{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Time Series"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import data_describe as dd\n",
"from data_describe.core.time import plot_autocorrelation, stationarity_test"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Births | \n",
" Births_Multiplier | \n",
"
\n",
" \n",
" | Date | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 1959-01-01 | \n",
" 35 | \n",
" 40.60 | \n",
"
\n",
" \n",
" | 1959-01-02 | \n",
" 32 | \n",
" 37.12 | \n",
"
\n",
" \n",
"
\n",
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dd.plot_time_series(df, col=\"Births\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot interactive time series"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"displayModeBar": false,
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"name": "Births",
"type": "scatter",
"x": [
"1959-01-01T00:00:00",
"1959-01-02T00:00:00",
"1959-01-03T00:00:00",
"1959-01-04T00:00:00",
"1959-01-05T00:00:00",
"1959-01-06T00:00:00",
"1959-01-07T00:00:00",
"1959-01-08T00:00:00",
"1959-01-09T00:00:00",
"1959-01-10T00:00:00",
"1959-01-11T00:00:00",
"1959-01-12T00:00:00",
"1959-01-13T00:00:00",
"1959-01-14T00:00:00",
"1959-01-15T00:00:00",
"1959-01-16T00:00:00",
"1959-01-17T00:00:00",
"1959-01-18T00:00:00",
"1959-01-19T00:00:00",
"1959-01-20T00:00:00",
"1959-01-21T00:00:00",
"1959-01-22T00:00:00",
"1959-01-23T00:00:00",
"1959-01-24T00:00:00",
"1959-01-25T00:00:00",
"1959-01-26T00:00:00",
"1959-01-27T00:00:00",
"1959-01-28T00:00:00",
"1959-01-29T00:00:00",
"1959-01-30T00:00:00",
"1959-01-31T00:00:00",
"1959-02-01T00:00:00",
"1959-02-02T00:00:00",
"1959-02-03T00:00:00",
"1959-02-04T00:00:00",
"1959-02-05T00:00:00",
"1959-02-06T00:00:00",
"1959-02-07T00:00:00",
"1959-02-08T00:00:00",
"1959-02-09T00:00:00",
"1959-02-10T00:00:00",
"1959-02-11T00:00:00",
"1959-02-12T00:00:00",
"1959-02-13T00:00:00",
"1959-02-14T00:00:00",
"1959-02-15T00:00:00",
"1959-02-16T00:00:00",
"1959-02-17T00:00:00",
"1959-02-18T00:00:00",
"1959-02-19T00:00:00",
"1959-02-20T00:00:00",
"1959-02-21T00:00:00",
"1959-02-22T00:00:00",
"1959-02-23T00:00:00",
"1959-02-24T00:00:00",
"1959-02-25T00:00:00",
"1959-02-26T00:00:00",
"1959-02-27T00:00:00",
"1959-02-28T00:00:00",
"1959-03-01T00:00:00",
"1959-03-02T00:00:00",
"1959-03-03T00:00:00",
"1959-03-04T00:00:00",
"1959-03-05T00:00:00",
"1959-03-06T00:00:00",
"1959-03-07T00:00:00",
"1959-03-08T00:00:00",
"1959-03-09T00:00:00",
"1959-03-10T00:00:00",
"1959-03-11T00:00:00",
"1959-03-12T00:00:00",
"1959-03-13T00:00:00",
"1959-03-14T00:00:00",
"1959-03-15T00:00:00",
"1959-03-16T00:00:00",
"1959-03-17T00:00:00",
"1959-03-18T00:00:00",
"1959-03-19T00:00:00",
"1959-03-20T00:00:00",
"1959-03-21T00:00:00",
"1959-03-22T00:00:00",
"1959-03-23T00:00:00",
"1959-03-24T00:00:00",
"1959-03-25T00:00:00",
"1959-03-26T00:00:00",
"1959-03-27T00:00:00",
"1959-03-28T00:00:00",
"1959-03-29T00:00:00",
"1959-03-30T00:00:00",
"1959-03-31T00:00:00",
"1959-04-01T00:00:00",
"1959-04-02T00:00:00",
"1959-04-03T00:00:00",
"1959-04-04T00:00:00",
"1959-04-05T00:00:00",
"1959-04-06T00:00:00",
"1959-04-07T00:00:00",
"1959-04-08T00:00:00",
"1959-04-09T00:00:00",
"1959-04-10T00:00:00",
"1959-04-11T00:00:00",
"1959-04-12T00:00:00",
"1959-04-13T00:00:00",
"1959-04-14T00:00:00",
"1959-04-15T00:00:00",
"1959-04-16T00:00:00",
"1959-04-17T00:00:00",
"1959-04-18T00:00:00",
"1959-04-19T00:00:00",
"1959-04-20T00:00:00",
"1959-04-21T00:00:00",
"1959-04-22T00:00:00",
"1959-04-23T00:00:00",
"1959-04-24T00:00:00",
"1959-04-25T00:00:00",
"1959-04-26T00:00:00",
"1959-04-27T00:00:00",
"1959-04-28T00:00:00",
"1959-04-29T00:00:00",
"1959-04-30T00:00:00",
"1959-05-01T00:00:00",
"1959-05-02T00:00:00",
"1959-05-03T00:00:00",
"1959-05-04T00:00:00",
"1959-05-05T00:00:00",
"1959-05-06T00:00:00",
"1959-05-07T00:00:00",
"1959-05-08T00:00:00",
"1959-05-09T00:00:00",
"1959-05-10T00:00:00",
"1959-05-11T00:00:00",
"1959-05-12T00:00:00",
"1959-05-13T00:00:00",
"1959-05-14T00:00:00",
"1959-05-15T00:00:00",
"1959-05-16T00:00:00",
"1959-05-17T00:00:00",
"1959-05-18T00:00:00",
"1959-05-19T00:00:00",
"1959-05-20T00:00:00",
"1959-05-21T00:00:00",
"1959-05-22T00:00:00",
"1959-05-23T00:00:00",
"1959-05-24T00:00:00",
"1959-05-25T00:00:00",
"1959-05-26T00:00:00",
"1959-05-27T00:00:00",
"1959-05-28T00:00:00",
"1959-05-29T00:00:00",
"1959-05-30T00:00:00",
"1959-05-31T00:00:00",
"1959-06-01T00:00:00",
"1959-06-02T00:00:00",
"1959-06-03T00:00:00",
"1959-06-04T00:00:00",
"1959-06-05T00:00:00",
"1959-06-06T00:00:00",
"1959-06-07T00:00:00",
"1959-06-08T00:00:00",
"1959-06-09T00:00:00",
"1959-06-10T00:00:00",
"1959-06-11T00:00:00",
"1959-06-12T00:00:00",
"1959-06-13T00:00:00",
"1959-06-14T00:00:00",
"1959-06-15T00:00:00",
"1959-06-16T00:00:00",
"1959-06-17T00:00:00",
"1959-06-18T00:00:00",
"1959-06-19T00:00:00",
"1959-06-20T00:00:00",
"1959-06-21T00:00:00",
"1959-06-22T00:00:00",
"1959-06-23T00:00:00",
"1959-06-24T00:00:00",
"1959-06-25T00:00:00",
"1959-06-26T00:00:00",
"1959-06-27T00:00:00",
"1959-06-28T00:00:00",
"1959-06-29T00:00:00",
"1959-06-30T00:00:00",
"1959-07-01T00:00:00",
"1959-07-02T00:00:00",
"1959-07-03T00:00:00",
"1959-07-04T00:00:00",
"1959-07-05T00:00:00",
"1959-07-06T00:00:00",
"1959-07-07T00:00:00",
"1959-07-08T00:00:00",
"1959-07-09T00:00:00",
"1959-07-10T00:00:00",
"1959-07-11T00:00:00",
"1959-07-12T00:00:00",
"1959-07-13T00:00:00",
"1959-07-14T00:00:00",
"1959-07-15T00:00:00",
"1959-07-16T00:00:00",
"1959-07-17T00:00:00",
"1959-07-18T00:00:00",
"1959-07-19T00:00:00",
"1959-07-20T00:00:00",
"1959-07-21T00:00:00",
"1959-07-22T00:00:00",
"1959-07-23T00:00:00",
"1959-07-24T00:00:00",
"1959-07-25T00:00:00",
"1959-07-26T00:00:00",
"1959-07-27T00:00:00",
"1959-07-28T00:00:00",
"1959-07-29T00:00:00",
"1959-07-30T00:00:00",
"1959-07-31T00:00:00",
"1959-08-01T00:00:00",
"1959-08-02T00:00:00",
"1959-08-03T00:00:00",
"1959-08-04T00:00:00",
"1959-08-05T00:00:00",
"1959-08-06T00:00:00",
"1959-08-07T00:00:00",
"1959-08-08T00:00:00",
"1959-08-09T00:00:00",
"1959-08-10T00:00:00",
"1959-08-11T00:00:00",
"1959-08-12T00:00:00",
"1959-08-13T00:00:00",
"1959-08-14T00:00:00",
"1959-08-15T00:00:00",
"1959-08-16T00:00:00",
"1959-08-17T00:00:00",
"1959-08-18T00:00:00",
"1959-08-19T00:00:00",
"1959-08-20T00:00:00",
"1959-08-21T00:00:00",
"1959-08-22T00:00:00",
"1959-08-23T00:00:00",
"1959-08-24T00:00:00",
"1959-08-25T00:00:00",
"1959-08-26T00:00:00",
"1959-08-27T00:00:00",
"1959-08-28T00:00:00",
"1959-08-29T00:00:00",
"1959-08-30T00:00:00",
"1959-08-31T00:00:00",
"1959-09-01T00:00:00",
"1959-09-02T00:00:00",
"1959-09-03T00:00:00",
"1959-09-04T00:00:00",
"1959-09-05T00:00:00",
"1959-09-06T00:00:00",
"1959-09-07T00:00:00",
"1959-09-08T00:00:00",
"1959-09-09T00:00:00",
"1959-09-10T00:00:00",
"1959-09-11T00:00:00",
"1959-09-12T00:00:00",
"1959-09-13T00:00:00",
"1959-09-14T00:00:00",
"1959-09-15T00:00:00",
"1959-09-16T00:00:00",
"1959-09-17T00:00:00",
"1959-09-18T00:00:00",
"1959-09-19T00:00:00",
"1959-09-20T00:00:00",
"1959-09-21T00:00:00",
"1959-09-22T00:00:00",
"1959-09-23T00:00:00",
"1959-09-24T00:00:00",
"1959-09-25T00:00:00",
"1959-09-26T00:00:00",
"1959-09-27T00:00:00",
"1959-09-28T00:00:00",
"1959-09-29T00:00:00",
"1959-09-30T00:00:00",
"1959-10-01T00:00:00",
"1959-10-02T00:00:00",
"1959-10-03T00:00:00",
"1959-10-04T00:00:00",
"1959-10-05T00:00:00",
"1959-10-06T00:00:00",
"1959-10-07T00:00:00",
"1959-10-08T00:00:00",
"1959-10-09T00:00:00",
"1959-10-10T00:00:00",
"1959-10-11T00:00:00",
"1959-10-12T00:00:00",
"1959-10-13T00:00:00",
"1959-10-14T00:00:00",
"1959-10-15T00:00:00",
"1959-10-16T00:00:00",
"1959-10-17T00:00:00",
"1959-10-18T00:00:00",
"1959-10-19T00:00:00",
"1959-10-20T00:00:00",
"1959-10-21T00:00:00",
"1959-10-22T00:00:00",
"1959-10-23T00:00:00",
"1959-10-24T00:00:00",
"1959-10-25T00:00:00",
"1959-10-26T00:00:00",
"1959-10-27T00:00:00",
"1959-10-28T00:00:00",
"1959-10-29T00:00:00",
"1959-10-30T00:00:00",
"1959-10-31T00:00:00",
"1959-11-01T00:00:00",
"1959-11-02T00:00:00",
"1959-11-03T00:00:00",
"1959-11-04T00:00:00",
"1959-11-05T00:00:00",
"1959-11-06T00:00:00",
"1959-11-07T00:00:00",
"1959-11-08T00:00:00",
"1959-11-09T00:00:00",
"1959-11-10T00:00:00",
"1959-11-11T00:00:00",
"1959-11-12T00:00:00",
"1959-11-13T00:00:00",
"1959-11-14T00:00:00",
"1959-11-15T00:00:00",
"1959-11-16T00:00:00",
"1959-11-17T00:00:00",
"1959-11-18T00:00:00",
"1959-11-19T00:00:00",
"1959-11-20T00:00:00",
"1959-11-21T00:00:00",
"1959-11-22T00:00:00",
"1959-11-23T00:00:00",
"1959-11-24T00:00:00",
"1959-11-25T00:00:00",
"1959-11-26T00:00:00",
"1959-11-27T00:00:00",
"1959-11-28T00:00:00",
"1959-11-29T00:00:00",
"1959-11-30T00:00:00",
"1959-12-01T00:00:00",
"1959-12-02T00:00:00",
"1959-12-03T00:00:00",
"1959-12-04T00:00:00",
"1959-12-05T00:00:00",
"1959-12-06T00:00:00",
"1959-12-07T00:00:00",
"1959-12-08T00:00:00",
"1959-12-09T00:00:00",
"1959-12-10T00:00:00",
"1959-12-11T00:00:00",
"1959-12-12T00:00:00",
"1959-12-13T00:00:00",
"1959-12-14T00:00:00",
"1959-12-15T00:00:00",
"1959-12-16T00:00:00",
"1959-12-17T00:00:00",
"1959-12-18T00:00:00",
"1959-12-19T00:00:00",
"1959-12-20T00:00:00",
"1959-12-21T00:00:00",
"1959-12-22T00:00:00",
"1959-12-23T00:00:00",
"1959-12-24T00:00:00",
"1959-12-25T00:00:00",
"1959-12-26T00:00:00",
"1959-12-27T00:00:00",
"1959-12-28T00:00:00",
"1959-12-29T00:00:00",
"1959-12-30T00:00:00",
"1959-12-31T00:00:00"
],
"y": [
35,
32,
30,
31,
44,
29,
45,
43,
38,
27,
38,
33,
55,
47,
45,
37,
50,
43,
41,
52,
34,
53,
39,
32,
37,
43,
39,
35,
44,
38,
24,
23,
31,
44,
38,
50,
38,
51,
31,
31,
51,
36,
45,
51,
34,
52,
47,
45,
46,
39,
48,
37,
35,
52,
42,
45,
39,
37,
30,
35,
28,
45,
34,
36,
50,
44,
39,
32,
39,
45,
43,
39,
31,
27,
30,
42,
46,
41,
36,
45,
46,
43,
38,
34,
35,
56,
36,
32,
50,
41,
39,
41,
47,
34,
36,
33,
35,
38,
38,
34,
53,
34,
34,
38,
35,
32,
42,
34,
46,
30,
46,
45,
54,
34,
37,
35,
40,
42,
58,
51,
32,
35,
38,
33,
39,
47,
38,
52,
30,
34,
40,
35,
42,
41,
42,
38,
24,
34,
43,
36,
55,
41,
45,
41,
37,
43,
39,
33,
43,
40,
38,
45,
46,
34,
35,
48,
51,
36,
33,
46,
42,
48,
34,
41,
35,
40,
34,
30,
36,
40,
39,
45,
38,
47,
33,
30,
42,
43,
41,
41,
59,
43,
45,
38,
37,
45,
42,
57,
46,
51,
41,
47,
26,
35,
44,
41,
42,
36,
45,
45,
45,
47,
38,
42,
35,
36,
39,
45,
43,
47,
36,
41,
50,
39,
41,
46,
64,
45,
34,
38,
44,
48,
46,
44,
37,
39,
44,
45,
33,
44,
38,
46,
46,
40,
39,
44,
48,
50,
41,
42,
51,
41,
44,
38,
68,
40,
42,
51,
44,
45,
36,
57,
44,
42,
53,
42,
34,
40,
56,
44,
53,
55,
39,
59,
55,
73,
55,
44,
43,
40,
47,
51,
56,
49,
54,
56,
47,
44,
43,
42,
45,
50,
48,
43,
40,
59,
41,
42,
51,
49,
45,
43,
42,
38,
47,
38,
36,
42,
35,
28,
44,
36,
45,
46,
48,
49,
43,
42,
59,
45,
52,
46,
42,
40,
40,
45,
35,
35,
40,
39,
33,
42,
47,
51,
44,
40,
57,
49,
45,
49,
51,
46,
44,
52,
45,
32,
46,
41,
34,
33,
36,
49,
43,
43,
34,
39,
35,
52,
47,
52,
39,
40,
42,
42,
53,
39,
40,
38,
44,
34,
37,
52,
48,
55,
50
]
},
{
"name": "Births_Multiplier",
"type": "scatter",
"x": [
"1959-01-01T00:00:00",
"1959-01-02T00:00:00",
"1959-01-03T00:00:00",
"1959-01-04T00:00:00",
"1959-01-05T00:00:00",
"1959-01-06T00:00:00",
"1959-01-07T00:00:00",
"1959-01-08T00:00:00",
"1959-01-09T00:00:00",
"1959-01-10T00:00:00",
"1959-01-11T00:00:00",
"1959-01-12T00:00:00",
"1959-01-13T00:00:00",
"1959-01-14T00:00:00",
"1959-01-15T00:00:00",
"1959-01-16T00:00:00",
"1959-01-17T00:00:00",
"1959-01-18T00:00:00",
"1959-01-19T00:00:00",
"1959-01-20T00:00:00",
"1959-01-21T00:00:00",
"1959-01-22T00:00:00",
"1959-01-23T00:00:00",
"1959-01-24T00:00:00",
"1959-01-25T00:00:00",
"1959-01-26T00:00:00",
"1959-01-27T00:00:00",
"1959-01-28T00:00:00",
"1959-01-29T00:00:00",
"1959-01-30T00:00:00",
"1959-01-31T00:00:00",
"1959-02-01T00:00:00",
"1959-02-02T00:00:00",
"1959-02-03T00:00:00",
"1959-02-04T00:00:00",
"1959-02-05T00:00:00",
"1959-02-06T00:00:00",
"1959-02-07T00:00:00",
"1959-02-08T00:00:00",
"1959-02-09T00:00:00",
"1959-02-10T00:00:00",
"1959-02-11T00:00:00",
"1959-02-12T00:00:00",
"1959-02-13T00:00:00",
"1959-02-14T00:00:00",
"1959-02-15T00:00:00",
"1959-02-16T00:00:00",
"1959-02-17T00:00:00",
"1959-02-18T00:00:00",
"1959-02-19T00:00:00",
"1959-02-20T00:00:00",
"1959-02-21T00:00:00",
"1959-02-22T00:00:00",
"1959-02-23T00:00:00",
"1959-02-24T00:00:00",
"1959-02-25T00:00:00",
"1959-02-26T00:00:00",
"1959-02-27T00:00:00",
"1959-02-28T00:00:00",
"1959-03-01T00:00:00",
"1959-03-02T00:00:00",
"1959-03-03T00:00:00",
"1959-03-04T00:00:00",
"1959-03-05T00:00:00",
"1959-03-06T00:00:00",
"1959-03-07T00:00:00",
"1959-03-08T00:00:00",
"1959-03-09T00:00:00",
"1959-03-10T00:00:00",
"1959-03-11T00:00:00",
"1959-03-12T00:00:00",
"1959-03-13T00:00:00",
"1959-03-14T00:00:00",
"1959-03-15T00:00:00",
"1959-03-16T00:00:00",
"1959-03-17T00:00:00",
"1959-03-18T00:00:00",
"1959-03-19T00:00:00",
"1959-03-20T00:00:00",
"1959-03-21T00:00:00",
"1959-03-22T00:00:00",
"1959-03-23T00:00:00",
"1959-03-24T00:00:00",
"1959-03-25T00:00:00",
"1959-03-26T00:00:00",
"1959-03-27T00:00:00",
"1959-03-28T00:00:00",
"1959-03-29T00:00:00",
"1959-03-30T00:00:00",
"1959-03-31T00:00:00",
"1959-04-01T00:00:00",
"1959-04-02T00:00:00",
"1959-04-03T00:00:00",
"1959-04-04T00:00:00",
"1959-04-05T00:00:00",
"1959-04-06T00:00:00",
"1959-04-07T00:00:00",
"1959-04-08T00:00:00",
"1959-04-09T00:00:00",
"1959-04-10T00:00:00",
"1959-04-11T00:00:00",
"1959-04-12T00:00:00",
"1959-04-13T00:00:00",
"1959-04-14T00:00:00",
"1959-04-15T00:00:00",
"1959-04-16T00:00:00",
"1959-04-17T00:00:00",
"1959-04-18T00:00:00",
"1959-04-19T00:00:00",
"1959-04-20T00:00:00",
"1959-04-21T00:00:00",
"1959-04-22T00:00:00",
"1959-04-23T00:00:00",
"1959-04-24T00:00:00",
"1959-04-25T00:00:00",
"1959-04-26T00:00:00",
"1959-04-27T00:00:00",
"1959-04-28T00:00:00",
"1959-04-29T00:00:00",
"1959-04-30T00:00:00",
"1959-05-01T00:00:00",
"1959-05-02T00:00:00",
"1959-05-03T00:00:00",
"1959-05-04T00:00:00",
"1959-05-05T00:00:00",
"1959-05-06T00:00:00",
"1959-05-07T00:00:00",
"1959-05-08T00:00:00",
"1959-05-09T00:00:00",
"1959-05-10T00:00:00",
"1959-05-11T00:00:00",
"1959-05-12T00:00:00",
"1959-05-13T00:00:00",
"1959-05-14T00:00:00",
"1959-05-15T00:00:00",
"1959-05-16T00:00:00",
"1959-05-17T00:00:00",
"1959-05-18T00:00:00",
"1959-05-19T00:00:00",
"1959-05-20T00:00:00",
"1959-05-21T00:00:00",
"1959-05-22T00:00:00",
"1959-05-23T00:00:00",
"1959-05-24T00:00:00",
"1959-05-25T00:00:00",
"1959-05-26T00:00:00",
"1959-05-27T00:00:00",
"1959-05-28T00:00:00",
"1959-05-29T00:00:00",
"1959-05-30T00:00:00",
"1959-05-31T00:00:00",
"1959-06-01T00:00:00",
"1959-06-02T00:00:00",
"1959-06-03T00:00:00",
"1959-06-04T00:00:00",
"1959-06-05T00:00:00",
"1959-06-06T00:00:00",
"1959-06-07T00:00:00",
"1959-06-08T00:00:00",
"1959-06-09T00:00:00",
"1959-06-10T00:00:00",
"1959-06-11T00:00:00",
"1959-06-12T00:00:00",
"1959-06-13T00:00:00",
"1959-06-14T00:00:00",
"1959-06-15T00:00:00",
"1959-06-16T00:00:00",
"1959-06-17T00:00:00",
"1959-06-18T00:00:00",
"1959-06-19T00:00:00",
"1959-06-20T00:00:00",
"1959-06-21T00:00:00",
"1959-06-22T00:00:00",
"1959-06-23T00:00:00",
"1959-06-24T00:00:00",
"1959-06-25T00:00:00",
"1959-06-26T00:00:00",
"1959-06-27T00:00:00",
"1959-06-28T00:00:00",
"1959-06-29T00:00:00",
"1959-06-30T00:00:00",
"1959-07-01T00:00:00",
"1959-07-02T00:00:00",
"1959-07-03T00:00:00",
"1959-07-04T00:00:00",
"1959-07-05T00:00:00",
"1959-07-06T00:00:00",
"1959-07-07T00:00:00",
"1959-07-08T00:00:00",
"1959-07-09T00:00:00",
"1959-07-10T00:00:00",
"1959-07-11T00:00:00",
"1959-07-12T00:00:00",
"1959-07-13T00:00:00",
"1959-07-14T00:00:00",
"1959-07-15T00:00:00",
"1959-07-16T00:00:00",
"1959-07-17T00:00:00",
"1959-07-18T00:00:00",
"1959-07-19T00:00:00",
"1959-07-20T00:00:00",
"1959-07-21T00:00:00",
"1959-07-22T00:00:00",
"1959-07-23T00:00:00",
"1959-07-24T00:00:00",
"1959-07-25T00:00:00",
"1959-07-26T00:00:00",
"1959-07-27T00:00:00",
"1959-07-28T00:00:00",
"1959-07-29T00:00:00",
"1959-07-30T00:00:00",
"1959-07-31T00:00:00",
"1959-08-01T00:00:00",
"1959-08-02T00:00:00",
"1959-08-03T00:00:00",
"1959-08-04T00:00:00",
"1959-08-05T00:00:00",
"1959-08-06T00:00:00",
"1959-08-07T00:00:00",
"1959-08-08T00:00:00",
"1959-08-09T00:00:00",
"1959-08-10T00:00:00",
"1959-08-11T00:00:00",
"1959-08-12T00:00:00",
"1959-08-13T00:00:00",
"1959-08-14T00:00:00",
"1959-08-15T00:00:00",
"1959-08-16T00:00:00",
"1959-08-17T00:00:00",
"1959-08-18T00:00:00",
"1959-08-19T00:00:00",
"1959-08-20T00:00:00",
"1959-08-21T00:00:00",
"1959-08-22T00:00:00",
"1959-08-23T00:00:00",
"1959-08-24T00:00:00",
"1959-08-25T00:00:00",
"1959-08-26T00:00:00",
"1959-08-27T00:00:00",
"1959-08-28T00:00:00",
"1959-08-29T00:00:00",
"1959-08-30T00:00:00",
"1959-08-31T00:00:00",
"1959-09-01T00:00:00",
"1959-09-02T00:00:00",
"1959-09-03T00:00:00",
"1959-09-04T00:00:00",
"1959-09-05T00:00:00",
"1959-09-06T00:00:00",
"1959-09-07T00:00:00",
"1959-09-08T00:00:00",
"1959-09-09T00:00:00",
"1959-09-10T00:00:00",
"1959-09-11T00:00:00",
"1959-09-12T00:00:00",
"1959-09-13T00:00:00",
"1959-09-14T00:00:00",
"1959-09-15T00:00:00",
"1959-09-16T00:00:00",
"1959-09-17T00:00:00",
"1959-09-18T00:00:00",
"1959-09-19T00:00:00",
"1959-09-20T00:00:00",
"1959-09-21T00:00:00",
"1959-09-22T00:00:00",
"1959-09-23T00:00:00",
"1959-09-24T00:00:00",
"1959-09-25T00:00:00",
"1959-09-26T00:00:00",
"1959-09-27T00:00:00",
"1959-09-28T00:00:00",
"1959-09-29T00:00:00",
"1959-09-30T00:00:00",
"1959-10-01T00:00:00",
"1959-10-02T00:00:00",
"1959-10-03T00:00:00",
"1959-10-04T00:00:00",
"1959-10-05T00:00:00",
"1959-10-06T00:00:00",
"1959-10-07T00:00:00",
"1959-10-08T00:00:00",
"1959-10-09T00:00:00",
"1959-10-10T00:00:00",
"1959-10-11T00:00:00",
"1959-10-12T00:00:00",
"1959-10-13T00:00:00",
"1959-10-14T00:00:00",
"1959-10-15T00:00:00",
"1959-10-16T00:00:00",
"1959-10-17T00:00:00",
"1959-10-18T00:00:00",
"1959-10-19T00:00:00",
"1959-10-20T00:00:00",
"1959-10-21T00:00:00",
"1959-10-22T00:00:00",
"1959-10-23T00:00:00",
"1959-10-24T00:00:00",
"1959-10-25T00:00:00",
"1959-10-26T00:00:00",
"1959-10-27T00:00:00",
"1959-10-28T00:00:00",
"1959-10-29T00:00:00",
"1959-10-30T00:00:00",
"1959-10-31T00:00:00",
"1959-11-01T00:00:00",
"1959-11-02T00:00:00",
"1959-11-03T00:00:00",
"1959-11-04T00:00:00",
"1959-11-05T00:00:00",
"1959-11-06T00:00:00",
"1959-11-07T00:00:00",
"1959-11-08T00:00:00",
"1959-11-09T00:00:00",
"1959-11-10T00:00:00",
"1959-11-11T00:00:00",
"1959-11-12T00:00:00",
"1959-11-13T00:00:00",
"1959-11-14T00:00:00",
"1959-11-15T00:00:00",
"1959-11-16T00:00:00",
"1959-11-17T00:00:00",
"1959-11-18T00:00:00",
"1959-11-19T00:00:00",
"1959-11-20T00:00:00",
"1959-11-21T00:00:00",
"1959-11-22T00:00:00",
"1959-11-23T00:00:00",
"1959-11-24T00:00:00",
"1959-11-25T00:00:00",
"1959-11-26T00:00:00",
"1959-11-27T00:00:00",
"1959-11-28T00:00:00",
"1959-11-29T00:00:00",
"1959-11-30T00:00:00",
"1959-12-01T00:00:00",
"1959-12-02T00:00:00",
"1959-12-03T00:00:00",
"1959-12-04T00:00:00",
"1959-12-05T00:00:00",
"1959-12-06T00:00:00",
"1959-12-07T00:00:00",
"1959-12-08T00:00:00",
"1959-12-09T00:00:00",
"1959-12-10T00:00:00",
"1959-12-11T00:00:00",
"1959-12-12T00:00:00",
"1959-12-13T00:00:00",
"1959-12-14T00:00:00",
"1959-12-15T00:00:00",
"1959-12-16T00:00:00",
"1959-12-17T00:00:00",
"1959-12-18T00:00:00",
"1959-12-19T00:00:00",
"1959-12-20T00:00:00",
"1959-12-21T00:00:00",
"1959-12-22T00:00:00",
"1959-12-23T00:00:00",
"1959-12-24T00:00:00",
"1959-12-25T00:00:00",
"1959-12-26T00:00:00",
"1959-12-27T00:00:00",
"1959-12-28T00:00:00",
"1959-12-29T00:00:00",
"1959-12-30T00:00:00",
"1959-12-31T00:00:00"
],
"y": [
40.599999999999994,
37.12,
34.8,
35.96,
51.04,
33.64,
52.199999999999996,
49.879999999999995,
44.08,
31.319999999999997,
44.08,
38.279999999999994,
63.8,
54.519999999999996,
52.199999999999996,
42.919999999999995,
57.99999999999999,
49.879999999999995,
47.559999999999995,
60.31999999999999,
39.44,
61.48,
45.239999999999995,
37.12,
42.919999999999995,
49.879999999999995,
45.239999999999995,
40.599999999999994,
51.04,
44.08,
27.839999999999996,
26.68,
35.96,
51.04,
44.08,
57.99999999999999,
44.08,
59.16,
35.96,
35.96,
59.16,
41.76,
52.199999999999996,
59.16,
39.44,
60.31999999999999,
54.519999999999996,
52.199999999999996,
53.36,
45.239999999999995,
55.67999999999999,
42.919999999999995,
40.599999999999994,
60.31999999999999,
48.72,
52.199999999999996,
45.239999999999995,
42.919999999999995,
34.8,
40.599999999999994,
32.48,
52.199999999999996,
39.44,
41.76,
57.99999999999999,
51.04,
45.239999999999995,
37.12,
45.239999999999995,
52.199999999999996,
49.879999999999995,
45.239999999999995,
35.96,
31.319999999999997,
34.8,
48.72,
53.36,
47.559999999999995,
41.76,
52.199999999999996,
53.36,
49.879999999999995,
44.08,
39.44,
40.599999999999994,
64.96,
41.76,
37.12,
57.99999999999999,
47.559999999999995,
45.239999999999995,
47.559999999999995,
54.519999999999996,
39.44,
41.76,
38.279999999999994,
40.599999999999994,
44.08,
44.08,
39.44,
61.48,
39.44,
39.44,
44.08,
40.599999999999994,
37.12,
48.72,
39.44,
53.36,
34.8,
53.36,
52.199999999999996,
62.63999999999999,
39.44,
42.919999999999995,
40.599999999999994,
46.4,
48.72,
67.28,
59.16,
37.12,
40.599999999999994,
44.08,
38.279999999999994,
45.239999999999995,
54.519999999999996,
44.08,
60.31999999999999,
34.8,
39.44,
46.4,
40.599999999999994,
48.72,
47.559999999999995,
48.72,
44.08,
27.839999999999996,
39.44,
49.879999999999995,
41.76,
63.8,
47.559999999999995,
52.199999999999996,
47.559999999999995,
42.919999999999995,
49.879999999999995,
45.239999999999995,
38.279999999999994,
49.879999999999995,
46.4,
44.08,
52.199999999999996,
53.36,
39.44,
40.599999999999994,
55.67999999999999,
59.16,
41.76,
38.279999999999994,
53.36,
48.72,
55.67999999999999,
39.44,
47.559999999999995,
40.599999999999994,
46.4,
39.44,
34.8,
41.76,
46.4,
45.239999999999995,
52.199999999999996,
44.08,
54.519999999999996,
38.279999999999994,
34.8,
48.72,
49.879999999999995,
47.559999999999995,
47.559999999999995,
68.44,
49.879999999999995,
52.199999999999996,
44.08,
42.919999999999995,
52.199999999999996,
48.72,
66.11999999999999,
53.36,
59.16,
47.559999999999995,
54.519999999999996,
30.159999999999997,
40.599999999999994,
51.04,
47.559999999999995,
48.72,
41.76,
52.199999999999996,
52.199999999999996,
52.199999999999996,
54.519999999999996,
44.08,
48.72,
40.599999999999994,
41.76,
45.239999999999995,
52.199999999999996,
49.879999999999995,
54.519999999999996,
41.76,
47.559999999999995,
57.99999999999999,
45.239999999999995,
47.559999999999995,
53.36,
74.24,
52.199999999999996,
39.44,
44.08,
51.04,
55.67999999999999,
53.36,
51.04,
42.919999999999995,
45.239999999999995,
51.04,
52.199999999999996,
38.279999999999994,
51.04,
44.08,
53.36,
53.36,
46.4,
45.239999999999995,
51.04,
55.67999999999999,
57.99999999999999,
47.559999999999995,
48.72,
59.16,
47.559999999999995,
51.04,
44.08,
78.88,
46.4,
48.72,
59.16,
51.04,
52.199999999999996,
41.76,
66.11999999999999,
51.04,
48.72,
61.48,
48.72,
39.44,
46.4,
64.96,
51.04,
61.48,
63.8,
45.239999999999995,
68.44,
63.8,
84.67999999999999,
63.8,
51.04,
49.879999999999995,
46.4,
54.519999999999996,
59.16,
64.96,
56.839999999999996,
62.63999999999999,
64.96,
54.519999999999996,
51.04,
49.879999999999995,
48.72,
52.199999999999996,
57.99999999999999,
55.67999999999999,
49.879999999999995,
46.4,
68.44,
47.559999999999995,
48.72,
59.16,
56.839999999999996,
52.199999999999996,
49.879999999999995,
48.72,
44.08,
54.519999999999996,
44.08,
41.76,
48.72,
40.599999999999994,
32.48,
51.04,
41.76,
52.199999999999996,
53.36,
55.67999999999999,
56.839999999999996,
49.879999999999995,
48.72,
68.44,
52.199999999999996,
60.31999999999999,
53.36,
48.72,
46.4,
46.4,
52.199999999999996,
40.599999999999994,
40.599999999999994,
46.4,
45.239999999999995,
38.279999999999994,
48.72,
54.519999999999996,
59.16,
51.04,
46.4,
66.11999999999999,
56.839999999999996,
52.199999999999996,
56.839999999999996,
59.16,
53.36,
51.04,
60.31999999999999,
52.199999999999996,
37.12,
53.36,
47.559999999999995,
39.44,
38.279999999999994,
41.76,
56.839999999999996,
49.879999999999995,
49.879999999999995,
39.44,
45.239999999999995,
40.599999999999994,
60.31999999999999,
54.519999999999996,
60.31999999999999,
45.239999999999995,
46.4,
48.72,
48.72,
61.48,
45.239999999999995,
46.4,
44.08,
51.04,
39.44,
42.919999999999995,
60.31999999999999,
55.67999999999999,
63.8,
57.99999999999999
]
}
],
"layout": {
"height": 750,
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"font": {
"size": 25
},
"text": "Time Series"
},
"width": 750,
"xaxis": {
"autorange": true,
"range": [
"1959-01-01",
"1959-12-31"
],
"showgrid": true,
"ticks": "",
"title": {
"text": "Date"
},
"type": "date"
},
"yaxis": {
"automargin": true,
"autorange": true,
"range": [
19.573333333333334,
88.10666666666665
],
"showgrid": true,
"ticks": "",
"title": {
"text": "Variable"
},
"type": "linear"
}
}
},
