c6fNxxljgZoOjagul4ogQQgghhJA5wRhw9SNtG1tNFVIrcOsPjCqkerJFGaevl6uSUjg5kMS54TTUUW8XeA7o0sOkcs+kjUu8cNtm7s1yJBvBwb6D+Jez/4KiorV6eGDpA+jZ2oMtLVtm7HkImQ5ZTiMafUff0vYWZDlpzFksAYRCD0IQuhEK3gez2d3AlRIyvtkKjr4B4N8zxr6if01b1QghhBBCCGlW+Thw/FXg04PAyBeV8c6HgNufAdZ/DTBZJr5EScHpIS1EOjmQRO9ACuciacij0iSOA1YJLq1n0hItUNrU4YXXPvH1JyPmRfz05E/x67O/Rl7WGn/fu+Re7Nu2D7e03nJT1yZkJqiqjGTyU4jiUYyIR5DPV3bMcJwVgcBdxpY2u31JA1dKSK3ZCo5+BeB1xthB/ev/F0C0qjl2kDH2P3Mc9zUA/wGV5tj/jTH2Jb059qcAbtMv+Rm05tix8Z6TgiNCCCGEEEJuEmPA1Q/1KqR/rVOF9DQQnHqPloKk4MxQ2uiXdHIwiTNDaUjK2PcVK0POmsqkzUt88DlvPEyK5qP42amf4Zdf/NIIkO5qvws9W3twZ9udN3w9QmYDYwy53AWI4hGMiMeQTH4GQDXm3e4NRojk8WwGxzXuZENCZjw44jjOBeAKgE7GWFIfCwH4NYDlAC4D+EfGWEzvd/TfATwKIAdgN2PsE/0xPwLwv+qX/b/LIdR4KDgihBBCCCFkBo1XhdS1Q6tCWvfYpFVI9RRlBeciGfQOJI3T3E4PpVGS1TH3XRZ0aM23l2hh0pYOHwKuqR1znigk8PLpl/HK6VeQkTIAgNvDt2Pftn24q+0uaG9FCGkOpVIU0ehbGBGPIRZ7B4pSOeHQam2FIOxAi7ATgcB2mEz2Bq6ULEaz1hx7rlFwRAghhBBCyCyYsAqpfCLbzZ0UJSkqzkbSxmluvQNJnL6eQrFOmNThd2Bz1WluWzp8ENy2ca+dLCbxyulX8PLpl5EupQEAt7Tcgp5tPbh3yb0UIJGmoyhFJBJ/w4h4DKJ4BMXikDHH8w4Eg/eiRdiJkPAQbFahgSsliwUFR4QQQgghhJCpycW0E9lmuAqpHllRcX4kYzTf7h1I4tRgCnlJGXPfdp+9UpW01IvNS3xo9dZWZWRKGfzyi1/ipVMvIVnUGhRvDm3Gvm37cP/S+ylAIk2JMYZM5pQRIqXTJ6tmOXi9t6BF6IYg7IDLtZb+HJNZQcERIYQQQggh5MaUq5A+OahVIemnmRlVSLc/DQRWzvjTKirDhZFMzWlufYNJZEtjw6RWj622Z1KHF21eO3JyDq+eeRUv9b2EWEFrobohuAE9W3vw0PKHwFMvGdLECsUhiOIxiOJRxOPvQ1VLxpzdvswIkfz+L4HnZybEJYSCI0IIIYQQQsj05WLAiVe1EEk8ow9yQNdDwO27gXVfnbEqpHpUleFiNFt1mlsSfQMppIvymPsKbqsWJi3xYW2bFZflY3it/+cQ8yIAYE1gDfZu3YuHlz8ME2+atTUTMhNkOYt4/D2MiEchiscgSZWzpMxmD0LBByAI3QiFHoDF4mvgSsl8R8ERIYQQQggh5OYxBlz5W6UXUrkKyR2u9EKahSqkelSV4UosV3OaW++1JFKFsWFSwA2ElxxH3PI6cqr2xrvT14m9W/fi0ZWPUoBE5gXGFKRSx/UQ6Siy2XPGHMeZ4PfdCUHohiB0w+lc0cCVkvmIgiNCCCGEEELIzBq3CqncC2l2q5DqYYzhWjxvNN8uVyjFc5K+PBkW3yewCm+BtyQAAB5TOx7p+AF+uOmb6GzxUv8YMm/kcpchRo9BHDmCRPJjMFbZzulyrYEQ2gGhpRs+7y3gOApHycQoOCKEEEIIIYTMDqMK6SDQ9291qpCeBgKNq35gjGEgka9pwN07EEXa/CGswpvgrVoFkloKgk92Y4P3IWzrCBm9k1aFXOB5CpNIc5OkJKLRtyGKRxGNvQ1ZThtzFksQQughCC3dCAa+DLPZ1cCVkmZFwREhhBBCCCFk9uViwPFfaVvZRlch3bEbWPvonFch1cMYw1CqgONXY/hd/2F8HP8NilwEAKCW/ChFH4SUvANgZrisJmxaojfg1k9z62xxw0RhEmlSqiohkfgYYvQYRkaOoFC4aszxvBWBwHYIwk4IoYdgt7c3cKWkmVBwRAghhBBCCJk7jAFXPtB7IVVXIbVV9UJqnh4ssirj9Uuv4398vh9X0hcBABYEwCV2IDp0C8Bqwy6n1YSN7V6jKmlzhxerW9wwm+i0NtJcGGPIZs/pp7QdQTL1OYDKe36PZ5MWIgk74HFvoq2aixgFR4QQQgghhJDGMKqQDgLiWX2QA1Z3a72QmqQKCQAUVcEbV97A/uP7cT5xHgAQsgu4P/xdBOT78cX1Ak4OpDCQyI95rN3CY0O7VpG0RQ+U1oTdsFCYRJpIsSQiKr6pb2l7F6pa+bNss7XpzbV3IODfDpPJ1sCVkrlGwREhhBBCCCGkscpVSJ8cBE79rqmrkFSm4s0rb+K5E8/hi9gXAICgPYhnNj2Df7fu36FQMhv9kvoGtc9XY2PDJKuZx4Y2j1GZtKXDh7VhD6xmCpNI4ylKAfH4BxDFoxDFYyiWIsacyeREMHgfWoRuhEIPwmoNNXClZC5QcEQIIYQQQghpHrkYcPyXei+k5q1CYozh7Wtv47njz6Ev2gcA8Nv8eGrjU/je+u/BbXUb903mJJwcrD3N7VI0N+aaFhOHdW0ebOnwYZNenbSuzQO7hU69Io3DmIp0+iRE8RhGxKPIZE5VzXLw+W5Di9ANQeiG09lFW9oWIAqOCCGEEEIIIc1noiqk254Ebn2yKaqQGGN4b/A9PHf8ORwfOQ4A8Fg9eHLjk/jBhh/Aa/XWfVwyL+HUoHaaWzlUuihmMfotl5nnsCbswZYOrxYodfiwsd1LYRJpmEJhUA+RjiAe/xCMlYw5h2MFWvS+SD7fHeB5cwNXSmYKBUeEEEIIIYSQ5jZhFVL5RLbGvkFljOHDoQ/xz5//Mz4b/gwA4La48f0N38eTG56E3+6f9BqZooxTg6mayqT+kQzUUW/DTDyH1S1ufYub1oh74xIvnFZ6k07mlixnEIu9ixHxCKLRtyBJcWPObPZBCD0IQdiBUOgBmM2eBq6U3AwKjgghhBBCCCHzA2PA5fe1AKleFdJtTwH+5Q1dIgB8PPQx9h/fjw+HPgQAOM1OPLH+CTy96WkE7cEbulauJBuVSb0D2udzw+kxYRLPAV16mFTumbRxiRduG4VJZG4wpiCZ/DtGxCMQxWPI5fqNOY4zw+//krGlzeFY1sCVkhtFwREhhBBCCCFk/ilXIX1yEIie0wc5YPXOql5IjQ1N/j78d+w/vh/vDb4HAHCYHfjHtf+IZzY/A8EhTPu6+ZKC00Mp9OlNuHsHUjgXSUMelSZxHLBKcNWc5rapwwuvvfE9osjCl8tdxIjeXDuR+BiAasy5XGv1EGknvN6t4DhqCt/MKDgihBBCCCGEzF9GFVK5F5Leb8XTXjmRrcFVSL0jvdh/Yj/evvY2AMBmsuE7a7+D3Zt2I+wKz8hzFCQFZ4bSODmYNE51OzOUhqSMfQ+3MuSsqUzavMQHn5PCJDJ7JCkOMfo2RPEootF3oCgZY85qFSCEdkAQuhEM3guTydHAlZJ6KDgihBBCCCGELAzZaKUXUnUV0pqHtSqkNY80tAqpL9qHA8cP4NjVYwAAC2/BP6z5Bzy7+Vm0u9tn/PlKsoqzkXRNz6TTQ2mUZHXMfZcFHTWnuW3p8CHgss74mghR1RLiiY8gikchikdRKAwYczxvQzBwLwShG4KwAzZbawNXSsooOCKEEEIIIYQsLIwBl9+r6oVUXYX0pNYPqYFVSGdiZ7D/xH4cuXwEDAxm3oxvdH0DP97yYyz1LJ3V55YUFecimZrT3E4NplCsEyZ1+B3YXHWa25YOHwS3bVbXRxYXxhgy2TNGiJRKHa+Z93q2aiFSy064XevAcVyDVrq4UXBECCGEEELmBaYyKLKqf+i3JXXsWNW4qkx8P7U8rjB4Qna0d/nQtsoHq4MaCi8YRhXSQSB6Xh9sjiqk8/HzONB7AH+++GcwMJg4E3Z17cKeLXuw3Dt3wZasqOgfydZUJvUNppCXlDH3bfPaccfKAO5dLeCerhCWB530Zp7MmGJxGGL0TYjiUcRi70JVi8ac3bYEQks3hFA3AoG7wPNUETdXKDgihBBCCCFjMMagVgcxRiBTZ0xmVUFN7dcThjWjry/VGdPvp0oq1NHHSM0SjgOCHW60d/rQ1uVDe5cPnpCd3hzPd+UqpE8OAqd/X6cK6SnA35iTni4mL+InvT/BHy78AQpTwHM8Hlv1GPZs3YNOX2dD1qSoDBdGMlpV0rWUHiYlkS3Vhkkdfge2d4VwT1cI93QJaPPZG7JesvAoSh6x+PsQR45AjB5DqSQacyaTG6HQ/XpvpAdhsQQauNKFj4IjQgghhJAGY4xBVbWwZephzaj7jhfo6IGMOk6Io4wT4qhyc77u480cTGa+6kP/2lJnzMyDr5kb/VgeJos2xvEcYoNZXO9PQrySHhNSuXxWPUTyo63TB2G5GyYTnQI0b2WjwPFX9F5Io6uQdgNrvtKQKqQrqSv4Se9PcKj/EGQmgwOHR1c+ij1b92BNYM2cr2c0VWW4IGbwwYUYPugX8UF/FPGcVHOfzhaXESLd3RlCkPokkRnAmIpUulcLkcSjyGTPVM3y8PvvgCDsQIuwE07nqoatc6Gi4IgQQgghi46qjt2+pE4xTJlShYwe4tQNa8bZMoUmfJnFm7iaMIYfHdhY+LohDj9OiFMJeOoHOPzosapgx2TmwZu4Oan6kUoKRi6ncL0/iev9SQz1J1HMyTX3MVt4tK70alvbunxo6/TB7qJTqeYdxoBL72oBUk0V0hKtD9KtTzakCmkgM4AXel/Av57/V8iq9mfv4RUPY+/WvVgfXD/n6xmPqjKcHkrhg/4o3u+P4sML0TEVSRvavbinK4R7V4dw58ogPHb6OSE3L5+/ZvRFiic+AmOVANPp7IQg7IAg7ITPeyt4nrYe3ywKjgghhBAyqxhjlZBk1PYldZIwRZ1idUx1gDMmrKmzZYrN0ZanG8Hx3IQhC2+qDVGmHNZMMj6mgqf8nCatCodovZXikRyG+pO4fkELkhKR3Jj7BdpdaO/0oq3Lj/YuH3ytDtreNp/Uq0LieGB1uRfS3FchDWWH8ELvC3jt3GsoqVqo9eCyB7Fv6z5sEjbN6VqmQlJU9A4k8f55Ee/3R/HJ5XjNCW4mnsPWpT6jIun2FQHYLaYGrpgsBLKcRjT6DkTxGMTom5DlpDFnsQQQCj0AQdiJUPA+mM3uBq50/qLgiBBCCFmgVJWhkJEgFZVRYc0k25qqA5sJ+tSMDnHUOiFOuTlx0+EwScgyaqtT3cqZehUy41fhVI/z9QIcCmnmlXy6pFUj6UHS8OW0VjlWxeGxoM3ok+RH63IPTBba3tb0jCqkg8DpQ2OrkG57CvDN7slnow3nhnHw5EH85uxvUFS0ZsH3ddyHnm092NaybU7XciMKkoLPrsSNiqTPryagVAX3VjOP25cHtCBpdQhbl/phoS2g5Caoqoxk8lOI4lGMiEeQz1825jjOikDgLghCN1qEbtjtSxq40vmFgiNCCCFknmAqQzEvI58uIZ+W9M8l5DMS8qkScmkJhYz2OZ8uoZCVmmb708z1pakT1tStwqk/zuvBDs/PzZYnsngokoqRq2lcP5/E9f4Ehi4kkU/X9n7hzRxal1e2t7V3+eDwUP+XppYVgc/1KqRYvzZWrkK6Y7f2eQ6rkMS8iJf6XsKrZ15FXs4DALa3b8e+bftwW/i2OVvHdGWKMj6+GMP7/VpF0qnrKVS/xXRaTfjSqqBRkbSx3UuhOpk2xhhyuQsQxSMYEY8hmfwMQCXgd7s3GCGSx7MZHEeh5XgoOCKEEEIahDEGqaAgNzoISkvIZ6rH9CAoI93wqVI2lxlWu/nm+9KMDmwm6FNTL6yhkIYsNowxJEfy2vY2vTIpNpgdcz9fq0MLkjq1qqRAm5O2CDYjxoBLf9UCpFO/B1Q9FPR26CeyPTmnVUixQgwvn3oZr5x+BTlZ2zb5pbYvYd+2fbgjfMe8+Ts3ni3hw4tRvHc+ivf7RfSP1P6M+J0W3L1Kq0a6pyuErhb3vPneSPMplaKIRt/CiHgMsdg7UJTKlmOrtdVorh0IbIfJRKcDVqPgiBBCCJlBUlGprQiqEwDlM9rnXLp0wydXWR1mODwWOD1W2N0WOLxW47bTY4XDY4HDY4XDY4XdZQZPJf+ENI1CVtK2tunb2yIXU5Cl2u1tNqe5anubD60rvbBYqQdMUxmvCmnNV7ReSHNYhZQsJvHz0z/HL079AmkpDQC4rfU29Gzrwfb27fMuZImkCvq2NhHvnY9iIJGvmW/12IxqpO1dISwLOhu0UjLfKUoRicTfMCIegygeQbE4ZMzxvAPB4L1oEXYiJDwEm1Vo4EqbAwVHhBBCyAQUSTXCn1y6hEK6shWsHADlU5Xbckmd/KJVLDZTTdjjcJdvV312V+aoPwohC4eiqIhey+jb25IY6k8gmyzV3IfnOQjL3Gjv8hthkstva9CKSY1yFdInei+kBlYhpUopvHL6Fbx86mWkSikAwNaWrejZ2oP7Ou6bdwFS2dVYDu/pjbbf749CzBRr5pcFHbinU8A9q0PY3hVCq4eqRMiNY4whkzllhEjp9MmqWQ5e7y1oEbohCDvgcq2d0s8TYwwFpQDGGJyW+R9wUnBECCFkUVEUFYWMNHZrWHW/ID0cKqRLKBWUyS9axWTma4OgMQGQBU6vXi3ksVIlASHEwBhDOlao2d4WvZbB6JfgnpAd7XqI1NblQ3CJm/rANFpWBD7/hV6FdEEbM6qQdgNrHgb42f/7PlPK4FdnfoWX+l5CopgAAGwMbcS+rfvw4LIH522ABGg/H+eHM3qIJOKD/ihSBbnmPmta3binK4TtXQLu7gzC76QeYmTqSkoJWSmLRPYSYtG3kE28DynbC7BKvzqJ9yFhXoFhrh1DigcZOY+clENWyiIrZ5GVsshJOeTkHFSm4ol1T+A/3/2fG/hdzQwKjgghhMxrqspQzJargfTPGcnoG1TQt4SV+wYVs/LkF63C8xwcHgvsHiuc5RDIbYXDa6lbIWSxmeb1C3NCSHMp5WVELqZw/YJWkTR0MQVpVKBttZsQ7iz3SfIhvMoLq31uj40nuomqkG57Crj1h3NShZSTcvj1mV/jYN9BxAoxAMC6wDr0bOtB9/Ju8AugCbCiMpwaTBmNtj+6GENeqvxscBywaYkX9+rb2u5cGYTLRj8XC4msykZQMzq4yUr6bTlXM1b+2piXcsbjZHXsa0Qrx7DOrmCzXcFGhwJPVf6bV4HTeRNOFkw4nTchz2pf/9lMNnxr9bcoOGomFBwRQsjCwBhDMSfXbgUb0yOotmH0jfzzxHEwqn0m2iJW7htkc5opCCKENA1VZYgOZCpVSf1JpGOFmvtwHBBa6kZ7pw9tq7Wm2+6Ajf4um2uZEeD4Kw2tQsrLefz27G/x4skXMZIfAQCs9q9Gz9YePLziYZjmoApqrpRkFSeuJYxG23+/kkBJqWwfN/McblnmNyqSblvhh828cL7/+UBlak3Ik5fylRBHrg18Roc89cKgolKc/ElvgJk3w2VxwWV2wWlxarf1D6fZCZfZAYHPIKhchVvqh1kerno0SQO6IwAAIABJREFUD5t7M/zBB7TeSN71MPMLJ6ik4IgQQsisYoyNbRidrq0Qqg6JCunpnRxW2yDaCrunctsIhbwW2JwW2tJBCFlQMvEihi4kcb0/gaH+JMSrmTF/j7r8NmNrW3uXD8JSNzXPnyuqWjmRrW4V0pOAr2NWl1BUinjt3Gt4ofcFRHIRAMAq3yrs2bIHX1311QX1BrcsX1Lw6eW41mi7P4reawlU/1jYzDzuXBnE9i7txLYtHT6Y6WeiRrlPz3jBzZhQZ4KKn6yURV7OT/6kN4DneDjNzkrIY9ZDnqrQx2lxGuNj5sy14ZDVdGNbG3O5yxCjxyCKR5FIfATGKhVvTudqtAjdaGl9BD7vthn9vhuBgiNCCCE3TCqNDYJqK4Rq5xT5xhpGW+2m8XsEeauaRXsssLstMNELPUIIMUhFBcOXUkafpKELSRRztVswzFYe4VVerel2pw9tnV7YnJYGrXgRGbcK6RHgjt3A6p2zWoVUUkr4Xf/v8JMTP8FgdhAAsNyzHHu27sHXOr8GC79w/wykChI+uhAzeiR9MZSumXfbzLhrVRD3rBZwT1cI68KeefmLpnKfnsmqdkZX+JT78ozewqWyG3sNNxmH2VE3uJko/BnvvnaTvWkqKSUpiWj0bYjiUURjb0OWtT9fra1fw5bN/63Bq7t5FBwRQgiBIqt1G0RXB0C5tIRCRvssF2+sYbTZZqqzFcwCu7uqb1BVOEQnhxFCyMxhKkNsKIshfWvb9f4kkiOjfvPPAcF2l1GR1N7lg1dwNM2bsgXHqEI6CJw+XFWFtFQ7jW2Wq5AkVcLh/sN4vvd5XE1fBQB0uDvw4y0/xje6vgGLaeEGSGXRTBF/uxDDe3qj7YtitmY+6LJie2fIqEhaJbhm5edhsj49o3v0TKdPz82wmWzjhzz6eHXoMybwqar4cVqcC6K/1mRUVUIi8THE6DEEA/dAEHY0ekk3jYIjQghZgFRFRT4jVTWJrlMdVFUlVMrf2IuM2pPDKqeFjdc3yGKjHgKEENJMcqmSvr1Na7o9fCUNVa59re/wWrU+SXqQ1LLMQ8H+bMiMVE5ki1/UxjgeWPsocPszs1qFJKsy/nTxTzhw4gAupS4BANpcbXh287P41ppvwWayzcrzNqPBRB4f9EeNiqTrydreYe0+O7Z3hbC9M4hbVzjhdamTVvE0pE8PZx53q9ZUqniq7+u0OBd0FRqZOgqOCCFkHmAqQyEnIZ+SahpD198mJqGQlSa/aBWe52AfJwAyegd5Kz2ELHY6OYwQQhYSWVIwcjltbG+73p9EIVP7b4nJzKN1pUfvleRHW6cXDjcddz5jVBW49I7eC2l0FVL5RLbZqUJSVAWvX3odB04cQH+yHwDQ6mjFj7b8CN9e823YzfZZed65MK0+PaUsxFwKQ+kk4vk0MlIOKlcAxxfB8aUZXR8HbtKtWjfSp8fCW+g1GplxFBwRQkgDMMZQystjmkSXt4LVVgbd+Mlh4FDZGlb92Vv/BDGbwwxuHu7jJ4QQMjsYY0gO542G29f7k4gP5cbczx921jTd9oed9KZ1JjSoCkllKo5cPoL9J/bjbPwsACBkD2H35t347trvwmlxzvhz1nOjfXqqQ5/RfXtmo08PVCtU1QYoNjDVBqZa4ba40OL2osMXwMpAEAGHe0oVPw4zbQklzY+CI0IImQGVk8MmahKtj6e0z6pygyeHOc2THiHv0E8Ss7no5DBCCCEzq5CRMHSxvL0ticilFBSp9g25zWWu2t7mR+sKD8xW2q48beUqpE8OAl8cBsr9a8pVSLc9CXiXzPzTMhVvXn0T+4/vx+nYaQBAwBbA05uexhPrn4DL4qq5f70+PUagI9ep6pnjPj1W3jr1Kp5J+vQ4zA4wxuHkYArv6/2RPr4UQ6HqZ4HngC0dPqPR9h0rgnDQzwGZxyg4IoSQccglxQiAcqlSVb8gCYWaZtH6yWHSjf02y6KfHDZRk2iHVxujk8MIIYQ0G0VWIV7NaFVJ+va2XLJ2Gw9v4tCy3GNUJLV1+uDyLZ6+OTMqM1xVhXRJGzOqkHYDq7tnvAqJMYa/DvwVzx1/Dr1iLwDAa/Wi3dVOfXqqFGUFf7+SwPv9UXzQL+LvVxKQ1cp7Z4uJw63LA7inK4R7ugTcsswPq5le15H5g4IjQsiiYZwclqnTLLpO3yDpRk8Os/Bjj4/3WGsCoOoKIbOFfvNECCFk4WCMIR0tGBVJ1/uTiA5mgFFvIbyCHe1dfiNMCra7aLv0jVBV4OLbWoBUXYXkW1bphTTDVUiMMXww+AH++fg/4/ORz8fMT6lPT/XpW5P07bHy1nm9fStblPHJ5TjePy/i/f4oTg4ma1oOOCwm3LkqqAdJIWxa4oOJfgZIE6PgiBAyb6mKikJWrt0SpgdA5b5B2jHyWrVQMXdjZc+8mTOaRTs9Vq15dHWz6OrqIDo5jBBCCBmjmJcRuZDE9QtamDR0MQV51C9mrA4z2jq9aOvUgqTwKh/9mzpVdauQTFW9kGa2Cokxhv5EP0pqifr03IBkTsLfLkb1U9tEnI1kauY9djPu7gzh3q4Q7lktYE2rm/57kqZCwREhpOmpiopEJI/oQAbitQyiA9pHJlEc81vMiXA8p1f8TNQjqNJE2konhxFCCCEzSlVURAeyelVSAtcvJJGJ1W5z4ngOwlK3UZHU3uWDOzB/T/WaE0YV0kHgiz/UqUJ6EvC2N3aNxDCcLuCD/nKQFMWVWG3jecFtxfYuwahIWh6kpvOksSg4IoQ0lf+fvTuLbS1dz8T8rsV5EiWSGkmJmrZmVdWZfM4pA07HuejOcYI4COKLXKTbRuK+SBsJEKRtNNxAJ7ADI8iNG50LGwYcAw13uhGkgSDJTSMdI86p8ukzuE5tUZT21kRtUiOpifOw1p+Ltbi4lkjtUVuUyPcBBGlz/SR/7Tqninz5fd9fKdSRzRSQSxeM7xdHRSiNDvODJMDtc5jCH/MR8vrcoIFWu5jLy5PDiIiIHpvCpdbe1mxxy6YLEKr1fYd/yKWf3jaI8bkgwlEfZM7+66xwBvz1PwV+9mftVUjf/nVg7pc/yols9P5eXZTw5V7OaG07y1vD1OigRwuR5sP4/mwEY0EGqfSwGBwRUVeoiorL05JWPZQuIJsuIpfOo3hrqGZTIOxGOOpHJOY3vg9E3HzRSERE1GNqlQbODm6Mgdsnezeola3t5g6XDaMzpva22SBcHnuXdvxIqSqw/xf6LCRzFdKUaRYSq5AeGyEEds+L+HJXC5G+3MvhqlS3rJkd9uHzuTB+cS6C782GMeRzdmm31C8YHBHRR1cu1PRwqGC0m10elzpWEdldNoQnfAjH/IhE/QjrQRFfDBIREfUnoQpcHBdNQ7evcJOtWBdJQHjC2t4WCLvZ3tN0VxXS4r+rzUJiFdKjpaoCyZMbfLGjzUf6N/sXKNasc8JWxgeMiqTvTIcQcH/cU+So/zA4IqJ7oygqrk5LyJkColy6cGcV0UBEqyIyh0TBiIftZERERPRaxetqqyJp9xrnh3moivW9ijfoxPhsUA+TBhGZ9MPW70egswrpyasrKr5OXxsVST9JXaJm+jDWJkv4NBbE5/qMpG/Gh+DmSb70gRgcEdF7Kedrxgyi5jyii+Mi1Eb7vyeaVUTmNrMQq4iIiIjonjRqCs5SeUuYVCla23vsDhkj0wNakKQHSm5fH1dm5E9bJ7JdpbTbjCqkXwfm/m1WIT0BlbqCn6Uu8YV+YtvP09dQTDPCnHYZ35oa0iuSIvgkFoSDox7oHTE4IqLXUhQVVyel1mlmekhUepsqIj0oYhURERERPSQhBK5OS6b2tmtcnZba1g2NefWh21pVUnCkD4+Vb1Yh/eRPge3/y1qF9K3/FPiMVUhPSaHawI/3L/BDfdD25vGN5brPacMvzITw+VwE358LY2V8ADJfp9MbMDgiIkM5X7PMIcq9porI4bIhHPUhHAsgon8PT/jgZBURERERPULlQg0nezc42b3C8e41zlJ5KHXrvEW332EM3B6fC2I4HoC9n9p88qfAV/8U+Omf3VGF9MuAzGqVp+SiWMOP9nL4YjeHH+5msXdetFwf9DrwvZkwfnE+jO/PRTA37Ou/8JTeiMERUR+yVBGZgqLSzd1VRJFYAOGoT/se82EgzCoiIiIierqUhorzw7x+cptWlVS+9VpItksYmQpgbG5Qq0yaDcI70AcnWKkqsPf/aG1snaqQnv1NYHgJsPfB30WPObmu4Mu9rD5sO4fMVdlyfSTg0tra9IqkyZC3Szulx4TBEVGPK93ULBVE2olmxbYBkkCzisjaZhaO+uB0s4qIiIiIepsQAjfZstHadrx7jYvjInDrJVNw2GO0t43NBREa8/X2h2n5E30WkqkKCQBsTmB0FRj/FBj/DJj4DBhZAeyu7u2V3okQAq8uyvhiN4sf7ubw5W4W2YI1PJ0KefH5XBjf179GAu4u7Za6icERUY9QGiouT0ptIdHtT86aBoY9lmHV4agfA2F3b7/wISIiInoH1VIdJ/s3eph0hdP9GzRq1vY2l9eOsdmg0eI2MjMAh7MH29uaVUg//1+AzE+Bi932NbIDGFnWwqSJz7RAaXQVcHgefr/0zoQQeHlWwBf6fKS/2svhptKwrHk24jcGbX9vJoygt48HzPcRBkdET1DppqYNqTZXEZ3cUUXktmlH3ZsqiUITrCIiIiIieleqoiKbLhjtbSe71yhcVi1rZFlCZNJvDNwemw3CP9SDVTiVa+D4a+D458DxV9r37Eu0lWhJNq2tbeKzVnXS2Brg9HVl2/T2FFUgcXStn9iWw4/3L1CuK8Z1SQLWJoJGRdJ3pkPwufgeoxcxOCJ6xIwqonQe2UzR+N6xikgCghGPpc0sEvMjEGIVEREREdHHkr+omNrbrpBLF3D7bVMg5NaDJK29LRz19+ZJVtU8cLLRCpKOvgKy24CwVmlBkoHIQitIGv8UGP8EcAW6s296K7WGip+nr/DFjjZo+68PL1E3fXBtlyV8Y2oQ35+L4PO5ML4xNQiXvQer7/oQgyOiR6J4XbW0meXSBVwel6Cq7f+/c7ptCBsziFhFRERERPRY1CoNnB7cGGHSyd416hXFssbhtmFsZkAbuj0bxOjsQO++jquVgNONVpB0/HPgPNkauG2QgPBcK0ia+AwY+wTwDHZl2/Rm5ZqCn6QujIqk5+krmN+6uOwyvjMdwvfnwvh8Loz1aBB2G0/le4oYHBE9MK2KqGicaNYMisr5evtiSRvAGNHbzIwqorCbx2QSERERPQGqKnBxVMTJ7hWO9fa2m2zFskaSgHDMb8xJGpsLalXjvfp6r14BzhKtIOn4K+B0E1A7vB4emjHNTNIrlLyhh98zvdFNpY4f7V3gi90svtzNYeskb7kecNnx3dmQUZG0OBrozcq7HsTgiOgjEUK0ZhFlWsfev6mKyAiJYn6ExllFRERERNRritdVHO9o1UjHu9fIHubbXh/6gk6tImkuiPH5IMIxP2y9XK3RqAFnm9aZSScbgFJtXxucAiY+1YOkb2jf/cMPv2d6rWyhir/a06qRvtjJ4iBXslwP+Zz4/mwYn8+H8flcBNNhb++GpU8cgyOie6DUVVycFFutZm+oIhoc8SIc9ZmOvGcVEREREVG/qtcUnKdu9DlJWlVStWRt5bI7ZYxOD2BsLmic4ub29fiJVkodON+2zkw6eQ40yu1rB6LWmUkTnwGBsYffM90pc1XGl7s5fLGbxRc7OZzcWCvvxoNuva1Nq0iaGORpfI8FgyOid9CsIrrdZnZ1ckcVkceuB0QB43towgeHi0PiiIiIiKgzoQpcnpb0OUlXONm7wdVpqW1daMKnDd2e1drbgsOe3v8gUlWA7AvrzKSTr4FaoX2tf9QaJI1/qgVMvf539AQIIXCQK+GHO1pb25d7OVwUrQcAzUR8xnyk782GEfH34OmETwSDI6I7KHUVF8dFy8DqbLqASuF1VUR+RGI+hPWgqKd704mIiIjowZTzNWPY9snuNc5SeSgN62llnoBDn5M0iPH5IIYnA7A5eri9rUlVgYtdPUhqzk36OVC9aV/rjZiCJD1MGpximNRlqiqwfZrHF7s5fLmbxY/2LpCvWqvulsYC+P5cGL84F8EvzIYw4O7xirtHhMER9T0hBErXNWMOUTMkujwpQXSoInJ57Vp7mWkeUWjCB4eTVURERERE9DCUuorzV3kc7zSrkq7bxiTY7DJG4gGtKklvcfMEnF3a8QNTVeBy3zoz6egroHLVvtYz1N7mNjTDMKmLGoqK55lrPUjK4ccHF6iaglJZAtZjg/hcr0j6djwED9+PfTQMjqivNOoKLo9LrVazjBYSdaoikiQgOOI15hBF9IHV/iEXq4iIiIiI6FERQuD6vKy3t2lfl8fFtnWDo15LkDQ01kcDiYUArg6tQdLxV0Ap177WFQTGP9GDJH0Ad2gOkPuggusRqjYU/PXhFb7YyeKL3Ry+enWFhulDfqdNxjemBrX5SPNhfBobhNPOf1b3hcER9SQhBIpXNb29LI9cpohsuoCr07eoItKDIlYREREREdFTVinWjda2k71rnO7foFG3tre5fHZjRtL4XBAj8QHY++k1sBDATcY6M+n4K6Bw2r7W6QfGPmnNSxr/DIg8A+Q++vt6JIrVBn58cKEP285h4+ga5rjC47DhOzMhfK63tq1MDMAm90lA+hEwOKInr1VFlEcuXUQ2o32vFDtXEQ2OerXj7qOtkIhVRERERETU6xRFRfZVwahKOtm9QvHaOpBYliVEpgIYb1YlzQXhC/bhUOL8iTVIOvoKyB+1r3N4gbF1a6vb8BJgsz/8nvvYVamGv9q7wJe7WkXSyzPrsPQBtx3fm9Xa2j6fj+DZiJ/v/94BgyN6MppVRFoFUbPVrPjaKiLjuHu9kig07uuvT1CIiIiIiO4ghED+otIKkvaukUsXcPtt30DErVckDWJsNojwhA9SP1ZvFM6sQdLx18D1Yfs6uxsYXbXOTBpeBux9Ml/qETjLV7RqpJ0cvtjL4tVF2XI94ncZ85E+n4tgMtQHJxJ+AAZH9Cg1agoujovGoOrmiWbVYqNtrbmKyDyPyDfIKiIiIiIiondRKzdwun9jDNw+2b9BvaJY1ngGnIivhTG9HsbkcghOdx9X1xRzwMmtNrfLg/Z1NicwsmI60e1TYGQVcLgffMv96NVFSW9ry+KHuzmc56uW69FBj16NpAVJowP852LG4Ii6SqsiqlqOu881ZxF1+J+by2eqIoqyioiIiIiI6GNSVYFcptXedrxzhcJl6023bJMw8WwQ0+sRxNfCGBz1dnG3j0T5UqtGMp/olttpXyfbtUqkiWab22dapZKTf4cfkxACu+cFfKFXJH25l8N12TrmZG7Ypw3angvje7NhDPn6u1qMwRE9GEsVUTMoytxRRSRLGBz1IhL1meYRBeAbdLKKiIiIiIioS4QQuDgq4uB5FqmNHE52rUOJB0e9RjXS+PwgbDzZSlO5AU6eW090y74AcOs9tmQDhhetM5PG1gGXvyvb7geqKrB5fIMvd3P44W4W/2b/AqVaq8pOkoDlsQH8ol6N9J2ZEPyu/qqyY3BE904IgcJltVVBlHm7KqJINIBwzIdILIChcS/sDlYRERERERE9ZpVCHYebORw8z+EwkUO11PpQ2OG2YWolhPiaVo3kHejvqo021QJwumE90e18CxDKrYWSdnqbeWbS2CeAe6Ar2+51dUXF1+krbT7Sbg4/PbxErdE6jdAmS/g0FjQqkr4ZH4K7x9+7MjiiD3K7iqgZFJn/g9FkVBHF/AhHtYAoHPWzioiIiIiIqAeoioqTvRukNrI4eJ7DxVGxdVECRuIDmF4PY3o9gsgkT7XqqF4GThPA0V+3Wt3OkoDa/v4KoTnTzKTPgPFPAM/Qw++5x1XqCn6ausQX+oltX6evoZgOZ3LaZXw7PoTP58L4/lwEn8SCcNh6q9KOwRG9FaOKyBQOZdMFXJ91riJy+xxtw6pZRURERERE1D9usmWkNrRqpMz2JRRT1YY36MT0Whjx9QhiS0P9PWD7TRpVLUwyz0w6TQBKrX3t0LS1zW38M8AXfvAt97J8pY4fH1zgi50cfribQ/L4xnLd57ThF2ZC+Hwugl9aGMbiWKBLO70/DI6oTb2m4OKoqB9335pHdFcV0dCY1wiHwjE/IlE/vEFWERERERERkaZeVZDevkTquVaNVLwyDdi2S4guDGF6PYz4WgTBYU8Xd/pENGpaW5t5ZtLpBtCotK8NTrZCpOaJbv6Rh99zj7oo1vBXezmjImnvvFVp9yufjON/+k++2cXd3Q8GR31MCIH8RQW5TNFSSXRnFZHfYakgCke1E81sjt4qwyMiIiIioo9HCO2ktoOvc0htZHGyf2OZET005kV8PYLptTDG5oOw9Vjbz0ejNIDstnVm0snXQL3UvjYwYWpz00OlwJg2CZo+yMl1BV/uZfHDnRz+rYVh/PufTnR7Sx+MwVGfqFe1KqJsOo9cpvW9Vm6vIpJlCYNjXmtIFPPDO8AqIiIiIiIiul/lfA2HCX3A9uaF5T2K02PH1EoI0+thTK2F4fFzwPY7URUgt9MKko6/Ao6/Bmr59rW+EWuQNP4pEIwxTCIGR73GqCIyzSHKZYq4Oiu1nfQIAJ6AA+Go3zKPKDTGKiIiIiIiInp4iqLiZPcaB89zSD3P4vLEVC0jAWMzA4ivRTD9SRjhKAdsvxdVBS729BCpGSj9HKhct6/1hq1B0sRnwGCcYVKfYXD0hNWrCnJH+gyi5jyi11QRDY17WyFRlFVERERERET0uF2fl41T2jIvLqE2Wu9J/UMuxE0Dth1OHsTz3oQALg+sM5OOvwLKl+1r3YN6mGQ60W1oBpBZfNCrGBw9AUII5HMVUwWRfqLZefnOKqLbbWZDYz7Y7Pw/MhERERERPU21SgPpLX3A9kYOpevWqWI2h2wasB3GQIQDtj+YEMD1K2uQdPQVUMq2r3UNAGOfWFvdwnOAzDCvFzA4emTqVQW5TMESEuXSBdQqStta2SZhaMyHcMyHSDSgfY8F4B1g3y8REREREfUuoQpk0wUc6Ke0naWsA7ZDEz7jlLax2QHIHLB9P4QAbo5M85L0UKlw0r7W4QPGP7G2ukUWAJv94fdNH4TB0SPSqCn44//q/4VQ2/+ePQNORKI+hGMB4/vQmJdVRERERERE1PdKNzWkNrRT2g43L1A3ffDu8toxtRrWBmyvhuH2Obq40x6VP2nNSmoO4r5Jt6+ze4CxNevMpOElwMZ/Jo8Zg6NH5s//2x9BtknGDCLzLCIiIiIiIiJ6PaWh4njnShuwvZHD1WlrwLYkAWNzQcTXwphejyA04ePM14+lcA6c/Nx6otvVYfs6mwsYXTXNTPoUGFkB7K6H3zN1xODokRGqgCTzX1xERERERET34eq0hNRGDgfPszh6eQVVMQ3YDrkwvRZBfD2M2OIQ7Byw/XGVLlqVSc1Wt4u99nWyAxhdMbW5fab92cHZVd3A4IiIiIiIiIj6Qq3cwKvkBQ42tGqk8k1rwLbdISO2NIT4egTxtTACIXcXd9pHylfAyXPrzKTcDtpOgpJswMiytc1tdA1weruy7X7C4IiIiIiIiIj6jlAFzg7z2iltz3M4P8xbroejfm3A9noEozMDkNkZ8nCqeT1MMrW6ZbcBoVrXSTIQWbS2uY2tA65Ad/bdoxgcERERERERUd8rXle1AdvPczhMXqBRbQ3YdvscmFoLYXo9gqmVEFxeDnN+cLUicJqwzkw6SwLi9gnkEhCebwVJ459pp7u5g13Zdi9gcERERERERERkotRVHL28wsHzLA6eZ3GTrRjXJFnC+FwQ8fUwptciGBr3csB2t9QrWph0/FWr1e10E1Dr7WtDs6Yg6VPtyxt6+D0/QQyOiIiIiIiIiO4ghMDVaUk/pS2L45fXUNXWe+OBiBvxtQim18OYWBiE3cEB213VqGqVSOaZSacJQKm2rx2css5MGv8M8EUefs+PHIMjIiIiIiIiordULTfwavMCB8+zSG3kUCm0qlvsThmTyyHE18KIr0XgH+KR8o+CUgfOt6wzk06eA41y+9qBmHVm0vhnQGD04ff8iDA4IiIiIiIiInoPqipwdnCD1EYOB8+zyL4qWK5HJv2YXo8gvh7GaHwAEgdsPx5KA8i9tM5MOv4aqBfb1/rHbs1M+hQYmAD6pEXx3oMjSZIGAfwJgDVo5+f9BoBtAP8cwDSAAwC/JoS4lLRG0D8E8AMAJQB/RwjxM/1x/jaA39Uf9veEEH/2uudlcERERERERETdVLis6CFSDumtCzRqrVPAPAEH4qvaKW2TKyG4PPYu7pQ6UhUgt2sKkn6ufVVv2tf6hltBUjNUCk72ZJj0MYKjPwPwl0KIP5EkyQnAC+AfALgQQvyBJEm/A2BICPHbkiT9AMBvQQuOvgvgD4UQ35UkKQTgJwC+DS18+imAbwkhLu96XgZHRERERERE9Fg06goyL66Qeq5VI+VzrQHbsixh/FlQq0ZaC2NwlAO2Hy1VBS73tSDpyBQmVa7a13pC1ja36Le0OUpP3L0GR5IkBQF8BWBWmBZLkrQN4G8IIY4lSRoH8BdCiEVJkv5I//mfmdc1v4QQf1e/3bKuEwZHRERERERE9BgJIXB5XDLmIh3vXkOYBmwHhz3GKW0TzwZhc8hd3C29kRDAVcra5nb0FVC+sK5b/Q+B//h/7soW79O7BEdvU0c3A+AcwJ9KkvQptEqh/xLAqBDiWF9zAqA5WSoK4JXp/mn9trtuv7353wTwmwAwNfX0UzwiIiIiIiLqPZIkITThQ2jCh2/+zTgqxXprwHYih+vzMr7+12l8/a/TcLhs2oDt9TDia2H4ghyw/ehIEjA0rX2t/qp2mxDAdbpVkXT8FTDzS93cZVe8TXBkB/BNAL8lhPiRJEl/COD5m6s7AAAgAElEQVR3zAuEEEKSpHuZsi2E+GMAfwxoFUf38ZhEREREREREH5Pb58Cz74zi2XdGoaoCp3vXONjIIfU8i1ymiL2vzrH31TkAYCQeQHwtjOlPIhieDHDA9mMlScDgpPa1/O91ezdd8zbBURpAWgjxI/3P/yu04OhUkqRxU6vamX49A2DSdP+YflsGWrua+fa/eP+tExERERERET0+sixhfH4Q4/OD+P6vziF/UTFOaUtvXeIslcdZKo8f/58H8Aw4Mb0WRnw9jMnlEJxuDtimx+Vth2P/JYD/TAixLUnSPwLg0y/lTMOxQ0KIvy9J0q8A+HtoDcf+x0KIX9CHY/8UWvUSAPwM2nDsWw2DLZxxRERERERERL2kXlOQ2b40BmwXLqvGNdkmYeLZoDZgez2MwRFvF3dKvexjnKr2GYA/AeAEsAfg1wHIAP4FgCkAKQC/JoS4kLSx8f8EwN8CUALw60KIn+iP8xvQTmMDgN8XQvzp656XwRERERERERH1KiEELo6K2lyk5zmc7F3D/BZ9cNSrD9gOY3x+EDY7B2zT/bj34KhbGBwRERERERFRv6gU6kgltLlIh5sXqJYaxjWn24bJlRCm1yOYWg3DO+Ds4k7pqWNwRERERERERPSEqYqKk70brRppI4eLo2LrogSMTg9oA7bXI4hM+qE1/xC9HQZHRERERERERD3kJls2Bmxntq+gNFTjmi/oRHwtjPh6BLGlIQ7YpjdicERERERERETUo+pVBemtCxxs5JD6Oovidc24JtslxBaGEF8PI74WQXDY08Wd0mPF4IiIiIiIiIioDwghkE0XkHqexcHzHE4PbgDT2/yhMa9xStvYXBA2GwdsE4MjIiIiIiIior5Uztf0Ads5HCZyqFUU45rLazcN2A7B4+eA7X7F4IiIiIiIiIiozymKipOda2PA9uVJqXVRAsZmBhBfj2B6PYxwlAO2+wmDo0fmz3/3v4aqKHC43XC6PXC4PXC63dp3jwcOl3a70+OBo3n77TVuD+wOR7d/FSIiIiIiInqirs9LOHieQ+p5FpmXV1AbrTzAP+QyTmmLLg3B4bR1caf0sb1LcMRR6w/g7GAPSr3+wY8j2+y3wiS3/mev/t0Np8erB1H6z7eDKI9HD6+0sEq28V8GRERERERE/SA47MWnv+zFp788iVqlgXTyEgcbWaSe51C4rCLxl0dI/OURbA4ZscUh/aS2MAbCHLDdz1hx9ABymVeoVyqolcuoV8uoVSqol8uoVcra7ZUy6hXt9lpZ+7l5u7GmXIaqNO59b3aHUw+ctKqmZqBkhEv67U7XrTUeD5wujx5EmcIspwuSzGFrRERERERET4VQBc5f5ZHayOHg6yzOUnnL9dCED9PrYcTXIxibGYDMAdtPHlvVepTSqOvBkh4qNX+ulvUgqqIHUK8Loiqol0v62gqEUO99nw4jZLqr7a5zy57TZW3Na661O5zstSUiIiIiInogxesqDpsDtpMXqN8asD21Gsb0ehhTq2G4fRyp8hQxOKK3IoRAo1bVQ6UKauUS6qbwyQiiymXUq7fCKlM4Za6eqlcr975PSZaNCihrENVqx7O27FkDqrbqKbcbNjv/5UZERERERPQmSkPF0c4VUs9zOHiexfVZ2bgmScDYXBDT6xHE18IITfj4of8TweCIukZVFTSq1Te23b0unLpdPXUf86Fus9ntr2/NM4VUt283qqUs1VNuyDLnRRERERERUW+7Oi3h4HkWB89zOH55BVVtZQqBkBvx9TDia2HEFodg54DtR4vBEfUUpdHQQiW92qlj6HRHENX8udmaV6uUUCuXIdT7b9GzO12m+U9vbs1rD628ltvsLhfTeiIiIiIierRq5QZeJS9w8DyL1EYO5XzrQ3+7Q0ZsaQjx9Qim18PwD7m7uFO6jcER0WsIIaA0Gp1b8940tFwPsDqtwX3/f0mSjHlRTrcbDpfnrWZHva56yuZwMIwiIiIiIqJ7J1SBs1TeOKXt/NA6YDsc82N6LYzpTyIYmR6ALPN9STcxOCJ6YEIIvUXvVqjUNrTcOiuqrVLK1M7XqFXvfZ+SLN99Ut47tea11trs9nvfJxERERERPW3Fq6p2StvzLF5tXaJRbQ3YdvsdiK+GEV8PY2olBJeXM2gfGoMjoh6gqgrqlSpqlWZllDbA/K2DqGZlVLVVMaU0Gve+T5vDcStkervT9MyteebKKLvTAVm2QZJ5xCcRERERUS9Q6ioyLy+NAds32dahSpIsYXwuiPh6GNPrEQyNedkl8QAYHBFRR0qjbgRPzcqm17XmvbF6qlyGEPc/L6pJtmkBUjNIMv5ss5lukyHJNsiyDFmWIdlslu+ybGv9fNfjyTb9cTqvkeXWc0g2W9tt5n1JzX3oj/na53zrx2v9rs3bJEnmf1CJiIiI6MkRQmgDtr/OIbWRxdHONYRpwPZAxK3NRVoLY2JhEHYHB2x/DAyOiOhBCCHQqNda1U4dw6VmlVTFqJ7SKqI63F4uQ2nUoSrKm5+c7g6ijO+3Q7RWoNUewJm+S7dDOvP99ECsU9BlDtteE/pZwzr98aQ7Qr93eTwjiGOwRkRERPRUVEt1HG5eIPU8h1Qih0rBNGDbZcPk0hCm1yOIr4XhG3R1cae9hcERET15QlWhqipUVdF+VhSoiv6zcZsKoSqt7/o6Yf6u3y4Upe3x2m9rfzzjuc37MD2e5XmNx7v7cTo9nvFdtD++5blM+733Yew9yKj+6hBEdbztVnVXKyR7TUh1+77GbaYqNXNY94Yw7M5quQ6hn8Plhsvng8vrh9PjYVBGRERET56qCpwd3BintGVfFSzXh6cCiK9pLW0j8QAkDth+bwyOiIh6nDACKj0c6xCYdQ66OoVTHcK21zye5TEsP98d3t0d/imm30UL2+4K/To9vjWka137mC2Uj5EkyVqI5PPB5fXBrQdKrT/rP/v8cHm1dW6v9me3zw+7y8XgiYiIiB6dwmVFH7CdQzp5gUa99RrPE2gO2I5gaiUEp4eH9rwLBkdERNTXhBCvDcPeFHRZq8/eHK6ZH88I5Noer3MA97qwrnNwpt1Wr1ZQKRZQLRZRr1be/JfyGrLNZgRKzcDJ7fXB5fe3gqfmdX1NK4zywe5wMngiIiKij6pRU5B5cYXU8ywOnueQv2i9/pFlCePPBjGtD9geHPV2cadPA4MjIiKiPqI0GqiWitpXUfuqFAuolrRgqVoqolIsolos6D+3bq8Wi2jUqh/0/Da73VrNZAma/KYqqGb1U6sayuXzw+7gEbxERET09oQQuDguGqe0nexeWyY5BIc92lyk9TAmng3CZueJzbcxOCIiIqK31qjXUTOHS8UCKs0QqmQKnAoFI2yqlFprlUbjg57f7nC2QiZTG12rCsoHt99vrYYyhVI2O0vTiYiI+lmlWMfhZs4YsF0ttl6bONw2TC6HML0extRqGL4gB2wDDI6IiIjoATVqNVMVU8EULGnhUqXYCpwsQZR+/UNPUmwNCm/ObfJ1qH66NfOp2Yrn8UK28ZhfIiKiXqEqKk73b3DwPIfURha5TNFyfSQeQHw9gun1MIYn+3fANoMjIiIiehKEEGhUq6g02+pM4VIzjGpVP5lb71rrP3QYutPjsQwTNwInY56TzzIDyu03VUN5vJBklr8TERE9Vje5Mg6bA7a3L6GYBmx7B5zGKW2x5SE43f1TxczgiIiIiPqCEAL1SlmrXjICp1ZVUzNwqhRNFVDmIKpUAj7ktZAkweXxtp9gZznVrlnx5De12WlrnB4PB4sTERE9kHpNQWbrEgcbOaSeZ1G4bM15lG0SoguDiK9ps5EGR3p7wDaDIyIiIqK3IFQVtUq5NVDcHCwZoZN1mLh5Ta1c+qDnlyQZLq/XdIKd747qJ9PwcVPrncPlZvBERET0HoQQyGWKSG1kcfB1Dqf71gHbg6NexPVT2sbng7DZeqvCmMERERER0QNQFQXVcskIlFrDwwuoFkyznEq3ruthVL1aefOTvIZss1na6G4PD7eecGdqvdODJ7vDyeCJiIgIQLlQw2HiAqnnWRxuXqBaag3YdrptmFwJGwO2vQPOLu70fjA4IiIiInoClEZDC5NMVU7aMHHzPCfzQHFr9VOjVn3zk7yGzW5vP8Gu2W7nM1dBmYIo05/tDsc9/U0QERE9Hqqi4mTvGgdf53CwkcPlcWvA9vR6GL/yX3zaxd3dj3cJjvpn8hMRERHRI2Oz2+EdCMI7EHyv+zfqddTM4ZJlhpMpcCqYq6Faa5VGA6XrK5Sur97r+e0OZytI8vtbbXRtQVR7NZTL64PNzpeiRET0+Mg2GRPPhjDxbAif/0fzuMmWjVPaZr8x3O3tPThWHBERERH1qUatZqpiunWKXfNku05BlH5dVZQPen67y2Vqp+twgp2prc4IoUyhlGyz3dPfBBERUX9hxRERERERvZHd6YTfGYJ/KPTO9xVCoFGtavOcitZwqRlGWU6wM1rvWusb1SoK1SoKF7n32r/T42kfJq5XPzWDp3BsChMLS3B6evt0HCIioo+FwRERERERvTNJkuBwu+FwuxEIRd75/kII1Ctly/Dwyq0h49qpdu2n2VVLBVRLJdTKZdTKZeRz56/fqyxjZHoOseVVxJbXEF1agScw8L6/OhERUV9hqxoRERERPTlCVVGrlE2n1JmCJT1cKudvcLL7Eqd7OxCqarl/ZDKO6PKaFiYtrcIfCnfpNyEiInp4PFWNiIiIiEhXq5Rx/GIb6a0NpJMbOH65DaVet6wZHB1HVK9Iii2vITgyCkmSurRjIiKij4vBERERERHRHRr1Ok52XyCTTCCd3EBmO4l6pWxZ4w+F9RBJC5NC0UkGSURE1DMYHBERERERvSVVUXCe2kc6qVUkpbc2UcnfWNa4AwOILa0YFUnD8Rme6kZERE8WgyMiIiIiovckVBW5zCukmxVJyQ0ULi8sa5weDyYWVxBbWkV0eRVjcwuwOxxd2jEREdG7YXBERERERHRPhBC4Pjs1KpIyyQSuTo8ta+wOJ8aeLWgVSUtrmFhYgsPt7tKOiYiIXo/BERERERHRR5S/yOozkrSqpFz60HJdttkwOjNvDNyOLq7A7fd3abdERERWDI6IiIiIiB5QOX+DzNamXpWUwNn+LoRQWwskCcOTcUT1GUmx5VX4Boe6t2EiIuprDI6IiIiIiLqoWirh+EUS6S2tIulk5wWURsOyZmg8apzaFltew8DwSJd2S0RE/YbBERERERHRI9Ko1XCy80I/tS2Bo+0k6tWKZU0gPGwESdHlVYQmYpAkqUs7JiKiXsbgiIiIiIjoEVMaDZwd7LZObttKoFosWtZ4BoKWiqTIVByybOvSjomIqJcwOCIiIiIiekKEqiKbPjRmJGWSGyheXVrWOD1eRJdWjBlJo7PzsNkdXdoxERE9ZQyOiIiIiIieMCEErk6OjIqkdDKBm/NTyxq704WJhUVEl7SKpPFnC3C43F3aMRERPSUMjoiIiIiIesxN9hyZrVaQdJF5Zbku2+wYnZs3KpKiiytweX1d2i0RET1mDI6IiIiIiHpc6foKma1NI0g6S+0Bptf2kiRjOD5jGbjtHQh2ccdERPRYMDgiIiIiIuoz1VIRme1NZJIJpJMJnOy+hKo0LGtC0UnElla1iqTlNQxEhru0WyIi6iYGR0REREREfa5ereD45Qv91LYNHL3YRqNWtawZGB41ndy2isGxCUiS1KUdExHRQ2FwREREREREFkqjjtO9He3Utq0EMlubqJaKljW+wSFE9Yqk2PIaIpNxSLLcpR0TEdHHwuCIiIiIiIheS1UVZA9T+owkbU5S+ebassbl8+lBklaRNDI9B5vd3qUdExHRfWFwRERERERE70QIgcvjjBEipTc3kM+dW9bYXS5MLCwbFUlj8wtwOF1d2jEREb0vBkdERERERPTBbs7PLBVJl8cZy3Wb3Y6x+QWtImlpFROLy3B6vF3aLRERvS0GR0REREREdO+KV5fIbGmntqWTGzg/PABM7yckScbIzKxxalt0cQXegWD3NkxERB0xOCIiIiIioo+uUiggs72pndyWTOB0fweqoljWhGNTxoyk6PIqAqFIl3ZLRERNDI6IiIiIiOjB1SsVHL3c0k5uS27g+OU2GvWaZU1wdAyxpTVjTlJwdAySJHVpx0RE/YnBERERERERdV2jXsfp7kttRtJWAkfbm6iVy5Y1/qEQostrRlVSODoJSZa7tGMiov7A4IiIiIiIiB4dVVFwnto3ZiSltxKo5G8sa9yBAUQXV4yKpJHpWcg2W5d2TETUmxgcERERERHRoydUFRdHaePUtnRyA4WLnGWNw+1BdHEZseU1RJdXMTa3ALvD0aUdExH1BgZHRERERET05AghcH12qg3b3tKCpKuTY8sam8OB8WeLiC1pJ7dNLCzB6fZ0acdERE8TgyMiIiIiIuoJhYsc0lsJY+B29lXKcl2SZYzOzrdObltchdvv79JuiYieBgZHRERERETUk8r5G2S2NpHe0oKk0/1dCFVtLZAkDE/GEdVnJEWXVuEfCnVvw0REjxCDIyIiIiIi6gu1cglHL7aMGUknO9tQGg3LmqHxCUSX1oyB2wPDI5AkqUs7JiLqPgZHRERERETUlxq1Gk52Xhinth1tJ1GvVixrAuFhra1tSQuSQtEYgyQi6isMjoiIiIiIiAAojQbOD/aMICmTTKBSLFjWeAaCiC2tamHS8hqG49OQZVuXdkxE9PExOCKiJ0WoKtRSCWo+DzkQgI0DLYmIiOgjEaqKbPpQC5L0gdvFq0vLGqfHi+jiMqLLa4gtr2Fsbh42u6NLOyYiun8MjojowYhGA0o+D7VYhJrPaz8XCtrPhQLUfAFqIQ8lr99W1G8zrmv3henfRY74FDyrq3CvrMC9ugr38jJsg4Nd/C2JiIioVwkhcHV6jHRyAxl9TtL12alljd3pwvizRWNG0vizRThc7i7tmIjowzE4IqK3olar1rCnUNB+Noc9hQKUQt4a9piCIVEu38teZK8Xss8H5eoKol5vu+6IxVpB0soK3GursA8N3ctzExEREZnlc1nj1LZ0MoFc+tByXbbZMDo7j5hekTSxuAy3jxXTRPR0MDgi6nFCCKjFEtRCvhX2NMOctwh7VH19p4DmnckyZL8fNr8fciBg/Tngh82v3SYH/LA1r+vfZX8AtoAfst8PyabNERC1Gqq7u6gkEqhsbqKcSKC6tQ1RrbY9tX18HO7VFbhXVowKJfvw8If/TkREREQmpZtrZLYSxslt5wf7EEJtLZAkDMdnjIqk2NIqvEFWSxPR48XgiOgRE4qihz1aVY852LFU+xQ6tHQVCsZaqOqbn+xNHA4j5LGEPb5bwU/gVjAUCGg/+/yQfd6PfgqJaDRQ3d1DZXPTCJQqyWTHaif7yEirMmlV+24f4ZG7REREdH+qpSKOtpNI62HSyc4LqErDsiY0EUO0GSQtr2IgMtKl3RIRtWNwRPSRqLWaFuDk81AKRb2dqxn2mKp8TG1e5uBHKRQgSqV72Yvk8bxd2NP8ORDQfvb7WsGPy3Uve+kGoSioHRxoQVJCD5SSSW1e0i22SATulWUjUPKsrMA+McEwiYiIiO5FvVbFycttoyLp6MUWGjVrtfTA8AhiS6vGwO2hcb4WIaLuYXBEdIsQAqJctlb55AtQi51n+liGORfyUAva4GdRq334ZiRJb9Pq3NKltW4FLK1d5iofm98P2eeD5ODJHrcJVUUtldIrkza175ubUG9u2tbaBgdNlUladZIjFuMLOCIiIvpgSqOO071dbeD2VgKZrU1US9YPt7zBQcSW1xBdWkVseRXDU9OQZLlLOyaifsPgiHqKUJTWiV1tVT6dT+4yWrpMbWBQlA/fjN3+dmGPz393lY/XyxcFD0gIgXo6ba1MSiSgXF+3rZUHBvQwqTU3yTE1xX9eRERE9EFUVUH2MIV0Uh+4vZVA6frKssbl8yG6uGIM3B6ZmYPNbu/Sjomo1zE4okdD1GpQzMe03xX2vKbKp1Pr0fuQ3G5LS5cl7HldS1dzgHMgAMnlYkVKDxBCoHF0hLJ5ZlJiE0ou17ZW9vvhXl42TnJzr6zAOT1tDPMmIiIieldCCFweZ7SKpGQC6a0Ebs7PLGvsLhcmFpYR0yuSxp4twuF8umMGiOhxYXBEH0wIAVGpvPGY9rvCnma1T6eTsN6H7PNZw563qPJpntYlBwKw+XyQnM572Qv1JiEEGmdn1sqkzU00zs7a1kpeL9xLS1qLm16h5JqdhcRPBYmIiOg93Zyf6cO2N5BOJnB5lLZcl212jM0vGCe3TSwsw+X1dmm3RPTUMTjqc0JVoZZKrSofy4DmWy1dxYIp+LG2eaHRePOTvYnN9g7HtJvCHlOVj+zzsVWIuqZxfo7K5ibKpsqkxvFx2zrJ7YZ7cdE4yc29sgLX/DxnUREREdF7KV5dIqOf2pbeSuA8tQ+Y3rtJkoyRmVnEllcRXdK+vAPBLu6YiJ4SBkdPmGg02sOe5s/Nwc6FwmurfNRi0fIflfclOZ3tx7SbW7r8+syeDi1dsk+rCJI8HrZ2Uc9pXFy0hm/rgVI9nW5bJzkccC0umiqTVuFaeAaZ1W9ERET0jirFAo62k3pF0gZO93ag3prhGY5NaUHS8hpiy6sIhCJd2i0RPXYMjh4RIQSu/7d/+caWruZtoly+l+eVvd67j2lvVvnowU/HKh+/n29uid6BcnWFSjJpBEnlRAL11GH7QocDrmfzxvBt98oKXIuLkN3uh980ERERPVn1SgVHL7eMgdvHL7fRqFtPAA6OjiG2tKaHSasYHB3nh7pEBIDB0aOz9Y1vvn0gJMuvb+lqC3tuHdOuf3FwL1H3Kfk8KptJS2VSbX+/vSLQZoNrbs5SmeReWoTMuQVERET0lhr1Ok73dvSB2xvIbG+idus9iG8opA/b1sKkcIynxxL1KwZHj8zJ7//3AKC1dN11cpce/EheLz8FIOphSqGI6vZWawj3ZgLV3T1AVa0LZRnO2RlrZdLyCmx+X3c2TkRERE+Kqio4P9jXZiQlN5DZSqCcv7GscfsDiC6tIra0gtjyGkZm5iDzA2iivsDgiIjoCVHLZVS2tozh25XNTVR3dtoH1EsSnNPTraqklRW4V5ZhGxjozsaJiIjoyRBC4CKTNmYkpZMbKFzkLGscbg8mFpaMiqSxuQXYOb6CqCcxOCIieuLUahXVFy/0yiS9OunlS6Beb1vrmJrSTnPTq5Ncy8uwDw11YddERET0VAghcHN+aqlIujw+sqyxORwYn180Bm5PLCzB6fZ0acdEdJ8YHBER9SC1VkP15UtjXlIlsYnq9jZErda21hGNtiqTVrXv9lCoC7smIiKip6JweYHMVkKvSEoge3hguS7JMkZn542KpOjiKtx+f3c2S0QfhMEREVGfEPU6qru7WkVSM1Da2oKoVNrW2sfG9Ba3ZaPVzTEy0oVdExER0VNQzt8gs7VpBEln+7sQwjSXUZIwPBlHdHnNCJN8g6x6JnoKGBwREfUx0Wigtr+PsqkyqZJMQpRKbWvtw8PtlUmjoxzST0RERG1q5RKOtpNI61VJJzsvoNyayTg0HkVspRUkDUT4IRXRY8TgiIiILISioJZKWSuTNjehFgpta22hUGv49uoK3CurcEQnGCYRERGRRb1WxcnOC6Mi6ehFEo1q1bJmYHgEsaVVoyppaJyvKYgeAwZHRET0RkJVUX/1ygiStAqlJNTr67a1tmDQqEhqVig5Jif5wo+IiIgMSqOBs/1d49S2zNYmqqWiZY03OGhUI8WW1xCZjEOS5S7tmKh/3XtwJEnSAYA8AAVAQwjxbUmSQgD+OYBpAAcAfk0IcSlp7yL+EMAPAJQA/B0hxM/0x/nbAH5Xf9jfE0L82euel8EREdHDEkKgnslYK5MSCSiXl21r5UBAC5FWWoGSc5ov/oiIiEijqgqyhymkkwlkkhtIbyVQur6yrHH5fIgurRph0sj0HGx2e5d2TNQ/PlZw9G0hRNZ02/8A4EII8QeSJP0OgCEhxG9LkvQDAL8FLTj6LoA/FEJ8Vw+afgLg2wAEgJ8C+JYQov3diI7BERFR9wkh0Dg5sVYmJTahZLNta2WvF66VZXhMlUnOmRlINlsXdk5ERESPiRACl8cZo7UtvbmBfO7cssbhcmNicRkxPUwam1+A3ens0o6JetdDBUfbAP6GEOJYkqRxAH8hhFiUJOmP9J//mXld80sI8Xf12y3rOmFwRET0eNVPz1DZ1EKkZmVS4/S0bZ3k8cC9tGSZm+Sam4PETxOJiIj63s35mdHalk4mcHmcsVy32e0Ym180KpImFpbg9Hi7tFui3vExgqN9AJfQKoX+SAjxx5IkXQkhBvXrEoBLIcSgJEn/B4A/EEL8f/q1/xvAb0MLjtxCiN/Tb/+HAMpCiP/x1nP9JoDfBICpqalvpVKpt/k9iIjoEWhks8bg7YpemVQ/OmpbJ7lccC0uwr26YlQnuebnIfETRSIior5WvLrUqpGSG8gkN3D+KgWY3rNKsozRmTlj2HZ0aQUef6CLOyZ6mj5GcBQVQmQkSRoB8K+gtaL9783gSF9zKYQY+tDgyIwVR0RET1/j8lIPklqBUv3Vq7Z1ksMB18KCZQC3a+EZZJerC7smIiKix6BcyONoe9MIk073diBU1bImMjVtDNuOLq3CPxTq0m6Jno6PeqqaJEn/CEABwH8OtqoREdF7UK6vUUkmLUO4awcH7QvtdriePYN7ZRnu1VV4VlbgWlqC7HY/+J6JiIio+2qVMo5ebGnDtpMJHO9sQ6nXLWuGxicQXWqd3DYwPMKTYIluudfgSJIkHwBZCJHXf/5XAP47AP8OgJxpOHZICPH3JUn6FQB/D63h2P9YCPEL+nDsnwL4pv7QP4M2HPvirudmcERE1D+UQgHVZFIbvq1XKNX29izl6QAAm+lQ/7IAACAASURBVA2u2dlWZdLaKtyLi5B9vu5snIiIiLqmUavhZPeFUZF0tJ1EvVqxrAmEh1sVScurCE3EGCRR37vv4GgWwL/U/2gH8OdCiN+XJCkM4F8AmAKQAvBrQogLfd7RPwHwtwCUAPy6EOIn+mP9BoB/oD/W7wsh/vR1z83giIiov6nFIirb25bKpOruLqAo1oWSBOfsrDF8272ifdn8/u5snIiIiLpCVRSc7e9qw7a3EsgkE6gUC5Y1noGgESTFltcQmYpDlnkCLPWXj9qq9pAYHBER0W1quYzqixeWyqTqy5dAo9G21hmPa5VJq9rMJPfyMmzBYBd2TURERN0gVBXZ9KFxalsmuYHi1aVljcvrQ3RpBdElLUwanZ2Hjae/Uo9jcERERH1FrVZRffHSqEqqbG6iur0NcWvmAQA4JieN4dvNCiX70FAXdk1EREQPTQiBq5Mjo7UtnUzg5vzUssbucmHi2ZJekbSKsWeLcDh5WAf1FgZHRETU90SthururhEmlRMJVLe2IarVtrX2iXF4TKe5uVdXYQ+Hu7BrIiIiemg32TNkkgkjTLo4SluuyzY7xuYXjPa2iYVluLzeLu2W6H4wOCIiIupANBqo7u7pLW4J7WtrC6JcbltrHx21VCW5V1bhGB3pwq6JiIjoIRWvLpHZ3jQqks5T+5bDOiRJxsjMLGLLq4guryG6uALvAFvh6WlhcERERPSWhKKgtr9vCpM2UUkmoRaLbWttwxG4V1Ys1Un2sTGezEJERNTDKsUCjraTepC0gdO9Hai3DuoIx6aM1rbY8hr8IVYu0+PG4IiIiOgDCFVFLZXSQqTN1oluaj7fttY2NGSqTNIGcTuiUYZJREREPapeqeDo5ZYxbPv45TYa9ZplzeDoOKKmk9uCI6N8bUCPCoMjIiKieyaEQP3VK2tlUiIB5fq6ba0cDMK9smypTHJMTkKS5S7snIiIiD6mRr2O092XWkXSVgJH25uo3WqD94fCloqkUHSSQRJ1FYMjIiKiByCEQOPoCOXmaW7NMOniom2t7PdrIZKpMsk5Pc0wiYiIqMeoioLz1L7R2pZOJlApWKuWPYEBRJdWjTBpeHoGsmzr0o6pHzE4IiIi6hIhBBqnp1qQtJEwKpQa5+dta2WvF67lZX34tjY7yTkzA8lu78LOiYiI6GMQqopc5pVxals6uYHipfVDJqfHi+jiMqJ6a9vY3DxsdkeXdkz9gMERERHRI1M/O9NCpGZl0uYmGsfHbesktxvupSVLZZJrbg6Sgy8eiYiIeoEQAtenJ0Y1UnprA9enJ5Y1dqcL488Wjda28WeLcLjcXdox9SIGR0RERE9AI5dDZTNpDN+uJBKoZzJt6ySnE67FRaMyyb26Ctf8PGSXqwu7JiIiovuWz2WR3tKGbaeTCeTSh5brss2O0bl5o7UturgCl9fXpd1SL2BwRERE9EQpV1dGZVJzdlI9ddi+UJLgiEbhnJmBc2YarpkZ/ecZ2EdGOHCTiIjoCSvdXCOzlTDa284P9iGEalyXJBnD8RmjIim6vArvQLCLO6anhsERERFRD1FublBJblkqk2qHh4CidFwve71wTk8bQZIRLE1PQ/Z6H3bzRERE9MGqpSKOtpNGe9vJ7kuoSsOyJhSdNIKk2PIaAuFIl3ZLTwGDIyIioh4najXU0mnU9vdR299HdX8ftf0D1Pb3oVxe3nk/+9iYKUhqVSk5JsZ5whsREdETUa9WcPzyBdLJDWS2NnD0YhuNWtWyJjgyalQjxZbXMDg6zopkMjA4IiIi6mPK1ZUlSKodaMFSPXUIUa93vI/kcsEZj3dsfbMFAg/7CxAREdE7URp1nO7tGK1tma1N1MolyxrfUAixpVVjTlI4NsUPjfoYgyMiIiJqIxoN1DMZa6i0v4/qwT6U8+yd97NFInB1aH1zxGKQ7PaH+wWIiIjoraiqgvPUgTFsO53cQDl/Y1nj9gcQXVo12ttGpmch22xd2jE9NAZHRERE9E6UQqFj21vt4ACiWu18J4cDzslJOGdm4JqZhnNm1giW7ENDD7l9IiIieg0hBC4yaX1GkvZVuMhZ1jjcHkQXl432trG5Bdgdji7tmD42BkdERER0L4SqonF8jKqpQklrfTtA4/j4zvvZBgfbh3PPzMA5OQnJ6Xy4X4CIiIjaCCFwc35qVCOlkxu4OrH+d93ucGLs2YLW2ra0homFJTjc7i7tmO4bgyMiIiL66NRSCbVUqr1KaX8faqnU+U42GxyxKFymwdzNYMkWiXBoJxERUZcULnJIbyWQTiaQSW4g+ypluS7bbBidmTeGbUeXVuD2+bu0W/pQDI6IiIioa4QQaJydG9VJ5mCpnskAqtrxfrLf33E4tzMeh8xPOImIiB5UOX+DzNamXpGUwNn+LoQw/TdckjA8NW0M244urcI3yFb1p4LBERERET1Kaq2GeirVYUD3AdTr6853kiQ4xsc7tr7Zx8ZYpURERPQAqqUSjl8k9aqkDZzsvIDSaFjWDE3EjGHbseVVDERGurRbehMGR0RERPSkCCGgXF52HtD96hVw64Vpk+TxwDk9rQ3nNre/TU/D5vc97C9BRETUR+q1Kk52XhgVSUcvkmjcOlBjYHgEsaVVRJfXEFtew9D4BD/weSQYHBEREVHPEPU6aum06aS3VrCk5HJ33s8+MtKx9c0xMQGJxw0TERHdK6XRwNn+rjFsO7O1iWqpaFnjDQ4a1Uix5TVEJuOQZLlLO+5vDI6IiIioLyjX16gdHLS1vtVSKYhareN9JKcTzviUpULJNTMN58wMbMHgw/4CREREPUpVFWQPU8aw7fRWAqXrK8sat8+PiaUVI0wamZ6DzW7v0o77C4MjIiIi6mtCUVA/Pu7Y+tY4Pb3zfrZQqL1KaXoGzskYJIfj4X4BIiKiHiOEwOVxxmhtS29uIJ87t6xxuNyYWFxGbEmrSBqbX4Dd6ezSjnsbgyMiIiKiO6jFIqoHB1qQtLent74doHZwAFEud76T3Q5nLNZxQLctFOK8BiIiovdwc35mtLalkwlcHmcs1212O8bmF42KpInFZTjdni7ttrcwOCIiIiJ6R0JV0Tg9bR/Ovb+P+vExcMdrJnlgQAuSzMO5Z6bhjMchu1wP+jsQERE9ZcWrS60aKbmBTHID54cHluuSLGN0Zs4Yth1dWoHHH+jOZp84BkdERERE90itVFBLpTq2vqmFQuc7yTIc0Wh729vMDOwjw6xSIiIieoNyIY+j7U0jTDrd24FQVcuayNS0MWw7trwG3+BQl3b7tDA4IiIiInoAQggo2WxbhVL1YB/1dAZQlI73k73ejm1vzulpyB6W4BMREXVSq5Rx9GJLG7adTOB4ZxtKvW5ZMzQ+gehS6+S24Mhol3b7uDE4IiIiIuoyUauh9upVx9Y35erqzvvZx8e1U95unfpmHx/nkcVEREQmjVoNJzsvtBlJWwkcbSdRr1YsawKRYWNGUmx5DUPjUVb9gsERERER0aPWuLxsBUkHpmDp8BC49clpk+R2wxmPt1cpzczA5vc/7C9ARET0CCmNBs4OdltzkrYSqBaLljXe4CBiS6v6nKRVRKbikGVbl3bcPQyOiIiIiJ4g0Wignsl0bH1TzrN33s82HGkbzu2amYEjGoVktz/cL0BERPSICFVF9lXKOLUtndxA6dpa9evy+RBdXDFmJI3MzMHWB//tZHBERERE1GOUfB61g4P21reDA4hqtfOdHA44p6ZaFUrTrWDJPsThoURE1F+EELg8PjJObUtvJXBzfmZZY3e5MLGwbLS2jc0vwOHsvVNSGRwRERER9QmhqmgcH6NqqlDS2t8O0Dg+vvN+tsHBzgO6JychOZ0P9wsQERF10c35GdJbCaMq6fIobblus9sxNr+gVSQtrWJicRlOj7dLu70/DI6IiIiICGqphFoq1XFAt1oqdb6TzQZHLNqx9c0WiXCgKBER9bTi1SUyWwmjte388AAw5SZz3/4ufvW/+Yfd2+A9YXBERERERHcSQqBxdtaaoWQKleqZjOUFspkcCMA5Pd02nNsZj0N2ux/2lyAiInoAlUIBme1Nvb0tgaVf/CV88wf/Qbe39f+3d+cxrq93fcc/j9fZN8+MPYuXOTM3l4b09iaEsISiiLZA2wBpaCFSQVBQEQKpIBRKKGoLqFEqtWorIQFtSUsohSQkQUWoNCxFYhGhZCHJ5YZwZs7Ynt2z7+P16R+2f+Of7XPunHM8tsfzfkmjmWs//s3zO/f85ng+v+/zfZ4bwREAAACeSSmbrVQpuZtz51aTKp2cNH+RMfLPzFwHSQ8WnGDJFw5TpQQAQJd5muCo91uFAwAA4MY8waD6Xvc69b3uda7HrbUqHhw0XfaWW19XfnNT+c1Nnf/xH7teZwYGFEjEG5e+JRLyDA628cwAAMCzIDgCAADAazLGyBcKyRcKaeDN7huUNp9Xbm1duWTj0rfiwYGyr35B2Ve/0HBMXzjc2Jx7YUH+mRkZr7dNZwYAAJ6E4AgAAADPxfj9Cj5YUPDBQsNzxePjSpjk3vUtl0ypsLOjws6OLj7xCffxAgEF4vGmu755R0badFYAAEAiOAIAAMAt8o6Oqv/ll9X/8suux22xqPzmZtMG3YVMRtmHD5V9+LDxeKHQdZCUuA6WAvPzMn5/e04KAIB7hObYAAAA6CrFs3Plku4KpexqUrlkUvbysvmLfD4FotHGpW8PHsg3Pt7W+QMA0O1ojg0AAIA7yzs0qP43fKn63/ClrsdtqaTCzk7TBt35rS3n64bjhUIKLi0puLiowNJi+eulJfkmJtp1SgAA3FlUHAEAAODOK11dKZdKuZe+PVpV9tEj2YuLpq/xjo8ruLRUDpMWlyqB0qK8oZCMMW0+AwAA2udpKo4IjgAAANCzbKmkwva2ssvLyi6vKLuyrNzyirLLyyqdnzd9jXd0VIEXlsph0uKigi8sKbC4KN/UFIESAKAnEBwBAAAAT2CtVWFnpxwmLT9UbmWl8vWySqenTV/jGRlxlrwFlxYVWFxS8IUl+aanCZQAAHcKwREAAADwDKy1KmR2lVtZrqlSqgRKx8dNX+MZGir3T6pWKVX6KPkiEQIlAEBXIjgCAAAAWshaq+LeXjlEerjsWvJWPDpq+hrP4KACi4uuKqXg0pJ8MzMyHk+bzwAAgGvsqgYAAAC0kDFGvqkp+aamNPiVX+k8bq1V8eCg6ZK34sGBrj73OV197nPuYw0MKPjggdOMuxou+efmCJQAAF2H4AgAAAB4RsYY+UIh+UIhDX7FW1zPFQ4OykGSU6VUbs5d3N3T1Suv6OqVV9zH6utT8MGD8i5vSy+UK5QWF+Wfn5fxett5WgAAOAiOAAAAgFvgm5iQb2JCA1/+5a7HC4eHyj165FQmlfspraiQyejq1Vd19eqrrvEmGFTgwYPKcrfrKqVALEagBAC4dfQ4AgAAALpA8fhY2ZVHlf5J1425C9vbTcebQECBhYVyoPTCkrPkLRCNyvj9bZ49AOAuoccRAAAAcMd4R0c18KY3auBNb3Q9Xjw9bbrkrbC5pewXv6jsF7/oPpDfr2AiUV7ytrh0XaUUi8kEAm08IwBALyA4AgAAALqYd3hY/S+/rP6XX3Y9Xjw7V+5RpRn3ynJ52dvyivIbG8o+fKjsw4c6rX2Bz6dAIl4Ok2qqlAKJhDwESveOtVYHBwdKpVLa3NzU8PCw4vG45ubm5KdiDUANgiMAAADgDvIODar/pZfU/9JLrsdLFxfXS95qqpTy6+vKLa8ot7ziDpS8XgXicQUXFyuNuctVSoFEQp5gsK3nhNtTKpW0u7urVCrlfJydnTWM83q9mp2dVSwWUzweVzQaVX9/fwdmDKBb0OOoDT70oQ+pWCzK5/PJ5/PJ6/W6Pr/WYzd9jZfmiAAAAHiM0uWlso8elcOkSmPu7Mqy8uk1qdnvBB6PArFYzZK3Sg+lhQV5+vrafwJ4KsViUTs7O0qlUkomk0qn07q8vHSNGRgYUDwe1/z8vI6OjpROp7Wzs9NwrOnpacXjcSdMGhkZaddpALglT9PjiOCoDd773vcqn8/f+vcxxjx1KPU8QdVrPWaMufVzBgAAwPMpXV0pt7rasOQtl05LpVLjC4yRPxotVyYtLpb7Jy0tKfjggTxUpnRMoVDQ5uamU02UTqeVy+VcY4aHh5VIJBSPxxWPxzU5Odnwnv3y8lJra2tKp9POMrZisegaMzY25oRIsVis6XEAdDeCoy6zvLysfD6vYrGoQqHgfK79uhWPddv/S4/H09agimosAACA1inlcsqtJpVdfuiqUsqlUlJdkCCpHCjNzV03465WKT14IM/gYPtPoMflcjmtr687QdH6+roKhYJrzPj4uOLxuBMWjY2NPXXAk8/ntbGxoXQ67XzUB1IDAwOKxWJOmBSJRHj/DXQ5gqN7qlgs3loo9bSP1d+V6LTaaqx2BFWv9Tx3ZAAAwF1lcznlUqnyUrflym5vyw+VS6akuuCiyj87W+mf9MJ1ldLikrxDBEo3dXV15VQBVSuBSnUVYVNTU0410W0tKSuVSs4SuGqQVN8rye/3a35+3qlImp+fV4AG7EBXIThCx1lrmwZMnQq0uu3vudfrbWtQ9aTHuBsEAABawebzyqXTlWbcNY25k0npMW0bfDMzlSCpWqVU/to7PNzeyXeh8/NzJyhKJpPa2dlxvac1xigSiTghUSwW02AHKruqu7NVQ6RUKqWDgwPXGI/Ho5mZGdfytoGBgbbPFcA1giOgDtVYj/e81VitrtaiGgsAgN5iCwXl0muNS94ePZJ9XKAUDpcDpReWnDApuLgo7+hom2ffPicnJ64dz3Z3d13Pezwezc3NOUFRNBpVX5c2KT89PXUtbdve3m64kTs1NeVa3jY2Ntah2QL3E8ER0MVKpZIryOpUoFX9utt+BgwODioSiSgcDisSiSgSiSgUClEZBQBAj7GFgvLr6+Wlbg+Xy59XlpVbeSSbzTZ9jW9qqmaXt+sqJd/4eJtn/3ystTo8PHQFRYeHh64xPp/PWe6VSCQ0Nzd3Z5d7XV1dOf2Y0um0NjY2GvoxjYyMONVIsVhMU1NT8ng8HZox0PsIjgDc2F2oxvJ6vZqennaFSeFwWP3s3AIAQM+xxaLyGxvXlUkrlV5Kjx7J1m0nX+WdnCxXKNVVKfkmJto8++astdrd3XUFRaenp64xgUDAqb6Jx+OanZ2Vz+fr0IxvV3UHuOrStrW1NV1dXbnG9Pf3KxqNOmHSzMxMz/55AJ1AcATgTiqVSjo+Ptb29ra2t7e1s7Oj7e1tHR0dNR0/OjraECaNj49zdwoAgB5kSyXlNzfLYVJtY+6VFdmLi6av8Y6PK7i0VGnMvVSpVFqUNxS61eXxtQ2kqx8XdXPs7+93NbIOh8P3tsK6VCo5wVo1TKoP1qoVWNWKpGg0qmAw2KEZA3cfwRGAnnJ1deWESNXPmUymocRZKt+tm56edoVJ4XD4zpZ2AwCAJ7OlkgpbW41L3pZXVDo/b/oa79jY9ZK3miol39TUMwVKhUJBW1tbTkiUTqeVrVtuNzQ0pEQi4QRFk5OT3Ox6DGutjo6OnBApnU5rb2/PNaa2OXg1TBoaGurQjIG7h+AIQM8rFos6ODhwhUnb29sN28FWhUIhpzqp+nlkZIRm3AAA9ChrrQrb25XKpOVKpVJ5+VvpMe8XPKOj10velhYVWCr3UvJNT7veM+TzeadnTyqV0vr6uvJ1jb7HxsackCiRSGh8fJz3Hc+hustcNUza2tpq6NUZCoVcO7fxZw48HsERgHvr/Py8IUza29tTqVRqGNvf398QJk1NTbF+HgCAHmatVSGTqfRPqqlSWl5W6eSk6WuK4+M6ev1f097cnHb6+7WTy6lU93vU5OSka+nZaA/vANcNstmsNjY2nIqkZuHd0NCQEyLF43FNT09T5QVUEBwBQI1CoaDd3V1XmLSzs6PLJg02PR6PJicnXWFSOBym9BkAgB5nrVVhd1e5lRUdffGvlF5d1frRobaMR4cjw7K1gYO1Gjs60vThkWb9fkXDYY1VqpSCS0vyzczIEFC0VbFY1NbWlmt5W/17vWAw6Gq4PTc3xw1D3FsERwDwGqy1Ojk5aQiT9vf3m44fGhpyhUmRSEQTExP3toklAAC95PT01NXIOpPJuJ73eDwKD49o1mM0fXSk8Uer0sOHKh4cND2eGRhQ8MGDckPupcXyLm8vvCD/7CyBUpuUSiXt7e25lrcdHx+7xni9Xs3NzTkVSdFoVH19fR2aMdBeBEcA8IxyuZwymYwrTNrZ2VEul2sY6/P5ND093bCzG284AADoXtXGy7VB0UFdAOT1ejU/P+8sO5ufn2+6g1fh4OB6yVulf1J2ZUXFukbOVaavrxwovbCkQGWHt+Diovzz8zLcjLp1x8fHroqk+oBQksLhsGt52/DwcAdmCtw+giMAaKFSqaSjoyNXmLS9vd1w16pqbGysIUwaGxtjTT0AAB1grdXe3p4rKDqp62UUCAScJUzxePy5lzAVDg+vw6SVFWWXHyq3vKLC7m7T8SYYVODBg0pT7usqpUAsRqB0iy4uLrS2tuaESZubmw19McfHx10Nt0OhEA230RMIjgCgDS4vL50Qqfo5k8moWCw2jA0EAg1h0vT0tAKBQAdmDgBA7yqVSspkMq6g6Pz83DWmr6/P1cg6Eom0Zfl58fjYacRd25i7sLPTdLwJBBRYWCgHSi8slZe8LS2VAyV687RcLpfTxsaGs7xtbW2toep8cHBQsVjMCZPC4TCtC3AnERwBQIcUi0Xt7+837OxW/4ZVkowxmpiYcIVJkUhEw8PD3MkCAOCGqk2RqyFROp3W1dWVa8zg4KASiYQTFE1NTXVVJXDx9NS95K0SLhW2tpq/wO9XMJFQoNKMO1hZ9haIx2X8/vZOvocVi0Xt7Ow4f6/S6XTDe7pqtVo1TJqfn5ef/we4AwiOAKDLnJ2dNYRJe3t7avYzeGBgwLWjWyQS0eTkJLt+AAAgKZ/PO9uwp1Ipra2tNWzDPjo66qoouqvLi4pnZ8o9euRUJmVXlpV7uKz85mbzF/h8CiTi5SCppkopkEjIQ5Xzc7PWan9/39Vw+/Dw0DXG4/FodnbWWdoWjUY1MDDQoRkDj0dwBAB3QD6f1+7ubsPObvV3SaXym5CpqSlXmBQOhzU4ONiBmQMA0D7ZbFbr6+tKJpNKpVLa2NhoWBYeCoVcQdHY2FiHZtsepfNzZR+tVqqUlp3G3Pn19eYv8HoViMcVXFy8rlJaWioHSk2afuPmTk5OnCApnU5re3u7Ycz09LSrT9Lo6GgHZgq4ERwBwB1lrdXx8XFDmFS/20vV8PCwK0yKRCKamJjoqvJ7AACexuXlpVPNUW1YXP87S3Xnq+ov4ux8VVa6uFB2dVW55WXXkrf82prU7Pc+j0eBWKwcJi08UCCRUGBhQYGFhHzj422ffy+4urrS2tqas7ytWdBZrYirLm+bmpq6kxVxuNsIjgCgx2SzWWUyGVeYtLOz01CaL0k+n0/hcLihGXezbYQBAOi0s7MzVyPrnbpG0cYYzczMKB6PK5FIsPTnGZSurpRbLVcolQOlZeWWV5RLp6W6XcSqvGNjNUFSOUwKJhLyx+Mse3sK+Xxem5ubThi6trambDbrGtPf3++qSJqZmaHhNm4dwREA3AOlUkkHBwcNO7vVbzFcNT4+3hAmjY2NcYcLANBWR0dHrqBof3/f9bzX69Xc3JxTURSNRrn5cUtK2axyyaSyD5eVSyaVW10tfySTKl1cNH+RxyP/3Fw5SFpYcIVLvulp3le8htpd/6ph0tnZmWuM3+/X/Py8EybNz8+zEy9ajuAIAO6xi4uLhjBpd3e3oUxakoLBYEOYND09zW4gAICWsNbq4ODA6U+USqV0fHzsGuP3+xWNRp2gaG5ujn+HOsxaq0Imo9xqUrlkOUzKrq4ql0yV+yg9pkrJDAyUm3MnFq4rlRIJBRIJeYfoy9iMtVaHh4dOiJROpxvC1Nqqu+ryNvpc4nkRHAEAXIrFovb29hp2drtocjfRGKNQKOQKkyKRiIaGhriLCAB4olKppN3dXVdFUX01RTAYdDWyZlnO3VLK5ZRPpytBUrIcLlUqlYpHR499nW962lnyFkhUqpUWFuSfm5Ph/7/L2dmZa+e27e3thj5fk5OTruVtVJHjaREcAQBek7VWZ2dnDWHS/v5+w5sTSRoYGGgIkyYnJ3mzDwD3WLFY1Pb2tisoqt8ddGBgwAmJEomEpqen2cShRxUOD91hUrISLiVTsk36MkqS8fvlj8Vqlr5VwqWFBRp0V1R3FqxWJK2vr6tQKLjGjIyMONVI8XhcU1NTXGd4IoIjAMAzy+fzymQyDTu71TdylMp9KKamplxhUjgcpmkpAPSoQqGgjY0NJyRaW1tTLpdzjRkZGXFVFE1OTlIJcc/ZYlH5zU2nf1J2ddUJlwp1zdBreUdH3UveFsrh0n1v0F0oFLS1teVa3lYf2Pb19TlBUiwW0+zsrHw+X4dmjG5EcAQAaClrrY6OjhrCpMPDw6bjR0ZGGsKkiYkJ7nwBwB2Ty+WcSodkMqmNjY2GSoeJiQlXUMSSGTyN0vm5cqmUK0yqNup+YoPu2dnr3d5qmnT7wuF79/evukS0dnlb/WYpPp9Pc3NzrobbfX19HZoxugHBEQCgLa6urpTJZFxh0s7OTsMvFVK5+Wk4HHaFSeFwmJ1yAKCLXF5eam1tzako2tzcVKmuEfL09LQTEsViMY2MjHRotuhl5Qbdu64gKZssh0s3a9CdqCx7u65Yuk8Nuqu7F1bDpN3dXdfzxhhFIhHX8rahoaEOzRadQHAEAOiYUqmk/f39hp3dTk9Pm46fmJho2NltdHT03t0tBIBOOD8/d/Un2t7edj1f/eWyNihiNyd0ms3llFtbu97tbTXphEvFx1RDS5Jvauo6SFq4btLt9sgXMQAAFERJREFUn5uT6fFlXOfn504onE6ntbW11RAKV6sHq2HSxMQE78d6GMERAKDrnJ+fN4RJu7u7DW9apPK6/PowaWpqiu2ZAeA5HR8fu4Kivb091/Mej0dzc3NOUBSNRlnOgjuleHRU2fEt5ez2Vm7S/fgG3fL7FYjFKkFSwl2lND7ek+FJdRlqtSJpbW1N+bo/n6GhIdfObeFwmLYDPYTgCABwJxQKBe3t7TXs7HZ5edkw1hijycnJhp3dKKsGgOastTo8PHRComQyqaO67dJ9Pp+i0agTFM3NzSlwj5sOo3fZYlH5rS0nTMo6S+CSKtRV2tXyjI6Wl73VNekOxOPy9NBy+9odEqth0kVdj6lgMKhoNOqESbOzs9zUu8MIjgAAd5a1Vqenpw1h0v7+ftPxg4ODDWFSKBSS1+tt88wBoLNKpZL29vZcFUX1y4QDgYBisZgSiYTi8bhmZmbYaQn3Xuniohwi1e349sQG3cbIPzfnNOWubdLti0TufJWStVZ7e3uundvqg2ev16vZ2VmnIikajaq/v79DM8bTupXgyBjjlfRJSRvW2rcbYxYkfVBSSNKnJH2ntTZnjAlK+iVJXyZpX9K3W2uTlWP8uKTvlVSU9M+stR9/0vckOAIAVOVyOWUymYad3eq3gZbKb2Smp6cbdnbjzQyAXlIqlZwKgepHfcVmf3+/a8ezSCTCUhPghqy1KuzuuoKkXDKpbHJV+fUNqVhs+jrT33+97C1R7adU/uy9w5XSx8fHrp3bMplMw5hwOOxa3kbz/O51W8HRj0h6s6SRSnD0YUkfs9Z+0Bjz85I+a639OWPMD0h6yVr7/caYd0n6B9babzfGvF7Sr0p6i6RZSb8r6XXW2uZXmwiOAABPViqVdHR01BAm1d8RqxodHW0Ik8bHx/klCsCdUCgUtLm56YREa2trymazrjHDw8OuoGhycpKfccAtcBp0V3d8q6lUes0G3bVL3xYSCiYS8s/P37kG3bW7MKbTaW1sbDT0rhwbG3NCpHg8rlAodOersXpFy4MjY8y8pA9Ieq+kH5H0TZJ2JUWstQVjzFdJ+klr7TcYYz5e+fpPjDE+SduSpiS9R5Kste+rHNMZ97jvS3AEAHgWV1dXDWFSJpNRoVBoGBsIBBQOh11hUjgcpscHgI7L5XLa2NhwBUX1P8fGx8ddQdF4jzbyBe6S4tFRZdlb0qlSyq2uKpdKyTaplJZUbtAdjVb6KMXLy94qH3elQXc+n9fGxoZTkbS2ttZQGT4wMOCqSIpEIrQX6JDbCI4+Iul9koYlvVvSd0v6hLV2qfJ8VNJvWWvfYIx5RdI3WmvXK8+tSPoKST9Zec0vVx5/f+U1H6n7Xt8n6fskKRaLfVkqlbrJeQAA8ETFYlH7+/sNO7udnZ01HR8KhVxhUiQS0cjIyJ144wbgbrq6unLu3qdSqaZ37ycnJ53+RLFYTKOjox2aLYCndd2gO+ns9latVHqtBt2BRFzBxIK7SXeiuxt0l0ol7ezsOBVJqVRK5+fnrjF+v9/VcJsG/e3T0uDIGPN2SX/PWvsDxpi36ZaDo1pUHAEAbtvZ2VlDmLS3t9fwy5pU7hVSHyZNTU3RWBbAMzk/P3d+mUqlUtre3lb9e/NIJOJUE8ViMXaSBHpU6eJCuVSqZse31HWD7rqwxWGM/LOzrt3eqpVKvnBYpsuWqVprdXBw4Gq4fXBw4Brj8Xg0OzurWCzmfAwMDHRoxr2t1cHR+yR9p6SCpD5JI5J+XdI3iKVqAIAeVCgUtLu727Cz29XVVcNYj8ejyclJV5gUiUQ0ODjYgZkD6GYnJyeuRta7u7uu56u/MFWDInYoAuA06E4mG5p059bXn9ygOx53hUnV3krd1KD79PTU1XB7Z2enIUCfmppywvNYLKaxsbEOzba33Epz7MqB3ybp3ZXm2L8m6aM1zbE/Z639WWPMD0r66zXNsd9prf02Y8yXSvoVXTfH/j1JL9AcGwBwF1hrdXJy0hAm1d8pqxoaGmoIk0KhEE1qgXvCWqujoyNXUFT/88Ln82l+ft4Jiubn51miAeDGbC6n3Pq6EyZla8Kl4mPen0iSd2qyvOzNadJdDpe6oUF3dcluNUxaX19XsS4cGx0ddUIkNgF4du0Kjh5I+qCkCUmfkfQd1tqsMaZP0v+Q9EZJB5LeZa19VHn9T0j6HpWrl37YWvtbT/p+BEcAgG6XzWaVyWQamnHn8/mGsT6fT9PT0w07u/X19XVg5gBayVqrvb09V1B0cnLiGhMIBBSNRhWPx5VIJDQ7O8tSVwC3onh8XGnQvVrTUylZbtBdtxujw+e7btC9kFAgcV2t5J2Y6Eifx+pukrUNt+srwPv7+11L22ZmZvjZegO3Fhy1G8ERAOAuKpVKOjw8bAiTjo+Pm44fGxtrCJPYGQnobrVNX6sfFxcXrjHVX2aqFUXsHgSg02yppPzmlnu3t+SqsqtJFba2Hvs6z8hIuTKpWqVUbdQdj8nTxhtgpVJJmUzGtbzt9PTUNaa2mjMWi2l+fl7BLm4i3ikERwAAdKHLy0vXUrednR1lMpmGEmypXJlQHyZNT0+zjAXokGKxqK2tLSWTSaepa7burv3Q0JATEsXjcU1NTbF8AsCdUbq4UC6dvm7QvZp0wqXSY3ahlTHyz8y4d3tbKFcq+SKRW2/QXbssuBom7e3t1U3RaGZmxgnyo9EoGw2I4AgAgDujWCxqb2+vYWe3+u1qpfIbn1AopHA4rOHhYXk8Hnm9Xnm9XufrZo897uuneZ7qJ9w3+XxeGxsbTjXR2tpawxLUsbExV1A00aGlHABwm6y1Ku7tVXZ7q2vS/aQG3X195SCpbse3QCIh7/Dwrc23dsfKdDqtra2thobboVDIqUiKx+MaGxu7dz+/CY4AALjjTk9PG8Kkvb29hjc+7WKMaVtIdRuBmMfjuXdvCPF0stms1tbWnKBoY2OjoRqw+otG9YOdfQDcdzafV25tXbnk6nWlUiVcKu7vP/Z13snJmmVv1026A/PzMn5/S+eYzWa1vr7uVCStra2pUCi4xgwPDzshUiwW0/T0dM9XjBIcAQDQg/L5vHZ3d7Wzs6PLy0sVi0WVSiXX58d9/TzPl0qlTp96S7QrpLrNQAytc3Fx4dyRTqVSTe9Ih8NhV1DE0gYAuLniyYnTS8nVpPu1GnTPz18vfVuoVColEvKGQi25CVRdely7vO3y8tI1JhgMunZu68XNDAiOAABAy1hr2xZStfpY1c/d/H7naXSyaut5n/d4PB0Nv05PT5VOp50eRZlMxvW8MUazs7NOSBSNRjUwMNCh2QJA77KlkgpbW8rWLnlLJpVNrqqw+YQG3cPDCiwsKLiQqKlSWlAgHn+uBt2lUkl7e3uu5W31G5p4vV7Nzc0pHo9raWlJ8Xj8mb9ftyA4AgAAqFGtnOqGEOtZx/aC6pLHdoVYxhhn57P9uiUTXq/X2XUnHo+z6w4AdIHS5aVyqZTTlLu2UumxDbol+WZnFKzu9FapUAouJOSbmXmmBt1HR0eundt2d3ed51566SW9853vfJbT6yoERwAAAD3EWusKv7qxqqvblzz6/X5Fo1EnKJqbm5O/xX00AAC3w1qr4v5+0x3fcuvrUl3PoirT16dAPF4Jk+LXDboXFp6qQffFxYXTBy8ej+vFF19s1al1DMERAAAAuko1/Gp3iDUxMaF4PK6ZmRl5vd5O/zEAAFrsukF3JUhKXodLT2zQHQrV9FCqNOdOLCgQbX2D7m5EcAQAAAAAAO614smJe9lbMuX0VLpRg+5E4jpcWlhoWYPubvA0wVFvtQUHAAAAAACQ5B0ZUf9LL6n/pZdcjzsNupPJ693eVledBt25ZHkpXD3P8LDGvvVbFX7Pj7XpDLoDwREAAAAAALg3jMcj/9yc/HNz0lvf6nqudHVVbtBdu+NbtUH36anUIxVHT4PgCAAAAAAAQJKnr099L76ovroG2NUG3eridj+3heAIAAAAAADgCYwx8k1OdnoaHeHp9AQAAAAAAADQnQiOAAAAAAAA0BTBEQAAAAAAAJoiOAIAAAAAAEBTBEcAAAAAAABoiuAIAAAAAAAATREcAQAAAAAAoCmCIwAAAAAAADRFcAQAAAAAAICmCI4AAAAAAADQFMERAAAAAAAAmiI4AgAAAAAAQFMERwAAAAAAAGiK4AgAAAAAAABNERwBAAAAAACgKYIjAAAAAAAANEVwBAAAAAAAgKYIjgAAAAAAANAUwREAAAAAAACaIjgCAAAAAABAUwRHAAAAAAAAaIrgCAAAAAAAAE0Za22n5/BYxphdSalOz6NFYpLSnZ4EcAdwrQA3w7UC3AzXCnAzXCvAzfTKtRK31k7dZGBXB0e9xBize9P/KcB9xrUC3AzXCnAzXCvAzXCtADdzH68Vlqq1z1GnJwDcEVwrwM1wrQA3w7UC3AzXCnAz9+5aIThqn+NOTwC4I7hWgJvhWgFuhmsFuBmuFeBm7t21QnDUPv+l0xMA7giuFeBmuFaAm+FaAW6GawW4mXt3rdDjCAAAAAAAAE1RcQQAAAAAAICmCI4AAAAAAADQFMHRMzLGRI0xv2+MedUY8xfGmB+qPD5hjPkdY8zDyufxyuNfYoz5E2NM1hjz7rpj/TdjTMYY80onzgW4Ta26Vh53HKBXtPBa6TPG/D9jzGcrx/mpTp0TcBta+R6s8rzXGPMZY8xvtvtcgNvU4t9XksaYzxtj/twY88lOnA9wW1p8rYwZYz5ijPlLY8wXjDFf1YlzajV6HD0jY8yMpBlr7aeNMcOSPiXpHZK+W9KBtfbfGmPeI2ncWvtjxphpSfHKmENr7b+vOdbXSjqT9EvW2je0+1yA29Sqa+Vxx7HWvtqB0wJaroXXipE0aK09M8b4Jf2RpB+y1n6iA6cFtFwr34NVjvcjkt4sacRa+/Z2ngtwm1r8+0pS0puttXvtPg/gtrX4WvmApD+01v6CMSYgacBae9Tuc2o1Ko6ekbV2y1r76crXp5K+IGlO0rdI+kBl2AdU/sska23GWvtnkvJNjvUHkg7aMW+g3Vp1rTzhOEBPaOG1Yq21Z5X/9Fc+uEuEntHK92DGmHlJf1/SL7Rh6kBbtfJaAXpZq64VY8yopK+V9P7KuFwvhEYSwVFLGGMSkt4o6U8lha21W5WntiWFOzQtoOu06lqpOw7Qc573WqksvflzSRlJv2Ot5VpBT2rBvyv/SdI/l1S6jfkB3aIF14qV9NvGmE8ZY77vViYJdIHnvFYWJO1K+u+VJdC/YIwZvK25thPB0XMyxgxJ+qikH7bWntQ+Z8vrALnLC6h118qTjgP0glZcK9baorX2ZUnzkt5ijGEZNHrO814rxpi3S8pYaz91e7MEOq9F78G+xlr7Jkl/V9IPVlptAD2lBdeKT9KbJP2ctfaNks4lvec25tpuBEfPodI74qOS/qe19mOVh3cqaySrayUznZof0C1ada085jhAz2j1vyuV8ujfl/SNrZ4r0EktulbeKumbK71bPijp64wxv3xLUwY6olX/rlhrNyqfM5J+XdJbbmfGQGe06FpZl7ReU+n9EZWDpDuP4OgZVZqPvl/SF6y1/6Hmqd+Q9F2Vr79L0v9q99yAbtKqa+UJxwF6QguvlSljzFjl635Jf0fSX7Z+xkBntOpasdb+uLV23lqbkPQuSf/XWvsdtzBloCNa+O/KYKVhsCrLbr5eErtBo2e08N+VbUlrxpgXKw/9LUk9sZEPu6o9I2PM10j6Q0mf1/W6+H+h8lrID0uKSUpJ+jZr7YExJiLpk5JGKuPPJL3eWntijPlVSW+TNClpR9K/tta+v42nA9yaVl0rkl5qdhxr7f9u06kAt6qF10pC5QaOXpVvEH3YWvvT7TsT4Ha18j1YzTHfJund7KqGXtLCf1cmVa4ykspLcX7FWvvedp0HcNta/Lv9yypvuBCQ9EjSP7HWHrbzfG4DwREAAAAAAACaYqkaAAAAAAAAmiI4AgAAAAAAQFMERwAAAAAAAGiK4AgAAAAAAABNERwBAAAAAACgKYIjAABwrxljftIY8+4nPP8OY8zrb3Ac1zhjzE8bY/52q+YJAADQCQRHAAAAT/YOSa8ZHNWPs9b+K2vt797arAAAANqA4AgAANw7xpifMMb8lTHmjyS9WHnsnxpj/swY81ljzEeNMQPGmK+W9M2S/p0x5s+NMYuVj/9jjPmUMeYPjTFf8phxv2iM+YeVYyeNMe+rPPdJY8ybjDEfN8asGGO+v2ZeP1qZw+eMMT/VgT8aAAAAF1+nJwAAANBOxpgvk/QuSS+r/F7o05I+Jelj1tr/WhnzbyR9r7X2Z4wxvyHpN621H6k893uSvt9a+9AY8xWSftZa+3VNxtV/67S19mV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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df=pd.read_csv('per captia 2.csv')\n",
"\n",
"def parse_datetime(x):\n",
" try:\n",
" return parser.parse(x)\n",
" except:\n",
" return numpy.nan\n",
"df['datetime'] = df['Year'].apply(parse_datetime)\n",
"\n",
"df_all=df.set_index('datetime').resample('1y').aggregate('sum')\n",
"df_all.plot(linewidth=2, figsize=(20,10)).plot()\n",
"plt.title('Per capita spending of overnight visitors ($)')\n",
"plt.legend(loc=1,prop={'size':11})"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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L5xx6AB+jjQCMMbWMs5h0BZxz9Sj5z6Oi6jyt78UY08E4C5IH4tyYZ/qqq7hr2F3I90Wc9caG4Hy3EW729902xbj56hljrirh70IIzvkd6F4TrXCCt776XpySnHdn4yNglDGmoXEWbn4RmOmOmErBWRzbO2hREee7PeJuf6QklbiBhGDggLU20xjTBSjp7wU4vxnPuL8zjXCmzZ4rFXGO8SFjTA3O4KmaRZR72sfKNRv4szGmhTEmGGdKqk/W2hycdfBeNMYMcUdQ+RljrjfGTDybDvhQDmfEXQqQZ5yF2rt5tSUJ5xz3LF5ujBlo3IcBuNrgNfrLGNME59+tuHPcVhGRS54CRyIil4ahOP9DuxEnqDIHZzRFSb2KcwPwX5yFg9/H+R/vb3DWhdiCM0olk1Onm3yBM/XnIM5N7Z+stdk+6jgZoDhgjIm31qbjrP8x2807CJhXRBs7ACuM8zSneTjrgGwr0I44YDXwtdsHrLWfA/8EZrnTMNbjjLYpiXdxjsEanKfvfFbCfL4MBq7Gma7xIk5g64SvhNbaWOB/cUZk7cUZUTKgJJVYa7Nwbtj/gLOI8kRgqLV2k1eyj3AWI19UYMrN6zjH9r/GmHScAGCnEvavuHZtwFmgfRZOn47i3NT5PAY+/AN41jjTrkYVUsdenEXIu/B74LAgP5wb4z04o1Wu59RRBSeNBqa6dfY/g++lEs45dBDn+jmAM7rDF5/XsBuQnQ7801q7xlr7C84C1NOMMWWstT/jPAVqAs5owO/5fWROcb8LK4DmOOfJSzjr2JycPvg6cLtxnhD4RhF9BEp83p2NSTjX3zKcqXlpuAEOa+1B4GUgzv2uInACGF1xjsnnON9ZsdxA1AhgvHsNPE7+4GpxnsXp/284v0Mfnkbe4ozHmWp1AGdUzPyik5fYGR0r8Py+vgP8iDN675ti0k/HCYCOwLmG9gHP4/x+nzPu79oo4Euc49WXU4/X2zj/Zp1UH+f3YypOEL0zzoLbJw0G3ncDYCIi4uXkk2BEREROYYwZjbM4bqGPYL5A7bBA88KmJl2MjDEfA5ustc+XdltKgzs64RDO9/ZrabfnSmOMuRtnAequpd0WkdLgTh2Ox1kkPdVr+804C2zPKpA2AbjaWpt2wRsrInKR04gjERGRc8CdttTUnZpxM846PHNLu10XkjGmtzGmvDtNbDywDudpaSIiF5S19pi19qoCoy6LSttSQSMREd9K9CQTERERKVZtnKk21XGePPeAtTahdJt0wf0RmIazttEqYIDV0GYRuYhYa/9T2m0QEbnUaKqaiIiIiIiIiIj4pKlqIiIiIiIiIiLi00U9Va1GjRo2NDS0tJshIiIiIiIiInLZiIuLS7XW1ixJ2os6cBQaGsqqVatKuxkiIiIiIiIiIpcNY8yOkqbVVDUREREREREREfFJgSMREREREREREfFJgSMREREREREREfFJgSMREREREREREfHpol4cW0RERERERM6f7Oxsdu3aRWZmZmk3RUTOg7Jly1K/fn0CAwPPuAwFjkRERERERK5Qu3btomLFioSGhmKMKe3miMg5ZK3lwIED7Nq1i8aNG59xOZqqJiIiIiIicoXKzMykevXqChqJXIaMMVSvXv2sRxQqcCQiIiIiInIFU9BI5PJ1Lq5vBY5ERERERERERMQnBY5ERERERETkohAaGkpYWBh5eXn5tq1fv/60y1q9ejWzZ8/Ot80Yw9GjR0tcxhNPPEFQUBApKSnFpl21ahWDBw8+7XaKXOwUOBIREREREZGLxtGjR5k2bdpZlZGTk+MzcHQ6cnNzmTZtGl27di1Re6Kjo5kxY8YZ1ydysdJT1URERERERITQJ78+r+VvH3tLidKNHj2a//u//2PgwIEEBQXl25eUlMRf/vIX9u/fT0BAAGPGjOHmm28GnNFEzz//PF9//TWdO3fmiy++4MiRI0RERHDdddfxxhtvAPDGG2/w+eefc+DAAcaNG0e/fv18tmP+/Pk0bdqUF154gREjRvDoo48CcOzYMYYNG8aGDRsIDAykZcuWzJ49m8WLFzNq1ChWrVpFTk4Ot9xyCwcOHOD48eN07NiRt99++5T+iFwKFDgSERERERGRi0Z0dDTt27dn0qRJ/O1vf8u3b/DgwQwfPpz77ruPjRs3ct1115GYmEjNmjUBKFeuHCtXrgSgffv2fPXVV8yZMydfGZUqVWLlypUsXbqU/v37Fxo4mjx5Mvfccw9du3YlKyuLFStW0KlTJ7755huOHDnCxo0bATh48OApef39/Zk5cybVq1fHWsuwYcOYPHkyI0aMOOvjI3KhKXAkIiIiIiIiJR4RdCG8+OKL3HDDDdx3332ebenp6axevZp77rkHgNatWxMREcFPP/1E7969ARg2bFixZQ8YMACAzp07s2fPHjIzMylbtmy+NCkpKSxevJgPP/zQU+7kyZPp1KkT4eHhJCYm8tBDD9GtWzduueXU45aXl8f48eNZsGABubm5HDx4kPLly5/ZwRApZVrjSERERERERC4qLVu2pFevXrz66qunlS84OLjYNCeDRP7+/oCzHlJB06ZNIzs7m7Zt2xIaGsqkSZOYPXs2x48fp0mTJmzYsIEbb7yR2NhYwsPDyczMzJd/5syZLFmyhB9//JF169bx4IMPnpJG5FJRosCRMeZhY8wGY8x6Y8xHxpiyxpjGxpgVxpgkY8zHxpggN20Z93OSuz/Uq5yn3O2bjTE9z0+XRERERERE5FI3evRo3nzzTdLT0wGoWLEiERERTJ06FYDExETWrFlD586dfeavVKkShw8fPqO6P/jgA+bOncv27dvZvn07u3btomPHjsyZM4ddu3bh7+9P3759mTBhAvv37yctLS1f/kOHDlGjRg0qVqzI4cOHmTlz5hm1Q+RiUGzgyBhTDxgJRFtrwwB/YADwT2CCtbYZcBA4OYbwPuCgu32Cmw5jTGs3XxvgZmCiMcb/3HZHRERERERELgf169dnyJAh+YIyM2bMYPr06bRr147Bgwczbdo0z/pGBcXExJCRkUF4eDgjR44scb0rVqwgLS2N7t2759s+ePBgJk+ezLp167j66qsJDw+nY8eOPPXUU9StWzdf2qFDh5Kens5VV11F7969ufbaa0+j5yIXF2OtLTqBEzj6CQgHjgBzgX8BM4Da1tocY8zVwGhrbU9jzDfu++XGmABgH1ATeBLAWvsPt1xPusLqjo6OtqtWrTrbPoqIiIiIiIgPiYmJtGrVqrSbISLnka/r3BgTZ62NLkn+YkccWWt3A+OB34C9wGEgDjhkrT05GXQXUM99Xw/Y6ebNcdNX997uI49344cbY1YZY1bt37+/JH0QEREREREREZHzoCRT1aoCfwQaA3WBCjhTzc4La+071tpoa210YUMORURERERERETk/CvJ4tg9gF+ttfuttdnAZ8A1QBV3KhpAfWC3+