"image/png": "iVBORw0KGgoAAAANSUhEUgAABAcAAALuCAYAAADSX38yAAAgAElEQVR4nOyd+X9U1f24v3+Pf8Dnl2lLa1vbWmu1OpCEJexb2GJEARWNqFWkLlVTd4SiCC64C26gIkXcLSoUFbWcWc/cq21NIC7n+8O5d+5kyJA7uRneObnP83o9Lytkec9Mesx95tx7/58BAAAAAAAAgFTz/6QHAAAAAAAAAABZiAMAAAAAAAAAKYc4AAAAAAAAAJByiAMAAAAAAAAAKYc4AAAAAAAAAJByiAMAAAAAAAAAKYc4AAAAAAAAAJByiAMAAAAAAAAAKYc4AAAAAAAAAJByiAMAAAAAAAAAKYc4AAAAAAAAAJByiAMAAAAAAAAAKYc4AAAAAAAAAJByiAMAAAAAAAAAKYc4AAAAAAAAAJByiAMAAAAAAAAAKYc4AAAAAAAAAJByiAMAAAAAAAAAKYc4AAAAAAAAAJByiAMAAAAAAAAAKYc4AAAAAAAAAJByiAMAAAAAAAAAKYc4AAAAAAAAAJByiAMAAAAAAAAAKYc4AAAAAAAAAJByiAMAAAAAAAAAKYc4AAAAAAAAAJByiAMAAAAAAAAAKYc4AAAAAAAAAJByiAMAAAAAAAAAKWdCxYH1fVvNGZM6R21I+O8dXevkHkyL2ff2QdPT22fO7Vwz5Dk4M9ttOrrWmfV9W82+tw+KzVf7Wu7ac0BsDgAAAAAAgDRAHEhhHFh74/2xn5Oe3j6RGYkDAAAAAAAAp48JFQdORXigub5vq/QootSGgfkrN5x04L1rzwGzvm+rOTPbPaEDCQAAAAAAAEQQB1LEwcNHm3oeNm3faeav3HAaJgMAAAAAAABJiAMp4o6NO6rPQ75YkR4HAAAAAAAAxgnEgWHo6FrX8GNrz4M/ePio6entq27BH26r/q49B8z8lRvM/5290JwxqdP839kLTU9vnzl4+OgpZ8gXK2Z939YhFww8M9sd63MbUXse/1gw3OM/t3ONWd+3tWF8qL+OwKbtO4c8xvA537XnwIizjvY5Onj4qFl74/0nXYyxo2udWXvj/aIXYgQAAAAAAJCAODAMceJA+DGNvGPjjlN+zP+dvbDhAfS+tw9WY0Kjzx3NAeym7TuHzJeE2q81nOd2rhn28dV+//qD82biwGifo5E+j+ssAAAAAABAGiEODEOcOBC+S71p+87q3+3ac+CkA8+OrnXm0WderX5M7UH1cF//4OGj1a9xbueaIZ+7a8+B6gH1mdnupk8NyBcrQ+Zbe+P9o7oTwKPPvDpkp0TtQfim7Tur32O46xUM9/wN9zhOFQeSPEfh53V0rRsyd75YMY8+86pZe+P9XGcBAAAAAABSB3FgGOLEgbU33j/s59ae19/o3fme3r6G71DPX7mhetA7HLUH+LVhIi6N3vE/t3ONmb9yg7lj444RdyWE37/Rc1B7YF+/vT/8857evlPGjVPFgdE+R7Vfk2suAAAAAAAARBAHhiHuNQeGI8658o3O/c8XKyN+fWOi2xGO9h3ufW8fHPG0iDOz3UPekQ8Jdw2c6rQIY0z13fv6QBLn8RnT+HlM8hzVfs3R7JgAAAAAAACYqBAHhmGs4kCjd+AbxYE4YaH285OeGx9upV/ft9XMX7lhyIUFQ+t3J8T93o2ew6RxIMlzVLuj4P/OXjjq0yoAAAAAAAAmGsSBYRirONDoYxrFgdo/j2OjbfVJCO8AUHttgtodAiPtOKi3/tSDpHEg6XN0qtMqktwJAgAAAAAAwGWIA8PgShwY6d3zJNQeRNc+jmbjQP0Og9MdB4Z7jsJbGTZ6LKO5lgMAAAAAAIDLEAeGQSoO1N4FQJpGjyM8l3+0pzQkjQOteI72vX3Q3LFxx5BTDrhgIQAAAAAApAniwDBIxYGDh49W/1x6e3ujxxHuKDgz2z2qr5s0DrTyOaoND1yLAAAAAAAA0gRxYBik4kDt9x7pTgS79hwwPb19Iz6WWsJbFcb92OEiQO1F/Ub6Wnds3DHmdyswZvTP0fq+raecOc7FJAEAAAAAACYixIFhkIwD+94+WD34Prdzjdm0feeQLe6PPvOq6entG9XW/vBx/d/ZC01Pb5959JlXh7z7Ht69ILwN4RmTOoe9nWHt9Qjmr9ww5GPyxYrZtH1ny+5WYMzon6PweT8z2202bd855LHXPu7R7ooAAAAAAABwFeLAMEjGAWOGHvyeymZ3DoQHzHH8v7MXDhsGQhpd9X+ki/uNRRwY7XN0x8YdsR43uwYAAAAAACBtEAeGQToOGGPfgb9j446Trqh/bucas/bG+0d9AHvw8FFzx8YdZv7KDUN2CIR2dK0zd2zcEeuCfOFV/+u/Tvg1hrsmwFjFAWNG9xw1ulNBR9c6s75vKxciBAAAAACAVJKaOAAAAAAAAAAAw0McAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xAEAAAAAAACAlEMcAAAAAAAAAEg5xIGEKN2PKfSHH340eW9AfA6UNVfpNz/+yDqA/aboD5jvvv9RfA4cPxa8AfP9D/xMYL8pf3PcnBj8QXwOlBXABYgDCZFeaFBG4gAqTRzASOIA1kscwFDiACpNHAA3IA4kRHqhQRmJA6g0cQAjiQNYL3EAQ4kDqDRxANyAOJAQ6YUGZSQOoNLEAYwkDmC9xAEMJQ6g0sQBcAPiQEKkFxqUkTiAShMHMJI4gPUSBzCUOIBKEwfADYgDCZFeaFBG4gAqTRzASOIA1kscwFDiACpNHAA3IA4kRHqhQRmJA6g0cQAjiQNYL3EAQ4kDqDRxANyAOJAQ6YUGZSQOoNLEAYwkDmC9xAEMJQ6g0sQBcAPiQEKkFxqUkTiAShMHMJI4gPUSBzCUOIBKEwfADYgDCZFeaFBG4gAqTRzASOIA1kscwFDiACpNHNi0fac5Y1Jn0593ZrbbbNq+c+wHgmEhDiREeqFBGYkDqDRxACOJA1gvcQBDiQOodDriwJnZbnPGpM4hhsSJA8OFAOLA6YU4kBDphQZlJA6g0sQBjCQOYL3EAQwlDqDS6YkDtQfyPb19pqNr3ag/v9GfQesgDiREeqFBGYkDqDRxACOJA1gvcQBDiQOodDrjwKbtO82Z2W5jjDG79hwYsnPgjEmd1d0EZ0zqNPMuvnHIjoMwKoRfs/bvDh4+OuR71P5d+P1gdBAHEiK90KCMxAFUmjiAkcQBrJc4gKHEAVS6NXHgiee+P+3qyo8N56mPAx1d68z6vq3GmOHjQP2BfKOdA7WfV7sbof5rht+zNh5AcxAHEiK90KCMxAFUmjiAkcQBrJc4gKHEAVR67OPA3v0/mDnLBk+79z/4fcOZhrvmwKniwK49B076/JFOKxhuN0L914HRQxxIiPRCgzISB1Bp4gBGEgewXuIAhhIHUOl07hwwJjp9oBVxwBhj1vdtHRIjenr7RvNUQgBxICHSCw3KSBxApYkDGEkcwHqJAxhKHECl03nNAWOiUwtaFQdqOXj4aDVGwOggDiREeqFBGYkDqDRxACOJA1gvcQBDiQOodDrjQO3Bepw40NG17qR3/k8VBzZt31k9beFUXxfiQxxIiPRCgzISB1Bp4gBGEgewXuIAhhIHUOn0xIH6aw6EB/Zx4kD4McPdrSCkNg6E8WG47wejgziQEOmFBmUkDqDSxAGMJA5gvcQBDCUOoNLpiAPgPsSBhEgvNCgjcQCVJg5gJHEA6yUOYChxAJUmDoAbEAcSIr3QoIzEAVSaOICRxAGslziAocQBVJo4AG5AHEiI9EKDMhIHUGniAEYSB7Be4gCGEgdQaeIAuAFxICHSCw3KSBxApYkDGEkcwHqJAxhKHECliQPgBsSBhEgvNCgjcQCVJg5gJHEA6yUOYChxAJUmDoAbEAcSIr3QoIzEAVSaOICRxAGslziAocQBVJo4AG5AHEiI9EKDMhIHUGniAEYSB7Be4gCGEgdQaeIAuAFxICHSCw3KSBxApYkDGEkcwHqJAxhKHECliQPgBsSBhEgvNCgjcQCVJg5gJHEA63U9DpQeuNPkjnwpPsdEkDiAShMHNm3fac6Y1Nn0552Z7Tabtu8c+4HGiF17DpzycTXzuGu/1mifr6QQBxIivdCgjMQBVJo4gJHEAazX5Tigb7jc+NmM8ZZ3iM8yESQOoNLpiANnZrvNGZM6hxgS52B3uBDQyjgQzlvPGZM6zZnZ7lhfoz4O1M9LHEgZ0gsNykgcQKWJAxhJHMB63Y4DVxAHxlDiACqdnjhQe2Dc09tnOrrWjfrzG/3ZWHFmttt0dK0z6/u2Vv9sfd9W09G1bsziQDOMtAvhdEAcSIj0QoMyEgdQaeIARhIHsF6X40D5+suMn82YyjLiwJg8n8QB1OmMA5u276weZNcf+J4xqbP67vgZkzrNvItvHLLjIIwK4des/buDh48O+R61fxf3oD782o3mqv06cR9XT2/fSY9huHiwvm/rkI/btefASV9ruFBQ/3m1z0P981n7d81AHEiI9EKDMhIHUGniAEYSB7Bep+PADcSBMX0+iQOoWxMH+rfde9r9oZRvOE/9QXTtu/LDHYTXH8g32jlQ+3m1uxGGO4Du6FoX+8A4jAM9vX1mfd/WqqONA8N97HB/X/u1wwP++o+t/7z1fVuHfF79jM2GkUYQBxIivdCgjMQBVJo4gJHEAax3IsQBjzgwNs8ncQD12MeBE688Y/xs5rT7bd91DWca7poDp4oD4TvmtZ8/0mkFwx2Y13+duIRx4ODho0MOrlsdB+ofY/gYThUHwlmH+7z6/50E4kBCpBcalJE4gEoTBzCSOID1ToQ4UFnaLj7LRJA4gEqnc+eAMdF291bEAWNO3mrf09sX+/mrPeAOdw8M9z3GQxyojy71pyQQB8YJ0gsNykgcQKWJAxhJHMB6XY4DOtw5sJSdA2MhcQCVTuc1B4yJTi1oVRyoJdwBEPeCgMO9Gz/c9xgvceBUB//EgXGC9EKDMhIHUGniAEYSB7Bel+NA+fo17BwYy+eTOIA6nXGg9mA9zsFuR9e6k975P9WB+abtO4fcaaDR1z3VvHHiQP1ctdcNqH9c9R87Uhzo6e0b9mvVf17tx9X+WXh9BeLAOEF6oUEZiQOoNHEAI4kDWK/LcUAHccAjDoyJxAFUOj1xoH7be3ggHCcOhB8z3N0KQmoP3MP4MNz3iztvnDhQ/31qLw5Y/7jqH8NwcaDR3RWavVtB/QUJiQPjAOmFBmUkDqDSxAGMJA5gvS7HgfKfV9udA0vaxGeZCBIHUOl0xAEYmeFOKxhPEAcSIr3QoIzEAVSaOICRxAGs1+U4oP+8ysaBrinis0wEiQOoNHHgdNPoAn6hcW93ONYQByY40gsNykgcQKWJAxhJHMB6J0QcWDxZfJaJIHEAlSYOgBsQBxIivdCgjMQBVJo4gJHEAazX6Thw3aXEgTGUOIBKEwfADYgDCZFeaFBG4gAqTRzASOIA1ut0HLg2iAOLsuKzTASJA6g0cQDcgDiQEOmFBmUkDqDSxAGMJA5gvW7HgZX2bgWLLhSfZSJIHECliQPgBsSBhEgvNCgjcQCVJg5gJHEA63U6Dqy7OIgDF4jPMhEkDqDSxAFwA+JAQqQXGpSROIBKEwcwkjiA9TodB67usXFgIXFgLCQOoNLEAXAD4kBCpBcalJE4gEoTBzCSOID1uh0HLrJxYMH54rNMBIkDqDRxANyAOJAQ6YUGZSQOoNLEAYwkDmC9TseBq7ptHJh/nvgsE0HiACpNHAA3IA4kRHqhQRmJA6g0cQAjiQNYr8txoNK7wt6tYN4fxWeZCBIHUGniALgBcSAh0gsNykgcQKWJAxhJHMB6nY4DVy63Owfmnis+y0SQOIBKEwfADYgDCZFeaFBG4gAqTRzASOIA1jsR4oA/5w/is0wEiQOoNHEA3IA4kBDphQZlJA6g0sQBjCQOYL0ux4Hy5UvszoHZvxefZSJIHECliQPgBsSBhEgvNCgjcQCVJg5gJHEA63U5DugwDsz6nfgsE0HiACpNHAA3IA4kRHqhQRmJA6g0cQAjiQNYr9NxYE2XjQMzfys+y0SQOIBKEwfADYgDCZFeaFBG4gAqTRzASOIA1utyHKisXmjjQOdZ4rNMBIkDqDRxANyAOJAQ6YUGZSQOoNLEAYwkDmC9bseBBTYOTCcOjIXEAVSaOABuQBxIiPRCgzISB1Bp4gBGEgewXqfjwKXz7d0Kpv1KfJaJIHEAlSYOgBsQBxIivdCgjMQBVJo4gJHEAazX5TigL5lj48DUX4rPMhEkDqDSxAFwA+JAQqQXGpSROIBKEwcwkjiA9bocByorZ9s40P4L8VkmgsQBVJo4AG5AHEiI9EKDMhIHUGniAEYSB7Bep+NAz0x7zYG2SeKzTASJA6g0cQDcgDiQEOmFBmUkDqDSxAGMJA5gvU7Hge4ZdufAlJ+KzzIRJA6g0sQBcAPiQEKkFxqUkTiAShMHMJI4gPW6HQem2TiQzYjPMhEkDqDSxAFwA+JAQqQXGpSROIBKEwcwkjiA9bocB7zlHVEcKP1PfB7XJQ6g0sQBcINUx4Ezs93mjEmdVevp6FpX/buOrnXDfg3phQZlJA6g0sQBjCQOYL1Ox4Gl7VEcKHwjPo/rEgdQaeIAuEFq40BH1zrT09tX/fee3r4hAaD+3+s/PkR6oUEZiQOoNHEAI4kDWK/LcaCyeHIUB/K++DyuSxxApYkD4AapjQNnZrvNpu07q/++aftOc2a2e8jf79pzoPrvu/YcGPL3IdILDcpIHECliQMYSRzAel2OA96iC6I4oCri87gucQCVJg6AG6Q2Dqzv22rOmNRp1vdtNcbYnQHh/z54+Kg5Y1KnOXj4aPXjh/szY4zJewOYQn/44UdT9I+Lz4GyFrwB8+OPrAM4YMpfHzffff+j+Bw4fiz5x833P7j5M+EtOL8aB/JKi8/jupX/nDAnBn8QnwNlBXCB1MaB8GC/9roD9X8XJw788OOPmEJ57TGUnwUM5WcB63X1Z+KbBedV48D3//lafJ6JoKs/Czi2PwMA453UxoEzJnUOOW0g3ElgTHNxQHqLEsrIaQWoNKcVYCSnFWC9Lp9W4M/5Q3RawdGc+Dyuy2kFqDSnFYAbpDIOxDn455oDeCqJA6g0cQAjiQNYr9NxYNbZ1TiQ++yY+DyuSxxApYkD4AapjAPG2J0DtXcfWN+3dcjBP3crwFNJHECliQMYSRzAel2OA17nb6I4cORL8XlclziAShMHwA1SGweMMdVrDYTXHqino2td9e9rQ0Et0gsNykgcQKWJAxhJHMB6XY4D/vSzojhw+Kj4PK5LHECliQPgBqmOA2OB9EKDMhIHUGniAEYSB7Bep+PA1F9GceDQZ+LzuC5xAJUmDoAbEAcSIr3QoIzEAVSaOICRxAGs1+k40P6L6FaGHx8Rn8d1iQOoNHEA3IA4kBDphQZlJA6g0sQBjCQOYL0uxwGvbVIUBw4eEp/HdYkDqDRxANyAOJAQ6YUGZSQOoNLEAYwkDmC9LscBf/JPo9MKPvxYfB7XJQ6g0sQBcAPiQEKkFxqUkTiAShMHMJI4gPXWxoH83r3i88T1WPl/1TDgZzMm/8FB8ZlclziAShMHwA2IAwmRXmhQRuIAKk0cwEjiANYbxgF91XLjZzOmcslc8ZliWfyPDQOTf2LjwHsfys/kuMQBVJo4AG5AHEiI9EKDMhIHUGniAEYSB7BeZ+NA4WvjZzPm6+DUgvw778nP5LjEAVSaOABuQBxIiPRCgzISB1Bp4gBGEgew3jAOVFyLAzlvyM6BwlvvyM/kuMQBVJo4AG5AHEiI9EKDMhIHUGniAEYSB7Dek+LApY7EgWNlGwemBDsH3nxLfibHJQ6g0sQBcAPiQEKkFxqUkTiAShMHMJI4gPW6unMg91XJxoG2n9k4sH+/+EyuSxxApYkD4AbEgYRILzQoI3EAlSYOYCRxAOutjwP6kjniM8Ux90XB+NmM8dom2dMK9u0Tn8l1iQOoNHEA3IA4kBDphQZlJA6g0sQBjCQOYL1RHFgR7BxwIw6oz4/ZOND+c7tz4PXX5WdyXOIAKk0cADcgDiREeqFBGYkDqDRxACOJA1jvyacVuBEHcp9+ZU8raP+FjQOvviY+k+sSB1Bp4gC4AXEgIdILDcpIHECliQMYSRzAequ3MrwyOK1g5WzxmeKY+9cXNg50nGlPK9izW3wm1yUOoNLEAXAD4kBCpBcalJE4gEoTBzCSOID1OhsHDn1u48DUX9o48MrL4jO5LnEAlSYOgBsQBxIivdCgjMQBVJo4gJHEAay3GgeuWmZPK1jpxmkF+U+O2GsOhHHgpRfFZ3Jd4gAqTRwANyAOJER6oUEZiQOoNHEAI4kDWG/1mgPBzoHKxW7sHMh/dNjuHJj+a+NnM6b4wi7xmVyXOIBKEwfADYgDCZFeaFBG4gAqTRzASOIA1lt/WoErcSD34Sd258D0s2wc2Pmc+EyuSxxApYkD4AbEgYRILzQoI3EAlSYOYCRxAOut3zngORIH8u9/ZOfttHGg8NzT4jO5LnEAlSYOgBsQBxIivdCgjMQBVJo4gJHEAay3unNgbXDNgYtnic8Ux/x7H9o4MPO3dufAM0+Kz+S6xAFUmjgAbkAcSIj0QoMyEgdQaeIARhIHsN6TrjnQM1N8pjjm33nfxoHZv7Nx4KnHxWdyXeIAKk0cADcgDiREeqFBGYkDqDRxACOJA1hvNQ6EOwcciQOFt961FySc/XsbB554THwm1yUOoNLEAXAD4kBCpBcalJE4gEoTBzCSOID1nhQHLnIkDrz5VrBz4BzjZzOmtOMR8ZlclziAShMHwA2IAwmRXmhQRuIAKk0cwEjiANYbXXNgqT3YvqhTfKZYc+9/08aMuX+wceCxbeIzuS5xAJUmDoAbEAcSIr3QoIzEAVSaOICRxAGstxoHLl8S7BxwJA7s22djxvzzbBx45CHxmVyXOIBKEwfADYgDCZFeaFBG4gAqTRzASOIA1luNA1fYnQOV7hniM8Wae+9eGwcWnG/jwLa/i8/kusQBVJo4AG5AHEiI9EKDMhIHUGniAEYSB7Dek3YOuBIHXnvNxoGFF9gLEj68SXwm1yUOoNLEAXAD4kBCpBcalJE4gEoTBzCSOID1VuPAZV02DqyYLj5TrLlf3RPEgQttHHhoo/hMrkscQKWJA+AGxIGESC80KCNxAJUmDmAkcQDrPSkOdE8TnynW3LtfsXGga7KNA1vuFZ/JdYkDqDRxANyAOJAQ6YUGZSQOoNLEAYwkDmC9URxY7FYcePklO++SNnvNgc13i8/kusQBVJo4AG5AHEiI9EKDMhIHUGniAEYSB7Dek+LACkfiwAs77c6BZR02Dmy6S3wm1yUOoNLEAXAD4kBCpBcalJE4gEoTBzCSOID1hnGgsmaRPdhePlV8plhz73yuGjP8bMaUNvaJz+S6xAFUmjgAbkAcSIj0QoMyEgdQaeIARhIHsN7qzoHVYRzoEJ8p1tzPP1O9gKKfzZjSvbeJz+S6xAFUmjgAbkAcSIj0QoMyEgdQaeIARhIHsN4oDiysbtOXninW3M8+ZePARZ02Dtx9q/hMrkscQKWJA+AGxIGESC80KCNxAJUmDmAkcQDrrZ5WEMSBytJ28ZniWHx6h5334tk2Dtx5s/hMrkscQKWJA+AGxIGESC80KCNxAJUmDmAkcQDrjeLAArfiwJOP2XkvmWv8bMaU/7ZBfCbXJQ6g0sQBcAPiQEKkFxqUkTiAShMHMJI4gPVW48CqBdVbA0rPFMfijkfsvKvm2zhwx3rxmVyXOIBKEwfADYgDCZFeaFBG4gAqTRzASOIA1lu95kBwkF3pmiI+UxyLjz1s5w0upFi+7XrxmVyXOIBKEwfADYgDCZFeaFBG4gAqTRzASOIA1luNA5fOdSsOPPKQnffyJcbPZoy+9VrxmVyXOIBKEwfADYgDCZFeaFBG4gAqTRzASOIA1ls9rSA4d7+yeLL4THEsbtti5127zO4cuHmd+EyuSxxApYkD4AbEgYRILzQoI3EAlSYOYCRxAOutxoGVc+zB9qKs+ExxLD282e4YuGq5jQN/6RWfyXWJA6g0cQDcgDiQEOmFBmUkDqDSxAGMJA5gvdXTCoI44C26UHymOJYe2mijQO9FNhLceKX4TK5LHECliQPgBsSBhEgvNCgjcQCVJg5gJHEA6412Dsy2cWDhBeIzxbG05T4bBa5Zaf95w+XiM7kucQCVJg6AGxAHEiK90KCMxAFUmjiAkcSB+Ob3HzCV61aZ/KFPxWdppdU40DMriAN/Ep8pjqXNd9socN0q+8/r14jP5LrEAVSaOABuQBxIiPRCgzISB1Bp4gBGEgfi611sD5b11T3is7TSMA54PTNtHFhwvvhMcSxtuuAuawAAACAASURBVMueVnD9mmokkJ7JdYkDqDRxANyAOJAQ6YUGZSQOoNLEAYwkDsS3Ehwspy4OzD9PfKY4ljb22Tiw/org9IJLxGdyXeIAKk0cADcgDiREeqFBGYkDqDRxACOJA/FNWxzQ3TOcigPl+24P7lJwlf3n1ReJz+S6xAFUmjgAbkAcSIj0QoMyEgdQaeIARhIH4pu2OFBZMd3eynDuueIzxbF8z19tFLh5nX2deleIz+S6xAFUmjgAbkAcSIj0QoMyEgdQaeIARhIH4hvFgYn9jnQ1DnRPszsH5v5BfKY4lu+62caBW661r9OVy8Vncl3iACpNHAA3IA4kRHqhQRmJA6g0cQAjiQPxrVzUma44sGKqjQOzzxGfKY7lv20wfjZjSrddb1+nK5aIz+S6xAFUmjgAbkAcSIj0QoMyEgdQaeIARhIH4qu7bRwo93aLz9JKqxckrMaB34vPFMfSHevt69NnI4G+bLH4TK5LHECliQPgBsSBhEgvNCgjcQCVJg5gJHEgvtWdA70p2TmwrMP42YzxZ50tPlMcwx0DpTtvstdKWL1QfCbXJQ6g0sQBcAPiQEKkFxqUkTiAShMHMJI4EN9KcPX+tMQBb6mNA96s34nPFMfyrfZaA6XgwoSVVfPFZ3Jd4gAqTRwANyAOJER6oUEZiQOoNHEAI4kD8Q2v3q9TclpBZUmbjQMzfys+UxzLt9i7FBz8c599nVbOFp/JdYkDqDRxANyAOJAQ6YUGZSQOoNLEAYwkDsS3smJGKm6RV9050DXFxoHOs8RnimP5pquNn82Y7bPvtjsHemaKz+S6xAFUmjgAbkAcSIj0QoMyEgdQaeIARhIH4hve2k9fNbFvkRfGAb14so0DM9yIA3rDVcbPZszW2ffbONA9Q3wm1yUOoNLEAXAD4kBCpBcalJE4gEoTBzCSOBDfyoogDly5THyWVlo9rWBx1l6QcPqvxWeKY/mGy42fzZgtszfZOLBimvhMrkscQKWJA+AGxIGESC80KCNxAJUmDmAkcSC+leX2An2VK9Oxc8BbdIHdOTD1l+IzxbF8/RrjZzNm05wtdu5lHeIzuS5xAJUmDoAbEAcSIr3QoIzEAVSaOICRxIH4hrf2S00cWPgnu3PAkTigr1tl/GzGbJzzsI0DS9rEZ3Jd4gAqTRwANyAOJER6oUEZiQOoNHEAI4kD8fWWtds4sDYdpxV4C4I40P4L8ZniqK+5xPjZjLl37qM2DiyeLD6T6xIHUGniALgBcSAh0gsNykgcQKWJAxhJHIivt9TGAX35EvFZWmk1Dsw/zx5kt/9cfKY46qt7jJ/NmLvn7rBzL/yT+EyuSxxApYkD4AbEgYRILzQoI3EAlSYOYCRxIL7ekrZUxYHKvD/anQNTfiY+Uxz1Vd3Gz2bM3+Y9bXd4zD9PfCbXJQ6g0sQBcAPiQEKkFxqUkTiAShMHMJI4EF+vy97aT1/WJT5LK63uHJh7bhAHfio+Uxz1lcuNn82Y2+c9b+PA3HPFZ3Jd4gAqTRwANyAOJER6oUEZiQOoNHEAI4kD8a0sygZxYLH4LK20GgfmnGPjwOSfiM8UR33FEuNnM+bWeS/a0wpmnyM+k+sSB1Bp4gC4AXEgIdILDcpIHECliQMYSRyIr7/oQvuO9OpF4rO00mocmP17GweyGaPK34rPNZL6ssXGz2bMTQt22zgw63fiM7kucQCVJg6AGxAHEiK90KCMxAFUmjiAkcSB+HoLLwjiwELxWVppNQ7M+l0UB0r/E59rJCurFxo/mzEbFrxm40Dnb8Rncl3iACpNHAA3IA4kRHqhQRmJA6g0cQAjiQPx9Racb+PAqvnis7TSahyY+dsoDhT/Iz7XSFZWzTd+NmNuWPAPO/f0s8Rncl3iACpNHAA3IA4kRHqhQRmJA6g0cQAjiQPx9YNb++lL54nP0kqrcaDzrGocyBW+EZ9rJCuXzDF+NmOuW/iWnXvqr8Rncl3iACpNHAA3IA4kRHqhQRmJA6g0cQAjiQPx9YJb+1UumSs+SyutxoEZNXEg74vPNeLrc/Es42cz5uqF79nTCtp/Lj6T6xIHUGniALgBcSAh0gsNykgcQKWJAxhJHIhvePV+vXKO+CytNIwD/vRfR6cV5DzxuUay0j3D+NmMuWrRP+3cbT8Tn8l1iQOoNHEA3IA4kBDphQZlJA6g0sQBjCQOxNebZa/eX7l4lvgsrbQaB6b+KooDx7T4XCNZWTHN+NmMuWLxJ07dgnE8SxxApYkD4AbEgYRILzQoI3EAlSYOYCRxIL6V4Or9lYs6xWdppdU40HFmdFrBv8d/HPCWdRg/mzFrFv/LeNmfBLdgHP93WRjPEgdQaeIAuAFxICHSCw3KSBxApYkDGEkciG949f5K9wzxWVpp9ZoD7T+P4sBXJfG5Rnx9lrQZP5sxqxZ/ZnT2Z87cZWE8SxxApYkD4AbEgYRILzQoI3EAlSYOYCRxIL7hBfoq3dPEZ2ml1TjQNimKA18UxOcaycriycbPZsyli4+a8uRfBHdZ+Fp8LpclDqDSxAFwg1TGgYOHj5ozJnUOay0dXeuqf97RtW7YryW90KCMxAFUmjiAkcSB+PrTbRzwVkwVn6WVVk8rmPLTmjiQF59rJL1FFxg/mzEru74yxSn2eglKVcTnclniACpNHAA3SGUcGI71fVtNT29f9d97evuGBIGOrnVD/j5EeqFBGYkDqDRxACOJA/H1p9mr91eWtovP0kqrcWDyT6I4cFSJzzWSlfnnGT+bMT1dx0xhylnBtRLK4nO5LHEAlSYOgBsQBwLOmNRpDh4+Wv33M7PdZteeA9V/37XngDkz233S50kvNCgjcQCVJg5gJHEgvl673apeWdImPksrLXgD5vvvf6iGAT+bMfnPjonPNZKVuecaP5sx3V05k5tirw+R+7IoPpfLEgdQaeIAuAFxwJy8ayA87aA2Fgz3Z8ZwUJBWiQOoNHEAI4kD8fXa7Tn4XtcU8VlaacEbMN999/3QOPDpV+Jzjfj6zD7H+NmMWbGkaI61/d6Z0yHGs8QBVJo4AG5AHDAn7xpoJg58/8OPmEKNMeaHcTAHyvrDDz+yDqD5/gd+FpoxPAf/myVZ8Vla/jPx/dA4MFgqiM81kl/PPtv42YxZtqRsvmr7g/GzGfNdRYvP5bI//Pij+ZH1IfUCuEDq40BPb99J1xJoJg4UvAFMoT/88KMpfn1cfA6UtegPmB9/ZB3AAVP+5rj57vsfxedwwfAcfG/hBeKztNLS18fN9ydO2DAQPObikS/E5xpJr/M3xs9mzJIlFfNl2x/t3J//W3wul63854QZ/O4H8TlQVgAXSHUcaHTAbwzXHMBTy2kFqDSnFWAkpxXEtPxt9V10b/558vO00II3YL4/fnxIHMgd+lx8rpEM7ybRtfRrc7T9T3buf30hPpfLcloBKs1pBeAGqY4Dw+0aqP077laAjSQOoNLEAYwkDsS0+J8oDsw9V36eFlrwBsx3/f1D4kD+0Kfic42kP9XevnDR0v+Yz9oudCZqjGeJA6g0cQDcILVxYNP2nQ13DYR0dK0zZ0zqNGdM6hwSCmqRXmhQRuIAKk0cwEjiQEzzfnQO/uxz5OdpoQVvwHz3bbBTYrK9zkL+4yPic42k1/5z42czZsHS/5kj7ZNtHPj4X+JzuSxxAJUmDoAbpDYOjBXSCw3KSBxApYkDGEkciKmqRDsHZv1Ofp4WWvAGzHf/++/QOPDRYfG5RtJv+5nxsxkzb9mAOdzebuPAwUPic7kscQCVJg6AGxAHEiK90KCMxAFUmjiAkcSBeOb+XY7iQOdvxOdppQVvwHz3H3saxdfBHRryDhxkh6dAzF12wnzSPtXGgQ8/EZ/LZYkDqDRxANyAOJAQ6YUGZSQOoNLEAYwkDsQz92UxOq1g+lni87TSgjdgvvvma/tYwzgw3g+yy/+z4Sb7EzNn2aD5uGO6nfv9j+Rnc1jiACpNHAA3IA4kRHqhQRmJA6g0cQAjiQPxzH2Rj+LA1F+Jz9NKC96AGfzaXmPh62CrfuGDj8XnOqXBBSMrkyeZOcsGzcGOmTYOvPeh/GwOSxxApYkD4AbEgYRILzQoI3EAlSYOYCRxIJ65z1UUB9p/IT5PKy14A2bQC66xEMSB/AcHxec65etTsDsdypN/YeYsGzQfdsy2c7/zvvhsLkscQKWJA+AGxIGESC80KCNxAJUmDmAkcSCeuSNfRtccaJskPk8rLXgD5jtPB6cV/MyNd+CDC0YWp/zKzFk2aD7omGt3PLz1rvxsDkscQKWJA+AGxIGESC80KCNxAJUmDmAkcSCeucNHo50Dk38qPk8rLXgD5jtdroYQP5sx+Xc/EJ/rlK9PcMHIwpSzzJxlg+a9qQvs3G++JT6byxIHUGniALgBcSAh0gsNykgcQKWJAxhJHIhn7tBnURzIZowqfys+U6sseANmsBxcgLH958H2/PfE5zrl6xNcMDI35bdmzrJB887URXbu/fvFZ3NZ4gAqTRwANyAOJER6oUEZiQOoNHEA+01h/wFT3LaFOBDT/MdHgl0D9nZ5qvhf8Zla9rPhDZjBUsHuHGifNK635+f/+YkpPby5esHIY22/N3OWDZq3pi6xc+/bJz7jqSxu2yI+w6mMEweK27aYwu7d4rNi6wRwAeJAQqQXGpSROIBKEwew33hTf2kv4Pbsk8SBGOYPHhoSB3KFb8RnapUFb8AMFnJBHLA7BwoH3hafazi9OefYn+O+G42fzZiv2v5g5iwbNAemLbNz790rPmMj9ZrFxs9mjL5ssfgsjRwpDhRefz0V1+FIuwAuQBxIiPRCgzISB1Bp4gD2Gz+MA8/sIA7EMP/hJ9XrDfjZjMnlPPGZWmXBGzCDeVW9M4Pdnn9AfK7h9Ob90f4c33qN8bMZ88WUP5o5ywbN/mkrbBx47TXxGRsZxoGKw3Eg/9prxIEUCOACxIGESC80KCNxAJUmDmBNHHiWOBDH/AcHh55WcEyLz9QqC96AGcz9O9g58Itxfe6+t+B8++77jWuNn82Yz9v+ZOYsGzT7pvXYuxe8ukd8xkZW48CaReKzNJKdA6g0cQDcgDiQEOmFBmUkDqDSxAHsN/7UXwU7Bx4nDsQw/94Hwa39gp0DX5XFZ2qVBW/AnDhmb91YnnJmcO7+P8TnGk5v4Z/sAfZ1lxo/mzGftV1o5i4fNG9MX2njwO5XxGdsZOWyMA64u3MgjAN+28/EZ8XWCeACxIGESC80KCNxAJUmDmDNzoGniQNxzL/zXvUgyM9mTO6LgvhMrbLgDZgT//7C+NmMKU22cSD/xhvicw2nt+hCe4Dda08jONI+xcxZNmhen25jQeGlF8VnbKSeAHEgTxxIhQAuQBxIiPRCgzISB1Bp4gD2G7/DxgH91GPEgRjm33qnun3az2ZM7mhOfKZWWfAGzOBXR+0775Ptz0l+nF7Yr7IoWz3A9rMZc7i93cxdPmhenb7GxoEXdorP2HD28LSC1e6eVlCNA1N+Kj4rtk4AFyAOJER6oUEZiQOoNHEAa3YOPPUocSCG+TffCi7QZ6/en//smPhMrbLgDZjBLz8P4oA9/SQ/Ti/s53VNtpFr5RzjZzPmk/apZt6KQbN7xuU2Dux8TnzGRlbWLLLByeE4UD2tYPJPxGfF1gngAsSBhEgvNCgjcQCVJg5gv/E67HZx/SQ7B+KY379/SBzIHflKfKZWWfAGzOAXn9qD6zAOvDpO48CSKfbd9+Udxs9mzMcdM8y8FYPmlRn2AoWF558Rn7GRldWLgp0DC8VnaWTsOJAlDkxkAVyAOJAQ6YUGZSQOoNLEAeyvXoVeP8nOgTgW9u0bcmu/3OGj4jO17LF6A2bw8yNBHPi1/ec4veq/t6TNHmAHpxcc7Jhp5nUPmpdm9Nq5n31KfMaGs1fjwALxWRoZPw5kxGfF1gngAsSBhEgvNCgjcSCd6pvXmcrFs4wq/tcoTRzAfuN3BHHgiUeIAzEMz60Od1zkDn0mPlOrLHgDZvCzw3bHwOSz7EH27t3icw1nNQ7MPdf42Yz5sGO2md89aF6Ysc6eFvH0DvEZG1lZtdD+f3DVfPFZGjliHHitJg6UvxWfF1sjgAsQBxIivdCgjMSBdOoHBzTFXc8ZpYkDGO0cKD+xjTgQw/yrr9k4EFyrIf/xEfGZWmXBGzCDnx6yj3NKEAdeeVl8ruGsxoFOO+f7HfPMgosGzc7Oa+2a9+Rj4jM2Uq9eYGdf5fDOgT27q3EgV/hGfF5sjQAuQBxIiPRCgzISB9JpePG5cIstcQC9dnvVfb2DOBDH6kHQtOAc/IOHxGdq2WP1Bszgvz62B3xTfmPXjpfH5y0BK8E1B8KdMO9NXWAW9gya5zuvt3FgxyPiMzacvRoHHN458MrLURzIeeLzYmsEcAHiQEKkFxqUkTiQTsM4UHzKbrElDmB4S77y41uJAzGsHgRNt+fg5z78RHymlj1Wb8CcOHwwiAO/tXHgxRfE5xpOr2tK9eDUz2bMO1MXmUU9g+bZzvV2zXvsYfEZG1lZNd/GgUvnic/SyBHjwEsvRqcVHCuLz4utEcAFiAMJkV5oUEbiQDoNz5MuPmHfRSMOoN/2MxsHHnuIOBDD8CDIm2G3r+ff/0h8ppY9Vm/AnDj0T3vAN+V3Ng68sFN8ruEML0QY+tbUJWbxxYPm6Zkb7Jr3yEPiMzac/dIgDlwyV3yWRo4YB3btjHYOfFkUnxdbI4ALEAcSIr3QoIzEgXQaxoFS8C4acQD9KTYO6MceJA7EsPjCLhsHgnPb8+99KD5Tqyx4A+bExx8YP5sxx6acbePArufF5xpOb+EFQ+LAm9OWmcUrT5inZt5s48C2LeIzNrJy6Tz7/8GVs8VnaeRIcaC489koDhzNic+LrRHABYgDCZFeaFBG4kA6DS9IWNr+oFGaOID9xp/8E3tg8sgW4kAMC8FBkDfTbrPPv/O++Ewte6zegBmsjwM7nxWfazi9+ecNiQP7p3WbJZeeME/MvNWueQ9vFp+xkZVL5tqdAxc7HAeee7r63Oc/+7f4vNgaAVyAOJAQ6YUGZSQOpNPwyvSlrQ8YpYkD2F/9hV5v/ztxIIaF8CBodrDN/q13xWdq2WP1BsyJg+8ZP5sx/57ye/t4n39GfK7hDG9hGLpvWo9ZuuqEeXzW7XbNe2ij+IwNZ79kjg1OF88Sn6WRI8aBZ56Idg4cPio+L7ZGABcgDiREeqFBGYkD6dRr/7ndYrvlXqM0cSD1lv4XxYGHNxEHYlh85kl7IDfLvpOef/Mt8ZlaZcEbMCf++a7xsxnz1ZRzbBx47inxuYbTm33OkDiwd/pKs2zVCfPorD4bB7bcJz5jIysXz7Y/Uz0zxWdp5Ihx4KnHozhw6FPxebE1ArgAcSAh0gsNykgcSKdhHChtussoTRxIu7nCN9Vf6MsP3T+qOJD75Ij44zidhgdB4cFofv+b4jO1yoI3YE58+HYQB/5gw+IzTzb9dfKn4WDRD2JN6OvTV5nlq0+YR2bdade8zXeLP5+N9Hpm2dMKLuoUn6WRI8aBJx+N4sBHh8XnrTefsnWqVQK4AHEgIdILDcpIHEin1dvW3Xe7UZo4kHpzXvUX+sqWe5uOA/50e1G+0o7t8o/lNFl84jH7fM21B8uFff8Qn6lVFrwBc+KDt4yfzZgv2+y2/eLTO5r6GvrqHvt8tfhd8fAaEKGvTl9jVlw2aLbNvmdIEB2Pej0z7XPUPUN8lkaOGAce3xbFgXF2e8/qrSLXLhefxXUBXIA4kBDphQZlJA6kU3/KT+0vynfdbJQmDqTeYzo6rWDzXc3HgeB2fsXHx+895Mfa0o5H7M6BeX+0cWDvG+IztcqCN2BOvP+m8bMZ80WbfbzFpx5v6mvodRefli3z4a0lQ3fPuNx0X37CbJ19n13zNvaJP5+NrHR3BnFgmvgsjRwxDjy6Nbog4QcHxeetVYdx4Ipl4rO4LoALEAcSIr3QoIzEgXRa3ULed6NRmjiQdnNflaOfiY13jHrnQPHR9MSB4mMP24Pd4Or4hddeE5+pVRa8AXP8vX8EccA+3uITjzX1NfQ1K2186m7tlnl/2q+GxIGXZ1xpetYOmgdnbxyyW2o8WumeYX+mlk8Vn6WRI8aBbVuinQPvfiA+75Dnd/UC+zN4+RLxWVwXwAWIAwmRXmhQRuJACi1/Gx0I3nKtUZo4kHZzXxSi0wruuy1BHNgq/lhOl8VHHrQHcgv+ZN8l3fOq+EytsuANmOPv7DN+NmOOtp1vY8gTjzb1NfS1l5yWLfNecJvW0Jdm9JqVVw6aLbM32zXvnr+KP5+NrKyYZp+jZR3iszRypDhQenhztHNgnN3Bo7J6kX1+1ywSn8V1AVyAOJAQ6YUGZSQOpNDif6It5BuuNEoTB9Ju7mgu+pm455am44A37dc2DjzykPhjOV2Wtv3dxoFFF9qD5d27xWdqlQVvwBx/e6/xsxnzeZuNIcUmry9RjQMrprd01vBiq6EvzFhnVl55wmyes2XIqVTjUS+IA57LceChjVEcGGd38KisWWx/BlcvEJ/FdQFcgDiQEOmFBmUkDqTPXOHraOfA9avtnxEHUm3+s2NRHLjrplHsHAjiwLYt4o/ldFl6eJM90Fg82caBl18Sn6lVFrwBc+ItGwc+a7vAvtaPbWvqa0Q7B1p7Pv3XbT8bEgd2dl5nLu0dNA/MeciueXf+Rfz5bKS3rMPGgSVt4rM0csTTCrbcG8WBf+wXn7fWMA7oS+eJz+K6AC5AHEiI9EKDMhIHUqiqRAeCV/cYpYkDaTd35MvotIK/bWg+DgTneRcf3iz+WE6X4Tukla4pNg68+IL4TK2y4A2Y4wdeC+LAhaM6hSTaOdDaOOBP/smQOPBc5/Vm9bpBs3GOvYp+6Y714s9nI72lHcHP1GTxWRo54s6BzXdXn/vC3r3i89aqwziwco74LK4L4ALEgYRILzQoI3EgfdZefE6vtVdtJg6k29zhz6M4cMf65k8rmPpLe+D18Cbxx3K6LAXvkIYHdMVdO8VnapUFb8Acf/NV42cz5tO2bHAKyYNNfY1qHFjewi3z5f/Zn+PJP63+PD/beaNZfc0Jc99ce3eJ0m3Xiz+fjawsabPP0aKs+CyNHDEObLor2jkwzi7SqS/rss9vi++YkQYBXIA4kBDphQZlJA6kzyEXn1u90P4ZcSDV5g99GgWj265rPg50BHFg60bxx3K6LAfvkFaW2zhQ2Pms+EytsuANmOP/2G38bMYcaZ88qlNIwjjQ0vPpw+upTIlOLXh65l/MZdeeMPfMfcyeVnDrteLPZyMri6cE17G4QHyWRo54WsH9d0Q7B/aMr+twlC+zOwe8Fl8UMw0CuABxICHSCw3KOJHjQO7w56b0wJ3ic4w7j6rqL2/exbPtc0UcSLX5j/8VxYFbrxlFHLBXiC9uuU/8sZwuSw/cWT2H3s9mTOG5p8VnapUFb8Ac3/ey8bMZ86/2KcEukeZOIanuHFjaPurnO3c0d+qPC6+n0hZdlPDJmTebtdefMHfNfSK4Q8u65r7vxr+Z/KFPT/7zu28d8/++VBbZXRmVBeeLv+aNHHHnwL23RXFgnF2Ho3K53Tkwnm8V6YoALkAcSIj0QoMyTuQ4UOmy73CVb75GfJbxZP6zf0c7B4Lzf4kD6TZ/8FD0M3FTb/NxoP0X9oDx7/eIP5bTZSl4h9S7qNOGkWeeFJ+pVRa8AXP8jZeCONA2qlNIqjsHRnGxPX3dqnh3OsjZ66mEO1n8bMbsmPlXc+UNJ8yd856y/z246er43/eGy4fd7VC7+yr3VXnMnmd/kb3Yozf/PPHXvJEjxYHy3bdGceDFXeLz1lqNA6MMVBgJ4ALEgYRILzQo48SOA1OCOBD/l8E0mPvXF9GB4OLJ9s+IA6k2/+HH0c/EhiubvyBhGAc23SX+WE6X4TuklZ6ZNg489bj4TK2y4A2YgddfMH42Yw6329MoSg81dwpJNQ6M4mJ7+s+rY93pIHdM25/j6b+uXphwx6zbTO+GQdM37xm7M2bDVbG/b/n6NcPGgfz7/6z+/0UdVWP2PPsL7G0ivbnnir/mDZ+TkXYO3HlT9bkp7nxOfN4hP0fBaQXhf/dw9AK4AHEgIdILDco4keOAV9050Nw20olu7lDNxefm/9H+GXEg1dYe7Oj1lze/c6Btkj1gTNFpPKXgHVK9crY9EHriMfGZWmXBGzADr+0yfjZjDrVPtY/3wfub+hr62ktHfbG9chgHVpx6O3h4sVWv86zqqS5PzrzFrNtwwtw+7/ng5/uK2N+3Eu5YWDo0DhR37452Dhz5csyeZ2/++Xb+2eeIv+YNX4uRdg70bYh2DoyzU23COOAtHL/XdHBFABcgDiREeqFBGYkD6TP38ZHomgOzfmf/jDiQanPvfhD9TNywuvmdA8G95Uv394k/ltNl6c6b7YHjpfPswfKOR8RnapUFb8AMvGoPrj9pnxZcX+Lepr5GJdw5MIqL7YVxYKRzxcPt/t6s3xlvxlnVCxJee/MJc9t8GzfK16+J/X31uouH3YZe2rE9uiL/MNcjGK3e3HOD+c8Wf80bvhYjxYHbb4h2DjzzhPi8tVbCuxXM+6P4LK4L4ALEgYRILzQo40SOA5XFNg6UbuoVn2U8WXt+uT/tV0Zp4kDazb39brSb5LpLmo8DwRbu8r23iT+W02X5b/Yd0srqBfZA6LGHxWdqlQVvwAzsfs742Yz5uH26XVc3N3d9ieppBQv/1PxzXY0DI9zp4GjO/hzP/r3x55xj/GzGPNd5g/nzrSfMrfPtNRP0datif99K7wr7GndNGfLnpfv7op0D//xkzJ7ncGZv5m/FX/OGr8VIpxX89booDjw5vnbT6NWLgp+P8bszwxUBXIA4kBDphQZlnNhxINv0BajSYK7m/HK/7Wf2z4gDqTZ/4O0oDlyzsrk4UP62+rmlu24Rfyyny1LwDmlljT3gDO3ydQAAIABJREFUKD7ykPhMrdLGgWeNn82Yj9pnjOr6EpVrVo76YnvlP68a9tz/enOfHQvO2f+D8eafZ/xsxuzsvM7c8NcT5ub5r9g4cM3K2N9XX7Fk2FMhyn/pjXYOvP/PMXuevVlnV0+LkH7NG74WI+0cuPWaaD0YZ7tp9KqF4z6+uCKACxAHEiK90KCMEzkOeMHOAeLAUPMfHLS/vAXv9qrif4kDKTe//0B0WkHvRc3FgeJ/q59b/tsG8cdyuiz99c/2YPNyewBZ3LZFfKZWWfAGzMDL9oJ+BztmjioO6HVBHBjFlu5qHFg6Qhw48mV123h4W8AXZ1xtbrz9hPnL/D329bq6J/b3rYQHk3XnqFeuWBrFgbffG7Pn2Z/52+oFFaVf84avxUhx4OZ10c6BcbabRge7fMbz8+uKAC5AHEiI9EKDMk7kOBD+clj+C6cV1JoPzy8P4kBOVYgDKTf/j/3RzoGrljcVB3LhveWzGVO+/Xrxx3K6LN9yrfGzGXNkyTJ7sPzwZvGZWmXBGzADL9lbAf6zY5Z9vBv/1tTXqJ6/P6f5Ld3VuxWMcBvE8E4s3oLzTWVpu/GzGfPKjLXmL387bjYseN3Ggau6Y3/fysWzh93tEN4Jx89mTH7/m2P2PIfXSfCm/lL8NW/kSHFAb7gyigPbHxSfd8hsq+bb2dp/IT6L6wK4AHEgIdILDcqYhjhQauLWVWkw//Z71VMK/GzGqC/yxIGUW3jjjSgOrF3a3M4BVYniwC3Xij+W02X4Duk/pl1kD4SavLWfSxa8ATPw4hPGz2bMhx1zRnXxyfLVPdXrATT7/XVw1wBvyZRTflx4JxZv0QWm0m0vnPjq9DXmprtOmPUL7M945crl8b/viqnDnqPuTf1l9We+sHfvmD3P/vSzxv3B64hxYP0V0WkF4yyYhRcP/XrKT8VncV0AFyAOJKTVC0nuyJemsqSNLd7jzIkcB7xFF9oDFuLAEPNvvlX9BdTP2ltxuRQHilvuNd6SNpPfv198loli/rXXotMKLlvU3M6B4PZxaTuFJzzv/I3p9h3x4pb7xGdqlQVvwAzs2mH8bMZ80DHXvtb33d7U19BBHAjvkNLU54ZxoP7+9KpiKnPPNV6woyD/ib0TS3gf+yfu+djMWTZobr37uLl+gd0do69YGvv7esEOAa/zN9GfB3dE8Nvt7TsLe14ds+fZn/qrINxOEn/NGzliHLjhsigOjLNgVrlkTnU2Vfyv+DxOqSrG65pi9OVLjNLEAXAD4kBCWr2wFB/dav8jO338XmgnjaYhDmjiwBAL+9+0vyAF9wHPfXzEqThQ4RaVY25+z6tRHFi9oLmdA+HBUjZj9I1rxR/L6VLfaLdPvz7dXoW/2av3u2TBGzD9Ox8zfjZj3u+w776W72nuzhTVOFB7oB33c6+7NNgRcOGQP6+984oq/sfkPjoc7DCwseCBbcfNnGWD5rb7TphrF9qLblZWL4r9fSvz7K0F/Zpt/vn3/xmct27f5S+8/NKYPc9hsPUnj993tkeMA0HI8bMZU/57c7e7bLWVnpnRz0vOE5/HJQuvv17dcag0cQDcgDiQkFYvLMXHt3MhmHHoxI4DFwQHLFeKzzKeLOzbVz2v1c9mTP6Dj9yMAyl6l7rlPxO7d0enFVwyt7mdA0dVdDBw/Wrxx3K6LN9wufGzGfPadHs+fOmBO8VnatnPhzdg+p9/1PjZjHmvw563Xbr71uaer6u6qwfVzX7/6DaIQy8MWNi7NzrYy/sm989P7McFdzXY+PAJM2fZoOl74Li5eqE9napy6bzY39fr/M2QAyKl+01h9yvVayf42Ywp7Hp+zJ5nv21S9HjK34q/7sO+jiPFgeCuFOPx/xOV7hnV2XJfFsXnccnw1LPwlAwAFyAOJKTVC0vxycfG/YV20uhEjgN+decAcaDWfPgOQPDOV/6d95yKA+FWXy40OXYWXn4pigMrZzcXBz79Kto50MRt4ly3fL2NAntmXD6qC/S5ZMEbMP3P2sD/7lR7Bf/SXTc39TV0b/dJ78LH/tzwNogLzh/y58Wnd0QH06pi8sFtWivLpxql+829D9mdA3duOm6uXGTf8a/0zIz9fb32n0dfv/Q/+z13bK+euuBnM6bw3FNj9jz7k386ZCeE9Os+nCPGgfDaEtmMKW3sE5+31sqKadXZ8p8dE5/HJcM3FfxsxihNHAA3IA4kpNULS/Gpx0b9iwG2zgkdBxb+KXVbneNYePW16vZeP2uvtu1mHOB0kTH7mXjxhei0gp7O5uLA4aNRHOi9SPyxnC7Dre6vzFhrD4Tuu0N8ppb9fHgDpv+ZbcbPZsw7UxfZx3vnTc09X1cttz9fo7jYXhgHKnW3QSxvvid6J/ircvU2rZUV043S/eaeLTYO3L3luLlikd1VUOmeFut75grfVL+2n82YXLANvXT/HfbrXNRprzXx1ONj8zyXvx3y/VTha/HXfThHjAO9K6KdRPc2d+pJqw3vYOFnMyZ3+HPxeVyyUHPqmVIV6UMWgFgQBxLS6oWl+MwTwUV8xu9VeNPoRI4DXhgH1l8hPst4MtwW6886277z9frrTsYBriUxdhZ37YziQPf0puJA/tCnURxo4krwrhsesL44w16YsHTPX8VnapUFb8B8+7S9btDbU7vsgd/fNjT3fIVxYBQX2wtvg1iZ+4chf17+63XRwd4XBZN/78PqgbvS/eauzTYO3Lf1uFmzOLhY4dL2WN8z91UpOP/f3vJVfVGw3zO4EKW+bLGNA49vG5Pn+Fjxv0PjwDg9J37EOHDl8igO3HWL+Ly1erW3oPzosPg8Lll46cXoZ/Ookj5kAYgFcSAhLV9Ynn0yeNfg5+KLHEZO6Diw4Hz7S9wNl4vPMp6sbiGf8wcbB3a/4lQcCK85wLUkxvBnYucz0WkFyzqa2zkQXATOHjB1iT+W06W+2t7C8IXOa4Jt9uPrQGhMfz68AdP/1EPGz2bMW1OX2AO/vhub+hqVtcurB9vNfv/wNohe3W0Qde9FQw5Y8u8E1xW4eLZRut/87QEbBx7YdsJcuvho9XSAON8zfyQ4XWaK3eqfO/Kl/Z5XLLVfJ7gOQnH7g2PzPNftVFDHyuKv+7CvxQhxoBI8P342Y8p3/kV83lq94PbGfjZj8u9/JD6PSxZ3PhuFuEOfSR+yAMSCOJCQVi8sheeDXz5rLuyD8k7oODD/POLAMBZe3GV/0Q6en+KunY7FgSmcLjLWPxPPPRUdmCxta27nQHAROD+bMZXVC8Qfy+myEmyffr7zz6PaZu+SBW/A9D/5oPGzGXNg6jJ74Hf7DU19DV1z0NjsxfbKwfUK6m+DWFkxveYc8n+b/Fvv2J/DS+YapfvNHRvtBQk3P3LCXNz1b/s1Fv4p1vfMhXdCCK47kP/kiFG633hL2uzjv3mdfd23PjA2z3POG7JTIfdVSfx1H/a1GCkOrFkUxYE71ovPW2u4m9DP2mvtSM/jksWnout75N//SPqQBSAWxIGEtHxh2flc8B++8XuLnjSajjhwmfgs48nirueDX5Lt3RyKzzzpWByYTPQZ65+J8LSvbMZ4i7PNxYH3P4riwCVzxB/L6bISbJ9+tnP9qN5Jd8mCN2D6d/zd+NmMeXOajSLl265v6mvoy7pqzqf/prnnOggx9bdB9Gb+Nno3819fmPybb9mfw1XzjdL95rb7bBx48PHjprsrb7/G3HNjfc/8ux/Yrx3e8vXDj43S/caf+isbBe6+1f5zrG5heUwPjQPBaQzjzRHjwOoF1dek9NfrxOcd8vMS/E7gZzOmsP+A+DwuWXp8WxQHDrwtfcgCEAviQEJavbAUarYkqfL/xBc6tE7oOBDco7r854l/e7X8ex/G/thwF0/1attPPOpWHFhMHBhri089HsWBhRc0FweC87xrz/VOg/pyu73+6c6/2AOhJt9Jd8mCN2D6H99s/GzG/GOafRe/3OSBX2V19I5ys+fTV4LrFQy5DaKqDD2YPvS5Kex/064NqxcapfvNX++xcWDrEwNm2ZLysLsPGpnfv99+/LRfBe80v29yXxSCSHGWKW2+277uY3SXitxX5aGP56gSf92Hc8Q4cOm8aOfALevE5601vP2kn82Y/N694vO4ZPHhzVFY2btX+pAFIBbEgYS0fGF5PjqnNZf3xRc6tBIH3De8dkDp/nhXSy88a7eQe8GVm4uPPOhkHChfv0Z8loli8clHo9MK5p/X3DUH3n43igPBLeTSYLh9+smZtwTvkv5ZfKZWWfAGzLePPWD8bMbsm2bP89e3XNvc81XzjnKz59OX19pTGWrvdhRu+/faJtmDvY+PmMK+f9jZLltslO43N99lrznwyDPHzZIldtu+N+PX8R7zq3uquxX8bMbk9x8wuUOf2z9bdIEpPnS/XYfuGaMr8gfhIbydYe7Tr8Rf92Ffi5HiwMWzozgwzm436wUX4fWzGVPYs1t8Hpcsbrk3eu5eflH6kAUgFsSBhLR6YQkvSGjPpRufF9pJoxM6Dsy1B836ulXis7T0cc76fVPvYIXvEof3fC4+tNGtOBBcVEoTB8bMUnDvdj+bMf7cPzS3cyDYyu1nM6aypE38sZwuw4PdHTNvC94lbe5g2SUL3oD59pGNxs9mzBvTLg7iQHPvCte+o9zslvnKFUEcqLnbUWHvXnugPvWX9mse/MQU9r5hZ7tiiVG639x0p9058NhzJ8yipf+pfnyc71m9g8fsc6rvluY/+Ki6dha3bbGv+1hddO9ozvjZjPk6vADiv74Qf92Hc8Q4ENzi0c9mTHmcXRem9jSUwosviM/jkqWNf4ueu+eelj5kAYgFcSAhrV5Yas9pHa/b5dLohI4Dc+xBc/naS8RnaenjDN4NKW26M9bHF594rLoF3H7eXU7GgcoEjz6n0+KjW6PTCmaf3VwcCLZy23dULxR/LKfL8GD30Vl9dp25eXxtoR5LC96A+Xb7fcbPZszeaZeM6vHqlbNH/TuAvtzeNtCvuQ1i8ekd1S3+ftZeE6Dw2ms2DgS31NzQZ+PAE7uOm/lL+6s7DeJ8z+rXDy/cunu3KQQXPNSXzDXFx+w52OXbm7v2QiNznx2zjzGMA4c+F3/dh3PEOFBzkcjyOLvejzf9rOgAd+ez4vO4ZHiNDT+bMcUnHpU+ZAGIBXEgIa1eWGrPac2P0yKeRid0HAjeUdfXrBSfpbWP87fVg/w4H18M3iWuXDLH/gJ33+1OxQFv0YX2dZ3g0ed0Wtz+YLRzoPM3TcWBwr59URyYf574YzldVlba//9sn333uNxCPZYWvAHTv81uK359+qpRPV7v4lnR7wBNbpnXlwVxoOY2iKXN99g/C84jz7//T5Pf86pd23pXGKX7zQ232dMKnnnJ/rN6WkOM71l67GH7tYIYWdi1c8jOhEIQWfWt14zJc5w78mUQQH5mH09wd4Tx5ohxYHlH9Xkeb7v2/GCXiZ/NmOLTO8Tnccly343Rc/fwZulDFoBYEAcS0uqFpVBzTmv+4/H5H700OpHjgB+8oz7h40CwVbK0+e5YH1/9pTfYFl268ybH4sAFqXhdT6elmotN+dPPai4OvP569Llz/iD+WE6XXs9M42cz5uHZ9h11feOV4jO1yoI3YL7dag/GX5u+2j7eDVc19TVqt5vnDjf3rviQ6xWU7AWNS3+9zgapBefb3yve/cAUdr9iZ7u6xyjdb264ze4ceG63jQOVyfb6BKr4nxG/Z3hNAS842C08+6QpvPxSde0Jr91S3jA2r3vu8NHq7gg/mzH5jw6Lv+7DOVIcCK9lMx7XaL/9F9EB7o5HxOdxyfIt11afu9Lmu6UPWQBiQRxISKsXltKOR6I48MFH4gsdWidyHAgPmsNfFCeq4bba4pZ7Y318+C5xeGux8m3XuxUHglswTvTX9XRa2vpA9O7/1F82d1pB8G6tn80YP+aV4CeC4fbpB2c/EGyhnrh3zyh4A6Z/q90hsWf6miCGNHc+eaV7WvQ7QJPvitder0AVvjZK9xvday+MWOmaYr/mW++a4isv29nWXWyU7jfX3WLjwK5XB8ycZYOmNMW+c6xylRG/Z3iOdSWIQIUnH61eWFmvv6J6e+ax2jqfO/SZfYztP7eP55+fiL/uwzliHAheDz+bMeXei8TnrTXcleFn7YV4pedxSb3hyuh1vec26UMWgFgQBxLS6oWlGLxb6WczJvfO++ILHVrTEAfKvd3is7RSPziPsrTlvlgfX3x4U/W8XD9rzx12Kw78yc4/zn7xdNnSg/dHB/gdP28qDhR3747CwvR4V4KfCFaWTzV+NmM2z/m7/f/RBL5AZsEbMP0P3mX8bMbsnnG5/f/fDVc0+XxF283zBw8197k1V8BXx7T9syDOhP8svPmWKbz04pBTjq65ycaBF/faOJCfElyfIMZFkUt33jxkh1XxkYdM4Qn7Jkf5lmtP+l5JzX38ryFxoDBO30QZMQ4EO7vC/8ZIz1treJtIP5sxpa0PiM/jkuXrV0fP3e03SB+yAMSCOJCQVi8stRe8yr/5lvhCh9YJHQeCd9T1VRM8DgT34S4+eH+sjy89ZK86Xl7XU/0l36U4UAkuEKavGl+/eLps+e/Rbar8KT9t7rSCYKu1n80Yr+Zq8hPdSrB9+oE5W8fl+dVjacEbMP1b7Dvpr8xYG8SQ5t4x95bWxIEmD3yHnJLwVcl+vVm/s8/7JXPt19y/3xRfsHcYCG9fu27DoJmzbNDs2W9PKzg2xZ5qlvsiP+L3LN9qt1FXgoha2vqAKW37e/VUrGJwq8PyGP33Jbw1o99ht77n3vtQ/HUf9nkZKQ4Ep3n42eiuEePC8rd2riAQlDbfIz+TQ+qre6KdAzddLX3IAhAL4kBCWr2w1F7wqvDGG+ILHVondByYcVYqDiLDiyyVHor3Tkh4v2L951XV80LdigN/rP7SLj3LRLG86a4oDmQzze0cCA7IwrAg/VhOl+F29vvnPDIuz68eSwvegOn/u70rw8szrrIHCNetHtXz5WczJt/kgW/tKQm5ozmTy3nVGBWeHlXYt88Ugq3+Otjq33uj3Tnw6oF+M2fZoPmy7Vz7NT7794jfU9+4tvq62oPJu6sXQSxt7KveSlFfsXRMnuPch58EceDMcb3DcsQ4MO+P1deqsmaR+LxVC99U16jwNRSfySEra5dF0ef61dKHLACxIA4kpNULS1jc/WzG5Pe8mvzrbbrLlO+6RXzBdN2JHAf86b+2/yFbK3cQWb7rlpbfrzq8yFLcbZKlzXdXz5sN44lLcSD85VNfPo7elXLcYngP68n2F+fvTnwX+3MLO58d8o6cKv9P/PGcDsOr2N8z196JZyJfA6PgDZhvN91u/GzGvDjjahsHrrl0VM+Xn82Y3NvvDvm78l03m9Ldtzb+3GXRroPcp1+Z/CdHbBxom2R0cNBSeP11U6i5JoDS/WbtDTYOvPGOPa3g83Z7SlLu8NER59XXBLdsDCJB+b47TOmev1Z3aeX37w9OOxibA+D8+x/ZxxjE3vxb747J1x1rR4wDs8+J4sCq+eLzVs37dq7ggo+n+nmbMBa+NqW7bjb5GDFsJCurF0ZxoHeF9CELQCyIAwlp9SJVCs5z9rMZU3j5xcRfL/xFlNsiJnMixwEv+CVrrN7Zadbwl8vKRTNa+zjDX3Ye3hTr40sP3Gmfl5vX2X9ettixOHBuMHeX+CwTxdJ9dwS/ONsLdn03cCL25xaes1dt/zq8P3vhG/HHczoML4x557wnx3R7+Xi04A2Ybx+4zfjZjHmh8xq73lx9SXPPV8256ENOLQx2AfjZxrcY9Ja0RXHg8OfVd9kryzqMvmp59U2HwrP2tQjvpHDFn20cOPCBjQOftk+2HxvjgojhO6Xl4K4I5TtvNuU71tvH/uhWU3jr3eC0hjlj8hzn3/swiAO/Ovk5GkeOGAeC0z3G8rkZC3OqYucKrulQ7tsgPlOr1b3d9nVYmfx18Gqu+1FZvUj6kAUgFsSBhLR6kQpvC+RnM6a487nEX68aB2K8A4CNndBxINieWRGLAyuDONDZ0u8Tvttb2rY51seX7rfbg8NbgelL5joVB8L7mo/VO3bYX31HNPzFefDb+J9bfOaJIe/I5dTIV4KfCHrBtS/65tmdE/rKZeIztcqCN2C+3Xir8bMZs6vTnotf6m3uNIrac9Hz+/dX/zz3VTmKAw1uMVi76yD/yZHqgXTlok6jr7Z3LSjs3l39WSz/pdco3W8uu9bGgbcP2jhwqN1eJyIX404AOrhDQnhhwtJt15tyEFSLTz0+ZIaxeI5z77xvd0ME15DJ739T/HUfzhHjQHCtHz9r7/QgPe9JP2fBmwb/n73rfm/iytr/z/4L+nazXza7+2V3ky3ZAWODKbbBYDCY3sH03jEdQi+hh94h9N5rCFWaPgMBbOw8u+f74Zxz544kyyNZI9lE93nOkyB5pKspt7znPe9rLpiS9z6FHXbtgKyBA/YAr7THGdQt31uWQiu0QK0ADrSyhT1IGRtWeeDAvj2t/jwGB2IPn+Z9AG7P8UmDA0S3z1eG2WMOhAgOsMiSEgFjS0BwgDaC1pLZ2L+a0nYJDlhtibLazsNYNo/AAXxmmt69C3ysvmeHD1iIvtDz/ntyEXb5V+AqEVjY83BeGUq5CM1pgA+rcJN8qOtUHG/Gp+cWYku16OrZs+L12HPVYwXEnKTHMkvDVSIQu/tAZO3toWVinNWOHwV9L5Z4mHMnQtSqhxETERy48aAByvs3wb3iUvz+W3db7i/pHBikx2HOnSAU27XDBwV7welfnJVzrNJvYvcZ7fyFvF/3ZNESOMDlfK6CThL57q93n2nYr87YP3POhLz3Keywxg8Qz0lrP8vu08G7rn2L8r1lKbRCC9QK4EArW9iDFAv5uEoE9D3bW/15YqFQAAdaFZ8yOMCbFXtkn7x8Py9anTDBAe2NBw5sWhPoGJM2gsZyzAQ6/Tq1K3DA6Y6K4/awirz35VMJY+kcX1at6c2b4MfuQkE+FlKLPovm/ffkIpwefwVXicC8nsfyCkLmIjSnAd6vxHvkQNfpOH6MSw8ccAhMcZUIaGfOiNfVp6+8+fyVlfzYnhKwcPOeVO9fCdYUFFbVjh4Gfc923PjNmwxRqx6G1SI4cOtRA1TU/AJ3ipEarQYQ+2O2gr5tA37m9NFgjUeatn76lKd7UNUxK+dYvXQFP4+EdLWzbVO4uUVwgMaQbAIn2YjYsxj2icCXdK0422Ow00ZWwAHpGXR6