3430ADA3V8ZOOC93UceERERERERERG5yJQkcPQb0NkYU94YY4AYYCPwHXC7m2YY8IX7fp77GXf/IusspDQPGOA+da0x0Bz4+dx0Q0RE5PJgrSU3L5fs3GxO5J7gWPYxMrIzOJJ1hMMnDnMw8yAHjh8gJ+/URweLiIiIiJxrAcUlsNauMMbMAeKBHCABeAf4GphljHnR3fa+m+V9YJoxJglIw3mSGtbaDcaY2ThBpxzgIWtt7jnuj4iIFMJaS57NI488578leRWXljzy8k6jzJKkK2mZp9kPay25NtfnfosTrPEu82T6U/JRxD6vsiy/7yuY3vNfnO/Ee1tJlQsoR7ua7Wgf0p6oWlG0rdGW8oHlz+MZJCIiIiJXomKfqlaa9FQ1kcuftZbM3EwysjM4mnWUE7knirw593XjffKG32f6AjfxZ1rWyaCLdzrvMgve/Ftr8wUhfJV1sp++yiqYz1eQxFdZRQVcLBfv773k52f8nBd++Pv5YzC/bzPOYOFDJw7lyxNgAmhVvRVRIVFE1ookKiSKqmWrlkbzRUTkEqKnqolc/s72qWrFjjgSEfGlYMDnaLbzysjK8Lw/mnXU2e/jc0Z2BulZ6WRkZ5zWKAs5OyeDEcYY/I3/Kf/1M34YithXMJ8b0PCV3hiDH374+bkBkIL7vAIh3mUVfPkq65R9p1uWV2CmYPt85fOu82zLytefQsoqidTjqSSkJBCfHE98Sjyb0jaxLnUd61LXMXXjVACaVG5CZEgk7Ws5o5LqVqiLM+tcRERERKRkFDgSucJcjAGfMv5lqBBYgeDAYMoElPF5k+4JaPj5+9zvHdwoeBN/yj6vsk4GSXyV5avMIoMpPso847K8yyyuLB/BHp/9wShocBmpUa4GNza6kRsb3QhARnYGa1LWEJ/iBJLW7l/LtsPb2HZ4G5/+8ikAIeVDPFPbIkMiaV61eYkDVSIiIudbp06dOHHiBFlZWWzZsoWwsDAAIiMjGTZsGKNGjeJczEjJzc2lYcOGREdH88UXXxSf4Szt2bOHwYMH89133533ukTOBwWORC4R5yLgczJ9jj03i+p6B3yCg4IJDgz2fK4QWIGKQRV//xxUgYqB7ueg39MFBwYT6B94TtojciWrEFiBLvW60KVeFwCyc7PZmLbRGZHkjkpKOZbCgu0LWLB9AQAVgyoSGRLpGZXUpnobgvyDSrMbIiJyBVuxYgUA27dvJzo6mtWrV3v2LV68+JzV85///Ie6deuyZMkSkpOTqVWr1jkru6CcnBzq1q2roJFc0hQ4EjnPFPARkdIQ6B9IeM1wwmuGc0/YPeTZPLYd2uYZkRSfHM/ejL38sOsHftj1AwBBfkGE1QjzTG0LrxlOxaCKpdwTERG5YEZXPs/lHz6r7Dk5OfzlL39h+fLlGGOYNWuWZ92WqVOnMnHiRHJycqhcuTKTJk2iZcuWPsuZPHkyI0aMYPny5Xz44Yc89thjAEyZMoWZM2dSpUoV1q5dS7169fjXv/7FqFGjSEpKokOHDkyfPh1jDEeOHOGRRx5h7dq1ZGZmcsMNN/Dqq6/i7+9Pt27diIiI4KeffqJatWpMnDiR6OhoUlNTAVi+fDmPPfYY6enpAIwbN46bbrqJUaNG8f3335OVlUWNGjWYPHkyjRo1IiUlhUGDBpGcnAxAjx49mDBhwlkdS5HTocCRSCEKBnwysjNIz04vMuDjHRxSwEdELiZ+xo9mVZvRrGoz+rfsD8Deo3s9QaT4lHiSDiV5Akusc/K0qNqCqJAoompFERUSRc3yNUu5JyIicqXasGEDH3zwAW+//TYvvfQSL774IjNmzODHH39k9uzZ/PDDD5QpU4YFCxZw7733snTp0lPKSE1NZdGiRUyZMoWrrrqK+++/3xM4Ali5ciXr1q2jfv363HrrrQwaNIjFixcTHBxMVFQUCxcupEePHjzyyCNcf/31vPfee+Tl5TF48GAmT57M/fffD8C2bdtYsmQJAQEBbN++3VN+Wloat912G5999hldunQhNzeXI0eOAPDkk08yfvx4AN577z2eeOIJZs2axYwZM2jatCmxsbEAHDx48HwdYhGfFDiSy44CPiIiJVMnuA63BN/CLU1uAeDwicP5FtzecGADm9I2sSltEzM3zQSgQcUG+QJJjSo10tpZIiKXi7McEXS+tWzZksjISAA6d+7Ml19+CcCXX37JmjVr6NSpE+DcDxQWXJk2bRq9e/emYsWKXHPNNeTk5LB8+XKuvvpqAK655hrq168POGsrhYaGUqVKFQDCw8NJSkqiR48ezJs3j59//plXXnkFgGPHjnnyAQwaNIiAgFNvt5cvX07r1q3p0sWZWu7v70/Vqs5TUBcsWMCbb77J0aNHycn5/T6kc+fOTJgwgccee4zrr7+enj17nuERFDkzChzJRaMkAZ9TpntdwIDPKQEeHwGfkwEeBXxE5FJUuUxlujXoRrcG3QA4nnOc9anriUuOIyElgdUpq9mZvpOd6Tv5YquzmGi1stV+DyTViqJl1ZYE+Ol/L0RE5NwrW7as572/v78nuGKt5d577+WFF14otowPPviAlJQUQkNDATh8+DCTJ0/2BI4K1lFUnXPnzqVJkyY+6wkODj6tvu3YsYOHH36YlStX0rhxY5YtW8agQYMAuPrqq0lISODbb7/kdleXAAAgAElEQVRl2rRpjB07liVLlpxW+SJnQ/9nJ2dNAR8RkctTuYBydKjdgQ61OwCQk5fD5oObSUhOID4lnrjkONIy04j9LZbY35zh8+UDyhNeM9wzIqltzbaUCyhXmt0QEZHLXO/evRk6dCjDhw+nfv365Obmsnr1atq3b58v3cqVKzl06BB79+71jJbdvXs3bdq04fXXXz+tOvv06cPYsWOZNGkS/v7+pKamkp6eTuPGjYvMd/XVV7Nx40bPKKeTU9WOHDlCUFAQtWvXJi8vj7feesuT59dff6V+/foMGDCAa6+9lmbNmpGXl4efn56MKheGAkdXMF8Bn5PTuBTwERGRggL8AmhTvQ1tqrfhrtZ3Ya3lt/TfiE+O94xK+i39N5bvXc7yvcs9eVpXb+2MSgqJIjIkkiplq5RyT0RE5HJy3XXX8dJLL9GnTx9yc3PJysrijjvuOCVwNHnyZAYOHJhvinW9evWIiorik08+Oa06X3vtNR5//HHCw8MxxlCmTBlee+21YgNH1apV47PPPuORRx4hIyMDPz8/xo8fT48ePbjjjjto3bo1NWrUoFevXvzwg/PwisWLF3sW3j4ZVFLQSC4kY60t7TYUKjo62q5ataq0m3HRUcBHREQuVvuP7Sc+Jd6zVtLmg5vJs3n50jSt3NQzta19SHvqBNcppdaKiEhiYqLnyWQicnnydZ0bY+KstdElya8RRxeQtZYTuSdOXZy5YIDHa1tpB3xOLuSsgI+IiJREzfI16Rnak56hzsKdR7OOsmb/GuKS44hPiWfd/nVsPbyVrYe38skW56+7tSvUJiokiva12hMZEknTKk3xM/pLqoiIiMjFQIGjC+DWz2/l0IlDCviIiMgVJzgomGvqXcM19a4BICs3i40HNnoCSQkpCezL2Mf8X+cz/9f5gLNId2TNSCJrRRIVEkWb6m3075WIiIhIKVHg6AI4mHmQI1lHAAV8RETkyhbkH0RESAQRIRHcx33k2TySDiURnxxPfEo88cnxJB9LZvGuxSzetRhw/u1sW6OtZ2pbeEg4FQIrlG5HRERERK4QChxdAJ/0/oRyAeUU8BERESnAz/jRomoLWlRtwYCrBmCtZU/GnnyBpG2Ht7EqeRWrkld58rSs2tIztS2qVhQ1ytUo5Z6IiIiIXJ4UOLoA6gbXLe0miIiIXBKMMdQLrke94Hr0btobcEbunlxsOyElgY0HNpKYlkhiWiLTE6cD0KhSIyeI5K6V1KBig3xPzRERERGRM6PAkYiIiFzUqpatSveG3enesDsAx7KPsS51nWdE0pr9a9hxZAc7juxgbtJcAGqUq0FkSCTta7UnKiSKFlVb4O/nX5rdEBEREbkk6ZElIiIickkpH1ieTnU68UD4A7x707ssHbiUj275iMeiHyOmYQzVylYj9Xgq3+74lrE/j6X/V/25ZtY1jPh2BO+sfYeV+1aSmZNZ2t0QEZESeuKJJwgKCiIlJeWsylm9ejWzZ88+4/x33303//73vwF46623mDBhwlm1Z/To0RhjWLFiRb5to0aNOqtyfZk3bx4RERH5XnXq1KF27dpnVW5oaCjr168/R610GGM4evRosek++eQTIiMjiYiI4KqrrmLQoEFnVa+v86OkbZkyZQpVqlQhIiKC1q1b069fP9LS0s64LRERERw/fhyAZcuWERYWRmRkJN999x29evVi69atZ1z2mdCIIxEREbmkBfoFElYjjLAaYQxtMxRrLduPbM+3TtKuo7tYumcpS/csBSDAL4Cw6mFE1oqkfUh7IkIiqFymcin3RERECsrNzWXatGl07dqVadOm8eijj55xWatXr+arr76if//+Pvfn5OQQEFCyW+QRI0accTu8NWrUiKeeeopFixadk/IK06dPH/r06eP5nJqaSvv27Rk3btx5rfd82bt3Lw8++CDx8fE0aNAAay2rV68+qzKLOz+K06NHD+bMmUNeXh79+/fnxRdf5NVXXz3jtpw0bdo0hg0bxmOPPQbADTfccEZlng0FjkREROSyYoyhceXGNK7cmH4t+gGQnJFMQkoCcclxJKQksOXgFlbvX83q/av5gA8AaFalmWdqW1StKGpXOLu/woqIXGraTm17XstfN2zdaeeZP38+TZs25YUXXmDEiBGewNH27duJjo4mNTX1lM8pKSkMGjSI5ORkwLmhf/bZZ3nuuec4cuQIERERXHfddbzxxhsYY3j++ef5+uuvufnmm+nfvz8PPvggGRkZZGZmMnz4cP7nf/7nlHaNHj2ao0ePMn78eNatW1eiPL7069eP2NhYvvnmG3r27HnK/n/+8598+umn5OTkUK9ePd59911q165NvXr1SEhIICQkhF69emGM4euvvyYlJYWoqCh27dpVaJ25ubnceeed3HHHHZ4gSVZWFs888wzff/89J06coF27dkyaNIng4GBmzpzJ66+/TlZWFgDjx48nJibmlHJfeeUVZs2aRU5ODmXLlmXSpElEREQAzr/NL730Ep9//jkHDhxg3Lhx9Ovn/Bv92Wef8fTTT1O2bFnPtuLs27ePwMBAqlev7ik/MjLSs/8///kPTz31FLm5udSsWZO3336bZs2aMWXKFL766ivmzJkD4Pn89ttv+zw/AN544w2f7S6Mn58f3bt35+uvvwZg1KhRfP/992RlZVGjRg0mT55Mo0aNAPjqq68YPXo02dnZ+Pn5MXXqVNq1a4cxhvT0dCZNmsTHH39M+fLlmTFjBsuXL6dVq1Z89dVXhIWFsXv3bkaOHMkvv/wCwMCBA3nqqadKdAxPhwJHIiIictmrVaEWNze+mZsb3wzAkawjrE5Z7Vl0e13qOpIOJZF0KImPN38MQN0KdYmqFeVZK6lJ5SZacFtE5AKbPHky99xzD127diUrK4sVK1bQqVOnIvPMmDGDpk2bEhsbC8DBgwepWrUqL7zwQr6gwUnlypVj5cqVAKSnpxMbG0uZMmU4evQoHTt2pGfPnrRq1arQ+kJDQ087z0nGGMaMGcPTTz/NTTfdlG/f9OnT2bp1Kz/99BN+fn5MmjSJRx99lBkzZnDDDTewaNEi+vXrx6+//ooxhuzsbBYuXFjsiJSnnnoKay3//Oc/PdtefvllKleuzM8//ww40wP/8Y9/8NJLL9GzZ08GDhyIMYbNmzcTExPjMzA1dOhQT2AvNjaWESNG8NNPP3n2V6pUiZUrV7J06VL69+9Pv379SE5O5v7772fZsmW0bNmSl19+udhjBhAeHk7Hjh1p2LAh3bp1o2vXrgwZMoTq1auTkpLCkCFD+P7772ndujXvv/8+gwcPzjclsKDq1asXen74andRTpw4wbx584iOjgbgySefZPz48QC89957PPHEE8yaNYstW7bw5z//mR9//JHmzZtz4sQJT3DupMcee4wNGzYQHR3NX//611Pquuuuu+jVqxeffvopgCeQeq4pcCQiIiJXnEpBlbiu/nVcV/86AE7knmBD6gbiU+KJS45jdcpq9mTsYc+2PXy17SsAqpSp4nlyW1StKFpVb0WgX2BpdkNE5Jw6kxFB51NKSgqLFy/mww8/BGDYsGFMnjy52MBR586dmTBhAo899hjXX3+9z5E83oYNG+Z5f+zYMR544AHWrFmDn58fe/bsYc2aNUUGgc4kj7dbbrmFf/zjH3zyySf5ts+bN49Vq1YRFRUFOFPpKld2plXHxMQQGxtLvXr16Ny5M9ZaVqxYQWxsLN27dy+0rjlz5jBr1ixWrVqFv//vD42YN28eR44c8QRNTpw4QXh4OABbt25l4MCB7N69m8DAQPbt28e+fftOWR8pLi6OMWPGkJaWhp+fH1u2bMm3f8CAAYDz/ezZs4fMzExWrFhBVFQULVu2BGD48OE88cQTxR4zPz8/5s6dy/r16/n++++ZO3cu48aNY926daxYsYLw8HBat24NwD333MODDz5Ienp6seX64qvdZcuWPSVdbGysZ4TVNddc4xn5s2DBAt58802OHj1KTk6OJ/23335Lr169aN68OQBlypShTJkyJW7X0aNHWbZsGd9++61nW40aNU6/gyWgwJGIiIhc8cr4lyGqlhMQ+nPbP5Obl0vSoSTP1Lb45HhSjqfw3c7v+G7ndwCU9S9Lu5rtnHwhUYTXDKd8YPlS7omIyOVj2rRpZGdn07atM4UuJyeHjIwMXnvtNQICAsjLy/Okzcz8/aEHV199NQkJCXz77bdMmzaNsWPHsmTJkkLrCQ4O9rx/+umnqV27NlOmTCEgIICbbropX9m+nEmegsaOHct9993HHXfc4dlmreXZZ5/l3nvvPSV99+7deeGFF6hfvz4xMTFYa1m4cCELFy7k+eef91lHYmIiI0aMYP78+YSEhOTbZ61l4sSJPoNOAwcO5JVXXqFv377k5eVRvnz5U/qXlZXF7bffzg8//EBUVBR79uyhXr16+dKcDLacDFh5B1HOVFhYGGFhYTz00EO0bt2axYsXExhY+B91ijpvClPSdp9c48jbjh07ePjhh1m5ciWNGzdm2bJlZ72Id2nQU9VERERECvD386dltZYMajWIcdePI/aOWOb/aT4vdX2Jfs37EVoplMzcTH7e9zNvrXmL4d8Op8tHXRjw1QBeXvkysTtiOXD8QGl3Q0TkkvbBBx8wd+5ctm/fzvbt29m1axcdO3Zkzpw51K5dm+zsbJKSkgCYOXOmJ9+vv/5KpUqVGDBgAK+++ipxcXHk5eVRqVIlDh8+XGSdhw4dokGDBgQEBLB+/Xp+/PHHYttZVJ7PP/+coUOHFltG165dad68OTNmzPBs69OnDxMnTuTgwYOAMwpozZo1gLOotr+/P1OnTiUmJoaYmBimTJlCYGAgDRs2PKX89PR0brvtNsaMGUPHjh1P2d+nTx9effVVz5O80tPTSUxM9PSvcePGgDN18MSJE6fkz8zMJCcnhwYNGgAwceLEYvsMziiehIQEzxo97733Xr79Q4cO5fPPPz8l3+7du1m+fLnn865du9i/fz+NGzemc+fOrFmzhk2bNgEwdepUIiMjqVixIs2aNWPt2rWeaWHegZ6SnB+n68iRIwQFBVG7dm3y8vJ46623PPtuuukm5s+f7+n7iRMnTmtUVHBwMF26dMn3dD9NVRMREREpJcYYGlRsQIOKDejT1HkqTVpmGgnJCcSlxBGfHM+mtE1sOLCBDQc2MG3jNABCK4V6RiRF1YqifnB9rZMkIlICK1asIC0t7ZQRMIMHD2by5MkMGTKE119/nRtvvJGaNWtyyy23eNIsXryYV199FX9/f8/Nup+fHzExMYwfP57w8HCuv/56z+LH3p599lmGDBnC+++/T4sWLbjuuuuKbWtReZKSkqhUqVKJ+jxmzJh8CzwPGTKE1NRUrr/+egDy8vJ48MEHPVPIYmJiWLJkCXXq1AGctZquvfZan2W/+eabJCUlMXHixFOCOj/++CNPPvkko0ePpkOHDvj5+XkWDW/VqhWvvfYaffv2pWrVqtx8882eBam9VapUiRdeeIEOHTpQvXp1br/99hL1OSQkhHfeeYfevXtTrly5U9YPiouLY+TIkafky8nJ4fnnn2fHjh2UK1eOvLw8XnzxRc/xmzZtGoMGDSInJ4eaNWsyffp0wAlU9ejRgzZt2lC3bl3Cw8PZu3ev53gWd36crrZt23LHHXfQunVratSoQa9evfjhhx8AaN68Oe+++y533nknubm5nkDgyRF2JTF9+nQeeughpk6dir+/P4MGDSrRVL/TZay157zQcyU6OtquWrWqtJshIiIiUqxj2cdYs38N8SnxJCQnsDZ1LcdzjudLE1IuhMhav6+T1LxKc/z9/AspUUTk/EtMTCzxWjxy+vr168crr7xCaGhoaTflknPgwAEGDBiQbw0fOTO+rnNjTJy1Nrok+RU4EhERETkPsvOySTyQSEJKgmetpEMnDuVLUzGwIuEh4bSv1Z7IkEjCaoRRxr/kC2OKiJwtBY5ELn9nGzjSVDURERGR8yDQL5B2NdvRrmY7hrUZRp7NY/vh7Z6pbQkpCew+upslu5ewZPcST562Ndo6T2+rFUVESASVgko2xUFERETkfFDgSEREROQC8DN+NKnShCZVmnBHC+epOfsy9hGfHE98ivNKOpjkef/++vcxGJpXbU5USJRnVFKtCrVKuSciIiJyJVHgSERERKSU1K5Qm15NetGrSS8ADp84zJr9a4hLdkYlrT+wni0Ht7Dl4BZmbZ4FQL3gep4gUlStKBpXaqwFt0VEROS8UeBIRERE5CJRuUxlrqt/HdfVd57Ik5mTyfrU9c4opOR4Vu9fze6ju9l9dDfzts4DoGqZqp4gUvta7WlZrSWBfoGl2Q0RERG5jChwJCIiInKRKhtQluja0UTXdtauzM3LZcvBLZ5AUnxKPKnHU1m0cxGLdi4CoFxAOdrVbEf7kPZE1YqibY22lA8sX5rdEBERkUuYAkciIiIilwh/P39aVW9Fq+qtGNxqMNZadqbvzBdI2nFkByv2rmDF3hUABJgAWlVvRVRIFJG1IokKiaJq2aql3BMRERG5VChwJCIiInKJMsbQsFJDGlZqSN9mfQFIPZ5KQkoC8cnxxCXHsfngZtalrmNd6jqmbpwKQJPKTYgMiaR9LWdUUt0KdbVOkoiUuk6dOnHixAmysrLYsmULYWFhAERGRvLBBx/4zPPmm2+Sm5vLyJEjL2RTRa4oxlpb2m0oVHR0tF21alVpN0NERETkkpWRncGalDXEpcSRkJLA2v1rOZF7Il+akPIhnqltkSGRNK/aHD/jV0otFpELKTExkVatWpV2M/LZvn070dHRpKamlnZTRC4Lvq5zY0yctTa6JPk14khERETkMlYhsAJd6nWhS70uAGTnZrPhwAbPqKT4lHhSjqWwYPsCFmxfAEDFoIpEhkR6RiW1qd6GIP+g0uyGiFwAiVed3wBSq02JZ5Rv9+7dDB48mPT0dI4fP07fvn0ZM2YMAM8++yw5OTmMHTuWDh068M477xAZGcnw4cNZsWIFa9asITs7m9q1a7Nr1y42b97MX//6V44dO8aJEycYMWIE/+///T8A7rrrLipVqkRiYiI7d+7k2muvZfLkyRqRKVc8BY5EREREriCB/oFEhEQQERLBPWH3kGfz2HZoG/EpztS2+JR49mXs44ddP/DDrh8ACPILIqxGmGdqW3jNcCoGVSzlnojIlaJatWp8/fXXVKhQgaysLHr06EFsbCw9evTIly4mJoaFCxcSGRnJsmXLCAoKYv/+/WzatIl27dpRrlw5mjRpwqJFiwgKCiI9PZ3o6Gh69uxJixYtANiwYQP//e9/AQgPD2fx4sXccMMNF7zPIhcTBY5ERERErmB+xo9mVZvRrGoz+rfsD8Deo3uJS4kjPjmehJQEkg4lOQtwp8TDOidPi6otiAqJIqpWFFEhUdQsX7OUeyIiZ+tMRwSdb7m5uTz66KMsX74cgL1797J69WqfgaNXXnmF22+/nTp16tCpUycWLlxIYmIi3bt3ByAjI4MRI0awbt06/Pz82LdvH2vXrvUEjm677TbKlCkDOGsrbd26VYEjueIpcCQiIiIi+dQJrsOtwbdya5NbATiUeYiElAQSUhKIS4ljY+pGNqVtYlPaJmZumglAg4oN8gWSGlVqpOkdInJOjBs3joyMDFauXEmZMmW49957yczMPCVd165dufPOO5k/fz4xMTF06tSJmTNnkpiYyMsvvwzAk08+ScOGDZk2bRr+/v507949X1lly5b1vPf39ycnJ+f8d1DkIqfAkYiIiIgUqUrZKtzQ8AZuaOj81f14znHWp653prYlx7Nm/xp2pu9kZ/pOvtj6BQDVylb7PZBUK4qWVVsS4Kf/9RSR03fo0CHq1KlDmTJl2LlzJ19++SV/+9vfTklXrlw52rVrx8svv8ycOXNo27Ytw4cPJy0tjY4dO3rK6tixI/7+/qxZs4alS5dy7733XuguiVxS9K+3iIiIiJyWcgHl6FC7Ax1qdwAgJy+HzQc3e6a2xSXHkZaZRuxvscT+FgtA+YDyhNcM94xIaluzLeUCypVmN0TkEvE///M/3HHHHYSFhdGgQQPPtDNfYmJimDBhAlFRUfj5+dG4cWNatGhBQIBz6/vcc88xdOhQ3n77ba666iquvfbaC9UNkUuWsdaWdhsKFR0dbVetWlXazRARERGR02CtZceRHZ4gUnxKPDvTd+ZLE+AXQOvqrZ1RSSFRRIZEUqVslVJqsciVy9djukXk8uLrOjfGxFlro0uSXyOOREREROScMsYQWjmU0Mqh3Nb8NgD2H9vvLLCd7CyyvTltM2v3r2Xt/rVM2TAFgKaVm3qmtrUPaU+d4Dql2AsREREBBY5ERERE5AKoWb4mPUN70jO0JwDpWems2b/GE0hat38dWw9vZevhrXyy5RMAaleoTVRIFO1rtScyJJKmVZriZ/xKsxsiIiJXHAWOREREROSCqxhUka71utK1XlcAsnKz2HBggyeQlJCSwL6Mfcz/dT7zf50PQOUylYmsGUlkrUiiQqJoU70Ngf6BpdkNERGRy54CRyIiIiJS6oL8g4gMiSQyJJL7uI88m0fSoSQnkJQcT1xKHCnHUli8azGLdy0GoIx/GdrWaOuZ2hYeEk6FwAql2xEREZHLjAJHIiIiInLR8TN+tKjaghZVWzDgqgFYa9mTscczIik+OZ5th7exKnkVq5JXefK0rNrSM7UtqlYUNcrVKOWeiIiIXNoUOBIRERGRi54xhnrB9agXXI/eTXsDcDDzIAkpCZ5gUuKBRBLTnNf0xOkAXFP3Gp7s+CShlUNLsfUiIiKXLq0uKCIiIiKXpKplq9K9YXdGdRjFzFtmsnTgUt676T0eDH+QTnU6Uda/LEv3LOVP8/7EvxL+xfGc46XdZBEpRmhoKHXq1CE3N9ezbcqUKRhj+Pe//12KLRO5cilwJCIiIiKXhfKB5elUpxMPRDzAeze9xze3f0PfZn3JzsvmnbXvcNsXt/H9zu9Lu5kiUoy6devyzTffeD5PmTKFqKioUmyRyJVNU9VERERE5LJUrWw1/n7N3/lT8z/x95/+zi8Hf+Gvi/7KDQ1u4MmOT1I3uG5pN1HkovLmiEXntfyH3upeonR33303U6ZMoVevXmzbto2MjAzatm0LwMKFC3n22WfJzMwkJyeHZ555hgEDBgCwe/duRo4cyS+//ALAwIEDeeqpp5g5cyavv/46WVlZAIwfP56YmBgAVq5cyciRI8nIyKBChQq88cYbdOjQ4Vx3XeSSpsCRiIiIiFzWIkMimX3rbGYmzuTN1W/y3c7vWL5nOcPbDWdYm2EE+QeVdhNFxEu3bt2YOHEiBw8eZOrUqQwdOpS4uDgAoqKiWLJkCf7+/iQnJ9O+fXt69uxJ1apVueuuu+jVqxeffvopAKmpqQD07NmTgQMHYoxh8+bNxMTEsGvXLrKysujXrx8ffPABMTExxMbG0q9fP5KSkggK0u+CyEkKHImIiIjIZS/AL4ChbYbSM7Qn41eN5z/b/8MbCW8wb+s8nun8DJ3rdC7tJoqUupKOCDrfjDH079+fWbNmMWvWLJYtW+YJHO3fv597772XX375hYCAANLS0ti8eTNhYWEsW7aMb7/91lNOjRrOUxW3bt3KwIED2b17N4GBgezbt499+/axf/9+goKCPKOPevToQVBQEJs3b/aMcBIRrXEkIiIiIleQWhVqMe76cbxz4zuEVgpl+5Ht3P/f+3n8+8dJOZZS2s0TEdewYcN47rnnCAsLo3r16p7tDzzwAN26dWPdunWsXr2a+vXrk5mZWWRZAwcO5MEHH2TDhg3Ex8cTEBBQbB4R+Z0CRyIiIiJyxbm67tV82udTRkaOpIx/GRZsX0CfuX2YvnE6OXk5pd08kStekyZNeOmll/jf//3ffNsPHTpEaGgoxhi+/fZbkpKSAAgODqZLly5MmDDBk/bkVLVDhw7RuHFjACZPnsyJEycAaNmyJVlZWXz33XcALFq0iOzsbFq2bHne+ydyKVHgSERERESuSEH+Qdzf7n7m/nEu3ep3IyM7g3+u/CcDvhrA6pTVpd08kSve8OHDiYiIyLdt7NixjBo1ioiICGbPnk27du08+6ZPn87SpUsJCwsjPDyc999/H4DXXnuNvn37EhUVxbZt2zwjmIKCgvj00095+umnadeuHc888wxz5szR+kYiBRhrbWm3oVDR0dF21apVpd0MEREREbkCfPfbd4z9eSx7MvYAcFuz23i4/cNULVu1lFsmcv4kJibSqlWr0m6GiJxHvq5zY0yctTa6JPk14khEREREBLih4Q3M7TuX+9veT4BfAJ8nfU7vub35ZMsn5Nm80m6eiIhIqVDgSERERETEVS6gHCOjRvJZn8/oVKcTh08c5oXlLzBk/hA2HthY2s0TERG54BQ4EhEREREpoHHlxrx747uMu24cNcvVZG3qWgZ+PZAxK8ZwJOtIaTdPRETkglHgSERERETEB2MMNze+mXl95zGk9RAMho82fUSfz/vw5dYvuZjXChURETlXFDgSERERESlCcFAwj3d4nI9v/ZiImhEcyDzA00ue5t5v7mXroa2l3TwREZHzSoEjEREREZESaFmtJVP/MJUXurxA1TJVWZW8itvn3c6rca9yLPtYaTdPRETkvFDgSERERESkhPyMH7c1v40vb/uSO1rcQa7N5YP1H9Bnbh9id8Rq+pqIiFx2Akq7ASJy5crLyiUn9Tg5KcfI3n+cnP3HyMvMxRjAGHD/awzgV+Cz134MGL8Cn733+/nOZ0qyv8hyT+YpfH/+bQXr9ZGnhH0uru2ecv0KfBYRkXOicpnKPHf1c9zW7Db+/tPfSUxL5OHFD9O1Xlee7vg0DSo1KO0milySPvnkE8aMGYO1lszMTKKiopg5c+YZl7d69Wq2bNlC//79PduMMaSnpxMcHHwumrDh9vcAACAASURBVFysbt26MWrUKG699dZ82621PP/883z66acEBASQnZ3Nn//8Zx555JEzrmvu3LnUrVuXjh07ArB48WJGjRrF/2fvvsPjqq69j3/PNNVRlyzbkiz3ghu23AsugCG05NIDrgkkmBJ6s7nkEtsx5VITEt6AKQaHgCGmBMiNC8W94YpxxZK7rD6qU85+/zij0Yw0Km4aSV6f5xEqp8weGZf5aa21N27ceEbPoSlefPFFfvnLX5KSkhLw9UceeYQXXniBw4cP1zlW28aNG3nhhRd47733zuVSxSmS4EgIcU4ppdDLXLhzK3CdLA8IiTxFVSA/mG1epxNQnUloV32dKch9T+F4U8JB4/P6Qrrqz2vfo/bzq7X2OuFgrbXVGw4GCe0aeC7B7ltvWFh93GIy7iOECKl+yf34+xV/54M9H/DK5ldYeWQlP//k5/y636+Z0W8GYeawUC9RiFbj2LFjzJw5k82bN5Oeno5Sii1btpzRPbds2cLnn38eEBy1FIsXL2b58uVs2rSJ8PBwqqqq2L//zOamLVmyhKysLF9w1JxefPFFLr744oBwyOPxsHDhQkaPHs3ChQt54IEHGrxHVlaWhEYtkARHQoizQukKT2GlEQrlluPKLcddXUVU7g5+kUnDkhSOJSUSa3IklpQITFFWI0zSlfFeKZT3fcDnfsdRRkDl+1yvvqax49Vfq/U4epBrvOf5vqar+tfWwHHfPfR61lZ9Hz3Yfev/HgR9nFrfI+MXyvu595PauZ3keK2ICUxRVszRNkzRwd5bMUXbvO+taGbpThfiXDGbzNzc62Yu6XQJz298ns8OfMarW1/lswOf8djQxxiTNibUSxSiSf73xisbP+kMPPCPzxs8fvz4caxWK4mJiYDxg5cLL7zQd/yrr77isccew+PxkJyczGuvvUa3bt146623+Pzzz1m8eDGA7/PXXnuN//7v/6akpISBAwcyduxYXn75ZQBefvll/vnPf5Kfn8+zzz7LtddeW2c9y5YtY/bs2VRWVuJ2u5k1axY33XQTYFQRDRkyhDVr1nD06FFuuOEG5s+fD8APP/zA9OnTKS0tpV+/flRWVgZ9vocPHyYpKYmwMCNgDgsLo0+fPr7jTz/9NAsXLgRgyJAhvPLKK0RHRzNt2jSysrK46667AHyfd+/enU8//ZSlS5fy+uuvc//995ORkYHb7eY3v/kNa9asQdM03n//fXr37g3A22+/zauvvorb7SY2Npa//OUv9OzZk+3btzNz5kzKysqorKzk9ttv59577wXg//2//8cLL7xAWFgYuq7zwQcf8NFHH3H06FGuu+46wsPDWbRoEX369OGLL76ga9euPPXUU/z2t7/1BUfl5eVMnTqVnTt3YrVa6dmzJx988EFAhZTb7eaKK64gPz+fiooKhg4dymuvvYbNZmvw/yNx9klwJIQ4JbrT4wuEqkMi98lyXHkV4A4eO2hhZm84FBHw3pIQLi9mm1HtgKpOsBQsoGoswKp1vCkhXWD4Vn3f2vdo+HjdcNA/+KtnrbWOBwvtGv2e1Hk+jR8P9pyDhoWNhIF1fi1cOrrDhe5wNenX3xRpwRRtxRRlw2z3BkxRVkz2uqGTyWY+tf+5hBAAJEUkMW/MPH7R/RfMXTuX/cX7mblsJhdnXMwjQx8hNSo11EsUokUbMGAAQ4cOJSMjg3HjxjF69GgmT55MYmIiubm5TJ48mW+++YY+ffrwxhtvcMstt7Bu3bp675eYmMhTTz0VECpVi4mJYcOGDaxatYobbrghaHA0aNAgVq5cidls5sSJEwwePJhJkyYRHx8PQE5ODt9++y0Oh4OuXbvyq1/9iu7duzN58mTuuecepk6dytq1axk1alTQ9d1000389a9/pXv37owZM4aJEydy0003YbFY+PLLL1m4cCGrV6/GbrczdepU/vCHP/D000/X+3wnTZrE1VdfHRAqff311+zcuZM333yT1157jblz5zJnzhzee+89vvvuOz744AO+/fZbwsLC+PLLL5kxYwarVq0iMzOTpUuXEhYWRmlpKUOHDmXSpEn07t2bhx56iB9//JH27dtTVVWFx+Nh1qxZ/O1vf2Px4sX07dvXt6YFCxYwffp0Ro8ejdPpZN26dQwbNox///vflJSU8MMPPwBQWFhY5/mYzWYWLVpEYmIiSimmTp3KggUL+O1vf1vv90CcGxIcCSHqqLe9LNfbXlYPc4zNCISSI7CmRGJJjsSaEoHJbpP5Oi2Ar13K+A/yK9K6KbeOp8yF7nB637vwlDrRS13opU48/u/LXOjlbm/1X0Wj99Zs5qBVS2a7rabKyRs4aeFm+f0tRC1DUofw4dUf8t4P7/Hq1ldZmrOUVUdXcceAO7i1z61YTdZQL1GIoBqrCDrXTCYTS5YsYceOHXzzzTcsWbKEZ599lu3bt7Nu3ToGDBjgq8iZPn06M2fOxOFwnNZjVVcODR8+nKNHj1JZWUl4eHjAOSdPnmTGjBns3bsXi8VCQUEBu3fvZvjw4QBcf/31mEwmYmNj6d27N/v376ddu3bs2LGDyZMn++7fr1+/oGto3749O3fuZM2aNaxcuZK5c+fy7rvv8tVXX7F06VJuuukmYmJiALj99tv53e9+d1rPtWfPnr7KreHDh/PZZ58B8Nlnn7F161aGDRsGGK8BqgOc8vJy7rjjDrZu3YrJZOLo0aNs3bqV3r17M2HCBKZOncpVV13FFVdcQZcuXYI+bm5uLl9//TXvvPMOgC/4GTZsGAMGDGDXrl3ceeedjBs3jiuuuKLO9bqu89xzz/Hll1/i8XgoLCwkMjLytL4H4sxIcCTEeczXXuZtKzul9rLkSG84FFHTZhYmf6QI0Vw0iwlLbBjENj4/RekKvdyFXloTLvmCJYf3vV/4pJwePAUePAXBS+sDmLVaAZNf0FRdyeQNnExRVpnLJM4bVpOVaX2ncVnny3hmwzP8J/s/PL/peT7Z9wmzhs9iSOqQUC9RiBarb9++9O3blzvvvJM+ffrw9ddfY7XWH7haLBZ0Xfd9Xl9rmL/qkMhsNqps3e66//a94447uPrqq/n444/RNI0ePXoE3Ns/aDKbzUHv0RiLxcKYMWMYM2YMM2bMIDU1lYKCgkavOZXnW986lVLMmDGDp556qs41jz/+OKmpqbz11ltYLBYuvfRS3+N8/PHHbNiwgeXLlzN+/Hj++te/cvnll9e5x8KFC3G5XL7gzO12U1ZWxosvvkiXLl3YuXMny5Yt48svv+Txxx9n+/btAdcvWrSIlStX8t1332G325k3bx579uxp8LmKc0Ne5QlxHghoL/MPifJPpb3MCIekvUyI1kczaZijbZijbViJavBcpRSqyoPHUStgCnhfE0CpKg+eYieeYieNNs1p+AIks90bKkVZMdlrh07Ge80if9aI1i81KpXnxz3PyiMrmbduHvuL9zPj3zO4ssuVPJD1AEkRSaFeohAtxpEjR8jJyWHEiBGAMQPo5MmTdO7cmbS0NGbMmMGPP/5Ir169ePvtt7nwwgux2+1069aNbdu2UVVVhaZpLF68mLi4OMBoSSsuLj6t9RQVFZGZmYmmafznP/9h3759jV4TExNDv379WLRoEbfeeivr16+vE4hU27RpE4mJiWRmZgKwefNm4uPjiYuL4+KLL+bhhx/md7/7HdHR0bz++utccsklAHTr1o0NGzYAxkDxFStWMHr06FN+vldddRVTpkzh9ttvJy0tDY/Hw5YtWxg8eDBFRUX0798fi8XCjh07+O677/jlL3+J2+0mOzuboUOHMnToUPbv38/333/P5ZdfXuex33zzTZYsWcLFF1/s+9qkSZNYvHgx48ePJyEhgZ///OdceumldOjQoU5gVlRURFJSEna7neLiYhYtWkRWVlaTnps4uyQ4EqKNqGkvq2kra1J7WawNS3Lt9rJITHartJ8IcR7SNA0t3IIp3ALJjZ+vOz1Ge1yZqyZsKnMGtM5Vh056udvbSufCfaK88bWEm4MP+7bbagVOVjSbtMyJlm10x9H885p/smD7Al7f/jqfH/icbw59w10X3sWNPW/EbJLZYkK43W6efPJJsrOziYiIQNd15syZ42uzWrhwoS+8SE5O5t133wWM9quLL76YCy64gA4dOjBgwACOHTsGwMSJE3nuuecYMGAAF110kW84dlPMnz+fmTNn8uSTTzJkyBD69+/fpOveeecdpk+fzvz58+nXrx9DhgSvMMzLy2PmzJmUlJQQFhZGZGQkS5YswWQycfnll7Nt2zZfiJaVlcXs2bMBuO2227juuuvo06cPPXr08LWaAUyePJlp06bx4Ycf+oZj12fs2LHMnTuXq6++Go/Hg9Pp5Prrr2fw4MHMnj2byZMn88Ybb9CjRw/Gjh0LGLukTZs2jaKiIkwmE+np6b6h4Pfccw/Tp08nMjKSl156iYKCAiZMmBDwmLfccgsLFiwgKSmJRx991HfPxx57jA4dOgRUFE2ZMoVPPvmEXr16kZKSwpgxY6ioaLzlXpx9mlLBqw1agqysLLVx48ZQL0OIFkXpCk9BpXf2kHcGkbeCSFU03F5mVA35h0TSXiaEaD7Ko6OXuf0CJb/3DlfNzKZSF3qZ0xhk3kSa1WQM9vaGS75B30F2mjNFWKRlToTUoZJDzFs/j5VHVgLQO6E3s4fPpn9y016UCnE27dq1y7fDlhCibQr2+1zTtE1KqSaVcMkrRiFaqHrby/IqwFN/e1l1ICTtZUKIlkYzmzDH2DDHNL6NrtIVeoU7aHtc9ce+SqZSF8ql4ymswlNY1XjLnEnzDvkOrFqqvbucsfOcRf78FGddekw6r058leU5y5m/YT67CnZx6xe3cm2Pa7l30L3EhsWGeolCCCGEjwRHQoTQmbaX+UIiaS8TQrQxmknDHGXMQLK2a/hcpRTK2zLnKfXfaa5mV7mamU1OVKUH3eFEdzjhWFmjazFFWuoO/bZbMUcFDv82261oVmk3Ek2jaRoTO01kRIcRvLbtNd7Z+Q6L9yxmWfYy7ht8H9d0uwaTJqGlEEKI0JNWNSGaQdD2Mm9I1OT2supB1dJeJoQQZ0S59UaHfnscTvQyI3TiFP6ppIWZa1rias9m8g+f7Da0MJnLJGrsL9rP3HVz2XDcGHg7MHkgs4fPpmdCzxCvTLR10qomRNsnrWpCtCDSXiaEEC2fZjFhiQuDuLBGz1W68gVIDe80Z7xXVR7cVR7Ib3wraCyaUbVkr26LM6qW6lQ3RVsxRVplLlMb1zWuK29c+gb/+ulfPLfhObac3MKNn9/Izb1u5s6BdxJtiw71EoUQQpynJDgS4hQppYwdgU6W48r1hkRNbS+rDob8QiJpLxNCNJlS4HGB7gJLOMguTOecZtIw222Y7TasqVENnquUQlV6/IZ9B1YveRzegKnMhe5woZwePMVVeIqbMJdJwzuXqdagb//WuerPo6xoFvnBQ2ukaRpXdrmSsWlj+fP3f+b93e/z7q53+ffBf/PQkIe4LPMy+TeDEEKIZifBkRD1UB6Fp7AysHLoZCPtZWYNS2KE0VIm7WVCtBxKge6uCV08bu97F3icDRxz1Xzc5GPOwPMC7l37uvqO1b7eaXysPDXPSTNBZCJEpUBUEkSnQFRyzVvtz63hofv+nyc0TUOLsGCKsEBy4+frvrlMzqDDvwO+Vu72HWvSWiIsDQ/9jq4ZDm6ySQDZ0sTYYnhs2GNc0+0a5q6dy7a8bTz87cN8tPcjZg2bRefYzqFeohBCiPOIvJIV573Tai8LNwfd2t6SEIFmlp8EijZG99QEF7WDDv9Q47QCktrHvPerE540dMzdeACkN+3FdqtgsoDJCu4KKDtpvDVFWIxfqFQdKPmHTik1x8JiQKoazjmTzYwpwYwlofFQT3n0wKqlegImYxi4E1Xhxl3hhpMVjd5bs5pqdpeL8g77rh0wedvntAiLVLw0oz6JfVj4s4V8vPdjXtz8IuuOreO/Pv0vpl8wndv630aEJSLUSxTirMvMzCQ8PJzw8Jo/G5csWUJmZmboFtVEHo+HjIwMsrKy+OSTTwKOTZ8+nfXr19O3b1/+8Y9/1Ln217/+NVOnTmXMmDHNtdxG/f73v6e0tJTnnnsu6LHHH38cm83YKXXatGlkZWVx1113nfbjHTx4kM6dO3Pdddfx4Ycf+r4+bdo03n77bbZv307fvn0b/F41tA7/Y6e7Xk3T6NevHyZTTWXv+vXrfd+HU7FkyRI6dOjA0KFDT/na5ibBkTgvVLeXVQdD/iFRw+1lYVhSImrmDlXvXhYt7WWiCXTdrwIlSEAStDrldI/537upFS+1713PsVOZDNySaWYwW43QxewNX8w2v4+tRijjO8ca+HG9x/yvb+BYwL0aOtbIGqr/7PG4oDwfSnNrAiT/j32f5xkfV5UYbwX7G/9emcO8wVKtSqZgVU2RidIy1ww0swlzTBjmmCbOZapwB85fctSa0+S365xy6XgKKvEUNGEuk9nY7c7kP+zbbjO+Vjt8irTKD1POApNm4roe1zExYyIvbn6Rj/d+zN+2/41/HfgXjw59lPEZ40O9RCHOusWLF9O3b9/Tvt7tdmOxNP9L3a+++ooOHTqwcuVKTpw4Qbt2xragJ06c4KOPPqKoqCggcKjm8Xh4/fXXm3u5Z+R//ud/ePDBB08rMGlIQkIC27dvp7CwkPj4eEpLS/nuu+/o2LGj75xQf69Wr15NdPSZz51bsmQJWVlZEhwJ0dyUR+EurMRdu70stwJV2Uh7mTcYqmkvi8QUJi+GQsJ/jstpV640taqlqRUv/lUtTax4UXqov5NnieYNWGqHGvWFL2cYzJhtdc+r95h/+NLAMZMVgvxDrVUzW8Gearw1RimoLILS6lApN/DjsrzA0MlZCiWHjbdGad6WuepKppQgVU1+n1ulQuJc00xGuGOOsmJt1/C5SilUVe2WuXp2nHM4UVUePCVOPCVOoKyRhYAp0hJkV7law7/tVsxRNjRrG/s9epbFh8fzPyP/h190+wVz1s5hd+Fu7llxD+PSxvHI0EdIs6eFeomiDTj86Hfn9P5p80+/mubgwYNkZWWRl5dX5/Pqj6dNm8by5cu5/fbbufXWW7n77rvZsMHYqXDKlCk8/PDDAIwbN46BAweyevVqCgoKuOGGG5g3bx4Ax44d4+677yYnJ4eKigpuvvlmHn/88SatccGCBfz2t79lzZo1vPPOOzz00EM4HA7Gjx9PeXk5gwYNYurUqcTHx/Puu+9it9vZu3cv7777Lvfeey8PPvggV155JcXFxdx3331s2LABk8nEmDFj+NOf/sSyZcuYPXs2lZWVuN1uZs2axU033VRnHcePH+fmm2+mpKSEyspKrrjiCp555hnAqBTavXs3xcXFHDhwgK5du/Lhhx8SGRlJcXExv/rVr9ixYwepqamkp6f7wi9/d955JwAjR47EZDLx9ddfA7Bjxw4mTJjAoUOHGDFiBG+//TaaplFSUsL999/Ptm3bqKysZPz48Tz//POYzXVfa2maxo033sjf//53Zs6cyYcffsjPf/5zPvroI98548aN832vjhw5wpQpUzh27BiZmZkBwVxDx/w5nU5mzZrFN998Q1VVFf379+cvf/nLKYVDbrebK664gvz8fCoqKhg6dCivvfYaNpuN1atXc9ddd6HrOi6Xi9mzZ5OQkMCnn37K0qVLef3117n//vuZMmVKkx+vuUlwJFolX3tZbrmxtX1T28tSIr1VQ96QSNrLQkP3QFE25O2FvD3e93shfy+UFwTOcWntmlKJYrKcXjBjttVzL+sZHqsd2kiA2uppGkTEG2/JPRo/31kepHIpWCVTrvF7tjzPeDu5q/F72+xNq2SKSoLwOGmZO8c0TUMLt2AKt2BJajzUUy7dGPrtCKxaChY06eUu9DI3epkb94kmrCXMXNMm51/B5L+7XHXLXJj5vK38HZgykPevfJ/3f3yfP235E18f/po1x9Zwe//bmXbBNGzms/vTfyFC4brrrvO1qlksFjZu3NjoNfn5+QwZMsTXVvXII4+g6zrbt2/H4XAwYsQI+vXrx+WXXw7ADz/8wOrVq6msrGTEiBGMHDmSK6+8kilTpvDEE08wduxYnE4nEydOZMiQIVxyySUNPn5eXh7Lly/nrbfeolevXtx222089NBD2O12vvjiC7KystiyZQsAb731FmvXrmXr1q107dq1zr3uvfdeoqOj2bp1KyaTyReWDRo0iJUrV2I2mzlx4gSDBw9m0qRJxMfHB1wfFxfHZ599RnR0NC6Xi0mTJvHVV19x2WWXAbBx40Y2bNhAbGwskyZN4r333uO2227jqaeeIiYmhh9//JG8vDwGDRrEDTfcUGd9f/7zn3n11VfrVN7s2LGDpUuXYjKZuPDCC1m6dCmXXHIJ999/PxdddBGvv/46uq5zyy23sGDBAm677bag38upU6fyy1/+kpkzZ/L222/zyiuvBARH/u655x7Gjh3Lk08+yYEDBxgwYIDveTZ0zN8zzzxDbGws69evB4z/d/74xz8yd+7coI9ZHZgBZGRk8Omnn2I2m1m0aBGJiYkopZg6daovSHz66ad56KGHuPnmm1FKUVxcTFxcHFdfffUZt/c1FwmORItVp73MLySS9rJWorLECINqB0QF+43qnIaYmlKl0pTwpaE2IP/wpaFjTQ1taj2eySwvekXrZIsEWyeI79T4uR630TJX5g2XglYy+X3sdBhvhT81fm+zraZlLmglk998pshE4/ejOKc0qwlLXDjENWUuk0Ivr6eCqXqnOe/HnjIXqsqDu6oC8hqfy4TFVP/wb7sVU5TNeB9twxTZ9uYyWUwWbu1zK5MyJ/Hsxmf58qcveeX7V/hs/2c8NuwxRnYYGeolilbqTCqCzqbTaVULDw8PCDmWLl3KSy+9hKZpxMTEcPPNN7N06VJfcDR16lQsFgvR0dHcdNNNLF++nPHjx/P1119z8mTN/ECHw8GuXbsaDY4WLlzIVVddhd1uZ9SoUbjdbtasWcOIESOCnj969OigoRHA559/zqZNm3zhRFJSEgAnT55kxowZ7N27F4vFQkFBAbt372b48OEB13s8Hh566CFWr16NUorjx4+zZcsWX2gyadIk4uLiABg2bBj79xtt7CtWrOCVV17xPeZ//dd/Nfica/v5z3/uC/wGDRrE/v37ueSSS/j0009Zv349//u//wtAeXk5aWn1V0l26dKF8PBwvvjiC8rKyujXr1+9565YsYKXX37Zd93EiRObdMzfp59+SklJCYsXLwagqqqKAQMG1PuYwVrVdF3nueee48svv8Tj8VBYWEhkZCQA48ePZ86cOb7vx7Bhw+q9d0sl/8ISIRfYXua3xX1j7WVJEb6WMt9wamkva366DsWHggdEpcfrv87eAZK6Q1IP73vvx1EpRvDSxv6RL0SbZbaAvZ3x1hiloLK4kUqmkzUBlNMBJUeMt0ZpEJkQvHLJFzr5VTbZIs/4qYuGaWYNs92G2W4Doho8VymFqnDXbY+rp31OOXU8RVV4iqpobPS9tUMUMRMyCO+TiGZqW3+3JEcm88zYZ7i2+7XMWTuHgyUH+c1/fsNlmZfxYNaDtItqwu9LIVoJi8WCrteMAaisDJzLFhUVdcYhsa7raJrGhg0bsFqtp3Ttm2++SW5urm+Id3FxMQsWLKg3ODqdGTl33HEHV199NR9//DGaptGjR4863weA559/nsLCQtatW0d4eDi33357wHn+g8fNZjMVFU0I7Jug9n3dbuO1nFKKJUuW0KVLlybfa+rUqUyZMoUnn3zyrKytIUopXn31VSZMmHDa91i0aBErV67ku+++w263M2/ePPbs2QMYFWRXXXUVS5cu5e677+bSSy9lzpw5Z2v5zUKCI9Fs9CoP7uq2spPl3gqiilNvL0uJxBIfLu1lza2qFPL31bSUVQdE+fuN3Z2CMYcZgVBiN29A1AOSuhmfh9mbd/1CiNDTNIiIM96Sujd+vqsiMEhqaD5TeX7N28kfG7+3Lbr+SqbaVU0R8RJmn2OapqFFWjFFWiGl8VBPd3p8lUq6o57d5UqdeIqduI6Wkf/uLqypUdgnZhBxQdsLkIa1H8bHV3/M2z+8zWtbX+Org1/x7eFvmTlwJr/s/UusplN7ASxES5SamorL5WLfvn1069aNRYsWNXj+xRdfzBtvvMGoUaMoLS3l/fffD9gd7N133+XGG2+kqqqKDz74gLlz52K32xkzZgzz58/niSeeAODQoUNYrVZSU1N57LHH6NixY53Wog0bNlBUVMSxY8d84dWRI0e44IILeOmll075uV555ZU8++yzvPzyy2iaRl5eHklJSRQVFZGZmYmmafznP/9h3759Qa8vKiqiffv2hIeHc+TIET755BPuuOOORh93woQJvPnmm4waNYr8/Hz++c9/cv311wc91263U1xc3KQA7Oqrr2b+/Pn85S9/wWw2k5eXh8PhoHPnzvVec/3113PixAluueWWJq159uzZ/PTTTyxbtoyLL7640WO11/f8888zYsQIIiIicDgcHD58mN69ezf63KoVFRWRlJTk+74sWrSIrKwsAPbs2UOPHj3o2rUr0dHRvP322wDExMRQXFzc5McIJQmOxFkV2F5Wjju3OiSqwFMs7WUtnlJQctQvFPILiBr6iX90OyMUqh0QxabLfBwhxOmzRkBchvHWGN3jbZmrXbnkN4/JF0DlGgPAnaVQeLDxe5ssQSqZ6qlqikoyqibFOWWymTElRmBJbHguk3LplG04juPrQ7iOl1Hw3i4s7SKJmZhBRN+kNhUgWc1Wft3v1/ys8894ev3TLD+0nOc2Pscn+z9h9rDZDGo3KNRLFKLJ/GccgbGLVlZWFi+99BKXXHIJycnJXHHFFQ3e44knnuCuu+7ytTlNnjw5YL5Nr169GDlypG849pVXXgnAe++9VO1p3QAAIABJREFUx3333ee7zm63s2DBAlJTU9m2bRuDBw+u81gLFizg5ptvDnjd0rFjRwYNGsSHH37IRRdddErP/4UXXuDee++lb9++WCwWLrroIl5++WXmz5/PzJkzefLJJxkyZAj9+/cPev0999zD9ddfT9++fUlLS6u3Rau2J554ghkzZtCrVy9SU1MZO3Zsvec+8MADTJgwgYiICN9w7Pq8+OKLPPzwwwwYMABN0wgLC+PFF19sMDiKjo7m0UcfbXTNL730ElOmTGHRokV07tyZcePGNemYv0cffZTf//73DBkyBJPJhKZpPPnkk/UGR/4zjgC++OILpkyZwieffEKvXr1ISUlhzJgxvkqul19+mRUrVmCz2QgLC/O1A06ePJlp06bx4Ycftvjh2JpSLXeb5aysLNWUQWii+Z1xe1lKpBESSXtZaLgqjEqhOgHRPnDVs0uOyQqJXb0VRN0DA6Lw2OZdvxBCnAmloKqk1gym+uYz5UHVKf40MCK+ViVTA/OZbA23cImzQ7l0yjYaAZKn2JixZ0mJJGZiOhH9kttUgFTtm0Pf8Mf1f+RIqfGDn2u6XsP9WfeTEJ4Q4pWJlmbXrl2nVFnRFvjvytVUuq4zYsQI1qxZU+/uXEK0VMF+n2uatkkpldWU66XiSDQooL3MPyTKl/ayFk8pKD0ROHeoOiAqOgTUExpHJtXMHEr0m0EU10kGzwoh2gZNMwLv8FgjEG+MqzJwFlNDlUzl+VBRaLzl7W783tbIplUyRacYu8zJi5XTollNRI/oQNSQVMo2nsDx9SHcueUU/H03lmU5xEzIIKJ/2wqQLkq/iGHth/H69tdZsGMBn+z/hBWHVvC7Qb/j2u7XYpaKYCFOiclkYt26daFehhAhIRVH4vTby+LCsCRXt5cZ1UPSXhYC7iooOBA4lDpvjzGPqKok+DWaGRK6BA6lTvR+HCk/iRRCiNOme6C8IEjlUpDPS3PBU//fs3WYLEa4H3RnuSCfS8tcvZRbp2zzCRwrDuEpNH4NLMkR2CdkENk/uc39oOtg8UH+uP6PrD66GoC+iX2ZPWI2FyReEOKViZbgfKw4EuJ8c6YVRxIcnUeUR+EuqPCrHqpuLytHVXqCX1TdXlYdDFWHREkR0l7WnJQyfoqdt6duQFSUDUoPfl14XN1dyxK7Q3wmWGzN+hSEEELUohRUOZpWyVR20tiR7lSExwVWMQWtZPIGTrao83IAuPLolG/OpWTFITwFxo5DlqQI7OPTiRyY0qYCJKUU/5f9fzyz4Rlyy3PR0Lih5w3cfeHdxIZJy/n5bNeuXfTq1Ut+8CtEG6WU4scff5TgSASqbi9znawwZhBV717WYHuZxddW5tvaXtrLmp/HZQxq9QVE+2o+riwKfo1mMtrIggVEUUnn5QsBIYRok9xVfqFSXpAh4P7tdHmg6vmhUDCWiAYqmZIDq5oi4ttcy5zy6JR/f5KSFTl48o0AyZwYTsz4dCIvTEEzt53nW+Yq4y9b/sK7u97FozwkhCfwQNYDXNXlKgkOzlN79uwhMzMTm01+qChEW+R0OsnOzqZ798AdbSU4Og8opdAdLqOlLKC9rNw39DEYX3tZrRlE0l7WzMoL6g6lztsDhT+BXs9w8bAYv13L/AKihC5gCWve9QshhGjZdN2Ys1SWWzdYClbV5K5o+r01s7dqqSk7zSW1qr+jlEdRviUXx4pDuPOM74k5wRsgDWpbAdKewj3MXTuXzbmbARjcbjCzhs2ie3z3Rq4UbU1ubi5VVVV07NhRhj4L0cbous6RI0cICwsjJSUl4JgER22Ir72sOhjyVhG5Tp5Ce5k3JLIkR2CySXtZs/G4jTay2tva5+2F8rx6LtIgLj1wKHV1QBTdTqqHhBBCnH1KgbOsViVTkKqm6tCpvgrY+oTHBqlkClLVFJUMYfYW8Xed8ijKt53EsTwH90lvgBQXhn18OlGD26FZ2saLa6UUn+7/lOc3PU9BZQEWzcKtfW7ljgF3EGmNDPXyRDPRdZ3Dhw9TVlbPzrpCiFYtKiqKtLS0OsGwBEet0NlqL7OmRGKW9rLmVVlcUzHkHxAVHABPPdVf1si6u5YldYeErmCTf6gJIYRowdxO4wcgdSqXgs1nOnmKLXPhDe8s5/95ZAKc453BlK6o2HaSkmW1AqRx6URltZ0AqbiqmFe+f4UPdn+AQpESmcIjQx7hkk6XSEW6EEK0URIctVAB7WXe4dRNbi9LicSaHCHtZaGi61B8yG/HMr/h1KUn6r8upmPdXcuSekBMhxbxE1UhhBDinNJ1o0Kpvp3las9ocpU3/d6aydhlzjfku575TEk9ICz6jJ6G0hUV2/MoWZ6D+4SxRnOszRsgpaJZ20aAtCNvB3PWzmFn/k4ARnUYxWPDHqNTTKcQr0wIIcTZJsFRC6LcOoUf7/WFRNJe1sJVlXpDoX2BAVH+PnBXBr/GEu6dPVQrIErsdsb/UBVCCCHOK86y+iuXynIDP64obNo9NTN0GAidRkHmaEgfBhFxp7U8pSsqduQZFUjeAMkUYyPmojSihrZvEwGSR/eweM9iXvr+JRxOB1aTlV/1+xW/6vsrwi3hoV6eEEKIs0SCoxZEKcXRp9aiKoyBx772spRI79b2xhb30l7WjJSCkiN1dy3L32d8vT7RqXV3LUvqDrHpbW53GSGEEKLF87i8AVM9lUylueA4Did/rNUup0FqP2+QNAoyRkJU4ik9tNIVFTvzcSzLwXXcmAtjstuwX5RG9LBUNGvr/6FffkU+z296nk/3fwpAWnQajw17jLFpY0O8MiGEEGeDBEctTMWOPEyRFiwpkZiipL2s2TjLoWB/kIBoP7jqGf5nthlzhpKqdy+rDoi6GcM9hRBCCNG6VDng0DrIXg0HV8GRTaC7As9J7m2ESJ28b/Z2Tbq10hWVu/IpWZaD66g3QIq2Yr8ojahh7dtE1fimE5uYs3YO+4r2ATAhfQKPDn2U9tHtQ7wyIYQQZ0KCI3H+UMqYMVQdCvkCor3GTCLq+f87MqnurmVJ3SE2A8yWZn0KQgghhGhGznI4stEIkbJXweENddvRE7vVhEiZoyA2rcFbKqWo3FVgBEhHSgFvgDQ2jajhrT9AcukuFu1axKtbXqXcXU6EJYLf9P8NU/pMwWq2hnp5QgghToMER6LtcVcZlUK1t7XP2wtOR/BrTBaI71w3IErsZuzEIoQQQgjhroIjmyF7pVGVlLOubmVyXKeaEKnTKIjPDLrJhVKKyt2FlCzNxnXYGyBFWYgek0b0iA6Ywlp3gHS87DjPbniW/8v+PwC6xHZh1rBZDG0/NMQrE0IIcaokOBKtk1LGfILau5bl7YWibFB68OvC4yC5p9+uZd6AKD4T5KdgQgghhDgVHhcc22pUIx1cBTlroKok8Bx7h8DWtqTuAUGSUorKPYU4lubgPGT8gMsU6Q2QRrbHFNa6q5tXH1nNvPXzyC7JBuBnnX/Gg1kPkhyZHOKVCSGEaCoJjkTL5nFBwU/BA6LKouDXaCYjCKquGKqeP5TUHSITZWt7IYQQQpwbugdO7KhpbcteVXdHt6gU6DSypiopuTeYTCilqNpbRMnSbJw5fgHS6I5Ej+yAKbz1BkhOj5M3d7zJ37b/jSpPFdHWaO668C5u7HkjFlPrfV5CCHG+kOBItAzlBX6hkHfXsrw9RmgUsLuJn7CYwJay6oAooTNYwpp3/UIIIYQQtem6sVNbdYh0cJWxq5u/iHhjt7bMUdBpJKpdP6oOOChZloPzoFG9pIVbsI/uQPSojpgiWm/QcshxiPnr5/Pt4W8B6JXQi9nDZzMgeUCIVyaEEKIhEhyJ5uNxG21kwQKi8vx6LtIgLt1v1zK/gCg6RaqHhBBCCNF6KGXMYcxeWVOVVHIk8JywGMgYjsoYSZVlBCVbw3EeNCqQtHAz0aM6Yh/VAVNk62yxV0qx4tAK5q+fz7GyYwBc2/1a7h10L3HhcSFenRBCiGAkOBJnX0WRNxCqFRDl76+7pW01a1TdXcsSu0NiV7BGNO/6hRBCCCGag1LGD9UOrjKGbWevhMKDgedYI6lMuBaH4zKqCmIB0MLMRI/qgH10x1YbIJW7yvnb9r/x1s63cOtu4sLiuHfQvfyi+y8waaZQL08IIYQfCY7E6dE9xhb2ebXmDuXvNba8r09MWvCAKKaDVA8JIYQQQhQfqQmRDq4y/m3lVaVfQIn7Fqr0/gBoVkX0iPZEX5SJOap1BkgHig8wb+081h1fB0D/5P48MfwJeiX0CvHKhBBCVJPgSDSsylGresgbFOXvA09V8Gss4XV3LUvqbrSZ2aKad/1CCCGEEK1ZaW7NfKTs1ZC7kyq9NyXum6nSBwGgaVVEdzpG9Kj2mLsPhfCYEC/61Cil+PKnL3l247PkVeRh0kzc3Otm7hx4J3abPdTLE0KI854ER8IY3FhypO6uZXl7wXG0/uuiUwODoeqPY9LAJCXGQgghhBBnXXmBtyJpNVW7syk5MYQqfTAAGhVEWb7E3nEP5i4DjZ3bOo0wBnC3Ag6ng1e3vMqiHxehK52kiCQezHqQn3X+GZpUpgshRMhIcHQ+cZZ7Zw3Vbi/bB67y4NeYbUalUMC29t2MiqJW9tMsIYQQQog2p7KYqo3rcaxxUJmfDIBGJVHmL7BbPsasFUO7vtCpeue2URCVFOJFN+zHgh+Zs3YOW09uBWBo6lBmDZtFl7guIV6ZEEKcnyQ4amuUAsfxuruW5e2D4pz6r4tKrrtrWVI3iOsEJnPzrV8IIYQQQpwW5yEHJf85QOWeEgA0zUWU+Uvs5g8wa0U1Jyb1rAmROo2CmPYhWnH9dKWzZN8SXtj0AkVVRVhMFqb2mcrt/W8n0hoZ6uUJIcR5RYKj1spVCQUHAodSVwdETkfwa0wWSOgSOJS6OiBqJSXMQgghhBCiYc4jpZQsy6Hyh3zjC2aITjuK3boE8/EV4K4IvCChS02IlDkK4jKaf9H1KKos4sXNL/LR3o8AaB/VnkeGPsKE9AnSviaEEM3krAZHmqb1BP7h96UuwH8D73i/ngkcBG5QShVqxp/2LwE/A8qBaUqpzd57TQVme+8zRyn1dkOP3SaDI6Wg7GTdXcvy9kBhNlDPr0dEvN/coR41AVF8JzC3zh03hBBCCCHEqXEe9QZIO70BkkUjKisFe48CLPneYds5a8FZGnhhbHpNiNRplBEshTik2XpyK3PXzmVXwS4AxqaN5dGhj5JuTw/puoQQ4nxwziqONE0zA0eAYcCdQIFSar6maY8C8UqpRzRN+xlwN0ZwNAx4SSk1TNO0BGAjkIWRjmwCBiulCut7vDYRHLmrYM2fAwOiyuLg52omiO8cOJS6OiCKSmzedQshhBBCiBbLeawMx/IcKrbnGV8wa0QNScU+Lh2L3QzHtxoh0sFVkLO67r8/o1O9IdJI6DQaknuGJEhy627+sfsf/On7P1HqKiXMHMav+/2a6X2nE2YOa/b1CCHE+eJcBkeXAk8qpUZpmrYbGKeUOqZpWnvga6VUT03TXvN+/HfvNbuBcdVvSqnfeL8ecF4wbSI40nX4Yxq4ymq+FhbrFw75BUQJncEif0EKIYQQQoimcR0vo6Q6QFIYAVJWOyNAig83TtI9kPuDESJlrzQCpfL8wBtFJtaESJ1GGsO3m3FH3byKPJ7b+Bz/OvAvADLsGcwaNouRHUc22xqEEOJ8ci6DowXAZqXUnzRNK1JKxXm/rgGFSqk4TdM+B+YrpVZ6jy0DHsEIjsKVUnO8X38CqFBKPVfrMW4HbgfIyMgYnJ2d3eT1tVirXoaw6JqAKDol5KXBQgghhBCi7XCdKKNk+SEqtp2sCZAGewOkhPDAk5WCk7trQqSDq6D0eOA54bGQMbJm57bUAWC2nPPnsf7Yeuaum8uB4gMAXNrpUh4a8hCpUann/LGFEOJ8ck6CI03TbMBR4AKl1An/4Mh7vFApFX+mwZG/NlFxJIQQQgghRDNx5ZbjWJ5D+VZvgGTSiByUQsz4dCyJEcEvUsrYoCV7lbcqaRUUHwo8xxYN6cO87W2jocOFYLGdm+fgcbFw10L+uvWvVLgriLBEMHPATG7pcwtWk8z2FEKIs+FcBUfXAHcqpS71fi6takIIIYQQQrRArpPlOJYfonxLrjdAgsgL2xkBUlI9AZK/opyaECl7lREs+bNEQPqQmta2tCywNuG+p+BY6TGe3vA0y3KWAdAtrhuzh89mcLvBZ/VxhBDifHSugqP3gX8rpd70fv4skO83HDtBKfWwpmlXAHdRMxz7ZaXUUO9w7E3AIO8tN2MMxy6o7zElOBJCCCGEEOL0ufIqcKw4RPn3J0DHCJAGpmCfkIG1KQFStZKjRltbdVVS3u7A42YbdMyqaW1LHwa2qLPyHL49/C1/XPdHDpceBuDqrldz/+D7SYyQzWOEEOJ0nfXgSNO0KCAH6KKUKvZ+LRH4AMgAsoEblFIF3nlHfwIuA8qB6Uqpjd5rZgCPe287tzqEqo8ER0IIIYQQQpw5d34FJSsOUb7ZGyBp3gBpfDrWlMhTv2HpSWO3toOrjEDpxA6M0iYvkwXaD6xpbcsYZsxNOk2V7koW7FjAG9vfwKk7sdvs/O7C33Fdj+swm8ynfV8hhDhfnbPh2M1NgiMhhBBCCCHOHndBJY4VhyjbdAJ0BRpE9E8mZmLG6QVI1coLIGdtTWvbsa2g9JrjmglS+0GnUd63kRCZcMoPk1OSw7x181h1dBUAFyRewOzhs+mb1Pf01y6EEOchCY6EEEIIIYQQ9XIXVOL45hBlG0+Axxsg9UsyAqR2Z6HFrLIEDq03dm47uAqObgbdHXhOSh8jRMr0hknRKU26tVKKpTlLmb9+PrnluWhoXN/jeu4ZdA+xYadf1SSEEOcTCY6EEEIIIYQQjXIXVeL4+jBlG44bARJ+AVLq2ZlRBICzHA6vr2ltO7wBPFWB5yR2985IGm0ESbEdG7xluaucv279Kwt/WIhbuUkIT+C+wfdxTddrMKZnCCGEqI8ER0IIIYQQQogmcxdX4fj6EGXr/QKkCxKxT8zA1iH67D+gqxKObPIO3F5pVCe5ygPPietUEyJ1GgnxmRAkENpXuI856+aw6cQmAAalDGLW8Fn0iO9x9tcthBBthARHQgghhBBCiFPmKa7C8c1hStcfA7fxOiG8TyIxEzOwdTwHAZLvgV1wdIsRImWvNuYlVZUEnhPTsSZEyhwNid18QZJSis8PfM5zG5+joLIAs2bmlt63MHPgTKKsZ7FySggh2ggJjoQQQgghhBCnzVPixPHNIUrXHQe3MeQ6vHeCESCl2c/9AnQPHN9mhEgHvQO3K4sCz4lKCWxtS+5FibuUVza/wj92/wOFIiUihYeGPsSkTpOkfU0IIfxIcCSEEEIIIYQ4Yx6HE8c3hylbdwzl8gZIvbwBUnozBEjVdB1O7vKGSN6qpLKTgedEJBhBUqdR7Ixvz9x9H7A9fwcAI9qP4PFhj5MZm9l8axZCiBZMgiMhhBBCCCHEWeMpdeL49ghla476AqSwHvHEXJxBWEZM8y9IKcjbWxMiHVwFjqMBp+hhsXyU1pMXKaBEd2I1WZnedzq39buNcEt4869ZCCFaEAmOhBBCCCGEEGedp9RJ6XdHKF1zFOX0Bkjd44i5uBNhnUIQIFVTCgp/8mttWwlFOQAUmEy8kBDHErsxo6mjJZrHek3logHTwRIWujULIUQISXAkhBBCCCGEOGc8ZS4jQFp9FOX0ABDWLc6oQMqMDfHqvIoO1ezalr2a70tz+ENSAnttNgDGl1fxaEQXOnQaa8xIShsCtsgQL1oIIZqHBEdCCCGEEEKIc04vd+FYeYTSVUdRVd4AqUusESB1iQvx6mpxHMd98DsW7f4Hfy7dTbkG4brOb4pKmFpcgtVkhY6DjBApcxSkD4OwZpzjJIQQzUiCIyGEEEIIIUSz0ctdOFYdpXTVEVSlESDZOlcHSLEtbkez3PJcnls7ly8PLQcgUzcx68RxhldW1pykmaH9ACNE6jQKMoZDRHyIViyEEGeXBEdCCCGEEEKIZqdXuClddQTHyqOoSjcAtswYI0DqGtfiAqQ1R9cwb908DpYcBODyxIE8aG5HyuHNcHQLKI/f2Rq061sTJHUaCVFJIVm3EEKcKQmOhBBCCCGEECGjV7opXXUUx8ojqApvgNQphpiJGYR1b1kBktPj5O2db/Patteo8lQRZY3iroF3cVPnK7Ac2QzZq4yB20c2ge4KvDi5V02IlDka7KmheRJCCHGKJDgSQgghhBBChJxe6aZ0zVFKvzuCXu4NkDLsRoDUI75FBUiHHYd5ev3TfH34awB6xvdk9vDZDEwZaJzgqoDDG7y7tq0yPnZXBt4koWtNiNRpFMSlN++TEEKIJpLgSAghhBBCCNFi6FVuStcco/S7w+hlRoBkTTcCpPCeLStAWpGzgvnr53O07CgAv+j2C+4bfB/x4bXmG7mroLoiKXsV5KwDV1ngObEZga1tCV2gBT1XIcT5S4IjIYQQQgghRIujV3koW3sMx7eH0cuMti9rWjQxEzII753QYgKkCncFf9v2N97c+SZu3U1sWCy/G/Q7ru1+LSbNFPwijwuObYPslZC9GrLXQFVx4Dn29kaA1GmUUZWU1EOCJCFESEhwJIQQQgghhGixdKdfgFTqDZA6egOkPi0nQPqp+CfmrZvH2mNrAeif1J9Zw2fRJ7FP4xfrHjixwwiRDnrDpIqCwHMik/xa20ZCygVgqieYEkKIs0iCIyGEEEIIIUSLpzs9lK0/juObQ+gOb4DUPspoYeuTiGYKfYCklOLfB//NMxue4WTFSUyaiRt73shdF95FjC2m6TfSdcjb7Q2RvAO3y3IDzwmP81YkeauSUvuD2XJ2n5AQQiDBkRBCCCGEEKIVUS4PpeuP4/jmMHqJEwBrahT2ielEXJDUIgKkUmcpr259lUW7FuFRHhLDE3kg6wGu7HLl6VVIKQX5+2ta2w6ugpLDgefY7JAxrKa1rf1AsNjOzhMSQpzXJDgSQgghhBBCtDrKpVO28TiOFYfweAMkS7tIYiZkENGvZQRIuwt2M2ftHLac3AJAVrssZg+fTde4rmd2Y6WgKLsmRMpeCYUHA8+xRkLakJrWto5ZYA0/s8cVQpyXJDgSQgghhBBCtFrKXR0gHcZTXAWAJSXCCJD6J4c8QNKVzif7PuGFTS9QWFWIRbMw+YLJ/Lb/b4m0Rp69Byo+4h207a1KytsTeNxsM8Kj6p3b0oeCLersPb4Qos2S4EgIIYQQQgjR6im3TtmmE0YFUpE3QEr2BkgDQh8gFVcV89Lml1i8ZzEKRWpUKo8MeYSJGRPPzYDv0lxvkOSdkZS7M/C4yQIdLjRCpE6jIGM4hJ/CHCYhxHlDgiMhhBBCCCFEm6HcOuWbcylZkYOn0BsgJUVgn5BO5IAUNHNoA6TtJ7fzh7V/YFfBLgBGdxzN40MfJz0m/dw+cHkB5KzxtratguPbQOk1xzWTMWC70yijKiljBEQmnNs1CSFaBQmOhBBCCCGEEG2O8lQHSIfwFFQCYEkMxz4+g8gLQxsgeXQPH+z5gFc2v4LD5cBmsvHrfr9mRr8ZhJnDmmcRlcVwaH3Nzm1HvwfdHXhOygXe1jbvzm3RKc2zNiFEiyLBkRBCCCGEaPOUUnhcLtxOJ25nFW6XC7ezCo/Lhcv7Pr59R2KSkkO9VHGWKY9O+ZaTOJbn4M43AiRzQjgx49OJHJSCZjaFbG15FXk8v/F5PjvwGQDp9nQeH/Y4ozuObv7FOMuMICl7ldHidngDeJyB5yT1MEKk7pdC1wlgjWj+dQohmp0ER0IIIYQQotkopdA9btxOI7hxO524XU7cTice73v/rxnn1IQ8ta9p7HqP3+dNkZiWQebAwXQeOJiOvS7AYrWe4++IaC7Koyjfmotj+SHceRWAN0Aa5w2QLKELkDYc38DctXPZX7wfgEs6XcLDQx4mNSo1ZGvCVQlHNnp3bltphEruiprj1kjodjH0vhp6XArhsaFbqxDinJLgSAghhBDiPKXrnpqgpaHgpro6JyDsOYXgx1vpUx3iKP+5Ks3IbLFgsYVhsdkwW21YbN43qw2T2cyJn/bjqqx5YWwNCye9b386D8yi88BBxKaE8EW8OGuUrqjYepKS5Tm4T3oDpLgw7OPTiRrcLmQBkkt38d4P7/Hq1lepcFcQYYngjgF3cGufW7GaWkCA6XbCsS1w4BvY/S+jta2ayQpdxkHvq6DnzyBaKveEaEskOBJCCCGECDGlVNAKmdrBS2DVjfe9q6nBj/9x43rd4258ceeAyWyuE9zU/rjmeBgWm9UX+NQ9Xs/1Nr/rrVYsVhuaqeFAwON2ceTHXRzcuomftmwiL+dgwPH4Dml0HjiYzgMGkdanHxab7Rx+l8S5pnRFxTZvgJTrDZBiw7CPTyMqKzVkAdLxsuM8s+EZ/pP9HwC6xnZl1vBZDEkdEpL11KsoB378F+z6zKhKwvtaUTNBxkjofSX0uhLizvHQbyHEOSfBkRBCCCGEV00blTPwzS9w8QU3/hU3fuc1Ofjxu97jcoXmCWta04Ibq19w4w1xzNa6YU5Tgx+T2Rya53uKHPl5HNy6mZ+2bCR72xacFeW+YxZbGOkX9CNzwGA6XziY+NQOIVypOBNKV1TsyKNkWQ7uE8avsTnGhn1cOlFDUtGsoQmQVh1Zxbx188hx5ABwVZeruD/rfpIikkKyngaV5sLuL4wQ6cA3oPv9mdbhQqMSqffVkNQ9dGsUQpw2CY6EEEII0SLpHk/gHJuGghv/qpva82+aEvz4tWKFrI3Kaq0VwviFM9XHaoU45tqhTYPXhwWeZ7NhMlvQtNBuTd5aeNxuju39kZ+2GNVIJw8eCDgel9reFyKl9+mHNSw8RCsVp0vpioqdeTiW5eA6bgRIphgb9ovSiB6aimZt/sCzylPFgh0LeH2ppMcqAAAgAElEQVTb6zh1J3arnbsH3c0NPW7AbGqhAWxlMez5P9j1KexbCq6awJXkXt4Q6SpI7Q/y548QrYIER0IIIYRokNJ13G6/ipkgQ40Dq2eCBTZBgptGrtc9npA8X5PZ3PTgpt7Q5hSCH5sNi8XaaBuVaFlKCws4uHUzB7dsInvb91SWlfqOma1W0nr3pfPALDIHDiKhQ5oEdK2I0hWVP+RTsiwH17EyAEx2K/aL0okamorJ1vyBzaGSQ8xbP4+VR1YC0DuhN7OHz6Z/cv9mX8spcZbD/uVGJdKeL41QqVpsRk2IlD4UWmoQJoSQ4EgIIYRoS3TdQ3lxMWWFBTgK8ikrzKeqvNwvpDn14CfkbVS+Fqe61TOnPOemCcFPa2mjEi2H7vFwbN8eYzbS95s4cWBvwPGY5HZ0HjiYzIGDyejbH1u4bGHeGiilqPyhgJJl2biOegOkaCv2sWlEDW/f7AGSUorlOcuZv2E+x8uOo6FxbY9ruXfQvcSGtYIdzdxOOPgd/Pg57PocynJrjkWlQK8rjBApcwxYZH6YEC2JBEdCCCFEK+GsKKe0sIDSgnxKC/JxeN+Xeb/mKDQ+VvrZb7WyWG2Ymzqg2O9rQefcNCX4kTYq0YqVFxdxcNv3/PT9Rg5u+55KR4nvmNlioWOvC8gcOJjOAweTmJYh/5+3cEopKncVULI8B9dho7LMFOUXIIU1b4BU7irntW2v8c7Od3ArN/Fh8dw3+D6u6XYNJq2VVC7qHji8wahE2vWpMWi7Wngs9LjcCJG6TgBbZOjWKYQAJDgSQgghQk73eCgrKqS0MN8XCvneqoOiwnycFRWN3wyIsMcQnZBovMUnEBYVXe+cm+DBTc25ZptV2qiEOAO67uHEgX389P0mDm7ZxLH9e8Dv39T2xGQyBw6i88DBZPQdSFikvEhuqZRSVO4uNFrYDjkAMEVZiB6TRvSI9pjCLM26nv1F+5m7bi4bjm8AYGDyQGYPn03PhJ7Nuo4zphQc3+YNkT6Hk7tqjlkioPvFxmDt7pdCRFzo1inEeUyCIyGEEOIcUUpRVV4WGAAFCYTKi4qaNJDZYrXVBEIJiUTFJ2D3BUSJRCckEBWfiMVqbYZnJ4Q4HRWOEg5u+56DWzZxcOtmyouLfMdMZjMdevY2ZiMNGERyp85SjdQCKaWo2mMESM4cb4AUaSF6TEeiR3TAFN58AZJSin/99C+e2/Ac+ZX5mDUzN/e6mTsH3km0LbrZ1nFW5e31hkifwdHNNV83WaHLRUYlUs8rIDo5dGsU4jwjwZEQQghxGjxuF2WFgVVCAa1jhcbn7qqqxm+maUTGxAZUCVV/bI/3hkQJiYRHRcuLSCHaEKXr5B484Nup7dieHwNC5Oj4BDIHDiZzwGA69R9IeFQrDQLaKKUUVXuLjAAp22hH1CIs2Ed3JHpU8wZIJc4S/vz9n3l/9/voSic5IpmHhjzEZZmXte6/N4oOwY//MkKknNXg+/2hQaeR0OtK6H0lxGWEdJlCtHUSHAkhhBB+lFJUljrqqRLKp7TACIX8qwQaYg0LD6gS8g+FoqtDobh4zJbmbXEQQrQ8laWlZG/fwk9b/j97dxYbV5afCf67NzbGzkUUF1FkBCWu2peUMlMSRarKZbuqsvrB6AX90G0b3Z4Hj2Gg0Wgbbk9jHsq9zoM9bqDhgdENAw3MeDDwQ2WVlyqngiKlTGWmKFGpFFdRwUXcxSVWxnbvmYcbvBFBkRIlkbwk4/sBRAbvOWT8SVWRjO+e8z8PMP74IWIry/qYJMuoaWqFP9sb6aivkVtI9wkhBJJjqwj//SRS49kAqcQM9/VauK4dg2zfu5/vg0uD+PH9H+Obl98AAK7WXMW/vfpv4ff696yGXRN7CQz/tRYijQUANe/ghprz2RPafgRUNhtXIxWltJJGOBVGJBXR38Jp7X2fx4cPqj8wusT3xuCIiIiKRiaVyoZBLzffOrayhNjyMjLp1Bs/lyTJcJaW5m0bq9iwbUzbOma1Ow723V4iMoQQAosTQQT7td5IMyODUBVFH3d4S+E7p/VGajh7AXa3x8BqCcgGSM9DWoAU1I6dl0pMcF07Bve1WsiOvdlGrAoVfzX6V/jjh3+MUDIEs2zGb5z6DfzLs/8SdvMhOdEvEQJGf6E11h79BZCO58aOtGRDpE+AmnMAfwfTG6SVNCLpvNBnQwiUf22zsYSS2PJz/8Pmf4h/99G/28OvZncwOCIiogNPqCrWIuHs8fPLBdvGtDBoCZGV5YKTjV7Hanfktoplewlt3Drm8Jby2HYi2jPJeAyTTx4j+Fjb1hZdeqmPSZKM6pNNWm+k8xdR3djE1UgGSz7XtrAlx7IBks0E17VauK8f27MAaSWxgj9++Mf4q9G/AgDUOmvx+1d+H131XXvy/HsmvQaM3dYaaw//NZDIWxHsrde2srV9Ahy/Csj8vX0YpdU0oqmoHuSEUqEtg59X3tIRrGW2d/jIVkySCR6rB26ru+DNY/XgUtUlfHLikx36So3D4IiIiPa1dDLxakPp9Z5CK+tB0TJUJfPGzyWbTHCWlsNV/up2sYJVQiWH5I4sER1KQggsTU0g+Pghxvsf4MXgQMHPQLvbA9+5i9n+SBfh8HgNrLa4Jce1FUjJZ1qYIVlNcH1cC9eNYzA59yZA6l/ox4/v/xjDK8MAgM66Tvzeld9DnbtuT55/TylpYPyutp1t6KdAdD435qwEWn+ghUi+DsBsNa5OKrAx+Hll29f6++nNw6CdCH42C33cVjfclleve2yegut2s/3Qry5ncERERIZQVQXxUGjzUGgl999kLLatz1fidL2xl5DD4+VdeCI6dFJrcUw+fYLx/gcI9vchvLiQG5QkVDeehC/bG6n6ZDNkrrrYc8mJMMJ/P4Hk6HqAJMP1UTZAcu1+gJFRM/jL4b/Enz76U8TSMdhMNvzW2d/Cr5/6dVhNhzRAUVXgxdfadrbBT4HVidyYzQs0/7IWIp38DmB1GlfnIZBRM3rws97bZ6vVPps9ft/gR5bkgpBHD3e2CH42vl8Mwc/7YnBEREQ7LrUWLzhhLLKxwfTKMmIryxDqm4+gN5nNcJZV5G0dK9ff108cKyuDxVayB18ZEdH+JoTA8swLjGdPansx+C2UdK6JcInThYazF+C/cBm+cxfhLC0zsNrik5wMI/LZJBLDKwAAySLD+VEN3B11exIgLcYX8V8e/Bf8TfBvAAA+jw9/cPUP8FHtR7v+3IYSApj/VguQBj8FFgZyY2a7Fh61/UgLk+ylxtVpkIyaQSwd27KPz+t6/kRSEcQz8Tc/yWtsFvxsXAG0VejjtrrhMLOf5G5jcERERNumKgpiqyuvrgzKPo4sLyO2soTU2vbuHNndnjeuErK7PfxjgIjoHaUTCUwNPNGbbK/OzxaMH/WdgP+CtqWttrmNvdv2SGoqgvBnk0gMaSfnSRYZzqs1cN+sg8m9+wHSl7Nf4o++/CMEQ0EAwK/4fgX/+vK/RpWzatefe194+QwYyoZI032567IZ8N/U+iK1/ABwH4zvh6IqiKajbwx4Cq7lbfuKpbe3unsrEqQtw52ttn55bB4GPwcIgyMiItJOgonHXj1lbEM4FAutanft3sBssRYGQvmhkL5KqBxmy970dyAiIs3K3AyCj/ow3v8AU0+fFJwiaXM40XDmvNYb6fxFuMuPGFhpcUi9yAZIg1qABLMM19VquG8eh8mzuwFSWknjLwb+An/2+M+QUBJwmB347fO/jX/a9k9hls27+tz7SmgaGPqZtqVt4h4g1ldDS0D9h9p2ttYfAmUNu1bCevCzZeiz4cSvcHLngx+X1aUHOVs1et649UsPfiwOyBJbARxmDI6IiA45JZNGbGUlb+tY4Ylj6yFRJpl88yeTJDg83k1PHHPr28mOwOZ08s4REdE+l04lMT3wLYL9fQg+foiVmRcF45X1Pr03Um1LG0xmhv27JTUd1QKkgSXtglmG60q1tgLJa9vV556JzuA/ffWfcHvqNgCguawZf/jhH+LC0Qu7+rz7UuwlMPw32kqk5wFAyQWrqDmnhUhtPwIqWwo+TBVqQfATToZfG/xsDIii6eh7lb0x+Nkq4Nlq25fT4mTwQ6/F4IiI6IASQiARjeROGMs7ij6aFw6thUPb+nwWW8mbVwmVlsFkLqK7kERERWR1fk7rjfS4D5PfPi64oWC121F/+hz85y/Dd/4iPEeOGljp4ZWaiSLy2STWnq4HSBKcH1TD3Xkc5l0OkO5M3cF/+Oo/YDo6DQD4Byf+Af7V5X+F8pLyXX3e/WBj8BNJRRCOziPy4j4iM32ILI0gIjIIyzIisoyIzYmI3YOIyYKIkkQ0HYXA+71W3tjE+U2hD4Mf2ksMjoiI9qFMKpXdKvZy661jK8sFDU+3IkkynKWlGwKhjUfQV8Bq54kSRESkyaTTmB58iuBjrTfS0ovJgvGKunptNdK5SzjWdopbj3dYei6G8GeTWPv2JSAAmNYDpDqYS3fvMIhEJoE/f/Ln+O/f/nek1TQ8Vg9+9+Lv4teafg2mfXwanypUxNKxbTdz3ji+E8GPy1QCd0nZK2HPm1b7uK1uOM3Off39JWJwRES0h4SqYi0S3nDK2Ku9hBLRyLY+n9XuKNg25tpk65ijtJRHLxMR0XsJv1zAeP9DBPsfYOLJY6QTuUMQLLYSHD99Fv5zl+C/cAneo9UGVnq4pOezAdKTvADpUhXcXcdhLtu9AGkiPIF//+W/x+cznwMATlecxh9+9Ic4VXFqV55PFSri6Xiuh8+bmjxv2PoVTe1A8GNxvT7gWW/qbHbAvTIB99TXcI/1wB2dh0sVMAGA4wjQ+gNtS5u/AzDv7ioxor3C4IiIaIekE4mC8Cd/61hkZb2/0ApUJfPGzyWbTHCWlsNV/uopY7lVQuWwltj34CsjIiLKUTJpzAwP6ie1LU6OF4yX1RyDP9sb6Vj7aVisfPH8vtLzMYRvT2Htm0UtQJLzAqTy3QmQhBD4+cTP8Z+//s9YiC9AgoR/3PKP8TsXfwceq+eVuesrfjYLeDYLgvKvR9NRqHpT6nfjtDgLQp7XrfTZOOayuN5txY+qaqeyDf5Ee1sZz43ZPEDzL2sh0snvAlbne319REZicERE9AaqqiAeCm04cWwJ0eXlgqAoGd/eiRYlTtcbewk5PF5IMveqExHR/hdZfonx/ocY7+/DxJP+gt+HZqsNx9tPw3f+MvznL6Ks5piBlR586YU4IoEpxPsX9ADJcfEoPF3HYa7YnZtJsXQM/63/v+F/Dv5PKEJBeUk5mkqbClYG7UTw4zA7tuzh86ZtX06L0/iT4IQA5p9qjbUHPwUWnubGzCVaeNT2iRYm2cuMq5PoHTA4IqKilozHC8KfzbaOxVZXINQ3/zFkMpvhzOsZ5C4vh6usAs68bWPO8nLeeSUiokNLyWQw+2xYa7L9qA8L42MF46VVNfpJbcdPnYHFtnvbrQ6z9GJegKQCkAHH+aNw36qH5cjuBEgjKyP4o/t/hIcLDzcd3xj8bCv0sWjXXFaX8cHPTlsa0wKkoZ8CL77OXZfNgO+GFiK1/hBwVxlXI9E2MTgiokNJVRREV5ZzW8WyQVBMP3FMu57fo+F17G7PJs2lC1cJ2d0eNpcmIiLKE1tdwfjjhwg+eoCJbx4hEcsdO26yWFDXdhr+85fgO38J5bV1/D36ljIv1xAOTCH+aF4LkKT1AOk4LJWOHX8+IQQeLjxEWk0XBD9OqxMWmQ3StxSeAYZ+pm1nG78HCCU7IAHHr2ohUtsPgTKfkVUSbYnBEREdOEIIhBfnsTI7U7h1bH2l0PISYqFVbcnwG5gt1k22jWVDobJcs2meFkNERPR+VFXB3LMRvTfS3PNnBb+rPZVV8J+/CN/5y6g/fZZ9/N5CZikbID1cAFShBUjnKrUVSEd3PkCi9xBbAkb+RluNNBYAlGRurPpsNkT6BKhsBRik0j7B4IiI9r10Kon5588wOzKEmZFBzIwMIR5aff0HSRIcHm/hiWNl2lYxt76d7AhsTifvbhIRERkgHg5h/LHWG2n88UOsRcL6mGwyo66tXeuNdO4iKo438Pf1NmSWE4h0TyH2YF4PkOxnK+G5dRyWKjZn3neSEWD0F1qINPpzIJVbkYeKk7kQqfYiQyQyFIMjItp3Iksv9YBoZmQQC8Hnr5xEVuL2oLLet/UqodIymMyHbK88ERHRIaWqChaejyHY34dg/wPMPRuFyGu27K6ohO/8RfjPXUL9mfOwObiK5nUyK3kBkpINkM4cgedWPSzVDJD2pXQCeN6thUjDPwPWVnJjnjptK1vrD4H6jwAT/8alvcXgiIgMpWTSWBh/jpnhIcyMakFRdOll4SRJwpHjDahtbkVtcxtqm1tRWl3LO49ERESH1FokjIlvHmn9kfr7ClYayyYTalva4DunNdmubPDzb4ItZFaTWoD09ZwWIAGwn66A+zsNsNYwQNq3lAww+XnuhLbIbG7MUQG0fB9o+xHQeBMw89AV2n0MjohoT8VWV7SAaHgQs6NDmB97hkw6VTDH5nCipqkFtc1tqGluRc3JFt5ZJCIiKlJCVbEw/jwbIj3AzMhQwWmnzrJy+M5dhP/8ZTScOY8Sl8vAavenTCiJ6J0XiH41C2S013Qlpyrg+U49rLX8fu1rqgrMPNQaaw9+Ciw/z41Z3UDzL2vb2U5+F7Dx35J2B4MjIto1qqJgcXI815todAih+blX5pXX1qEmbzVRxbHjkGTZgIqJiIhov0vEoph80q832Y6uLOtjkiyjpqkV/vPaaqSjvkb+TZFHCScRufMC0S/ngIwWvpW0ZwOkYwwd9j0hgIWB3Eqk+W9zY+YS4MQtLURq/hXAUW5cnXToMDgioh2zFgljdnRY700092wE6WSiYI7FVoKapmbUNLWhtqUVNU2tsLvcBlVMREREB5kQAi8nx/UQaXp4AKqi6OMObyl85y7Cd/4SfGcvwO72GFjt/qGEU4j0vEDsy1mIdDZAai2H57v1sNbx77IDY/k5MPhTLUR68VXuumQC/De0EKn1h4C72rga6VBgcERE70SoKpamp/KaWA9hZebFK/O8VdXaSqKmVtS2tOHI8QbIJpMBFRMREdFhl4zHMfltP8b7td5IkaVFfUySZFSfbNJ6I124hKrGk5Dl4v6bRIlkA6T7eQFSSxk8322A9TgDpAMlPAsMZUOk8buAWA9QJeD4lVyIVO43tEw6mBgcEdG2JONxzD4b1nsTzY4OIxmPFcwxW6yoOnFS701U29QKZ2mZQRUTERFRMRNCYOnFJMb7+xDs78OLwacFp7Ta3R40nL0A/4XL8J29AIe31MBqjaVEU4j0TiP2xQxESguQbM1l8HynHrYGrtI6cOLLwMjfaiHSs88AJZkbqzqjhUhtnwBH2wA2lqdtYHBERK8QQmBldgaz2SbWM6NDeDk1oe2rzuOuqERNcyuONbeiprkVR32NMJktBlVNREREtLVUYg1TT79B8JEWJIUX53ODkoQq/0n4z1+E7/xl1DQ1F+VqJCWWRrT3BaKfz0KktBUrtqZSLUDyeQ2ujt5JMgo8+4UWIo38HZCK5sbKT2RDpB8BtRcA9gOjLTA4IiKkEwnMjY3ovYlmR4exFgkXzJFNZlT5TxQ0sXZXHDGoYiIiIqJ3p90km0bwUR/GH/dhauAJlHRaHy9xulB/9oLeZLvYVlArsTSid6cR/XwGIpkNkE5mAyQ/A6QDK50Agne0E9qG/hpYyzWWh+eYtpWt7YdA/ceAyWxcnbTvMDgiKjJCCIQXF/J6Ew1icSJYcKwtoDWTXA+IapvbcLTxBCxWm0FVExEREe2edDKBqYEn2d5ID7A6N1swXulr1EOkmqZWmMzF8aJajacRuTuN6L28AKnRC8elKtgavTCXlRhcIb0zJQNMfpE7oS0ykxuzlwOt39dWIjV2Ama+Bih2DI6IDrlMKoX54Ji2kmhkCDOjQ4jlHVsLaEfXVtb7UdvSqjex9lRWQeKeZyIiIipCK3Mzem+kqadPkEnlesTYHE7UnzkH//nL8J2/CHf54V+BrcbTiNybQfTeNEQid2qdqdQGm98Lm98La6MX5ooS/v14EKkqMPNIW4k0+CmwPJYbs7qB5u9pW9pO/hJgcxlXJxmGwRHRIRNZfqkFRNkVRQvBMSiZTMGcEpdbX0lU09SK6pNNsJbYDaqYiIiIaP/KpFJ4MfgtgtkgaeMpskfqffCfvwTfuUs41tp2qPs9qokMYg/mkRxbRXI8DLFW+Dem7LbC5vdoYVKjF+ajDgZJB40QwOJQdiXST4C5J7kxkw04cUsLkVp+FXCUG1cn7SkGR0QHmJLJYHEiqIVE2SbWkZeLhZMkCUfq6gt6E5XVHOMvcSIiIqJ3EFqYQ7D/IcYf92HyyWOkkwl9zFJiR/3pc9q2tguX4Dly1MBKd5dQBdLzcaSeayFS8nkIaixdMEd2mmH1efVVSZYaJySZf4MeKMtBYOinWpA09WXuumQCfNe1EKn1h4CnxrgaadcxOCI6QOLhUK6B9cgQ5sZGC5ZOA4DV7kBNU0veiqIW2BxOgyomIiIiOrwy6TSmh55i/PFDBB89wNKLyYLx8mPHs72RLuNY2ymYLYd3NZIQApnFNSSDISSDIaSeh6CEUwVzpBITbD4vbH4PrH4vrMdckEw8yevAiMxlQ6SfAsEeQOS2LaLuitZYu+0ToLzRuBppVzA4ItqnVFXBy8kJzI4O6auJNjZqBICymmN5TaxbUV53vCiPjyUiIiIyWvjlIsYf9yH4qA+T3/Yjtbamj5ltNtSfOpvtjXQJpVXVBla6+4QQUJYT2SApjGQwBGU5UTBHssqwNni0MKnRC+txNyQzg6QDIb4MjPydthJp7DMgk/dvW3VaC5DaPgGOtgPc6XDgMTgi2icS0agWEmWDotlnI0gn1grmmG021JxoRm2L1puopqkFDg+PRCUiIiLab5RMBjMjgwj292G8vw+LE8GC8bKaY1pvpPOXUNd+uihOr82sJpHKrkhKBkPILBb+rQuzBOtxj9YnqdELa70HspU3RPe9ZBR49vdaiDTyd0Aqkhsrb8xuZ/sEOHYJkBkMHkQMjogMIFQVyzPTegPrmZFBLE9PvTLPe7QKNdlTzmqbWlHZ4Ids4i9PIiIiooMmuryE4OM+jPc/xMQ3j5CMx/Qxs8WKulNnstvaLqG0urYo+lEqkVRua1swhPRcvHCCLMFa59JPbbM1eCCXmI0plrYnk9S2sQ3+BBj6GRBfyo25a7R+SG2fAA3XABP/LQ8KBkdEeyC1FsfssxG9N9HM6BCSsVjBHJPFgqrGJn3LWW1zG5ylZQZVTERERES7RVUUzI4OZ09qe4CF4FjBuLeqWu+NdLz9DCwlJQZVurfUeFrf1pYMhpCeiQL5L0ElwFLr0pttW30emJyHt2/UgadkgKn72RPaPgXC07kxeznQ8n0tRGrsBCzF8b/xg4rBEdEOE0JgdX5WC4iyK4peTk5ACLVgnqu8Iq83URsqfY2HumEiEREREW0utrqiNdju78PEN4+QiOa2+pgsFtS1nYbv3EX4z19G+bG6oliNBABqIoPkRFjb3vY8hNSLKKAWvia1VDtg9edObjO5rQZVS68lBDDzUGusPfgTYOlZbszqApp+SQuRmr4H2NzG1UmbYnBE9J7SyQTmx55pvYmyQdFaOFQwRzaZcNTXqJ1ylg2KPEcqDaqYiIiIiPYrVVUw92xU6430uA9zY6Pai+4sT+VRPUSqP30WVrvDwGr3lppSkJoMa6uSnoeQmgoDmcLXqOZKe25Fkt8Lc+nh7x114AgBLA5nVyL9BJj7JjdmsgEnurQQqflXAWeFcXWSjsER0VsQQiCytKifcjYzPITFiedQFaVgnsNbqvUmym47qzrRVBQND4mIiIhoZ8XDIUw8fojg44cYf/yw4AalbDLjWGu73hup4nhD0axGAgCRUZGaiuT6JE2EIVKFq/xN5SWw+bRm2za/F6bykqL6Hh0IK+PZlUifAlNfQt+fKJkA3zWg7UdA6w8AT62RVRY1BkdEr5FJp7EQHMv1JhoZRHRluWCOJMk40uBDbVOuN5G3qpq/kIiIiIhoRwlVxXxwDMH+Bwj292FudKSgHYKr4gj866uRzpyDzeE0sNq9JxQVqekoUut9ksZDEInCG7wmj1Xb2pYNksyVdv7dvp9E5oHhn2khUrAHUDO5sWOXtZVIbZ8AFSeMq7EIMTgiyhNdWcbsyBCms0HRfPAZlHS6YE6J06VtN8uedlZ9oqmolggTERER0f6wFo1g4ptHGO/vQ7C/D/HQqj4mm0yobW7TtrVduIzKBn/RBSRCFUjPxgpOblPjmYI5stMCm9+jb22zVDshycX1fdq31laAkb/TQqRnfw9kErmxo6dyIVLVKaDI/re91xgcUdFSMhm8nBzX+xLNjAwhvDj/yryKunrUNrfqvYnKa45BkmUDKiYiIiIi2pxQVSxMBPUQaWZkEELNrUZylpbBd+4S/BcuoeHMBZS4XAZWawyhCmQW41qQ9FwLk9RI4U1iqcSsB0k2vxeWWhckE0MJw6ViwLPPtBBp5G+BZDg3VuYH2n6obWk7dhnga7Udx+CIikY8HMLs6FA2JBrE3NgoMslkwRxLiR01TS36lrOaky1F+UuViIiIiA62RCyKyW8fI/hIa7IdXV7SxyRJRk1Ti9Yb6cJlHPU1FuWNUSEEMksJ/dS2ZDAEZbXw9YFkNcHqWw+SPLDWuSGZi+97ta9kUto2tsGfAEM/A+Ivc2Ou6myI9AnQcA0w8dTqncDgiA4lVVWw9GIKM8OD2bBoECuzM6/MK6upzWti3YaK4/WQZZMBFRMRERER7Q4hBF5OTSD46AHG+/swPTxQcLiLw1sK39kL8F24jIYz5+HweA2s1liZlYS+Iik1Hkbm5VrhBLMMW70btkZta5ut3g3JwtcPhlSIlM4AACAASURBVFEVYPK+thJp6KdAaCo3Zi8DWr4PtP5QO6nNYjeuzgOOwREdColYFHOjw5geGcLsqPaWWiv8IW+22lB9okkLiVraUNPUWtS/FImIiIioOKXW4pj49jHGH2nb2iJLi7lBSULNiWb4zmtNtqtOnCzqG6tKOInkerPt5yFkFuKFE0wSrHVuvdm2tcEN2WY2pthiJwQw26+FSAM/AZZGc2MWJ9D0S9pKpKbvASUe4+o8gBgc0YEjhMDK7DRmhgcxMzqEmeFBLE1PaT8o8ngqj2ZXE7WhtrkVlQ1+mMz8IU5EREREtE4IgeXpKQSzvZGmB7+Fksk1kC5xe+A7ewH+85fgO3cRDm+pgdUaT4mmkBoP6w2307Mx/fR4AIAMWGpdWpDk88Lm80B2cLuUIRaHte1sg58Cs49z101WoLFLC5Favg84K4yr8YBgcET7Xiqxhrlno5gZGdR7FCWikYI5JrMZRxtP6ied1Ta1wlXOHwBERERERG8jlVjD1NMnCPb3Ybz/AUILhYfHVDWeRNOVj9F2owueI5UGVbl/qGsZJCfCeo+k9HQEUPMmSICl2qmf2mbze2ByWQ2rt2itTGj9kAY/BSa/gJ72SbLWC6ntE21Lm/eYoWXuVwyOaF8RQiC0MI/ZkUFt29nIEBYnghBCLZjnLCvXtpxlg6Kj/pMwW5jkExERERHtFG2l/wzG+x8g+PghXjx9gkw6pQ1KEo63n0F7xy00X/0YVrvD2GL3CTWpIDWRW5GUmooASuHraPNRu35qm63RC5PHZlC1RSq6kAuRgncANbfCDscuaSFS24+AihPG1bjPMDgiQ6VTScw/f4bZ7ElnMyNDiIdWC+ZIsoyjvkbtlLPmVhxrboP7SCUkicdiEhERERHtlXQygclvH2OgtxtjD+5DSWtH2ZutNpz84EO0d9xCw5nzkE3F2xNpI5FWkJyMaCe3BUNITUYg0oU3xU0VJbkgye+FqczG1zp7ZW0VGPk7YOhTYPTvgUxen9yj7bmVSNVngCL+N2FwRHsqsvRSD4hmRgaxEHwOVckUzLG7PahpzvUmqm5sgqWkxKCKiYiIiIhoo2Q8hpH79zDQcxsvBr/Vrzu8pWi7fhPtHd9BZYOfAcgGIqMiNR3Nndw2EYZIKgVzTF5b9tQ2D2x+L8xH7Pw+7oVUHBj7TFuJNPy3QDKUGyttyK1EqvsAkGXj6jQAgyPaNUomjYXx55gZHtKaWI8MIrr0snCSJKHyeENBUFRaXcsfjEREREREB0RoYR6Dd7sx0HMbK7PT+vUjxxvQdqMLbTc64S4/YmCF+5dQBNKzuSApOR6GWCu8sS67LQUrksxHHZBkvl7aVZkUMN6jhUhDPwNieScPuqqB1h9oQZLvOmA6/C1TGBzRjomtruinnM2ODmF+7FluD3SWzeHUQqLsaWfVJ5thc3A/NBERERHRQSeEwNzYCAZ6bmPo814kImFtQJJQf/ocTnXcwskrH8FaYje20H1MqALp+bi+tS0ZDEGNpgvmyA4zrL5cjyRLjZNB0m5SFWDqKy1EGvwUCE3mxkpKgZZf1UKkE7cAy+H83zaDI3onqqJgcXI815todAih+blX5pXX1qG2pQ01Ta041tKG8to6SEW2rI+IiIiIqNgomTSC/Q8x0PMZnvd9BSWjraIx22xouvIx2jtuof70Wcgy+yG9jhACmcW1XLPt5yEo4cKb85LNBJvPo53a1uiF9ZgLkomvuXaFEMDs41yI9HI4N2ZxAk3f1bazNX0PKPEYV+cOY3BE27IWCWN2dFjvTTT3bATpZKJgjsVWgpqmZr2JdU1TK+wut0EVExERERHRfpCIRjH8RS8GegOYGR7Qr7vKytF6vRPtHbdQWe8zrsADRAgBZTmBZDB3cpuyXPi6TLLIsDZ49K1t1uNuSBYGSbticURrrD34KTDzKHfdZAUaO4Fz/wQ4/WtGVbdjGBzRK4SqYml6Kq+J9RBWZl68Mq+0qqagN9GR4w08QYGIiIiIiLa0OjeLgd4ABnsDWJ2f1a9XNvjR3nELbdc74SwtM7DCgycTSmpb255rQVJmca1wglmC9bg7FyQ1eCBb+bptx61Oav2QBj8FJj4HIICL/wz40Z8aXdl7Y3BESMbjmH02rPcmmh0dRjIeK5hjtlhRdaIJtdmgqKaphT/QiYiIiIjonQghMDs6hIGe2xj+vBeJWBQAIEkyGs6eR3vHLZz84ENYbDxd+W0pkRSS49lT24JhpOcKX9tBlmCtc2lb2/xe2HweyCVmY4o9rKILwPBfA1VngLpLRlfz3hgcFRkhBFZmZzCbbWI9MzqEl1MT2l7NPO6KymxIpAVFlT4/TObD3y2eiIiIiIj2ViadRvDh1xjovY3nDx9AVbR+SJYSO5qvXkN7RxeOt59hr9R3pMbTSI6Hs6e2hZCejgL5L/8kwFLrgs3n0Xok+bwwOfnaj3IYHB1y6UQCc2Mjem+i2dFhrK2fbpAlm8yo8p9AbUsrapq0bWfuCh6XSUREREREe2stEsbw570Y6L2N2dFc42FXxRG0Z/shVdTVG1jhwacmMkhNrPdICiP1IgIoha/1zVUO/dQ2m98Lk9tqULW0HzA4OkSEEAgvLuT1JhrE4kQQQlUL5jm8pVpfopY21Da1oqrxJMxW/iAgIiIiIqL9Y2V2Wu+HFFqY168f9Z/AqY5baL12Ew5vqYEVHg5qSkFqMqKd2hYMITkZATKFryHNR+xaf6RGL2x+D8yl3EJYTBgcHWCZVArzwTFtJdHIEGZGhxBbWS6YI8kyKhv8+paz2uZWeCqrIEmSQVUTERERERFtnxAC08MDGOi5jZEv7ur9WCVZhu/cRbR33MKJy1dhsdoMrvRwEBkVqRcRvdl2aiIMkSoMkkylNn01ks3vhamihK8xDzEGRwdIZPmlFhBlVxQtBMegZDIFc0pc7oKQqPpEMywlTIOJiIiIiOjgy6RSGOv7CgO9tzHe3wdVUQAAVrsDzR9eQ3vHLdS1nmI/pB0kFBXpmZgeJCXHQxAJpWCO7LHqIZLN74H5qINB0iHC4GifUjIZLE4EtZAo28Q68nKxcJIk4UhdvXbKWTYsKqup5f9BiYiIiIjo0IuHQxi614PB3tuYGxvVr3sqj6LtehfaO7pQXltnYIWHk1AF0nOx7KltWpCkxgoXNMhOM2y+9a1tXliqnZBkvk49qBgc7SPpRAJf/NX/g9mRIcyNjSKTShaMW+0O1DS16KuJappaYHM4DaqWiIiIiIhof1iansJgbwADvYGCG+7VJ5rQ3nELLR93wOHxGljh4SWEQGYhrjfbTj4PQY2kCuZIJWb91Dab3wtLrQuSiUHSQcHgaB8Rqor/+pv/BKm1OACgrLYOtU2tqG1pRW1TK8rrjkOWTQZXSUREREREtD8JVcWLwW8x0BvAyP27SK2tAQBkkwn+C5fRfqMLjRev8HCgXSSEgLKUyAZJISSfh6CsFi6KkKwyrA0e/eQ2a50bkpnbC/crBkf7zLeBX8DhLUVNUwvsbo/R5RARERERER1I6WQCYw++xEBvAOOPH+qnTducTrR8eANtHV041tLOVh97ILOSyJ7aFkYyGELm5VrhBLMMW70b1myfJGu9G7KViyb2CwZHREREREREdKjFVlcwdK8HA723sRAc0697j1ah7cYttHd0oay61sAKi4sSTuVWJAVDyMzHCyeYJFjr3HqzbWuDB3KJ2ZhiicERERERERERFY+XUxMY6A1g8G43oksv9es1za1ov3ELLR/fgN3lNrDC4qPE0lqj7exbejYG5McPEmA55oLNp21ts/k8kB0Ww+otNgyOiIiIiIiIqOioqoKpp08w2BvAyP17SCcTAADZZEbjxQ/Q3tEF/4UPYLYwoNhr6loGyQltW1vqeQip6Qig5k2QAEuVE1Z/tuG2zwuTm32rdguDIyIiIiIiIipq6UQCz77+AgO9AUx80w8htJSixOlCy8cdaO/oQk1TK/shGURNKkhNhvVm26mpCKAU5hPmSnuu2bbfC7PXZlC1hw+DIyIiIiIiIqKs6Moyhu52Y6A3gMWJoH69tLoG7Tduoe1GF0qrqg2skERaRWoqjGS22XZqIgyRVgvmmMpLsj2StDDJVGZj8PeOGBwRERERERERbWJxIqj3Q4qtLOvXj7W2o/3GLTR/eB0lLpeBFRIAiIyK1HQ0e3JbCMnxMERSKZhj8lq1E9uyYZK50s4gaZsYHBERERERERG9hqoqmHzyGAO9AYx+9TkyySQAwGSx4MTFK2jruAX/+YswmdkPaT8QikB6NppbkTQeghrPFMyRXRZ9RZLV74WlygFJZpC0GQZHRERERERERNuUSqxh9MvPMdAbwOS3j4Hs62S726P3Q6o+0czVLPuIUAUyC3G9R1IyGIIaTRfMkexm2HzZZtt+Lyw1Lkgm/hsCDI6IiIiIiIiI3klk6SUG73ZjoOc2ll5M6tfLauvQfqML7Te64Kk8amCFtBkhBDIv1/RT25LBEJRQqmCOZDPB2pALkqzHXJDMskEVG4vBEREREREREdF7EEJgYfw5BntvY/DuHcRDq/pYXfvpbD+ka7A5nAZWSVsRQkBZSeZWJI