/iPfW5ZCK7RArQAOtLKFPUgZkhq2vn1zqz9PLBQe/pj3Abg9xycNDnT8nVhA5uP7rYmDRWY+tO957VFy9Q2rAh1jLkXGgEEidE7lN+0MHPg/PK9ZoEoWgu6JulmUVUNKc5OTPIObLPQdW3zHxp68yPvvyUVwbfXsnqdpnPl0y1w0pwHer8B7ZF+3mTjejElPY4HBFFeJgH7qpHg99uiZV1bQjMWgDCyoN24LpwB7TD+wpo/CzfShA6Dv2kaU8akQtephyHi0MrzzuB561TTBzZKe+BmXrwboLzKUNGIjWJOHgj2yNx5/4SLEHj/H8bPXP7NyjtWLl/Dzuv45AUBpS9FiWQGB8pxhznd/xX3GIFQ3mj+mpCeo2R6DxTqtIT1a/VmyloTT9c/53rIUWqEFagVwoJUt7EGKRdDSoT83G8Z7b6Fw71HeB+D2HJ80OEClJ/min1sTh4QODgiqpBLct9msw8W9wd72ZV+1L3CgGy6e21I9a3sPY9E0X1at0TQDHytsaunY2MOf8v57chFcWz2z19m8jjO5CM1pgA/LERz4vhuCi/roAemdL2lzIYsSx+4/9pgDzaiqM1vIVSKgXbkO+ulTeM7H14BJriv6wX0CqDIXTYeoVQ+DxyJz4O6P9dB7cBNcK6HNvaR50Fww2KUdPYLjTe0AsAd1w35euwnRn17T+Pm37Jzj8xfwGaTNq3b6VN6ve7JokTlAwqSuEgG7t5L3/or77MkLPL90H37KAqIc9ph+BA60Hkjn58FV0CWk0AqtPbQCONDKFvYgpa9e7G1iNqxs3eexX60SAfV2y8JChWg+PmlwQGHF5PK8fD8zB6wQ6y5jP770nqtvlwY6xlg4TYB0mAX4U/sCB4h264TJyPiVBYtTctaySQ+uG+DdR3isev9x3n9PLoJrq6dWXszrOJOL0JwG+LAMlfr3dEPtAX1kehoLslCdfuSQeD1254EHDjQjMMzZXtzYXwbtOJVyTBoC5uzx+Jn79oD+HQJVRt1MiFr1UDMawYEHPzVAnyGNcLlzv8CUfQaXtXPn8LtGVYHTDwUN1bsPIfbSEJnorJxjYkPw5lU7eSLv1z1ZtAgO0HVCVtq/8t5fcZ89+gn7RIwQa8ynb4Vrja5CkGZw65kD7GTD7kiFVmjtof3qwYHffNZVxNpth3zvFVdNFO8VV01MenzYg5S5alHam5hmg/1qlQhoAYSFCtF8fLLggMQuycbEmEmIsoIwwYGHP6X9XFnzUW1c37EVJ/tOv29X4ABvyuz+JXnvy6cS5vxJvqxloxpcN8DYtMa3qfm1ALZcWz2p8mpex5lchOY0wPslCCru7jaPwIH0NlfMLHGVCOiH9ovX1Vt3vY1/MxaD8rHa+QugHTqA2d9pI8GcOwE/c+8u0LeSPsDS2RC16qH/SCwrePS8HvoNb4QLnVEzQD11OnV/2V6x5A+gXqbrO6xCOFTEnrwQf+OU/CEr51g9c4Y2r39NYFe0pUgFDrzW34GrROANbyQr/p73/nLEWCOChDGtEb3y3qewwyZwwGnt2ETX1S36nQCBC63Q2kP71YIDdx89SwoIcBtUW+cDBIqrJsKg2rqEvwt7kBJWWUoEjBULWvd57FfL9L42MAi31/hkwQGJXRK2lWBzYU4YhN9f0zm071DvPfKeq9V1wfol2XEJ1w/rQ/sBB4je6PRrO2JX7T34nuCNSePrl4GP1TchKO1JAAAgAElEQVSs9GXk1Jt38v57chFcWz2h8mZex5lchOY0wLvF6FKwq9tC3LwOT0/oVRaq0/Z7jkUqWfhxRj7puZaP/eEH0PbvxQ3erPFgziOwc892wWIxls2FqFUP1cOROfD4ZQP0H9EEZ7tgqZd24njKvgrxuu5/8SwLa0rFxij20oCo/rPIpGbjHKunULuC3Vi0o4fzft2TRSpwIMbzbifMLrs9slNykZXzS3OlU/mvTx7M47BII8MZ3L11n0VrbqfzF0KYsNAKrT20Xy04MKi2DmbUbW72/c+VGjh86rL49+FTl+FzpSbh78IepFgh3VUiYC6Zlfag7pR/DdaU4RC16iH2yhNhU69cy/sA3NrQDuwFp/wrMNYuy/gz1Bu3wSn/GsyZ49I67pMFByR2SaiCgCnCygU4cPOe91ytXBjoGHN2LdFwd4NDCvMxzc0YHDC2bwa7/OusuJAECbaozJZKeCHqBTWbhd+aXj4Pfv1JbNYu/xrvpavX8/57chFcWz2u973QGUL5Ds1pgHeLsPRkZ3csEdSGpifAyM8tA5Pisykz7yoR0G7eS36uJZE77fQpYZ9pzpsIxgIELfSdWwWLhRMQVUMRHHj6ugEGjGqEM11GBNt4P3yK39f7G4jdxbIHu18nAQjFtLfYLwJXX5vvW3+OT56kzDY+R/rhg3m/7skiJTjAbAqaV5zuX0LUqgd7aBk4Pf6aV7FSlcpX7N7/zmhe1rduAKfsb6B/tymn/db2bMfvJcHh2P3H4Pb4G9hjq1s81hrRC39rBvo82oHvwS37CsxVi4S2kdP9S1FaU2iF1h7arxYc+M1nXeFzpcZXVnD30TMA8FgF/O/mXgPIAXOArbKUCBikJBz42J1If3a7/AkHxxe6Bw5cvJy3ySZbwVZM9oDMN5H6hlW+yThofKrgAC9SWnteW3VdawkcGBAe/V3OuhnL5wfr18yxuEA+8L1XJ/7KyBgcsGkBkiufd85KOb3/nbf761MLvifYi77xWXCLWJ1dL3r9E++lS1fy/ntyEfzcjeqDGclPucxFcxrgZyo92dEDr7cxJD0XGHmDLwOJbEuYigkoi9xpx48J4UFj4TQwF6MWgr59s5gHzVWLIGrVQ9WQXxAciNbDwDFNcLIUxQs1qawhWai3EPBx+peI0i2n178SmAIuAR5RLbj1Z7PnmHQUuHRBb6GP+YqUmgPsntMZS7+cUlyzcZ26ejp/DgwMpDt9i/B5TdNJgZ0qcm1ZatXW+JgO2gFkzbgBylns4RX4mwemDw5Y00fTM1AM6hPUNrJ7/l2IchZaobWH9qsEB3ijLzMDZtRtht981tX3fhBw4GPTf0KNd6vmisn950WT0zr2/T700X5T+if42PQfaLC8soL6m1dD73vo52Y2LljeDCjJ+DPeb0c6pdv9y7SO++9/ARrbwDnIdjS8/VncI29bcV5bEz9PQXDgbU2X8H7nXQ8ceLdmQbB+0f32/vQReEObwY+6kfE48GZUJT7XtdU5Oa8sjPSm9zd5u78+tXg3B8GBN0S5/eXZj4GPfb8BnWje9Pn3JzMmtxgff8HFsvJbGNkHa5nf9C/Of79Cisam/8C7+Vh68l2P5fjbh1am9RnyBv/9/u3i9frrV7z5/N6t5Mcqnsjdh3Mn4P0eBAferZ4H71YjK/H9ni3wbisyB95vWgYfm/4DvQej5sDP7/8Dw8b/AsdKkTX14cTBlH1tuI+lBG9GVMBHgza85Vhy86bb/4m/e0PiqA1vf271Of5w7qTvGaw/mbqP+YqmX/4D//nvf5OfN/cN/gYCnd90/gKvH43ZHy6ezVu/6x8/oPm4M80f/07r+Ldj+uDx4/rmtN8/Tx2K3zukO/6Oo9/Tuf1Dy30eidadbwd3S/t7381HLY83fTtCwyt0enjbrwjejKkqgAOF1m7arxociN/oM2CQDjhgvf0YajhLZnqZ3Flj0zt+x2bBHLDefgTrZUx8lnXxfOh9DzvsWbgwd/t2zPwztnyLn9H1/9I67r///S/Y7xrzfg6yHqpXeuL0K8pLH5wJA/H7B5SEd+9c9rJuzvI5wfo1bSQ+hycOg0MbOvun5/Df/2Y2DjgjKDsxtl9OzitTed2ef8/f/fWJhTMN6dZu72/AVSLQ9OOD4MeuXkgZuQ54L104l/ffE3rYKNBldfg9DO/zlH5/5uN3Ww/nXSO8nYsb6209VmDWflBFWp8hb/DtnZvE6/a5H7zXr1xOPNb5gO/Tc+8cPQAOzXf26oVgr0RwwNm2HpwNBFysWwbW24/QqwbBAd35CMNqG+FwV2Q/2Pt3p+yrfRFtBd2x/cBSLfz/0j8mjDsuiXBar/XWn+fjh33PoH1gT96ve7J486EJfvnlv8nfj3oODq4SAbf493ie2Fb45LG89du+dYuy6KXYt4qv0nsGRiJDzhlVmdN+O1OHYX8HdMbfsXsb9qPkDy0e6w4pE7857e8lMNDp9S+w7t3HPtR0EeuaQiu09tB+leAAACQwB+JfayuaA2yf5ioRoR0Q+FjJRztq+e3b8klTy1aIet/e32T8GfpmXCw5Xf+U1nGfbFkB1ci5SgTsPh3y0gdr/AD8/urwhPNY4dpVImCSfVeL/ZqEolzqsaPgVBeDq0RAu/cw47ICaxiCA1aAGshWh/nB22S0IbGr9h7W5KHiWXGVCDQ+Tl77nSyMpXMJhMNa1Lbqz57NiJGmidHhcxha9QzPXRvydM92aE4DvJk1DlwlApvLkLqvD0zDO930b/CNLeu8zz5xXDzTySwGhcgdMQ+0/XvAWIcggL6mDswVCE7pm1aD8S2yWFi/p2IAggOvjHoYPqEJDnQlG9dd36X+vWyVOHEwxDTMhrtFWBYh09FZ+T72Y3ABz2a/89B+WgcgYKvv2ZH3654sUpYV/PQaz1UZape86fhbiFpeCU4+dRTUK9fw/A7qjv9N04LSHo5ZeDvHLgfm1BG++87Yuh7PZ5CygoFYApBJaSULfdrlX0Hs2g08Z4N7gElAcqEVWntov1pwYFBtnW+zP6Nus+/fbcWtwCQfbVeJgDVhYHrH8mDI4MDj595i4uTJvE02WTs3rBTeM3PbH2PLWt85ChqfLDjwzGOXtAZ0aU1Y4/vj5Bqiqr528oQHDiyaHqxfJJSonTwB9sCuCBTcvJW55sDQ8tyBA7pXLpKuvkYhUtwTbLtJ9bgfH9wOfKxZN1MsQF0Fa8Lz/XtCj9eYTdY6fAFDqhCsbkue7tkOzWmANzMJHChH6r4+IA21d35uO/xWbOTFZx897M3nycB+1o/piNR0fe8uMNbU4Zi3bgWYq1Ag0diwEozV+LqxfgVErXooq26C8v5NELXqYeTkRvi+2yz8jBZE5bSD+/Dzp4+GqOVtbl3FL+7mUJY/9vCn1p/jA9/7ADptd24EXtONlIKElLhxKv7uOeFI4sCyEGWuQ72E5SsWzVdBNtdyCHBgWEVuzzcx/VzS2DE2rsZzXPx5y30e0AX/tn/6axCR0Ov+JagXLxEwUinWq4VWaO2h/WrBAQAEAFiMMBkroLhqonhfBgrkFvoAR2JGmWwijM3+ja/s7d5WvYDTCYs9xnv8NePPMLbyOfpjWsd9suDA09feJjJPi3ZrHIMDnUL7Du3IIfE7jQVTgvWrFhkN2qnTYsGjXb6SOXNgaFnOwAGRxVM8satCtD6s2oGC5eIqEfh4L7hFrLloOh5LQJN+pG1asGUzYi+xbCnW8c8wqArHGrvnP/Ler7BCcxrAnY5aJRvLUd9Gq05D5Iye2zdUe26sX+l9NmXMXSUC+skTieeaRe5I0FDfvR1MskY2Nq3xsQXMlcgiMDauhlcGggMVNb9A1KqHUZMbYU+3eQnMhWSh79mOY9q8yRC1/E4L9gjPpYHBNPXeo1afY33fHhzX6DP1nVvzft2TRUpwgBI3Tq9/ChHC2HPVu77bN+fvHibhS3t4JTFBfpfW8dYQAsGH5NYC0WRhQBpf9G9JALbT/7Z4rDOgBP82gwSFtZhKgTt/AeoPWPpjj60WAqCFVmjtof2qwYFstNAHOEIb4yfXIKEzUkob39iDJ95kc+RQ3iabrJ0bYlU4Xf+c8WfozBxIEw3/ZMGBJy+8TWSeFu322P4+OmAYwRkuV4mAOX9SsH4RaKGdOQPW6L74/+fPZc4cGJI7cCAquVC4JV/k9R77lMJmlksNZpo+3g5uEcvjlz24B95LB/fl/feEHVy2FO34JQysQpaSXf513vsVVmhOA7jTcJOyoQyZfFq/rsE/I0Y+6bRhlG17tf17xTOtJrEYFO5EtEHXd2wBcwkxALZuEFaaxrdLwVg+H/9/87fwQvsAZdVN0KsGmQNjpzXCzu6LBKiQqr86sRXNpbMhatWD0/VPXnKjdoD4O4s2X2ozFozphL53J4HJxXnfSKeKlOCAsID8t2eTy68pEdA3rs5pX3338LlzeP1G9xUlKlEjuAWlPbi7AEFz2W+LGDucPDKWLyBw4PctHsulXk4GaxCDnjG36HeCoWhNGAQGAXOFVmjtoRXAgVa20CcU8lZ3lQjYQ9OoVbQ8mz7OisfuPfKYA23U7ietQZjpW2lu7H2fsWVdYKqZHJ8sOCCVnjjlX+WlD/bYarzfqzqG9h3697s8cGDuhEDHCEDg3Dkwx6NNknb6VObgAC+axvUP/7y+9oQm3QCLo0IEvIZ8r1L2/+PN4HaE5ryJlJFDFoq+b3fef0/YwWVLrzr+FQb0JQ/wT1gDQ3MawJmCtcbrylEDSKvqEvwzqAyDs//G6jrxHm+Km53P6VzzZlPfukHMmcbOrWBsWInj36rFQv/C2LIOnqnIHOg9GMGBcTOa4LvuxDJYtyJlf411KLqor14MUasenLK/eeDAtBHi73jsU5uxYEwn9N078HcS4KBv25j3654sUoED6v0nNOd1AKcLCjiyLaSrRMBYU5fTvvruYcp+W2OrwS35AwIXMSfw8XZNVwJQc2uNbM0iTSrSkzIpoy9bajbb56qO2Oc+6euhMADHgK+rRMCcNkI8G4VWaO2hFcCBVrbQJxRCP3FwLU3rWGP9CkFvilr1ELvzwBu0DuzN22QjJp3z55t9PfYslvB6THsL6tmz3u8jWq4bYLBv9hxt3RAYTZbjkwUHpNKT1pRrtCZ4E+6ECQ7s3u6BA7NrAx3Dfs3qhYtgTUElZP3YkYzBAYd8j3MBDsReGuL3sthVPkM780Pe+5CNsEahPZUzBLP/DdcvBD6WgV97JFp96btRSE2TxrhPLVQqW3rR8Wuo7kuAVfe/5L1frQ3t7FlQL19NfN1pAGfycHCVCKwtR/cgrU/nxGMvXkr6uVyG4dIG31yxULxn7PrOm8/3J87nfK55Q2dsWSsAKX3PDtA3rRafaS6dLQCEn143QFl1E1QNRXCgdmYjbOmxUrAMUp0HuTwhatULBwFXiYA5xwNhRVnWpcRzlm7odB5sstqLL33Qzp71rRvyFSnBgbsPif3QCRyyM2QhQFeJgLF0Tm7u43PnEsYf7TSK91rj+4u+RV/oiceePgXqmUTtC2ZVOSEKDCc93zS+cuLHJBcBN8D855K4pUN6BemEWJcqEdC3o3WoNWucEEQstEJrD60ADrSyhT3AWTPGeJu1NOufTKINOpRZl5Fo/ftdOR2oEyYMQmbjN2YsspSsLowpivrWDQmD8Gv9XUb90Jk5kCbA8MmCA1LpSb6E6xgcCFPFXP9uk5fRmjku0DHegvaKEDvSjxzMnDlAGZWcaA5ILhSuEoHXZnBaaLbDWIkUZaes/WeM7REIGLFY18eriarxzYU5E61Y+X7Xd24Fewzd+yMq8/7bwgj1CQqvPSv6B/TrS5T5VpSFtYVQn77C56rD/yS8pzkNYE9ER4s1FVvxOvfx5nH5uUz22eJ93uAvnSveM7Zv9ubzJIJ1okSsC82bG1aJbKq2f49gzRnL5gpxTP27TfDkJTIH+g1vhKhVD5NmN8LGHt8Sy2BRynNhLEJmgr5jC0StenCI6u8qETAk4VdrFAJizSUI0gl9B27AhHaHXPrwLOqdX+1tXu+TlGUFt9HyzulfAk73vyA4cPasN0fND6aL06ow33vn6rXp3cMnT2IfJgwUTJDY09f+Y6Wytdhz1fceO/vYVR1yer6tObW+59Ki8ba5Z83X517/xOuRge6SuWCqd89Tgs6cN1nocRRaobWHVgAHWtlCn1Cmj/IW9WmimCw4JMCBm3e8xcTu/Nr9OAQOGHP8lG7t2FHsYxJwQCxyqKbQkAbh2Cszo34YW9YHRpPl+FTBAfX+Y+9+y9OiXWRjM0Dtg1/3dd7Ci5S1Wwp2F1CvXBNiR/qh/a0AB0pzBw5Ii+R8L5QNEmZqjctIWwkGjG51QbGuhkvBLWItuofYnUP/bqNgp9gj09OXaS8Re4TMpJ+KvoG+1a7YvOa7X60J9cdXzW46NKcB7Fq0QF3TE+nveqVXxyyLzkX1nxPPF7/f+QvcZNTNEu/p0hiWzGKQzzVne421ywSoqR06ADqx5swls4Q45tpe22D/8Y9QVt0E/Ucgc2DSnEZYR3oJxrK5Kc8F13lr+/dA1KoXG3ZXiYC5YoH4O1m/pbXnn4Hee517CBBEnANJQyf28Gle75OUzIFbd8FVIvCgpBReFX+N50Z21JkxJvT+xV55pWcyc1PYU04aAk7lv/D9R36XCVUqWY13oGAXCacyt+5HbHXtKhGIaW+FFbGrtJxMcsrxGtgZzFGWJCLOWh5m3UxRYlBohdYeWgEcaGULe4CzyBvVVdIXbjJWo1UR06pi129Ji4ltOR2oEwZfZg40Aw4ko/nzAkmnvrOfrKtEQH36KqN+iAVWkqxPqvhUwYHYXa/0JF+Ldt4ghbmYMFiPQ4mAOW1ksH5JdbK8CNYP7G0FONAld+CAlN10lQhE06gZzXZYcydknJVpa8GA0dUSBLQaLpwKfCz7cLNFprFlHdjDe+Fro/rk/beFEerDH8FVIvBjkQJ9qn8m8Lp9C2TKOi3xQm2a0wD2eLS7XNULNQL0Xl65lEoWdpittRI/+ycC9boQOCBl37kswFUiYCQR4VOJBeZ0+z/8mzVLwJqELAbt+DHQiXlgLp4BBoljrizfAUu+xbKCmtEIDkyd3wjflm0Wm5xU54KtPdmW0x5W4fVx3XLv7+ieT+aykG4wyHGruJy+x9NF4PvNVSKgXryY1/skJThw4za4SgTuFHeH553+RcDzAQ/AnjQk9P7J92Ls0TPvdWJzWlOGCcZnLM5lQjt7zjv29n3fe2xb6eRYeFRmCsRe6GCN6SeBBW9SHsvsDTsD3SVzzgTvnp8/RYAEDLIUWqG1h1YAB1rZQh/gqLbZVdKneXP9H1P0Y1evi8/Kt6Ivo8nG3DTAAaJWanvQx1h2cojdf5xRPwx2K1AiEE2jNOGTBQeI3ugqrRN6bNW9QZZJYW4eWakbFz3Dg/WLsmDqjduinlHfvztzzQES0MoJOEAZtDfkly7TRnMdvClOlwnVFsMhp4HLnXHh2XD2eOBjOZPFY7yxcTVYpF1gjarK+28LI2LETHrcqSP0rn7vm5/aa8QktlVUdX3vaU4D2ONwI7yiF1ruGb06eH8jKdJH4+jYUaseYrRh45I6kywCo5Yn/ucqEdCTWAxyNpc3OubKhWBJQqrGrm3YnwVThWXy8vJdsHBFI5RVN8HAMVhWMG1BI6wqx7p+c+G01Pe0KBe4QP+u8jZKW9d7fzcFdRi0LLgmMQvsZjGyeGRdBFlnSc+zG0jKsgJam90uLoOnnbDeXd/riebaY/qFfx+T7kH85l87fBDHpGkjm3WZkAV+1St+xxa74u/4Xo7LFJmZ5SoRiD1+7gOqYlE75bFON2TbZKK7ZEk6YVwWbKxZIgCUQiu09tAK4EArW+gDHCH9rhIBp3N6GRZjGXoTszq5evmqN1FS3X6+wu6j4GJj7kTf64yuJlNUF37NVF8pOzmoN25n1A9j0xpvcZZGNvVTBQe0m54uRb4W7fYIAgdCtFI0Vy1KOytjD0DBK/XWPQFMGd/vzBwcoFpMKxcLP6IYuwQOxJIISuXs+hKN3unTIW99yFY4A1FU8mLnAeAqEag/k2gp11xYEwbiGEiLWGPtMgFAWaP75v23hRHMTHrUqRgq+9fjfdAKQdm2ELHb3gY0HnTTnAawxuKGfEUl0or1Cg8U823InrxI+GyVQD3O/svzJZcNukoE9E2JVneiX2Vf4f21bC5YpGmhnj0raqCteZPBJDbPsvI9MLsOywqGjEXmwIxFH2F5OW7+WrJ95eeB52O7doDXx93bvXufNk3ZsO/UaQ6/XlIpNmLi/MmllEnOUS4jFTig0drsZklPeNKpCPtLWgqugpomYfdPvXbTW0/duuud30P7xTjlsedu+I6Vgap4QUO3+1/xPXLNytn5njrc+z13H4r521UiEHtppDzW7fxHAtbSBzRMCZQQDJkNK4XAZKEVWntoBXCglS3sAY4Hl0wWUQYpEPNx6sXLHoq/ZW1OB+r4cEgNNhEcSMEcKPodDrT7sJ5RRmi1i5cz6odwdFAiEHsZPJv6qYIDTG/M56LdIoTfqQivJt1YNtebwCcODnQMb+Zjdx6IkhZjz/bMywr6dsoZOCDotexTncQNJHfXF+m/uRaoCuW3kEL6+c44TtefOhj8WAJJBAtlTR3Y/Ys/bXCAmEkPOnWGngM+CsAq3/1qTchjZuy55ntPcxrAGoPXeWklbrKMcq9cSpXAWPX+k8TzxboBlP23Zo0X78kAZzKLQf5spwLrp426mQJ4VS9eEplpc+5EcQ8uqfgeps5H5sDQWgQHZtc1wpKK78W9mupc2L0R9Fcf4G+xJnvJDe3A917fiXqdDWFktmy+VoKsBXPVYu8cXL0hvt9cPCOv90lKcIDWZtdLKuFRMWbn9c3fir7bA8K3AdTOn/fuxSvXvdf3I+PFnDkO7BG96P7xr7dMKktxlQhoJ/zsKWa95NpCV773YtduiDUnPqeJLB1fnzv9Lz47pekDGnIpMIvNGlvWgUpjX6EVWntoBXCglS30CYVogKJWOA2VcVYgdot+B1GrHtQLF7zFxMb8ouh2JdahmfP84IDK4ECSjSmfA15kWNM9Jwf1dGbCRjK9vKUJQ45PFhyQsgfp6jBkK1j5PZN6v8DXnUTxXCUCVu3AQMdwvaV6/7EQw9R3bWsFOEBeymPCLysQQpMEsMUy1OjIRjj9cfEbplVlroI382e7YGlA/fHgmVB7bLUYA10lAsaKBaLcyv5EwQEWXrtXXAoVNU3iGcx3v1r1myTLufjnSnMawBqF13lJ5SG8zj3+6R3ry9beS/xsAvWcHn8T2Vt+TzADleQWgwxaOD3/gccumg720DKcQ69cB30fbfpmjxdA++KK/VA7qwnKqptg+AQEB+YsbYRFFUQtb0EYj0EMBh/lLCrrEEStejDnT6bxM1FIMd3grPWVEiztke0eNSkhYk0amtf7JCU4cB7XZldLquBBMQrVymuTXJRg6ZIAonrB02fgkgFzzgSwqW4/nh1g1Q70rnMcG4RtOHH9+iFn55v1L1wFy1ycHn/1fl+820Jc8DzppsnWjVp+UMIags+bvmOLsIkutEJrD60ADrSyhT3AMQXXJSQzvqYxVRgLp/o2eeo5TzQmWaYhl8Gqt/HggHb8uA/Q4Ihpb6UMBHo6mxJCqx0NTuf1nSOJmhn78WXg4z5ZcOCKp0uRr0U7T6huWXjgAC9OXSUC9vj+gY7hzEPs4Y9C3VvfuSVzcIBKa3JSVsBCk0Wf4W94/Dxv9xhvVuxPARzoh+yP011QBb7haKLffHPB9djmQrR/M5bOFePip6o5IAuv9axpAlvBRXi8kF97CvXiRW8OkYTcohaBAyNxQ1XX+yiBAx4jSr10xduwxFG1o5anZ+BQaYA5dYR4z1wySxybzGJQvYZZc0cA8ZOFQ4p64zbopJ5uzRgj6rMXVRyE0VOQOTByMmoOzFv2Eeb3PErfn1qfxaHSvygJvnG5QvyGUrZObO355zn8Umdi4iyf551/yQ7QGdw9r/dJSnCA6tEvd+4Hd4uxNMMgzSgEh9KvfU83WE3fVfwuEvqeHWKtJmtWyMfaNR5lX9+z3fce69y4SgRiORTCFYk1JQL6qZNCs6rF+c/84K2BMiitlNm+fF60vTsh+ixWAAcKrd20AjjQyhb2AGdRdomV+tOhvlvSBihq1YP6ww8eOLB2Wc4G6WTBPrLx4IBOmgNv4sGBl57Njr5vN/4+SazRoFKDdMNYtdibMOIseFLFpwoOcO2jYKrkYdFuD8K6RjfEBZGsKBxUENCzcXoGZh0uzI3tGzPXHKhEsCEXFHIhNEmL93zaejldqJ7zUwAHqjDTf7ILspjqDwWnSTPFmzd5Zt1McMlH/JO1MpSE13oN/AXMDnQ/5tmDvjUhb0DjSwM0pwGsEUgtXtwHgW+ju6fa7qNyX7yU8NkqaRKwqJuc/WaA0lUiYC6bl3gsjeVM9TfnTBClUeqdB6CRGr41fZSwOFzQ8zAMrUXmwOgpCA4sWNEIc3ueoO9Poc+ivRFjDL9mEPDlKhHQJKE6LusykggpphvGmiXgKhG40Bk3g+bS2d45OHVa2mD/La/3SUpw4MwZcBXULrlVjOC4IYE/uRAH1nd9510rieXBr5vzJ4usuHbsqO9Y1sRwlTg9Kymp4yq51bqxyC7TVSLiXvfWes3PfzHtZ/F38evQQN8r6Www21A7uA9iMacADhRau2kFcKCVLewBjmlc7FUcexZNnFhOnkyo3Y9a/g3Qa+M9qKfPeJvp1XU5G6SjVj2YqxaDJYkZ2ZQ9tOIEjliQ8E1Hfx2qsGJTIqDv2YGDsORbq+/YklG/jBULpIVdcMeDoOCAduJ40mvTVkPoUhA4EL9oN+dPAn3bxlD7ILyxQ1Q39okGBdyc8wJ99ZLXYCydg8/RtvWZgwO9c5clZjo3Z/bSudezGvo7b+8q3a0AACAASURBVLH+CYADzCY5Xoqe2g0HdgQ+lrU1hBf2gqmiPtceXpn339aaMOdNBFOyruNQhfBaBfQa2ARGB6Qcx9JgxOUr1IuXwJo1DmJ3Hvhe106d9DYdt+PecxrAHI618AurTuH17uZtUnlT6CoR0H74IeE7WVRQgOlSCZQp+aknsxhUL17ybVCsmeNE2Yr64AlowqJuuHAPmN/zGNSMQubA2KkIDixa3QizemE/rfE1zZ6fGGVG3e5/8fq41NN2kcsmDNJL0DesDHY/za5tdh5lgP9c58EJ50IIHDczn+X0mUgFDpw+RQDHQLhRQq4L8706flcJn5LPrg+ugjaK/Lq+Yyue10XTBcNEP7Tfu+606WUqvo+V+tryn/802JmtDVuyLjR2bqN+kCBvnBWjL6K277y/TvO8i4Se4pX0MJii79iS7y1LoRVaoFYAB1rZwh7g2BrIpZrDZHQoUVO4ZLbvdVPyeY1qb32LGLkuLxch9AJuogquQxutBM2BYwQOxIlUyX7FrHrMat+uEgFj87cZ9cuU6jbj/XlTRVBwgK+NsXRuTs93piF0KdjyTlq0a4exZtYt/jzUPlhEfXW7/V943zHFUzIOmqXlrO6Avhrcn4IbOn3L2szLChggy4Gnvag/pvIkNW6Dk7N4FvUWTr2/yU8fshjMJjlSiroB9fu2Br/+ZIOor8bNjTVvorg+9vCeef9tmYbK2fAkWTdVEl6rHNQEWgdixLVgLdYWgpXarXF+phHb77pKBNSbd/zvOQ1gDu0NrhKBBX1xg2109TbP2onj3rx28kTi+WJRQfKKt8d5JVCyW4+RxGKQ69htdkWZPkqMObHHz4X4rzVpiADa5/Y8AVVDERwYNwPBgcVrGmF6L7ymqVhW6oMn+H29Fa+PEjMvKmVruRQgCIMxRp/rKskdhRjg/4F0P8xF3rlgGz6HKOXqwx/zdv+kBAeo3v9clyFwrQTvF3NOrQ/QjYb8jMgaB8zOjFr1oH+3SYAuQjxVep8dN5zuX+LfrfTWlrHnGq7nSAg3lsPzL9bOSsQTnmbNndvNz3+xl4YflNF/Tu97SYTQVSJC50A7dVq8X2iF1h5aARxoZQt9gBO2briZTqZoLLIKcdkDpgryJk9eiJjLcrtZZXBAZXCg/Kuk4IC80JJfV295qs7GTlyA+2ySkggyBQmTHB1cJQKxG7cCH5cuOGDVzcrp+c40BM2VVe2lBYl29Ai+F7LFIVsOZaIUHDR8dYEjgmVpefFT3deEu5NxQWpsWp05c4AAslxQyLn+mOsu432qcxWqZN0WplVlroKf70NdMctXv3dz4GNtsn0z1y3H/87y3FfsHFiXhRXauRTgwAWsz79a0gd6D24CtSMx4l5Zee93i9erbxFtpof6XtclynLs6nXfe5rTAOYQVHif3xfLD6xSDxzQjxwSx2qHE50u2IqPSwNkv3u2A3SV5BaDKpU78HhqTRkmhA1jz6KgncRkgTVhoBBvm9PzFPQciGUFE2ahIOGStR9hSuXlFoFMBiDtgV3Fawbd2/idnkMKOwwk00pI+FxiPblKBNQkGV8WZjzTBTWIzAVTvPN/YC8eS5s0WWgv15ESHCCGww9dhsGVkr4CzHGVCLhUhhX9KbWIXqv7Jzn4GJJQpLF1PZ7XpbNFqapsS8llNcxKkdehsR9f0ljwWYub8mwHl225SkTcI4I5J1k1xodgwHBpZZqsJntEb2+OIyaYdv68eL/QCq09tAI40MoW+gA3HClmTF9Vk2S3BTiwyJ89kFVTo1EbVGnjbS7J7WZV0LloAy7Ul+OZA7wBVbAUQrwuWRKxiJEt1ZQZGYIdwtFBQQXnoMcFBgf42iTJ7LTFEPWzjLC/8jQuBHATMjjAavZh+iLL907QLC2X9vTta8PtyZgRMzauzBwc4PryETkAB1hRncEB8iHPdch2qmG6UeQq+Bru74buFx92bQh8LItV6RvRp92c6gmsyhus9hYaCd8mq9fl966U9IOqIb9AtCMCbrmsRc40XBYFnD7K97q+f683h1y64v+9TgOYg3EOn9sPQROzs1cupUsicHoS3Rz1+i2c/wmYkMcKWZA3mcUglyxYNVimZU4Y5JUnvjRAO82lAv2F2vysXmegrBrBgYmzkTmwfH0jTKy83uJYKZgKEthpSHZ8ctafKexBGHWaJNqonT2X8D6XeJ0qHZUAlOh7d/rWT7pkp5jrSAUOMEh0ustIIaxoTUQ2B4PSYbMeZJFeWTfA2LJWbLCTCUmymwGvVc25E8R7sYdPac1Am/LrwRMwrQ3uj6tEwCLrYXZOiF272exxAtBgcOB1esCl/L1uCTKjtMtXxfuFVmjtoRXAgVa2sAc4YetGqtjJBjWbN6DzJ/uPlWj3sVcmaFKWwlw0PWeDdNSSmAMEDjCSnyBIeOSw12epPpAXHvLEJdeUmQumZtQvWdQpmSBUcxEYHGBXhiSZnbYYKtfAMtL/0vCuATFPktlMZjOc6hKxkQ3rO2TKoTW0LNAxnMHp0+8N3JhMtNj1yzMGB/gZCMpcaNV15QU2/Qb1aqIyei5C1AArkVAFJ3MVbN32fTfcoNTvCC6wxuJw+tYNOEZIdmC58DUPK4TwbZxuTNSqB43eu9S5P/QZ0givOuIzkI6NbL7CLcaSD2vWeP9v2r3D27xKGcKoReDAQJzD51ZT9r2zVy7FGytXiYC2e3vCd7KAI4+J8ubcmiRZpiWxGOQyQpvcX+zaAWKzEo054lrYY6uFK9LMXmcFODB5LoIDKzZ8hPG9iRUwuEez54efbWviYO/3bdvogQPS3xrbN+M9v3hGi+ddk4SUZTo7B29YT5SOpc2pt6YwdmGtuTWgC47Xm9bk7f5JCQ4Q++Rk6Wg43xnHAb4mzE4Km+0lM1F0yera2ITgpbFigcjAG1vWer+LrCRNKk0xp40U7zFTzKFNuRoHnoX6e4b08NaHxKJ1SNhblcQxE565Rz8ROPDbhDVQut8rQBEJjC+0QmsPrQAOtLKFPcCJiZ2yTMkGV7EBjRPskbOjsRe6T7E1HkgIO8QGnJkD3b5M2mcfRVPKNMiqw6xwbI/06FvmzHEZ9UtGy9U4795UkTY4kCSz0xZD4/PMqvbPNe89oqEmowtnMzhLFqa2gYzu2wEtrjjrXtnvHdyYQlTwtcsyZw7QM2CP6BX6dRV2a12I5njpaujfmSw4k+cqEXBC1JTIVbBK9+5uqEHxYVvwzQcLxek7UfDLGiPVqvYtyvtvyzS0H86IxXX8ezyOX+hcA1XDGuFlR8zGx35KFNptSyHXIceDAyzY5ioRUCULuKhF4EANzuGz+hM4UOwxomSFeP27RKFX4ThAbCp5cy57y1vTRiQcy2CuTcKX1ph+ghEW1X8WJWTWqCohoja913kBDkxbgODAqs0fYWzv+7QOKW3+uu/fg58nzcVcr+528gPK+u7t+LcB1iFyqWEyC2YG+I+V1tJc610fBieYYm7kOCni62eqsoID34OrROB46Tg422UIXRcEsIWIZMgba7nUTtaC4Hp9Y3UdGKvr8Byv94QkeQ3F1tmWJJrJZTEMSmtprLFaG/agbt7zQSWoguZ/8XKzx6n3SeOCdRLSBC4d6Xv5M9S7D8X7hVZo7aEVwIFWtlwNcCyGpJ1LpNUJ6vps/6KFfbR5gJN9bHOpoP9aUijnjCXTG+P7Ifcx+lqitEvlBvomRLWtEb28wX/y0Iz6Zs6bKD5DO30m8HHpggPJMjttMQQAwOCA5I6hM3CQJCOYzeDFkCNZYmU7HHqeXCU4hZvrFXv2+wBXJtOCaU1d5oKEQpk+fPE53gh4i6P81N4yRZWBinz0Iav3USmezx3dsczkw5Zg6utRy3M60AgwsaXxrD2LNaqnaZzo8D8J7/H4cq7zYOg3vBGeF5GWTg5VzDP6TZLmjZwZjVr1gvnhKhHQT570/16nAcwBONbMHHCNwIEvvGN586wkz2ozpd4hkVZ5rJLB/2QWgzxnMoguarAJtGHA0B7RW4ioTe11UQIHPkLUqoc1WxphVJ/H2I/+xc2eI33HFtqAeyV0OjEEnLhSNGZMBAHNhW6AEgFD0hPgMBbgpvRwV3RvMKW5lssaWHAxpRVjyJGSObBvjwA4znRBsVx2M7FrkPWQzM0im+ET8FuxwDuHJFRofLtUaEgYa5Z4x41HC0l94ypxv4lrd+W6f945dTLU3yCHzcLGCrq/uIpXohHP8JGDHUJEaeXT9LQebGKp8BjoKn6b7EIrtPbQCuBAK1vYA5xDtm6c6VQl1VMOl8CB+A2ovNiMPX0tkP1kQEKYEWP/Ywn9dgU4MMH3t3If5TpUeYHA9kc8ebqKX8U5nZDtHrUTxwMflzZzYOrwnJ3v1gRTQ1k1Pfb0lXgv1aI/m+FU4qYpE4/hoMEiXa4SAasmGIWbFZcrqj/CpUmrcZG0alHmZQWUxbeGVYR+XVmczKVMdzosmWyGuXKhtwHOgXd32OESTXVbdywz+bA50b6vueCxgbOGzmCPjtqexRpl4duopBsTtbzx5WyXoVA9vBF+KsJzkMyFpy2FJjHX4jeY+qbV3hxy9Ij/OKcBzGoE+GcMvInHd/IYUbJ9XDLlfrGB5ySBVG4ib+bMJBaDOrnLmJQksIeV+zbqDDxYw3sKAGFK5WUBDsxchMyBtds+wvA+WDtup7AfZZFBQ1KrF+BA3LOuH9qPfZs+usVzb0jsCjkrzWFSPfmhrlPpMz1NCHP9SlpnTBTnMV/3UEpwgADCI10nwakuqJ3AGWi+btrxY6H2z5YAc1mTSnaW0LnEYPl87zhitfI4JjPx2P1IbMqPHs7Z+Wa2jatExDqahbBTAS3MdnC4tPLJi7S+1+lfTM/Z733rb36/0AqtPbQCONDKFvoARwMvswC040cTByO2MpzqpxZaQ8u8wenJC199o5nLTDZ73SoR0M5fgKjl1W+bc/zggNzHqKxuvGe713fyz5Zru6zhmW2wzJmeQng6E1dQcID1IOQ6zLYcLAjJNYLyxMhezK4SrueyU/lN6CAEK4+7SgSc/iUtH2N+oL//HyirboLzk0hQa+WCzMEBqv/NhTK90JKgGvl4+nOughfyvHjKRx+yGQyibemBm5APG4O7prBbxY31SJvmDKGroAVWvn9bpiEr8Me0N773OJt9pstw6D+iEZ4WIRAoZ9baYmi7vfnHituIy4r8muT/HrUIHOiHGczpg6huX8qi6xtWevNaEuV+ZvxEqz3tIX7PkgXXklgMarQBt6lkwB6Emz+nFBk7KmV17aFlglUwqfKaAAdmL0FwYP32RhhS9QKPTcFoYeDPkOrV9e3EjCj1s4S0o6gtZE1pGTSXARR7QJfE76WN//6u0xPWQfqaJdgnVqvP43OVsqyA1jeHuk4R2gkszGuRtlLYYorynCg7PhhkR3l/3ipRpiE7EjALVL2EJTBOP49dwvOO2JTnUBDSIZ0uV4mI38ZWnlqSJJvoMzv7MHsyzbFJnEcCRFzFr1tQaIXWHlpOwYHiqonwm8+6wm8+6wqHT10GAIDffNYVBtXW5bIbWW1hD3A2oZAsTqMdOpA4CNIiMz6jYRNa6ioRiD165qv3jadGhhmxF7r4XpUQW94YxdMKtT2euJMqoa2ysJFBtoVyTVmyRUOQsKaPFp+hxy3sUkW6bgX2+MyYDbkOFoRkX+jYI29iZC9mV0nf3iedYLALQYj34XwH+YbHL2aaDSqNsZXfQVl1E/wwkeydls/NHBxggbMhzYt8ZSsEsCN8l3NH75TDmjJMnPc3IZen5CI4u7SxB9KX369bHPxYcmyZ3euMbwHrKkjDzfdvyzT0ZkrDopaXzT7VZRQMGNUETzpRPfWDRIvethQGbTJxs9Y37r06bw7Zv9f3nuY0gFGFAP/0wVia4BR5oJjsLW8snZPwvdpZdHe4UYJAgN2ng3jPB44nsRjUiW1nEu1bWMR2RytFdkKwB3UTzMSJlTcEODBnKYIDG3Y0wMCqKB6bgtHCtf/Gjq1S/88SIOF3nuG5xJowqOVzL52jZDol5mzUGvi+G9oSyyWGxgq2nF0Db5gmLgkd5zJ84EAco0Yn4cQDXafDUdJOYE0StpnUJXvBMILXkfHrMj6HG3qshb0jkMUhyjuiNh5T/DnEnrxIuEf4OvM6SN+zI2fn26HzJ38/sxJTsURZvJeB32T24amCbUeZGRa/Xiq0QmsPLWfgQHHVRAECfK7UCHBg7bZD8LlSk6tuZL2FPsD1KxYbf1dJbnfkVHyNA3oc5U6mTscePvVl360pw3I2SEefRcX3MmLr0MbIiCtvkPsoZ631jR5101hdh79PqilzpEVTOmGRii2e20Ql5OYiMDhQ8Q9avFXl7ny3IoQgJNGlYw+fivdkpXnZ4jDb4ZR/7U2q+s+hfIctfUcqqqwIKo0xO/wvlFU3walaUphfOjtzQULaWDopFMCzFQLYIeu9sCmqzZ53FhFlm6gQGSi5CFa0XleG98P7NQsCH8tU2+m9iHorAVZuyReh9TnskEHoqCRoGrU8OvnJ0jFQM7oJHnVCQCSZf31bCs5Ou0qiu4ixfL43h8RtfjSnAYw+OIdPH/IIr3MHr1zKXLXI25AlsbtlO8LrJVQzXell7mXwP5luCbPweO3A4JNT8XeIWh592hrQRbAMa3vfEuDA/OUIDmze1QD9+xLA3+NvzZ+jmZjx1g74AZJkau+cUbYClAOatDkVNeCSUHHUqgeL2H97us0Tm2lxbcjm0Ni6Xmx+86VvweAA1+jLIArrNezrNlNoJzCDzqLzykLMYQWXublKBCy5NINYF+vL1sP2EVg6wKKcrOzvVH4jkkAygMMsIt4wGzu2ZNQ3/cghcEv+EKgMhYM1XfC+JWcgYhPEl//47s0LWMrDCRJZTDDQ99J1c6SyBnmeK7RCaw8tZ+DAbz7rCncfPQMAPzhw+NRl+M1nXXPVjay3sCcUgR5PH0mLj0S7I4f8l+Pr7mValXr/ibD1iZ9Aww6VfWMlxJbrseK1D+Q+ynQurntzlQiYVNMogx9OWfOLllQhZzL13cFR7eDgALE6hoUvOpeNEIKQbHknoeZMBXWVcK3HOKPqKhGIxtGSs/YdEuXP7q20fAxlSPQOX0BZdROcmEDiW3UzM2cO0MYyF3Ww2nGkrjPwksvaTzlEHaikmp6PfmQlpFKTNWV4P7xfNS/w8SzSNanymti0ifEsZLvQMEOuEY/GuRCwdszx0vEwaGwTPOyE94N650He+50qmJrvKkjDl98zl8zy5pCdW33vaU4DmAQOTB36WABj4thlc715La7ELmp57g5XSkg3gDb2Uavet/mwhyTasbLFojUFBe6cPooAoaJWPcRu3xebGK43H9/7jgAHFqxAQcItez5Cv744/jld/9zsOWK1+yDaPWxNnIzxkHA/LZqG300lUbG4zZpJ7L9d3bCsQdYlYDaDvmOLSLTE8nSvMTjAGWmfNgMxI/d2mwMHu+LvZQDbJBcALqcMK97QfMSAkuj3UmRkrC3bBBtHH/etH7WbyIaxazpDVHuLx0vlYkJPhdaimQIc3Ae7598DHyNn7lk4lku39MMHm783WZ+HbQ9vpWchycxHUdYbVz5XaIXWHlrOwIHPlZqk4ECBOdDCQEPK7dYsRMf17ZsT/4ZQ0fiJVkZO1bsPwSB02lWSCxiFFcI3VomASpsStnix4iwIdamPsfuPxetcM+gqWD8YteoFCsyb2Uz6xlkVXEBsDXxcYM0BqrXLpxBSOsFUVIeyCDJqrh8+6F2bNEV60gl54x6N2aF8h5wlkbNxzUXslYnno8OfoKy6CQ6PQ/syc/G0zMABsbEM7pbQmlAJ2GEmS7LypFyEYIXQAjnM8pTQQyo1WVWOoOa7FbMCH8+Lz3G9ye6LxnFx77dTVoUhKfDHjxP6vt3gKhE4WjoBBo9rgvudumS0AM91yHNN/PNqLpzmzSHfbfK9pzkNYFZixn7S0B+9a8vHLp7hzclJsqL6KXR3uFyC4IQjZe4dqQwlmcUggzTmjNG0sfqH2KhFLc+D3u7XSbAQxva+J8CBRauRObDt+wbo0++t2DA1e46IFcS6QqmCqdtBnFq4bMCpxs19vB0ee9hv747lHXIJnzkfs/Danu1is5bK4z7MMN9+hIafvHvAZxdIugp7us2D/V1n+sAQZqbIDgJZDwK/GbiQGR1mHfZnTdkWWDX2om+tqV68hOec7HiZDcegL7OIWMFftkBM69wRiOaUfx34GLk8kX+XcP1KoX0gxEd5DXTjdlp9dYidZ49GrYh4FlihFVp7aDkDB2bUbRYgAIMDdx89g9981hVm1G3OVTey3sKeUJhqypNcMuSVJ5H4iVYeHNXbD3yLtiB0vmxFjH1jlQjotCkRC6KZY31/q3/naQvIG1POALiKV5tpSzVlb5J4agcJa4LnFa1v3RD4uMDMAVrwOwMCiN61geDFO2c1Y7e9LAtTgl3FX26Q7WCBI1dJrFnO2ndISsJOr3+2fMxzDfvT8Usoq26CA2Ow/MVcOCUjcCDGWRaFsi4hX1eNgR1JIT8f9xeLPPHGOPrayks/shF8Dc0Ov4eV5Zilfb9sRhrnAheso/oQ3bw7OkkIf+081Ua3NnTJrjJ+nODNwuGuk2DI+Ca4V4ybUvXmnbz3O+W1ovvVVSJgV/s1SuSSA2PLWt97CA7gPDV52E/gKL/1AT/sEe8qzdgRkvPDhc5IRXe7fynek8F/O4nFIAPt5qzxtLH6yjfesJ+7XdUBLBI+HtP7gQAH6r5F5sB3+z5Cr34faJPVvIgoAwyxG7daPJ+xa+jcEAQ0t6aOoA0ollbo3+/yv0/MiG3dUZvAGtPPuzaz8bfr+/aARewPLV9irG8/woej33trH9kukCwXd3VbCHu7zfHNweb6FfjfRdND61vsJ9KU6PZnOteeHSGvvVaVfwd140lUkwAyjcArFukU6wYqJTF2IohuDUFgRl8dXJNFDk9QMjhDlDfp8pjKIp6pSkiFYxP9FvXajbT6yskNayIyaZw4Mc5CK7T20HIqSMglBHKs3XYol13Iegt7QmG1e84wGBsSkVce0B3JQiZ+cNRu3gNj63pvITK6b+h9FxPPnQdePw7sFRk3V4mANd3vmiD3MXb7vjdBzfUsB806zM4J4Re23YurRQwS1njPK9rY/G3g4wKDAzRR2BlqIuQ6RL0wW97d9DJ6ss1kunV46YSc1U9Wr5qV76Cad1fxanBTRexZDFwlAq86/g3Kqptgzyii7M6fnBk4EHNSLuyzHdohLBfhDUU6+hpZC3YtKfmDtIgMT7si7OBrqHf4AywvR1DtXd3U4PcglVYMrXouFpG8AXOVCESj4bBmwg5ZgT9eS0AXquxTYVhtE9wpxkyeer3lDWXervNLA38PlVrFj+WW5Hijx83PmtMAZk+cpyaPfA62wuU07yBq+a10rSSitdoxLAc614UYbl28jYbd0ytDSaabolMywJw3iYAFSiLQOiH2kOrFe38jShRG9XkkwIElBA7sPPgRyqs/4mekAOF5PlYf/tjiOVVvER19QMvAKM/RzBAw163wv0/sP3YMkfV9WHBYP7RfgAj6kUN5uY/Mtx/hXZ3HMjEWe0Ai20Du6L4YdnebL8ZJV4mAQXaQycpOsnaPE1DEwn2ySC4DWCvKd8CcCU99z4AWZ0nJCSlmDOlbN/iAHWPZ3MzOHelOOBI41lJw0syVyyVG98V7IIUwokY6CcJ+8fLVtPrKyQ1r+igCXPwimoVWaO2hFawMW9nCnlB4sDWIVsVK/b6/4XqquIlWpmerN26BIWV0ZGQ47FCpLs1VIqDv3QkxEndzlQhYca4Jsm2RnE2SXQWMRSjcJIRfaCMrWx8GDUuqJTXWrwh8XGBwgPrWXnzL2VKJ752YRKmTbSbVW3dD6wMvilwlUdAsK6H/jL+RKJBuAL2K2NNX4CoReFH0NZRVN8GOEQiUWHMnZlZW8Nr0wIkgbgmtva5ULsIL+FyqRotz+OiZWICK+yuM65uroGuodfgjLK3A8/tu0eTAx/P1H1gV820GhFPICz3/vzGDkNXlVQngjVqepsyBrtNh+IRGuFWMFn3q1fSyc7kMnr+cvh3F/Su/L4vaxs/PmtMARgUCclNGvQSrA9mjESvElOa1ZPX3vFH5octwcY/we7I2SzKLQZ5LueyBATlmGMYePxe/h8smRlX9KMCBZesRHNh96COUVTeBQ5useKV9cT+zJkAAPZrYPWLL9C1q8W/FxpLEBc35/meMtQ7YMURe21iTh+IzevQIWMTw0PfuzMt9ZL79CG8HeSLK5ryJ3rVah+yA77ovhZ3dUaSSQUJtP7lOxFlVZ/Uev0GMALoPZDabOQ/P27Ly3TB1IgtToiWkzqUrdE1Y9JJBQWPTGvw8WmcZGbIfWLgzleZFfIi1l8T6sWqRgaPv2tbscQx4MLigXbyUVl+FTTcntMgdhKPQCq09tAI40MoW9oTCNevGaqynM1csTPgbpzMuJuOzB74M7LUbYqCWFwi5CLZMcpUIaLu/8zKISqLPsdxH9dpN8bqsDcAevAycCLQ6A69sRpKbA16ai8DgQOkfCcAIjnjnM7hOlSdGOaOnyzaTaVLt0glmgiDgE83+d3B9ZfHn4re2dAzbND0r+ieUVTfB1qGk2jy7NjPmgGTvGcgtoZXB5SJcimOEbIuVLHgB6gzsKlwT4gXr2lNwRjnW8c9QV4ELyvfzA2b3jPd4PZTfQv++lJmm+57B3lgY934OwiC/ewQX/YwAQ1JlHznpI9wki750s3O5DLYBNUf2wesTR222Jg315qZVftq05jSAWY4g9pTRr8DoQCw3ElrlbLarRMAeWp7w3azzcrrLKLpHPFo/b354Dky4DkRVN6hmnEsjOLOuEuBpl38txoWRfZ8KcGDlRgQH9hxFcMDqmFonRPjCByiHEayFAHovzkC0LNa3YRbaitNLDRGlYQAAIABJREFUYqvG9WXrE9Y2Vi2WDeqnTgpRO33L+rzcR6ZK6x5irckaEyy4vLX7ctjenWwzCYzRTiJ1364dEFrf1Iuk0D+4R8KcxOyWpRV7Yeykd2Ks8t1jrANFpSW8bmCgkAEcGRBJ69ytWozfm4a2FOsmySAaC1An0+4Sz9w+BP6ZeaueO5dWX3ldYTAoR0AKR6EVWntooYID8SUEqaK9trAnFJcGNmPdchxcl85OHIx4UVn5L/+xNEi5CorwGBLd00qibhzaxHPlmrcB37HVo2kqiXWWBtHruM/8upzh5wmGxc0EWh2XpQoS9oje0sJuUeDjAoMDnAVvJ9Zk+g6sEXxVRBOjlNHTd3s2k9qlK6H1QWT0lQjEnr7K+ucLyyWi/yXzzk44hhazT4u+gbLqJtg4BC0frVnjMgMHqEzBVXJTcqLvRdaHU42ZIT1DS6nWhPbDD3jOxvRNoJ+2x4iRDsXrjn+BRRW4iXs/d1ywYyW9gr59sTxBWFuS9kB7PTfG0rnSGH7d/x5R3fd2mwOjJjcKiz7t4uW897u54HHP4tr9uOylVTvAm9+W+d0qNKcBzDKkak8aFQW9A7FCqASON02uklxUkLOYJ0rHio0lv8cZSleJJLUYZKr63jKyAqT1gDWuGv+GLYZ7/A0cYhSN6PdcgAOrNiM4sO9YA5RVN4HRCb8vmQ6MYAPSpnHnwY/Qc0AT1K1p9P3dC60eyqqbYHA1jn9BBOYYuOASi3iNFmscrg2+LducALIInYEffhAb8HSSANkM+/wPvvWKvPbR12DyZ3OPVbCt+3LvuhZ9JjbuYbI9dQbARqErhsyOMalspq5iP4yY2CQYDTHtLRjUby714PWUevEiHkubenMa6kZYcRpTgfu3erG4h4MeI5hY5NLhKhGwZozB+W9r8wARJ0GE9WWaGhU8jvM4GA8mFlqhtYdWYA60soU9oTD9lksCjAWJNa2uoEd/5X+9o1drpV66AuY6b9LJhUI6h3bxsvhefdtGiEobI2vCIN/fMr0ufgNqj+jlbeKp9o6BE4FWZ6BCbJNADS7sgtfDBQYHOAueoWBiroPrVF92RMaKKmX0WFzIVSKgpYmmpxNyjWAYGyQWX2J1eKe05WyE+gBrMp906gBl1U3wbc1BsdjIBBzgrJ2rJKcEZ/26kq2ZM6DEew5zfG+J+tRpI4XNVCZsn7YSMdpcvez4N1jQ8wi4SgTezQ7owy3pFfTuh2UuPF6zcFyQ2u22GLICvxq36dclVfbRUz7C1RLMxqsXLua9382FsQYzuQZRm2Vqf9SqB2tMP29uWuJ3q9CcBjB7IBA2cUwUtA6YvY+RnoQ9ztO8YRcB3/GS9aOt+Gn9rsSwSka3Nmku3dGdNladcJ3ANnQMbjndvwSbSvRG9H8hwIE1W3Bjv/84ggNacYpSoGfemBq16mHeskYoq26CERObfH938wGCA9V9qawqQA05b9JiN+4kB2fo/K8uw5IVZ7BXL2+P9O4vLrMwlmZW997asNdTFp2y17L1NNPmN/VYA5t7eAkSt8sfBfMyzDWbfuiAACzk6xi1vJLORRUHYej4RrEmjT6LgVmHNp7s0sFAmXbqND47tEFmUcx4pmjwZ7BOgCVBj+Hnw67xLK8NKi1JpS/FpU+sv6CdPpVWX9kS0mRAowAOFFo7bAVwoJUt7AmFheE0Fheam0hb9RYIkiqq+d6bYAjJlWtBc6GQzqGdP++BA1vWivptV0m0VGR0P37ByACAq2AGJ2rVg8uqsFSTqJ1NsWF9bYF2/FjC6/bQcq8vdTMD/6ag4ACLjrlK+1AfZ7/lF0VfJyzuWRjJVSKgng5J8Vmy+HOVCMQeZX/zKGrf2c0jAFUxRrZfjzp1grLqJljRHzeD9rSRmYEDVO/rKomMnzCCy0XY5zlTv+lW3Vusnr5wWlriZcme27YQqtCh+DvM64mq8u9mjgx0rGyN2ZOU4JluzMBJmKKfYYY5z1Pg186f998DQpV9AYyd3ghXSvq1CDaqN26DdnBf/n4P0aoFcypug8I18a6CVGL5Pc1pALMbjqWTxqqgdkCqM2ffrVF9pHEgESRkivPR0glgUUlClEoSZPA/mcUgz/fbenBSgOjsVLsee2mKdYPdEzdCowZGoVcNMwcQHDh4CsGBWAmCVrEkpUCx+49xfCEW1JwlWIowfIKfOXDyIr7ep9+bwGOvLF7K7AdZrNOibPcKcgxxBnoOCBbN7+rlq0JPx5w/KS/3kTMByx/4utgjKr17jAT3NvRYJ7QTELj5C6ikz2AH0GfINDQCj02yzJaFL1lTY0HPIzB4XJMQtY09eOI9G+QgYU7FMhntMIo+GuR0YC6Yimu12oEZ9Y+ZFa4S3OKVk2ZyAsgT9l7V7HHMbmKnMO3E8cD9fM3r7g7/A9HnKljj+oMe52BSaIXWHlpOwYG12w4llBPcffQsl13Iegt9QqH6U878mTP86v6y8j9T+qKWZJVGC07t/HkPfVXQMzhXk6J25oy3eNq4WgghuYrfkzhqeVka3Ox7fsZOv2JvgGdlXBZYYrQ6xSDu9MAa+ng1afa95Qks6G8KDA7IG92QlPezGZxdeV70DwJoPM9qBg7SnTDTCr6f6b4NI3vKFl5Onw74XXGZwKTH3EbHjQedSqCsugmWVp/Ae2/K8MzKCh4+9Z7FHIhVGlQuYg9CkM3YtCb39xY5kRhL5yQIVzUX7I9tTxmW8/62eE9IOhRzemJd8LtpAfvps8Zs9I0TDtGoZaeQ9hTsS+8qibZx+sbV4CqYzR4/oxEudcbMufbDD81+HtOD9b27Qu13cyGL2vG4FDU9UT5rSA9vDomrqdacBrC64aZ60jgdYh3/LDa6UcvPXItn/kUtzz3mSNdJYBR94W2MzThAKYnFIFOxN/dYBbbiubOINQRpr7idvwC7HLPzIwdHoc9QzPqv2IBlBUdO44b+dRcEEJKxueKz2zMW42cMm+BnDuw6hEBDEGtEcf2L2OHhZ6FVEnv6WrzPVPalFSQSKyU+BKvwxm3QODs+LRiAl+1w+uMaRjtIgneSuxRn2NeVbRDaCTw3sN5NmPMEuwqYrE8hXRdmOszreQxqRjehZgydU35PO3oEolZ9IljAFtwkJinbTKYTPh2TgK5U/GzI7Bxj+XwB0DR7LmgNxOMw/7ZAwWLHKe7rQiu09tByBg7MqNucoC1w99Ez+M1nXeHwqcu56kbWW+gTCokIMb0wnpYlK/+7SsR7nSd+yi5oZ88K6hoPfLmaFNkL11VQO0F9+KMHDoyt9k8Cqz0AQ6714myaqyAtOWp5NZcW1bOlyi4xFS4BHJAYCebc4GI5gcABGbhRwqmfz3ZwZu9Z0T8FqCTek5wkODOQ7YgHtWL3H2f/O2ij71QXJyyEmgv11l1wlQjcKy6FsuomWNCb/J0nDc2MOUCZNleJgF2euCnIdohsCG1kzPWJlqih31skNmosny8WyrHbD1IeYw9ASqg5NTM6aqgh6VDM6oUA6LspiV71Se/BOGtMp6PHMGJbuZgkyNqeQnaW0U+d9N+H5Nn+XfclMGFWI1zojNlULQUTSVi65YHtErXqhdK6euaMoCqzoGDUqge7RlKgnz3ed6zmNIBZiuVLk2oNiHYkaj45UTgSOJ2svImTAoe6TgG1SAIWaN7n+u9kZWsmbag29vhWuCS4CjqsRK16iKoufcb/gt0DAYyRQ1UYMBI39kvWEjjwA27oX5Yi2yf28GnCdzE7kB0Xpi3Azxha6wcH1mz5SGULjWKcT3n+eT6gMVowjh488e43AljqKtCuVbaGFc/S7fugncZnND4hkatggWj18lXsh5SgMZcgPf/bss2wtmyTNzdUdRAaTT5maJaDNa2MNUs8AIzKV7jUYE7Pk1A9vBHskb1pbXABbCrp4ESOSUwBgzRtLGIimGuQEZqpELa5bJ63xg3icCPAs9+CTQAGggJLxe9s7lgGMNm5QTt8MHA/Y/RMpUo4FFqhtYeWM3Dgc6UmKQiwdtsh+FypyVU3st5Cn1BoYaQdPYyT74Q4Wpak/O8qnpKwEP0japV6+oygrrkK+p3nalLUjh/zBuc1SwRNzlXQd9Y3CUgIsSYtLB2qD5cBEj43wqJoz/Zm+8DKzsZGP51MrkczZwYTE4tawcABAdzwRlda0LTVYLeIp0Xf+Cb9qOVt7lwlAtqB78PpA9VivyFQK3Y39eYxk4jdoCwXL+qLftfiMay0f6e4O5RVN8GcytN4700clBlzgAAKV0msSQwjhN/0sHJaJDWfOQmtDySIaq5aLBgBLVliMoBjTR+V8/62eA1Zh6KoA8zodQ5cJQI/TwxGm5VLEsqqm8Aq8sRj7UGozt6WFfxThSUtxuNLQgTVvftymDi7Ec53HpQURPDdA7QhT0cwNqu/h6jp2uWrYoMni/IJkFHxK9BHLWIOlCJrbfJEA153ZLs/3OBYpAHCG/347+ZShoNdp0G06C+0OVLFvO90/gLecGY9zmLQoA3V+rL1YHT07NzY7Ue2dLXJnWbkMB0GjcWN/WISEzx+Djf0z7sW0ZicWO7CczyL7E2ag6UJQ8b5wYHZSz8KTQMWboumKLcT4rEkGpts3ODrs7DikNjU8Xt2FbLDYvcfg3bpCvZxWEXO7yEuI3rT5QvPqUHSmmG6++qyrbCmzNP2sQaU+K5TWP3jtaGxaY0QUY7GiWbO7nUa+g5rEv/WThwHm9wN1KvX6XNw/aZvWo3/ppIEgzfcg7pl1j8CT1wloA4RgUpO0WdgkaCiW/Q7IdKZaixhoISBpbRKmvi5TFEuU2iF1h5azsCB5hgCh09dLrgVpAjODOinaTMSl2kXIABvQJm6zgJBtLDSTp0Ec5mnIh3v1Rxm6OTVzIOyKm2M7JF+BV6mffHkw6/Lysy8AOFzw1Q4feuG5s8jKdMngAPSwi6dDUgg5gCzN5gif6vt04TZ0eLHIqwrlGnBuuQkERrF97Xf7imWgQNFS8HuGUJvoqXslVUP6tXr4CoRuFVcBuX9m2BmL1Kerq3JjDlATARXQUGw0K8rsT44y6avXhz6dyb0gTaGxrdLfXTfVMewUrkVX07VBoK92h93KoJpvS6Aq0TgXW2wrCSXVrE1plHs2c4y1bwti/SlCmvCQG8Mj8u6sabMlh4rYcq8RjjbZWjCWB8fwvotQxu01gZvEtRb9zwxtueqeJ+z2a6CZUbysZrTAFYXPGbyJAtedSRa/LMYHkvlNRzx9dQsAru/6wx4WUQ1/09f+zbNog4/zmKQqdxryzaC1smzPRTaOlJpgt0V3x810oKhtbh5X7ACwYETF5A58FO3zs3OY9p+YjaSHtD4mfgZA8f4NQfGTmsU4IBdLJVJNPecxFHqxbMhixXTBnVeTwQo7KoO3rVj/Y5HzyB2+z6+3z93JZUcvOZ5078YoiSIK6vYG1STv7J8O6ws91yBbHKV4rVOKiClNcG2e8bOrSKRIgCs8UjLn9nrLPQe9AtYM9E5QzuwV9y/DBjJDISo5bEOWOjYyfDcMyPBVSIQa6EULWrVC1aMW/w5mHMweeSU/MET9o5zFfGdCypt5eSBvm9P4H56LI9EgVCOQiu09tByBg4UV02EtdsOJbxeAAdSh8j8n8PMVIKdDSv/k0Iq1+LxpMoLB+3EceHz6yrBLISyFaxSzoOyevOON/mN6OUfmCUbLLnWSxZfYvYE1yIaK7FcwiA7nWRhlyK4EF9W4EiLM2vy0MC/KRBzgASfuO+yLWBbDZ7cnxRhxkVW6pWdJPRd20L5/oRz1kJmOZOQraFYWViuIU56DxMV9EZJT+g5oElkiu1x/TNjDlCNLi/wQ7+uxPpg9W5jxYKc31ssKmWsWy7qtFt6JmyyocrUAivMiN3BBf/DTsUwpRIdWX4e1zfYsaQ58WPRv1EJvuQv3jg0ui+emxR1+G055BrfeIaRQdZmm3qshqnzP8KZLiRgduxo8s/jRb4SAStPdHDhrPHoJ085/8eX3vssbKokuu9oTgNYJQj8TJ5sCxcYFvVj0TNRrhC3wddJBHZft1nwotir+Y9JNoTJ2AxRq16A5mvKtkC0k8e8k115RF02fcaoUQ6MnIQb+DnLcGN/6iKCA0+6I6MlGaBnsNjooukQteph9GT8jP4j/cyBfsMlcKCUNqFUYpH0ObmLzxizAYQ1oQRaM9A4pyfa8cmsSOH88fS1AORyofESH9oZBJPf1lZD7DXNcZLoH4t4Li/fCcvLd0nrI1zviQ17inPVmmCbTm3/noR7nM/59F7noaKmyQMSdmwFu5wBKyyZZBDaJEcIm4AFja10eysZ9c9cMEWcE/XmnZaPkfQ0zPlTaMP+J09bIYkluPguYq+yHpW+d2fgfnoOIH9p9m8KrdDaQ8sZOLB22yEorpqY8PqMus0wqLYuV93Iegt7UuFN/7FvMXNpDy3zD0as/M80bLIGE9S1ks/F4kuIzSgRn1VN2MGKy66CVk/qtZveYiqO4ifTx0TWiesOCQywawfQufkf2vATVWzlwubPIy1+9LhaayFKp0TATENJNxA4wBMFATza+QuBPz9fwdndx50QNNFOnvDek5wk9O/CscLjc8bXWr1xK+vfoZ09i/femH6S2NW7lMeoFy+Bq0Tgeklv6FnTBNN6EcAwpl9mzIEr1z1woDS8WlJx7egZud+zKmGDkKvgRZexcXXSDGCysMlOykqj5CdXod66h+e0UxeYVIlslLejg3mRs7r7404doay6CVRSgnc7/R6s8ViHr6dpodVWgmuSXcUTJhP3IdGXN/ZYC9MXfITTXZB2rB9JrmEixgMFab75+D1yJpU387IFJ1vqukoErHF+AAPBAQSmJ09x4XkReafTZoo3Yiw8HC9ayyKwe7vNgWfFXs2/nFFnNkO8xSBnW1eVfweviv/uzXOrkDU0fWEj2B1xbnI6Yx9HjUFwYv9xb247cxnBgYc9qLziyvWEc+SVDCFdm9kH/YZ74MBPUfycigH4ntEtUVww4RmjtQKL97E4pColDrjUgNlcsvuLK50b4c6Qg/E2PtgN4N3CSaJMQC5nM6k0cln5HlhasdcDB+h+YgBKDcHaN2p5GX7t+DFw4pxkbAIrp1ZegrLqJtDpGdY3rBKlncz+4DIYc/5k/FxykmD2qFPx94z6x+fHVYKVW6mviN5f+kdRsuF0/1KAbebiGc1/FzFsmVmo726+XDU+2CbZidMRmr30o3D/KLRCaw8tVHAg3pkgVbTXFuqkItm6TawmSlxNqX8wYjScNqBM7xKCZ0TH148c8lGzcpGt5GDFZVeJgLFomhDkSQZ2GJJHNtd6iWwyawyMrfZRIpmylsqK0CVhRyMeHCB/Z3kiDhKBwAGeKIgSyN6/bTmYUveoEykrHz+a8J6rRMCIs+fJVrBQG3tyx65ln23BApnm+BpxbVqymVRJcOtqSRVUDmwSmWJ7VFVm4ADVv+LCPNGGLOvXlVgfrA4f78eei2BRKWPLWqEwrl5MTZ23y9EGzprVBsEBYkDdK+4KEypvgKtE4OeRvYIdS9aYDzsVQ1l1E0Q74+Lf6fpnsCYNTXj22lNYwyo8cCBOB0aug59V1wgnS1G8UD90IOlnse0onpvcb+qiVj24EqU7mcsGu+a4SgTsOA0dzWkQ9PlJU9/AM3aBeYJZWd7YM8Cgxm2U2eFjT7d58GMJfff9x766dYcV/OMsBs35mI1eUb4DXhR7gr7Gt0vh1kPcqBsdPqc5Cv87atzPCb//3HX823tllfTMXk74GwZ99I1Ya14zGhkCfQb/Iv7m2j38nKohv+AmswcxIR49a/45uUAgLJUfcv24tt+jettU9jGt8qIATMS1oXk/+try7J0DlJFlOxh0f79pOd5TrLeg4/k2Z2PmfknF91BX4TEtrYmD8TeSOF4YGjxRqx6sMcRWOntWiMWqJBbLY/XkyisIZK5FIMhYQSWgHT0xTO3A99hvYnoxCKxRWWym604+P67i10FqLrwM/pdg1FHCqewrYelrsO5Gsu+iv7dG9MK/3bE1cD+TOUucuVwvQLGoVQAHCq19tJxaGX6KLdRJxcDJzFZ+C+MGoMK/089fsyWU/2kBw5Q/rnETVoiHDvioWTKlLfSJkQZkV4mANX+yyMK6ClK3fAOzBGDo+/fib3n6Gl+jhZQ1uq9PxVgj8CGV24BQvI4rPfBRQklpOUgEAQfUJy/xs7m04+jhnJ3zTMMk2u+DTiTGI2Vo+D0EWZov4WhNxOhaM9ilXrmW9e/Qjh3F6z15qJf5aMEeidkGlztXQ+/BTTC58qpYtGYEDtCil0GvsK8rsz7Od8Z6cKb/5vTeIlaQvm2jyCipKfzto1Y9uCREGq8C3xaC7dvuFPeA8b1RsPLtsPJgx0qsA7SJQ5DSKf8aTHZfSUMluy0FCyq6SgT0uIW1XAc/Z8lHOFGKmz29GdEvIdzJ5T9x1PnQg4XNSCzQIvcM2WaSBdxcJbFMDsEBfH/S9J/hpyKqgX/8HKKWx2gTpQsSIyFq1Ysa6V3dFsCjYtq03XkgwH+7qiPYNIfFC7VZ8zgbvRt+KvF0EfQNq+Ak6QhoHTB5YBfh+mH0hEQP+Us38W/v9MBnVnawEf0kqrlOKvV9hjT6NkRRqx6OkbDhgFH4nlregcCO5oV6ZSA3atWDQWsYQypr440zj8mOZAkZD/5ysiTX95FJ1+LDod2+68794Dr+xRUHhLCiq3jOTOxqoYbkYGIPLcNre+W6eH7V68ja4w3+xMrrUFbdBK82YwkJ319yfb12nOZW1oXizyIw3MlwrrNmjPHu35PNi5dycJLB6fFXMGnMccq/Bn0PWYKn0C9h/QfBevhuU+B+xh4RaFfpiU3+QMyb8v4FcKDQ2k8rgAOtbKFOKrQwsTp8BqP6EyIZ5zIglP95A0qUK85qsRCffnAfWOQ5m6sNCQdTuXgDz7ZHruL5IotJVAIwuNaLARCn4muxIZMFZ/TDB/E8pfAvFuKF65b7X6fMpKtEwBoeXMU4EHOAJgpmLegH9ubsnGcanAG63wmpmrpkWWhIbhfGt0tD+X6BvDPY1QLtPKP7kfyuzemjpMWilfIYlWywLnaugT5DGmFiJZX5DO+ZETjAYIO88Qj1uhLr41wXpI+mypyEFQz86Tu2eLXDLdTV8/jVJsGBKyxSWQ5je+Nm/+2Q7sGOJfeLu8XdoKy6CV50QQFQu7ciNgp6WI4gIQfbTzIQ5LsHKCu3pmwLzFvWCMdKa/E+2J98bGQhUHYsiN0JJ3PaXMgZyKiVfJPGpUmuEgFrSA/f8ZrTIPo+ecY74QLD2XLWGnA4Mxz3+/RNqPK+s/sieFCCAmnqrbsC/Lf7FwsaeLzFoDkbz+2Siu/hSWdPeNfYsg52H8KNeqwjPl8uWWmOnpR4Dq7cxc3NzTKqHz+TaDsZf8+W928S2gIvdfyb7fvwO4dPwNejvRCATiU6Gz+3G0T51iXmGouWMntHrvfm3yz+luvpQ6LnNxcW6XDUX0Yw1C3DMqLoT8gUYfvPhRWHYH7Po956icY9LtUJS6SUhZnVOw+8bD/NvUyvn9D7JrpW7CB2ADGc5DIOuWQvatWDTSwEjcDQTFkbDJi6SjDQlBNKdvlXQsfKrvg76Pt203mtbf67CPRg7ZR0LFTZwcbu00G8xmU5ZdVN8MoogAOF1j5azsCBu4+eFcoK0gy2wjM6/C8M7a/i4BhneyYYAmx5SKh+jBZVLlkU6fv2+Oq2wrTFiQ8WgXEVrB1Wz5zxwIGazv6BWQIwmJLKKsNc72kN7+kTnNFOoxBRfL2nHExTj9/UyhaJ9uAegX9TIOYATRQOZQm0NGrX8hUmuUXcK0aRJ/3QfvGeIbldNKfvoB0/BtaU4RB7Fs3o+5lGLMCBFmjnGd2PpIFhzhonKMGxl6kzSZzBOt95EPQb3gS1vckOcWh5YHDA+HapsOGUnwE3B88isz5YAC4fyu8M/Om7vgO7dgA+Ey2U2jCwZs5pfjGXlb6tXQbm1OFpHcPZsBslPWFMbxyH3w4qDXRs7BpuZG4X98AFdxfMotrVxWKcZnDUmjIspdhqJmGsqRPZvUxDO3kCrCnDErLdvFnDhbW//IgBotXl22DBykY4Ukq/9fvk7icMJDNIlGxjGmZ4mUDcAMVvnF4bHlXdVRLBbs1pEHX9U2Z+gB+L/Bt5+ThXSdRYYa2Q7d3r4E4xARPXbwlwya4p9YCFOItBpuAvrtgPjzp38ebV7ZthzRbcqLO1Ivdj9OTEOe36fdzcXCsbjL9d0qER3zWR3jtxHJ6p9SJTWlbdBE9f498s34DfOW4GMgde9cHfk6p0TCchO2YFMgNKnsfZLWJ8b0qIMHU9jvURtTzbSbUFkMmaOiKrADhT9Rt+fIz/jtOuMKf+P3vf/d5ElqX9/3z/gndy7J3pmZ2Zr5wDtpyDbBNtksmYnHOmAZMMGDBgosk0OefUgKSSqqSid3ZsST2z5/vhnnPurVIp2Nj0x671PPdp2rZShXvvec8bxLy8rPIULKk8K9dZ1O4b6EOip4j8/KTPh94u/udvbRIDn9nHxnzTah4IY8rDZ8R+a1Jtwh6OJKNh9JIKo6dT4MkLZremk/C5ng/0mhB72UPp71sHvV/v7gL/uxAEjx8VxzVF+g1JGMzpgmUX2rUl489JzbqIEqd59oqM73z1vv/HLllGHiOPjB6fDRz4pdYM81d3QE/vdfil1sw/T5Zi8KU8hmOi5oGZ78HsX0Flc1yapymTKzv/UwGKJlZM4yr9A280Vd3W59TdhTq2SnBg3mQu5i0tMVZIBTCCBwQllYCOcANmno8v59zgSPFvQb+H4EGKmJyPaNiYAA6Q5lPLgnBTUcbfKSNwAHXFYWJv7B0eE78hPVeIsj/EjajqNq6mXZAbsXNQYZAKmU81yMWdmTAuFNZPHUE0hzKXzWKpis9h5uUclON9qWg8NLbGeSMaHluWMTgQoe907AiDDeLyk1BdAAAgAElEQVRe/Mknf6d0g/Kne4smfdL5+aTPoBS9nJXtUmjYjhluKEPDzBzg663nWMbPUU0qJ9UKmvf3DrAz6XNxE323oAI83ji8KRJ68vCYUawVDx7cx0BWJH9omV4RpLqHDu4b9GtQt9GcN9n+2oqPizMdhmjhG8v3w8pNMegpwe/a1en6Hvo5USiFK/9sA0w+1wgQMI1miFQQBWheQgYbXafONUiP9EMkW6zbcxb1w4s8WSxJY7qfsU+DkylFXiH7StfCvQLxN/qN23JNHOdhpoYzYtBQutGPC6XUQz+0HxatFQULpSdYWhZEtH+Dqe2xhGNw/5ko9r/1JE+WICZQ4MIFePrWDg48eyv+Zv5KAQq0Lxfv/aqJmAjJ2UPsJ4QGcrSXMNYvk9cbFtqTa8V6GyHJJMXiKpnz1AXXU8jVgj3dvAYN2f2G8s5oxLLdOwRSUPG7pPIMLKo6L9dZ9FEy29G4c5ikRgS++d+FuCjWkb5PwNXUmkfg8cbhyTER20o/V6U0tBczm8T9ElEkL8lSNTIZtF6o+8JUw43eL85tepYpsTjCeE5Cjjks5ftSs04xT+3plcyBx69GwIGRx5fx+GzgwP/5WQn09F6Hh8/e2MABJ1jwpT2GY6LmgZE3evZvoKIpzosgucj6TMXNdxR2VlAjrl8REzhF+QQPdTL1j/SbH0Kp49uGapCTsaVlgTmnBfSzZ2RBriCsPtNuPENaLzYlahaLUWRsmS3nmbNlk7kQU3dHy4LQ5tWORVGaSUW8mWfwZgQOIJUuQuyNHZs+y/H+lEG68Pv5QoOoZvyqaRfJNOuU/mAsHlxnOvBYsC3ICyCQgfnQQEeocw9+h3Y+N34lt9xt6KdOgqVlwYWiVmiaFGcaeXh0SebgAFKI9eNHGWygMdznlYzgzhaLOeDHiAakezt4tIs3w0kj7HBwxv3CYQYH6Nz0uLvmu14TOMfeLKiD1lohffrYmJfZc69dR2ChWmTIEzjQUsnu2sH9HQxkDVarm+64JtP6ZzLCdXivO64lVarlBGOJGba+/CCs2RqD4yVzcX1yZ1VRDC4VU6Ft6z7rNevshBI9PIAMBv97WYBaWhaE67Ltnz/SDxE81rMX93MKTODxc/Aj+G8V/Ir1zbrDg4M65XtK18PtAmkISOB/uKVSYR3YIwbVbvSDQo9cV48egqntolCn9ARLy4Kw9lNom5cIDjx8KYr9K57JSQvUcCt9tmtw/zkasDWLgujBS7FOUkTiio3iv4/HTeb5MNnxD+4UsgqKXg3i3B1a0S7fGwvQiXUoPywQBq9OSYjPlDGbgRQMlKEGB6iRYRX+GmLxf4nP4ZCnEPNicWUvLKiSkjP63hJYdWfYfOpQDRLNOeK6oQSRcHMhgy8ebxzu9SBrhWJm0Q/CZ0pwn+SvxMz0v/Hb/j3Qz2dOk/GomdD8SYoadkQn0jqeKrbamNuKAIL4rzGAOSdw76F4X6XRdPS0BAfuPIn+2CXLyGPkkdHjs4MD9G969PReH5EVJFtU0KXfn/M7KG+MywVY0Z3R5oU64LTQ6hcx1gcXztDBfYyIujEQhnOoEXjmzLGgn+qRBXldjn1iJgBDy4Lgnh3iu6DeO9xSwQWZ/22AC2+fKenH/veJ2nG/kpVtOPLd6XliscvO+DtlBA4g9ZPcpENb1nyW4/1J5woLk3v52KVSOnWqWaSxdLbr81n6sWzW4K55ZFtYBb9Ou4kb9HdEB3Bj7aKkTt/OoWPHobdoEoyZEoPJSCMPNxcNABz4uQQH6B7AwsE3zEAdGcGRxtucN+mzX1vUydSPH+XCJXgyhUmnet+moIEOxeBzc/Jkxs/RL10GS8uC64UNMKFWyGE+NuRk9lwFWBDgAHbhJ9eDgeyd0O7tEMT8eGsIEy38b3x8XHVFNjTgY4YMAWPxDPvPFTZWaPMq+zWARc7a8i5Yuz0K3SVivgkl6QaSgRjR+c0k885wDZL/mFO94DP7EhkvaHwWxrhDZ6dSj/TzsZizNAbP8hTXeQK4S37H8ZW6I76S1s7dZRvhZgEZAl7l68ecVAumYianPld2o8/CvaIq2zmvbxEFOhkkWloWGNk/h2kLEsGBp29EcXOhDJMCXLwwwmPLxPe6eRtuokdBFYIDtx+LdbJmjPj/zR2COXBnEoJgKQzfQltWi+sDZTVSMy7BQko0mVCHyU15oqinmOewEitHhV8wBQgYQOq5lfeLobnfyFTTmyfBAQZTvhWfC8//wqoL0F51Vd4/WJgyYDgAc7yMB7NfxPelPZiOHkkEzE2sfQ4ebxxunkEQBhM2bMwhmltQ/soRne8Nm3RhoJ/RnNIgj0kGEis/0fvrc+33IzKRzBljkr8XxjqSCWJwy+rM5ws0qQ2PGcU/O9QjZQXX7owwB0YeX8bjs4ED+XUzYf7qjoR/z1/dMcIcSDYQ+fblfAUeb5w316pRFVFbaaIm2mUQqfvkghzs3MNIKG2Eff7w8H5+HLTAW1oWmNOb2BDODdk150lXWtKrMto7uQ4LskIZE+gRixA5FlP8jm2hoO4OFoTq74hObGlZEKn6S8bfKSNDQtQVM0DzI2TLD3QQAHCnQGwmVbqvahaZjJZOGwBj6SDBAaLlIWjj3CwPxQju2iKulXUrIFiKBlUv36V+DnYwzxZPhXFtcaaRRxoLMgcHKIHh+FHQ6R4gF/ZhBurICK6nWNC4yfvgs15b7XJjznNZiuKU2EGWJl27h2uQHlZN50g39AtkUtkE4+pEMsn3tf83s+cq6RcebxxeFor5Kzy9yRYLx34tCjX6U4cf2WaWlpl+N9kghoDp8K+gLrqlyc4nXwMc2XYUNu6IwdFRmGCxv8P1PYJ7d/Jmno7P57xmee2ZMwF8Zh93VSl5hrXNeCwi5X+yPT8QFpG7Ee3foH15FJ7mkQnfE/DhGmZ5vobwnAmu119os1g7d5Vthm8L0cTz0iUG/82pXo5cc0YMGnjMFlX2wu2iOj4n74/1cLFCHgiWJuSLMxfGE47Bi3ei2D9bJlgfbv4QJG3Q7z2Gy7f6McZQvMf1+/3w7DvBJmhoicGug6JY+rZtna0AdhskZQvt+QbPhwBVw8r8Fca9z5h6mXTjM92p5dyBTyJj8Zkyjs8aIqNYmiciUxskOOBgMND/z6+6zDG5lpYFIYyGdEZFDuVwNlrIkC94SByjCMZ3ttS+EgyS3gDPSZYmfRF8Zh+zYYjpRGw5n/6RJYeBx88H/BlJzmNpWWBsWpX+Oz3AfYSDDRroPZ92HiGgLoSGnqEk/kpug0xq1YjufUclOHD+2xFDwpHHl/H40dIKVDPCh8/e/Fgf45MfQz1Ru03a73P+IGKH1i5LWCDYsAldeCk6iiJlItXCBTu4bxeYuAEhyrb//eeJ8zEUl/vwVC/oxw7LgtzRaSFtnfo9g5Sdi5udSGN+guEMIcuu+kXs7lhaFoQcdHgq2MTG7uuMv1NGzAFidWA3/ceIjxvoIE3w7YIa3CBIuq+admE4dMZ8PHGTbAzSDT9wF12NyUMjjSZ9UN9x+3qwtCw4VLkW3uRm1s3Qu4X2+3TxNGiZEWcaeaQhP2NwwELfi+CJbrkBxZ/59Y/Del4J9DleIiLHPtWMbjBDlRJwXnmKBA+6x9XibLgGsanSyRxs1wQCsFcLR8OYOlGYfF+dGcCopl8IcCCfzwslS4S2r4fQrq1DDg7Q2iCKpMGbpBJDwMkiIqDF0rIgtHax/RpQIts2dcTg8CjBaEnmx0KSNHYQV7S8n2M4O9Uq+8VnKjRqBOFVCrvP7APdFOBAWPsptC+PwuM86Q/gf46d7qq/yC6lg2If2ii8QnaWbYWrhaJoCfSeZ/DfnNYM4cnCQM7pz0JFzoKqi3CjWNKynxw4x7T/53nSPFLP/g3MWpzIHHjlE4X9Sc/cpNcMSUwCj1/A2Sv9CASIgujSrT6WGoxri8Gew6JYujBbsGJIV+82jKUCzCQzX7pvVPPhMErDmhoQTEQPF4p7VNmJTrDB9f7A/clQmTYz+2XpDAYHqDutnzktvgPuX9qrrsKs6lvy/kT2JHlPhAbQxc50sM8PSgFUWZPPlIaPE+regMcbh95Lfxd/j3NmaN1S+/2Pn/2D8Q/JjDP+wfIENQY002Eic8jSEhs8rucQvQ/CTXYPmACBapim4PpeeC7o2nN+v5Tvq8h96GcEhnm8cTh5cYQ5MPL4Mh4jUYaf+Bjqido2sLPwLudr4e67a2dCkUm0R9qckB5L7xFZubRoB/fs4AWJEF9/GhO2oRpkcmdpggYZPHJQFuRY3PPEjJ0ZsTkW9DG9a794LgIH4fpc6WqPLtLG4hm4cUnsCKhFhopy+8w+7ty6bexSjYzAAWJ11KNJn4N++//jIE0wUVhV8x86xqmKNTLADC2fO6j3ZykG0hH1M5kXa5mO4Gbh3L+/apOMFnM4ric8B6/Zk8UzYdLsGLTUvsb7KydzcIA2fMePctHBEp9hZvEYmN18dJTwjTCnj/7819YMMro6K+/XJC71PlPxn9CEHGk4PxsDNwO43oiierloLDTXCyD3Y+WfBvTcK4VjBDhQlMdznKEUAgRkDSU4oEbLhjCXfjCD2D3OWEx6bUuTRnI01Mi2bXticGjUUtu6lXDNYMpGCO/ZSEkSX5lhGnSsaM11XrdsOovdVafvjW6IQsrM/hnMXxmDR/lKHKESe+ZMqKARwvSYb8q2cwypfu4se5aYs8Yl1dGTP8K8qitwrWg0n5PrHZfA441Dzdg4PM2TEYf+nN/BnKWJ4MB3QVHYHyvFotHlmlGN546jAVvjRFEQ9V6LchzilLkx6OwWxVJPu2BjmSkkQ07QhLw6VBO8cImQdDR6w/xdfMY/EswkfWYfBCntIAVbgefmnKExiiVpSHjbGgYHnCATdcbnVF+HGTWS2RM6uFe8hiKFG+prnAB5Sh0w1tE9KZibJB8aV/cOPN44nLoQZfap2KfZ46G5+USyGWRgmOOE9CRwM3k6RbIRHi89MzJpPHCahzM9RJHjJH0vjI0MIaA+kGMeuIb+WK01/LNteyU4cPT0CDgw8vgyHiPgwCc+hnqitk00qJn7LvfPwtH68CneEPBkhx0EQnfJWVVH3RzFHAV3bwMTN+dkwucbZNzcgBdHxcjObKlkky1Ly4Kwg4bJAIYmzayC+xAUWTidN1NO45sgaRNd4ocYGddkJJLP7AOfIbo6hG4PZAOeCTjArI5GcvX+/DrvgQ7apN4oEOi5Svc1F7bJ85hEsxdB7a1qGDWga95hsBk4lUKTPtjrETfce6q3w8tcAZ75n7xI+Ry6Zk+UzIEpc2MwnvSttVpG4IAfY7WosKBuEjFX/B8SvTKG9LxiF4Q6teEUsZ/DNcJoKqWfv8AsFP1QCnovsUi0LDAU06vhGDQHUCcvk0Ed+ItFE6CxXpiifl/+xwyfK9MvPN44vEJZgTF/CmfbGxtWMK18KMGBkMLkGkiGt3PQtasCgXydI+jl3MiTtG1Z5SnYvj8KB0eJznioY6v7Z8W1I7h3J/uQDMbtfNDHymGIZ1KSBHWy2YAMi2yHiV0QEwmM7J/DglVReJgvUgMCd+4rzub5YKxsR7DG7r1A8bHbPTs4hjRw6iSD/8bcFl7XyV2ejzV2QOdWXYPLRTIK7vTGa6Kz3xqHx3ky4tCX8xXMXRZNOAYfDAEOHC4Vn4W62bb7RzF27UKN9Zipwtfg9KUoXEKpwaxFMeg6KX5/aEEiC8A5DIpIxPvSreijqGBvowVhDcHW4N/BT/pv5W9Du7eL4+xgtNjOGTUvhijRiQB38/B+CQ4stcsbyINgVvVNTsKhtcJn9oF+SDRIknn9fMoIOLrdJAM1sDlDwM+Yug/g8cah+2w/G/nSvWmbF9B4kEwBae4Kt4qiO3D16oA/Y2SMTNswFral/064jwiPLbX/3AVccg7yNyGfHifAmWrol4UPjTm5nn+2cZcEBzqPjRgSjjy+jMewgwP/52clsG3vCZuMwG18qY+hnqjVQR3vN7l/AY83Dk/P3klY7Mj5n0AAMr0j9DvSKDSOwV2bOVuc6KDpdNZDNYwV7RIMGO+B4IE9/P+RMvtmWo2sIQpdCDXiIex+Rmr+xl1FcocOHtwnJmUXIzz/wyeyqF2gLCxKlJSlDcyAKCNwACls4ebilAX1/0/DQJ3dt4WNCQs/dXEsTRp0OcdH7PgPVkJBmj0CGfRhiG6iRIad1R029/BUzwnh9XWspB2mLYjBWNSYR6r/lhk4gOaiVFjQ61EHxv9ueAseAn0OjhKFYTgFrXK4BlFn9UuXWL6SKkovcEPSa1MVEJ88lDSTAXkOoP75fFErNNQLX5OPGbKP1Od6vHF4mS8jQKlLGFq7mFMmhhIcMBXT19AgNcwq2GUDADA+jq5rY4mdLUXSkqWVZ2BnZz90lq5K+TnUIoq0z/40GfWZnvOE4fJ3IWIufCMKJaJchxA0DZCvzBjhPu/sNgeDH8XfZ/8SFq2OwgOMiPXfvmcrdIldF3SANUSD3+bZxTGkes9xBv+NeZOTJn9QB3RO9Q24UNTK56tz+S3weOPQPDkOD/NL+Ofvc/4A81YkMgd8Zh9UNMV57nADcoiN6Ptgwt4johhqmSEKomPn+uHcVfGz+Sti0H1GAAW7Ft1zLeBs18uUep4zfGYf+FEqoKZCRBA0qmv8Hoxs9FPSv09ImvCZEuQ1liZP01GbF0OR6ESgaPjSeQkOOK4jKkhnVt+BKTWP5XyEnixBPN+pWBaDHfqFi7Y5NvQNMpcw2SmMiVfNdQHweOPQdSrKzShLS2S7RGqElJU9l3BOdCZ9DOgYoiTB0rLAmNua/jvhPsJUtP8+U64pzp/b3gvNNQlEHQgLkg1MlfVqzTYJDuw6NAIOjDy+jMcIc+ATH0M9UauDDHVe5/4NPN443P8WDXfK/iAnQTLoQUMgyv+lBY4K0+COjUw/5EiZZ2+G9fPTMBStenh0CWcXW1oWWGiCw3+LOklLywIDjWCIlmcgkhup/A9J58QoRNZgtnnx2L1hHTd1dyzN0b3XPzIoYGlZA8qbz0hWQOY3uNik0rkNyfWSRrfuf/U+7WuQFpz0rao205w3SZ7HiTWuzycDokGDA9jF4PSNE4OPWvMF/zPh//3P3jBYta16H9NqAw+fpnwtco0/WrIAZi2Ow5g6H1+LGckKXn+Qm6l9u6QLPRk2DbPEh0CfzlLRFTJb3c/fkAz9I/j8kYSfU7ESuHqNPRDcKMr+gMgCJ+aNpdk7MUM91DSTgeSIBznBYjLUNYjX+Fjyu4yeS4aU54ong8cbh3OlbQgcdUIIr43QynkcHxoZwrQCOg+WNvhoQIqJEwDAzMSfo+TAWGDv8snItnPQcagf9pWusRXfzmEqxpUMLg1Bggl7ftB81lrt+ndk5BlCl/iQkiThM+0aYzYXNf4h30cX10Uw+1ewaE2UI2L9t+7YChjDAULI9xfnf4tnN8eQqrIkY9F0MFBu57x2w2hUOKv6NpwrnszfdUv7Q/B44zB+Whzu55fxz9/lfA0LVrqDA9Vj4rAf546gS+67GoX3TadgDEyeI/57+GQUTpwXBdLS9TE4cV6AAxuXoGFgTXITz/D4cjFnXL8JPlOyKVXjxzDOoXXN/4BQtjAY9vkjMgJZWavonjXakxeYPDdrWeDDuehTBjVozEePJThABoO7tojrHCn302vuwaTaZxIcQJkTy0iGQV4VPEksFHFMJLtCGCjTfrGxPsjd78ho2cl3svtoL0r6/nDFn233vo2d5Vyjkx1Dr5S/ZCKJc7Ih+OcuaQIJ1xzumXnfOYDkJR33fGq844qNEhzYtif2Y5csI4+RR0aPHyXK8H/SY6gnanUQHf5lribcfe/3M5XTh4UgOf+HcbIOIQUqhN35CObphravZ5ohmcYFnr4c1s9PgwoTAjGoM2ZpokNsm5jVPFs0gjGQBk50t0j5nyCgUDJ9pqKba8yXcXi4UaPujqXZ823VnOmPuZKOmMl3yog5gLpijuFyLFRDOSKo8/O9/uD6ezI0SmdER+yAK4VjcRO8TZ7HubL7pHZj1EHabWPlIGUF6NNg4YYklWFdytdBBF/tkNNnI2POzTVd8AQNwvz3H6d8vRACWodHLYb2ZVHWmEfK/5QZcwCBPiosyIU9gmkZ/reBYbs2fKYEffaWrsNr0f38ffII/icXSQGHVIPug8C3N5i94aSkhmvR2OzuI9B7zynF2/CBGWqaSarMdedQEyxqGgQL6WPhrzJ6LhWnZ4rbhLP7uB/AZ4guJVGIzWWzwVg6i4vtofq+EaXrF8rA+dv1mKlSLQUACLxCABula4ZDSqW6su87GuXrMRlIYfOpwHXE2akczAgePiA+P8pJkhULTi8AY9NKLJA3iXNFNOJJdQz0qSCt7hc6eD37N7BkXRTu5WOxe+M265PN1mr2lnAazhGItrl8L5wqRr+Do4dkB3zZLCV6zh4xaGJhPaPmLpwunsbna/GkJ+DxxmHS7BhH1lpaFrzN/TMsXJ0oK/CZfVA3PgZ7Stdz0WT7PTFvkDVBNOrpC8V/O7v7WWqwZmsUTl8W/16+XBwbp0+D7XrBwjpw7xHeq0bCcyK5gi1Q29wHerZkMDhjKH2mNDRMJatS9ydu0cgDuk9Uho3xkcGB0LZ1tmMZRtp8W81DNru1tCwInBdAWADTTcwpQw+S0r1AnkhBBifFGk5AfUO9CR5vHPYeidrSA4jVwdcd/k7vRmNHMjpEEEs/cUwcGzKKzkC+EamTxpnmpLq0f++m/feZqgyoKPl7oQyUGBQD8YqiPZ+hsEQXrY0xOLBu+whzYOTxZTxGwIFPfAz1RG1bWJA6/yIvW0TI3O5n53vaeJOzLmUdE8pJxQch76Ft63jSJg1Z4NGzYf38vFgoNNZwQx5HybltDMJTvXIxRSMYMoYJ7tiEheMfWY9MJjpsflP8G2kopGEH4ZqMBjJmSNRZ3WhwkZZhpyAjcOD0Kblx1BLNcYZskDxCSw74mBPEJjCCTIuk5wrZAZcKBVU1hJ0NnykpwUm/S/Dv8jgP0pCQDIMszx95IzyY1wntFNcKm0ySv4QmgA1Ly4L1Nd02g7CUr4fdlEOjlsLCVTForMfrreyPmYEDCmAV2rGJX89KA+oM2T2IHdiOMuH+bo4rG5b3Ue81/0M7/ZtMpQI3boOxzt6BpUF0dL3nOHe0LC2xAzSkQ0kzCR7tyvxaVRIsqhpEgfQxPzNpUuioeO6p4hng8cahsvkH/h1pno3FM9hnxSrIDHTIZNjMxAbgxG07z3elLloFANgoFjXJTuNSch2fVX0LOrujsBuvRzevGJ/Zx3OnfuUK+y8Mlu2gDiqAyBgunGReNOYKnX+w54Q4b46ijovNaY0QYWq9lAjpPrHGBLJ/C8vWx+BuAQJk129ynKU5pQGCHVtdzwcZiW4s3w89Jeh30NXJ0jxjRTuYBGA4zD0jyFibVvMAThbP5PM1pVFE0k1bEOPIWksT8sXF69yZA97WOOwqQ/8FpJvzcMTXrd4qiv/25eK/u7uisPeIYAts2hWFc9fEz+etiCmgvHsHmfY7/qevwGf2wQdaYxT5BoGRNaOj4M8RXjX+dwbo5wS4qMr5qKNsji9Pfm8q+5NPBW2JvRAZMwqM76MMDpCvCHlZULd6Ss1jmFD7Rq7nV6+J6wjp8OEUn3vQ9wIC35QaQX44xAgic2Cv1xLU+ANRZgFYWqLBoIFANK3BdG+FMMaU1nTVKDrdZ6TrINNjQKwzJ5AQwIjDsCPiUB1k4h3avU28xoL0Hgf8vrTnU5pQ81ZIcGDFxhHmwMjjy3h8NnAgv24mbNt74nO93Wd7DPVEbZvIHgl62bO8XBH9c70fTDSu0a8IUxfaSJKhDU1kQZzYiFoY2rKa/4bcZ/33h0C7mcFQ4wkjtdkcT2VpiR0xE2OZ1MWKuze4iEVKvwL/nUSzIaayLpEbIf93Qe7uWJpdC8aAwqjf8wKYabxjJuBAkBIjSHNYnzssx1el+CaLCYqUiE1TRNFqug1iB5D5lUohVTcEEZdIMf8H2YF1837IaHHFDXMY2S3Bw8nd7FMeeyc4oAAXpIlcVXNSMQi7l/r1cMN4sHQFLF4XA2+9wa+fCTigFlOhbet4A0qO74EMJB+fMqhrs8OzNeG+GcrBoIcmMs/V34VHl+Cxvi9zu3fZtebUfQ12d0EQC2hLywJzXHKN6KcOdZM6kK40zb2nimdCZWO/eI3cn2b2XOzW9ZTMBo83DuWNMl+eWAXG/ClgzJs4tOAAJuDwXLl64aBeJ3D1qjw3CgBAmnALo3WdPitqEXTwRBQ6khWc9PfjPFyABA/uFa85BKZs7P6OngbOSF1+f5y7A73nxXnDtSu0aaU4V+j5Y84cK718FIlQ8IOYJ/w5v4cVG2UxHvj2BpsJm9OaZYHmMD8jI9EN5QfgGMaQhg7u478PrloAxjKK+7P7d9D9NrXmMRwvmcvna1zdO6ifEINZi2Nwq0B2gF/l/g2WJgEHmifHYUcZ0s1RusjnHNcfmmuXrBfFEHVMd3TG4JtOAQjsPBCFSzeEweGsxTGmrCcDR4lBpponOxka9PmrRsfhQw4ZIwZBP3Uy8frEBINUxSEBQJYm0hc+6TrDed5Y2W4HBxwFOUkPJtU+Yz8bS8sC/cZtcb/dI2bk0Ed5clwosojU+cdn9oFVKECv+sbvBTV+b5SZaJaWKMkjdo25cr5trTHQZyaIPjMU5Wlp6eUb1NCyNNkQSjk/kaTB4Y0UYM+KnOTvhfvjwB7RYDOTxDa7DTYKVWQrsxZLcGDhqhHmwMjjy3h8NnDg4bM38Eut+XO93Wd7DPVEbVt0EeV8mpcPHm8czl6JMu2b6NZEL+RsVtSNUZed2ALGppVM632Rh9TdNN3SoRpqxzlS/VcwlMU34nB3VvWwBjreU3eHHd5LfivNbsbKDiiZMkYalHimV+9Bx+6Opdm1y/63SA0v/Qs+3WIAACAASURBVHd2W/Zl2CnICBxA2jEV1ZGqzDLQB3ydPJWU9cC3N5JeR5aWaACZ7FydR/MrNaZI9YOIuC2ub3zy3C2aPqjvQlTQt7miuAimcLNPNUI7HOAA+UtoMiZxWfVZ1tz6b6WOV6L7qbN0NazYGIP6euyWlfwuI3BAV8z1QptWQugbBMjQaftTN6Fp70GMCN3u2ZnxBmsww2iX0pPAnfu236k512z05tAvMzhwcC+bjKobzOEYKkWeXOgzGTQf9ZTMhoqmuNzoZvJclA4cL5kL5Y1i4/hOF1p1AhXN9lYJyDnmycEOTgOpEpvtQTN8kD7rBACo+LJwgx2eZqdvEz14Qu1rOHKqH3aWCbCK/GWcgyi+/vtP+D3NaZ9uThmkFAI0hlN9fGzXLElhrl0Hn6nosdcJPbZMDWiFCBq3+V/JQld/JwBoX85XsGJTDG4XoO/GtW9tcYSqTMB2PyHQva78EBwdhVKc/R0Kk2kZdGM8qdO/w2wSBefk2qfQXSITg5rrAjBhegzmLotxKo2lZcHL3GxYvsEdHBg3NQ7bPFjQOqLd/C9FMUvacmIMrNoiiqItHVGWGuw/GoVrd/qZuRDGNTuQxGSS5HJ+xcOEQBjfW50lDWHtJ1Az5gd4nyMYZ743Pl5/DaW4CyAQ6IxQVgcnhGiSsTDYQetp8GiXDRzQHcaItGdprX0Bo+vkOkp7NJnO5A5ifcpwSmUC6GNFoAr5CNU1/ZfwitgVhdBKaTLt9DIKdSKrBZOnqNPvlJKp8266WO0IMgmT7j0cQ2X02K5Ves8UPhcRBDY3lHfa9tSZDJ32fMo11zZfggOzl4wwB0YeX8bjs8oKRtIKBjYILX6SVwgebxxOXohKB1V0dyZ6oTmtCTdqgjZP6DeDBhuWM633WR4uyLdTd0uHbPGZITOWw+V/Yu8AS5MZuDSI6SAWTtEhonhDmnitot+w66xKMSPDKnX4n77iTZil2Y2n/KSPLf+aO9WZdnAzkhWg5o4KpkiGTuYDv06k4aJ+8WLC74OHD8pjkqazScf6bLEAoVQKL7kNW5oAeZzPVXX15oKpg/suaOjzJvcv4v1TuNmnGuSxQMec/SWUsaj6ImuAqUOT/PWE3nZf6VpYszUKtQ0INhT9NjNw4IrstIbWLWGzI9JmD7c5KJ3XLR5Bp07VOfuUEVY6PAHHMaVCwP/gCX9/J0WcKO/B3dshuGeHvG+HCczwmfY0E2eUXKqhFvgVzXEIa2hIl4HDOdHau0vmQ0WT2Di+CeC14pJh75wnBzvotSPYwbdFuw7kdRRDP3UDzg786B3hTMVg5/P6AHSfi8I3HvduNF8P1X/l+4PmOTfW0kAHX38bVvCa4no9N4mov8DdB+K8OTq+dBzMBVMhUvWXhHtZ/0501T/k/Dus2hKDm9ipD1y9xqaU5rxJECR5oIPCbCwWPgNrKw7D4VEySpAiFjtLV9l+bjt2aOI2sfYFR5haWhZ46w2YNDsG81bEOJXG0rLgeV4uLN/o7jnQMiMOmz2CueE0m6XIunCNBj6zD2YsjLGEwOONw/odUZYaHD4ZhRsPBDgwZW6M1/vAtW9d35c+m+2cKMeZNP1m9s+hZmwcvsv9Exes0rRxmrzXyV+kKLnPAUXdWlp6o9p0g/2dHj+3Mwcc6QMEmrXUvoameoUJiNJP1ucnAbE+ZTiTE4IKo8VnysjS2tGC8bF2exRCG1fIc+ML2+cGYtOgpJUMIQ2810iqSF38TNY/AoQsLQsiCEKlGkH0q3GaF2YCDhGbZU0F3pOzxmd8LOk+Vn1YJs2W4MDUeSPgwMjjy3iMpBV84mOoJ2rbRIaboUf5xSJf9kw/b07ILIb+nxBqcsSnAtxEWmRo7RI2JyQTtnQF0VAN1WTQKvsDGMrC8tFRrJI2XmxchREMbZADZ0XnKJL/S1c3WtpI0d9QIUKdOEuzgwl+ZaFgqcWz1xl9p4yYA0gdNheiGdQQ6oZt1wmZ+GnuOe1EO2U6ZorYPMrMPoMGVhSN6TNlbralCUDF+VyVoWA6jMgyHaQTfZX7twEXa+ogcIwML8lfgkwJLS0L2quuMc1Xd2FcuL3enrINsGFHlA3orIJfZQYOKOwVY/UCaa6Jco9P7VClGxQRutEjCtpUtMrBDgaHcDNJ3VYapOUMPH6hGLCtsf0NR+B9s8EmP4oME5jhM+3gWhBd6TO6xhCY7S6ZD5XNcVuMWrrnBvcJBseRUYugsvkH8Hjj8OpDP14ruDmf3sTFUyT3Z0PyXUP7O8TxxXt5sCCeGkerAgAUH0cdf9ORAkBMmboGC06c72cmCzmjO4dK1Wf6eknywi7j44DdUjIdc0YQ8vujBIm8XIjNQvGNbOa2ZKY001SMOIPITnuf80dYszUKNwowmu/KFSDw2FzYxv4apqNLaS4U9O3VFUdllODubTwf7S1dBwdHYdHliBgMKwXnIXyupWVBbcNHmDovBgtWxeBqoQTun+blw6ot7syBibNjspO6zC7rIHPgMJoDUzG0o1MyCEhq0HO+H24/FuBA68yoBP5d1i2fTxgWOqWHBHoEHjzhpJFQ9i+hbtwPDCr7X3wHwS409lRlKIr3TLJrgzrclvZp7Er/kxfidTxirbQxB1CbHkZtOl1n4+vesmTNVjQ7fB2GctC+iTwr2GQTWZbk6VA3VpzPlZtjEKK52cVMkADCSLX4ThyR6PTrUPYL6SSuBKKra3qqoQKstnOiNISSv5dYk1dU4D05I306At/vil8M/Wz8NAkOtMyI/9gly8hj5JHRYwQc+MTHUE/U9klW6Oof5o8S+bInoxAgwxOMtGHtJGqKw61VYsJHlJaKAmPNQtYgPsovyaggGqphKypLfgchNCNzW1yI3WBpWWAsFOgrdxfQZCaS93NXN1obIwHR38Cd+/Yul0JPZvOs6r9y4eJPk3dPIyNwADcn7DiegSvvYEZQcXV3c/en7hd17fwpUirM6YKBQs7YhuJmTuZglubOgqCYIEtLNCLLdNCi/ipXbCxCAyjW1MGdeQIH0F+CYys1YYqm0nxTHuPNggbfUbYZtuyOsQFdJO8XmYEDCnvFWDabATIufjK87gZ9D6IkZF2F6Kalig8b7KBOKMdQoi8KDWku9pplH6Td5r9BYCG0Ybn9fh4GMIOvWyXNxGmQmPIaw0L76KiFUD0mDsHsRAp00ufivN01ailUjRYbx2ffIThAvhtTGthUzgmiDnYQ84wMKs0UkW4pX0cxbVMBAI6PGy2YCU7jNwLnKrxROHWxH7Z6Onh9cnsfC0Fe0iSzgeeHzLxhkn5+jCQM7t4OFgJSbqZ4ZKzof+MHn5no7B5CsCC0fA4XrX6FIh98Kzq+73K+hrXbonC9EOMYL12Sxm9LZ7qa5/nMPjBQRriq4hh0loo5KLhjE98bHWWbYD/FQTokOpRFP77uLT/X0rKgquEfMGNBDBavicHlonH88yd5hbBmiztzYGp7DNaWCw8QJ9uE5v3I2FLwmX0wbqoohvYd7ef4wvbl4me91/rhwQvx83Ftcekn1JUoH/OjTM0phaNoYP/N2wwg6Nm/htpxMQaV/c9eS9NJB9OBpVxJrqHQcunPEEgjN0s1mFWCBaoNHLhw0VY4E0NmbN17lqxZmsNrAZM11KjMoRgkOdMxklCN5yQwJaL9G9SOE+dw2foYhDq28V4s8byJa54MOumaJrYLSYgoYcrSEk0NE+5DvO9pzU177F38JnxmH/gQrHNGaNuuD/RjWVKJaVMDkDG5yYOaJ8cZHGiePAIOjDy+jMdn9RwYkRUMbJA+9H5+GUYCRflnVOSSUZqBTrC0QIfWLubJ0dKE0RFpfh+gzpqccId7hFulj4BV+GuJzPNiJ2m4YWQ3WJqk3FHMD23iP+b8xNWNNqRqlLFrEvj2ho1WH26S9GQ/0iEjNRp3ugIZmjRmAg5QZzG0ol3m2SsxV0M1dKQoWloiDZ865h9zfmI7jknPFbI0yBnbQDdl53l0y11XGQyDzWOmRZ18MZxU2UyHpO2L3Hm5YZEdiOk19+BmAbmhX035elTM7yzbCt/sj0KFlwzofpYROED6VyosjHVLsZAWxcdwJ4eQJGR1hfgcw+F/QXMOFSVOiUu4Umg5Ay/eyXlLub58phKFuWo+F3DiHh16MENetzJhQU3nSHtOMRHm8KjFUDvuByVGLX3hGkJ3+oOjVkDNWLFxfPy6Hz+PBD7JqGyogEUqNo21iz7pPjU2yWJTBQB0NAKj9BxbRCB2eY2cXwgPnav9sNmzh893wvs4IvJ8Zh+E63PFNZREo57x56cEnP0dKc1oGZxAwMdJBycGiLF6YYIEwWf2QfCN6FR+l/tnWPdNlGn8gYsXbcUrA0JT7TIMAnFWVJyQsY/b1zPIs6NsW9KIQbXgpOdaWhZ4vDGYszQOS9bF4GLRBP75o/xiWLvNHRyYviAGq3DucEof6P6hxoS3RRSRR88IGvrC1TGWGly53Q+PXwtwYPSUOIRwHgy63HdSZ2+/9zkq78oVXt8C2b+FuvExeJkr5p7A05cC+NGyILR2sf24oPQpmc+Lamjs5uGT8TVGdH2UgKrggLO5EUad++g6H9Q0yPhD9ZqkotX34dPiFZ2D1obABYxNJGnQ6FGchGRqP4X6CTE21QvuRclXEiaDCsKzDxbKxMizgt6HzmWqz8gJK7hn/GCklm4FXYwBfWYf+N+hkXAK9hGBhQuqJEib6bEk01TVy6WhRYIDteNGwIGRx5fx+GzgwC+1Zpi/ugN6eq/bjAm/9BSDoZyknSNw4zZYWhbcyy8HjzcOew5Hpds0as+IemuiqzFR+2hhIkaBsaIdwl6x0bxbIKj7+qXLw/r5efFRpAKRvJ/zxowKAbVjQ+wG+uw+U2qVAw+f8uLAm1Bl4rbloqORlH75Mk/YlmaPrFKda1Un9Uy+U0bggKJPZfr4u9CQH1/1+zk7n2TwF26p5E2AjtnJrucKWR7kbq1Ga9ExpfPofK5+QTF+RL3iQAcZfD3Py3X9PpkOMpUicIDz15FRYmnCMZ06eQFHVnPC6+Em9hvPN7D7UBTKvTHerGQEDhyRAJU5fwoXZ5EyYbTk/8RiJ+09iOd1RYUwm4qU/2no3wPvc3KY18/32n5P8ZS+1z5p7Oagk9P9bSyaDsYKaXo1XGaePrPPlmYS+mZDxs8LKqZwteNi4M/5fcb3uGpwSR25hy8QHEBqvjm+nIEWSxt4xzDw5AXoxw7bBpm2hjBKbbDmfrS+OAEA6oCHJ4pkHNUrgmQBvpyvwOONw/lv+2BT+T5en5zvwVIgRR9uTqm3FTKDHcYyweYKHuqURoKvfba/cYvNI/o/FTwUdxZat5Q72ir4Gnz1HiwtC97m/gds2BmFa4VN/PnVYokKbNMR2Ul+NcsrT9piHwk42+7ZISMGFZaXz5RF8Og6P+wtW4/z1U8wRjAKyzfE4HyRTBJ6mD8K1u9wlxXMXBSDFZU9tnWZr7NL9iKKmDBnrwoa+txlMZYa3HzUD8++E6CBtyXGxpDGhkRDyoAjrpivAZS+6efOMiPMl/MVNLTEeN0IPH4uTScdACQzPJI0AlQn/nRFa6pBrB96DRUcIEPlMDZzyHCvqV5nVpql2SVKvFY4rtNPHWy6iUAIyQMj3nzwo5Gvkf0L8LbGOaKSQLFk3g0RlNhYWhYYKF0KOQrnwE3J2NLPnU35GWmvSAwCXxp2ln4CQbx5U+y/SyJVsb0XrkFzq/GenFSb8bEMkmxLATvpfvB441DuHQEHRh5fxuOzGhL29F5PSC1wggVf2mOgE3HwyEEIIH0r3dBxk3inoJJjgHympN76AhY7/5PrMpkChTA2xpg/VUxwy2ZDuF5sDG8XYBzihUTzuuEYtEjSRos18PQ9lG46sRssTXHLVfwALMxFZtOcNiWqxvgHmNOawZgxGszpo7lA4YVMOT4+s0+ADQgYmONwY3fjNuiH9qWNNHOCA8GjXQkFJlGHQ2sXswOu/+W75NfG0a4Ex+mMrimF4us0eCOdn7F2Cac+6MeOJH0tc7LopHePms+fnc8NGgzxxsV5vZ45Jc+dI0Io00Gmk8/y8rGIybyTa/ve2NmkDoHqL2HMHAv+6S3g8ca5k+dm5Gh7PeyKb/Psgv3dovNlaWIT8d//+u/050jRaJtzWri4YsOq+4+H9R4kScjSSmEWReCi3tUJgRfJr8mMh/EP1qaShMGpI7YUl3G148p/E5Kb4vCcCXYPkSEGM/TDB0DvPSf+rfhBOLuvKc8p3ncHSldA/YQYfMgRwJP/bQCCXe6pB8EjB0Hv7rIZXFJn6e5T8TdE0w6PGcVSIEvLgg/Bvw/oO6qaXufQuwVFXE1vSXvMzl+A4AHhAWIslAWUWrwxnXeqV5y3BukVQZ4Ub3L/Ch5vHC7f6ocN5UjTX5YYT+jHwlo996yPdqGh247zjk0p53DS8ge7D7Pe2+n74dZlVKMLfWYfa6+NTasSiiyf2QfBl9/hd/4LbNwlNf6B3vMszQhtWC4ZgWNGgX7mNKdmEPNvaeVp2FWGf79pJRirRfrAFs/upKaOasG5p1R4K0Ryfw4ebxwWr4nCik0xOFc8mc/j/fwy2LjTnTkwd1mc5w41w91n9imSiNHwLigK/4qmOFy5Lf49Y2EMxk0V1/iDl/3w2id+XjcuLqV3LtG3BJKFJ1TYfm7MmySu4RPdnDj0PucP4G2JwVNcNwIPnyZo3Pnc4zoWuH7T9bvaEldSAOmpBhklWloW+FESY2MOoE9DBJs5lJbU1GCAxxuHi56pCRF6kRrJinC95g8fSAtyu41wE3pQYfSsmoxARr7B7F9B0yRxDmcuEgCS2d6aEEXLx3iSjMgkGYpTj69/e5P/JniiO/lnNMS68DH7J65xoa5zVRKDT0otSmrwioBgJPunMKtamF47AbuU8w6yyVSZFAEDxBAbeYw8voTHZwcH6N/06Om9/r9GVhC4i8ZXGVJEqZtwu6AaPN44bN2D4AA5nL8zWHtooMMuxQkRNY42U+bSmWDWCDSXqNRB3BwP96Bs649YPBhLZvAEbWlZ4PNLt9two4whpA0Ya+Vfvefn6KfRcGa6u1lMmHV0J7m7Y2n2DiRnBzcVsq9BELWA4nMlR6dVcICSE5ymVlQ8hNYvczWrcg5CrP0DLBTV6CVnl8RQIuOoIA3u25n0tUyUDhwZJTrbIXTl9plS8sHglMN4TaXOq3KPgQzSaT7JK8DPvWlQr8Oa/mIEBzDukaKg7j8Xi/bVQixk02wC1c1410nREQtrAqj67x/+mf4cIVAkNtFjwEBdK3X3hjtWlCQhC6tEGkRk1O/ZlTucwpwp00HGYFbBrxI0rDQixYJ2739vctwVGav6zD5b3KQ5pZ5ZT5aWNaQu3YHb923zcBALPkvLguCW1Rm/jtr997bE4F3O11gso96+zQGQkeO4lgXBLUInvrtsA9Owbz3C+USZl1QjLn8GRoe273n3AZ9rc0GbbRBbgqjgmQyee0/1sJGcpdkBAI5vRa+bcG22vEawIHqaL6J5r93tT6pj95l9EHj8QrxGnXwNWu9SgTgcp6glZ3HQtRXsOc5rjlNSRoBiuFK6o1NEGpusUerB1rU2ujsfjxfC1+ZV7t9g064oXCkUx0XvPQcGJqoEt6zmzxxpzGcAXD92GMxZwmh4SeVZGwhA88fG8v1JIwap4PTWG7CnTLxXOFdIOpZviMGqLTE4UyxBnnv55bCpwx0cmL8iBotw7nAatKlsihfvxLxaPyFuSyWga/z5u34GECqb4xJMcgAOPlOCDoaDhWYulT4FfmRSvsv5GhpbY2y2HLj3iNdFJxuIAJdgzwnX76pe2/rZM4ObZz4Q60WmYNiYA45oQmIWNjaGweONQ9PERAYHR8G6rBX6ZcHesAZhXKp6wfhMCcqFy7+2yTZGTxHnsG2+O7vEdgwV9gV5PqjJHj6zD3SUVtC5THo/I9ASyfu5lIQ8f5vy/WVShSNS2UWqZBuK9Gl6jQDszPGejI+lM+r0bUBc69VjfoDGiSPgwMjjy3l8NnAgv24mzF/dkfDv+as7/tcwB/zYqbY0aXCUagSuivizWwW1nC/rMxV62RsfF0Eh3GySURw55F/2IoNg8QwIY4eEu6VuDsHDMGjzRUWlsWAqTvbonq9o6EhCYGmy8FfRYqtA6O5oQ3K3ahycupRI7zfxPYLHj0pHas3uUkub55elxfCqAV2kFfPCVOi0DRy4edt1wSHJR2jTSs6cJnQ+YaC2z9LSU9ydgwpXdSHm3yEdXnW4drILbMetRYAkXRiPpdLjWPJR4K591NFgSxQd1QP6DnJRF8XC4zyh3zW2Z07ztn3vDRhHheBAAJ2jqVghx2x1s57y9VAKs6l8H3SfiULVaOlO/69YPP33wkLS0rIg3NYIJtKa3xdiVNud4Y0VNbGrOb/qCm5af8vGoE7Dr8EM/7uQLESRoeLsBrGZnD8sXd/VjjFRPrUsCI8t4wLT0rLAysChOtNBXVorW9yvupJmEtqYSG9ONiguc1/pWmiaGIO3uf+BxazwO0lwysZi09KymImyq2wzd+Su3xfzCa0T4fpcqbXVpClfxt8TZWlum1s/zlnhsWUZvx7HTB7abzcnVQAA2pSbczG+VYk8JRrx/QKP+L4P+tkDI6HDZ/aBn7TPzcXy9fG6MV06zfw3yjzkS7LOqi75bHDn8GIhZpkKfji9bnj93blZyrYUyUMQ2RIvc/8vbN0TZQNA/dxZCBKwv30DO9uT9tzSsiB49gzfA4sqexUQYDEXyOvKD8HmcveIQSo46+sjLEkI5/2aEwTWbI2y8aylZcGdgirYnAQcWLQmBvOr0MW+zS5FUbu0D1+KYmjM1DjcedKHqQRxplZ/p4vnUDeVDSwVY+GEa2mhI95xtfAsCu7dCf6X78DSsuBt7p+hcWKMzZYDdx9IPwNHigM9P7TnG9fvGkZTXtpnDGaOIQmNpRj32sABkod6xNxroe+Ft+mjAFdaRAG+ZksU5i7DTj3Kttx8EPwYATwocMDRjSepRqTkd4ps4/dsNDl5dnpwQE2kejF/MbQvj8KDncfFdYqyFFXOFdybvGHhV5IaIuQ5ksajh/YiVxtmQe81eU23L4+lNnZEUCeY+xtoqxH7Q5tvSppBDaHe5pVw4nw/vHgn9hkNLTEYP30EHBh5fDmPHy2tQDUjfPjszY/1MT75MZBJmKhklpaZtp02IjcK6kW+LJoFUZ5y4Plb3uBz7BcaxNAG/WiJKByNBW0QrhKFCFEbnZ294Ro0oVNxwLQ9NNhRo/Uo75eKKJ/ZB1YRGX2Z7DRMxlAXi1pgostixd2Fwwe4u2NpWRAplUUG0Xcf5JfC9RKxIaBoSEtLjU7bwQHUzjkYISqtkVIYnNnvvAC+l/FFFCmU6TAWTefnOpHyEAIHwX07pQeCm/kXvdZ4sQGh2CxVC0ydC2auOMAT0tuJgqR8QN+BXwPdwB/llfCxG8zr0MaQtIV+3ugLz4nr98UG9RJt1tN0iEgKs6G8E46di0Ld+BiEsoVZ2b/6U3tP+Mw+2zVoTqplRg+5awdu3R3We5CotHOqrvO9yMagKZybMx0qBZyASb27y/Y3kTwBDvr177mAM5fKjjHRuKkwJn25pQnn66E6FoGbt2z3qwoIqh4bmZ7TPaXroWlSDF7n/hU3/IJB4EwCIIDK0mSCyY6ybTB6itg0Xr2D4IBixEZ/b2mJeeJpvycahLoVXhTfGG4qyvj1qKMd+mYjm5tamh0A4Pg4lLOprBS5ntWBxxuH24/62QPDLfrUaXTnM6WvTAIrw3avzpLr7Kv3rn9D8br6+QvMqglcsxv00rweHifBFWeELmn/Q7u3cyGvn5NAo46mty9ys2H73ihcKhJMAP3MaTYVDO3aImVPClNE7zkBBkp0FlZdsJk3GkrEIUkzTIc0g9bK2oaP0IHggJn/G86qX78jBj0l8ljdLqiBbXvdC7+l62Iwt1pcT04piurQfvuRKIYmzorBo5f9DBR4vHGoHC1BVAIL3t8WjAnySrLdX9iFdTIiKIYyuGMj+J+/BUvLgte5f4XmyXF4kC/YbYHb9ySI4Ei8ITPQZPGZ5mQ576SS4KW899wkMSo44PDTIC29t/l7YVw3XhyriuY4pzyEUarjJoFj9tMgUk0SzJKpGM//pU22MQGL2wnT04MDZLZpaVlwunEVeLxx6JgsZIckFw0oHkVBR9KGOuhYRYp/y6ysdPtn/ZCYh46XzIW2dvF5j50T16OpuTMffaYEdQJ5X8GUmicDniOpEbW/dA20zorB41d9mFIQgylzYyPgwMjji3kMOzjwpacRpHsMaMFQ8rQz6dqTg/H1Qi/ny/rMPlvsHm3wmbaM3WuiznEHeN5kMMtFV4ILolQ6ryEcvMnFzQpRJanoV4tM1YDLnCI2ISw/0L/nbgjp184XTYSWGYmdW+r0hjr32FBs1UBHNXy8WjJW/P026eqcCp1WwQG/oxPJCwWyOYzt6xXKqbsrPncStCwIDbBbbs4eL4sOR042eU+EDu6TtD6HltF23MaILhpFX6mdXUp04Hgvx8abNl2WJo2WBjp03GjSJi+0Zc2gXoc6swSW+R0az6u3xUaB3Lr106dSH2OlU9dzPgrNk+LsTv+vf6Q3iqNCgAoLYs+wu3YS0GioBnVHZ9QgkJX3c5Gi4bgnBjvUgpZkQ8HDdpCLPAl8xn+50z4pZkoTDB+bAWb+L4fsWAQUOqtP/96WZuIsRFKeU7y/O8o2wZipcT6XEXS4J0d7PkYKOGzOE6kB2z07WI996SaCjS9ENzRS8SecV1BuNMD4Pv0Sdnpd3Lb9D/F+aEgsylyHkg9vrJrPa5Cl2QGAEBYFIZS1qZGn+jkRDXa5cCxUNgmPBdaxu0SfksFpWOlU62hSF3EpJvlab5K+NZwT7xjEfNCvXGGgwKkvJ6M9tRh2GsmFlNQDmocDp07Kz/tUAELPRYvq+wAAIABJREFU83Jg+/4oXChq4fmGTEmDe3ZwUaIyRfRjR8BsEwXh/KpLsLEc9fnL57J/zMqKE7C2QnTundIMAuOrG/4OHWWCuWTk/xZZiDHYtCvGxrOWJuSG2/e7MwdWbIrBrGr0AHCwwlQTtmt3xLw6bX7MZjxI3VN6Tu148bM3j6mITpQ2kW+Mcz1UfR5ILvYq9//C6ClxuJePIPzN2yy9CB3ca7+uSPriMFbk6wclhmIOS+09lGyQv0ak+m/8MxUc8BFVHjv9xKL0jvsvpKEjONAk5oZzV6O8b3Jbq/Se47b9X8bD8Tl8Zh98QI2/lf1v4Ecj3+9yvoaJs2II9qQHB9To3p7mdeDxxmHHFAT2UC6qGkgbDjNN27Gke6P0K2k0nSZFgpKiukvmwyRsHh0+JeSAwWx7AontvXAf5sv/GibVPk871zgHeYDtLV0P49picP+ZuAfGTxdeDSPgwMjjS3l8FuaAyhL4kpMJ3B4DmYjV6JZMjOdoc3StsEnkBa8TkxzFWwXuPZKRTJ27bVpw6mIcGCUKY6N9IoTLREfrQlErbj4OD2rhG+ggnVhklHDzJsMyjpBSqJ9kPmhpWRCeKDpevJE3pY6SOlTniifDuGmJ4AAzKnZvk4Wio8igLtCdgkq4XIqpDtRN1bLAnwKdtjEHkIGQwBzADkdoxyZp0uZwcOdFCYsrSxOZ2QM5vmqnIzy9yb5YLZEMCqde1nVxaxYdwX2loitqKJ1dcjpnc8Vnr+3fV+mOq1TggQyiDd/HTV6qTUPKRRrPI51vZ6f00k2xiSW3bj0NfZTYGWsqjsDJi/0wri0G/hwBVP3r7+mN4qiLRYUFmWo9zxNMGT2JOdZQDZKETEOq5MfsnzDgkdScaQCDHK7D3nxmWZCpms/sk8Wlo1tP+lOfKRMlLE1IV9Tkksgg6LLJRkAxIPR9MGxpH6lYNc5B9/eusi0wbmqcndJpOEE4df43ZwowcqunA8ZPj6F7PxZmnO/+FR8zSxt40omOpq1OzbbP7IMAx7hmGBHpl9nr5qxxLG2jTTv9HcfHrUTDzWLJ+CA/gnPFk6GyOQ73n/XBokrSsY9J/PwuWeVMeS52B7SYfULHLInHi2oeSEW9s+iiAkeVh+gOB30DU4KCXfvBxHs6eOKY/M6Pn4GlZcGzvDzY0dkP52ntPdXD4FzowB6mThOAJubsg5wyMq/qCqwvP8hzMvl6LKs8zRGDhnIv+UwJqld5+6CjFMGBgt+zf9Hmjih0l8jUieuFDbCj0x0cWL01CjNQgx12sMLUxIbz38qEgtd+URjVjv0BPN44jJ0q12kCDF68/s+kcxAB22SCycd0rzQzJTbOi7xsGNcWh7sFlTyfquxB27VPjJokRnOUtmJpidHAmQ7/I3Hew3U5/DMbOGBKJo4v+J/876YWNHRsFseqvFGAA6cuRVkq6bZvC3Qf5utnQJ+T7ieHbIvi/AK4L3mb+x8weY44Z42t6cEB3hNpWdA9egt4vHHYNhnvddyjqACCzZjW+Rl5Pvwjs8n0NNJLYoAeGbUQWmeKY3ngmLg29Zzf8tyf8F7IRHlX8BdorRXfPVyfm/HxDLGXzEYYPTkGt5BJM2l2DBasGgEHRh5fzuOzygrGTF/NIMGY6as/51sP22NAEzFp07XMtK0B1JFdLRwNHm8cFqwSCzdROv237to24hGm3xtgYjdkX+ka3GC1QBgL63PFoms1UPr6YAe5JtOGkjY8HO/36oP8WwQSLE24xKpmNOprkaHZmeI2GD0lcbFSzYg4OlGz0+503CTcKqiB3lLM/14sKfqpMo5t4ICy6bd9BjR8C3VsTWrSxteG0lU0kpgsJhtkFGhpiRRiuaE4AgHqeqXQ0BlNoiAjd2tyFvaZUvJBBkaBx8/tz90gGRoDQdttizp2Hu/mC3mDW8RVJoPPed4vbOcoPLoEfGYf9F4TG4XeItTH9xxP+XpksLSqohvOXO4XUpYcUbz96/uPaT+PSQkdWhaYTQV8PTzLw5jOa9eH9R4kOuaUmscQ0TBVALvXljbwmDznUI+vCljy35B7N97HwRPHxPlV6OQBRZNvaVlSjqQlAm+fMvTTp+T3fuO3pZmElHzqdEPNmh8/Pc5O6XyeZ423v+916c5Nm9zNnj3Qih25s1fE/M7+DWjgyIVuGofuhO9Jxa2L2RuzExSzvVSDNdSaALcsZEeIzykLdY6PQ3BWzUEnKUlPyWyoGSOc6+djlribTID8RwyH5pwo2GoGPH9nBNSJvRF4+NT1+0RwDQ3cvmebI22vhVp6tegOOORJBBoGjx5yldOEEBx4mpcPuw70Q28RAgg9J8BQjPXUpA6KbQse3AvGJHGdtFdfgzUVAlAzFk1ncGlx5TlYniRikF6nsikKu5E5ECoQMZI7OqOwdU8UjoySoOW3hY2w66A7OLBuexTaah7a5lAaZKwY2rIaTl2IchrC+5AodKnAbVXkfySlefyqDyIkL3R42BhzW1znZmKXGUtnQuARgS+5MLYtxklMgWvXkxbTbE6bJB413FQk5wOHJCHToZqK8vdxggNFskile7xxYpSPGR0/jzcOx85FwVBYgAn3yiHFZ2MAn9P/TBhmqtIgn9nHjZvAPSH7eJ37V2ibF7NJHlKON5IJeXjMDvB447BlCvp1YJJR4FSP3PMsTTQk5c+oJA1J6U7q6EOKCT08agmMaxOfd89hUaj7c5MnHhBo+qZQg/F1AihQE67SDQMB451lW8DbGoNrd/rYxHH5hhFwYOTx5Tx+FM8BSij4nyA5GMhEbNscuhgwJfw90jCvFI5FNF4s3GaLNKZRO8NE9/a98XMBvrt0I29Uw6PEpHi6GDcxh1LHQQ3VoAgzKvzDE4XGk41wXnwnF2aMdrM07FB8MMXfonacDJuCe3fgd5nu6uwbUpygTezuOI1oVA3s2dIZfJzo/fVLl5N+Jxs4cEvm9fqC/yk/AzIWQnu+SarD5gVQeY2BaNx8Zh8boLlu3NAYTO85keCQ7Lq4ecXGiLKz1Y25hfIQNgW698j+XMUYMTIAtN22qCPif7tAUDuNAWjAbecfKaVUjLIBG+qHT10SG4WzxWhcmUZiQx4eKypOwLmr/dA2LwbvMbrun1bqzGWf2QfGomnyHNXnsiEapTLoDr3zUI8wso0m1T4DAzWX5jRpvKX6fgxmEAvHbKmw0aX5b6gzisWijoai5pwWeQ8QewbvUwYK6b4N/deQHAub6ejzt7Y0E7dItaTX2DqZNd8yI84mmnyepzmM265clb9Dc7GN5fthEnbkTl5EmRIdq3xBNf5IHcY3A8s3DyLV2HDR8/spOSHDFAjqqFmaBHmJqaYCACTLCiI4qzI+qON7ZNQiqB0fh0cv+2BulZB4uEUqEjVY9T3xmZLB5JZTT7ReWluccxS/Bt4P/vuP2aMg6FgPKX7UUAAjVT7jM/tkPOyJbttazN8B5RtP8gpgd1eUowP1E8eUNUEUr9Q9JmZWcN9OMCcKOdrcmuuwquIY7h2msmnegqqL7hGDigykojkOHbgPCBb8O3i8cdjdFYXt+6MsO7S0LLha2Awdh9zBgU27YjC5Fo0ylYLXZyr0/282wNHTYl5duUmsyaSZ93jjMG2BXKfHTxM/u/+8DyLVaMrqYKKx9MOxDhMDxZg3ieM6n+YVwPjpcbhZII5X4Oo19jZKSCUg898kXXbVFDm4e9ug5hg1jpSvTQc4QPdR4LVgTEW0n8DoyXGWErx8L8GBrp4o+1sEd29PvNexGHbuQdJ+TofczvnZdExiepmrwYyFMUyZ+CGj1yZwqmvMTiFlmYyeFWjmqSNAnGyO4ntOkWhQyoiusHPcBvlVHBq1DEZPEeDAzgPi2nyfKw29E94Lwb9XhXkwtg4lLw7gJOX7YkPom7LtUDcuDpduiPectUR4ho2AAyOPL+XxoxkS0uOXWvMXDRAMaMHATrWYIGvT/j1lKl8qGicmGMqXpUXz8mUuOoJHu9io0P/8LZss7SwTOnBzxhhGg08W42bIocUbrkHvSx1nonRGyv7An9e5KFma6FCpejOfKTcSoY5t+F1mQv0EF1mBQnXkwgw3XxQJpno6nCoVAEJYNSNKgU6r4AAtoJaWBX5Fx2awGeAud6q17dqQOmiVppvRIuxRKL6Oopw6TPrZM+B/L4CWVBpzo0Fsmnd4tvFGlM8NXl+k6Q3ctjvsm4oRWMZ0ZcegTc4t3OSF1i4e1OswIIRMEQLmTMzMPnFeLNoMlKWR2FAXa1nlKej9th9mLorBdxhd98+wmf7zKLF8kZq/gTFdmII+zhcFpRp/Nhwj3CC62hNrX7DmMtwqNf2BNNFQ6QZH401pYDPIkLKxpmuPaOb6GdG9V7vrgcfPbUUnyZBUz5GhOBZqly3w+LktzURlyqQbBIJs8+yC1lkxeJgvTfrc5nhdiUk1sTu5vvwgTG0XBcCJXjS2JJYFHQf8b0BhWGV0TrpF593p9u4zJf0+UpKZ3wR1aD8iUEPzFH1O+ruQEp3KxQodd/zZ/tLVUD8hBk/f9MPsJDp2n2mfw233EgLfaioA/w6LZmY3JZGGEQsq8PiFYlxnd0xn4zrl/TneECODydtHP3XSVeMefCA6yI/zimDv4X4GI/UT3SxDoEKHrnNiBoZ2bwMD02Pm1t2CFQpDgI5Be9VV94hBzGsPaz+FyuY4GxLqCA7sPxqFHZ39bDxraVlwpXAM7DnsDg5s2R2D1lrRVQ0ja4KPk2LK2InU7fU7xOvUjpPgQPtyCQ6Qfv324yjLh5zrCXXwA3cf2K9rbJqYM0Zzh/5xXhFMmB6DG4XiuAQuXbIlUiTMhxSP/OJd4u8U36NURnkp7xcCS3G98Zku4ADuZWjeM7N/BmPb4lA9WsgwHr3q52O353A/U9bd0obUOSxVBHPC58S9i1MqQp+NGijP83Jg9hJ5Lj8Y6V+bmBFHGjcJE8xJ+F5oMKqCtM54TNtnVJKGQsTUScN6De4SzY0DpStZBrFtj7jmvsNUmcDLxHNP19PzwiIYXScA1EhFZuwqcS8sxjVhJ1Q0C68IjzcO81ZEYUvHCDgw8vhyHj86OPClswcGsmConSM1/inp3yP99WLRBEFNmoeGhLgBCvSe585F8ES3suF5zp2pbR7RrTGnNUOkUNBUyYQouL9jUAvfQAfRQKnDTeZoEVqgn8qOAXkKWJrQrZMOmQyLyNwwhPTVEyVzoGZMIjigmiTRMWJXXnT9ps36tcImOFE2Hz+bpOinoprbmAPoqm1pIsOdNwOKptS1m6ouSqSDJtM2f+bO5GQ8ZWmi26r+zmm2xTrHJIWWUSu6Jts9okhXddPE2qDNq1Mnb8yXNPVklM20iysi/jcKBEiTSouYalAXj7pD0rldFCHdZ8RCTVFewaOHUr4e6ZKXVJ6BizdEJBJF1/3TCKb9PATS0GaDYs+ooBxofOVAh1kr7r2W2lcQyBabNmITWFryDmumI4j6dnP6aKZWhnZs4t87o70ow1zdFLK0Bu9Toq5HOAIx801vymtMSSQJ3H1kT5LIgNHF1xiCf1s8u2HynBjczy/j13HbcKsaW5oL11YchukLxIa7+4xMvVBfh/S/KsMqo3NCiRBubAjFkTyT1yLZiGqYRwW4pUk2lgoMsQcOdjINBA52lW0Gb2sMnr7tgxnV7jp2n9mXNHqVkj7cstEJUGJX8yRGn2ElL11NDbC9v0sxRu7tEUz4MGdg8s+5c64gQ/C+oOI/yi+G/UejcKZYyJP0Y0cSilc6z/SaoR0bwRgvALzZdbdhaSXKROZMgDAyCmZX3+CIQdW40ad/FPNn9i+ganQcdqNMTC/4A3i8cTh4IgodB/uhs3Qln8NLReNg7xH35JXt+2NJadahlWKdC3buho6DYl7dtk/sVZomyoJy8VoJDkxtj3F8p4ku/AEH2EPMoYDjuicg0pxUx3HEj/JLYOKsGMc0By5cYGlloPd84vnHPYh+41biNaRIG1PF/qYatNcj3ySf6QIOeAVgS/dWKPuXMH5aHGrHxhE4keDA9n1RLniNDcsT56JN8jwOxJuEGiRO09IwsgPJNPBpXj7MWRqD6jECuHgbSP/aFjZ6eupFWsHKiXds9zqZ0tK5TPY6qnkq7anSeXapQGTdeHHdbdwprrnXeWLecjJV1HnuSdEoaKoXfgzWAKJ+aQ7Y4tktAN/zKLNZF2Pmwshj5PElPH4UcGDb3hP/K2QF/odPITytkRd/mohpk5V24kZN1vmiVjY18Zl90rX2zCkbdY6i5gJ3H3EBt9kjzLbMtkYI54nN9lHUGSYrVJNOfPMmsV4s3TDbGjkqiDaJYXK7x06BPkoUmwHFNIo2d1S8SErZX+HOkz4IlItNdRA3jsdL2qGyyQUcUOKVqLvDWlVcPGnhu1I4Bo6WLcYFSKEUpkCnbeDAVcX9/G1AHi/FrMqtYLKda9JB02dMk+PLgyiSREl1dAJVlonPlMwM/2t3irJRI47vVg+CK0ocG/k9sGOwI3lBTU1QI5wGMign+NtCsWF0ZndnfK0qNH6fqWzWcBPS1SMWbYrySudKbaDWcXFlL1y61QeL10Q5uu6fwUDazxNGMEAUFl+x5vwBFpRuXdChHNQNG1/3hr0SwsgEsbTU/hqZDGke18LFtq2oQhfoCOZ6n9+I5pgK9Z7TXAjsInkBGZe6aMw/5RqztCwI3LxjSzNJleSRcE2gt8Km8n0wtT3GPhk8fznkQewormUxC2d1RTfMQhfrrlOi29p1MsqFolgrfoGbWbvzfmjrWghPrk/qRcC0/JXtib8njXuG7ubUCaU8dksT7AfVBNdn9tkKZAnqCKCTYlW3ejqgaVIcXrzrlzp2Fx8UNwaKz7RH2ak/l3GaX4PpcDXXD+2HcFsjd4qJteZ745PXqyM2VZWF8XsosWrqfX1x8yV4NIs+73YIrV0M5pR6CN0R4MfD/FHQ2R2F08Wi86l3H2aT2osbe6H7TD/oFy5A8FCn7fOYY0UE6ey6e7CwCtMbpjXyHDyz+o5rxCBJU4LZv4LqMaLAPLv6HKzZ+HfweONw5FQ/7O7qZ08iSxNNiP3d7syBXQeiMLrO57rGEBCrd3XClt1Rli34zD4Y2ybBgVVbJDgwHSnqV2/3szdA0KGlJ3DQ7wAFOWJybJktjnji7BhcLRTHNNB7no16z2+9AgdP2L8XrVXBk4keQHRtWFpm3lA+s0/4PLV5IYQNF7ekDSc4QHs02j/o2b+GlhlxqJ8gjs21uxIc2LgzKpNAXO7nkCLpUw2e0w3ad5AkpasnCl0nowyukTTpcV4hzFsehfoJJHlIBJH2H43CIeU4+9+FIHDqJLNElk0UQE4Ekz4IvKRzmXTuUfwbVJZKqu8V2r4eLC0L9paugyo0d1y9FU0wc7MT9p18PDDB6mFROTTUm7xeu72HsWRmgrmzgUDZpvJ94PHGmUmzYlMM9h0dAQdGHl/O47OCA/l1M/9XGRKaWLiHm8UmkbrDvKFKoyGlzWRv0SQRhzINwQGFjsjdh9On2GU3cPMOAwXrKQN5Sj1vMkln6Nx0pRu0WQ+4aD1tn5u0ZNiVoucRfZD0nlRcqYWwWSA3n5GGfEk1rsuB2nExeIamX6GtYlPTXTIfPN44vAs6PgOaSZkL2pjCTQZftHiqso1DZaJAULsGTpdkddhkBdjJsDR7vJ+qQaXFKrhltevrBY8fFe+PG5N0bry8AJPsgijYDld3Z/QPdyuSnEOjSsPFDUElxSmcPC04ltFR0Jq2AvjfB3Rt8XHYIYyzrhUKdowxAIM42/cgtoiWBb7g3xM6JJ3dYtE+UTIHN7bucg/+bpw3fhGu3u6DJeti8CpXsFj+GUivBTdbq2XhWPRb9t24l1/Om9nBfM9MR7hKdEvG1b2DdzmoGUdD0KF4fzV9wO1aZzp25Z9hc0cU5lVdtZ0Pnyl1umzEp4nCmL1JBmjIl2zY4kqvXbOlmTijQFNeYygV2lDeCdPmSzM03vA6JD5E87e0LO6qraw4AXOWig33geNRpu4aub+Wx4AAw6f2ThcdF+Mb9+hTkugki2ckTXAmXg4U66cWTuHWGrAKxOckVocanRopQVAH/SzIgG99+UEYPTkGr973w+Qa1LE3FyYeX+oSOuZhg68ve8xp4LGkHzujY4kmTWAjrwXvDJYPGOuXOc4vAofq3BCwbGsb3cdzqq9z/GtwxyYGuMwt4mcP8kvhwPF+G1NJlQZ4vBLgJlZcaOMKMEYL8HC29wHnrkcaC5jhNq3mAcyqFnRtE+naPlOCGIHs30IdUvs7DvazKdqxc/2w90g/7C1dz+fzfNFEOHDcHRzY3SXmyw+lYs4L3JVMIxMZY/qxI7Bmq/i7Qz3idchskwpces6sxTGO7ySfGVsUoz9sO87q4Fhabz4DBffyy2HK3BhcLkQZ3blzHEk4q/oWeLxxeOVT5gCS/O3+JuH16bq1tCxucKSdCxCwIvAz6MKMSgAHcE0g42l/zu9g4uwYNLbGMb2kzwasUHyzLf6VXpuYctrAGEaq6ec7Xb6fgbJUKuAf5ZfA/JVRaJokfv/0jR0cePFOAhnP3trfY8IMca4XtAhzQwJNKZmIzmXSuUcxuw1tQaPp7eszmuP3lG3ge2vJOnFtsgmwi1mpjizQe8U1UNdg4XrkLr2i+dOvmAmra4LHG4edneI912yNwpFTI+DAyOPLeQw7OPDw2Zv/tVGGpFM20cCHc11Ri+XU2CVM3Gi8c7Z4Cni8cXblV30GVFoj+QwErl2DCGqMyeHYnFQLVo7oLh8oFYVwcOfmjBcRn6mAA3cepPw7YjxE8n7O2kcr96cMXhBljYor/wNZqJr5yqa4Lgf89x/zhqh2bBye5AnQgxbjI6MWCTT4nX2xCqLhmTG3lWmLZIzoR60ZoeYXilpgf9mahIIpFTptYw5ckNFoandPNSEkunxonftmg5gOkdps3jxmck7Yebnmb9xtVCUDRJ8M3Lpj35AkMcAzKv/Gi5ul2WO8mLKLIIB+7pztuXT90XEcyLXFizoaSV4pFJ16c+nsQb0OAXPieHxkYI5M4vYeEYv2sZJ2LmZSvh5+5/lVl+Hbe/2wbH0UXuSJc/WDL1G76Bx0HixN0OYJtLmD0VvB3nOD+p4ZH48K0akeW/8B3ub+me9J+kzpDJ7SDb1LOoiTY72hdN3U63TN1ijMrb6O85Kkk5L+NVIq2UORUb+XbJcBGvIlvcbQNMrSBMClppk4EwZSDVnsHoIZC2Nshsaf3WFkpXodUHG6vPIkzFsRYx04mX7pecoxQDd3Z6eLJFjGxpXu3xMZEskSP8jRPxO5Bum8VT22OWN0IgCgAKL0+fzIplJNPce2xeG1vw9aa0VBH2lILA7MhW28ztm+F3kBOIp5LiKaiyGMc75+8aL4rhiRS2AjAeW+gMUStJCDpWRwNKE0K/0QkhnwPrOP5Xszqu9woR3aulZKBLYJFsD9fA909UThpMJUIsBwdvVNoYXWUZpBa8XaJRwtO7PhoexkFv+G9fhTah7D9BoBqpnjPfJ+w4g6X85XUIed6B2dMVi8Vvz71IV+6DwWhd1l0huit2iyrfOrjv1HxXx5vxmTjhTARPVdWLJOvH7PebE2knyAqPH0nPbl4ue91/rZ0FctEMkA0ymT85l9NjYhecncLaiEqe0xuFRErMrTvN+YXnMfPN443Hok9wjEHnIr/lWZXqbRpuS1EUEKOjnxq+C6ExygNUU/KZpAH3K+gkmzY9A0SRyb05eiNkmG3iP3NAn3Cl6rlpYF/qevMp8LOyW7SC3w9TYBsoT2fAOWJsCtRatjMG6q+GwPXthf5/p9+dz7z+y/G9smnjN3PDZ60PyQkonc5krb+VbMhEkuYGxyn/P4e20W56OjbDN4vHF44++D9uXieD7GPaSblC6AjZ7bJfVQ04CszIJfu74H74cVaQrNf+vKD4HHG4cNO8R7btwVg5MXRjwHRh5fzmPYwYH/CdKBVI9UE5SJTvEMDqDmlJ1gXYxybBsy7MadKW4DjzcO3hYEBxS6uqop58XmwgUIY5G5skIsKOHWap7MiEoY2u7ecUo2aCJPB2rw98z9ma3TQikLtMGk4kqdpM08JSKr5m821Lh6dBwe5Qv2AVFOu0YtAY83Dg9f2MEBVdNM+kyixZPWjBbb3qKJsKcMDX0UOm+q42NjDiDy79zAm4qTNS2EoRUuFF9TuvSzGVWSbmDCYoaay3BTERfv/u+kBp5Nne49FJ+JJCmOTG9e3Mr/gosbmpkp+eNE7yb9fMARy6j6NVhFv8no8ycs6kipvVQoPqetmzSAoaZO+PwRBuZMjIkk/V93iegghTqTs0R8Zp/S5bsGNx/2w4qNMe5A/PA+vZkfmThSYWGOFxvXWwUCUNHPnhnU98x0hD0CEBhd72fGjqVJJ/xgGuZEukHXt7FynisQxl3dumxYtj4Gs1yM6Mi7I6IabFb8md3b/S4GUoMZxiqZ7a6fPcPzKc0XGb8Oat/XVhyGWUticB3N0PizO7Sq6maYKNNLKs/AwlVExe6HtvliI+0rUI4BySocUiNi8iQrYGTE3BrX3zsL+5TnF1lsxP6ytCww50/hz8AAgBILGMHkGWJTUQzZospeGD9N6JYn1L3hNSHhnlOKTttnoU7z6gW2n9P1E26pZGNC/Xyv+K4EDqD/gkyu+S8BZLjMNeZ0CbyrP5f59H/nSMS2moec8EIxupaWBeZ20cG8l18Oh09F4UQJrd2dPAdMr7knOttI1bb55XgFvXtm42NklIjCleRvE2ufu0YMUhrF+5w/QAN2orftjcK8FeJaO3c1CgdPRGFXmZTYnC2eytIW5zh4XDzv7HQ89kr0HLGqgud7Yc5SWfT7zD6YsUCCA3sOyzV60WoEKS6Jn7F0BtlB6rrm/CyqSTGd89sF1dA2PwYXilr5mlEBFI83Dmcuy+/GiQeO+EefKTvClpYF5rLMwOnQlrXznc/ZAAAgAElEQVT4mQRjTsfXN+dNkfejExxA1mfwyCE8V3+EqXNjMHYqepCcleBA+/IY7zNMRwqKz+xjdqSlZUEgU0mi2af4GKyAhy8kc8A3C6Odt8nrd/HaGLTOFOftzhP7fuvkeQkO3Hhg/13zZPGcGeNe4RqQI957r4yQTWXCTJKmcEtlWjYUHw+Uiu0s24pMhz4GXtnnx8WslBo910uaoKrhH7wndHsPBgdu3pHvi4aJayqOsJzA443D9r1Rjk8eeYw8voTHj25I+GM95q/usDEa3EAMVQaRXzfT9XVSTVCUZU7RP6TLJSOnUDpTFaR8nS6eDh5vHOrGCXoUbW6D+ztYuxy4dEk60585zTRKijnihADtJ1wID8hshxy0tSzQ02SyB7HLZOX8RGT4alkQKfqNjDDEz8b0LixcfWYfRHIVrW3lf0AAOwPhCRVQNfoHeJBfyouDpYmoGmdXwGdKGqw5pQHM8eX8epYmHKrVDcK54im2TdJH3BwYm1Yl/Y4qOEAUQkuzU9Woe633nJCUwCRu6LRIUxGaKZ2eUg7CrdW2tAr6PcUy+R8KdgbrQ5PEWBplohBbXYGbm2nNcjHEDiZ/L0f8X6RR5rxH8n6R+bWlDDIBu1Ak7h03CmUmw1Q2S/73hsx8RybEtn1ioT4yCo0i0+RZS/rwDbj9qB9Wbo7CU4wh/OG7RGOjhOfXCSCMCgsqsm4WCE+IQBKwZqhGuFQUm80NQXiZK7u/kXxRbKTTcKY9bwog4Fa8+TFyLNyQB+3LYzCj+g7f1/Q37AuhSHvCtdlK1NmbT/qMfI0rFNxgz3He0FlaYvxgymsMO9urK47C3GUKOICFjpOOSsfI0qSfwqLKXliMdNedB/ph8hzx7/cF8hgQm8lJg2VwYLH7PRJkCq470MhpMRlolGn+omg9mqMoejZAAIAy5znPG/mfzK3+FibMiMG7YJ+MC3MxMCWGktOoLti1HwtUe+FGBrNmW6MtpcVnKuDAoungp7UMN/06R+PZ/SaYiXfVzrJimYc/whK5SbXP4BsP3gMK+GRuEkXK3YIK6D7TL82Au/bzHDC15pGNqq0f2sffL1QvQMWZo58JdsGoXNsaOqH2tWvEIPkvfJfzJ6apb+6IcvF+4Xo/dJ2Mwo4yeU2eLp4GR065GxJ2nRLX5d4l2OVvLJD3AWr79cuXmSnw7T3xOnOXSXBAZSUsxWv+xHmMZyYZCDKo9EtosugScckNh7xfsF7/ZkEtTF8Yg94iZHv0nGD25MTaF+DxxmHfUfn+OhrUmi2V9tdWmCEDWX9I5khFLpntqc9PAAeweUDeIN/l/gna5sc45vHQCQkOTF8Ys631CXPRJHlfDsRcNqTMETcfyvd7twAZdajxv1NQCcv+H3tf/d02lv79h2UZZnln5zurJA0nDoOTcpO2KaXM3JSZmabM7ZSZuWlllC0XxrHdffd5f3jgXtmyk+7sL3M2Okdnpo4ty9LVvQ98YHkSxk5NuhYAGInn8abg4g3n31rb8TNj2ggNQk5G+nyYK14IyO9uECpCuI+iTZgtBT0bwONNwZ0ncRg9Gc/jbhEW5XzXM8VKual0uXwYVHsTEg9mfIcWD/s1YWYuji6uOQwebwpmLcHrsnl3L3x/c4BWMLD9dLb/6eJAtoQfAGDohCWOvxc1TXLVScg1QVmTRzoWbdYQiFIXMeSiOusWkB0rmwQebwpqh2BxgP21Q1vXS9KCvr7KA5atembVEpx6OMKarfxfwhatw9HfRcR8Z6nJsA/xtOCZM7LAMrwxWvFHSXy5E8ge73oFN5qvqvaR6r/J4h/paICatpRwtLlAsrtyEXi8Kbh0M604wF2k9jqldUBOB+yPHdSQGRs8G1TgXoqQ31zVaQdygGzZbCONizlZdelZh8GtU2FaiiMXnobBTX87mLyYhScMkWCICwGmpdwdGGrIkOp0ZW455yocN4tqCXGiCe5wd8eayXBfJ/VBVy9nC8Ev3Rmeeaa0Q77rPzmOrn/gexPUBPMQ5rl6CwYK+0l/oy9xTp2/eutRHJauSYiv/edXz/s8H9GyYOcOmgOukvBi4HimMNZ/c49UYCLZ5g3D00GFKigjCH+6GNsX3zey0gquXuxAEcjzeJtEpQaXwISZSRjfQIggTYjKfx6TOx26HhlcIv/2P+77OvdrbGh6FKGD+xz6FJE01e6cxyGu9aKa72D6wiTcJBQIJ8zpHSfW09DpHDPrzsPClUmBXbN415tSrYDDdKi7Dx3Hs6tIA0T3t9fvCanwB7M865FaQmT0g6PMCUyECt68fqV71OtJOaPXGE1lDVed8o6uJLwNxWFws1/m+ozrSwVtf1oxWlk0jne8rkO5uTDPzxUXB6yZnWotK2VbTWfhUJ7ZIdhh9KUh5RTiIiSuE6MaX8BaDxXFNDHUSPccSq7q4NCpuIPGxMXUjsanCNV+SuNESyxD5B4zcQi+52E9raGEPhze1CMWg1HNYpA1Pl4VfiM88RUbEzBpFiVwN3vhwPFecaWxjTw4XjbR4Zih7+zusnBVUrlnEEKNGw/+K9dgOEHIGVrOqBjUOVDJ+aLV+L6DJ/D7wjxWSaeEkSrWNHcNEO7us5bMteJm6JqdglNlpH9w5CBERYT1tfx+uT5Mc0ovSrGLB9NC+ilQyog3ptO5FbDSiwNcpGSazKvCb2DirCSMIo6+nnB3TE6KJouOEJExqdHW+kJ26nt4KQmIbt8EF2+o7v+LuVjUYg79jeIGWLgyqYQkbznHybL16lxPXXKiT5pG4OsjWpyFQKY9CYon+NH1HHW9oMCh/a7Pfsb90CwFPV50xRhO4phM5XMT4WWq6YXyUeDxpiBq4Lm9Czt1WdgK1jbywP+9EmZmKtLCmqPg8aZEQ2bHgQTcfDBQHBjYfjrbQHEgy/YbYzAcPXNV/n30zFX4jTE44325JihODrnKzp1q7mSHNQ95t53FYI6WT4bqVpxk3oaUJVRo40rHwqy0CPZKQDmNhL+iQzFBDuf/GjZWrZPgrr+LiFiRGf2gQ5DQn23kCXfQrvqrWDByYPOwiOymbihYlq35aNtVf4EAJQxWpxeqW9XEHpqPwlc7K5cQTNK5WPluoEp0dFildHcYism+yRyEHS+bCGs8Gv+tBoP78IIpWX+jozhAQalt5IHvxm11/wlGGzh9StAUOkzfsZhR0s72aJHBZf26LwESMgxPHyOwfr92DpyUcgKgeMju9z5MSeT82uOyIMuxSEiTudbpUHRbg4PbRl6/zj/jOlCQeLp07BcFZxnPHnWzbCMPzFc+KcxZVJxZvoGEsyqoWNJH55yf2Yn1t+HukzgsXZeA+0X4TKVe9A3j5C4vJxaM6GDhxUAO28z/xh4pw+5zqzciRTnbyJMEsS+YZp/3TetAcWCs60Xo9KBRE5PQ2fAgI9BlYS4WzcS50iMaJV8Cl815LwnOaxuokM7wddtAbZZ+H0cLBGctScKdYqJNDS7VYOs/qGvEQoilSvBset0lUdFeszUhXcOXZco1hedLHWFlWnGwWQMkS0FD7FO3b3L9e/QLii7c5QvTvGsbSH3iAoDv4VMcZxrNjcc4Ix44GR7d+BTGkPNOawshy1xgxWJHmO5zT3Sw9MSRkXbWrHEOSpdpKUFCa1qHA5ZuWgpKnO7Ew2gfP/02ue6aBgYXHYY39cCqauxqOsbTQkQK3CyuhyNne+FQOaH+dm+Tazey8RUmLYR+U5D0MWA14NifOOw5eLwpuN460TGPDGnyicVgVKNmcPL7ovBbGEKw7mXrE9A5XXX2D53qFVcajDO64PBp9+IAW7LNW550COmZVlyK7/5bd6FlFB7/KWkAzV+ukAMntaRx6To83j4SLhTVfLoHXIwKZVmD+RkKnsLCzpWSVuiam4STZaTzc3i/zG1Dm0zweFMwc5FySxCXn3xnV1iSvhISlJwyqn/zHz3bjBZy07HIKA5QgyNMhYUXhd/CpNlJ6JjMGhEqWR/amQT/gyf4vBMs3zFWNZclN3vGrHOYrOW74ORFTVRwERYyuQB6rbgJFq9OwuS5eG7nrznHCfP5sQjk/FvdELQ/TC8EckFZik2aDbTjeefnc1yraEn1dV/SLQUvXO8FL43NG6QN46a7xEWpM2UoAm4ZTjcWGSeEzLENp3g0FyXn154AjzcF42YoFAjTNga2ge2nsP1PFwd0OoGe+LOI4v0nr3K+BtBHcYCC0GgbFge448FiSboHrtvOQfZ35VNlgn3l1/yf1y4DixAB/uu3pMob2rNDBK9YyZjdC4L5v5VuQTZxPLfdMRkeOZjzvdyltY08gRNHa/8hybJdhYUL4X7xYhZGSF/UwK5AtOKPjs64x5uS7hwnqNsrl4HHqwSQePff1ZSdKcjjbi0XI5hrerS8C1ZW71QJEyUj4dnZq9MOWoFmUaZDzLgY4j9zVqrfWQN5ChRC3F3MwcFzBCV70FUgvGAqWIQi0S0GOSk1CTosFo/z3Ln8Vhnem7m1xNHXBONsQnWEF6OAW5Bsm+S7OOkRTu6Hfo8v+T2kJcFBnpUFadHXHtHcAfwv3imOKRUblq7BYEbEObN0V+W3UWdmfMM9uPcciwtsQ5h6ltu9w7TigkbhxIK74Sy8GEyjaPy390gJ3puWNhseUFHONvIEbWL9h9oOMn7pvgW3rHOl0PjJIioywgOtHSkFhdZU6kX0brA6P2t0k1ig9uWS0t9dR5UEt29y8HUjmuJ7n8chTZn5tcdh9rIE3CfKkzW6yVXsj3mwUUJ12QZC7LvXs2hVQhK5F+XqGjASwXfL2RHkBMnNBtC04hDKovYvY5ruvZtqd8axRL9giXRtQ1s3SCGHRWUjVJTzX7wIFlvrUlGDE/ThTT0wdiomai2t2RXBo9SVZxpY+jhJL7SqhHIqhAndFDiEYoZMubK6hoP/eQ9+Z83XeDwNZeb4fip2+l+8c76uFVwZoTe4yQ/Lq/dIEiPjdw5SVm4UN8Kxc71wsIJU8ndtlXMa1vTWAcUPaAiIcD2uXROHv8Qi+HBMJBmB1NocgqFN7/D3aF1w/yPU+Hg2KF/sBBevSQq0+saDXvjuTK9YHdtGHhwpnyIw//T92Hnya1+aUBaTREvUx0BtG8HSyT1o8RpVHLhwXa3RLNS26zB+n8QXpV85x1sWah/rWbAu0/clg2Hq/KTDDYJpM63NQem+O4+B986vaZmwVgPHT+F+IvjYoYXRKLqopDz/acUBQfEtXyD3asq8lED312xV1655VFLQIDxuHb9Ft6XNIjbsOm8T2jR49Ds4dEoVB+4txeIGI4GulnhhyVqlWXEqrRkzcoKyrGSnCt75dW9zCM+fdBkYbcFrYzZNGX7ewxOGQPAsolJ1uqPr7yKR2dXV26UwVTeYNBGI/uV3cYQKpul8hfLdRVv9j5/L9WZdE9NSWkdza0+Bx5uC9kkJQcg87xlADgxsP53tf7Y4kL4VNU0SJMGXFAc+9X7Ousem4kQRG1wMn3o/w4djCIl6P52U1JuMnJ9/fwgTucPl06FpBBYHgpHP8H4ndv4/rF0MsWGYYIdvPYT3KxFK9WHvVohR5Zvhu3YbQfjzv5JuwfuVc3J+v75/fNsjk+GHo/tzv/esKg58uI9QuFjDPyEyhX53BXYxmfv18e4t/OynXpz487Faa5d9BR/Pk2bCFIR5MUf7/XwMAtiq5sS5tPN4gwtprDkfYgR3jw3H4P0Dfd/7w1gc+K58KnRX75Vzfj8Szys2Y3TW3/jvfwP8kMD//3BKFQc+3r6u7t8EDBLDF76Hj3eRqxnrqHO/1wtRxfrDkX0QK8JK+sfYxz7vy4ed62ksLIL3k3Eh//D9Ofm7TXzlT5EYvp+u5/upI12PFynDbuRs8tS2xzTi3+Ip/Hf+z+D9KgxqPuzZ5PisTciCWDEuqB/ff+r3+JLrsBIDz2NlWPyJTe/44mN86v0MsVHKc/6jacKHE4iweD9vAnzq/Qzd6/B5YvuxDzvW5T4ePWedDQ/grT8F67crisu/nj3s83zk2lCCxGOS1bU/nDz8H/3O/u6sF+Ft+yC6HTjWq3/UdZb7thw7NR8P7ICPJ5FCE5s7Xs0J2vivG5KCDlKpj7UVqffw2GxX9y7WNRRiQzFR/vjk8X/nWoxWhaP3O9dBbIJK5mKjqvv/m6eOlEBw8eqUaFC8n94Bdjk+R5+sSMbYjrUUyPdNrr8GG7Zj0LpmSwpa23FcPq1SMGEeMx8f3neOyRJ8zmJN/3Q/v0VYLH5/ZJ/7mKbr+qkf1/X9ekSGvN++BuxSHEsfdm3IuDd2B9JvQlduwvsRVY7zZvcCb3MYJs1Mwafez9AymNxsin+TeZ8IwfXJH3C8/vE6Us3eT2h1nuMupIa9X71AzadHD+Bvrf1GxtPHNz2O6/bxEaJYYsMqnN9Pv/NT9L28ZgY/g92Ehb2Pr19rv8kSZ6DY6Do1vmZj5/V6cRNcvP5ZNE4+7NsGMUpw25oD4PGm4PYD+n2XcO59P2UYROqQFjZpJELjD3fimsXd1ubmKLQ1E6qv+m/qGr1A8bcngwbByIk4vrrXfoaOLoKNv/kM56+kHEXxw+XT4MLVlOv9v3wDx+XcZSn4eA67/O8nDcZr24TnGHnWAx5vChqGq2Os26aSxofP1PE278Lj7Tui3ms3YyHk4+NH8H7lXMca4w9/hlBUuzct+N4Ph3HdvlQyFGYv+QxHy/m+75c4o7k5mnFen3o/Q4wEIT/ev6teN7E4wPc1NrGtf3PBVqRqxkp+C596P8OHHRSjrVss74kn/wX/+n//ln9/2IwFEJ47nwwqhFmLP8PEmTQfbFXXrm5wCj5FohI/ZTzLdL62kQcfrl/u9xwW68LC6IfL5+G7E5/l+x6sxfUyNh4bWZdL2mDN5hQsWE60lLRxwok33lPtPn3EY1a3pqC5mc6//I/4+zcuc1zrT69euZ7jhwunKGYZBR9vXqVnrB4+RWzc3e7HUiyMriRLwdMX1HkwWu/j1YuZ30UxOlN5/fm/pzkg5pyDnj5R1/vCKfW9U4ZR/HQWPN4UjCQk2PkrKYh9+gz1QweKAwPbT2MbKA7QdvTMVREk/JLiQOxTKutuU7IWay3C1w5hZyE2nxKfol/l/vx+rOofKp8J3lFUkfd9hthu5DbaK+aCPQR5z2MaH8P1sZjoxLavk2RkbOMjCkhJmK7gj7CaPOxjS2e6f68vmPn6i5cqWN2/Pfd5Hz+s3nv1EthGHjwrzIfTpcTtpUrxbYLhxm5ew8/ZiBwI5ZOgV8lvIXYSYWTBqWjnyBzt2BzsDG2pWgUebwoOHHWew/u31AGo/RpiFGTG2pGSELtB33dgB13f6bCk5qCcs00d/1jXsKy/8d///jd8iH/G4xw7pP3ey+o6jMVCxpT6q7B/OQag9rAK92POwiAydvIIxBox+Iy9eJnzOsc+pcBeh0JI9pZVYM9AmHPs9DH1d0rU30c/4ms3UPnXHt3gejyrBO/NzAa8b3Z7Pf7tPRZuIsYvYK+Hxtm2tep73pObReEv5P6+t2J9nn/G3o3B81FS9banjvzyY3xKQWyElly97oHYEVz07fmTIPYpJX7f7Nxhb1md+zprz1mPLwXrd3wWisvnx/dyf5aunV3wc4g1Y2LI1BVW144dO/Sf/c6+xkcgjP+lTnbLkB+kqGEbeWBT8GePb3WZBwLux/WHMl9bhHDz2OG9YJ/Czmds5hj1dxp3kY4m8HhTMKoRkxe7uUC95zQVFccoca3Y9A6wqahn38t9nft9TYZrrhoblzu+zx5emf1zT585/03z++zaM7Bs7Wc4Uj4FogW/hNiBXZLYxt751WeWYtfYJoV728iDSfU3YdMunNuXb0hB4zAMYh9VqgKJ3UjFzTt3nOfEzirlf3Q/57nYtY4ddx9bNiVH9t07fV+zFZisxXZvBrujHmKDfgWxs6fApucsRveGjzm+4S7cpufDvn0L/0ZzUX3LR+iajXNn87BemTcyvpOQETHLdrz+/hZZXnbUOz+zCbu3sU3LIbYY4fyxg7vxWAQxt8d5IfYMu34xbxF+Lv3fn1IQ+5hUY5BeY77+u2osAtlPn8lc19gSg0U1VCQeqhwdYlOw+HetuBkuXlMaJ7E9W6SA1NIcQR73TfruyxdlHbJqsTA0sR0T722TzslcYht50NDyHrxkcWhX/lldoydoG/doUDG0E4d90cqk2Mq9eovFAUY7cJyBSUzmfvkmfm7GwhTEekwad3/Aa0tj/fUDH3i8aLnMn9u4UyWNT1+r423bi+N8x37tftOaHjuwC2JzETkWO3oAXr1Vx5D30jXmWOhC6XCYvSQJR0jwMXZot1AD6ls+SvL6NqDOzabinn3muPqtr4gGWUu6IWOb+jWnRDeTJSTFdPZGGosbl8t7PvV+hn/969/qc9uxgGAvxLXu8aBimLPkM3TNpmLOevxvDaExrAiq58cKf5n5rBQpIefYpfP9nwtHN1AMdh12HlTX+fq60xQz4Tx0qWQorNmcgiWriSJyQR3jjYmvNQwjV4q9n+Vv/nBSkvLGFhLxK/kd/n0txhEyVz544H6eZ7AYZU/vgNidO2peNPIgVvEn999F69Hy6j2IZvguKdeS0Xqxi2czP3dQNYw83hSYBfiMxoKW871376pzOK3Gjz0RnTtm1F1AKgXpfVy6psbdwDaw/RS2geIAbXpxAOC/ozkQnoATBXs4h0hpNbRgisACTTOS9fOs+n2gYjYMHkNwr6dxCBJ8MrxwmnDNOhqfwdlx5P9MgoW2kSdBeKQBK+3vCv4MK8nD3o1Tz1D7aIPTd9Z/54EcM7hlbc7fzVx+28gTsafHg4rgZBku/vzbbxZjB09g8L4IHj+f7JoG/UqO9XYyOjZw1Zf5vmxVs2lXmuaAxitliz8Wb2SOGPMCD1bMgoVk+WgbeSJQpkPq03cHreCACrACZ5VYo6WJ2G3txgA00lzoejyxGDx5XPjtOkUh6xhj54odmyE8lyCV+/fI39l5wQx9ovtItlcanFvfI6ReP60B1ZzDw6vxepI6bzj/V7CzWvl5y2fJlcIu/Uq40LqlYn/3EMEBD5fjf7NpNPS1s42VbaAgmtApyMpsJgllba8kik4fzh0Mne1ofApP3sRhzdaEjN/PD/sQgDIjMu6Zdx2tRMirqGsf2PMf/c5cu1gt3X4gAluNQ+Jws1h1NkNTkSOpe6SblhL88qfxV1mzIl0TI6xZ2KWLP5qWEpXyt7eAx5vSeNL/VPMG6WdY47xyftascWL5ln4u/+muaxqEVi6U58023K3TTEvNixFN9I0t3GbVnYPFRFM5evJfeP3ShEBNSwmQ8TxkGyjOx9ziBSsToi1zv0oVLIT7rgtohX9wBMlmmmCWaTkhw67PCM1P6YJ/bjtT1oJ7djhet0Zi8hCguUrZxz2CmyUklnv5sqjAR/N/Bh5vCibNQoh34/CU9ht+cBzbTpu7ePeTnkxkWKXzHBnuvnWdwIqD5AjEFIFIe4OyyaMx7HtC4nS613qaaKFpxaGduu7Pq4hjf/uePFd1LT/A/Fqy8NX436zBcLXEC6cvJ2BfBZ3jtg2yDja0vAePNwXHzhOtgFw7rNGNYHmQwjBpNPLmu6dgsZ+f7dqWH6CpxZa5V64RzfMPisoE2jxnaRJaOzBJevK6F05dSsCymv1yrgcqZsOJi+6aA+evITy8aw7eN7HX7AnJfH/7eigDvr9xl+KiP36ljrdlD475dTvUe0Ns4ThnIoTp2QqcPg03Hyq4+4PneH6szh8mOP/50lEwe2lS1o3Qnu0yfmq8vdA80umiYFpxCBHNR6cu+O7T9SUtiUi6m0G254P58yTEy8K6uiVxOq2A9YL4tzwsKoWZixPQNQfPlfUaGoZScaUnLuPNp3Pggx8dY6IvTSjHHKDpeqzZqu7V2bUkBE16TRdKR8DKzQlYshbfs/+Yog5cIhV+pq+s2qz+9uR1ryTldS3kBEHOBExPYdFk/+UrrucYOKJ0lfy3H+DYo8JhtPi37veD5tplNfvB403B2m143rVDPsP50pESa2XM8ySme7B8JlS3puBtgbujCz+jvObJfCiWx98jHWQkIQc0jYaBbWD7KWz/s8WB9ET/N8ZghxvBf8WtYDwXBwY5Jp7woumajZSZ9fPs6bq/Yq5U/G8+7IWA+DJPhGgTixq9hO+msiI+diMjBb+EkY3kI02LXU/BXwVC78Y756AqWvsPZ0B2U1Vs+0qkApSI2UYesLrsg0GlAhVnSCRTBAIXLuLCTAEZQ7nsgp+L7sKbKZOxAktVXxZ+2Vi1HjxetGnSz8HHqsPFv1UWfMQFZY6Yur5zxPKR749t5EFkRHXW3+gQJNR+b/D0KXX/NRG7DcuI5+pi2WVaigcdOHfO8f99BiWaCCWLGYotHwUNMc05wPf4hSzIrsECORJMbcDunDWU1OS1ws3WahI11PmgL4n3WvXXL7JIS99DC7Dzw9zcvriF2XY9AfQ/eCKFObaInLYAn6etbOvZh1q/rkr+4l0vrN+RhOskbJS6fyv3+WiFKvGJJ8HQU2WUVO9zt5b8MTtrRPhv35P/bxqakPPm62EbzqTXtDQ18LSAjYty6e/X1eHdOOGBs9jxfDeqDQNJtrDTEjIuBOqCgeH5k78oie3X2KhXrhrhZbPVPTHyINJa5P6czSEhOM2BgK32ZtRdFLXuw8f/5Rh/zMU3LVVAYR6vbeTBuIb7sHUfJW/LVHB+x6OoDhHSBnBYyFKxLsbCh6/9mXMKXUe3INi0nBZ0fV0ztm0MHNrvfC7I7i9APGcuVrc3Phdub+DCRSkeRop/j0nmXEwKm0cmhUami3752K6u6DcZ5+K7+xDvhWanp88dwd3blAo7uZDYVIyLjPBAgPQvpCD2yqS56y/qO4gDr7sosOr/U4/S+eF75PGmYE4t8qEjdf+n7h2hUq6UtMK5K3HYW4H88tDW9SLwWtuCiTcLubGvuzWyBsLkHhKgVdsAACAASURBVDNpNHblZ85QrkG2kQfV3iTUt3zMuFYsAHqvqBLGTMG5bubipCQrz9/G4fTlhAMxt79iLpz+3l1z4NJNPMcJM6k4wMWvR8+kyHHpsg0ebwomzlIJ/7b9aky/8qnj7TiYyEgk/TduydwS0Qrkl2+p4gDb5LHoY5gaIWdLO2Bud1LWjdDOzRJDeLwpGNqJnz+iaROJS4WmA8RFFda7yKbnkb6LuF7+z/DfWqFKnv+04oCsxVRcuV9UAXOWKrtJLmCzyOO953F5r/k6oI5DIoo8ngJHj/R/LtQcRZatUxoHx9bfpfkZ7/O50lGwektChHx3f6fuG2sVdE7Dvy1Zo+7//WdUHBicghqvQtCZlhJMFeHSs+7xjqs7CQlKRgt/mXO+WlJzEDzeFCylokb9kBScJSek4LHM66TH3NXeFLwpJL0XsmqVcULiubaRB4H9u9X3jlZoUURTIELm8q2B4sDA9tPa/meLA0VNkxyChG6Jv/6ebM4GuSbeMHXAWF1W9/9WFnPZlaJZ1GZvxXzhDV692ysdtvCMsQ615F1zKKhgN4TC38LwJuTeR4hz+abwa+FGunn4SmKcZi0VuHpdJsM+LRj3KJGjIHk23yuqhCPlBD0mwborbONGSTAvcr6CP4qFDHf3X0ydAR5vCi6UYsAbpsB3vWejTP6O82C/4oKfSzFC3AOosq5f39l1arIPr8VuspWlu25azuIAJ562kQd+zZKO3QPGN9yD1d1k6ZhFaFAUoC9fEa/wYD8WeUkAThxXnZBNq/F6UoHE1qrrvtd+Oo8/uwcLFGB0Nd2ma0DdOQruA/m/h401Gykwm6cFOtR9a/g2w/v8S/bwvMm0OKN+hm6l+CU7d1ttA60r0+31Js3GQIhtPYOr3YWv5HiaLdZLXxzW70xI8pO6mxvhwUJSkZqvJejlztvxMoR+pzs//Dd2m54hn1bYaxz+Wag5tpEH4VWL8HzSRK6kC3XeKdpkzRov99nxOon6Bc6clsDJGq/uHRcMXo8YitDjJl/G97I7i24tGF42W3mga0KbP+q6VClXjfCCqeJmYhvZkT06EsXXE8bXtC4RC6wdPIrFAV3BXcY2CRiGZymru7ENj2AnJUrTF6jg/KZHiSRaLKT6vSY0xp1tKvr4XEQFuTgdIFX5zL+Ts0CWvzveS+eeHlBbY0mAkNBYvK6NaHoNl0vp+8+ek2Q7XPk38HhTMHU+2vJ6RyUFKaaLfqU7Cug7i+1FGvPTxiZbrO7LSM4EPdZWCv7vsesXaW9wXMtoye/Udzx86li7TSsu0PQnNYR4u3iREpRfYTJXh+gY3bUlSsiKyyWD4cK1uAig6jZufM/3UjdWLOuGVkC4AosakzqDkpxzsTuS/wtMvCjp0ovA/utYALlT5IHO6Xj8aQsSUD+EEnX/D3Duaq+iQtA6eOaye3Hgyh1OAKk4QAKt/ms3Za44eQELCLorwM5DvQIr14+3+7sEUWmc38d2udJNfvgUzl5RonYH2PqQ1onwPNQYOF02BuYvT8q6Ed6Ga3tk0G/A402JEOOWvRoy4iUVhfT1ka4bzwlsQ93XLoKEBha5WC0/uEM5haQXB0wrDhGydbaNPLhbVAVzuxOi/D9tPp7z4DFKRFLEMJ++VufMAptEHQt+l1sw2nG9NeeNeZqzxL4NZI/pweLUmdLRsHZbElZvwXPbtl9dx02EDpm9RBU5+W+3HuG9qx+KSbLu4sKoR0YvZLPzDUozzNnMcnOEkblAs5n1eFMwtzsp1IfTZHfpJgLMtpJ7KhZCdWsKXhV+k3G9Tcspuh3cq9ZujuO66m8gUoHmjOv3B4oDA9tPa/ufLQ78t7ZcEy93liJNGMToCrainH/7QfYFRyaqBbK4XbrZq6kZj5LFYkiTCWsXIUogWoevBQf9QZSMIx5M2F4VfgOLaxBhYLlYKQpyIC0o02FU4SWzcv5uTuhtIw+C9JtvF9WIjRNP6t+XDHYEpxwQviv4s1jIhLYiL+/p1LkIzyolGDQl+ms9WwSCl7HwUaLL35ke4HKAtrtyIcyouyjvDe3e7rhvbrujOLBrm3w2oC04vOiNbXgIS7uJb1f8O9fjRYiH7LtxW7MK7LubrHf/dEVx09I6CuWaEjh15KIE7UvfOdmY2IwdlHAbQW97UGnYV/BHWFtNifaSmSpAYXcIb5Hmff6q30GKjD+CA7LFoPUFvvOOe9+gusOB2w8guH0TnvNSHLvjZ+DztKmKqDgrF+Y+Hv2mYU098CYQh027E3ClBJ/v1O3cHW1JZhoM6bRGqdvGAlrBPdv/o9+Za+ff76PCXsT4OTQOT8Fleu5sIw+C28nnXINPc1faNjIhqkxdiaYVDzlJDFy44OrMwVZlz4aNAI83BW3NVCyr+qua7xjdQePfNvIgtGqRJOFu6tL/0XVh5wgDIcx6ISmi2cHJzpQZ2v13cM7Wu0QcNO89/BmfZ7KYDWhUAJ6zuKttG2jrt+9ogrrpivN71aPs8LjQ4Ojws7UsFVoDVzILVHzdGJmVMXcIsqBvGDIXGoKaMrdpOR1ZTCvuWI8ulODxg6dPgf8hPgOB2nwqhGAC0dqRAl8BCsdx0cW0skD9+W+s2p6GbuNucuD4MSl6BTeuwvOiYly0ZVCGdeE7hmUXKFs7TtCj1Dl+/FolqI/qmuV32UYehAf9DgsedZdpvv2D3Du2EP6+ZAhcvNkrAqjhDchRj1BhweNNwc5DVBwgCl+krQSschRrmzQeIfvjpiXFTccq+LV8Nt2PnYv5t4prYfxMnOsmz1X89behOFy43gsLalWSs7tyIZy76n7/r5NH+2iiDDBdgm2Lo4N+BQdPKHoMf46LALVDnMWBfccTrkV9LgSKgv3rABw7r5ADG3bh97PzByOZTpV1woKVSaFtBKmTHy7+A/12snNM+z5GhHERz8/OFbQeR7MUC9N3Ud438sB8ZyF1NG1edysOMOKKY6QFK5IwczGeK2sPsL3ppZu9GfagpqUKWWLv+AUUNbsYC02mL+KwI9y+iZoIdMzTZWNh/c4krN+B79m0WyW7i1bj+a7clJAiFP/t2n28d42kR8BaWGbwg0KtUcE8eHCv6zkG9u6kdWGy43WmWJiBWOZ8pdnM4jklBeZ/gu0uycnEcR834nO5s3IJ1LSl4HlhJj3MtOIQOKzoOLprU4SKgRPrbwudwuNNwZ0nA8WBge2ntQ0UB37klmvi5eAsSh0OTvZDy+dLdz+Qg1fOyeuuykUwjqr/56/2QpDs/ayJQ8Cmym5bcwAWdf8gQY5t5IFZ9Bfp0EUIVvmi8FtYWHNUFtb07+QJO91aigMq23D6l7vtwW0bVHBPi/TN4nqp6tsG2hVeLEF4beD0aQz6yEbobcFfRZSQK/IPpi4Ej1dBwjgoXe3ZBh5vCmYsyiwO6ElAdNCvxPuaK8ZBbSGYWn9FBf9UfEkPPvXdoTmwY5NKprQFh7sPoxufwLxugtQR7DB912HIoWV4nULbNvS5uEcJneC/cVsgceJZ7wKXNa24IDfcrAb5d4xrQau5sBc52HrhhjUrdA9q5gFHh1VKl70//ukZ42/2BBnztpFb9yHndaEkhQO/dGsptovaWEX+7X2gYfSkpycYhy17ElLcSt3MbR3FMOhIa5FwEm3qkH1HAlqhXe52c//xzgmPkQeBSyguaeX/CppHpuS5s4084b3ahurA+N6qZDiYBiPnjl207PeO1zkZ9l+5Bv7via+qWbUGyZv+0dAO8HhTIqKmFyG5qBhePEPZ5a1dJolINtjpl+48/nEOHCOFH9twT0Z57mNveU6ELeoSTa6/Dut34HjafRCLA26QfaYLhbUuY3vjCzh0EgPo8TNVceCSZ7Q6R7arPX9ejSm2fqNxFNDoTHJPNDSS67P2JQglKoQELl1yvk4UicCpk/ickPJ4a3NIxDb9x48Kz9/XWOaYrwePSSper0aNkGKjG80jC6pAp2NxssYUOBans+u/1WgvyqYuncvNxXAew1duqwT1fj0VSo5gkT1U/CdM5sg2mGH2tpEn8/qlkmFw+VYv7KxE1wdGp4WLvpLjbt1Htn7kZx9tLgSrFBEPXV2WJOcRuhfhwt/KZyMFnCjh+fsvX6F1t0GSzAmzlCibaSFXfB7pJOCcu9hhN6jv3AEeNRE/axFFJkS0P7v0K6EKrNyUWRyoH+osDvCYX7jSuW6HViyQ87GNPDCtuBQd9Pdz08CiOOBE2QRYsjYJe4i2EeT7X/pX6WZ7vCmYMs/5fYI2IW0KRoPwfOY2H7jtodVL5Jx9rwNS5Nb1f9yKA0GKCfFe1cHCVUmYsyzpgOmPmYL/PX05Ieu974aisvlvETKsCp+9wN7+odDeMbqSYpKJsxRyYN1mhO1zMn+ybDxs3JWALXvxXNZvV/eYUXg7DyUE3cJ/Y0oI01kigxRKyJrfRWt8I90D9zUwSM0XRv3xzsUQ81044zNcdJlfewKLajPw3LyjknCMC/IaHUDuI42bbZXLoWZwCp4OYjvVp85z2qdcPoJb16s5VyyP78q19HhT8PCF+uzANrD9FLaB4sCP3PoTUDG/O0ge9mG9G6YFfBmTopa8TqKJ+9SlXgicP4+TaqcXosRd9jaHYW530gFpfFv8tdgcRSrwfc8LDQkIIlNGZZ4zCU/p3FrTikOAChK24Y44cEyw2oIXWolJ3rXiZukG2wYK27GNW5ACS98LRDm8Kfg7BPKxos3CPnenLcMFkiBhVidCo1dV7wCPNwWT5qQyziOq2fvYpV9p/HxM4LnwsL1yGXTV35T3MuczWvHHrL/RgRzQiiH6gqPzb+csTUog73OpdDM9xPf4JYTW9U8kz7QUfN7/8KksWFxhz9Zh4yTH1xNyHo9EzqLGz6GzGbsR4Wbk9fqo0NBT8FcRsdJhfv7LlBC210tny//gSb+CFH1nf/Kd5CIg0N8v3KMadNx/4xYEqdDGRYD2Lnye1nuwoBLqnpv7ePRctTUH4F04Dlv3J0T/InU9N2dbL5ww/J6DLkbTiE7Ef2kXSomRB4EzyIUO5f8GWkalRJDJNjCp5K6q/62FnyW4rW04uyKmFYfQQioepnE9Bfly8w4ErmDX0tLEvLgIcacNXUfY1kovMujFLYYXh9cvxyKooYqIP+q6MCqCig9W1wjxO7cNdw9xnicilOgxBcSiBGJS/U0RXtu5H2kFYZdOOwsR6kijkU2v4MjZXkoCVDB5rmqcvEdQCJoGCXfWGWLu1i2MsJDjdXdNDE7wgpqgVradRSED1246X9e0JkxLdeibWmyZqwNHDkGA5tS33jqCIGMCMawzBW8KEVqt05CYzx8Z7sk4FxnbJU4UlhSoLl+VexZasxTPqxCT52jVXyFwDAtVlrb+qTkRE42AVoA3rTgcOaMS1NsNI+Sa20YeBMr+jklRwx1ZO2U8kfPMxdLhcOVOL+yopKSVkA2hkr/IcdfvpISLKVr130KkBM9r0mR0NGjvSoI1gxLzwt/JZ0OF1AEmgWM/FQSvFzfB5HkpoQQgtBoLWJdv98KcWrWu76hcChdvuhcH7j3F4sCwcZSck74No9WiVX+BDTvxGdi4Sy8OJKVzrB/v6NmEwL311xlhZBuq+LPrsOpos55BcP8eWh9Qj+RY2SRYui4hyAym2PnLvwaPNyVc+eHj0ooRnHjORj67UKIodotU/71f84pe1PA975FnSxercysOcBHHNvLgRnEjLFmThHkEgWe06ERCfhw7m1CiyhrFio8RoXksRIWOPufCt1SgpUYQr4kebwq6NySEjmkbeXC8bCJs3t0LOw6QVoSm8cR6Dqe/x2dEF6S8cB1fa20nx4UibNiY78Ki48KNnlAWoWtFx3UiVjn29Wn6CzIvESpqbu0pPCf6bYNHp6Qg70bl4yLP5qrVUDtY2dP6Ne0Y04oLEtE2kCIkcxChvDobHkDjcGUN+bRHfXZgG9h+CttAceBHbrkmX57Io/XfOoLM4JolfYpF6e/fUbkMps4noZhzvVoi1uAIxmYvTQrP3Tby4HXx/4G3mYSgyhDq+HRQoQQEVtfwjO/kCds2nArYOsdKVyF3PW8qgthGHoSXoujM5ZI2WbhtA4XtzhFFIHACrwEns68L/yFQU+aO3pi6EjzelDgecGduRfVu8HhTMHaqC61A6x5HK/+UAdfnJHxb1QoY36CsacwnSM9wE8Pi3VEcoC6GbeRBSFPzjjSyWOQrmLYgIXBT00XF39a4f6rLPafPBZ6TYPOlqdSPZ4zFoOExOSSkQaXdeIumFReRHyv/lzDWi58NNyKs0k+dyjeFXwstJUzfY1pxCFB3NTKuVRATvrsP+xWkOMYfoTu2VVJCNqrui49hWopjbBsoasVjMrRqEZhWXAQ+13ko8GC0RZadvZgHezF52H4gIcWt5NXsBT7T0qCq7XVgTcbPMH3jAKFpWDjtv7UzpcQ28qRrH8j/HXhHKfSNbaDgYPp4YKEs28iD4MaVzvtDcFnbyAOfxhFnFwbf3UfC240Mq5K/Bw+iqNR1L7qONGi2VjJv0HMU6p4nXaHQ+uUOJ4//2nUhOG1kfKtjrOg0B965oMOJcJASTk6YJzTcgc3UUdu2F4sDDHF3aJAwfPao4nkPa+qBU5cwgB41SRUHTlUqaoVoLmiFBoYS85wS0rpX8n2se3D7nvuzJu4mmR20jGMNdqfBhdPQWGyZWd/y0QHfZfTF66GtWBwgXvKwcUl4WZhJQ+IOrityiDqeOscez1Eprwc3oZZImOhCXAyyS7+CwOEDGfMXF4j8L97h9x9Be9rw9DFgWnHYvEcVB67Xk6AZ6ZiY5d9g8t3wwPFs20YeRGvw2TpfOgKu3etV7ii0rvnLvpbjsqguz7XR6r9DpAjH6eQpMYSYT0gpZFnh7+WzgUFMzcCCL1N7rpZ4YfpCnOvaKdlsGYVr5ZW7vTCrTiECt1d2w/dZigMPXmBxYMgYKg5Qh5VFcKP1/wcrCFbO9AjTisNOSuwbhzvX55MX8XrOWux83U8NAttQeg/8bHm8KRg8BosMLCbIWiBHyyfD8o0Jsabla/Su4p8Egyd6Q5uzSCH6DvRdclxKWLNpBKXvfD9tAyHobrpBbsUBncJ1o7gRlq5LwMKVSUFpeLwpuX8HjveqouMZVShlsVdGQPUHcWhamc0DTvI93hQsXpMU0Vy+vlv29cKeI3gdu9fjfXsbVnSb+8+4gKSuMRcMWDchVEIJ/ZsgWNQIsCbjXJlNFDiYhvqT5520jXzPezLnbKJwza49S0UhPMehnUlVkHcpooSWYwNrY9V6qBuSgodFPKc4570QzS+8RqXPk2MaH4uNocebgld+9dmBbWD7KWwDxYEfueUMqAjWyQr10hFeu0wEUwI5ujY6xIl5aIdO9TrUljnIbWj5ADMWJh1K3y9K8qG5GVXmmTv2eFCRBATWhCEZ38lQUww0FFyLgyXbcAqNuZ43/U7byBMY8qWSodI1sY088Bf8IUM11vcU7c1eFv4fvCvAZIw1EC5PWQcebwqOl1G1mbjb3dV7cfIfn1kccHCJq//uULM2rTgEV2OxYkvVKhjb8FDey0mybbiL3ZhWGq1AXyi0TiujAYY19cDkuSmIkviQ22LGFAjzXVjcD9zcJNJ3FiEyfVHhf1qThuH1vIfQ3HRleUY0+O46q+FmIIbfm/9rGOPF7lW4IR+DKAokXhV+A/NrsbsTntquxgcrP3cNdwTp/QlSnOMPx8TmqlU0xrM7RuTaObm0DYRVp3cS2Rp0jSdTP8H1OlMS1taKnbmdB3uluJW8nFvQjQN1a2wLhKcruHjU+BnsZWszl+Tux+xM0bGNPAgeQBcAf/5X0NqelI6ubeSB/859LbF/iJ8lSLdtZIqPMlzWNvLA9+yNuj5EJfE9fiFK6ZEh5fJ3FpW62NQFHm+mrZVpOZFVnLCH1i8XIT83dekvvi6UfEQr8H5aoxul+54tGeAgObiJzo8QM7rg6HbqqG3ZTcgBl/ldaQdcku8b0mSK4NrwTtW5O1o1Vc23hJLSqQPMS+fiIBe9HM+5i2OC417SfBjqh94FFzp9afBagWUT/YT1ZKq9CaWnsX+3FJdfjhwJHm8K5lHHeOSEFDwblHlshv6HJ2auUaYVF60FnRrF5+h/+EwVWLvnOmwfo4W/1ATOJmaMX6ZCpaOwWO3c403BlYbx9MxiMetdVQF2ehufqO8h5IvtQcrEudJRcONBHLaROwrrTpiV36pu7XqiFbCeROWfIDII5/fJMz5I4sXrTahA0QrMIi4uo0OMnxLGyyWDYeaihCPZbBuN1/76/V6YwSKKRh5srVoBV26733/WXGhtp849UYA4jok2F8LCVRSjnHQWGM5d7YWXpvO1M5cxaZw6P1MAkYuVbLe7bpt6LjzeFPQEtYIrITO+K58KKzcnVPGFxO56qgaBx5uCHQcS0NaOx9EtFU0rLjQQ3ytTCqlSxC39yvV6ZDxLpLxvG6gHIHQbTc+DiwPzupPQMTkJF8h5IUpuJPeKKmH5hgQsXpOUe43PChVdDvaCRetj4Mhh9awQEiZKiL3g5tX9Omf//ceO+KBphLrO87oTIgrJ13f7gYRQPBauwnHw8EWvFI2e9eD/t7Sr4gDrRXByHiylZsYrU9ZCLhJkQ+8xvfZE6yKHECLrCvkev8z4DNNNZtadl3Hr8aZg5IQUHKjAe6WLRabfx3WezVA/NAX3ioi2qQnLmlYcQmuWqjWSYgrT0i2Pn0G7Vux9F1afHdgGtp/CNlAc+JFbzoCKxEm4MsvJaGj9Ckmagzn4YTwBba1aKWqr+44nHD7NDGGsbfkBpsxLyqJoG3nwrKRIPJCjVER4NKhExPfclOAF9mw4O8tsM2YbTi5xrvPWJ/7zpSNha9VKef1dwZ/hdBl3nXChY8X754X/hJ4C7OSEiZd2fspmDJop4Iy0I4SUfWzbOjKLA1ZbsQrWGr7NUBBm6OGmqrUwoQGh38y/k4BB647quwM5wDZGhpN/pvPUJ8xKquD10bOM4ykdgI8qQJnWnvM6c9eBId6BC9RtG9uMi3+an7dcF+Iwp0OEdbvC0a1YqAnX/dNxb14UfiuWXVyEMC0FGw9PHyNJk86L7O+uLCqRmmINrfziY5iW6mDaBkIw9cKcacXBO4o8matRfDK0aFrO40WpeNM22AbTQqgrF7eSl3LD3XWNEKa22EYeWMYvFUc2C6TyP939z3rUmNyN0Fmz4E/QNjoFJ8vUOfgev5R5yk/ieb4byqItvNB5Xfh5tg1n8Ud3qHCzmguS2OCZ+mng8aagvo00OLTur17AYaRGaO0y0QoJuKhLf+nuIzQNF+oiI6od8Nl0rRUusEXrvpEOHQvZcbI/rvEh7CK+7cadhBxwERUVXRGt+DK42S8+4Vyw8nhTcKhyphon7AShJRoimFf3Dc2TmTowktC7zDemFdfmw74pLdkKm1wsCuzbJToXUVLRP1w+De/hnh3AlrZPx4wDjzcFC4g73j4pBY8HZRYxglSMtqhzn3E+VNAx31nqNer++168hZDmDKR3Z21DOeCEyNbUtJQ+jJ8KZOnoLbaX83hTcKG+i9ZxHK9vPMWYfDcqxE2kBp8HmxB7Z0vb4fajuKyBXPTuqSyQ4y5aTWsYCWBGS38v6/vUWT9IYh/cR8UNrTjwthjXGj/dn8AZnHMulQyF2cRh5+LT8E5M3m4+6IVpdUpoeEvVarh6zx058PwtFgeaRuI5crOAdR4ibaUwg4oQJy+5Ox7o+8UbOOYnzXZZtzsa6ZhYHGBKAM/Ztx/HwXefniHSXDpUPgPWbE2q60sIp1eeUvB40XqPiyO3HqV9H+uDnDwhQnMhmnPS6ZXZdkZQ8LzITiABTSeFiwPserFmK14nqwsLCU8HFcCKjQkpRLWNJhHFdSQCuKtX0zJQaB+xgCWR6/D6Ff1bI2iejxLCq7pVweBnLk5KkZ+v746DCThxAe/bzEV47jceKCpBTxDHSO3gz/Idh0/3OgpT/vKvZZzyWs+OE2HteXRcWxLv3FG5VJAjphXPSV/kcTm97iIiV0ak5DyZ3hrUbCaDO7dAcOcWaTqt9myHhmEpuFNElppp1CwdKaLrFSnL45cwbnqSrocTrTKwDWw/hW2gOPAjt1yTL8NOo8RbY4Xd4KbVChqYo2Oo858WENRs1+GELIzRliKBMFZ7k9A1OwnBzaqL/bi0DBpayA+WOhkPispgGqkqW2OaM8+ZuHZ6oGRaTgEWNx6oYzInPqVt5IE1dRQFRx2wuWqNvN5T8Dfl8U7WO6zq/mxQPrwuxGCHvcFPT9kJHm8KjhBfLDISJ+0lNYcQpjw0U3MgMtyjgv7mQgiRJzJf8zBByDZ4NoDHm4IHY6cpjmoOPptppRUHNKSEXrW3NZ76mCnJrNBcCV4pENEh+rmuc7rdl//aDUl4TCs7b1epmKepv5OlVyD/9zB6CFmP1aAgk4/vTWG+dJuscV5tfCi0gySbOcQ2sz4zmkWlbeSBNbh/PtNm8IOjE2BronP+CxfkWQptwMCJ1ZNXVu/MGZjI8ahY1DYUO5V7jiSkuJW8kFvtPXgMBS7DU9ul2GUbqAGwm4QXdd6i2x44ewaC5EJhWujHHVrXDT7iGGeMDZ0aQInO24K/wOAxSThWpnX/XwckkGLBP6Yt2Uamvgh3rnD8KK0F7vT73gTBT4Jqui0gQ7CPeGYicmBISo4j850mIhc4cggsSni5IBE4vD/nNerPLuKQ1HG02KKQOt667adpKTpEeFq7Knq0oEgeO86MbXokcNv12wg5QMmfDl3Vu9PhpbPguyq0Z712r5eSH5zjq1tTorpuG3mKgnb8mBoPpEbPfuzW1Hbw3X8MofXLwfcWEV9cONARHvrOAS4XpkLbNrgqf5uWQs740ihRjD4I7tkuWgBWESatByuw+BDauUUKVI/GTXN0HjsmJ+EBQ3fv3Fe/rw/0FBePdBFDXaDMYV1qRhz3WCgHE3fQPAAAIABJREFUGpWIhcR81286xyIVE5mG5PGm4Ewj3tvwHBRPfVldgUl3kyrI8djgIuWZ0tFw90kctnrwuzkxeu0p0bq1eE1YFyM66FdgF+A8Nn2uGiOmhcKtu1vWyWdflzi7qIzkulA6QjjsQ6j4xKKCdx73wpT6q3LOm6rWOizX9P2V7wfHOss0ES4ER0Z4RNAum26Bvl++rUQ4M+a68+chPK1dxjsjEton4X9Pf98ryCguEh2smAXrtidgM1nTckHtRbVHIPnsUKN7zptWHMKkaxRavURQJRYjpNIEhP1Xr7tSwEILp6l58dpNV0HS8PsEPHn+L7ln7Lzgv3kHHg8fDQtqj8GqLQnopmJICxVD1m7Ff6/ekhD7P0tD7bFugkXxjt7JzrmmsFDt6CZ4YcZlXkZER0oSZb6+u79LqKIOaT9cSPt37eDPgu4wrTjsP4bnzvoJZgVTiF7KvMbdemvmOPd5SqN/tmpNoFyOX5bYzF6WBN3jRd0NXnOD2pqrx722gXTVxhEpuFWMmhbpbjChRep+6/RPZeX6BqbMVfaJ+mcHtoHtp7ANFAd+5JZr8mUvYNvzN0cwFtq6DkJrKFnR+EoZk6LW2eZq8rb9vRL480QUNX4OHm8Kxs1ICp/SNvLgQVmVwHcjJMh0v6gCJtejOJTlIvbGXeX0CVG3J9Q7grmCTlykkSN3qqwTNniUcN+rwn9kWMqwSvOTQYXCQ2VI8dGuvdSNIqtFurbsY+vxoj2Tfh764hZpK5HiTGgTJvBcoFnn2UTQQw2yxjzsLIG1ozigQ8y0qr0uFtk+KZVV1CtdGMhPgX9fkHoWjouQrZxfVPHx/gQ0rrvjHmexMGM+tq/gD9AxBOHXVvU/HPfm6aBCcXbQ+cAsGhRaPKNPlfRce1gsKjG4t1pL+/U5TvKsKSMdMGLbQCE3ufcUEHCwsLwaha1yOXD43qDtnr/gD9BMwfm+YwnRv0ieO5bz3AKH9knwowcVgfzfi3p5Orc/Yy6hscSBSMSL1JDw+MGu72fIqG0ox5Cegr/B0M4kHClXugFm8IOmWv8dnu+58+r5nTjUdezo7zetuFgz+nxR0bqIaloXIRJw2l8xBzs5w1IQMTDxeRf8iO9hkTayn5MxQTooX2LRlW3nbhkHltzpERG5tE6hXvQSa1DSSYh4sdvc2fIU9lEQvHbLv2gOdBYiTUt5mvOcwmPw9mPVlfV4UU1+T+VCSk5+LvzlgMZfFjV9Hvejm6T4yMgG0SN5ZbpeC71gxqKPkaHuxbhsYqrcMQ3u2Cx2p+HiPyLKjSkz2zYIBP/epHng8aZgyRp8jsZMScK9InJjuHFbXXcaL6EsdB+3+Vl8z0OfHLQAPq8YFdIZwRdeoexLWR/I/z06j4S1tdq04mJJ5vGm4HjDbJlrbCMPrg9Gqgw7A/H9wPuH53S6bAzcexqHLdXkWERFtoeNbapbS91Ymb/yfyafn042c9y5Ny0Uc+TPPi/BLqqPLO6YxnGutB0WrU45oNVsR3jvWS901V+Xc95YtR5uPnBP7HsCOEZrqAuqc/VtA9GEHV14jtmOoe9cEBszJRM5kL7PWqycBjzeFOw9khDdCZssHPdXzIGNu5NiTWuNwet/tW0Kxg2ne8XO7vT3zvNjt6HwkpkQ2oNIsvCCqWKFrFNXxC5wp5OvzkLOOIa+F6FE/2Vlcxt+n4CDR1VxYNVmhbDYtj8haIJVm/E8m4anKOYj28d1CdHO0bvVLLZrUbyTTgXLtgsSanwrPHrpLFBOnJWUOQGv71zYezThQAqYVhxOXkw4xi4XNJ714DXeTZoT46gw866SCqSPnkGYCjg871uTR+Scp7ZUrQavRlnQnZrSP8PP85T6q1Jw5d8luhQb1JrLFFRrZic86ZoOy6r3QdOIJNwobpR76pj3NHpdePEMdU5iefwWZi+h+zjCOcYHtoHtp7ANFAd+5JZr8o0MwY5ItPLPOMlpFnXSvViR3V9dF0dhD9lNu3rB9xw7FFGC8oaNX8miH9C6fnfLaqHWS/Bd6kDcLfLAJFLmt0bVZAZdrQqKz5ZdpqVglraRxQtcnzg1/l2YKugnyibAWhJ/s408eFH4T9EPYH9bhvA+HlQMzwups0fJyMFJhxzdqMgQVEdfUHtUusAv3jkX/Qh1RG0DleI5ieeCDMNq13i2gserrKRwscCgx5dFcV8vDnDnwTacojqsgN3UHIVh41JZ7cCEB01JPsOOI14XGy/9cywoRJoWDP2PNqAApnDd0xAi0olNs6ljJIJZ8CdoH4qBrlX597R7UyTjJ6Kp0Yc0NwD+nf6LuVX8XccOCS6tqkYYuuUt6dfnpDgweYTSjKBkIHDmtKMw945ElKq9Keiups7w3Oz6Dv7byO9+NKgE2jowONl/vBdOlGHnMHEmNxc+wInK/C6ZA/A6/1F0OPqCgrISNaM1WGskPK0j5znbRh6EKBl6Xfg1DO9MqeIAJcJsKRXcixB4XTE8vYDI98c2lHaHacXlWpvhT6IdwuMS5w9MDvdULADvKLS2Cuc77eN4vktXrQ6nnd+P2dlmMUxdtgiLlrJGheZ1b1pxCGrJgmmp5MDXEwKrCROysa3P4cBxDJpXbaLiQBpSxbRUgcekbjcnnCzkxerWdUNSsKdiodwj5uYGdZ4xd24JpRMZXALRMqS+WDQmpNuf7krC90TXwBmHugbR4VWZ7w2z5dnPM4+xTBVB2NEkWPo3hHJLh261dOJvTUHXGfa3HzctCbeLyY1BQxqx33h41WLXc482KX0B04qDyQ4GJCLLTgLhOROV/gaJEvL6pM/VDAPnNU/3qX/wnBTXO/B+Ha6fT9cc1/fD43bh35tDat2b1u5wLThV1gn3nsVhczU+B+FxyIm+1jZZksUp87TEhxJT20BtEtYc0ruQDDv3eFPwuBTnP0ZfBEj08kzpaFi2Vnm8c6JmWnG4/7wXJtUrCtF6z0a49Sh7Ys/f9S6suWVUoaZCZFyriM49fNl3cYCtEdsnZSIH0vfJ1IFdvJoSaBJu5PXVNvJgb8U82LKnVxoQUdLVOTAWBYuPneuF+cuTUihwPOM8VmZP0Ogos0SLxNTQWawNlF4c0JNF/7lzGUgU08LiwJwlqqCzbJ2KNzZrFoGrt+D/M/2AC4/zlyeB6TmWJqbJzxZbvvZHyNi04kqjqGs43HrE2gB4jcZOTYpuCl7f+bD/WMKhMWBa8QwNAtZJuPccv4O1WLrm4HF7qvC++O8/ljmHXbmyISXDK3Au3Fi1Dpq14pi4uBAdTt+5ONNVf0OKsFxgYrFj3Q2KET6mGYGj5EzSMioJ10rIVSwNZalrB+mULqZfDWnywcIVLAA6gBwY2H5620Bx4EduuSZfizo5NsG+ucsS2rEZQsx7TPNudQRe1H1a79kIa7fhJLtue0LByVm0qwAtjUZOTDrgxLdKG6Ham6TADivst4tqxHLJcgkEdREaXfRGV2flTnW2PazpHkRG4SR9tHwyrPZsl9efDiqAo+Wku0D8ORbZejioFJ4OKnQseLsmHAOPNwX7Sd2dO2bza09I0PbwZdr1nzRMO4/aDFE6hv6urt4OHm8KNu5SQQMnm9lE9RzFAVq8MJhVwmAcXDS0fIDW9iRYLvZmphV3IEFMS1cRzrRVc/ucFGs4CK76C15PsmWKTGhz3h+CQKar9fpe+8E2EH4+ajiOsXDFXzLuzfgG0jIYpvQAdPvFiOY33p8gxXHPKGBYXk3wzubcBRIJBihQt7qGK6szSgYCp05CeJlyBXhNXbC6wZ9hac0BCQyzHTt4FjUWLpcMFs7joZO9As9PnMrNhRcrpsUzIKxZXr0t+IsKVLIoNacHHZHqvzk465aLHalpKftE21DK6K8Kv4ER41Pi88xiW3qCZ1pxCJJ+BCdAjutM4ni2oVAyOgzatJTiuD5P8Pyxq3IxtE/CDlUwX3lem1Zc7lG62nboC4Tz+tqlW8Y2swRPj1b+SXWeNRFSHRFjWko3IHDnIUQaMEHtbHslvu0r1iPfli3eQhoVRBcdfaepfD95g5+tJ0hv4/DPsJuRA8W/VeK1RL8yLc1qb2wzPfPKupMV9rmAlE03RVf0j1ARV3eYkHmBn6c0yoVpKQu30OY1IlrqL/8HIrHYtm/9CqFwXZ+xFjxeJb43bkYSbhRT1/7yZXVc6iZmQ9QIpPjOA8fcxRQr5o6HZ3aCn4rp9iBMuFnvJ6Qdm1EADGXnxCh4+IDYsY2bgffnQD0J69L6u3rmQ+wQNiv70NCCqVKssY08OFk2Dh686IXNNVhkt0ZgUef0iOUyDnR/eF0kM2L8AuYszeQvt4xSxYH7ZVjs4mSUNRtOlXXC8g3KTtDjTUEX8fwfveyFCZpLzzrPZrjzJPuzw0lWTzAuFDSmK1pdw6FhGBa3Xvr6fg65IDZ8XN/FgU7ibm/egzEQO11EiKZjG3mwp2IhbD+QhHWeTTK32UYerJj+GDzeFJy82CvXYfdhpyaCn1AW1uQRECQb5lD3PAdVSuZhQkilr53h2RNU3HT6lMQnOlUm/D4B9UNVorpwpbrfm8gKdcOuBKzbnhAEkcebguPn8d8zFiWFCqBb/DLKhVX/9U52zrmQtI3C09rh+1t4P8ZMZqeEpMy7tpEHuysXwcGTCXhh/iBzlGnFYcdBPLeVm/CadtDnbxB6hO/ZNEK+vPKo55bnruB2ohBqzQbHHLNMxcFNw9V4YRcXf1qzxbSU3tfE+luO52TmogRsIepJaPUS59xB1tWHTycEaXO5BIt4/rRYRo8tw3M0YVOah1ubg4L29bYPIAcGtp/eNlAc+JFbrsmX1aKj5RiE6zxUUUzWJpb0XVdO3bQLA5SVmxOyMHMA4S/4A3i8aNPi08SXrpW2gMebgihB72wjD24V18G4hvu4wGhq4umTm204fWC5Oq3/nmx7SLM7Y//zw+XTYEX1Lnn98aCiDL9Z/x08rwdF5eIvy0H8ls7TCCkkMRlGOMytPQUjxmcRGtL40dboRqXyTLA7Ps+V1buoaq9VpWlxCWThzTtoBVTEsY08CHfPUwEeBU51LT9A47CU8gRPU10XHnQrJsI+EqTqSynZl8bt5iA+SkG87iDguD/coU3juTNNoafgbzBqJHbBrHLSMyBxwwdF5TCmgZANg1VXP6wlCdmKIP3ZmSu4rJo6JA0F/fqcwKsnDgXfW7p+1H0LHD/mgD+/eIfPUuOIJCypIWGtLHxH01JiekfKp8AwEvM6fLpXiluJE7l94vWAU6egvCn4uwho9cUTZf0K28gTGKltKAh5+s6+8raRB+GFOO+8KPwnjJyYFMSOIJro2Q5SgYL53rahClZynTsUVYc52z4RUKPxmpaomZbTlnXS7CQMHpMCfz514Ykjz0VF3fFDfz2Y9vp/sjPcmiGz0VKyNKz+uyuMOLQNO5HcjWN9hsDZMxCpx0Jq57A3cIR825etoeIAISX0+YA7yWbgvSbelYIXb3E81lJxoHlkEnZXYHIcLfs9WLOc9CvH7yBkld5p5ufd1kROXcelJroXpU6bW3GA76dN48UxlxA9Lrx+heiSvK00EIlFyvyhtcuEk31lDhZiV1AyMXFWCq6WsAaKxs8mVFcoi1gid2b9JHrKnWy2DQ4cQbtVa/po8LE1LV3/8AzUsdEpH8qXHtFUuto8o0JYFHhXnbLqjZb9Xqzm6ls+yuuh1UtEINE28uBE2Xh4+LIXNtbieIp4MUnaN3q3JC5jNYi9bq8Zzv8VzCXF+upWlRw1DleJ5p0yJ5WLqUwnyibAys0JQaR4vCmYOh+/5/HruMQCtoEIuntPsz87DVRceGn+4BjPtpEHoWmjJaHtz3P46CWOf3ZOyLWzmN2Rs3gfOqfhZ3RNoV2Vi2HnwYS4z9gGJntsAX32Si+s25GQIoNjTmAh3zHNQsEKrV4CUZpzfS8VLYc7zOlzFI8f20BXFXYg8N1XIptXbuP3Mx1k9lL129fvpHPbnYANu1QyW9OWUjz/OSnwP3yWMS9zHMPn4CZO6joXsqXnzE44cxm/fxLpRgzrTEnhzzbyYGflEjh0CuMdLlq8DcVhI53rxl14TSfMxH9fIt0JLnTMWYb/feEhe9Vbd2UtYepWpM2dQqgjPOuHKrFDbkKkJ+76/DC+4a6DfjOvOwkbq2huJtSuuOtQPHPguBKEvFSCNMfAGafoMMcpfN3luSV0WEuzJc9d60BxYGD7CW4DxYEfueWafC1SU7VLf4+T3HzlUMCwv3AORXp9Uty+HxeIZesTDgE720Dlf483JZDnSBkG3ddLmsHjTYFlqMDxRnGDa3Ini1+p6nbowZMOne9LwTc8T0HsOIk/WDFLINy2kQcPi8pEPyBIHUGepO8VVYpIFbsSrBuDljTcUWM7vtm1Z2DsVLKYupMmNKQrw49r1RSo59L9wA7q8uo94PE6OYAiKJQu2ke7Azmg0yiWzpL3sANBjTcBNW0psf1Kh/MLD1oLzPl42awUTSsOfuog6xoQevcz2xhTCIoljteZrvK68GsYNRILUFYpVtOZY3qvqBLaG4lTrlkkSgK3YzOEXWyc+rtzMWhxDQX39bkpLBIMMN96whAw2QqMno/g0SOSnIR2b3PYci2qoWuURRXdtFQCtK1qBQwfj8/YkbMJKW4lju3LeW58vYNrlojysm1gJ39zWhcj265DaJlPaxtoZ+r2fuak20YehOfiOH82KB86upKi9REhZAonwJzsc7fcNjKt/SwqmtlGHlizqKBCcHK76q84jpibrxURuQCxtWoFzO1OwtDOFJgFTtFPXdzO8RzT8+UmBPale5ADYlEjp7mx4VuxBfX5bXXeGl1Gn9uCe3eCVYOCf2OHv4Vj5zAQXLIKg1fWaJEunsYjN604vPbjGKwfih7YeqewrUOJZkUr/ihdSV1zgdXiw9PHiFgm75FxrRoV4GdZr0VIE+1jYbnosEx3EDeaiByDEEPBNUuFevTGU4SJDgnQhlctkrn44rz9qshtxaFrdhK+L8Fiok5jC7u4PTied9E1QbSBcsjAAqsUT6aMBN/Dp/g3ur8RQgnoxSaL3YOoUC0UsIsXYcNOTHjWbsf/bqld57jWU+ZRIscUPgPRLzoK73jZRHj0Kg4bazfTs4djZ+O485K4jNIg9lGtGBjK/w0sWJFwJGWmFRfYucebghvlXsd6xVD5Y2WTVCeaxOJmLsZk5VlPHMY2KBTSqurtcP9Z9menmTQxnvXQPdCKH/4ZE7BLOqp/xQGxvevH+9nF48YDFurD82cqiG3kwc7KpbD7u15YXa3QiZEJbdA1mxwmbvTC9gNE/dmShhyQ9bfSIYrK/HG/5trEBZF0Gzx2VLENtC/le8/WmKYVh6178fqxhoJu48j3aMveBGza3Sv3tWGYEiwdOzUJpt+WtU2+m2iCovqfo+HkmAv3E51i7iSB0rPtZWt7Sqg9tpEH2yu74bszGO80Uyf+aU8cVmwkm8VD+FsYIXD6Mv57FVEkFq7E/z71qKKe0AKokBdtzHc9T26qrareATWaE4JF+kS6xavMD+wk03Af2ierYsviNUkRO+Y4MMi2qaTfs+8onuuQsSm4UDrCNZbhc0+Pr4RK2mLDOpovWtsHaAUD209vGygO/Mgt1+TLitgMx9QDHrYasrIIiumT4mrPdth1GCfvxWR3xBxf28BOL3dCTUvB7W4UN0B162cI5/9a3nutuBk6GjFYcuO0MxTbNpxQZxEZ1ESfsp63BrFjoZd9FXNhSY2CK98rqoSD5dTNJYgeL9J3izziL8sV4O52VJ3dRQJu7Ok7s+68BADnrzmLA7pIkDl6GFyZSQE7iVwxT5DtEFdsVBVe7iwGTrvb1DmKA5qNUUizfuPXeGEKzmMe6w5ncPI9iYtpUEHhNlNX1W0Xq0INAaKgy5ZAa9O74sFtuDjqat2mpZKAV4XfwMh2DEIiJSSSeA11Bu4UVcOIJqI9kLZB+tgWhMTxo/0KUhz3jESVFtSiwr9V+3/9+lyEbCut8a2CgOAuDyvf20YeBPbuhAfP47T4J2Ehf8/00dnHMwnidVfvhZGk9H3sXC8cKseCSOLI7pznJmrYG1ZAiFAEtoGdfBbQCq3Mrj1iWgqFYht50p2wDaWcn74zJ9028sCiTunTQYUwenISTpchZJrpKCK6R7oLuuNJeiGQRaD0YIo7s9F6ulcuMHS+Bpur1kD3hgQMG5eEtwVOwTweQwFNW+CV7we4PYFQKZr11H+66/oP4lBA80lUg/3LvKd1Ek1Lo8+sWQoRD1I9OkeacOICBcErMHhl9IU1vwuvUSBGQf2vwbTi8PId6QyMSAmKgEWzhnamYDdrDlT9Jad9WXj2BBHnkzm3vV59H3Hw3XYW7bPmTYZoa1HGXCLzAolb6sVAuT6Mxlq5UOajl9XlCJEm/neoex5EaE44u+g4eLyKNz55bgoulJJA6qmTarwQpzdw5BAcP9eb0e21iN7CXUOen5gqF6CA35o4VNFwCGkXIQ90HRknto7bN9E4V5zxBSvw3u6njuL66k2ONZJV+j1e5cARPLjXod9zrGwSPHkdh411uAZFSA9i8aTH8tmhnRpygJwmbCMPAvm/g4WrktL5fxPA9/B48XhTcLnM2eEM0vg7Uj4FNuxKOMbXnGX4PS/exWE0xQK2kQcrq3fm1AtoI0HDJ6/pHLXf93bGVPB4UzB8fN9IANOKw0uf0tno671sQ/fS7IVGpi6863V067dXdsPeYwlxn+F7w3ZyV273wn5CgCxe4zxHcVdpKpBueXDTaoldfKxrYam4K71QycLJ/JxGa8my75my/pxKgopb9uH9mDhLnQfrDGw/kICt9HdOLO8+iTuuLVOhGNGQqfrf2a97oOup7KOxvWi1oqCENBHqbVUr4Ng5HBvDCal592lcXLQOncS/Mbrm6Fl8XrvX43HZgeGxB5Nq/5VrSqD5DNL2op6/up4n04BWVCPK5l2Y5oAccQYjCcc2PIIJ2vO5YmMS1ng4DsRGjjibEOJiF4koDh+XgnOl7a7fESXNK9twIjN5jmn0Ivps6bqkXDfeB7aB7aewDRQHfuSWa/KNNnzrCLClA3RwrwhjRVwcA2RSpG7nyuqdAm2c142Tru7j/qrwG+oMEHKAApvbxTVQ3ZoSbq9t5MHVEq/4MUea0iDbHFBSx1vvgoc4AWZorOYvnXHempANV9/3VC6EhTVH5PU7RdVwoII6glSFZyu+28U1cKeIBMNokl8w8gZ4vIrHyh7eM+ouwgyCdR4/n4YcoIDPNvLgQmV7hm0dd/KX1BwEj1eJZJlWXBTcA5oiu747aAWajVGYkgEWxYsYv5CFybdglmtg4ScedGS8EuTpyy3BtLSOh2ZVqEMhhbqSJrYXzGITxtDcF4XfwsgORKdEilCZ3U8w9VvFtTCkCZPvaI3SROBObOC7g64Cav3dWUhofh2KJYXJLaGvPUrFgci4VtFs4I5q8PB+R4LFwdaICSmYX3scF/ip2RE8zI2cUXcROrowQDtxISHimL2Hd+Y8N53TzyrstoG6GxurEM0SzqUwnea+YBt5UsTT74G+MyfdNvIgQlzUx4OKYMyUBJwtRbpNhAoLwj2layDWnDQP6J10RmjYhkItML0lyvSWNA0C01JUlg1V62HVFvQcf1NIAfSLtxnzI39u9OQk7Kqk4sqm1Tmvc392pUw+SzrJOM+UuNr16Z1E09Is9uZMhEglPmtj2wNw6hKJhnUTckCD7JpWpiOJ6pzieNITvRHjk7CnYoEEzOG0rrZpxR1q/Po9sQ3sgDK1hr/P9VpIgWE8RIkiEXWB9grs1qVwIGis7rmSoD+rQfu4tRyEL50lWiLHl2CnfB1RuKbOT7oG4FycDZ4+LTztfce0+Zm7hlRQCFxU0HDTUnor1vhWKVpECVHHXOXgQYX4SXeyYUE73/1HMHMRri8nL/ZCTVvK0Z0OnDkLndO04gAlj/4Tx2Udtg3U3HnyJg4b69F2jmkgU6dGHYmgzGckiGsbeeDP/woWr0mKZsBLXxx6QkRLITTBhTK+hqiZwInf4fLpsGVPr8NtYcEKvPavfD8ICsw2EEH3+FX2Z2fIWPydD0hsTqcYvZw5GzzeFHRO719xIN39INfOz8a7sEIRPHrZ61jft1atgAMn4uI+YxtYOBqtceCPncdnTofzm5YmCOz5q0M0mgtmvrtEDQhqtJE00VSHi8vubSLU6Hvlk/dwUn2CFP51pwaGoO88mBAePxeMnhDSrY3g6dwV9xGlhgtl4sKRA43qPhfOFOFAPo/atpTYuNoGOgUcv4DxTudUvKZX7/Y6ng3TisOSNfjvA8fx34vp31z8eOBR+iJMOfVdRvcjRtim79LEqd4n49+0nDFH+mcidO9GNz6B6QvV9VyzNSFix2HS+xKXHBKq5msxYkJK7IoDabEMI1dxjlENPi7iN7ZlR3wObAPbT2EbKA78yC3X5MvWVXbhL3AS1/y6WTAsm3WUaSkaworq3cJpnbU4U6n3ReE/ZfJ7G1JcrPtFFVDTpri9tpEHl0vaYEQTwUTT+MRs2RYtwqRKTypFR4C6a/qil77rXP9oDToq7KxcIomYbeTBzeI62FeBSRMnyyoBrYNbpGDNk/CMIXfA403BNuKx2gTbm1b3vagQc/VazlnjzJ2tHAfd1RQMU1LMQl9sh7hwlRZ8uiQq+u5ADmgIBRG2I/hfKP/XEty8XeJu1cbq8LqVDwcm/ruPsl5nvl66kE9E81JnW6YQFUMkKCAYX7rSPVvQPS80YORYDIQi1On00wJ+s7hBVLmjGgfZ6hohQXE4jb/7JTsLdc2po+C+6u/9+hwLxVljmpUoJytLH9jjuJ83yY6pvSsJc2tPZlz7jOeYUCodjU/FBuzkpV4Rx+w9mFsojxFAoV3b5J7YBibrAnHsnpv9GDSWohp6gD2tswVUDKvG4AU7pQ8HlULntCScL8ViAXM82bPcIrVoEU2kLohnst9tAAAgAElEQVRPs8LTg6IoFRdZK0Q4oy6Qdt02dO22BHR0JeFVIXZHfQTbVbxvpeHQPimpCdtlt33t767rjnAxgOdhDuhNbW5Ldx1gm0drbAtEKrCD1zk6BKeJszt3KSEHjhMihQQjxZedxEJ1aotpxR2K2qMnJ2FvJSniV//dlW4R1ARtOVmI1mMxOuIt0gT6MnUC1DygqAlcVGRYvvs8k+luoxdbeI54XFOH8G0tCOei33fdaC22foeCITOSJXBECXvqzi71Q7BbvEVDD/AaI/abrLxO1pvs1BIZ2yJFVEbcWCOq8bO64K5GjzAttXb7n/VA12xcXy7e6IX6oSlHAup7ExQRNo83BVF2SLl4ESIdjfK+I+VT4FlPL2xsUM9/tOwrGDNFfVZ3IuD53zbQ1WTp2oTA+p+/7dVoKZ+hujUFp+gaBukacjf0YMVM2Lqv1yGEt4SK4D3BOIxsfCXf0129D568yf7ssJL9XdIlYBFH28iDJ7MWgser9Az6s/O6mOs9rwhh0DAU38f6A7cf96oipoHJ65EzCVhOa7xtIOpOvT8uwpJdc9LOUUM66bpQ/Fz5b93F97EWkMtcxBB3jmc4PvP1hDN+L68/IzSUxXKC5+861As7DylawaiJKXjp+8FxDQROf+I4jlWCuIcI8ZWuMZRtF12U5fOFOrN5dwJqaC7yHT8hv2lT1Vo4dQnHDdNozl7pFdTMRdIYWCVFDvz3vG7lsuXxpuBuFRba/RcuKNHG23cz1gvHtSXNlSU16Fj1+DXFXTksbnnNHt38XNAM/PtWkNhxmOyLw9QkYmQWO0e0T0qJXbG+JpmWsizktYBf54J609DsCJyBbWD7KWwDxYEfueWafHVBItNSlc7gkUPgu098cReoJu8Ms11evVf8ZKctIOSAJhz4dFCBLDwvzB/Amt5ByUcxqhsXKHGjSyVDYFjTW/zuNA6p/xmpOnMQpSmhc/WWAyzfk5dZzzuiBQ38/m2Vy2FOrepmXi9uEnFB1jbwkw3jjeIGUbDmZLer7REGiFWrKBDGyXlK/VVYtg6vze7vnNBTXUTxZNVEoTWEZ4/HRYc63AtrjmLXb7larPtSSNeLA5amsSAWQyQaGcj/ndyb190sPrfEcSwWBtLhgCyI6Hex6ZH7Rdcr0qHQJ7pKcjav8GyUFubmPh1UACM7McGLFv4SP0Mc9uvFTdDUQsmqJphoaQ4FP8aX3hqK3bZZ9dQJrPxLvz7HNJNIR6PqZJNaeHDfLq1gcQCu3iUO55SkjElr0rCsx2YEQlNLDDqn4hg5czkBe8nHvXd/bqE8HbXAaA7bwGR9Hdl7plM8HPeFfNqj5V/JnBJaNlezD8zsUjAn3TbyRD/jQVE5TJipRJYiQ5FfHiDETmRENZ4v6UcwfNWvwWp1hXBWdw4wpFvTP2BkA9OPmHqzxrMN1u9IwJgpSXheiAU+3+MX+B5K+PQuzaiJTmG7Lx1P6buOBNA505FRtWIN6yMkg2k51fhNS9mMRot+A1Gyh+0cY8G5qzimZi367HjGwhOG0NzKDiSIhGFBNna/0MXlxk1PSuE0Uvs1hBaRXsYuZR2p66cwpSZKndxow7ei0M/f57brvHymVESbMwVAxRJVC4J5D+7GTnh44TQRdrtfi1o3/5+99/6KKkvXx/8w7sz0nbkzcyfemTu3DEgucigyCChIUFDAgBgRUUwoImIkmLNiQhExx1PxVFX3THdVnZrPd73fH/b7vnufU1W0vfyp1+KstddMY4VTJ+yz3+d9AhXRvi1tXGid7nsKdodMhtnQa3AkqOrFokbBUdd79wEVvBUFA3X/VQ8GTZeRlf76AmnOic9M2hf3xSn5OxTTUE0PMcvA+dEHDWvF82V6NgxFNQYnnJCnRs2aWHDAef8hJ+0EbUlwPr0dXn8Kw8FCSXsPlCbDyhaz+Rz/ftzHoE14Cu3cH4HSOplu8QZlKUU1Ucgt/zcnp9CcS3P/qYyNMHw6AoXV8nvoOH7yhqC66CN/z46c0/D6Y+Kipq5VfMajOXruSVD8aadIXdi0+8vBAZJJvHcnfg11zUvRT4mSC+4+CbNnRtAmitfJa2Hl3PweND0EVQhoPH0dgunZcEzH3jpfeXGudo8dBz+CSK7pB+LeJ28VW2zEpo5SFZoriJVESSwUh1m5OhrXjJHo96PjERgdl51uMqnkBoNXMhU9aNZJzCEChBaSqprmQkUy1XdIegeQjOPjlVv8mw7YD7CPAJkLTl6NMDD2ENMJyFjxEN7fXdvxc7Eb/ygL/UWuXTMxM9jvJU6yCq2be3PGwe6Isi+G6uFlfQ8xS+sdb1n6kFcRhaOnIrDTEl/M0cvXr4OmS5PF+rVGTNw2DXo2Bm0WOShK1QqrE98Hi9vi9nPYFsGBr9wWmnyDygSieb8Hnanq47xY9C8QVyc18WO8+GzdKB6SqiZxfnkyPzxefBCT8pvJ6zwhfl4q9+NmajWUF2EXK9vcleWiCvVyfsUJnbp6vICeTdzRVlH0AGrnj2Ttha48qYO+l+Jgc0FaeFMBOr2iGKZXiIKGfmdD8Wvx0EGNNtHu1+bfh4EhaeZjWrgelK7Sk1nt0IuyBlpAkmZtS+4FpBsqi09LvJt1mJgDiseCjpQ+KuicS3/Pi9vXfWj8ZukSM82fJAm6LLZdVxPHAbLLsrJopy6C6+4069t9u7eY3segQl2++e+oLX6xfDnUromI44zZ5vRd91JKINeBfgpK7jnrB+9Of1UuvV4uqIbrC8Q+UlrCjw1/4VIu8tioER2/PaPDbBjlGT8Htx6Ke6mly4Du/GumIs46KDZUTxGJIJQRfvVuhLPowycPLfyblCg68oEI2gSzh9y1Sf8Ydx8U2qs2/4ZplPG6U3xNKZRQfaUAmp4mZ7Ib9eneu/K8o5FcAD1ICJQkAM754LFcFJG+nY0vvzcVYjz3IcvB6f4WNF2CbXuyj8OhkTA0dhjwcrk4Z865l3g/muPkNF0s7tm0sX8baG818NfYTSkAP2WQd4rnyD6WfQVtgmpOc41TMSDzWuIVOQlDGU1rvuWu5Iae/2e5NwXNnYA3P5pucbGAOvOSlRIcoEzwhyfEOVKTNni/lBhCTRfsI/basP8lJh417vxBcYgtlXw+ye3fdC2RYRd25ePNXfqWNgZEZnIrwO6ImmJCidVwfOCNiQXQtS0CExitqXoqEBPo84zU5JORnqZLPxkqDKxzqPvufbz2c/n65DhQZL+oBogexZxR06W2XPN+D9Xodj77Ksyxue8mroHrzWfQ9BBUKm7o/evn2BRQX1vD18i59PXw5nMYDhRJcEBvcvBnm2IClfk0aEuCj0v/DLsOREyU+hcfRIHpWGlAQVUUzqUjgIR+NgQenczYAiPnIuBQri/VkK+q+DN/z/acs/Dmc2JwgCj692fxubdHRvg+2DAgzvn+SML3W0dxLTY0FvhOVQKm6SFYu0nsw7V7ZgD0gH0QLt4U99T2ypvMbCxrMPCYhWD2lfmeUwexiFgSd2YM/HXmiE1OvbDJ9BJ+/jRJIMi7f1cMOErzQ/vmf8PrT+I3FddKMGgnxt6NTUZY/y+eUQge1hh4rELgQaNASl0iwJbm/HggXty5UAFKt/aL7zxzIQxl9fhd12Uc7n77Ibh2L2ze14kIVKzGGOk34jOPonH2XrzGiNJ/alL8fTpLmBV7rlzm7r5r7qVsOqE5rTrIz2FL7pQJiPAqJsjW9/iRWdpQ+gG2D2A6UbWQbXBCUZdoErG3BK5pyUhwdbsh47YtxqimqNFaZFR5RUPFb/vFgkabi9vi9nPYFsGBr9wWmnxV6r/T/R0vFtwXpiSFHxHueIO6IztyTsMdzKFt2hA1TWhBm3D+pwKUUFXKEc6vjMLHpbJDdj21FkqL8buzzF1Z0paS3pHMndQJmhbUTLWLM/wKik6I8MGs/bA+TyLRt1PK2VzQgzR7WYA64G6KeNhSp7Sm6D3klkfhgH3QtNBrzX/EWbr7j5kf+uTCHrQlwTl7N2zJxWg/ZESQTnBT7iWxsN+qMAeQTuw7ED9n28QcQLlI0JYEeluNeA3Sej8v/SPT9Ob2IM1fMS3UdDM1l483AkmeBJ4Hmq54FTSX8d9If+i+fp2d8a1O+Ik0xNQVfb58BdQ0S3MtTZcGd3dSysDuiIInTYBErtfCcInOh/Ple/bK8Jw4mnDfEw0dmQ/rCsTi3p+W+P4wLwbEAslfY5caY1xweEeO8vXrmRyH69NisbB2kwFd+dgVbSqN+7lEmfcUpghwDhdr16fDrIUPnziw8L4pRa9nQvpuPEm2w147XhNYlMQbzvm3fO+Z5hcqZl+8i3mPR4kjJG3nTLId2jaRBlRe6+TR4Ef/AnbyxwLNfVNGzFHUKQEv2nsXXxvqMVSNMTXdnAxy5GQY1mwwYH45Smdm58W5p5QLxZiusjHK0VPevh5OD1ho3lxoqLRh+n207+QwTkwGTY9fmLvuToPr7jQ8G5+G1vyHsKb1Wwac2jf/P35N0CbAKnFvmeNKn7zEogfTL6grnFsRhfXo+H3ljjkNRfUq4YW9wqZg4CL1dwz0+RdgprGcBJklQVt8UzA1FjDmOkPfAm/3GvBgOsr9fBFrx4kjG1Yz3Xbw8L8EODAmflv3TiOmsNV0Sdt9O/OeC6X6tYZyXrpM54VNVtEnx3lfsFn8VVngui6kICy7wLlCva5VfxanxVCzRHFnp1i0Z69lQVtWLwvvjh4FwFAM886mb4A32g8wWCyZQ77NrVDeIN5H3VoqlKkwDdqS4MOyv0LfwQhUNUmQQu0+F9cain8PHg+8T05kboXR8QgXyXZHFAaH5T5WOpz8Pb0551nPHW9w1x5TgYiWHrQlwe2OQ2B3RGHf0JeDA3TcqKERb5ic+vUQO/1P3Qjz9Ru0JcGg/SDH8VU2ysKMQLdXH8McGVpUEwccwOvNR14X42c5ro7AHkrjiPcMV+8hBk2WSvD8zAXx3bv3R9lvIbdCmjFuU7T6py9IWcG6zWJfy1cZXIQTCOBDliLNySRPXMjHyjQX4n56Du2F7u3St6kar7Pnt1/xbxqwD8GN++I8UTNmaCwi4y3xuhmbjJhAIgI6Kc3ldgY+Cy9O8X3onH+zoMcSSRZpnXbnMc6LuxI3cHRMA6mv+MSsjJI6wS61NomY5YHPKpJGNG2IPzdpeshkZsvSYPTa8S35BsrqF5kDi9vPe1sEB75yW2jyVdFFzRkwL36VOMKEkze6jG/POQcPUKdGmmfVKfhpciYXoI+ei/fOIOJeWBWF92j8FbQlwdXUOigp1nmBb1oE4oI2gJRGdWFJ+85dlzv3Eu63mgFLWfOD9kPQnn+P/34ztVrREpOeVxagt1MqTAVeRZEGhVVRGLQfwkWsAA1aCmfgxHkxme8+aJ6QifIatCXBKfuWGAo5MRy6c6+aHsSaHuIYH6+FPkjDBA4oMUbs4I7d3g9L/8JdoZl+fKhbooao4PEqpnT6F3TfVUdufp8CQHkGdojPRTM1GtYuJg3X42cQtAm6+8rWKARsovvx2fs9uNHg63aK6Aq+LxCdLdf0A0bMgzbRSY5XUH3p0DH/u61IRCdSWsKPDVrcBSozwEkaY1w0eYYPyeNy8QJcvh3GhXwEOgsFYKU3xgcHPNgN/Vhbhl1dsfC8+SAMw5ni+IaO71v4NyFY5r56BdwXpY7z0Ypc6CeTTMti03Re2C3erAenOcA18yx2vxXKLb3u8YpcaN8iFmt7DimLeNLSon8BLcb06ixeyPF3IihAtE3n7Dz/JlXrSp04Dc39iF2zI+c0DJ+JQGtXFOaWp5r2Xz1O9DllDVFT9JQEB77suog5F0QbPnXC7DjdUsmgqAuZDJou4xXjyYsoWq1hrQF3HiHgtBHBAYz+pIUj/zcCco/nxfy8EtMvqANXVGtAFy7UL9wU58gbh8XECRgHFfASTVADy37F93Ki7HBNl9R70uAnOq4UixcvIk31LaBotBv5rWB3RKEnd9JUcAWz/mxyZdf0EGzaJY091fmC5v25GTcXSkWKs71V7mFNlVABUPdVdEPH80uFiCrZot+hr1/F0ZwEnlME4EdPCGqbxbl5PC+PQVGNLLxVPTsBYkGbiPJ96/wBDjikJt67byeU1FF8pfhfMgRUn6Hvlv0N9hyOQE0zucSH4SkmrlQ1GVBWZzCLiYzyvMiaO565HcYmI6as90Mj8t6vKPXw92zNnYD3rsRGaqQvv/UQj9kp6b1wuf04F4xfei9WNpoNDuONmw+QMdktjitF4p29FOZ7KmhLgn32I3B9OpauT+kG75wh+OwL8TH4bPkejsKlCOOpSfCtERR4D85H6vdZTX5Vc0YCrgJKUgjR7UfOiGs4F300Prp/wN8ljsW5S2E4d1mCA5294niSd8Kj5yFw3xLPLAIBaJ3JPhu1sd4g8YbKiqIi/vp0mOUjT+5JVsne7GNwE887pSkQSJCryGHOX0FjVpSXrOkU+33lrvhN1zPRK2Ry3BQVyc8TZe7lObtZzB9dedeQNYLgQH98DydND4E/W6x5G6qcHLdYVi+YGeR95Wuvk94sylqYXt/SZcQkaml6iI27KQZXL8MoaadfvHbJb6Bi9SJzYHH7eW+L4MBXbgtNvmr8mPOTD3R82NDilxyLne7v4r7ft17QkbfnjfNishbpddQNDNqE8z8VoNNPxcRJpjeF1dL4K2hLgiupDawZD6aaF4KExFPXQpUdkH6S9Zqoz4o3yA1aHQP2IWjLf8D/fS11JRzL3M2LJE2XDtO3UyrgZqoAI0j7WVrsBcdK6YAdQPOwluKncPai+K09eyyyAkXfPWrfBp15ooNEnXYqRjrzrmNXWAEHkHVgpQ/SMMkKOmSMkY5SDOrGvlv2d8ivFAuB+/2IWFuMAK2O6OLBvbCsQdMVI8N1tfLYK6aX1gU0j7e0+DV3CanjPpucDnWtEdCXiOtT8/yTgYibqVViEVuxkh/ylHJAEhkrFfunDF+RAJ+ai7D7j2kJPzb8uOD3l6dw15bMMD1Dg6ZM5CnFtbqrSJioeRuK434uuX6/aW1DAEncf7cehuBYpjDECh1b2EVfzUynazxoE94afdlEh16b8P2JmB4kF4jnS0Gd1KBNpJIEbUnwcEU+rMdkj12D5nuFXqv5fmBJC6U0qK7uHAfHMpL70uBS6SwHLG7d1EXdlnMORs5FoG2jAbPJYg4jFpLKeqHPKVlpSNf77Z3cEbXOXV98fSm+L2pWtb5uJTMJnE+lZEqN6LR+FnlXNHYYcBf/f8sGsfhnbwJkCrCpHy7cpSmmOA9UvJWvErptuyMKE5grTkkPqkM6ySOs8Y7UoXfdQ+ZNVVbCY0GvCZSn8XEIoAGp6VqyUO5N/zY5wQttz7Dwz7hc2AV2RxQ25Yo5g4z5/JUZJld2TQ9BT58BYxn0W+RcR+abD2e+Bbsjysy4l6iJtzInrIUCMTUCpSsYvPITUwSBZVUuwwBXaxUbs/oLbGz8l1ch7nvV/Z7em18hC+/mrlh2Q9CWBKczuuGDOwSDDin38YyNcOdVShfwvbhWCNqS4O2y/4WBIUNq/p+HlfWAARWrY007vYPi2XoscxecngpDzRq5j2oBX1mh8/dsyZ1iWUO8IQtI8zEL2pJgvE3EAY9NfDk4QF4NT14kfg2lgGzoFcd19wHxntHzEX7uBG1JsNd+FG4hQFdWLwszum7od5GU4fUny/MDDTN19PrxXLlsAto1XZryirlulWUulnOJd7MAhVSgjYr/K7cEeFjEMgFxHZGp8vkrYZi4KsGBzbvE71ZZG6450dEnyRB1sQkUX8jk2jQXKiwqSty49zTMaQTTD4L8m/Zkj8DtR2JfT06Ic9KDUgRKXIl3vuh+uftY/KYr6Y08/xLb0PXm04JAN0k2NuTdBLtDJiNwrKyl+aHpIU6Saahxw57DBoNGp6fCPC/pbTXy2Vqewu/dgR5WbRsNNh2miFNNl5JRiptm3zAE2V1LfgdVTYvgwOL2894WwYGv3BaafEl3FrQJV2PWkWM2s9QMe+O+39suUNZtBZPw7A3p5aIxD6OHK/LY3OcWusYSHa+41oA3aPwVtCXBpbRGKCgRHSY1h1w87LHYRKQ2mCILMypwaEHtvngh4e+mBy3FHoqHy3FoLpDI+5XUBhjK2mNa4JEG9mZKFTuqB9gMLggVq6NMww5kCR+F5pJnXOx1bTcvTFRN4rB9N3TkCU8DP2ry6Hysz7vFNDJe9LLT/7q4v9HEHFAMGPWGQvEAmadYwP/j7sWt/thOv6aHwBdv8R+HNmwdRONV6b6UKuEdHU5YpEvarLnwps7I0+RMqF9rgHeJ1I3TtXE9tRbsjig8rJexjK47ghGio6Hdx63i93isoMQXDL1AFLJNJUiLjlOsxL3mUH4SKElmT4UAUgu9R/ZJYO7KVU7+2LzbgM5ise/eusL49yDGQz3f1Ad2RxTWo/TkzuMwX7/hofjSE/5Nirnkq4mbfK1Mryhm0zZd8ZuwDjcVepaOEMl33Ip2mq8NKqJtSRDIEx2aBysKoRNpuTv3me8V8gZxfvKBvy5f7BNe157j0nAxgPc0FS/uy5dkZ5mSOnRFZoKyEzb/zJ2Ak+MRaN9iwJPkLF7UqnOM+9Yt/pzCGgP6s0l60cFa+4Bl7vri6wulRO6LF8xU4PWrwFtC7tlygSqN72JTS2jB27TBYBZBUweCA0qBqelKt6+hSMzPs2a6NFHGa5qjXEicvYSu8r0ye533i2n1Zr8LWrC6rqNkQEkysY75y8hmQO0vjZh7QIkrtP7bqzHJGqEkiPGiXjEfo8dMAIFsva0a+g6K3zZyTsydPXsMOJHZi/OF+H2fKTJu6S/gNso1CtBtnyjt5CfjRc8FL7OVMBaXsuuLl4FnchwLAAGCECtBLUTcKD3wNzoYJPWXp8kYOash3owEB9QYysYOBWBW0nJOZWyCj54QDJZKzxHXtWvM+KtvQ5+JOXHOVb+C18v+D/YfNUzAhJq4Ut1ksFGvZ69gulHhNJTVB2cvym6w3RGF4TNy3yurA/w9m3Ivwidv4nunA+Uul2+L99O8H7QlwWizMIubvPrl4ACZ2T2aS/weayd6/1GDAQ7nZwls9GcPw90Zc7H6CeMeVaNHus+eWtgK9Hwg1uTr8RsxkbxuRcZgTbfxK+wbMr9VZZvEunj6XIADJPOYfyeO5aZd0uRv6ob0HOjdK34LJQRcuxcGJ6fXfMPP8sCK34B7RgBi3Mn+kUHMFvfYcQaPnrwIsS/NzYdh9t7Ykz3C1/zEVWmObXdEobpJXvPM9NgojnmtkhaRXRpVzEfH2CDU+c4J/qpM07PAdGyRRdORd4cBFE2X7Bhff2/sezLEPd5Q54OLtyLgWGnA1n4Dzl4K87ykN1dI9qVi4ti718DfZ8SYZmt6CFxvhKG3P1MA4ATSkFRYW/oHUxKFdSxui9vPYVsEB75ySzj5WrLJne+cioZNaB1/LMvet1Z0pHsLpuAddjByy8XikxbSQZtwkKcOxNW7YuIkmqtjpQGvlkt/gotpayC3JMQPF/X73OeFm7++YTV8u8RsqEOgAP8GJXbKOthMKVV6LuzOHoWmgln+70tpjdJoDKmgHoyjupFaw1nsVIzkl/wLapqjsAdp2P50QW9uKZ2H2/hbmywZy9RZD9qS4Ej2AKzNRx1wfWHch47qYsy6Pkw2sA4TOKBkHJPGmND9V8uXcpfgSj9S2Febu9Qy6k5S14i5sJCLvduSpa7pUofnGRo0dQas71UN5fihhzrdmWQ7rFpngGeJAGY0Z4Cj2a6l1oHdEYUbLfu5YCAQRu+og9rmKBxnL4mFi+a413y+0CGucmD+NqYl/Ngg809/gY29KwIF/4v70W8C5kj/2dsfgc5SUXh7a/Pj7w/S4Wf6Rk0dkbszYTiC12/4yMIRe8S2aSl5ZmLP3E0pjXFOjjdclOGOhSXfZ5bFqzq8g338PRRTN72iGDbuNEyLThrqXBTAhRoZoqrUdbpuOBry9CgDaT4lMpP03ZRqQkDD5twLcGoyAuu3GvB4BYIm9+6L1yCo6LojzRLzyqMmdgXRx+N1uL9kqOwEXenOXshoiWEyaLrZTNL6WTTvNHca8HBOLJRXrxPzMy0gA+jj4CZ/kDWlfP3YHTIXnijjq9YasH0fmXhF4NzlCBxH+QrFKWq6BAE9FrkD64/xfvWvis+IKaqOQkMhGtDiuaJCgEwk5bWEDC+M+aNR32ZAF7Kx9DXl4B0Q9/3Jwj0CSEOPmQBK0by962En6n9PjouCcNuAESMvU70TrtwRx4k8GSauhuPOj2oiiKbLWNZAgU1KBlAmw0CYQmFmgHNlLneI/XV5LM+jxb6MbhPv++jBApSKfNUXQYnaG8vYLMCBsjP8N21mDuyOKGSXRmNAB7q3xTNkCewfNmR390lYJq60C0bBATsy3dCokzxzDmfthfNXwgws2B1ROKl096tqv+Xv2Zh7ecF7p7NXnLsL2LmlxKWgLQmGmi4K4ODOl4MDdCxvPEjsOWDVsFPMHPkm0DW7136MpZfkKSDjHiU4QNGRxLCUc6nZZ2Vt/jRcyjCnaKhMCdXnR9NDXNwGbUnsMRNQzKYJDHB5/z9xvxNr4iV6b2wnL4UIXLwlmQO7Dxj47yg1uoFR1vi8I4ZSMOtP4GT5WWKfEXWoiR9qEkb7Ful5QuuvAfsQTKMR5dW7EV5vCUBUXvPUlKK1lOrRkV8ZhUnFfJRNCD944s79fGyRybo2f1qwU6ZQbrUAaOlPE7K2+nrd9Pfxq2HYkCeep/6mUpae6gpzr6dP/K7OXglcquxL13P0YiAPEzzPFFf7aemfoK51kTmwuP28t0Vw4Cu3hJMveQoQ5evNJ9aluW4L91uKX3OiIZd1eFpE96C3UBh0kS7x+dsw6EpM0r0UB0cVXbghJvAbD6jjYcCL5bIzNJXWAjmlBi8GTd+nOD5bWQ0BjJYierbnVOKYOgF1c5MAACAASURBVJI8ELU4aBNa41WF86b9oOQB1XFbFKArOfuaHv7Zjgg0tBncaSVNc3P5S3j+jjLDzROySuEetB+E1nxBuyNqL52PdfjQqWuTDzk3GsdR+oB1mGQFxLSwJYG/2m5aOL1YnsymSBP9GBln6eZZF7aaHgL32MiPFo1eNANTtcCqREHtDFjfG1Q6xXy8sEP9eEUONLYb4FpCpnI+ZilcSRVmYxPrpUkZGVN5d26E6qaolIvEofv96IIlVzxw6xwY/ZYg+9g6Ahm/xwf136RRIxoeeQf7pJb05k2mRe7cH4ENpeKceKvj6zQJDLt3+AbYHVHo3i6ukenZMF+/oUM7Ftw38ulodLyC5oInfK3cSqlQHN3jg1CaHmLNtG5ZkPowSswdJ8rJi34TQZs0D7yb4oDNmPnc02cBBzBWyvXkOS+QiXni6xP3p6ppV2UvbAanAFmkIXU9FzGI5FmyMfcKnL0Yhs5tEXi4QjAU3OhfQt03N0aHabroNu3C7HLfplYuVIPLfvmTry1Nl6wm1517JsbPREY7zCSjj8Z92b2SxqDjMZ9FXbK2bgNmkOZdvxaZA2Q4S3GPFl8G6og3o8FlLYIDTRsMNtA6cT4Mp6bCLF9Rs9XlnGGeh8kwlowCCYywjpzyf8PKQkw0wAQalrlZ0i+Isu+xaHtrmyUA4G90sHHiUOFBsDuisA49Zgh48hzaCzsGIqYF/o6BSAyDjIGV7L/C5LUwMypExxjBAWZ2CUDKCpQ5X74Xn5H3d+nivlJcb8EVQhrjUlIpTB4F+NzwN5dJEAcLIOmWL/bjrTNkYjaQ7E/TQ5wWE7SJ1IBP3hDsL5dstg/v/GB3CMlC60bx/ptYKOtd0uT2xfJlcGDEgDWd4rvvPArDbTQoXrNBMApk6omIrSWzuYNZ+2HiapiBBbtDONLTPlbVS7+YTfmJk3E0PQTdHGGH738nzQz3N90w7f+XjI07DPPnxRlW9/uRc+gvhHGMFDN7IOsAPJ4nKaW4B9mAsFbOdWTIen3a/J0Ui0f3T0v+Y5jKXIfzq5AUmeJhLUCtGj1JrCrqKDOAVBYFIyrAAQIpKPlBBV4u35HMAfrd0pMgYvo+aqgECv7xRQkl6iBAxD1+1hQrqQIRJCMbtB/klIC7MxIwszvMXk1PLGAae2m8D0NJXRTOpwsPF8/YcZaMap99sukUR65KjanW/EfIfBHHgGRM3m0bYt4TSBGf3bAqaPr75PUwdOSh18qqYundosytBKBv3Gmwr5BqTO2eEX4ugRKUKaE804nz1odlfzWBhNaxuC1uP4dtERz4yi3h5EvUbQIHXr43LUzVCd71cCbuZ3iaxYK6t0gg+mTucuth2NStvp1SDsXoqDyOlKtr96Q5z/zyFXIRnN4GOWXSbE7NSKdsZN/2zhgndDbsoUVYnG40T+boOK/GLW7LOQf1ha+U/VjLyQNejNoj+ufV1Hq4mLaGXxtc+kuxEOo0uNNKD5aWKuEsTg+3d4rbMkUjBm0C+V5TgHTRKpHvTuejLf8B0uPkws5jySm3DhNzQAFqSBfumpHmfqV14tyc2iPpqqaFCT+kZXdS1fImOs4M5myWqDfRyX19PTFZ4KZzlG1OG9B0aUj5cEUeNK03wLn091gseLn7dimtEeyOKBzfiBrqlTng29HFhWKVQnH1Dmz/4oUiH4tscc3UlWkQsBG7IbFJFo1gigAygva/gAflKQS+effvUoC523D8rFh87TkUgc5KEdfkrbTH/Vz6jGsnX/CCQdND8OBZmK/f0IH4ppX8GbjgXOn4AKsL5vhauZFaDdtzUa+vsD+sg/PoLVRWL7s17495j0pppgXenZRyXmRu2mXu8PkV6QPtL3eMiRGgyFHIsNPX38t0cgL5ND3ECydOIsAFc2fedTh/JQwbdxpwfwXJCG6L92D3zYVacFpU78gR3VZf9xqmSwdtsfT3Lxk85z56wqyAoC0JzmZ2waMVKJlSPBxUGYL1s8gAbe2mKDx9RQaDCA4odF9NVyRA6DeiAguaLg3H2jZGTbr80fNhOJrVx9cx7xdSl93nTpuvNQR2PMeFTwOZr6rj1Ufx3VWUcY9dSM4ax4g+vifx/lZ1t5ouDOUIAPDXFzBYtb/whPgtyJKhDqHn3GmTK7umh2DnYAQOZQ3wtaTpimFq0RI4PSWlGwToaXqsSSIBtO7L4lnpovjP7L+Am+IWsQChbqjznca/hcBcf8lycOO58nXUmZJNND0EG9Cz4/JtsR8vP8pYOrvDHJNH5yBoS4LRjK3w2ReCI2UjvA9UvBbXRjnyjSj75HURtImo4kMjYWjtRtbCfbNRX+N6I8a7hDwpBu0H4MKNCDR3SXCAaNmaHoKq1WH+nu7CGwveO6SLP3cZ368Y0fatnjYxH75kEItkdDwx24CM/A6NiM8l1tfWfjRmTqeo5H42aSR/CJKElCoeBNShn7xu/k46XiSHaiqYhfOZGJU3IlJ3VA+jGIlXWQr/GwHRZCBL/hA1zRIckOaO4net5+sqzNec3RGFweNiP3cdQMAQ5TjcpME1m790Bbheift5oXhsdZB0xTUhIgJzy6Mx55maMIezBtjsmgCAsjoqouWxfPGBfB/E+aGm1ZvPYahYHYWz6XRMhxikczoDbFrqvnwpds7GxtSagidgd0ThyChKi04eN13zpnkwWYBG9U3/NP394q2wZJDWFcg1ktKY6dwm9nnLbgOOxml0uKYFw1LHZwkl57gUnymVhWodi9vi9nPYFsGBr9wSTr7kAE5Uzfk37ApNnTG9jjpnd+J+hqdJPAB6S4SmeDNO2mcvhk20w5up1VyAnsaODDmyVzZKV/CgLQnG09shtzwK+hJcIClmiB5Fw0UGMW7UZVL3k9y+4xUkPJnjAjWgaFl7ciehtlDmBJ9L7zC5kGt6iI3NLqetgsk0uTjyL/8NL9CoUAhgMdhSJWjLtS2o2VSMotzTksLdlz0CqwtwAYgO3lQQteQ/FsdKcZh1E5U7AS1XBQf8SFUWD2k0IMNO1GxyBlRgDNGx3a/4uJge0nEKENI3+hNE7Gm6TGNQjcK8I+Jv3t4OU2cg5hxRxrDCWiGt/oMVBbCm04DPS0XRoL13g/uc0MpeSFsDdkcUBrbKzpx/nTAndE+ch4pVRgwj5KcMPUuAFrXlTvDbhLma5vnXj74vsOwbflATA4U74APb2aPDdXcahsbEvbHvqAGdFUJ37S3PjPu5tICZmgqC3SF8CjQ9BI+eh/n6De1f+HdSHGdlqcsEkF1LXQm9uaIQ8VoMrtRBch+rCRYbMg3EMheo668WQ7dSKmEb6ik37jAvXlh2cfUaU9O9J7AbiZFZZMQUSP8deEeHeWHG+6H4YxCYSPp9ovOvz7sFk9fCsHmXAfdSkOKPUWEEKrpmZkHTQ/Aai6feHCysN6w2gR5OV3DB4x73XCBo4Zx9zt33oC0JTmX1wIMVwjjPpczHsuiMXbReRQfu9i0GzL6mjhk66vuwcELmi/usuH8oW5vAWyo6yQW/oycC+46KQuDIWBiGzyh6cgVs87XTPWdmNBDA4j2EBXf7ypj9JvPE8iLh1B1EoJXZRPNvTa+nrqrHwlApa4hCaz4ulFfmMtiys+C8YEWQxwzGWrpu34Gt/eSnIObO3QciTIn3ISVemoSlMZBHndX2LQgOqOkCujTBJaDJ+d4trtXMP0jqMBZUZNqoMiRcmGEfyP9fU6zhpGJequlKtxuLS4oULMUOaVmDAjArxeSJTAF8jDoEyyqQ+nuYVwopppVfR3AAJWFBWxLMLU+BI6NhWLuZWAshuHYvzF3bli4DduSI64t8P4jFsc9+GC7dijCwIL5DFnPVjTKytqvwVsy1oo5ePHdnLsr3k6/S7jrh2/No7svBgQNY+B8cSVxIWQ0sreeDdOvHM7fD87fi33KwyKV7skqJNtyO4NSpSQs4gEAo0fUbCl/A6SyU6GGEqAr2WAF+NRaVOt20zqCIxY4tBoMDRN2/elfsR0cPSg/vhuHmfZmqQOaRPCecxOsD44J1BOT8NdmcshHMio0jjTfIW+r9+ctgdwgJqqbLWMVTkxE+HkezdrME4sUHZMuglFX1ryH5awFKOcgo+4NbSCnY4G/4MHtSOd3fgb4AQ4sA3caCZ2B3RGH/sfgAoel8oKHpqhZzY+Hy7QgzSP0rcyWjUGEsUJRs795YLw9Nl00n8uYhAFj1mbJKXNWxuC1uP4dtERz4yi3h5IuLk2/x4emae8XUfBearvjjRHepw71adNu2lgq63+AxA1H0CCOeVGSUrxKT8InzYuKcuiEelNWN0hU8aEuCc+nroaAyynpypzMgH5CoGfUO9kkndGQ5UAY4xdQtRBknd3S/4oK9Kfei7FTZkuBMRqd0IcdsaiqCLqY1wXj6Wn6tnvLfYHdEYUNvhLOzA1i0tdQIvwbqvFy6JR9UZCwVtCXBzpxTUF/4kotGTY9FpEvrFFkBAgtksmcdJuaA4v/gL1oqvhudg58k29mJ+sBOpMvm/s38kMbCiYwqNT0ELv7++B1tTQ+BZ1gyPfhvJDXobpZuy1OTsQ/POAZAZJo2vaIIWjoN+LRUGgbR506ltQhUfSd6aiz5hXSuv3cfSuuNmMX+Txk6ugzXVnjAFwfASjSIoRNY8RvZpS0TAJd3z1amrLumH8ChEXGtHBgxoLNa+GD4ytJjP5cKjPTfwdlL4j1b94hr5PF8iK/f0MDCv5O6L6UOP9QUvedr5UpqA/TmCYaIt92cIe96/oo7uLJYMS+CmOmD9486vEpxQeNGajU7MVNEFh/39RgxNXGei0TOt28R7BnSVAay/iRlN+tWgq8PY9QUXSYt6JzIiqJ7pD3/Hly4GYaevgjcSRHzm+sqGrSitMH5RKQFzOFinyLx9I567mIHbUngfO8Wx2ruFbjmXi14DghwoPgs54t34OvtkMVb1naYXoHU1ps35e+wmMiqgxf9PREuEqsaZdyeuvhVJVvivRSnieAAgptd2ww4MCLn+aGxCBzmzrpcoJpicdW5FxesJCvR4zBSKHPcgZG2RM0OkgZ49rnp9XoXdtfOnTL9vbjWgDUok/FXZfE+bc4XeeSNBUi/xePgmn+tuLKL66//sBH7HED9v78uDw6PSs253SFp+1KmUYPzmfnZ6vzo43uX5kkdQUwG7BVwia/tzD/yfeXd3snMBfLo2LI7YuqezyJjhGL5VOd2lYZ+Ims7aHoIttU/gg9L/wqfV1Vz8VrZaLDO+fxlcVyouA/akuBZcjocGQuzAdyVO5J6vn6rSP6wZrfTc3rAfhQu34lA+xZpmkjsBE0XXhfE0NpYfHvBe2gHemGMKYV1oCoLAtl/hZaGz2B3CAbNl871FEG8czAxc8BazF+9G2JQRNOFJ8zH5f8D6/LvwUtkxGSXimtk5kXYdM2I680cpWmdS4mJsLLwLYxmmec1VSbit+j6ac0TtCWxrJKSQk6Oi+/cNSjBgW4EmQioWbtJnJvr02GWHNkdUTh+Fr0WRsPmwhiZW7xGWl2sgLe/jzmOzvsPY/5GTY2X50RaU/UacZwoym/kbBh83WvgU/LfoCX/ETx9La4bYnSREefAkPlY0t/V12m6SC4ggz/P0CCvjTXfDzzHkL+DaT+RlbGqcB7sjij0HRTfp3pkWd8TXCoAwIY289+v3Qub5iyKN1XnPJIO7dgfgUNZKJns6wHX3WlwvnwvZX5rsCmE3l2qz1Rz5yI4sLj9vLdFcOArt4QPP0Rxv6Voqdl5E6VV00Pga0+Mlmp6CNwNYmG6tUx01sicp3evwYgxFRlVuDihh97EFdJqGvAUXcGDtiQ4k94JhdVRcC2Rei/6Pna3HxqMAS78SLfzopZxoa4wAQnUmQ/akqA77ypUFEmN4qmMTTBgP2oqbt1nhWTgQloznEuXC3dv2p9F13aXAVtzRDFFtLGWuk+g6SHW6Y6cVcCBWelx0JtzHmoLBbIbwALeikiTkZGmi2IiaEucE25iDtTJjONAwT/Eb2H9fi53BXfvwId35h/MDz+L3ETTQ+B8KmmuiY5zPEMekmb42uu4M+C5Ems0JTttsltERn73UkqgtduAD0tRevDmM3sgTKSvFcXltggb3XE02KsP5ui5OEXrjw09Q3Qqaip94F0iaM6aAmDFHQq99dtlv2SjRjq/vt1b2DDK9eAxDA6L83H4ZBg6V4rj7HWkxXyuE42H/AU2pUgQ19fTV2HYi9dvqD9+3CUvVJCunV/yL6gs0nhfL6U1wtY8wXLwrpUdXnK6p66zZySWIaLpIVOH0/qdRPEOoo48aBNJE7uRnrq+xwIOoD+F5+QId1aJPUN52hTPGcj9mzRtW5kbl3ZOpqTu6Yd4jYuitS3/AVy+HYHevQbcSqk0XZ/swfLsBWh6iHX8m3MvYnFXy0Z8QVsSuF59lB16WxJomj/u8Sdtqj/7LxBEHxTtnZN9E4K2JDiWtRvupOCcpwABqleF9XPJOKyz14B5pDBXrFLAgVQ5x1LXkc7h5duyuNN0KSvYtCsCR8h07VgEDp6IwEFcoPr6euScgVIm91UzaEEMEPaLiHNtHD0lPr+w5Fte3Irj81fT84k/k5hBUxOmv+dXRlkm4y9P4+jLjrzbYHdIw0OW1rm/i4lp7D8cgf5swULxbu0Qc+9VyZrae0Ts6+ET4lgT9dllMXgkZhvHULIE5jc8T5KLPF8vFrkSnS+OgN27HY6fkRIkTQ/FyCIePRf7tbJVnD/Su2u62cDuhF2we9TEATI7rG2OxngxqAyZp8mZcPRUmNkTF2+G4QI62ndvj0BHT0TeIyg9ovu/L/sEXLsXZvCcmAe0j3WtEhzY4lgYHKC5gxoQ6ihrID+kL5/ryU9i447E4MCmXebrRU0IodeQ4e/rT7Iw/ewLsUFh/Vr5+UdG5b0Vby4lCVZV0ScYzrLEQ6KfT9AmTDzV9wfQ3yZoS2LWpb8uDzQ9BANDcm1G4IBMJBG/q61bmjOSz4V6PRCQQl4LnjNjEMj/Xx56axVoml98vyXJhZoPvs3muUDHdcvsmbtgd0gTwYGhiIm1UMmmgvK9xBpQX0ejEM/H/HvxO0jmsWaDkkyCUjTyvaL1rCeOPxLd23WFr8HuiMK2AbGf7kkJUFvfQ+eC0mBo3HgQZtDSX46M2mW/NM0FJPnYc8hgdqCPWEdZf2azVwYbbULipvpMUVpDvLG4LW4/h20RHPjKLdEE4Hr90bQ4d808i6Haqo7f8T7DUyc6WVsrxMKUqISt3Qb4tm0wFRlkaHUQtXlnL8lFy0yyjNk5ndENxbVR0JZKp1j6PjUGj2QLREknehm5hS9U+JEBFaUBBG0io7a02MP/PZrRw4tCWjBTd3oyrRXOpHfKIiDjb2B3RGH7gAFbcpEyjgVXc4NmWvDuOSwfBmoO8pbcKWYu0IOdHg6NRc/B7jC7GnOWMAIJ1mECB5RYSWIFUPH0YEUB1GFM1eatwbgPb2uXVdOVQiwnsX7QS/4CClDjUsy04uXG88IAH3Zq55GkDHdTSmHt5ii8XyYd7N2o7zuf3s7dUtWhObjkP0Dz/QCF1Qbsxei5eLnoPzb8acI8r6pKBzcbIuoLv88l85iDNmHSFrQlMTPEu3OjBOYeP4V+LDiGT0egq04UMN7ilJjPZYCoPAVOTpojAGdfhfj6/aFvYRCEiqNsh2G6B6bSmqGnQCzqva218tzPy+tW0xUQaKfZlVkuUmpjvpPmFu4K24SXB9F01202L17YYBC7Y4FlvwKnQu8W+0WGV/8ADfcxkPd38LFz/rA8jxbAiyRVLQWP4erdMOwYiMCNVGS2oJyGQEXnvPARIefrjbnYqWmtkr/LJtzm1TgzVUNumkcxjjK45D8ggIt/TfOzGVXQJjS1DFYoTC4/S79iXbSpQOvaHoFXH4leroADCEQ43znBYzmHxOwig0uav3v6DDh2Wnzu3iMG7BuKxDjRa7oS+2gBLfQ2cUy9Pe34v7FRrDuxC59XItk/4ryK40/pEfyZFFtpYbhll0ahgdhYpcnMzmnJfww55VE2PAzakiCAVGdJyxdz576j0mSWWBXqdU2MgZPjESirF++de6NQe+sFcMUeOWgy6ERD4MDybzj+kgxa6fqOmRNxviTGlffwABwcCTPLSNNDMWkLqju7Cl6o82nQlgQjdsG0W00Z8k9lHGH9WgP2HKKIRyz+kMUXtAn22fEzETZKm7oW5ji5TbsM6OyNyHg2jGTTO4Wh4bacs3DjfphN5uwOqXPXdBEnSP5Dm0sWlhWo86b138hz4c2nL5cVkG9CS1fiLitp8a9gCgKBMap5cCEWqm+dIU6N+Oj+ISYRRNNlkb3LwlYgX5cg0tHLi10x3jkqYBOwm6n7xEiiNUPQJiWJdN4u3JDMAboHKTmCPCFuPwrzNWV3SIbK2Ytmr4V4g675oCWFivcHQV6+3vF+vT8mPJfaNorPPjhilnsQK/X5O/ne8lXx0y/U1z+cMxtCtm2UySS+/bv5/tR0yXTxDB+O+V1kbltb+A6bRMgcuBw/GpqaBX7bL0znXtNFwgwZY1NKizXulVIYBoZko0M1nKT1ha+ziU1cNfd37DP1fHmKyaTROha3xe3nsC2CA1+5JZyosTBlSuWjJ6zFd2F3g6PmlBxx0wNrpejEbK0UGtjZV9JHgMzIRJHRAvWYY7zvqJg4T03JhcejFXn82rGMzVBaFzVRxvlhoVC7qPNAOlMyAKQunGqCZx2ksVZd/Dvy7kBJsV8uljK3wR4yUcIFLKH3E+lrWZsWtCXB5ywb0snCsClXPBD8eFybVwlq8RRSZbu2KeDAW9ml7c69wswFf/ZfxUPHIRD+1SUvwe4w5yHLLmn84twkK6DoRpvU+0mKfjEvCDu2hLlIMR0vi3mbpodk0ZP624THmeLqVM25jOHKB389aqhvx3pasAmiYmhGwMLtlApo3xKBt8skBZt0u2fT1+NCImrK4iZQJL9SiZ6LU5j82PCjy3BlTUAxRPQt+B6OPsMi3DsitPI6Mld827uYmuiaecbmTqPnI9DZIEAgb2Fy7P2HBo3+lbkwOm5eVM69DfPv/GHXAiCI+1ucB/4T7I4oFBfLXPGJ9DbYXCDMEz3N1fL3PJERYZrmV8z/zMaHlM2ury6J+V7Sf/vTfsufdTl1FezDrlBrt3nxQl0xkggE0n7HYEAQ3a/V7HiNsuiX/AK8bHx5Un4/Fa/ITCEgqangKdy4H4ZdgxG4miqYU9SRthZ4N5Feq8blqV4rrplZcKLxXNAmaOtx7xPVnBGvkc/e72XygU24cRNY4VEAMzZqtBTMmq50Pnca8OazAAdKaiU4oP4eogF70XRPfa+mhzhnvHevwY7sfQcjsOeQAfvtKB9RwCECJFXzRPW+JtmZb3sscEV6Z7tD6s2DtiR+PqlsInEuzXp+TQ/x712psLH82DFdVTgPBVX/hpqiD3J+QBPYzm3U/Rb30eCxiJLYIfTyaows0e3PXQ6zW/+th+EY2RXHoqHU5LPi+eDD8+zbJgFnPfm/oHG9waO122BZnb8cneBHhqD/iIEFsZjrpQYeI4Oxk71mg2HqWmu6lEcEbUkwnC26z2ocIbm+N3YYJp8JdW4P2pJgJjkHRs5FFElGmMH/rXsM6N4ZkQ7sOBeo0aG3HsoOPH03ncfV6wzwIziwpWxhcID20dop1nSztvxL53pKF1jZkrjL2tJlBjTm3oj3VKyS8xc77bt+4P//wR2CWw9jwYfzV8RvIO8Ynktv3BDXKRZ7JcU6HMxCxgkydnzbpaQpkP4783MLmZVBWxJH3OnIamnqoGQCCQ7wdYVeCk1KlCWBRiqINnUdmSI7Ehedmi475urfAsWi8x7I/KN5n7HgvT36FEFO8dnUaKGkBBlzKN9br0RjjlvSJogFdeM+xpDWSzNPNlclwBYbJd7dQm7gPbIv5jdREV9d9BHsDiEv1fQQuBL4MhFI4lvyDazZYD5ed5+Eoa4QY05xzrBGIRLQNzhswF67aHT4kR0ZtCWBB+cTfctaBt+dzgDLWGeT06GjJzEbZnFb3H4O2yI48JVbogmAslDZGfnBoxjaLC1aPYpW1/TAqhWLsq3Vovv2yfsDT8jePbLrNZG+lie0vkNiMjw5jqh5uwEPVkja+2hGD5TWG/BhmXiYORW3ejKWc01NxDihEzXaPSYKeL2zKfEDClkGvo56/t61+fcljdWWBMcyd8V0jDxjsjtN2rSgLQk+2JeD3SH0dt3YRSQDutY1onCk3OeGtRGYfRUCx0oDWlolGCGYC0TrFw9JvUicj0bHa8gpE8f1kxd/h2JoFe83mpgDSgedo8uwcLubUsqL2pYug41yNEXvKnXQZiMwKmQSufWrsYWNHSLSSo3kos6A6959OHo6AmUNBvQjs4JMxrxKt5eQ+FspVbB+qwFvlslOLtGiz2R08WKY0P6gTbo355SZo+e+dKHI12Ay0jprv5XsFlzwJxpkPsbgAHZpn2aK697X28GGUa2VL3mhfGoyAhsaxELBW7As5nNp8aE3OmAEjdH6kF48/y7Ev/OHHe2J9w21z/7U3wl2Ssm/+JidT2+HzYUCkPE0ye6H68Fjfo3zncb6cTVuSdMV1+TqrJjv1VGyRIyfoE0wjAaHxe+waiI5N566q/Y/K6Zu4pqmzoi/TLAsCARkFgrGyJXWGfA4S1D0SatPZoOrC57DrYdh6DsUgctpq0zvo0i9dU1OeOtUqPcUl9dUakppcd27LzOnbZKRZR0+7KLzPYrdKo+iIR6wD8E1BiukR4ffkqCgjvMo3dqy24C3TjE3F1bJQod0yK65l/JeRdPGcez8blZSI24/EvPJ2ATp7A3YuT8SV6bjt2js+beiyz1FMHrj+H4QS8HuiEJg6TfyHqbfeuWq+Z5E8NM1LXXLs6/R04YAgIJ/cMpFTdEHKKoxTBIa8gYg3Ty5/R8YMdhHhrTDHgT3fFs7TFT6nB4OWAAAIABJREFUzbvE/z97McwLcZJ90XNWc38r50/UNHv3opeOAhL5Uv/Ix4Cek25KOUGTO8+ZsRjN+/6jhqlAVlMDqED+6MH78+EMf9/xHBGF1qgUgWrxesjCUCBWWNCWBI9W5MHo+Yg0c7wYZpnT9gEDtuyOcDIEUdlJFtiZdx3uPJLZ7XaH2bS3cb3Bxq9bKxYGBw5gR/nQCXPh89ln1pZ/6Xj1QSY9JHpNvSLD0HQlnlCRAKrHvbD638wiYNNPpYtLXh/rt5rnP9d94RFEOvjCku9gn/2w6b5TmSfB5f9pen+QJHY2lC/ZBNPps0/u39vPUlag+opouplRMjMvwYHLyJiQBpQLH2OSCGke6dLvVyQPKoDqR4+Xy8cFc7IH/XRGzonvIglDCSZhvfoor5sWJf2CTBVpEAuC5sdqNITcuDMCh7P28rwUtCWBZ9nvoKXL4Gecz/KM03QJvFQUaSaGAzVg9IZC83tQUuRd8usYVsqDZ2E2xg5gYW+V9dZho+3waIQbWMSuCtqS2M/Ht6OL/YScH7383H6SnAUbeheZA4vbz3tbBAe+cks0AbDenYrq6Qc8SdMEvZDbuKaHwF0tKK1ba2TXioyP3u+UkV7n0jsYed6OtOfjZyWljiLDgjbhmlyxyjB1hemzdUXHat03Krzck4mpzDTI1Ed1A2/JfwR5JVIfPJS1h2MJyWjNg9nV59LXszYtaEuCd9lpoqtyMsJdRJJrtLYIyjnFcxXWGBx3pH7fuvx73LUl1N9fIOhqjWXvIL/y39x90PQQOJGqHkj+ddzfaAIHFMpZIOW/xLlTuvBtG8W5WbXO4Mx5Vc6h0o9NxxHZGs5P8Wn1RIt2D/bzg3r+NoJSxctMHhcUBUbmTL44MXhuzEy+kVoDnb0ReLVcHB/n3Es2bDqVsRHsjiisXmeYFrC+jjr45I2Nnvspi0VND4EfwZPK2n/Cp6Xxj4t1UL4wLex8B0SXdjpFMG98Peu4UFtZ+JYjQc9dDkNno1goePNssfcfph7obdUwjFTv/iMUYRaGnegQ/sO2xCwaDdkrepbwzchxRPiYnU3fAJsLRcfKs1pGZlJqRNAmgBlfgq4KzTGBOL4UZA5HEp+gTSRNHMYixOqmzP4FBCoU/ENSs5GCTcUOxXVSgUrUe8+li9ztv5WCfhdIRSezwfrCl3B3Jgz9RyJwMU1Qn4m9QkBGabEXJq+FYQq76+35yIZZVcwGgUGboNST9CNoE0kUce8T7KbzPYr3P7GggjaRZnIl1QxWaHpsgoI6zl0W10RPX4TNt0hfq+lKYsPMrASCD+0FTV+YJkzzV+9eA7b2G+xt4VPyvBPtF8nN/AjYePtjYzapWLE7ouBLlswS8k5xX5gyX0sK64b+dn8WO7gIAPhz/ofnsdJiDzhqDSgrdsv5Afe9Wen+a3oIDo1E2HDS1yFiW0na4t21mefO69OCZUDFaVwWy7JfmudPnEt8u0UhosZgutP/isWWgd1rA7T3mN6A84h7ahK6d4rvnMDu6EEs6g5iUacaSxZVI7Vew2fIU8kAGs7tB00PMVB851HYVPCRlGRgSFwPnqMH+b0PVxTAyYmIBCqmwmxyt3MwAr390hgygCZ4xPZYlz8N956GoXevLObIdZ72h8CB3h8BB46QKd6w+Zq1OtT/lEGgPAEq1lHVJPabzPDoGaOy/FRgn/wH3nwOwyVMbNqgAAF34ngWqHMprXNyS36I8cLQrZ4V6rWGXeigLQn8+IzXO+rgxv0QP/t930lwgBJzyMyPvCjuz4bh6UuZVnDzQWKvhXiDOtmaU/qvqMCFyhT0F4nn+/mjbwTwfdDMOiVtP3kIvNXkddPZK68na3wlAVFkJlrXKs7V1n6D/VP0HcJwU1v6B7A7osys8u2Nna8IrCsr9vCaVtPNzD7Te5B16V7yWwYSaDyaC0tjbDImffXB9JqaNdIjghoAQZuMzybzXl9/LwTYw0ZjNtPj5ByWi8Ubi9vi9nPYFsGBr9wSTQDUZSPjPNede0yPog6x1BLHNzRzVwpK69aVsmNDi6XnvbIwO5PRCa3dUrOq6SFebLR0yciwoE1E/lQ1GfB6mQ2LDwVJxsWh684d6YS+vdO0+FI17QkfUKjrVX0R1hQ8hRyHzFQ+nDWg0ElFEUkdozMZnXA8U2ouX2dng90hjJA25N3EBZxY0LS2SrO6ohpp6kUPLvqM1vyHUFDyT/HfSGXz54vOeGPVB9Oign9HnEUADZOsAF3xgzbZlZSFdjXrJmvWGJyj7FIYG3S8rNp6KuyIZm0dRMX7NLiff+/M7Y+8WCdjJOeTOaZbVmMON4M/SuoEFcPXU1dC944IvFiOcYfPXvC1ejJji3jgtxnsFhy0CcrzWy02eu6nLhaJ1llR/wMbIlpz162DvSXQSI8oi3fRYM63uZUNo2qK3rPB0uS1MHQ3i86nN+cfMZ9L8Y16ZxNTLWkx9+pjGLYjCPLD1tgoJeu+ebP/V16TuCg5ndENG4vE9exukPeTqlV2PX4GXryPrHpMF4IiAZTJqIMM69Su0VRaKwyNRRjcUV9PRpZUfAcwkpPATc0ZiEnwIFkJFarua9e4AxrjJ4CsqZWFb2D6aRj2HTVgKq1F/K4zY+I12IUpLvbD2YthLqDX5t/n4tVfL1lQ7suXwIULxKAtvreGpodM8qagTXT2ND0EbmQqBW0izcQKVmh6KEYKpg61iI9XtOjV2N2ffsju8xSLdtqyAFcHddw27xI6c2uRoumKAZ8lWcCHIISOfi/WVJm5N2I/qZD1JCtFDXabPZboU9L8Op/LRAimDKOHRiDrT9yJKyj5J5Q1GFBSLP0gPIcFKGLtBB8ZlVIxYheo0ZhMw38ahlOKIa9TiR5UkwlMzyGMUOT7R2GKODP/wcff7ohCxWpxHkjiRdcTufxTd5TMIvcfE6+/eBPTP7ZFYjqsqufNcK74/awtf6gmDhhSC4/dWi/KuIK2JLi/ogjGJiMmnTpFPO45FIEd+yKwqkAUt/7yFNO111zwBB48C7N3g91hNpZr646CbhNz7vbKhcEBOQear1kC5h0rfzo4QBGQqp5dHXRMXypd6/xKkhHEshbUczCJVHw1tvUxmpxapQwEMNOwOxQGHBr50XzHLBWV/YdzV9CWxNGgemcjxzXuORwxgQMnzpnPdz36Ej2cC8Oz1xIcoML7Eer361oXBgdkJ1tK8eg+4PUcvRYZiycOfEDQJ2Kef1B6UYDH+51Lfk/Pnvhgk6aHYPC4+Led+wzTs2bn/ggMokSKPFE+LRWgufNw4rUwAS8lxTrYHVGob0NZAXbqSbLE5xLnA+fS38do/5+8CDGgKeaP2Od+5WqD15u0RqV7K2hLYpNa7+BuuUZ79RFcKCN6uCIfNu5clBUsbj/vbREc+Mot0QRA9G4ywHLfum2aSDQ9ZMoKj/cZ7nJB59xaJ43qaDFzf+MhnrROZWyC9s1iou7abl7EtG002IU7aBN0/prmKLxcbpY4aLoab/dYdhI3toDmlC64rtuiq0lGUPEGmfr4MNkgaEuC1QVzpmL9oH0QtuWc5eJL02U03+mMbjiWKbs88zn5YHdE4cyFEGsrqcBqa5f0OULfy+plZ4w6AW35DyC3BAt+LOD1HKEJXl39Ka6uLpCc2C1fBQfUjGNy33WhwdG11JXQhTrbsgaDzYHU6DWO9PF+b/oOP0e7zcU9zlRwvNt3mH/vnds6L5SpMzB94RX/O1E445nckfvv1dR62LTLgPnlK7gwom7eaOZWsDuiUNVkmDrc3qMHYP6dOXqOOoE/ZdB5rVwVMRkiLvQeMo8kSiVJYm6lVvI17M8TC6Gqok+Qj0DJxZth6GwRi0Jf9t9jPpeYLN6edXBYcZDXdKG5Jjr091sSMySoI+UpWM7nILDkV3yddxcLaqSn3iHPA4I0QZuIhyQ6a4yTM7pTB5Gtog5awKjX5kT6WjiOoGHdWovmliQUSCH344KLujbaW43PN6UXkKyEGVF37nAk19VU0V1xTwrKJpnd1RR9gIfPwrB/OAIT6fi7Tp0wLWILS76F0fMR9nmgXGq9Nocp7kGboIOqQAoBEdYh86h/zQWlpst0lKBNpJlIsEJ6J3DU1dzLmM+lYpXYWqQ55+9VPD8ol9x74ihoulk6YP1cynLfuMOAjq1GXA8Pq3kjDSqsdTSE9CJTgQZR2auRgeZK+assHChrHM8H/w5KMXjzif9GZozF6COjFkd2RxSqGg2TjMxz/gxoegiqmsQxosi7oTHFTK9ZsGdUSRtJIGZehJkm3tptgFPJdHei+a/VvDWIHVzfZrzOhg8zqPzZvgyLa3E8ijGC0LexhffZde++1II/FnP98OkwF3uaHoJJlIds3BWB8gZLoftOFiHDeYL1Q3TsWw/DfJ67d0QYaCKwyIPpMEFbEkynlMDpqbCMmDsXgaOnJVi5+0CEzR8DxUIeRR4rDYUv4OFcmJMG7I4ozL+Xx2jtpijoOB9tr4pN5FCHBCTM1ywBThWrfzo4INMb4hdT8bwMSusM/h1WUI6e/fPvQ3DuspT90HtfYKqIGltsmkttSeBf+o24r2l90iXmdwJcCcx3fvTKa00pwGnd4NvUCq14vi/eMoMDDCwic4h0+o/nQ/wctTukBISP8aofYQ7QfK2w7WgNJOZ1KUEjWdiRfU6wO6JwFI0mL9wko1XDdA5UdgcZaNodUXj5wQwOEPOgA71N1qCEbc/hCAzYh0z35Idl/yPO72HxdxUAlcdWgC1FJUFee2h6CFyPRQNOL1thej3J4T4v/WOMfGT2VQjKFFNg3/qGmO8rrZdSInrGB21JoHcIZhlFdHuHBiGozMO0Nr6/osh0zVnH4ra4/Ry2RXDgK7dEEwDl3HNm+I0bPBlTJ1R2JmOzqDU9BO4yUaz31MtoqUMY6XS1/RhPWqMZPbABu9OUm030x/YtBlN8g7YkOJrVB3WtUS78KFNc02U3yjU7b3KMVvNzXfcT65x5Mietp2L41VAoTP/I/OhA1gHZYcZsZqJSjmVsgqEsmeM7m1sCdkcUpq6HYV2+QGcD+MBr7fgXf6/qyJyLVENmGOQ/ALvDEJ+JhoB+u+jiN9U6oQLdd+feKsyBzMSadxM4gF1R9gjwfg/uCfHbrqQ2wGY0kiqqMWISK6Srdhz3bDJDS0CXJu3bi/6j/Luv3EQpxbJfcWdgBDsDav6wB9MHVGNJD+/zKti8KwJzy4m6/Aw8B4Vz80jmNrA7olC+ypCGdbYkcE+MwxOkQ26yxGr9lEGfV7E6vvQl3mADPwSl6LhQ91rvbAJ/NukWnXysrt4NQ9dasYD3ZcYaT3IE2q7NcAj1tgeQTvzOGeJYze83xb9/xQJGaKOdRWn8vf5lYvF4KmMjbCwRlHlPXbG87xVGhvvGDXYed58diz1eSxIAS1gcqpKX8+ntMIodytoWC60WWQEEJhAAQACTa+4luNC0y98oTM88KCuhSMvPdx/yNXY5TRgiUheazPkqiz7DzIswHByJwPl00T1i01M8f/kl38PQWIQ7lWouNbEUgjZRxJuAlHOxGdmaLin4tKgL5AkgyD0xzu/dkjsFE+kUpzXC7yUdvXP+bcznUrTsDgQHaBFNviXEwnBdu8YSKyq8Ry2dYnWoMYdrN8W6+Wu6wiqyAGeew0LT68fOsXdo0PTv5y6RgR6a56X9Qy6UcR8JwODvUnS19DdiPhSWoEM6sgb8yf+F15dZ1uW6I0xRrd31Y6fD7CmhNwqAjLqKnhNHOSJv/l0YZl+J+aWyMcompIG034FrTiQm+C3JMkT5pYQL7+gxCKwQhd3H7BRxP2OXMw9TBggQFM/GOahtEf/+6Ln4TKsxqSoPqUbgY/YVMgeUJI3hAnEeWjciXfx+2ORZMX5VskU03Qxc3U0phbMXw6a0AIrk2z9sQP+RiJLEI4Avv8KUmpmXRop2h5kd17HFYHBgV83C4IAqZVD/PvNC7DtJ1n7KWLdZzsXWfyOpTm6F+XPpOD95GYIPbrOcp6zB4OvFGj+r6SH4QJ9ZHruvtG7xJf8WQW4xv/s66kHTZfQfm18qjDY1FYbYb94t7XzM32ohEzgwcZUMScW+VaMh6dOXIXjxQTIHnr4Un//6U4jXEAsdz0Du/5jnBSXSk/aPGA8kcezv84HdEYUxTB24ejfMa0dNV6QfXul9RIkGdodIhlD34cY0mWGLf1+7SRzr/cOSBUXm12+XCUbd68MUyxvLwgsqjCS7IwoOBPJM0iLl9QQcflz65xjt//y7sJnRhEwudRTjHHXuUpif8UFbEniOifUpAbOekSHwF0t2pRoFTf4N8cbitrj9HLZFcOArt0QTANFdSX/vunqNNbXO9y6xAGBNc/wiyuNAcGCV1JUSGn6mSWqhRjK3cVxOKxqw7D9m8ALzZqo08TqS1Q8Naw14lpyGhZ/8bGmM9w5cihO62qWxmpLFDB/FY/0HF1dBm6AT2x1R0FHfOGg/qHSYxcNXUtd74HCWYsiUUw52RxSu3Quz8RIzArrkd6sLIJIJEDjQln9fFGZLxH9rnn+CnikWj431btPDWT5oE3euTZ4DuBBj80n3t1zgXUprZLZHbsW/uTPrmn4gHmQJKLGanjjLnAZFyM32HeffPX41zPtBRdum9aIgprip529lAUrAjKaHwD1+lvd5a78Bz5Jl/B+5Zw9n7sQHdBQ0ik6yCU8NypXuzhXSE19LRfxrJNHgCKJfQlVTFF4vi98djbnXkKVDiwjqtFP32rd+Ffixo1JR6uZjdeNBGLrWiQQLX+ZfYj5XpTdTEXHohDjn790/cKzm992x3Qc+plh0f3Zk8/f6losC5VTGJthYKuYJd600VXKflF1D98Up9gFwW4yTNF36e6iFm6aHwF8trjMCmII24eVxalL8juo1Flot6aORYaGjA3RAMeQjHw0dJUV0DdE+3D37TBSMVVG4kCYKMvdZUbCT2WB5sQuevg7DkdEInE3fwIssTQ+xLCTHIZgFtADlXOqKdPaOoGJPLaJUc03TMcICn5IOKIbMgwZ0QZtIMzmfLrr7aiQjLbZdrz7GfK61wCdGygfssJF5ovviBdYrk2RBpYVbP/fq3RAuzoXG2OrNounSn0Gz+HGQjwKBkF48tjQomo9SAz6kL+NjQEwk79EDpvcQ6OZ0f8d/Iw8OjkNcLgoiPfPPWBgYJn8NuoetXcjjZyIM+JKxmJqaU6DE1BGF3O6IwicnshKWf2MyYTWdd5Rw+fC8e8ZGIJgpCqL3ORlgdwhdsZoywHMJPgdVcELTZVd0O3b4x6YQIBqIQC12f2fmcR880nz0WIE4pm2bMM/+ftgkS7l4k84L6qnHZcfyTko5nLscMaUFqIZ2+45GoLzYZbq2+X4rcsHTlzJpwO4wd+HXbzVYVrD7R8AB62+nQf4Tq9YtXLjGG1t2i/2iyD51kFyhxCJXIPPl6dlwjN8BScaevU4MZuRXmP2F+HqhRKbkPyDITXIXkSRDHit0bFXAkJ656trk5Tph3tvciT4/Cjhw+TZ5VYh9q8L9nn0tTRfV6y6ebCn+XPd/pn1zoo9GIPOPPJdT6ggxIHq3B3ntoOkhuPVIGmWq95z6PQTc5sQBWShVi4BA6t4fGQ0z0Eld+NfLRBLV8yNn+Vlt/TxiBOaWhPD5IhJhKPI3UGCWBpDc7sOy/4nR/r/8GIaiEhl97MZ1mDooGnPyelgaEi7/hhtjAZxDPKdHTSlIxGK7k1IG2wYWZQWL2897WwQHvnJLNAEQBZfQWc+Vy9yB0dCMbqEoMk0PgbtYFGdbG+f4b7dx4j5cc1YuPDJ3sQassUNMhnsxKqdrewSup9byaw9nDcDqdgOeJuODQum2UcqA9t7F7r2BFb8BF8f6/Q1c88Ld3V8Qa+Cm6SEuGAPLfgVepQtTXSS61z5ciOy3H4KevAvi97evBE2XDs0nMns5RihoS4L7ubVgd0Th3kwYWpBiTKOtW07CFAFmdwiHXLsjCi/6DsFs22ZZmC0lw54A6BmiA9DY4GWH2kfP5SKFKcVKxCANE3MAvSSYbvhZ5ziuC2nNsHPQgFwsHPR6c8SbC6PYSAetDkp7UA3STP+Onb4HO0b5941NRpjxQNcba/XWSkdkmREsC3hislxMWwPbBuQ14nw4w27rRzN3cwGo6YIC7EMq4G2kLHfmiQ4zRTl96SAWhb7kG6hqMuDV8lgJRtx77T6xdAS1k4qLS2miIPN11HExVVWh87G6NxOGrvWCYuhL/2PM55Kng+fwAINtR06Kc/7RE4LNyJD4vjOxfILy2D+UFfL3epPFInQsYxN0lQk9vac6n9+jGuW5z50GvUUwf9yXL8UuBvPjsyuoS07ygqBNeHlQ57iy0byocxE1m8y0cEFM73ffvAnuixdM/+bG2EzyJRjpfy0+e3U0RjJAx99R7IW5t2EYGgvD6QzU4Q8fkqCiLQmLZgP2YqeUcqn9ZSnMQAjaksAzNGjq9HosXXI+Rvib3DPPwLepBYiBQfFlQZtIMzmTjlnbSkEtZRWxvhfWAp8Wle+ceH9SUTp+jtMjPCizIE+YvUdiCypywG/rNqB+rRET9afpic1KCVgKIAvMKkUhY7rdB9DYNj2Z53lfvzCB9R7s59d/xgL326W/MH0OpV5kIxvrW2SwuLP/TzyHkI4/VdwDvt71fM8QSKrO2W35YtFNxmKk7XZNTYrvUFzwq5SuMRVhrtviHvPX5Zv2kXPMMdbPc2aM2Xtvc+xgdwiKfqECQGh6CHwbVrNDPemt36LJIIHzPX3inJNXwO4DEYUir7DP8LgMF4prc+0mMlgMs7Rk5/6IYk6I4ADea0FbEtxKqYTxqxEYRP364VErUBDhmOBA+u/Fb0fArrg4ALOv5fkiEIT2r3ObYKacyOyF+rULF/dqfKL69zu4JlnT+dPBAQL0h0/HFlPPMBGjyjJXEVX/xoMwvP1MRsTiNdWKbIXuz/7D5s8m2jgV3ny9YDPAtUIAXGqEqqaH2MOHCnA1ephYBypIcK+hB+wOkbKk6WZwQE250PQQlK8i4D4M75yyIH/zSe5fPmv/46cXaXqIO9kkF5XeHP+Q0dk4T1LR3bnle7A7onAFkxEo+Wl1e3wvFU0PwfEz4jX5cUwoVUDB7pCeD8fPRNjE198ukrFeLhfyntkj2CiLwzak+zzbYZjmA5ITUTS158pl8O7bCc6X7yFoS4J3y/4O3RbtPwEvp7N7EnoiEYB5BT1Brjm6wDO0X/pSIFjqHj8HgcoMcS08nAH3lct8v+7YvwgOLG4/720RHPjKLdEE4L4pKEZEQXNfvMASA+2zMIshdgHFwFmHq1CgklvXSOr/83di4t1ZIum0Q1l7YPs+MZHVt4mJuO+gmEg37TI4TzxoS4KDWfuhaYMBj1YI2rFKWQ+oma2KEzrFhfkLbDxBxjNB0/SQicbmOSPZDZVFn0VxvkQ8kPbZD8PmPFGg+pA5QdT145nb2bgmaEuC29kNWLiHoKVQdnYCtv8wGc5cuiURd3LnvzEdhpMTcmHkXkqLah8E0kTx3Ljaz92I+7NyweCnrPYbN2J+pwkcwEUFLci09272bJhIb4O+gxHu2nsasdC7clk84BD9pix5dfi6mnhRG+9Y6/jvt7ed4d83fDoiCyg8n4Ul30HjesNkrkVFqxoD5EVAYyqtBXbsM+BJMrIcHjziqKGhrD1igR+nY0B0xI48/OwEoFeiQQkR3iW/hprmKLxYTqZrseCM6T5BIyBOyUBQZSq9hRccfjzXNbUBPlYPnoWha71gbuhp/x17/HtRJz5ylAvVo6fCvADamCsWA9+vT5zc4b4quglvK8v4ez3J/y3BgQpRGLkrpeMyUcODNkG5J3O5eNehP46TvKZLHwzfmnL+rFMZG2HiqvS/MH0WUqCJ2k8LJ4op9Fy5zDR8Hb0k+NrFhXF320cGKK1deGk2GID592EYPh2BsQx0kT96ADSPMAvVbb8Cu0N0U3cO4pxWiPNPyXKmigdtSeA90GdiJ1nN93hxuUyyhUznRsmhb8+/C6cyNop9PnZIvncBaZE1waK4Vswhr3FBT3R2z5mTMu4RAR4yhtx3NHYRKYutKFQ1RWO8WTRdGkU6FVM0TQ+Bh9gcyJa4tnEMjoyGeVBxTd//Jl1cP8GsP5mYMnxPvhPMmqAlI13VsAeQjRW0JYGzMBW7jhEGJOk98TrBJ8cj0FwgUjBIqqajHOPjxWtgdwjzRHo9GfJevSs9YbynUXZh0Q+TkSKDa+NnGUx7lZPDYGoZFYvvzcVivMJo6hrmze8k498wgzxsnvhEAZixABspEN4PHVvEa67cDcPwGQkuqbGGYt64wsf0Zmo1TF4LK9ImwyIxCLPZbgDNdqnwyyv5AZ6/lTJDa5G3cYc8j6vbFy7uiQq/yaKn5sjATT8dHCBvpHj3waO52GtI00Msobx8OwKvsdgrrhWvqWmWJnlHMBHA+tkrSSoyZz7fVFhrK/5qeY4JyReBApS84nqEck+FLal6D0w4dvC1qulmcIAK8KYO8kqQ1+AHt4ysVnX+5Iukekb82PPA+WROzJ2lyeBBo17vYJ+4RnA/KUHj9kOr+WGUZRh5luf9CKZhqdGt6qDmjAqknZyIsI+DD+fD+eUrxLrrcAKja2YT/oLBCLtDmFE6LXHTwZTf8nMgaEuCN8v+zxQVq+khBl4Kq/+d8BjSft+8bwZw1GcJzeUUF+2efsCA3o3UmrhyMRqL2+L2c9gWwYGv3BJNAJSRTgYx7qkJLr6Pj4gsZorhIodh6/AUCqS6p/mF6e95FVHozrvKk9ThrAE2KyI3enIn7tkd4YiuoE3Q+Vu7DLiXQgWHpBLSazRduvf6s//ClOOAI3lBGrymh0D7LP49mPo78Cia3rJiQef2Lvk1ggNHYFO+KK68zVWg6SETdX0As72DtiS4Zl8DdoegCjYXyegy3fYr9ligsXOfcG+mhIDLd6RaR5ioAAAgAElEQVSzs90RBedykna4IYAPk6bmb6EJNbh3H4dhcNiAgyMR7kB7To/G/E6TrAC7Ud5UjLV5q4EbNf3n09uh/0iEOwOuFoGYUweRQRhHMhwaiZicoIke77Ya0dG/Y0Tblc3n+PcdHImwdwRpH3NLfoCBoQizS85eCrPTr78yQ15vCGhMprfBrkEDHq/I4QcfxSYezhqIMV6jMXUDu19IE17ItDLecKIplHvJf8HKlig8j+OLEfdeswBx1HkcRw253lrF57qu/jvYsT/ChmLd3QLM8qfGAQeU4o46XMfPyod+Nxqp/au9OuG+0YLhVWUNnyNX8h8RHNgMXZXiPLgrsvk9auSad2iQ/QPcd+7FLgZX5orFoOXfuDBat5I/ayxjM0yhkVxpnTh/B44bcPMh3v+KcRU5dJNJnXtinAtPH3VcsKCnUVrsBbtDSJnOZIguPNHapdngd/DqYxhGzkZgNEMYlnqP7DMBQ3aHMMOi67W2UIAQ/qIlDLAGbSK/Xj1Wvr6e2HOAYKU1kvTgiAFTgzKHvjX/IZzM2MLHnOdEC6CrDmuChaOOMuxDMDhsgHuz0M57R4dBbxSJMRPbbsKhkTB7xwwOxy4ip5GmvXqdAWX1Bnuz+NbLTlciE1OSqpEcojdn3NTFo0Ed8Nfp6MOQ/w/2kPDu3iLvyVkx9/uLl8HJCTk/UVyZ3REFfemv+Th+KhFFNwGRqis8eQaoneCTkxGTbES9pl9fugd2RxTKG+TrSaI1Nhlhw0EGNXZtMr3ukx39MxBscE9NMBvsBZrcnr0kAZPZV+bzQIVnUa0KQItzTlpmqf2PmMwG6fXkcTBaIAqy9T0Rfi5JgMhgav7qdgOGxiJwtucWH9PrqbUwdT1sSkogcObEeeHNwUlAS38RU1C9+BBmOYkV1FWTfYh1mGjQ/G6lahMov1C2e6KxUGoHMdGsjIQt6OEzfjXC+nyaz+paxW959Fzq4g+OmN9vjdOkoaM/y+fUvwuwg1NSBCOFWCd+ouffw4hpJc1JjTQcyuqD7FJZ4KvgwKPnIS7ANT3Wi2Pf0UhMKoTqtRDvWB4YicCnAuxkI3DhnkZWTo0dvBQX2L9NSgKXf2NKShD3KTI2mqJcTBfEAQH6jxhx5SCaLkE8u0Matp69GIatOZiKs0aYZM8lCy+em4cE01ZvKDJ9DrEJfUu+gexSIWe0OzC9QllranqIzb+9e0XS1avlSzi9i8bHBTwn1H/PKYsyS7e5S34Gs0RtSeC6ccOU8OVmE+o66D+86DmwuP28t0Vw4Cu3RBMAUYyocHSPn+MuQl7JD0LfiBT9QJyusaaHwJ0vkOytrWan7OJag02cgrYkOGAfhIEhXPTXi0mP6KO9ew2mVwdtSbDffhjaNkXhVgp2srCDTYkEFPNH7r2BFb9hUzV/eZqUDaDjv3UQmhvM/AO4FU2vo9gHOWX/Bs8SAZAM2IdgY6EorrxI21Op6/3Zki580b6WUfU1xXOyGFjyn7C+Jz5CS/nUk9fCnClsd0Th03Jy3v7Mnaem1u+YqnjptgIk7BQ0Wx8i7epQwQFfhgAF3lP03qsP4BkRUVRn0zfAvqMGu25/XmtmA0i9bAZ/L7EXyFjPc/xI3N9IVOXJ7kl+b//hCC9eaNgdgg7PFM4zSk64YuLlQUryePo66DsUMbFLfH2ikDuYtZ9pd+/d5v2hgsNKE/7S4fwkuteupb+D+jZDGiI+frbg+9wWIE7HSLZzqGn3rSkH/3Jxrusazd3jjZtEUaon/zb2+GJh7Z4cNy3G+RorELT0f7VVJt63cVFQz9esktfVij9xsd5ZKQpUd6mMYyI5Q9CGcUmK7j9mH/9/9t77K4o1WwP+w7gzd+ZOvBPu3AkNkkORQyOiCCqCIipJFAwYMAuiomIWE5gzZjHHgg7V9Jk7c7qr+3zr298PO7xvdfDMGb9fzlrUWu86x6ZD1VtVb+397Gc/Dx2rZ3zM8TqzRxjgCrpQuHTsli0JD7MheM1gqnrQpSyvfF3Ncr16uUK7Rut9p/UNE/9voGw+VlWP5aHiPAs+MSOhpOqf8MbEKtJwPgJO3r39Euh5Un8l1Rquai6ooLamsr86aLu+vjXOuVofr3Q99Rb1UmYK/iCv3XlMPdIVL+SzzWWP4XA+0eoHdqjjS1KhN60QDBzlBB8DQa7+LVqJ5/nKXMVE4CCytfSOfMZwY8947Pfel8odUt57SRjNtwq1WTgZ+WbOTxPcC1fkeIOuFFhbfB6qGyKw66BzcOD7MheTiRl3hrjF6HZnzMqx6ovlvj8zFoa2XrVOetNUtfT9PBSPZR/0BRoQcP8pC5WpwPnE+TAsLsfzMFONquPcEvNs7AmCQxrAwKDKziFber+t7hUyz6YVgmuUVD7LyKaEA10jPBcvwIwbAcfJImzzOXfZlnar+0+diU4iMIP1IJixpmuRcEJ09a4GDhC4dKxiC5iWExzQmQBsscfPCU5MOdm4cC3saEXZREzBkVEFfs+Qvg4D+N60X0nCue8waUTEiPv1bFXnsan9y8m9Esp0vo8dG7o3/3BwQMCW3vjPMhjRscF5j8ixn7XhxXuy1FyEn9fPpWoFc36eBYJPXnS+zg4fn7LR5pIZLYE6g9bHXxFYgPcytwaaHta/+DkESOci6EqBfQU7oVwTENTBAW6Z4PauRFbKsUPXWoj92xUSAXxIgD5rGjGD1VpSCb6hPXh/93UJUyyY/SslxvwGv2tSc3R4Q20b3yeEGDs27lDgwJa9yiJxXTGC5YFGBEsfZ+Tj/bCbYoZYFi3Fod7UX0JxTVS0GZ6+Djvm3bSUcCE/E16kp8P67c79jrW+jB3vppG1UVqLIK/hxhYp/jsD9UFXCnhu3YHA0ioBCnRB5+2Ds8yB2e3Hvc2CA1+5JVsAuGLIlHPPqeMijlfkRuXlRIGrPrzFWP3rbXUKss1dHIHWUuXvvcsYgD1UGShf4KzsbNppw/kclSDsMPbD6nU2XKZWA8+5s2BaunDNf8vvcL+k5zYGKkz7TKaQblohh3ghP5iCLrShKa6JgjcV0d0dhfuhqxyTK99SpJIxOLC/YJvYdwVdKXC2oB0MN9J1l819Ka97U38hAk6xo7dfKc7u05R132eoHu3AHEw0mlv/KarJx0YVkPBxkGx3ElhN6uCAlYvVAlHXn3zjsGXcddCGJStJAGy1qiaalmotsRYWy++ev0Y9imLplbiXmgXPjrVfkM/27bQlGA66lC3ToROqUrVjv63sv7T2EC9Za57OXQ39gzbcy1SouH8zUsB3G3ukRzc2kOEe2tig6l8dUx+w/99M+29Y3BqBJxnOKkjSe430E1iAjPvkj1FPe6CpWlgU9U3Ofs016zDACKT/In5+NUFI3WOc/95ZgQDd/y2fm3TfmI3xuG6ZnCMz8w8EDnRDRx0yYbwaOOAnX/agKwX8W3ul1zWRpSX3tXtivOmDJEbJopVBVwoM56+HK7dVJYjBIq668VoVdKWAj6rwflaOP3JA2DCWdj/MkEhX0IWCUe76CKzbEoEjeT34uUG0cFNigza896CQ28F8vN99u7do5/63YLijsLg1Aqspkaqt+OxYS4Ou/6BjWyWtH0GXsyefByvZz2gg2C2i9NZXvJPPLimfhEP52Drj26PAwGQtCaYVggFKuHYfwmuitjEqAb/hjsJYLYIN3n3bRYh0edkDCphxfRo4Gh/os+tHXTMGsSx86W+ldg6tdSvueGO0brpKxhP2gjNA8iIXgaeZ2jw5v7qDieciOY8sr4UiAgeGT9qwrFMF/9PExgq6UuD1AmTIrKGKdM0SFYTfSNCbfnosHG/DR6yX+5dQw0KvaDMAuXZzRGjezMrgZ9k+ehayZopFTATP2Lg4VzwtqsCk5IYNzdSCdvOB81zcSwBmXL1HdoqdrO2Dx3nguMZWu6GBA7l4Hk6WbwTTCglocuF6GHYdsOUaePJaVcD1NRSTjcVw8UbYYSXI4P+JC2ER3vPPobbAF8i0+TTn92C4o/DWVEyV2Aowf4/hjsKy79EMULoIzu9gYcXe/uQJUbJx60E4LgGLfZ5sihF36x9Qcx5ro6i3BybTM1DAXAxzgBgmH7JINyOG0cKtGkooeMxxP85k/kKuSXxW7hNlfdNyggOxLTYivGkm1xPgAsa1e/FrxqWb+H33stQzO/b+FevsnpUOSn55XVSuE9MKwVuTnBEWfJdUFPL7BjNqEMwi28/LYWnFCyzC/XyYgUK9Z3Y9dsw1Dwa6ptJ+A2Xzo9CwQmlDffaTGwq5T/H5YYvd5+mZwlrQR9FcFKRkVxl96K4QvEbq7TbM1uS4RMD5sXGHCHWiNhkes9vs9mPYZsGBr9ySLQDsGc89jixQF3RhJffy7ZBCbxP4lJtWCLxFqIK/frVTbGzB0ogjeNhuDInvMdOl2L1g6z4bRnNa5L39hQegrdeGCzlUwSb1bBGuKVF+7+K0wCwIotex8J5pBuL2mYXNAkV/gunbqvpRWvUPKJsfBQ+DA8YQdFViT593MVlYER1soGA7bC5UegUnC7oxsfaEYFnNa7U4p/5axG5iB7dVjIzaEgwY