2HoCwlCuZIFhnWeneuT1K9G5LFZFDFe2vHgyNJkkoB/DmA0wAEgN8EMAzgLwH4AIwD+EdCiBVJW7v3JwC+DyAO4NeFEA+zn+efA/jD7Kf9sRDiL173vAyOiIiIiIiIyGiqomDim0cY6A3g2VdfIJPWVrKYLVacuHwV7R230HD2Akxms8GV0utkQkmt0Xb2LbOwVjjBJMF63J3rk9TggWw7nEHSbgRHfwGgVwjx55IkWQE4APwBgGUhxH+UJOn3AZQJIX5PkqTvA/gdaMHRVQB/IoS4KklSOYAHAC5DC5/6AFwSQqxs9bwMjoiIiIiIiGg/ScbjGP3yHgZ6bmNq4Il+3eEtRevHHWjvuIWj/hPsh3QAKNEUksGwHial52JaWrFOBizH1oMkD2w+L2T74QgHdzQ4kiTJC6AfQKPImyxJ0jCATiHErCRJNQC6hRAtkiT9Wfbx/50/b/1NCPG/ZK8XzNsMgyMiIiIiIiLar8IvFzDYq/VDWp55oV+vqKtH240utF3vhOdIpYEV0ttQ42kkx8P6iqT0TBRQ8yZIgPNyNcp+rcmwGnfKTgdH5wH8XwAGAJyDtlLodwFMCyFKs3MkACtCiFJJkn4K4D8KIe5mxz4D8HvQgqMSIcSPs9f/NwBrQoj/Y8Pz/RaA3wKA+vr6SxMTE9v6oomIiIiIiIiMIITA/PNnGOi9jaG7d7AWCWsDkoT6U2fQduMWmq9+DKvdYWyh9FbUZAapiYh+alvqRQTuzuPw/lKD0aW9t50Oji4DuA/gmhDiS0mS/gRAGMDvrAdH2XkrQoiy9w2O8nHFERERERERER0kSiaD8ccPMdAbwNiD+1DS2hHxZqsNJz/4UOuHdOY8ZNPh7J1zmKkpBciokB0Wo0t5b28THG1nc94LAC+EEF9m3///APw+gHlJkmrytqotZMenARzP+/i67LVpaOFR/vXu7RRJREREREREdBCYzGacuHQFJy5dQSIWxcj9exjsDeDF4LcYuncHQ/fuwFlahtZrN7V+SL5Go0umbZKtJsBafIHfdptj9wL4F0KIYUmS/ncA6+cNLuU1xy4XQvwbSZJ+AOB/Ra459v8phLiSbY7dB+Bi9mMfQmuOvbzV83LFERERERERER0GoYU5rR9S722szM7o14/U+9Ce7YfkKq8wsEIqJrtxqtp5AH8OwArgOYDfACAD+H8B1AOYAPCPhBDL2X5H/xXArwCIA/gNIcSD7Of5TWinsQHAHwkh/sfrnpfBERERERERER0mQgjMPRvR+iHd60EiGgEASJKM+jPn0H6jCyevfARrid3gSukw2/HgyCgMjoiIiIiIiOiwUjJpBB/1YaD3Np73fQUlkwEAWGwlaLryEdo6bqH+9FnIcvFtj6LdxeCIiIiIiIiI6ABZi0Yw8sVdDPTcxszIoH7dVVaO1uudaO+4hcp6n3EF0qHC4IiIiIiIiIjogFqdm8VAbwADvbcRmp/Tr1f6GvV+SM7SMgMrpIOOwRERERERERHRASeEwMzIEAZ6PsPwF71IxmIAtH5IDecuaP2QPvgQFluJwZXSQcPgiIiIiIiIiOgQyaTTCD78Gk97biP46AFUJdsPqcSO5qvX0N5xC8fbT0OSZYMrpYOAwRERERERERHRIbUWCWP4814M9NzG7LNh/bq7ohJt12+iveMWKurqDayQ9jsGR0RERERERERFYHlmGoN3AxjoCSC8OK9fr2o8ifYbXWi9dhMOb6mBFdJ+xOCIiIiIiIiIqIgIVcX08AAGem5j5P49JOPZfkiyDP/5S2i70YUTl6/CYrUZXCntBwyOiIiIiIiIiIpUOpXE876vMNBzG+OPH0JVFACA1e5A84fXcarjFo61trMfUhFjcEREREREREREiIdWMfR5DwZ6Aph/Pqpf91QeRdv1LrR3dKG8ts7ACskIDI72mfDPfw7JbIHJ44bsdsPkckH2eCA7nUx4iYiIiIiIaE8svZjCQO9tDPZ2I7K0qF+vPtmM9htdaPm4Aw6P18AKaa8wONpnhi9/ADUafXVAkiA7nVqY5C4MlUxuF2SXG7LbBZPbk/2vG7LLXRBASQ4HJEna+y+KiIiIiIiIDiShqngx+C2e9tzG6Jf3kFpbAwDIJhP8Fy6j/UYXGi9egdlqNbhS2i0MjvYRIQRm/s3vQQmHoEaiUCMRKJEI1EgEaiz2/k9gMmlh03rwtN0AKm+ubGNzNCIiIiIiomKUTiYw9uBLrR/SN48gVBUAYHM60fLhDbR33EJtSxsXLBwyDI4OCKEoUKNRKJEo1GikIFRSIlGokXD2vxEo0QjUcPa/kSiUSBhqJAqRSLx3HZLFooVM2QDK5HHnwiaXG7LHXbjaSQ+icgGUZDbvwHeEiIiIiIiIjBJbXcHQvTsY6AlgYXxMv+6tqkb7jS603ehCWXWtgRXSTmFwVEREKgUlFoMaDusBlBLWQiU1ukkAtR5M6QFUBEin37sOyW7PrXLaLIDKX+W0Ybud7HZDdrnY74mIiIiIiGifeDk5joHeAAbvdiO6vKRfr2luxamOW2j+6AbsLreBFdL7YHBE2yaEgEgmX13tlBdAra92ygVR+QGU9j6yyxnf2Vb9nl4JoNjviYiIiIiIaK+oqoKpp08w0HMbo19+jnRS2/ViMpvhv/AB2m/eQuOFyzCZLQZXSm+DwRHtKSEE1Fj8rbfb5Y+x3xMREREREdH+lk4kMPr1FxjouY3JJ48hhLaAoMTlRstHWj+kmqYW3tA/ABgc0YGzsd+TEg5DjUY3D6Be2W7Hfk9ERERERER7Kbq8hMF7dzDYcxuLk+P69bKaWrRd1/ohlVZVG1cgvRaDIypKIpXSt85t2u9py+127PdERERERET0rhbGn2OgN4Chu92Ira7o14+1tqO94xaaP7yOEqfLwAppIwZHRO+A/Z6IiIiIiIjenaoomHzSj4HeAEa//gKZZBIAYLJYcOLiFbTfvAXfuUswcZeG4RgcERkkv9/Ta7fbGdnvaZsBFPs9ERERERHRu0qtxTH6VbYf0tNvgGz2YHd70HrtJtpvdKHqRBNveBuEwRHRAbZf+z0VhEwb+j1t1XCc/Z6IiIiIiCiy9BKDd7sx0HMbSy8m9etltXU41XELbdc74ak8amCFxYfBEVGRe69+T2Ft251R/Z6kEjskswmSyQSYzZDM5sLHG96HLPMuBRERERHRASCE0Poh9dzG0L07iIdW9bG69tNaP6Sr12FzOAyssjgwOCKi97Jlv6dIOPv+Jv2ewuFcWLVT/Z62y2KBZNLCJsls3jxw2vBYn7fpx5ggmbOf02IGTOa8x9kxsyn3WP8YMySTOTcv/3H2YzaGYMg+f+658+dt+BgGZERERER0SKiKgvFvHmKgJ4Cxr+8jk04BAMwWK0588CHaO7rgO3sRsslkcKWHE4MjIjLctvs9RQobj4tkEiKTgVAUIJPRH4tMRnt/w+M9C6f2g/WQaWMgZskGVvlB13bnbQzE3iU4y4Zm+SHYq483CcQ2Dc7MPFWQiIiIqMgk4zGMfHkPgz0BTA080a87vKV6P6Sj/hO8kbqDGBwRUdEQqrqtgElk57x2TFEg0hkIZcPjTAYio2TnpoGNjzMbP2aLefnPux58KZm8j9mkPn2eYvS3eu/IcjbosuStCMuu4Hqb4MxsKgzRthOcbRqImTcEXdudlxec5a2Ky18hR0RERESFwosLej+k5ZkX+vWKunq0Z/shuSuOGFjh4cDgiIjokBFC5IVKCpBJv2U4lg2wtgjHtLl5QdemH7Mx6HpNIJYf5ikZYBvhmFCUHemtdWBIUsF2yVdCpfWga4vgTHY5YS4rg6m0DKay9bdS7Vr2TXa5eGeOiIiIDiQhBObHRjHQG8DQvTtYi4S1AUlC/akzaO/4DpqufASrnf2Q3gWDIyIiOpCEEICq6iHSKyvCXgnH8kO0/NBr48e8LhDLbD8cyxsrmPeacKxgLO/r2pNtlmazFiZtCJdMZWW5gCk7Zs5el+x2hk1ERES0ryiZDMYf92n9kPq+hJK92Wi22nDygw9xquMW6s+cZz+kt8DgiIiIaJ/Tt1luEXS9NhDLZKBEo1BWVqGsrGhvqyvIrKwUXFNjsbeuS7LZsoFSaW4F02tWNZnKyiDbbLvwHSIiIiJ6VSIWxcj9uxjoCWB66Kl+3VlahtbrnVo/JF+jgRUeDAyOiIiICGoqpQVJqyt6mJRZD5ryAqbMavb95WWIZPKtn0dyOGAuLS0IkwoCptIN10pLIVksu/AVExERUTEJLcxhoDeAwd4AVmZn9OuV9T60ddxC27WbcJVXGFjh/sXgiIiIiN6JuraWFzBlw6XV1S1XNWVWVt6pN5XsdufCpNKyrUOn9TePhw3FiYiIaFNCCMyODmOgN4Dhz3uQiEYAAJIko/7MObR33ELTBx/BUlJicKX7B4MjIiIi2hNCCKixeMGqpleCp40rm1ZX3/6kQEmCyePZ/qqmsjLIbjckWd6dL5yIiIj2JSWTxvNHDzDYE8BY31dQlQwAwGIrQdPVj9F+4xaOnz4DWS7uG1IMjoiIiGjfEqoKNRLZZGXT1qGTEgq9/ROZTLleTdtZ1VRaBtnpYHNwIiKiQ2ItGsHIF70Y6AlgZmRQv+4qr0Bbth/SkXqfcQUaiMERERERHSoik4ESDm+vV9N6c/Bo9K2fR7JYNg+Y1oMnvZdT3somu30XvmIiIiLaSStzMxjsDWCgN4DQ/Jx+/ajvBNo7utB67SacpWUGVri3GBwRERFR0ROpFJRQaNurmjKrqxDx+Fs/j1RSskW/Ji1kMm9Y1WQqK4Vste7CV0xERERvIoTAzPAgBnpvY/iLXiSzp9BKsgzf2Qto67iFk5evwmI73P2QGBwRERERvQM1kcg1A98sYNrYIHx5GeJdmoM7nVuvatpsK53XC8ls3oWvmIiIqHhlUik8f/Q1BnoCCD76Gmq2B6PVbkfT1WtaP6T204eyZyKDIyIiIqI9IISAiMeR2bCiaevQSXv/rZuDA5C9Xpj1rXKbb5vLX9Vk8noP5R+6REREuyEeDmH4i14M9gQw+2xYv+6uqETbjU6037iFirrjBla4sxgcEREREe1TQgi9OXhBwLS6uvmqppUV7SS6t/2bTZZh8nrfamWT7HKxOTgRERW95ZkX2X5I3QgvzuvXqxpP4tz3vo8zXd8zsLqdweCIiIiI6BARipJtDr76+lVNeU3C1XD47Z/IbH5zr6bsmDl7XbLbGTYREdGhJFQV00MD2X5Id5Fai+PcL/0qvvsvftvo0t4bgyMiIiKiIifSaSih0KsB02sahKvv0hzcZsvbOreNfk1lZZBttl34iomIiHZPOpXE876vUHHsOI7U+4wu5729TXDELotEREREh5BkscB85AjMR45guzGNmkwWNAd/U68mZWUFIplEZm4Ombm5Nz/Bem0OR2G/po0BU+nG7XWlkCyWd/tGEBER7QCL1YaWj24YXYYhGBwREREREQBAttkgV1XBUlW1rflCCIi1NSirq28+gU7fSrcKEY8jHY8jPTOz/drc7lyYVFq2dei0/ubxQDKZ3vVbQURERFkMjoiIiIjonUiSBMnhgOxwwFJbu62PEUJAjcW2saopf3vdKtRIBGokgvTk5HaLg8njQcmpU3B1dsJ1qwvWurr3+GqJiIiKE3scEREREdG+JlQVajicdwLdmxqEr0INhV75PNaTJ+Du6oKrsxP28+e5IomIiIoWm2MTERERUVETmQwyS0uI37+PSKAbsd5eqLGYPm4qLYXrZgdcnZ1wXr8Ok9ttYLVERER7i8EREREREVEekUoh3teHSCCAaKAb6amp3KDZDMfly3B3dcLV1QVrfb1xhRIREe0BBkdERERERFsQQiD1/Dmi3d2IBAJYe/gIUFV93NrYCFdXJ9ydnbBfuADJzLagRER0uDA4IiIiIiLaJmV1FdHeXkQDAUR770KNRPQx2euF68YNuLo64bp+HSav18BKiYiIdgaDIyIiIiKidyDSacT7HiLa3Y1oIIDUxERu0GSC49IluLq64Oq8CZvfb1yhRERE74HBERERERHRDkgGg4gGuhHt7ka8rw9QFH3M6vPB1an1RXJcvADJYjGwUiIiou1jcEREREREtMOUUAjR3rvaaqTeXqihkD4mezxwXb+urUa6cR2m0lIDKyUiIno9BkdERERERLtIZDJYe/QIkUB2S1swmBs0meC4cEHri9TVBavfD0mSjCuWiIhoAwZHRERERER7KDU+jkh3N6LddxB/8ADIZPQxS0M93Otb2i5d4pY2IiIyHIMjIiIiIiKDKOEwYnfvItLdjdidHij5W9pcLjhvXIe7sxPOjg6Yy8oMrJSIiIoV/muBVgAAIABJREFUgyMiIiIion1AZDJYe/wY0UAAke5upJ6N5QZlGfYLF+DqvAl3VxesJ05wSxsREe0JBkdERERERPtQanIS0e47iHYHEPv6AZBO62OWujq4urrg7uqE4/JlSFargZUSEdFhxuCIiIiIiGifU6JRxO7eQzQQQLSnB8rKij4mO51wXr8OV2cnXDc7YC4vN7BSIiI6bBgcEREREREdIEJRsPb4G0S7tVPakqOjuUFJgv3cObi6uuDq6oStqYlb2oiI6L0wOCIiIiIiOsBSL6b1ECn+1VcQ+Vvajh3TViJ1dsJx9QpkbmkjIqK3xOCIiIiIiOiQUKIxxD6/p/VGunMHytKSPiY5HHBd+xiuzi5tS9uRIwZWSkREBwWDIyIiIiKiQ0ioKhJPniASCCAa6EZyeDg3KEkoOXsG7q4uuDo7YWtp4ZY2IiLaFIMjIiIiIqIikJ6ZQaS7G9HubsTvfwmRSulj5poauDpvwt3VBcfVq5BtNgMrJSKi/YTBERERERFRkVFjMcS++CIbJN2B8vKlPibZ7XB+/DHcXZ1w3bwJc2WlgZUSEZHRGBwRERERERUxoapIPH2KaCCASHc3kgODBeMlZ87A1dUJd2cnbG1t3NJGRFRkGBwREREREZEuPTeXPaWtG7H79yGSSX3MXFWlndLW1Qnnhx9CLikxsFIiItoLDI6IiIiIiGhT6toaYl/cRzQQQLS7G5nFRX1MKimB86OPtCCpsxOWqqMGVkpERLuFwREREREREb2RUFUkBgazq5ECSDx9WjBecupUdjVSF0ra2yDJskGVEhHRTmJwREREREREby09v4DoneyWti++gEgk9DFzZaUeIjk/+hCy3W5gpURE9D4YHBERERER0XtREwnE7t/XeyNl5uf1Mclmg/PDD+Hqym5pq642sFIiInpbDI6IiIiIiGjHCCGQHBxEJBsiJZ48KRi3tbXB3ZXd0nbqFLe0ERHtcwyOiIiIiIho12QWFxG9cweR7m7E7n0Osbamj5kqj8B18ybcnZ1wfvwxZIfDwEqJiGgzDI6IiIiIiGhPqMkk4l9+iWh3NyKBbmRmZ/UxyWqF4+pVuLo64e7shKW21sBKiYhoHYMjIiIiIiLac0IIJEdGEA0EEAkEkPjmCZD3esPW0qKHSCVnz3JLGxGRQRgcERERERGR4TIvXyJ6pwfR7m7E7t2DGo/rY6aKCrg6OuDq6oTz42swuZwGVkpEVFwYHBERERER0b6iplKIf/U1ooEAooEA0jMz+phkscBx5QpcXV1wdXbCWnfMwEqJiA4/BkdERERERLRvCSGQHB1FNNCNaHc31vr7C7e0NTXpIZL93FlIJpOB1RIRHT4MjoiIiIiI6MDILC8j2tODaKAbsbt3ocZi+piprCy7pa0LzuvXYHK5DKyUiOhwYHBEREREREQHkkilEH/wAJFAt7al7cWL3KDFAucHl+Hq7ISrqwvW48eNK5SI6ABjcERERERERAeeEAKpsTFEu7sRCXRj7dEjQFX1cevJE3BnQyT7uXOQzGYDqyUiOjgYHBERERER0aGTWVlBrLcX0e5uRHvvQo1E9DGT1wvnzQ64u7rgvH4dJrfbwEqJiPY3BkdERERERHSoiXQa8b4+RAPdiHQHkJ6YzA2azXBcvgxX5024u7pgbWgwrlAion2IwRERERERERUNIQRSwXFEAwFEAwHEHz0CFEUft/r9cHV1wd3VCfuFC9zSRkRFj8EREREREREVLWV1FdHeu9ktbb1Qw2F9TPZ64bpxQ2uwfeM6TF6vgZUSERmDwRERERERERGyW9oePUI0e0pbanw8N2gywXHxIlxdXXB1dcLm9xtWJxHRXmJwREREREREtIlkMIho9x1Eu7sRf/CgcEtbQ4MWInV2wnHpIiSLxcBKiYh2D4MjIjowVFUgkshgdS2F1XgaZQ4rjpfbIUmS0aURERHRIaeEw4jdvYtIoBvRnh6ooZA+JrvdcN24rgVJN27AVFpqYKVERDuLwRER7bmNAdDqWhqr8ezjeBor8RRC2Wsr8bT+OLSWhrrhx1C1pwRX/OW42liOq/5ynKh0MUgiIiKiXSUyGaz19yMSCCDafQepsbHcoCzDfvEC3NnVSNbGRv5tQkQHGoMjInpnqioQSWYQyoY9GwMgPRjSx7YOgLbLbTPD67DAa7dgZnUNK/F0wXiF06oFSf5yXPFX/P/s3WlsXOme3/ffqY1bLSSL4i5ukrq1kOzb3beXmemFzMCw4dhAkhe2X8TIxEHGQRLHgWHETuIAk8CGjcBv7ARJPEAS2A5sx3FiwDBgDMYGqe6+M1e93ia1tlpcJG6iWEXWRhZre/LiHBbrsCg1JZEsLt8PIDSb5+niYXeXWPrV8/s/utoZksfDizUAAHB0co8fKz05qdTEhDa/+loqFMrX/H19Co2POZW2d2UFAjW8UwB4eQRHAFwB0MaWvctnJ+BZz9ifqwyHEhW7gl43AGpu9Ku5IWD/1fVxQM0NfrU0+RVxPhdp8Mvv9bju+8dnad2aienWbFy3ZuN6ltp2fZ1wvc8JkqJ6f7BVN7rD8lU8BgAAwGEqplLK/OIXSk9MKH3zMxU3NsrXPMGgmj76SKHxMTV98ol8LS01vFMAOBiCI+AMMcYOgDYyu7t9dmtfzsdONazy48RWXsVXTICCdT5FnICnuSGgSKNfLfsEQOWP9wmADosxRnOxTd2aielLJ0ha3NhyrWkKePXugL0j6YPBVo32NivgI0gCAACHzxSL2vr+e/uUtskJbT/8cfeix6OGn/1MwbExhcbHFLh8mUobgBOJ4Ag4gXYCoPIun33mAG1UVsOcYOgwAqDmRr9aGu0AqLnB/ngn7Nn5eCcEOqoA6DAtrG/q1kzcCZJimottuq7X+Tx6p69FHwy16v3BVr3T16J6v7dGdwsAAM6y3MKCHSJNTCjz1VdSfrdy7+/tVXBsTMHxMTW+9548VNoAnBAER8ARqgyANlxVr5062P41sI3XCICaAt7yzp69O35anLCnuTFg7wpqtGtgkQb/udl18zSZ1a3ZuL6cjenWTFwPV9Ou636vpbd6m50gKap3+1sUrPPV6G4BAMBZVUxn7Erb5KTSN2+qGI+Xr3kaG9X0kXNK26efyNfaWsM7BXDeERwBB2CMUXq74Br6vL5pB0Ab+1S/Kj8+tADoeXOAnGrYeQuADkssva2v5uxa262ZuO6tJFX5W53XY2m4O6wPhqJ6f6BV7w20KtLor90NAwCAM8cUi9qamlJ68qbSExPa/uGH3YuWpYa33nJ2I42r7o0rVNoAHCuCI5wr+wVA5dpXuQ62pwZ2SAHQ8+YARRorKmANfqciFiAAqpHEVl5fz9nVtl/OxnV7MeH6b29Z0tXOcHlG0vuDrYoG62p4xwAA4KzJLy4qNTmp9ORNbf7ylzKVlbbu7nKI1PjB+1TaABw5giOcSpUBUOXg5701sMSeE8I2NvMqvGIA1BjwVlS9qucA7Xy8UwPbOTK+zse8nNMss13QN/Pr5RlJ3z9JKFcsudZcbg+WQ6QPh6LqCNfX6G4BAMBZU8pklP6DP3AqbZ+puLZWvmY1Nir4G79uB0mffipfW1sN7xTAWUVwhJoyxiiTK7qHPu+pga07AdDeE8JeJwDaCXj2mwO0twbWTACECtl8Ud893igHSd8+Xlc27w6S+qONTpAU1QeDreptaWBLOQAAeG2mVFL29m2lJiaUnryp7Xv3XNfrR0cVGncqbW++yesPAIeC4AiH4nkBUHUNrPrj1w2AInsGPbdUzAHarwZGAITDlCuUNL24UZ6R9PVcXJlc0bWmO1Jvz0hy6m2DbU28kAMAAK8tv7ys9M2bSk1MaPMPfymTy5Wv+bq6FBz7VKGxMTV++KE8dVTrAbwagiO4GGO0mSuWj4BPbOXdH2dy+8wBsncE5Yuv9v9Hg9/rVLvsXT8tTXYA1LxPDaylyV4TbvBzZDpOpEKxpLvLSXtG0kxcX83FldjKu9ZcCNWVQ6QPBqO60h6Ux0OQBAAAXl1pc1OZX/5S6YkJpSYnVXxWUWlraFDTr/2aguN2pc3f3l7DOwVw2hAcnVE7AdCGE/ZUzgFKOLt9qucAvX4AtFPranleDaz8sb0ziAAIZ12pZPTgaapcbftyNq61dM61pqXRr/cGdmckXesKy0uQBAAAXpEplZS9c9eeizQxoezdu67r9cPDdog0Nqb669fZCQ3ghQiOTrjKAOhFNbDKOUD2gOh81QDfg6oMgJorql6VNbDdjwPltQRAwE8zxujRs0w5SLo1E9dKMutaE6rz6ecDLfaMpKFWjfRE5Pdyyh4AAHg1+adPlZ68qfTEhDJ/+Icy29vla76ODnu49tinavq1X5OnnkM+ALgRHJ0gxhj9+X/4zZ4Twl49AKr3eyoGPdszfyprYC2NlR8TAAG1YIzRk/iWHSLNxvXlbFyP45uuNQ1+r97tbynX29662MzzFAAAvJLS1pZdaZu8qfTkpApPn5avWfX1avrwQwXHxxUc+1T+jo4a3imAk4Lg6IQZ+Z3fUypbcH1uvwDIderXnhPCdo6M5w+WwOm0tLGlr+bsGUlfzsb06FnGdT3g8+hnF5vLM5Le6W9WY8BXo7sFAACnlTFG2bs7lbZJZW/fdl2vv37dCZHGVH/juiwPO6CB84jg6ISZfLCqeqcqthMQEQAB59uz1La+movr1oy9K+n+Ssp13eexNNIbsWckDUb17kCLwvX+Gt0tAAA4rfKrq0rfvKn0xKQyf/AHMtndOr3vwgUFxz5VcHxcTR9+KE9jYw3vFMBxIjgCgFNmYzOnr+bWdWsmpi/n4rq9mFCp4rdnjyVd7w7r/QF7RtL7A61qaQrU7oYBAMCpU8pmtXnrllLObqTCykr5mlVXp8YPP1DI2Y3k7+ys4Z0COGoERwBwyqWyeX0zv16ekTS1sFF1OuKbHSF7RtKQfXpbe4jBlwAA4GCMMdp+8EDpiQmlJiaVnZ6WKv5sWHftmkLjYwqOj6v+xg0qbcAZQ3AEAGfMVq6o7x6v65ez9oyk7x5vaLvgHrI/1NZUESRF1dPcUKO7BQAAp01hbU3pmzeVmphQ5g/+UGZz92AP74U2BT/9VKHxcfuUNiptwKlHcAQAZ9x2oaiphUR5RtI38+vazBVda3pbGsozkt4fbFV/tFGWZdXojgEAwGlR2t7W5pdflncjFZaXy9esQMBdaevqquGdAnhVBEcAcM7kiyXdWUraM5Jm4/pyLl51mmNHuE7vD0adk9tadbk9SJAEAABeyBij7R9+cEKkCWWnqittwTF7N1L98DCVNuCUIDgCgHOuWDK6v5LUrZl4OUiKZ3KuNa1NAb0/sDsj6WpnWF4PQRIAAHg+u9L2mdKTE0r/4g/2r7SNjanp13+dShtwghEcAQBcSiWjR8/SzoykuG7NxLSa2natCdf79N7A7oyk4e6wfF7eNQQAAPvbrbRNKjU5ocISlTbgtCA4AgC8kDFG87FN3Zq1ZyTdmolrcWPLtaYx4NW7/S36cMiekTTaG1Gdz1ujOwYAACfZbqVtUumJCW1NTbkrbVevKjg+ptDYmOpHRqi0ATVGcAQAeGkL65t2rW02rluzcc2uZVzX63wevd3XrA+cOUlv97WoIUCQBAAAqhViMbvSNjGhzC9+oVJlpa2tTcFPP1FwbEzBX/91eZqaaninwPl06MGRZVlzklKSipIKxpifW5bVKun/ljQgaU7SnzLGrFv2pNW/I+mPS9qU9FvGmG+dx/kPJP0152H/ujHm77/o6xIcAUDtrCazulUOkmL64Wnadd3vtTTa26wPBu0ZSe/2tyhU76/R3QIAgJOqlMtp89aXSk/au5HyS0vla1YgoMYPPijvRvJ3d9fwToHz46iCo58bY9YqPvc/SoobY/6WZVl/VVKLMeavWJb1xyX9BdnB0QeS/o4x5gMnaPpa0s8lGUnfSHrXGLP+vK9LcAQAJ0c8k6vYkRTT3eVk5Q50eSxpuCfiBElRvT/QqkgjQRIAANhlV9oeKj0xofTkpLa+/95daXvzTTtEGh+n0gYcoeMKjh5IGjPGLFuW1SVp0hjzpmVZf8/5+B9Xrtv5ZYz5887nXev2Q3AEACdXYiuvb+bj5RlJ04sJFUu7P1MsS3qzI1SekfT+YKvagnU1vGMAAHDSvLDSFo0q+OmnCo5TaQMO21EER7OS1mXvFPp7xpjftSxrwxjT7Fy3JK0bY5oty/qXkv6WMeYL59q/kfRXZAdH9caYv+58/r+TtGWM+dt7vtZvS/ptSerr63t3fn7+IN8HAKDGMtsFfft43Tm1La5fPdlQrlhyrbl0oUkfDNkzkj4YjKozUl+juwUAACdNKZfT5pdf2buR9lba/H53pa2np4Z3Cpx+RxEc9RhjFi3Lapf0+7KraP9iJzhy1qwbY1peNziqxI4jADi9svmifvVko1xt+2Z+Xdm8O0jqa20sz0j6cCiq3pYG2e9FAACA88wYo+2HD+1T2iYntfWrX7krbW+8oeD4uELjY6ofHaXSBrykIz1VzbKs35GUlvQfi6oaAOCAcoWSphcT5SDp67l1pbcLrjVdkfryjKQPhlo11NZEkAQAAFSIx3crbV98UV1p++QTBcfH1PTrvyFvkEob8FMONTiyLKtJkscYk3I+/n1J/4Ok35QUqxiO3WqM+a8sy/q3Jf3n2h2O/XeNMe87w7G/kfSO89Dfyh6OHX/e1yY4AoCzq1As6d5ySrdmY7o1G9dXc3FtbOZda9qCdeUdSR8MteqN9pA8HoIkAADOs1Iup82vvrJ3I01MKL+4WL5m+f1qfP/98m4kKm3A/g47OBqS9M+dv/VJ+kfGmL9hWVZU0j+V1CdpXtKfMsbEnXlH/7OkPyZpU9J/aIz52nmsPyfpv3Ee628YY/7PF31tgiMAOD9KJaMfVlPlGUm3ZuNaS2+71jQ3+vXeQGt5RtK1rpB8XramAwBwXhljlPvxR6WcEGnfStvYmILjY2oYHZXl9dbwboGT40iraseJ4AgAzi9jjGbWMk6QZO9KWk5kXWuCdT6929+iD4bsIGmkJ6KAjyAJAIDzqhCPK/3ZZ0pPTNqVtkymfM3b2mqf0jY2pqbfoNKG843gCABw5hhjtLC+pVtOkPTlXFzzsU3Xmnq/R+/2t+j9AXtG0s8uNqvezzuLAACcRyaXU+arr5SevGlX2hYWytcqK23BsTEFeqm04XwhOAIAnAvLiS1n2HZcX87G9eNq2nU94PXoZxebyzOS3ulrUVOdr0Z3CwAAaqVcaZucVHrCOaWttHvaa92VK+UQqeEtKm04+wiOAADn0lp6W185QdKt2bjuryQrxxzI57E03BOxZyQNterd/lZFGvy1u2EAAFAThfV1pW/eVHrypjKff15dafvkEwXHx6m04cwiOAIAQNLGZk5fz63r1mxMX87GdXspqWJp9+eeZUnXu8L2jqTBVr0/GFVrU6CGdwwAAI6byeW0+fXX5d1I+SdPdi/6/Wp67z17N9L4mAK9vbW7UeAQERwBALCP9HZB38yv2zOSZuP6fmFD+aL75+CV9mB52PYHg61qD9fX6G4BAMBxM8Yo9+iRUhMTSk/e1NZ33+2ptF1WcGxcwfFxKm041QiOAAA4gK1cUd89WdetGXtG0reP17VdKLnWDLY16f0Bu9r2/mCrelsaa3S3AADguBXW15X57DOldk5pS+/OU/S2tOxW2j76DXmDwRreKfByCI4AAHgF24WiphcS5RlJ38zFlckVXWt6mhvKM5LeH4xqINooy7JqdMcAAOC4mFxOm998Y+9G2rfS9nN7N9K/NU6lDScewREAAIegUCzpzlKyPCPpy9m4ktmCa017qM45tc2utl1pDxIkAQBwxhljlJuZUXpiQqmJyapKW+DyJYXGdyptb1Fpw4lDcAQAwBEolowerKRcQVIsk3OtaW0K6L2BFr3vzEi61hWW10OQBADAWVZYX1fm88+VmphQ5vM9lbbmZgU/3am0fUSlDScCwREAAMfAGKNHz9L6pTMj6dZsTE+T2641oXqf3htoLZ/cNtwTkd/rqdEdAwCAo2ZyOW1++215N1L+8ePdi+VK25iC4+MKXLxYuxvFuUZwBABADRhj9Di+qVszcWdOUkwL61uuNY0Br97tb9EHg/aMpLcuRlTnY/s6AABnkTFGudlZJ0Sa0Na3+1TanBCp4Wc/o9KGY0NwBADACbG4saUvnWrbrZm4ZtYyrusBn0dvX2wuz0h6p69FDQFeNAIAcBYV1teV+eILpScmlP78C5VSqfK1cqVtbMyutIVCNbxTnHUERwAAnFCrqWx5PtKtmbgePE25rvs8lkZ7I/pgKKr3B1v18/4Wher9NbpbAABwVEw+r81vvlF6YlKpyQnl5ysqbT6fGt/7uT1ge2xMgb6+2t0oziSCIwAATon1TE5fzu3OSLq7lFSp4kezx5JudEfKM5LeG2hVS1OgdjcMAAAO3W6lbVLpiQltfvutu9J26ZJC42MKjo3ZlTafr4Z3i7OA4AgAgFMqmc3rm7n18oyk6YWECiX3z+qrnSG93des690RXe8K61pXSI0BXkACAHBWFDc2lP78cztI+vxzd6UtElHTp58otHNKG5U2vAKCIwAAzojNXEHfzm/oy9mYfjkb16+ebChXKLnWWJY02Nak611hXe8O64YTKF0I1dXorgEAwGGxK23fKj1p70bKzc/vXvT51Pjzn9u7kcbHqbThwAiOAAA4o7L5oqYWEppeTOjOUkJ3l5L6cTVdtStJki6E6nS9K6wb3XagdL0rrIFokzweqwZ3DgAADsP2jH1KW3py0q60FYvla4GhIQXHxxTaOaWNShueg+AIAIBzZLtQ1MOnad1dSurucrL81/R2oWptY8Cra13hit1JYb3REVK9n5PcAAA4bexK284pbftU2j75RKHxMTV9/DGVNrgQHAEAcM6VSkZP1jfLIdKdJTtQWklmq9Z6PZYuXWhydidFyruTGMINAMDpYfJ5bX77nR0i7Vdpe/fd8m6kQH9/7W4UJwLBEQAA2Fcsva17yym75ubsTnr0LK19mm7qjtSXQ6Sd2Um9LQ2yLKpuAACcdNt7T2mrrLQNDio4Pq7Q+Jga3n6bSts5RHAEAAAObCtX1IOnKWd3UkJ3lpK6v5zSVr5YtTZU79O1nblJTqB0pT2kgM9TgzsHAAAHUUwk3JW2ZLJ8zROJKPjxxwqOjyn48cfyhsM1vFMcF4IjAADwWoolo7lYRneXnJrbclJ3lxJaS+eq1vq9lq60h1y7k653hxWu99fgzgEAwIuYfF6b331X3o2Um5vbvbhTaRsbU2h8TIGBgVrdJo4YwREAADgSq8ms7lQM4L67lNRcLKP9Xk5cbG3YnZvkBEpdkXqqbgAAnCDbs7NKT960K23ffLNvpS049qka33mHStsZQnAEAACOTXq7oAcrSdfupPsrKeUKpaq1LY3+qrlJQ21N8nmpugEAUGvFRELpL76wdyN9/rlKiUT5WrnSNjam4McfyRuJ1PBO8boIjgAAQE0ViiU9epbR3eWE62S3jc181dqAz6OrnSFnd5IdKF3tDKupjnc1AQCoFVMoaPPbb8u7kXKzs7sXvV7nlDZ7N1Ld4GDtbhSvhOAIAACcOMYYLSeyFUGSfbLbk/hW1VrLkgaiTXt2J4XVHqqvwZ0DAIDc3JxSk5NKT0xq8+uv3ZW2gQEnRBpT47tU2k4DgiMAAHBqJLbyur9cOYQ7qYerKeWL1a9R2oJ15TBpZ3fSQLRJXg9zkwAAOC7FZFLpzz+3dyN99pm70hYOO6e0jVNpO8EIjgAAwKmWK5T0cDXlqrndW0oqtV2oWtvg9+pqV8gOkroiTtUtpHq/twZ3DgDA+WIKBW19951SE5NKT04qNzOze9HrVeM779gh0vgYlbYThOAIAACcOcYYLaxv2RW3it1JS4ls1VqPJV26EKzYnWQHSq1NgRrcOQAA50dufl6piQmlJ2/albbC7ps+gf5+J0QaV+M7b8vy+2t4p+cbwREAADg34pmc7jkh0s7spEfPMiqWql/jdIbryxW3ndlJF1sa5aHqBgDAoSsmk8p88YW9G2m/SttHH9lB0icfU2k7ZgRHAADgXMvmi/rhqV1125mddG85qc1csWptqM6na13uMOlKR1B1PqpuAAAcFlMoaOtXv7J3I03sU2l7++3ybqS6ISptR43gCAAAYI9SyWgulilX3HZmJz1LbVet9XksXW4Plitu17vsX5FGttQDAHAYcvPzSk9OKrVzStveStvYmF1pe/cdKm1HgOAIAADggFZTWd1bTrlmJ82uZbTfS6TelobyrqSdUKk7Ui/LouoGAMCrKqZSTqVtQpmbn6lYWWkLhRT82Km0ffyxvM3NNbzTs4PgCAAA4DVs5gq6t5za3Z20lND9lZS2C6WqtZEGvzOA26m7dYd16UJQfq+nBncOAMDpZgoFbX3/vdITE0pNTCr36NHuxXKlzd6NFBgc5M2bV0RwBAAAcMgKxZJm1zLlips9Pymh9c181dqAz6M3O0IVu5PCutoVVrDOV4M7BwDg9Mo9fuxU2ia0+ZW70ubv71NobFzB8TE1vvsulbaXQHAEAABwDIwxeprcdtXc7iwl9Ti+ue/6gWjjbs3NCZXaQ3W8WwoAwAEUUyllfvELpScmlL75mYobG+VrlZW2po8+kq+lpYZ3evIRHAEAANRQMpvX/eWU7i4lyqe6/fA0pXyx+nVXWzDgOtXtRndEg21N8noIkwAAeB5TLGrrV78q70bK/VhRafN41PDO2wqNjys4NqbA0BBv0uxBcAQAAHDC5AolPXqWLtfc7i7bu5SS2ULV2nq/R1c7d2tu17vCutoZVkPAW4M7BwDg5Ms9eaL0xKTSkxPKfPW1lN+tkvv7+hQaH1NwbEyNP/85lTYRHAEAAJwKxhgtrG+Vh3DfWUrq3nJpkIXOAAAgAElEQVRSixtbVWs9ljR0IViuuO0M5I4G62pw5wAAnFzFdFqZL76wg6SbN92VtmBQTR9/pND4uJo+/vjcVtoIjgAAAE6xjc1cxYludtXt4WpaxVL167aOcF3FEG57dlJfa6M8VN0AALArbc4pbenJSW0//HH3osejhrfftncjjY+fq0obwREAAMAZk80X9fBpulxx29mdlMkVq9YG63y61hWq2J0U0RudQdX5qLoBAM63F1baLl5UcHxMofFx+5S2QKCGd3q0CI4AAADOgVLJ6HF80znNbfdkt6fJ7aq1Po+ly+0VVTen7tbceHZfFAMA8CJ2pc05pe2zz1RcXy9f8wSDavroI4XGx9T0ySdnrtJGcAQAAHCOraW3yyGSvTspoZm1jPZ72dfT3FAOkXb+2tvScG626gMAIO1U2qacStvEvpW24NinCv3mb6puaKh2N3pICI4AAADgspkr6MFKytmdZAdK91eSyuZLVWvD9b5yxe2GszvpcntQfq+nBncOAMDxyy0s2JW2iQllvvqqXGkL/ZE/ot7/6e/W+O5eH8ERAAAAflKxZDS7lraDpIph3LFMrmptwOvRlY6gHSR1hXW9O6JrXSGF6jnSGABwthXTGWV+YVfagmNjCv+xP1rrW3ptBEcAAAB4JcYYraZ2q247s5PmYpv7ru+PNtpBUldYN3rsXUod4TqqbgAAnGAERwAAADhU6e2C7lXsSrq7nNSDlZRyxeqqW2tTwA6SKoZwD10IyushTAIA4CQgOAIAAMCRyxdLevQsXQ6Tdipvia181dp6v0dvdu4O4b7RHdbVzpAaA74a3DkAAOcbwREAAABqwhijpURWdxYTu3OTlpNaWN+qWmtZ0mBbk250R1ynul0I1dXgzgEAOD8IjgAAAHCiJDbzdpC0vLM7KaEfV9MqlKpfi7aH6sohkr07KaL+1kZ5qLoBAHAoCI4AAABw4m0Xinr4NF3elbTz1/R2oWptY8Craztzk5xA6Y2OkOr93hrcOQAAp9vLBEeUygEAAFATdT6vhnsiGu6JlD9XKhk9Wd90hUl3lpJaSWb1zfy6vplfL6/1eixdvhAs70660R3Wta6wWpoCtfh2AAA4k9hxBAAAgBMvlt7WveWU7iztzk569CytfZpu6o7U22FSd0TD3WGN9jarM1J//DcNAMAJRVUNAAAAZ95WrqgHT1PO7qSE7iwldX85pa18sWpte6hOo70RjfQ0a/RiRKM9EUWDDOEGAJxPBEcAAAA4l4olo7lYplxxm17c0NRCQqls9dyknuYGO0zqjeit3mYN90QUafDX4K4BADheBEcAAACAwxij+dimvl/Y0PRCQlOLCd1eTGgzV70zaSDaqNHeZmd3kj1/qamOsaAAgLOF4AgAAAB4gWLJaOZZWt8vJDS9sKGpRbvqliuUXOssS7p8IVjelTTSG9H1rjCnuQEATjWCIwAAAOAl5Ysl/fA0pemFhB0oLW7o/nJKhT0TuH0eS290hDTaGynvTnqjI6SAz1OjOwcA4OUQHAEAAACHIJsv6v5KStMLG87upIQerqaqTnML+Dy61hXWaM/uzKTL7UF5PVZtbhwAgBcgOAIAAACOyGauoDtLSU3t1NwWEppZy1Sta/B7daM7XN6VNNob0UC0SR7CJABAjREcAQAAAMcomc3rtjN42666bWhhfatqXajOp+GeiEYvRjTaYwdKvS0NsizCJADA8SE4AgAAAGosnslpejGhqScb5UBpJZmtWtfS6NdIb7NGeyLluUmdkfoa3DEA4LwgOAIAAABOoNVkVlPOzqQpp+YWz+Sq1rWH6jTaG9FIT7OzOymiaLCuBncMADiLCI4AAACAU8AYo8WNLU3vCZNS2ULV2p7mBjtM6rVrbiO9EUUa/DW4awDAaUdwBAAAAJxSxhjNxzb1/cJGOVC6vZjQZq5YtXYg2lgevj3SE9FwT0RNdb4a3DUA4DQhOAIAAADOkGLJaOZZWt/vnOS2mNCdpaRyhZJrnWVJly8ENdIb0Vu99q6k611h1fu9NbpzAMBJRHAEAAAAnHH5Ykk/PE05p7glNL24ofvLKRVK7tf3Po+lNzpC5ZrbW73NeqMjpIDPU6M7x0mTSWyrvskvL/9PAOcGwREAAABwDmXzRd1fSWl6YcPZnZTQw9WU9mRJCvg8utYV1mjPbph06UKTfF6Cg/OgWCxp5ceEZqfXNDe1psTqlvz1Xl281qqBkaj6bkTVFGEYO3CWERwBAAAAkCRt5gq6s5TU1E7NbSGhmbVM1boGv1c3usO7M5N6IxqMNsnjsWpw1zhs2Uxej+/GNDcV0+M7MW1v7g5g9wU8KuTctcf2/pD6h6PqH2lTe19IFv8fAGcKwdEJ8y/+zncqFox8AY98fq+8fo98zi9vwGt/XHnN+di+vvuxL+CR1+eRL7B7zcu7QgAAAHhJyWxetxcTTpiU0PcLG1pY36paF6rzabgnotHeSDlQ6m1pkGURIpwGG083NTu1pvnpNS39mJCp2HrW0tmogZE2DYy2qXMorPTGtuanY5q/HdPCg3UV87tBUkM4oP7hqAaGo7p4rVWBBgawA6cdwdEJ8/f+wqQK+dJPL3wFlsfaDZX8TsgUcEIp18d7Aij/wQOrvdd4twEAAODsiWdyml5MaOqJPXx7eiGhlWS2al1Lo18jvc0arQiUOsJ1hEknQKlY0vKjhOam1jQ3HdPG083yNY/HUteVSDksam5vfO7j5HNFLd5f19ztmOan15Re3959HK+l7ivNdpA00qbmjuc/DoCTi+DohFmZTaiQK6mQK6qYL6mQtz8u5Ev23zsfl/8+X1Qx56zLF+1/dr+1uaJq8Z/P47NeEEJVBFa+ih1VBwmsyuGX+5rX5+GFCAAAQA2sJrOaWkhoajGhKafmFs/kqtZdCNXprd6IRnp2a25tQWbkHIcXVdDqGn3lgKfvRqvqGv0v/fjGGMWXMpqbXtP8dEwrMwnXn0EiFxrUP2J/je4rzQzYBk4JgqNzwhijUtGUg6hifv+A6acCq+IL1u0EVJXB1rGz5IRQB9g1RQUQAADgyBhjtLixpek9YVIqW6ha29PcoJGeiEYvRjTa06yRnogirxBcoNrG003NOYOt91bQmjsaNTDapsHRqDqHIvIc8uvabNoJqqargyp/nT1gu38kqv5hBmwDJxnBEY6MMcYdULl2RO1+vPN5O6By/j5fsndSFdxh1E8FVqXi8f8/SgUQAADgYIwxmo9t6vuFjXKgdHsxoc1csWrtQLRRI73Nzu6kiG70RBSsY17OTykVS1qZSWh2Kqa5qTVXBc3yWOreqaAdc3WsVCxpZTbpzEZaU2zRPXT9Ql/I3o003Kb2fgZsAycJwRHOlFLJVO+oqgypqABSAQQAACdKsWQ08yyt73dOcltM6M5SUrmCe/e6ZUmXLwQ10huxZyZdbNb1rrDq/d4a3fnJsb2Z1+M7cc1Ore1bQeu7EdXg6KtX0I5CKp7V/PSa5m7HtHB/z4DtkN8+pW24TRevt6qOAdtATREcAa+hsgJYVek7YAWw/HkqgFQAAQCAJClfLOmHpynnFLeEphc3dH85pULJ/ecRr8fSGx0he1dSr11ze7MzpMA5mJ2zsbrpDLZe0/LDhEp7K2gjUQ2Mtqnr0uFX0A5bIVfUwoN1zd+OaW56Tel4xYBtZ1B3/3CbBkaiau5o5A1N4JgRHAGnDBXA3R1VwZZ6dQ2F1XmpWeG2el5EAABwhmXzRd1fSdm7khYSmlpI6OFqSnuyJAW8Hl3rCmm0t9kOk3ojunwhKN8JD09+SmUFbX56TesreypolyMaGD3+Ctph2xmwvRMirTxyD9gOX2jQwHBU/SNR9Vxpkdd/uv+7AqcBwRGAn1SuABZKu2HUS1QAd3dVHV0FsCEcUNeliDqHIuq6FNGFiyFeSAAAcMZt5gq6s5TU1E7NbSGhmbVM1boGv1c3usMa6Y3oLSdQGow2yXPC5+hsbxX0+I49q2j+TkzbmeoK2sBoVH3Xo6pvOhkVtMO2cxLc/HSs6t+Br86ri1dbNDDSZg/YbmbANnAUCI4AnDgHqgDmilpf2dTyo4RWZhLKpvOux/D6PGrvD6mzIkxqCAVq9B0BAIDjkszmdXsx4YRJCX2/sKGF9a2qdaE6n4Z77B1JO4FSb0tDzXcwb6xuan46ptmpNS0/3HBV0CLtDfYpaCNt6rwcOXfV/lLJ6OlsUnPTa5qfjim2mHZdb7sYtEOkkag6+sMM2AYOCcERgFPPGKPE6pYdIj3a0PJMUuvL1e82Rtob1DUUscOkSxG1djbxggIAgHMgnslpejGhqSf28O3phYRWktmqdS2Nfo30Nmu0ZzdM6gjXHWmYZFfQkuV5RXsraF2X7Ara4OjprqAdhVQ8q/nbdnVv4f66CnsGbPfdiKp/OKq+G1EGbAOvgeAIwJmUzeS1MmPvRlp5lNDT2aTrxYRkb/HuGIyo65I9J6ljICx/HSezAABwHqwms/aspMWEppyaWzyTq1p3IVRnn+LW21zendQWfL1KVLmCNr2m+dvu+lWgwaf+G60aGG1T342zW0E7bIVcUYs/bJRPakvFdoNBj8dS12V7wHb/SFQtnQzYBl4GwRGAc6FYLCm2kHZ2JSW0/CihzMa2a43lsdTWG1TnpUh5Z1Kotb5GdwwAAI6TMUaLG1ua3hMmpbKFqrU9zQ0a6Ylo9KJ9kttIT0SRnzjmPvFsU3NTdli09AMVtKNkjNH68mY5mFt+lJCp+PcdbqtX/0ibBoaj6n6jWT4/bxwCL0JwBODcSsWzdojk7EpaW0i7XlRIUrClzjUnKdob5MUcAADnhDFG87FNfb+wUQ6Ubi8mtJkrVq0diDaWa26jvRFd6worvZixK2hTz6mgjbRpYDSqls6m4/y2zp1sJq8n9+Kam17T49txZTO7szF9AY96r7ZqYCSq/uE2BVsYsA3sRXAEAI5ctqDV+ZQ9J+lRUk9nE9redL/L6At41DEQLodJnUMRtpADAHCOFEtGM8/Sds1twZ6ZdGcpqVyhpICRBvNeXcp7NFjwqtHs1qG8dV7132jV0FsX1D9MBa1WSiWj1blkeTfS2pPqAdv9w1ENjLSpfSB84k/eA44DwREAPIcpGcVXMlrZqbfNJJRYrT6VpaWrSV1D9pykrksRRdprfyILAAA4HolnW3r0/TPd++apNuZSUsUfmdY9JT3yl/Sjr6hFX0mW19IbHSG95cxKGu1p1pudIQV87GaulfS6PWB7bjqmhftxFXK7MzHrg37134iqfySqvuutqvuJOiJwVhEcAcBL2EzmygO3V2YSWp1PqVhwD92uD/rL1bbOSxG194XkC9CdBwDgLCiVjJ7OJDQ3vabZqZjrJFfLkrouN6t/JKrua61aNgXdXkw4u5MSeria0p5WvAJej651hewgyRnAfflCUD6q8ceukN8ZsB3T/O01Jdd2B2zv1Av7R6IaGG5TSxcDtnF+EBwBwGso5kt69iRVMXR7Q1upvGuNx2vpQl/IHrrtVNyaIvTnAQA4LXJbBT2+G9fclF1vqpyRE2jwqe9GqwZG2n6ygraZK+jOUlJTCwlNO8O3Z9YyVesa/F7d6A5rpDeit3qbNdIb0WC0idrUMTLGaH1lU/PT9kDzvQO2Q9F6DQxH1T/Spp43GbCNs43gCAAOkTFGybUtp9qW1MqjDcWWMq5t65J9msfu6W3Nau3mxSAAACdJcm1Ls85g66WHGyoVK07lutCgQWewddeV5tc6OCOZzZd3JU0vJPT9woYW1qur8aE6n4adwds7gVJvC/X447K9mdfju3HN347Z4WG6esC2PRspqmALp/LibCE4AoAjtr1V0NOZ3dPbns4mld92n8bir/eqc9CZkzQUUcdQWIF6X43uGACA86eygjY3HVN8yV1B67wU0cBomwZG2tTSebQ1pXgmp+nFhKae2MO3pxcSWklmq9Y1N/o10rO7K2m0N6LOcD1h0hHbGbBtz0ZaqxqwHe0NlncjdQwyYBunH8ERAByzUrGk2FLGqbbZYVIq7n4xaFlSa0+wXG3ruhRRKMoLQQAADlO5guacsFW5iyRQ71XfjagGRtvUfyOq+mBtByOvJrP2rKRF5zS3hYTimVzVuguhOo327M5LGumNqC1IRf4opde3NX/b/n/oyf11FSreIKxv8qtvuFUDw226eL2V0/RwKhEcAcAJkF7fLg/dXp5JaO1xSqU90zMbIwGn2mb/unAxJC+nsAAA8FKSa1v2rqKpNS3+sKeC1lZv7yoabVP35eYT/XPWGKOlRLa8K2knTEplC1Vre5obNNKzW3Eb6YkowglhR6KYL2nx4Xp5NtLeAdudQ2F7HtZIVK1dTbwpiFOB4AgATqB8rqhn88ndodszCW1n3C8EvX6P2vtDzultzeocCqshGKjRHQMAcDKVSkZPZ5Oam1rT3PTa/hW0ETssOuoK2lEzxmg+tqnvFzY07exOur2Y0GauWLW2P9po70pyAqXhnoiCddTkD5MxRhtPNzXnnNK2/DDhemMw1Fqv/pGo+oej6n2zhVN4cWIRHAHAKbDzwmP5UaK8M2l9ZbNqXXNHY8XQ7YhaOhpl0asHAJwzuWxBT5xT0Ob2VND89V71XY9qcDSqvuHomX/TpVgymnmWtmtuC/bupDtLSeUKJdc6y5IuXQg6NbeIRnqbdaM7rHpOCzs021v2/5fz02uavxNzncTr83vUe7VF/c7pfKFWBmzj5CA4AoBTKpvOa6Vy6PZcUsW8+0VgXaPPrrYN2WFS+2BYft7NAgCcQeUK2nRMiz+sq1Q4nRW045AvlvTD05RziltC04sbur+cUmFPTd7rsfRGR8gOky5GNNrTrDc7Qwqc839/h8GUjFbnU5q7vab56ZiePU65rkd7mtQ/0qaB4ag6hiIM2EZNERwBwBlRLJS0tpCuGLq9oUzCPTTT47HUdjG4GyZdinBkLADgVNo52Wp2yp5XVFVBG6o4Ba3rdFfQjkM2X9T9lZSmnVlJUwsJPVxNaU+WpIDXozc6g7reFbZ/dUd0tSukcD0zk15HZmNb83dimp+O6fG9uGvAdl2TT33XoxoYiarvRpQB2zh2BEcAcEYZY5SKZ+1q24/2zqTYQlp7fysPttY51bZmdV2KKNrTJI+XdxIBACdPuYLmnIJWWfXZqaANjNozY856Be04bOYKurOU1NRCohwozaxl9l3b19roBEnh8l+7IpwI+yqK+ZKWHm6UdyMlnm2Vr+3M5eofjmpgpE2t3QzYxtEjOAKAcySXLejpXFIrztDtlZmEcln3wExfnVcdA2Fn6HZEnYNh1XHyCgCgRpKxLc1N2SdU7VtBcwZbd1+hgnYcktm87i+ndHcpobvLSd1dTuqHlbRyxVLV2uZGf8XOJPvXpQtB+XmD6qXYA7btGubyww3XgO1ga50Ghu1T2nrebGEkAY4EwREAnGOlktH6cqY8dHv5UULJine1JEmW1NrV5Bq6HbnQwLtbAIAjsVNB2zkFLbZYXUHrH4lqYLSN48xPiHyxpEfP0rq7lLR/OYHSxma+ai1Vt9eT2yroyb39d915/R71vtmi/uGo+keiCkcbaninOEsIjgAALpvJnD0nacaek7T6OOV6d1eSGkJ+dTohUtdQRBf6Q/Jx6goA4BXlss4fhqeeV0Fr1cBoGxW0U8QYo+VEVveW3WHSfKz6VFipuup2rTusbqpuL2RKRquPU/YpbbdjWp13D9hu7W7SwEhU/cNt6hwKM4oAr4zgCADwQoV8Uc8ep7X8aKNcb6t8QS9JHp+l9r6QPSfJCZQaw7ywBwA8XzK2pfnpmOam1rSwp4IWitqnoA2OtKn7DSpoZ0kqm9f9lZRrd9KDldS+VbdIg79qbtLldqpuz5NJbGv+dkzzt2N6cjeufOWA7Uaf+m7Y87/6b0RVH2SHFw6O4AgA8FKMMUo82ypX21YeJRRfzkh7fkSELzSUQ6SuSxG1dDVxlCwAnGOmZPS0XEGLKbaY3r1oSZ2DEQ2MMvD3PMoXS5p5ltHd5UQ5TLqz9Pyq25WOYNXuJKpubsVCSUs/bmh+Kqa522tKrLoHbHc4z7f+4TZFe3i+4cUIjgAAr217M6+VWXvo9vKjhJ7OJV3HyEpSoN5brrd1XoqoYyCsQL2vRncMADgOuWxBC/fWNTu9pvnpNXcFrW5PBS3ETlXsMsZoJZmtmpv0vKrbxdYGZ25SpDyIm6rbro2nm5q/bQ+ZX3q4oVKxYsB2S135lLaeqwzYRjWCIwDAoSsVS4otVg7d3lA6vu1aY1lStDdo70q6HFHnUEShVl7gAcBpl4pny4OtFx7sqaC12hW0gdGoeq60yOuncoSXs2/V7WlKuQJVt4PamSk2P23X2jaTufI1r9+jnjdanNlIUYXbGLANgiMAwDFJr2fLQdLKo4SePUnLlNw/V5oiAXtOkrMrqe1iUN5z/uIOAE46UzJ6Ou9U0Kb2q6CF7bCIChqOyH5Vt7tLSa1TdftJpmT07ElKc9MxzU+v7Ttg296NFFXnUIQB2+cUwREAoCby20WtziddYdL2ZsG1xuf3qH0gXD69rXMowjBHADgB8tvF8iloc7dj2qrYseCv8+ri9VYNjNgVNA5LQC0YY/Q0uV0VJs1RdXuhTGJbj+/END8d0+N7ceWz7gHbO8/tvhutnHB4jhAcAQBOBFMyWn+66Rq6vfG0+sVdS2djeVZS16WImjsaz92LOgCohd0KWkyLD9ZVrKgGUUHDaZHK5vVgJVUOku4uJ3V/5eBVt0sXggqck1P+ioWSln/c0NxtO0hyvS5zdhP2D7epfySqtt4gr8fOMIIjAMCJtZXOaWVmZ+j2hlbnUyrm3S/s6pp8rtPbLvSHGeoIAIfAlIxW51Oam17T7NSaYgvuClrHgF1BGxylgobTrVAsaWYt49qZdGcp8ZNVt2tOmHStK6xIw9nfEb2xuunMRVrT4sMN1/yyYEud+oajGhiOqvdqq/x1vBY7SwiOAACnRrFQ0rMnKa04O5KWHyVcAx0lyeOx1NYXcoVJTc11NbpjADhdyhW06TXNT7uH5vrqvOq71lo+wpsKGs6yl6269bY0VO1O6mluOLOBai5b0ML9dfv3itsxbSYqBmz7POp5s1n9w20aGGHA9llAcAQAOLWMMUrFshWntyUUX0xr74+rUGt9OUTqvBRRtLuJ4Y4A4EjFs5qfXtPsVHUFLdhap8GRNg2Mtqn7jWb5/OwiwPmW3i7o/nLyQFW3cL3PCZIi5UDpcvvZq7qZktHaQlpz03aVdXU+KVW8FmvpbFT/iB0idV6KcPDJKURwBAA4U3JbBT2dTWp5xhm6PZNwDXaU7MGtHYO7Q7c7hiKqa/DV6I4B4HiZktHq45Qzr2hNa0/2qaA5YVG0hwoa8FP2q7rdXU4qnslVrfV7LV1pD7l2Jp21qttmMqfHd2Kam47pyd2YchWvwwINPvVdb1X/SFT9N6JqCLFz8TQgOAIAnGmlklF8KaOVRxt2mPQooeRa1r3IkqLdTeoc2t2VFG47u9vLAZw/VNCA42WM0WpquypMml3L7Lv+rFbdisWSln9MaN6ptK2vuAds20G1/XtP20UGbJ9URxIcWZbllfS1pEVjzJ+wLGtQ0j+RFJX0jaQ/a4zJWZZVJ+kfSHpXUkzSnzbGzDmP8V9L+o8kFSX9F8aY33vR1yQ4AgAcVCax7Tq97dnjlEpF98+4hnDAPXT7YohTggCcKun1rOamY5qbWtPCg3XX4QLBljrnFLQ29VBBA45NerugBytJV6B0fyWl7XNSdUs829TcdEzzt2Na/GHdNWC7KRJQ/0ib+oej6r3aokA9u8FPiqMKjv6SpJ9LCjvB0T+V9P8ZY/6JZVn/m6TvjTH/q2VZ/6mkUWPMf2JZ1p+R9O8aY/60ZVnXJf1jSe9L6pb0ryW9YYwpPudLEhwBAF5ZIVfU6uNUeeD2ykxC2bT7JBWvz6P2/pA6nTCpcyjCu/IATpSDVdCiTgWNd/aBk6JQLGl2LePamXRn6exX3XYGbM/fjml+ek2ZigHbHp+lnjda1D8c1cBIVJELjTW8Uxx6cGRZVq+kvy/pb0j6S5L+pKRnkjqNMQXLsn5N0u8YY/6oZVm/53z8h5Zl+SStSLog6a9KkjHmbzqPWV73vK9LcAQAOCzGGCVWt1xDt9eXq7eWRy40lKttnZciau1skuXhD2IAjk8+V9TCvbgdFu052cgX8OjitVZ7Z9EIFTTgNHnZqltPc4MrTLreFVZvy+mpuhljtPYkrfnb9oDtp3P7DNgejqp/pE1dlxmwfdyOIjj6Z5L+pqSQpL8s6bck/dIYc9m5flHSvzLGDFuWdVvSHzPGLDjXHkn6QNLvOP/M/+V8/n93/pl/tudr/bak35akvr6+d+fn5w/yfQAA8NKymXx52PbKTEJPZ5Mq5NzbygMNPnUOhe0waSii9oEw26wBHLr0+rZzetGaFu7vU0FzBlv3vEkFDThrXrbqdm3P3KQr7aFTUXXbSuU0fyem+emYHt+NK7dVKF8L1Ht18bq9E6nvRpRQ/Bi8THD0k698Lcv6E5JWjTHfWJY19ro391OMMb8r6Xcle8fRUX89AMD5Vd/kt/8wNtImyR72GFtIl3clrTxKKL2+rcd34np8Jy5JsjyW2nqD5dPbOi9FFGqtr+W3AeAUMiWjZ09Smp1a09zUngqapPaBsAZHqaAB50Gwzqd3+1v1bn9r+XP7Vd3uLiUVy+R0azauW7Px8lq/19Ll9pB7EHdXWJHGk1V1awgFdPXDLl39sEvFYkkrjxKan45pbnpN6yubevTtqh59uypZUnu/U8MdYcD2SfCTO44sy/qbkv6spIKkeklhSf9c0h8VVTUAwBmXimddQ7fXFtIyJffPzmBLXXlOUteliKK9QbZbA6iSzxW1cH+9PK/oeRW0/uGomiJ1NbxTACdRVdVtOal7S0nNxjLa71URXnQAAA+1SURBVI/1p6nqllzbcgZsr2nxwYaKFbutGiMBey7ScJt6rzFg+7AcyXBs54HHJP1lZzj2/yPp/60Yjj1ljPlfLMv6zySNVAzH/veMMX/Ksqwbkv6Rdodj/xtJVxiODQA4TXLZglbnd4duP51NaHuz4FrjC3jUMRB2Dd2ubzpZ7/oBOB47FbT56TU9eU4FrX/EPm2IChqAV5HZLuj+Ssq1O+n+cnLfqluo3ufemXQCq2757aIW7sc1d9uutWU2tsvXPD5LPVea1T9s/97Z3M6A7Vd1XMHRkKR/IqlV0neS/n1jzLZlWfWS/qGktyXFJf0ZY8yM88//t5L+nOzdS/+lMeZfvejrERwBAE46UzKKr2S0UjF0O7G6VbWupatJXUNhZ1dSsyLtJ/MdPwCvxxijZ+VT0GJ69jjlut7eH7IHW4+2qa2X+gWAo1EoljQXy+hO5SBup+q210muuhljFFtMa27K3o20MusesN3c0aj+kagGhqPqutws7wkKwE66IwuOjhvBEQDgNNpK5XbnJM0ktDqXcm25lqT6oF+dQ5HyCW7tfSH5Auw2AE6jcgVtek3zU+7jp31+j3qvtWpw1H53nAoagFoxxuhZalt3KnYmnbaq21Y6p8d34pqfXtPju3HXrm9/vVd911rVP2JXfhmw/WIERwAAnCDFfEnPnqTKYdLyo4S2ku53/DxeSxf6Qq6h2/wBEzi5MhvOKWhT9ilohYoKWlNznb2raCSq3jdbCIUBnGintepWKpa0MpNwZiPFFF/KuK6394fUP2L/XnzhYkiWhx2elQiOAAA4wYwxSq65h27HltKurdeSFG6rd+1Kau0OysOLHqAmjDFae5Iun4L23AoaJwABOANepurm81i63B6s2p3U3Hi8O36Sa1uavx3T3HRMiw/W3QO2w/aA7f6RqC5ea2XAtgiOAAA4dba3Cno6m6gYup1Uftt9foS/3qvOQXvodritQR6fJa/PI6/XI6/Ps/v3Ox97PfL6PfJ4dz/v9VmyPBZ/qAUOoOBU0GZ/qoI2HFVTMzsEAZxtr1J1u1YRJN3oPr6qWz5X1OJOhfh2TOn1igHbXkvdV5rtwwmGo2ruOJ8DtgmOAAA45Uolexhk5dDtVCx7OA9uyQmcLCdYsgMlO3Da+/nKa88Lqiznn9s/qPLsfLzP19v7uB4foRZqK5PYLg+2XrgXr66gjUQ1MNpGBQ0AHJs5p+pWsTvp/kpS2fz+VbdrXe6dSVc6gqrzHd3vp/aA7Yzmb69pbiqmp7MJV9AVaW/QgHNKW/eV8zNgm+AIAIAzKLOxbVfbZhPKpvMqFkoqFYyKhVL5V6m48/fGuV7x+XxJxaKRKZ3cn/2SdndL7dlF5fVZ+4RZFZ/3O+FUxefL4dRzwiyPE2btF4bZ192Py3yEs6eygjY/vabV+eoKWv9ImwZHqaABwEEVS0azaxnX3KS7SwmtpWtfdcum85q/Y89FenwnVjVg++K1VrvWNny2DzQgOAIAAM9VKplyoFQOmIolFfNGxWKpKpAqFfb//N5AqjKoKhacr7HP512PWyg5j22vLxVP7usSSbI8VvXurOcFVeVAqmLXlWuH1cvu7KKCeFgKuaIWHqyXdxZlNnYrDDsVtIGRqAZG2qigAcAhWk1lXTuT7i4nNbtWu6pbqVjSymxS89P2z4N9B2wPR9U/0qb2vrM1YJvgCAAAnEqmZHZ3TTlhVqlY2ncXVdEJrXZ3We1cqwjDnhdU7XlcV+C179czriGbJ9IJqyBWPpbHW/tQK5PY1vx0TLNTa9UVtEhA/aNtGhxpU8/VFvmpoAHAsXmpqludT9e6j67qloxt6bEzYHvhwbqKFffQEA6o/0arLr/bof7h6KF8vVoiOAIAADhkxhiVSvuFVRUfl3dgVQdSL9rZ5QrDqCAeWgXRkrT8KKG5qeoK2oU++xQ0KmgAcPK8VtXNCZVet+qWzxW1+GBd89Mxzd1eUzpu7069+mGnfvO3rr/WY58EBEcAAADnzCtVEMs7sNxhmCv0Krp3XlXv+DodFUSv36OLV1s0MNqm/uE2BVuooAHAafMyVbfuSP2euUkRXWx9taqbMUbxpYzmptfUORhRz5sth/Dd1BbBEQAAAE6MI6kg/tTOLifEaulqsk9Bo4IGAGfSTtXtXkWYdH85pa18sWptqM7nmpt0vfvoT3U7qQiOAAAAAADAuVQsGc3FMlW7k56ltqvWlqtuFYHSta6wWpqO5lS3k4LgCAAAAAAAoMJqKqt7yynX3KSZY6i6nUQvExz5jvpmAAAAAAAAaq09VK/2UL0+feNC+XObuYIerKRcO5PuL6e0lMhqKZHVv763Wl4bqvPpT793UX/tT5z+4dgvg+AIAAAAAACcS40Bn97ua9HbfbsDr19UdfN6z8aOo5dBcAQAAAAAAODweixduhDUpQtB/cm3usufX01la3hXtUNwBAAAAAAA8BPaQ/W1voWa8NT6BgAAAAAAAHAyERwBAAAAAABgXwRHAAAAAAAA2BfBEQAAAAAAAPZFcAQAAAAAAIB9ERwBAAAAAABgXwRHAAAAAAAA2BfBEQAAAAAAAPZFcAQAAAAAAIB9ERwBAAAAAABgXwRHAAAAAAAA2BfBEQAAAAAAAPZFcAQAAAAAAIB9ERwBAAAAAABgXwRHAAAAAAAA2BfBEQAAAAAAAPZFcAQAAAAAAIB9ERwBAAAAAABgXwRHAAAAAAAA2BfBEQAAAAAAAPZFcAQAAAAAAIB9ERwBAAAAAABgX5Yxptb38FyWZT2TNF/r+zgkfZIe1/omgFOA5wpwMDxXgIPhuQIcDM8V4GDOynOl3xhz4SALT3RwdJZYlvXsoP9RgPOM5wpwMDxXgIPhuQIcDM8V4GDO43OFqtrx2aj1DQCnBM8V4GB4rgAHw3MFOBieK8DBnLvnCsHR8UnU+gaAU4LnCnAwPFeAg+G5AhwMzxXgYM7dc4Xg6Pj8bq1vADgleK4AB8NzBTgYnivAwfBcAQ7m3D1XmHEEAAAAAACAfbHjCAAAAAAAAPsiOAIAAAAAAMC+CI5ekWVZFy3LmrAs665lWXcsy/qLzudbLcv6fcuyHjp/bXE+f9WyrD+0LGvbsqy/vOex/g/LslYty7pdi+8FOEqH9Vx53uMAZ8UhPlfqLcv60rKs753H+e9r9T0BR+EwX4M5172WZX1nWda/PO7vBThKh/znlTnLsqYty/qVZVlf1+L7AY7KIT9Xmi3L+meWZd23LOueZVm/Vovv6bAx4+gVWZbVJanLGPOtZVkhSd9I+nck/ZakuDHmb1mW9VcltRhj/oplWe2S+p0168aYv13xWJ9ISkv6B8aY4eP+XoCjdFjPlec9jjHmbg2+LeDQHeJzxZLUZIxJW5bll/SFpL9ojPllDb4t4NAd5msw5/H+//buP1Syso7j+PtTq6Zebf8wDVxiQ8KQyOsmG6jJYrUUme4fJUKBqRRC/0Ro9IN+SeEfQQVBP2iXdqHMbFdpiWrtF+wWIeuublsoRWVlrF7DZNcCi/z2xzxL42X2anfOmbnNfb9guGfOeeaZ7zPcL+fMd85zzvuBi4Ezq+rKSY5F6lPH31ceBi6uqr9OehxS3zrOlR3AvqramuRk4LSqenLSY+qaZxwtU1UdqaqDbfkY8CBwLnA1sKM128Hgn4mqWqiq/cC/RvS1F3hiEnFLk9ZVrizRjzQTOsyVqqqn2tOT2sNfiTQzujwGS7IOeAuwdQKhSxPVZa5Is6yrXEnyYuByYFtr989ZKBqBhaNOJFkPXATcC5xTVUfapkeBc6YUlrTidJUri/qRZs64udKm3jwALAA/rCpzRTOpg/3K54EPAM/0EZ+0UnSQKwXck+RAkvf0EqS0AoyZKy8HHge+1qZAb01yel+xTpKFozElmQN2Ae+rqqPD22owD9BfeSW6y5Wl+pFmQRe5UlX/rqp5YB2wMYnToDVzxs2VJFcCC1V1oL8openr6BjssqraALwZeG+71IY0UzrIlTXABuBLVXUR8Hfgg33EOmkWjsbQrh2xC/hGVd3VVj/W5kgenyu5MK34pJWiq1w5QT/SzOh6v9JOj/4p8KauY5WmqaNcuRS4ql275Q7giiRf7ylkaSq62q9U1V/a3wXgbmBjPxFL09FRrjwCPDJ0pvdOBoWk/3sWjpapXXx0G/BgVX12aNNu4Lq2fB3wnUnHJq0kXeXKEv1IM6HDXHlJkrVt+VTgjcBD3UcsTUdXuVJVH6qqdVW1HrgW+ElVvbOHkKWp6HC/cnq7YDBt2s1mwLtBa2Z0uF95FPhzkvPbqtcDM3EjH++qtkxJLgP2AYf577z4DzOYC3kn8DLgj8A1VfVEkpcC9wFntvZPARdU1dEk3wQ2AWcBjwEfr6ptExyO1JuucgV49ah+qup7ExqK1KsOc2U9gws4vpDBD0R3VtWtkxuJ1K8uj8GG+twE3Oxd1TRLOtyvnMXgLCMYTMW5vao+PalxSH3r+Lv9PIMbLpwM/B64vqr+Nsnx9MHCkSRJkiRJkkZyqpokSZIkSZJGsnAkSZIkSZKkkSwcSZIkSZIkaSQLR5IkSZIkSRrJwpEkSZIkSZJGsnAkSZJWtSSfSHLzEtu3JLngefTzrHZJbk3yhq7ilCRJmgYLR5IkSUvbAjxn4Whxu6r6WFX9qLeoJEmSJsDCkSRJWnWSfCTJb5L8DDi/rXt3kv1JDiXZleS0JJcAVwGfSfJAkvPa4wdJDiTZl+SVJ2i3PcnbWt8PJ7mtbbsvyYYke5L8LslNQ3Hd0mL4ZZJPTuGjkSRJepY10w5AkiRpkpK8BrgWmGdwLHQQOADcVVVfbW0+BdxYVV9Ishv4blXtbNt+DNxUVb9N8lrgi1V1xYh2i9/6T1U1n+RzwHbgUuBFwK+ALyfZDLwC2AgE2J3k8qra29uHIUmS9BwsHEmSpNXmdcDdVfUPgFbwAXhVKxitBeaAPYtfmGQOuAT49lBh6JTn+b7H3+cwMFdVx4BjSZ5OshbY3B73t3ZzDApJFo4kSdLUWDiSJEka2A5sqapDSd4FbBrR5gXAk1U1v4z+n25/nxlaPv58DYOzjG6rqq8so29JkqReeI0jSZK02uwFtiQ5NckZwFvb+jOAI0lOAt4x1P5Y20ZVHQX+kOTtABm4cHG7ZdoD3NDOaiLJuUnOHqM/SZKksVk4kiRJq0pVHQS+BRwCvg/sb5s+CtwL/Bx4aOgldwC3JLk/yXkMiko3JjkE/Bq4+gTt/te47gFuB36R5DCwk/EKUZIkSWNLVU07BkmSJEmSJK1AnnEkSZIkSZKkkSwcSZIkSZIkaSQLR5IkSZIkSRrJwpEkSZIkSZJGsnAkSZIkSZKkkSwcSZIkSZIkaSQLR5IkSZIkSRrpP6goIlTkl6ugAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"selected_columns = list(set(df_all.columns) - set(['Overall', 'The mainland of China']))\n",
"df_all[selected_columns].plot(linewidth=2, figsize=(20,10)).plot()\n",
"plt.title('Per capita spending of overnight visitors except for Total and mainland China($)')\n",
"plt.legend(loc=1,prop={'size':11})"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}