7ii8ycA5nXr+CmYI5GheHZJKGCfQhjsKr46RaB8xG/ThaCvIwn7qV+lk+/b0hea8sA72DoeFcvq6nUTYqKLKAIqvoVJ+99AJAgf6ubK6LeExcj/5wRXj8tl1WyJgLVPWlb50tBY7csZW1k79EY2SpyrmvsOK7bBjvw13MpV4IiuZ7zIGhAL5IsbfmHuwm8qeJHzQf99ggOpT2u9JNBMTz0QVc8c1R7abfK9Z5Gt/lBJUq7FSAK2G5c6Hdvd6ouBS9UEfAfqe6Zu3RNPj2KgGDlSiIN/fm5JrK3hpTh/Ur5Zz9DkTK57H8rqhcyEyYTyVaq5YaDLoQltGdsOYfh4vzGitI/u9o87WE04OfX1r5LsO5W+Ca5Sglcz7ThJUrgoFqJc26FL9+/x539Ae8B4alH2S3yeAKpj6E0mMe/sjcCh/o7p2Y8QGP/owoRgq2Cq/xb3tn9L+IN/D9wwrsTPgwewBf1eztH4EXSlgrYoXhpwiS9nAfAW+MF15XoXyoW8ofw1D+Wi9qvfc898TnVtdMd60FO23fAH1lddvkePjavjSsmeUSEUkwYn93mdvwpRY43tY+NLXUofvEWvZ+NauqRgL3baS67BiTfwaOfEcr+fJHEygA/XF8oyyOpW2AYNb/jXL5frdsT8iQbrhjsJnYmMFXSnwon4prjGUdLo1P3kW+Fq1Th3zucthBzPEtBQb5eYlEwx31LH/DDA0tUWU7SZdt54798G0lCPAw4xCOve4jniuXhVrz8eFFfQcDgswfPm2cz27FqMDYFohuPVQ/b5phWDrPjym4VO2OEBcuKaOL0COOKfKenHNoPecv2aLbsCB42F4SUkYO15wYhp0pcClnEa4dCPssFFkav3pMVtcBLwZCFJzuyLbxL2bDsHAES4eOJM8XtcMdxRWdH05AbyqCWXqrydzBfhXxuPX8ewMHgxo7IppveEWiT3DEXgSI1rYpOk+bN7NbK8YEJscJjbEVJV5LfuQjQr6i8rJItOdIcKcwbSfiMCl59wo3nOarSa39HFcVtuojksHB9iCsZSYHOKg4Ek+V7rWQuzfRi/jPNzJIqCM2kW95EBktTU67m9dO0ruYxKq1Kn1zCKYu+iHgQMM4hlu1Tp1/moYOqkVj1uHJjJLwHBH4egOAnGrMpzrGYEYn9N+BxULIyJ0eush6T0R6I8tbgQar0Um0bOMHOhLIAxYQnP9IcFcc5uKuz4CEwnAQR8VSTjO0x1pdBHqPYdm2wpmtx/3NgsOfOWWbAHgRVk8UUcwyAq4fipJRizyGfcdBiY769ucVnoNLRFoLFP0+m2Fh+DwaVvzo0UVYkZt2b8b3zsMnRvVa56j6OmtBAjV4szUZM/p45JkmVZyGy3TCknVYqb0r9KOEHRhVbFiYQQ8qUjN2144BJ2VNyUxNq0Q+LchdX1fwU5R6A66UuBIfq88vJpr36iAPe23sGZz4oBEesRPqCDMcEfhZQYGktxLG3SlwLKOCHRtovnS7BCfnCfKfwJNCIcgYSYe02Q6CRU9euZwXhg4asOqdRSMd6x3JPwsPDW9ZJ787lZSP08kEOYIZqhitqf5uny2rccWQb6gKwU8ZMt07FzYSQvVEja53ij5O5HXCbsO2nCbAo3pq1cFjd9h7Bd7r6evEwdzS8qeJ523Lw1m0nxM+yMsXRWR4H6agv7vu9c4iQ6QSBAnqMykmHH9R5y4VfcGnIeZtHiKNicS0xOPVKXuvAo0O6qQcv33pZVJ942pnHfqu+UcfcrECvixvG7oqMe5mi5Xc2Vp1Qn/muVCVU1kqcnBim//LsfrDOCxkGTQha4mLIRVNDcqiQFTjTlgC7oUtZ4BO9/ebXIsvr418jv+XmQWzMxBhsrC5chWOpC/WRJjXWyQ6ZynLtkwUIDCi77tG4XJ8n7OnySJ4SpgdSUmwwECPPjYrNUNDk2FRO4Y7EhgLVHniKnh7kq/fHZBxQcYLOinOduI76X9npnznwnP7W6p/OL9ylZ2PC4s2onft7VHkoZF5a/AcGPftg4E6kPRekntuwTXCC9ps5gaOyvuHnr03DFHK0vvxNHATSsEj4ky/zw7X+aHNWL8qxXI4tu/C397k7p+12y2xU/ecEfhQ4ZykHiyeKUksDrwZFohGBUxP3XMF66HoZZAmkDxn/DaJWDj0lgADLeTVv78rQre+f4U3/nXH+GjJySaKPczS2kdItveGzcFKHhUiO0P1++H5Vl54ZoziZT1UmtdYzbBklants/IWRu6N+P3nB3XRG0NBE7Olq0F0wpB10Z8/7mrtrQqHTltw9splZDpiWnQlQIXcprg8u0wjIxSJX2nLW1z5y7b4iIwlfU/cpxBVwq8yMjAeMAbgoHDienhzIgy3FFY8T2CgjcfJNYAYFHG/i9QqZMN7mlPpHrP8zN8yvm9B+n3tg3Y8JhYNmzNykLENycUtf34Oed5vXI7XmgO111kYb3LRObAwnIsmATKUx00fKu9keKiE/hZrsLn/RZm6JoMulJga+FhqGtODA6YVshhoVkUY/GZaOhaC7F/42T8RjYWBqbHxnH9GyE20LoV4B1FEN2/qkHitEAJAkjs9sCD94fbH3QG0L8yWFTVcEdh8EiY7qcwtJdgMYStdu9lYnvP4Nb3FC87bQmnyM3pQ9ofwd0QiWvdERFtbmd1pUh1/0lGHmzZG39Nly9AcIDdSfTx/K0CZh9OhuWZxn/3HlBC2VMv34OfXBc8Z8+A9xi23Z3NXRHHStHH7Da7/Ri2WXDgK7dkC4CXbOFYAIl70P2pGETvJnsb3SEg7jsKMInY0PHJ8XrjqogoeAddKbCl8AiMjNoOT2imOO46YMPp3FWO93ZviYhgGPezTyUQqAsQndlH+87+5gECDWLt00wrpJwNylOF0ht0pUiwO03gwA5jCLrI4927EIXruFdsj7EHNhQpn+eD+X1if7Vs/nt5/XPa72DdlsQBDbMFBo7asFlT1n6WQYHiBNHYXD+Fls4orCUaLFf0DHcU7lynimVevFidgzlA/exPMzAwmJp4CF4S/zmUvwkOHLclKHzStdWRgLCIzeelC+V329cTOEAAg39rb8JjtMhNYevi2/LZls6Io/I8lYWVgdOXbKFTNxFNl689ZoDwg+9Y3hrYO2zDzSyizF2+LPTt/sIDULsU5+jRC+f+sL0WX5sz7oyE+51sTGsJIjpqkNie5qiR8F4jxJ4TME4auBLMSa/l+s84Re7uPhLySgDQBSrYSvGltOnoAkyd1ciM+WZxcuFFduC43rBBS6b+V+a5czHeI97yTHVeuRpPCfDMFxTzfbvxGL2c0NLg6rpvn3I+GCrYCveehiUo5WDTcEfhsxUSumzQlQLegwP4/Xu2SgLvTXA9+ndha8BMOgoJNq6KwObdtiPR1sUGmdl0ZjwMewt20ff1CHOJq52GW/VfV7JNG/X8it3isnnS+hF0xVvZmZYS6GP7RdNSvczlVX+Xz86rmIJ9BZjM+7fR8X2Bvo/XO87f/hG8JlgMjcepBurh39QpIHFdxXsw3NizjolPfBDJdlvl1IfM4rPeJtS2mNKsZWM/OzVJ4GkGajwsL52Azg2J2AkMDmDrjtU8F7xib6o0NHwE2H7euV2Oa2lbRFTDDXcU3qS7ZB4nlnZLohib9B1LID43dtOGuZWUXBHYwcKYpy/gPrLaOY8SSlz8dUXyu3z/MvW9pCYKdzKxvUjU5W/dEeDwYQGCA7cfhbUqvPNccMKlP2NEG2A5vsbPixPnw9CrCb7KvWzgvX6+rAtMSzH6Ri+HHWwkdkYw3NhKwolp0IWVyKt3ww76fsd6Yilct+HsGL7+KRvF0jxjeB6fZGI/9ydfCAaP4u9WLnSuf7rrhO78k2gkolmblmqvia3w/6ujrBaTtXcxyRq3ppwZj6n8E0iycacND18orQbTCjlEIROt2aYVEkAhlq3gJ32Vd9RWIO1MJX8WZtNMwe/l+co2rfrf+PoKulJgU9FxcY8yrXhwQLfQ1IGCZPOkay3E/o3vravZKMbruXAenz9De2UNYh0sf3ONxGZWWRoY7ijMW+I8pxULCGAjMKy28YdpDky+U9czt3WM3wrBqtJbjmf0nSy8D3f00RzGWDrzWvduzp+hZnE0jj3BoqR6rGm1zIegKwUeZRhiM6sPdo56/Sl+7X1MYMiCpdE44Mm0FEuRn8cMFHlPnwDviBKhHjgyCw7Mbj/ubRYc+Mot2QLAdExOWLxUdfOm/gIMd1QsVoJkzWW+M+O+w5dPitNdzr8t64xAHVEx+SF0/FxYKk0vPoSgtRv/f9+wDSdzVQ9zX+EI9G6LiDK3lyqO3KtqaQE2J1Wc4FhkOcge2tMJLOaYgRCoSldWZwQO1CyJwHQqVoW2Fw5BByVX3roSPN4+7LHfbewTVdugKwUGC/rFMqd54Sd5/WPaH6G3P/FDS/UDRyQIK6xWfajc8uBP/RmsWBORIK9zg0qYrtwJi2VYbAuFgzlA1Dax/rtzX6r+B/K3wKETKnCcWMPVV1TW5j61j8sa5Xe5ui0P9r6uhMfI4jg9dffks0tWRqTKH3SlwKdsTLbOXbZFYItFkGaIpj31Bj3cuTI8krcWBo+E4UYW2y6Og49617cVDkvSFmsFxYFmvaYu/0MCCvYnfjvnL7CsIwL3RfPg1hc/5x1BfQprbqbjv1yZDlC/ty/153G9rWs32zBDdETT7+z3ZA2DqdcfYe1mrtpozIEapHB/kyAplXuYdDTG6rcocCATGUHH87qgYzG2yXhK56jz2qQSXmvZXBFaStTGw4COLiJnWooO7z044LiP7j8LS1WIe/oxUAo5GCfekWHHNeHr604IRPiIbRIgcGBZZwT6ByKwjxJ/39Yeh9hgGSWLo5fDsNvA69u3uVvEWV/PcUmgzNXpympK4rNwHljk1VpSKa0fHHDGzQ/Zqfq7muU1TvpE4d2Fgql7DBLs2oxVXqYLsxp27OjXBD5NKwSLW53gwEg99vj6elbKtTSvYgoMN9oUGm6nhgUPEcUi+mtXKYoMehoRnOW5CpS54u8h1rGhNamp7Al0J2BXMX32eVaurO2eK+TrvtQt7+O2lXcDB+W4uK2IBQpfZSgq9Z3mPjDcURHq063zDpI3uh6wX70bhqpKstHM+60CZDL+S6PRO+/ZemJoTC+slN+dKf0LmJZic7jrI3Arq5rWIQT5pu5NiP7Ag3w3rmHPbZV0nXPO05EEdHldyR3XD7UucKX6mFap9hfhvX6xFFtxdHYBJ68MJhQTa6BmSRTmV6jn3GhOC1y7F9bAClvu3Us3wgJ2vc9BAWN+ptzPLBWmDj8PK+udc9mvMeUSMUz0kUhQ0rScQPwPWe95MNj8+LXzebJiDe6XLvBoWiGxY12z2RbbPU7CW+gz1+6FHaLE+ud1IEbvO/evpWs9EwUJddBKZ0QyUO4dHsJ7TnN24l76oCsF1heddvarx4ADcxfhPjAbJtZmMtl6c+B4fOJ5iGwxx7JxDWc3JP8eLFL4+jeIq4+1uAKmH2LbirciyzF/sfvGbJH5TT9cbJJZMAwOXLsXVg4QZLl4MwstfjesZxes3zjXM4oh38z5G8xfijaafP+YltLWYfclPr6gKwUeZBZB/0D8NanHybF/09kCT1874yXTCsE0uT8EXSlgTgXAvwbtkr3Hj0gL4cncdhhK0C7GY3ab3X4M2yw48JVbsgWAUcQA+40PYlVqOvXXFBxS9Zb8qKcm38R9hy8Pg+D13U5woLU7AvMqpmSR2lB0Ck5eDMtD9slrhaDvH7HheF6nvHdT0XHYsMOGgyy+RUr87Mce0Ki5ARJbYbq/fzWqZet069h95odOYG6WoL4MDixYGoXpNAIHjCHonIfJlW8+KtT6N+F+7jQGRYQr6EKF/CoKapYtUsf9fs6f4tRoeehUR1ZkLqqJij2f9wbpHaT+AlaujcCmHfieFk1o68I1G+3TXPFAiA4OsM/7fVb3v3lb6NyDBf1w+LQt9M073ejC4O9FZXUGkd61tMjvsmgUawDwe2MHi5y11TyQzy5oikq1L+hKgfc5WBm4eD0M76bJs5ho5MxqmXqGbhhMIT6S1wNDx2y4loUIvOfSJbFV3FJ4RBShbz1yBilMvY/tIU42AjVZjuEhtd83c/4GK7oicFc0D2588Xt4ngK1pLxehffc7oI99DpZT6X+Mk50q3dbBAIuFp37h+NvXKme/mRJxe+cFmiy00Cwrijpvvm3ou7BaMNOBQ5k/FWBA41Y6fWWKME8S1NEDjSUyfX1OWb/9OtHdxCY0myqeB0KurBd58FkCMpqWZ1cJbKPXyvrTE4wTCsEviMHKMFdJde0b/cW+S12Ywik/xwMdxRa10Zgx35bEn//5m6H2CDTmi9cs2GngcCFfwfq+r8AACAASURBVFMnTBGo+CI9XcALrpxXzP0nJbzkVEBrplVXKGsRJ4Fx85NAgZ+Fzgx3VIEDVX61PwTGxfpox45t+5z2lktXqbXDcEfhYD22Rvm7lgn7w13plwTLcDs1LHhw8sIgSWc5Cl96F+PazNaygar0uM8yoMFWh4vLXyQEUFl07EVmNq3tDTB9k6p6GtjFbRsvh8/SPn0nx+cmkOA5uQIEXSlwdTle54NH7bhqqNg3av241++HobyKVMezf+UQxt1/TFn96fu+ugd/90Od0lZhZxQWSlzQFBFHHn7GTj94LIDqRC5WLJ+8CkP/QMQB8vBQVoPq9cl3YQKucA3l9pBzV1WP+5Ez6v2+YmSMjJWuBNMKCUPt9FhYYxHg+4trvqP7MiKJadCVAmdzW+H6/TCcHcffXtNnC736yh2kaxvuKLzJR1YcC8veyqqGohonOFAVAw5s11ruEjkG6CO2Si/3gdbC96XPJxvSRx4jCNkQY7HHg7Ur2nrsOMCitZvnJQztxK64eD1+v2obCZDQbAH95A70PgMB9SpmLOX+xlH04CIGCwXrTB4d2F1bfN5hgxcLDrBGycTkl+31eCithfjjYRFO1pKS9ZtiAd/efvDcuYfHUFcI0/fx2TVdle+IR3mwveflO4nP+b8y2IFh32Hc3xsTYVheOiHzGHSlwPWsWlzjuqmFK0b7Z4oYAS/T06CuOSpWptwqIq2v1D4WdKWISO79zNKEwoBsK/38bfw+69eTutfV3HD7W9CFxQQGlDxHDwkQfzyv64v3wuw2u/0Ytllw4Cu3ZAsAJyzeKnxgMz2X1bjnkvUOgwfs5e49OgyBqnTwnDkJvlxkFWxY56QTt/Xajn7ZnuKzcGY8LBWVB5NhaGpTAQ/bijGQ0LfLhkGt39e0FF3KWrlQBYbUg+fvRaR8auVSuPc0DIGFmGCLz6822JrP686Dz/4QTN1/CEuq3ggaa7ij0NOIolwd7PFeg6r2XPHebgxBd/FF2eedxoAs0MuWqKDp3Zw/xykZ89BFkjgIK5kXFQV+z/g4JYy/grYe1f+5uFUF+KfHwoJCe65edXy/gAPUuz/j+g+hsXquXwd//3pJyEZGbUH9r3aPSMJgWiFp2Xi1ok0ADEa1JfHrbkl4jDOUDDeXP5F9rm6ISLUg6EqBN7lYGRi/hZ/h1pM35rdxII93AK+Jw/nr4dAJ20FRZCplX9ExWLoajyXWJ5o9s3V1+S8FD8xc4MEMgFfpqbBiTQRuZ1XFzf1M5RzsAdW+h6vnfF2y2vkOA90mAnPxHpxK+42ojPNYvz0C/lRMOk3P3x1/U0r1/4BOSgLOX9XAgfmkqTFfuTJMP3gMgYpUsDqb6ZpGwOtUw4Cco7mLorB1Jd4DnU1IH/YWqSowgxxBl6JfJut7T9QnzvZPwaxfguekEkLdW7AbHr0MS9DGDBDDjerefl1s6fw5/H6pvC8DHwEdutWfaaHjxvi5abyn16NVHs+9f2On9Mh/SvuDqHdfuhGG7QaBXxvaYeoRaqg8T88SUTa+FyrnY4X/GzofzFwKzM2WqnDQhW4VcevwbtUWwa9xz7LhjsLDC8/h6Ba8f/T9MS1VhQ8aid1kWNDxMPVEc78zj531SOO1GqsgmI1AU3nVN2C4sRJnuKNw8kLi9YsTa8MdhfZyAjIXVck1FnRhL32crRkDQ0TNry9/A5sSKHYrv+/vYPr+Q/xeEW8sUM8A0ut4cuwGGG7FZuDrp7A6Kq4iQVcKXGrZj8+d4zaU0Hn84EFGzg5KRIeOqf259TAMJVWkvZP+czCpLWKm9K+i5j94xLn/nIS/nK/0Jvxti6Vv33Bj6wOvX+xy8XjsuTyjakg3ZfJdGHZR5Tv2d7hNSrfCe/URf4Pp+WxNOHYz7EiSP/tRn2DiWRiWlj2Dxa1OF6FTl8KacwGBS20RKKuNQu+2iCSmQRfSlG8+UAyBzg22Rp9XrRQv8jEp8g2hGO7V7DoRvJt4Hoa6ZagFkegYDXe8ZWDsEGvHJmeiqIv/funzyQaLAV+47ryWHZ722uvXNaFIsSVdifPL2j7jt2xYtS5K/x9faW/pwvmLFaGcvv9QGEvFVcTASvsJTFEyHajNAx8JBftIN4ir2/7iv4K1vFbOW1fJuEPHIRYcEJCdRC7LEugu6EPXWoj9G4M8LD7tPX6Enj/UPnpwnwhVBmqyxIHKrC4WoEX/voYWpcNhuKPQ0PLDmQPdm22Y36TihFsPw9BcRmsXrdtXs9HdpKUzopJu/XwQEDqZngENLVHYutepQ8HPem7P1J8PdzPLE7a6MPDx5FX8Pt+m62np6ohDnFB/j+fmbZi+/xBefQzBxw5k5fqG9wvTcySv22F5HDtmt9ntx7DNggNfuSVbALhixTR2phd/Svu9BH7vppWn8/SDx7jYcYLTVA3+bBT+29jrd3z3mk22qra4UmBt8QUYvRKGRvbBfRwWMa+jZ8LSQhB0pUBv0RnYus92UHpNKyRJhL9DKVUzKsqK4GdzW8FwR8EzX6m4xx43B5iPMgypUIvIEj0MG1bgAt85n4CEuagkzsh9f+FB6bPlf3NAsmypAkXezPlbUoVkZ38mVSAXfKcSTupFnkr7LbSvt2H7YEQCHw6WRs7Z0ofI/YU8BBwg0bKA66dCY/Vcvgx+TT/h+Dkb9pCd4oW1mMxZxMJgV4PnK7FXt2KhChg8p0gIsmNpwmMM1CA1b0n5pCT9pbVReUgFXSnwMg8rA9foAb1AHoxh8WuevoG2R0onYSMcPm3D5ex6efDyPGwsOiGB6ZU7zsCKgzyhYyZJqngw9ZmFFXkuXqTPgVXrojKf05cv42c00aGpN0qHgxkPTOmcKcVKIdthshXg57T/jlNu37AjAr5Uah3RdT/IQ3km/Wd4bJQEXNRsytrrkCUzU6N0OlgnYiYHXSCYln20/rBcVxV1SlipYzm2UniNv6h5cSvXAGau6K4SjkCFe+pb6+Q1rtTP5P0WPGdVe85uYy88fq2C7uoGvYVGCWDyNWxaTvCBnQu8Caw1uarZvTkCe4dt6C8kSn3vaofYIIN847fCsK2QxLJ6VknC+zQjV3pxDXcUiudGoWKh7Uh4GTwJVKQKXV+fc32wjokOaAxoNls37ofl3tf3x7S+3NtvWqE4e8tlHU5woKWJzkPmL8Rmq7jqW6lGcZKY6LsZIDHcUWivQOFLT30FrrF3cY19ko02YPtj6NwMogRdKTC/4iNs3ftlAIIr+zrrS9YYov/eO/1EkmLer6a2CJTUKFeAoCsFRltHEDA5HYaKGOEvmS+tsn7vaRiK3Hh+v0n7iQZ8ZMUlAjzYJeLJgqXyu77N3aptqjECLZ0RGCeKNbsfLCx/K3NRRffAq48hGDxKPfMHnL/TJ2r36vW3U986EjldIE3XoOD1ePdB/I5GSl57timL3VXryNUiJnkdOByGsqr/k2M7ldsGtx6GJSluaneqtrOLwFMDn8v+nXgfX8pplHa8ZIP3z3BHoWvj9yf3DPhMvlf73LvNlmP6vs8nGgxQ7NIYIuxHr1+f+jVjuBHIZ4FVtrvU7SSZBXg1gfXf+v7kgAa3zRjuKHiy8dqZPo/JZ6ChRNqrfDs24X1DOkuv0lPhWr5qzWorue5IumPBAQYTL5O9bKwoYOzQtRZi/8YADetLeUfQvUb0EUaGYfrZK1k3PdcRcPw4F1071m52Phd531jscnHrDwcHYsfdJwiUBV1KqPtydoN8P+vkmJ5v5DMMaDzLyIHFrRHYJfcYaXaxUwkJfgddKcImuJNZBXuH4/e7jkDxWM0k01JCis0dEdF+qViY+LwUz43CCBXefEN7HMzLRO1iPGa32e3HsM2CA1+5JVsAONF5SH3ovm1YSf6Q9j9C6514bgsFavreBAZj1BMZWFIJVhaKrWzcYDm+u2drRKHarhRYUzwGF67bsLwzStWEsFDyTpwPw+F8RTPvKR6F7YM2bDeI3k62ZLoHrhzDZlz4AmTdczIXq9vTC5TFXexxT99CkcGJzGIomfedUGSL5kaFdssMgs6F1Pfmxl5h9mTfWjgMHSWKJral8Cg0tBA4sExVVF6lp8KWPYkX4VHqS+zeHJEgrKo+Cjez0P7Pc+YUJYy/g66NEalScdBouJF1wXaCOpXatDRwgJJIf+rPhcbqHbskidQuYwBOXgjDEFFkT3eTKNDyeTjHlJA/XomCdfPJI/3MeBi8ZIeZyKLNtEJCn28ofw3zGqNQTP693qPDMkfP8ookiDQtReG8+SAslofesUu4L1RlPZjfB0fPhiW49pw9A34S3tlQdErE1HQ/b9NS1RhmtSSjY5tWyGGlKCAUBbWT6ZnQ1mOL5gErL4vYmgsdIfi7GNRgSidXCvuKUBTUqsBe3E9pf4BV65zBwqZdtthrTmk9/aJ+TMegV6T4PR0N5PBRnaPumV1b6LiwT51Blf11x+W6Kp2nbPq6VmDi7C3QLEQJ3Ai6UiT5ncn/XcJ5TCQiZ0rF+4/gvXRJvmunMQDP3oShepFi0vA+jV6xHaCS+GTT563l88C/AaskLGKqjxMXlD3YwJEwbClE5Wb/uhUOsUEWAbt6J+Y9AioWOBLQ8joUMg24fiL7FqgvkfPMdqtBVwoE58Q7TvCa4j1yQF7jANNwR+HK7bCwhnh/rHUr8L1cxU7SHhNrb7miywkOzG+KSOsOgxsCENExnh1LnFBV1KnvaavENdVTh8KXTP9/mFOWMKlllkLQlQI1ldOwY3/iwF4q+6SQzsnDjNaeEShEBfxr5z5i4r1U7dfqnghULFCuAEFXChxfOQqGG2m/VdTb+5oqv4kE4iae4/OBdT+mKWkJNJTCek3sT9/vwREM2h/UqTYY79BeByV45doIXMxplHsn6EqBBRUfBUxmQcV309/C8Ck8j1tjxMsS7S8/z4qpP5zbGG7cD8PuQ+RecdgWPYZ9BGQspd5zTkqPnw/LenntrvO8HDhuQ7FbPd9P5HbAncdhoTlXNyiG290nYekLf2hUEVCCDKCzuSugYuGXkzqmqvOz8kvv1ddBXXulSxNZ/L7PJxrjt2wBPfi1yfe4X7FVW9NSDIYFS7EVQf+sLtTYJO0K8b+5j8D63Qfiv79MAyffFlJx5+CgPGO81CLq37IOnxVaS9R4fpOct5Wlt6FrY3LmALdAjF4JSezxpXlirYXuBCLMLKopQtPD+/E3SUfGe+aUgJ2Boj+B5zK2kb6twZ7/WHYRa1rwvRErQvnvjPvPwrC4/AXuAz2jL2UvkXPJa/nUR1UM4/aHxxn5sHRVRIBdbk1iZp33gHp2BfOwhetWVjUMHImPD5kVMfE8/nq9dk85WbCTRlkSgK1obhQO55P71MB28JL473D+hoTtYjxmt9ntx7DNggNfuSVbALiCyIrrnGi/m/O/UE0J6KUbtoABrMjOAluBhlKwMnCx3NTndDLgoJQXw86Sy3Dphi1J2/itENQ142+cGgvDMFm6BV3YB7f7gA2bC4kuvBYp64lsyriSaC3FpOtY3how3FEwF5KX7pUrccfNwob3MsugeN538MGr+ty5ssbV+Y6FSBnzVmbjg0zra28ruSH7vLHohNAGl7XMyOsv0uckFJwxrRBcvI5z1L4+IkHY3EVRuJaNSvCscP8x7Y+wpg+rnbEJ0+ARW0RmrHWtju9ncGCKBLS8qb+AK9nkf3z+nKNF4sxYGI6cpkpFN/YPW41IEfbuwHNzb9VWMNzKvm3/iA0eSvwYSIgdTKlbWP4OFrVGRIX304hyenicj5WBe0/xQch9mBeuhcFPbSPeMyfxfBO7ZSh/CxwbDcOlnCUSWPB7e4vOQjsxMc5dcT5cl5LHdGUlzkkiH3YeTMWcKf2r3BteAlSepWdD+3qn5oFphRzWmMx20K9TP4Ed3K6wvgg1DAJUpfgw50+wOoY+uXm3LSKZU58UCMfiiDMlf3YEcjpbomMReTO7VaWVqfczpHBvUXC2e8FZua4Kq1W/f9dKTOR9+YoSHyxQ7Rai0J+keu0ZQ4YNO4nE7rvei7nD2A/P34VgXqO6xpnVc/ycLW0sQRcKPJlWCDwkYhVorAI/sSC8Rw/F7YfuwX7guC3AjH/NcpiiytrrOali7XXtfsjxHhYIfZBZ7GA0zF2MVXZ/6s9l35hpMpP3W2n94Mr8VExrCNtCiu2YFZKKNN8HrDeyifeHWn5YATuRloFphWBDjL0lXyOy74uiYHWqZIF1GQx3FEprv6N7KPH65daql21uFMHyzkfhVj6n93Kwbz6WGaBfP+5KC3YfSvwbrOnw1sT9T8SUCKbjvJ+7hO0QetvV2s0RqKqPSDtV0JUCh1ZdloSaLU9fUJVZaPSaZeBjEvjj8ztN9GBr2TxYsyle58O0QpKw3FmohHY9587CDaqsL+uIwOoeG87nLKN16DcQdKEYJFddddbEMa7I7nAmQEJ3j7E41C2DGwnwvv0oDINHlGo/f//AEfx7Uxte97poIVdnY3vt+fiYKXM8rwvuPcX95udTPTljTDwLC7X+XiGuf76eVQIqJEqu9cGsCcMdhbVJnH/0wToMun+8VOtv/nttBR88iiXw5jPOhQA9K+L3ieneVfURR4uBaYXEkvjclbBcq/zs08fJC+Gkx1xUo1pnHlfhM923FRlI1ooF0lvuo/ajabIPfZ6eCRcKFGDVUjrhqMjHggMMZHB1/vvOFWstrO6Jfx8/k0fyyNp2aA+uf/RM9Fy65GCUMWj8smY+GO5oHIDIYANrVTS1fT048PBFCBrKUUx1pghBxws5TXTsUQgayNKYeqs0tjwkAPgwoxCa2yMivMitFay7xGyOoCtFRKRvZM0ThoE+vnRdjN/Cc7FqXQQ+eJAllEwLorA6Cgfz++j3tzqKKycvzLoVzG4/7m0WHPjKLdkCwBoD3OPu39QFQVcKvJnzV6F2D5+yhQrNyQ5TvQMLC8FKR3XuTZu/cXw3V7pmUn8i4MDl22GFml8LS4Xn3JWwLGBBVwp0l1yEvcNhsQpkyjovbN7tG+R3pJebAIzD+b2YfNZT9Z0quvqYpsD1TlYVFM2NwhsSvqpY8J0k6fNIDKhzMaLIHrJx83ej8mtf4YhY3gRdKdBbfFYEc5a1KvuxyfTMpOAAU/VauyMShM1bEhGqPFfX38/5E6zbEoHBo6qCwsHfrgMqQbeaaxzfL+AACYBNp/4axrIxgfacPS0B2rbCQ3Dusi1tDvu7UBTIWogidlzlublqFxhuZXG2aacN04Tu6+rh+uAK8/yKT7C8MyJJ35vjF2SOJvKrwXBH4eEkPqw4OB0ZtcEiMMZDFEQWnNtfsA1OXrRF3Mh7+gT4VzVA0JUC64rPiYZDrN8yI/JlZBE3k8QCzrQ068x5uZLc+9YhBfJJRi50bbTjbJkYeMJkYFQFXcTuYPE0rhSuLT6Pv1GMiuHv5vwZOtY793nrXhvMNLIK/OBV+xcj+iZVPo2i2r6EAp1KJQzHStZBakfwUw/qltpLeG1RRZGTijWrUYDNl6csnPTKbzDtp5Sgpiacx0QK80xznSlPhembt+W7+gsPwosPYVl/MEnF/x44boNnVLUgsAYKJ+2BhUVKmTmmxca0QnCQgrb+ARsOnXSuL3pljRlANx+EYWPRSVwbO5rAQ9Xwe5llMG+JSkDrmqNQuzQCXmJ3cICuB4Ez6T8Te0Mzxu7R34xrFbNjTCskolaGG1Wv2alkg+wProlTFPTPVCe25Iy1ruMeZ07gyhdERVMk6EoBf+ZvHACR4Y7vs+ahAzjtc0mbZR6uGQwI3c6bB4Y7Cj3bnNe0zjwpr/oGBg4n/g0GIES1m8QAg8xSYe2KzF/K+sU0ek4Q5y6OiOVp0JUCA6vQVnV0PCwsqKdv8PdjPcpNKwTP3uD3etJ+SWsROY+0LVG0+5uJrexu1CuNDM+d+5I8rVpnQ8eGCJzNpUSN7qfqSh/09kc0vQW8Fk+TFWAstbqFmHixtHSx3psOwSJNNG/oWJjAGjVHzEjj5xcDUSPnbAGC78boRhwd5ef7fxI40CmifAwK8DP00UuVSN8uxESW2UpH8nqgetGXkzpmtBnuKPRs/f4E8OYEWzmqhEnO651/jzmgr6+s6cI6CrFtYKYVgvda0qZXek3L6QahNJjif49BhVghvlgx0Ju1qBnjJ5DPamuU2MFPDCOmvj/NyIGzhgKsmsqeOMRAY8GBtVu49ZOKF4u/PP8KCIlPVnn+uJLNbVSsGeK5fh1MspQNZvyXaEw9q2kgEMB57rilpp9arpYl+M0fOh6/DkFdBVlRE4B5Lmc5rZnfybo19eKtfIafX/czS6ClMyL3PjMdOF5m4V8G1IKuFLiWNR+GjsVfk1zEuP0o/m+XblBRqTfiYL3Gvo+Bg/0F5AaxY5MqrhRsTdouZlqz4MDs9uPYZsGBr9ySLQC8UHBVhfvpX89Jld77/sEIilW5lOjaDIEFgXm5EEjH4HfTNqdKOYvPzKT+lMCBcbh6L6zZKtlQTVY0Yzdt8XsPulKgu2wcBo7aKnFaWY8PLhLQ8+3tl9/xHjsi+xJ0ISJquKPwoYGq75cuxh03J7RsUfPyQ1hQ/pVrVTXQcEehgzzefeUYfHNQs6noOKwgy5ugKwW6iy/Kw3/5qn/I68/SsxOq0WIQox7+i1txvuY3RaQa7htGwbS3c/4CvdsicPC4CpLKF0QoyLNVD6zWh2taGjigKbGLUvCp4w4WxPmrYRi9jPuzq4P6emuQis5U7aurUMirl6isq9ZFYfoGJsOBhrKEx8iU85qKKehYH5HkfPLkNZmjO/lYGXjyCh9Wuw6w+FYY/H0IWHGVwbcdWQwDBdvhzHhYKm+ek8fAaq2jc3FBkqnjMXRfVoAuqfpWkrZk94dHAz4YhLJWI7jyOCMf1vRFHJoHphVyUOQZ0DAtBbBYHdiDzJXCrmJMogKFSGF8M+dvsGaTMwDbNmDD5zQU/px6P62uY6K5z5A4m9CHJzTmQCNZNparyrK/Q1WKTSskVe7emqsInFAyzklFdzu2L/hyfy/fwdVw1mRIdP3JPF4nJsriCnmNgY0Zd4bD4mlr4TC8+hiGhctU8sL6A7sORgRoCLpSYGoSAzRd/I7n13PqeNx+sBL9nkMROHrGhp5iDD79qxfBtCY2yL2rtx6FhdlhtS0RhsKdzEpY0KT2b0lrBBY0R2E67TcqyW5vdASBM3m/lT7TqZfvHfvFzg+6PgrbYRnuKJy4EBY/dbZP9bctjjv2RHO/VnzYbQrQOXFTgopMiw26UsCb/QdJavj3x5JUW+drc9A2D7VZWLjVcwHX7ut5KOYVC3ixEnjQlQIlVd/CgSS2Wryfz97Qa5/JUjDrl3gdUTvITMmfhfnEoqOY+EZg/tKoMHyCrhTYvuoxGG5UiOfe3scvw86g/LG6hybp+TA9BwE67tv19ayE5nbVAqXv96lLuA9XFipG3NTrj7LGdvXZ0NVnw+lcAurICrSyMgDrtkTEqaF8AQb9LLrWvt65NiSrMOo+6czQe/QyBMMnbQJr1Lnbto+TK/zuvl2UEJ61JXmdeO48L6cu4vcE0n4u4AAnuKx9wsDO09fKReB6Ed6fDOQeyN8MtY3fJ3Knzmcy55/Ywc9HBn0YfL858e+DA8zc6x/AfUgG2PBgkJUBodZuspbcomIgvocev47//PO3pEQfA568n1bAkeGOwvkGbCGwmnEd93e3gPcUtauRPhOLMD/OyIcThhJ/XlI+6aDrx4IDzABlgGZe45fnX2ktxN/PDDTplWzTCknb6tTd+/hs4ecn2V0+mrsUDHe8rgfbU7LNZ6yQ778znr0JiUUnu7eczW0VICZQGW+RzdoIdzMroLU7AqeIZcFAFsfPHF8zgyzoSoEr2Qvh0In4a7K5I/n1eu4KHm8XxQmxuiw8XpMewb4CvD58W3vARyzQwYLtMDo+21Ywu/24t1lw4Cu3ZAuAdztWM1lUzb8Wk8WX6XNUv/HGCPqYu1LAMz4GpqW1FVRninVXX/8/YxZuAgfSMHnoKhmDGxNhsZI7fi4svfNX7oRhsKBfFsw15Vdg6FgYOkswOfNTRZxtBL0H9qmFmdBlDjb3F2wDwx2Ft/VYoZjWqrdy3GOYwLFFzaOXiLBWL1K+6uwz27kUe3p9pZhc+dsxuNlYfEosb4KuFOgsuQKr1uFiu7xdPeCeZOTCroOJH1p3nygVYw7CGlqicD6nmYLQ3ZIwru+34fApFSRx0LxhR0TZmcX47wo4QNW2T2m/dygFc5W1r+gYXLoRliBmcxseM1OVGUS4uBIF63bsx/fVNUdhmqyHrDoj4THOFGBSW13pg55tiiHx8KSau+t59QgYvMPPCC1vX0RZ0+3ajPtCtkf7CnbC6JWw43isFkwA1hSPScAQK7rDQk66wFjS++PMSUkMGYRipeeHGYWwdnNEPJs9Z9GzmQUag64U8O7broIuauHwd+NczuRgm0BbKSbOgQKkK75KT4vr19w+GIGPafh38+3nuKDEWlwOphVS/asPVUDR2YzJU6BUOQ3w/Rx0ocAh389d1XcIJKOKOCVOa7uQeeLPpmotqc3PzPlPATmCLqeCvD4S2c/pSS27AARdCFS9/qSqnYY7Kvanm3fbQuEMuhS1U6fW+1dj0uGl86EPUZY/asOxURvWFiN7xWqtk+D5SUauCIfdexqGnuJRAhAaBCy6lVXt2L/mjgjUt0Thc9rvZN+stS0o8sfgQMmfZY2KtRxl0c7ph0/ktfZe9f1HztjQsQH3fR0BphYBpgysBObnJ5x7vUppWipJWro6IuyjT74QzBDDYTrnT2C4o5JcGu54tXQeDS2a5kAtCbdW4zXAlp+X8xaD4VaUajlmze0iUeDPQyW2tA8krsraDXzeAjU5ksDoVfGhYwgAXMlWrgEbV70Cw40K8XweJ57j77M7xkNNCIyD7M/peA9ygO3f2uOoyjsDeLJtq0O2WzD1P8C0QnD8XFiS3HVbInCCaK7IEgAAIABJREFULXwpYSir+jus6YtXIb9Cdm26srxpheTeiE0uWbNj8l1IWC7P3ihGQ3uvepZs2hlxnCPd7nABMSsev3YeH4t7+uf8QsABFk/jz1cs4JYN1YM/Xtgiz3Rexxcs/TI4wICG4Y5vq0g2OjYQY4ao01+iaf+r49rdECW+uA/MRIrVgeDBuiQMCLGWjM7mYdHPyXeJ94sBgHfT32rXo+ozN9xRONKEDCgukPjWt4kWkJ+0gKbuMvXdgJHCDXIv1Je/cex/LDjAVqi7D+F+ft+5eixaCwlE9uhe1ivZpqWAwunHyARjoMx7FDWm7lYvd5xLHny/8xqXiMHxQ8fk+xDUkAU36wuczl0t4qv+uWiJyuLcpqVaqG5nuWF1j60cO0jLga91LiwFs5UGzeXshoRr34oELEAeZ8adoBRfIx+9zvc9I3Bpt4GFDV9ftyN+im251MfsNrv9GLZZcOArt2QLAPces0gdJ4sothaRByFTZJk6zW0GgYo0YQZs3vGt47u5TzCQ9jNK2C7BrUdh2LIHv/fIaVsUv29MhGGgYIcCByquw6ETNqwuwaq0taQSF9kYirlpKcoy0732FiD1/VU9J22n447bc+EcBF2I2hruKNx5HJKEm+3g2Eqti5XaizG58lN/8IaSM9Bc9kj2eXXJDejYEJGFnV9/nFEAe5L00z6YZH/eiARhi1sV1dS7r18Sxo07bRg5p4IkZnas3Ww7HqjmZ9WTLuDAG7Tt+5j2RzijKQVzBXlD0UkYvxUW+uPaVYScU1+vRe87vfIEGG5UxjbcVHXUgvNEx8jJY2VlALbti0hLwu3Tz2WOxvMb8Zx9xM+cuoT7sW5LBHwkrOTbvBavWXFY2A0Xb9hwNpc8fEeGpXexs+RynL87D6ZTF9cogTHT/8+E++49hAJP/vVtAkIxBfJBZjH09kfgEgmKeUgTgfUfgi4lBmVaIbHa9DGlPwspyq2lKOQWoDaDF+npcdTZnUM2vJ+DDIyp1x/Vdcx6D8tQ74HbAO5oVc+O5SgmGChWTgMB6oEMulJg6t0UBKhy01L5CAx3VDyWWXdj7VoEB6ys32KgSW0qMzm/FmFFTP4Ts0c8Gu2fX+NgNTC/QFoMgi5s13k7papMfE/w9TD1RF03U59QFErvQ1dr1bm4/WCv+EMnbTh1MQxdxWN4XMtrHQ4mzSQcdv9Z2AEgeMfHZL3kCrPhxjabhhUKwOFrhitPQVcKzFRlqAoZCbvKPcJU1UlFVdWp8QdP2LCa1uPuYhJfXLEg6dzqQ+9vNq0QLG7VhfqUUr9VV+gAB3RRv6t3Ez8/9N7+9gUI8HiqULjVQ5XLS3nNYLij0BDTl23Vo+PNTNp/guFObjEnybeW1AXTsFXN9P5DAnOrsVIcAvYNK7G9A8cRABjLXiLnonvlJzyueyFYshLXCabNzxX7QLUPLPr1fg5e6wL07dkm8/Q0Jjm/dAPXsIs1GyQhMK0QHDqpgM/efluUxNm9oaTqW+hYH4Gnr0NyHkwrpETtYvqqGcR5FWOlx6DBk1eqNePlx7C0XrRowpQ9W215zbRUS+Dh07bDTlH//vOUAPnmYDvEidxOsV07QJX+khretxA8f4fHc6FwtTzTg64U2GEMQt33+NOzVggCGf+aZgADzBuIaVDXTC0OCdTff8jgY5p8H05qYynnoJHZayG550zLqQOiHCkSJ2oMVunCdC/es1Ul/m1ny22Kgf4izx1dpFVfJx5kFsOhQuX4sqDiI+zYnxwc2E0svm3EBP2+c5XMWs+0QjCXmKL7CpB549/Wi+sfM6pevMN/5zNDBzWmbrhXguF2WvSalgK6uKATK+T774xXH0NQXemje5av7Q6JB73zcJ303Lknn5mmFqobWTXQvt6G8VsheS6YVkgYjdJSqOmtjGUvcTij8OA46UoCYJaZCdwOwky/t1POGPzhJL5vh2Z/ywzGPcaeOJ0Sfcxus9uPYZsFB75yS7YAsMga900zJfdZRg6s20Lof10ULKIAekexGheoL1UPI6LObt7lXGiYCsjgQHfxRbj7NCztBkPHwhLA3X0Shr30wAi6UqC76hYcPm1DSykmEFZ9MS6ypEbv1YS7prmSSEIxuwz0an9RT0mb9l4ejKqPZy/CIJGqMguao7CmD/ePgYuuFkyufEWoBu5bhaDD+rJRWFr2VPa5tfSuKCm3dkdEufxhRiEMHE4cPHAv67xGlZAtbYsI1dRHyvgv0tOhb5ctAkWIklPbAwES7Mk79eS5fL+AA5Q8vZ/zv3AyFwNb3/CQAB29RWfg6t2w+OeuWkEPR1LBZwroyIpzYLijcOqSLUH0yxvYq81977FDeaf/HfYO29C1Cef38sl3MncX87Ay8G4aP6NrMXCyzdZtfrpmdxt7YeymLbZInqMHwSIngM7Sq8Ju2D+irku2niqsjkLZ/O/ASk0sECf3B7XdeHdsEhAqUIvK0PczS2HDjoijTcO0QuAd2K4SxO4WFXStbSGQgyidBOYsKyVv6lzsR3+enuXoAcUAzYZ3czCAmn71QV3H5GZhEcU8UXWsqxXFBC1DCbjNkEgkJqRvxApuSfmkAxTga7KnB8UbrQxMcBhsmjH+AIHKOQocaKpOOI+JvOm5T9OqL5brM+hKgU1FJ+D99LeO5Jup8Kt7ImI5iMnh/+H+MHMm/7/BoioNs5z0wWySkVEbTo+FxW0k0FztCJ6ZnvpgMgRrNACBqfJXs+tgWadKWDo32NC4MiLJI59nB3AyP1/rrb3h2K9EWgTs2GG4ozBwxJZkjtlUFgFCrHGRDJjRldFNS1lk9W6LiKjiiw8hpe2R+XtM5rXEnz3AY0eTto9tdQjaeCpQuJWFI0dzV4DhRiaW/tkAUW2tNBRATCaOpYvpyZpCwJppBsTRxb96EfQP2AKmsNPCwFE8N3yfBl0psKrVAsONDJulMWwbrsaytaFpheAT9f+/TUfRULGOPTjgoO/r+81A66UqFDCdKUS9Dm5t2X0oApt22HAkj1x66Dla6I7A6p6I0PAXUjKWTPxOhAdjqobMRHs46RR1PD2Gc6TfXwwgMe2d2wwOnQxDJQELDNzyYPDDm47X7om8DnhCAMk5qpTzvr2dCsHLj/ja6UKcD4vskLcUHhGNj2SDk0DDHU1qCxw7mJXH9sK8lkl7yr85GKQ7Mx4WXZCRc0mALbqHDp/ilhB8n+4gwondu6nEv8fOC7o97dPX3G5A6/MqEnclYVjfzj4NNKuideIWPbfKYH+hKsTUVEzB7oPJwYEBKvL0Ebvk+86VLu4c+zfWwdilVbJNS4EBvP7xuskCfuNVHRin3Y1h51zGfWMR6Vgh339nvDG/hapK1DFh5texvDWyVnrq4tdwBumvZS+Aro023Liv5qB+eRRuFGIrotVMTkVlSm/lYs7ShNcPt+YkEtA8FmMXycAFC2XyYBFQtkv2r2uVNs1dxsAXxTlnt9ntx7DNggNfuSVbAHxUARnPbpAkI+hKgScZebBppy1VVu9qVoTH6ij3yHJCPuP6jzg1akb7H1c1wMusTCit+idMPAvDAAVHO4eUWvKDyTDsNpTNy5rq2zAyakNTGYroBOZhNcpagSDGxL4LsGBpFLbts1UlMQ8r1P2FBzEIWEgB3ImRuONmuvilHKxYn6d+zvrlUbGGYhG07lasovsKMLnytdYTOHAelpRPyj4vK3sIvSS6tWpdBCwSanqQUQSDRxMvwi8/MsoeFbp7S6eimrKI3fP0LNiyxxY6meGOiuAeB3RcidHdGQQc0GzajuWRD/zQXoeA3/X7IXhASHNj8/9JAmtaIbCWY0X+QMsYIfi2BNX3xkjRv+xvCY+RlcRLqv4JB0+EoZdsss6e8Mjcnc1bBYYb6c16YLe4NSIVSBal5IfbTmMArtwJwalc7OPzHTkAViP2XLaX3xDLrn3D6oH5VrP9qVwYBW8qsS2mAgn3nSuE3gP7BIRia8a7meWwaadSG+frjM9Z0KWqu6YVEkV41kxgv+RG8lQOZGFg9zQjN446u2c4Am/mKCEkdg3hBIxBCLYGndAozp0rkSIZKPgfeU1vBZh++BQCFQgW1Je/hdLaqNDFubWmdwNaYVrp1Oct9nl/c9DDrZb5CedR2CV0H5uWchh4VFABTUv88h0bik7BR6/qudSTF67oByrnQKA6A5raI1C7NAJv330j1yv3d26ovQF7YvyjdTrv6JUwrCa3Eaux0uFg0krU7SevwtBRQmKKzTXCHhnPbhBhP8ONa0ZTWwTezlFBn2/7RpjRgZNFZeJUoQsPmlZIqsamV+m2sDaH4UbBOO5tby/BebMIiGFxVWtJJZy6FIbSWqcYmO6pbloh8AbD8OodBv9cXX76OgyeC+dhpuD38NCNtl3cVma445XqeSzXzlF7PQq3ekm4lUG9U2QtW1gdAw5Qa4sv/Ve4HiTpf02koxGkZGLqvQe8pMvi710NfeSjPnLWhs/+kAAKTe0RaT8KulKgacU/BUTj42QAhI9H34fPfmw7e5k+h+7rOrrnjyZNzm89pMB88S2YqUgTO14FjtuwebcNhzSXnoDrp2C4o7CiK6L1buO1+JiYBJzsmlYI3lHveVntd3HzpgOFJfMwKfvgUYk7gweGOwptPcyAIXCAQJZDJ2wFlpjOquTVu/g9UxnIeDqZ2yGJNyclhW41N28/42vHCntlLeD7fdH3+NNzK4bhjne9+NJQ+x763gr9vzr2H2MnhIi0Lly4lnif+Npihwi2DOTr9OhZO+n1w4NdS/QCAzMOubVwefu3DoDJN7BDwNdAA7mHaH3xe4v2yTXnrvQ7hP5iwQEWnuT17vvOlWlpgJVHv4cUML+dKtnspDAjLi4oas2FDma2ni9fC4bbyYgzLSUIyWyojvVfzxx47/kWyqvoeUKxy9G8dcIC+bQQE/xpTejacx6ZqJez66F7sy33Lo+Lec10LohxW50p838+Z1mcDappxYO6+tBdd0wrJJo8L2Ou7WskDtlXOCJxgu5QlaxdzLRmwYHZ7cexzYIDX7klWwBYtZy9lq1W7NN/lGHAlj0RoSNOrXYm2oEGdAbgnqyA66di2xL7QF+/PeKg9DFlfA31iRXVROHxqxDsMgZkweyaeweOnQvDonK2YUMxQBZOO9p1lR6OEZh+g8l7MAMTvS2FR/C3FlIvegLVcs/JEVqYkfLK+7S4NSKaCMxqWLMKK6/+ArRx8y7HwHB9xSXZv6ArBZaWPRXKY1tvBPxUlZ7ILEmoRmtaIXg79S0Fd6p/cNW6iIgzWmTL9jQjB/oHbDh/VVVQuK+TvZOtlayxcFa+X8CBSVSsfz3HBUfy8IHrHdwpFOzu4otw60FYmAy1jREJNkxLCersab4GhhuVuVml+/oFakEo+lPCY2QKcKEbmQ/cD3z0+DcydydyOxxqu4+pMrJgaVRaQPyUePLDbYexH67dDzk8k63FFQgOVNySiofuET1JdMzqBhzKHtCfcN/9xFTxnDqmQCiiQN7JrILNu22leUDXGYs36oGZaSm7OnYI4R5jsU3KxGro44x82LTLeS/tG7bh9RyXAA5BVwoEylPBexCDPP/GTjCtxP3SnW0oRhnIIzFB/7eyf0EX0iO5UlNb8Rmq6iNCteae2d4+BIsC6f8FphUSjYCZ6gwJeIKuFLBWL0o4j9MPSeBSEyycHqf+/ewacY4IupDF8smnei4NdxT6qNJWv9yZtHEQen0irM057k9r6Z24968h1sroFRsuXAurlo5F5ZrYYJVUoJ6+DkFbCWlCNFULU+NSzhIJ3gw3Up2XdUTgVbpiZPh2b4VATY6am2XzBHz1nDml9otsRoMxrhnzNVp//wBWvw13VLVaNWKrlefyFQELWIRTt7XiyuP4LTwmbzAM3/0//y+YltIM0MXmGBxt144vNijnwdRXwx2FjkXYGuItQwYRC3gey1sjILA4DlghuY696b8hwDHxb6wg60W9asjX69Srj1Jd9O3YqIE/zvunpTMCZ6j9KJj2E1ioKcTr9p8iApjAM7yoJgrP07MEiAm6UsA8i0yq0nnxyfn9Z4kr/ZIYnrGhf8CGA5oQrz/tv3BNb4sIuMBtBELXbtDWs3f4nkRq/zojQgc82D6XgSHDrVhoTMvWGRhFSfqZWUzXzECK9Mm8dmnFYI0GHp/9ygpw2Ngkz/SgKwXWFl+AxpVfTup0xlwy559EYwHrMbxS7WTvp78ueeT2jvrlyuo1VoySB4OaPJ9dfaTpQG0bwycVwyLZ77F2ha41wcknx1WNqyIwU6hamrwH94kWyQxpkeh98TsKD8h7y6u+cYiBxoIDj15wC4P6re+bI9XqosU6ZljiPalk96wE0/sPuS/5vbxu8rP+ZPkGOo+JK+O8VnZt+npw4KMvBKVVuE8stns4f72sGe9J6NpzXrWtsb7KWPZi6N0WgUcvEcC5/xTnbjRvJT5DqK0sQKyZoCsFRnNa4tYr03I+q2L/plx38Hh1fRH9fZdIQ0p35dEFtRPpGfCY3Wa3H8M2Cw585ZZsAeDkk6ufLOj2ILMItu2LiJLupzbqgR8ZxsWbFjdGfP2pP4t7aIuS75aIo0LFQQXTGstq8fUdxn4FDtTeg1MXw2Ipw1VptiscXnuXgqIoTLGVFVXfNhZhX/xEHS7IngR+57GU1yNn1D5xIsKJxzpWas/7A5hWCHzNqM+wvmoMGireyj4vKn8JW/bgHHRsiIAvFQW+7mWWwcEkStw6ms6+xR3rbdhSeMRxPh5n5MP2QVuonIZbefsykm9JIqtU2hkcYMG2l+lpUqny7t0mjIDOknG48zgMrz8q1wa2YDOngxAgpsiWJpz36/eVmvr5s+RLTC0IjuH/J4EMP0EU/FpYFIYHjtoQpJ7/kbxuR/Xr1UflEe25ek0CctMKSc9+f+EBuPUwDMfzuiQg8lNi2FF1Vz1AB9XcPxGxpCjULI4qe8AYazkJUogG6BkbV3T2PPzMraxq2LbPhjO5fJ3hvSGiQy5nqwWDN9xHydfr/IqPdC9hleJhRiFs3uO8XgaP2PAyHasp/hV4TcwU/y9496Imhb9/PZiWMxiWALUdq/KBXBQTZHFKDnw8V69CkPQOqit9MK8xKlV7FhTbtPWf9Bl0dtBdEnRxQ39Xc8J5ZGBlpkrZ7XkuYi//1awFUORWyX1vCQZd7BpiuJUYVvUiZxDNSefl22ER1GM9heWlE1AbI4rFlOCxmyi+2UKCooH6YoeDCdN/J9+FYVWp0j1hFsuFnGbx2Dbc6Gfd0hWBF+lKgd+3f5esV0EX0t793fGA5TS1aASNPzj2lYFZwx2FTbtsYYWsFEAD2wj03mIW/DLcqoqkJ7+m5QQHEmlUMCOJQVLDnVzErU0TTexoRDaJtwRFTFkr5Eher5wnFv0zrRD4V2N71nTm78BwK2ZD3G8QvVa3CgxQW8z081cONxPRV7jqvH9Wro3AmZyVAsJw28yTV2EHfff5W1wfEtm1ldVG4UlGriPIf3fhOl6XDfHJHa81eqXftBT4cuoittjpQryetF+D4UaQmsXvWAeAdQ/KatX3cQU5FgQzLWVxyC1aDBiNkUc6s4IYgDDcipa9Yz/+m20PY1kfpqUSs08Z6AV/MrfNUblkqnMR/S5brg0Z2HYVKEOws6PkKiz9Hn96jiV+KDigOxQooOLbf/nzyQYfGws9PnmV+NplIIg1BlhAjvVwhqj1srQ2OTjAQEthtQJoGPDhtoVFKyJyTQZdqMnEAG6ALE4ZjL2ZNVfii6ALNS50QbxYcEB/rnCM9H3zwzocTzQdjmdvQnKsfUWqkj31idxHcn4t7+WWE27FO1y8GQy3E1zU7zG+lruTuEb80FFcHRbAIuhKgUP5m0QD581iBPlZY8i0QuKqcDFnKWyIYf0VVkfhZG47nQtkDHBcEXSlwJncVjg9Fn/9sMtMor+xEOOO/fhbbBn67E3itgsW1bVWLxJdpq6S8aTtYqY1Cw7Mbj+ObRYc+Mot2QLg70YBwrM5mPxzoH8/sxT6B5W93vs2TMi8h4fAtEKOB1HQlQK+1P9yiNqYVkiq3F0bIw5F3sl3zgW9YmEEnr0JQX/hQfm+NbUP4My4DTUVlMgUIiWaqYhD659S8ogP1WDqT1RyUXQWDHcU7i5Aurl3eCjuuL0jhyDoSoHTuUhnHxrBh+2yjqig+jzWrcH+ez8lV94mBAd6qy5DfdV7+d2F5e8kcOnaaIOHPM/vZpYnVeI2rZBQPhGQ+A66N0egnXqhrQU4z48yDNg1FIErt1WQc+ycqq7juWxxADimpYED5OE+mZ4hrATfzj7pgWsvuQr3nobFm7mkJip90FMfvDAzH/vsexajBdjdJ2HYRIHPseNU+cz+VdyxTZGqfYD6iq/dD8P+EfzcziFbqucjeWuhcqF6qLLHd9HcKEzfdfar+3tQY2Bb4SG4+yQsgl6+oT3gq8NkrKN6Qvo89URb+nZb0d4skQOAPlhAbvruhAKhKAm9kVUD2weVFZn3yEEMbIhyHHSlQLBAJXx+AmK8R7Bq8w0FHjUVHkm8gy5kmmyLUb8eHAlL4smAzkzOr6VFwbdna9IgoasLz08gG50s+Frgvm3PhfOaLsQ3ULdMiZVxa83GfrJ9TCWF+BtIUQ00lIFF7gBBF/Y0JprH6WdYVQ5UpKqASnQ/GsBwR4USu74UwQEWmTLcUbGoK9Eq4u89igJ+7nJYqOYBUpNuKnviqLKalvLZvnoX1d9ZUDQwvwA8moNJ1yac/5cfNXZBQxl4j2NQPZrTAht3qP3bfciGlWtVZTnoSgHvoUGwGivV3HQvlzYu38EBdY/Q+WBnEB4894Yb9QEYqGUdlgDpsDCldboZxVWLCdTkHvqWNfjva3dp7dPAgeWd8ZoCnCzvGFTHN/EscRDZuVG9p2sZti55i1C41bcbGTIH8zdJ9Vmv/rPry1TmH+L+po+ujZzwa8wBCrKnHz0Dq1Ox2pjNxCwJHqt7bDhLIN5M7q8dooPsAnHhmu0QiI3dj4qFEXiYgcDTDKmrT158kBAAMK0QvHifuKrfsZ6o6Ndt2HUw4tDaMdP+Gww3ir6N3QxTwo6fZyDZcKvf4iQxUXLNrA5umWNLRNZCYKs/wx2FJStZ0wPnbeeQorIb7sT94xPP8W8fM5DFcSp3tYOyz20Npdpni+ZGYY+BDjzM/lhZegeaO76c1I1eVtdZbJzxpcHsnrNjyfvg/53BosXMLnxjJgYcuLWNQSsWmu0fjDjmt6Luy8fPLJDxW/jva9TT3kgFlrrmqIjeBV0p4D11HKZI5DVQhvejvr5tLDoh7y10R+Do6JfBAdZWMNyqtetLI5GI6MTzEB2rqmT7O5YK6M4xnmlpeiRU8Bg0tuO1FsNe4SJC2XyModZt+f8JHKiJ4j7RHA3lbxFdg8klGDPrAK/3BIId53KWx7H+SuZFJUZhUJOBUYxBV4uTjD56t+G1kUiLZUDTLTGtkAZ2Ot/HjJvuYtREsFbUQYCEZ5eXTiRtFzOtWXBgdvtxbLPgwFduyRYA7oM+RQkO0/bvZlbAziFbqg9v28hC8CBaCOp02aArBbypv4RdB5yLIlOa2nojDrVk0wqJLQyCBBF48T4sVLOgKwU66x7B6OWwEobJQ5V07uHdt/E1PhQIcef2hqALKfKGOwo353c59lkf3Kd6MrcdDHdUVK5XdEVg24B6EBbVRKFnHSLbVjZWxj1LEEDpnXsV6qs/ye/WVnwWy8I1m22hrN/JrITDp5MHNCycxclYz9YILC7H/l1WH36QWQy7D0Wkh8xwq+CxmhIgrqh7h/fLdws4QLTu5+lZMFiAlRvf9o3SLrC65IZQi5kxESgidfxXHyQY72x4AYYb20M4gDxwmGiB6T+LPz6iTPvSfinBAid6W/bYMEMJ6tG8tXFBNNNAP0xMUkCOFRD/WmS7bC06AvefheEot0ns3wW+Wnzwtc2diBPtMS1FhW1qj0Bds1Ifn9JE/vQxU4YCZFPPX4FpOUGo61m1sHPIlqoAzzu3NgRdKWK3ZlohCJBYovfkUQc4UFlFoAN9973MMtg+6JyLA8dtRWmmcxZ0pYB/g9JEMK1QQlusrm5s3whkIngzfQuTXRaB8pw6DkFiERRXYVDPVHQOfvt2UCWF2ky4CmU1ucXhJOhS7Q2xY2qSdSn+Kq/p1RbDHYVgGjF/yrAtpn29ui9Gryj1+Q9eZ2BouFHYi5MNtsVaUj7pqLKaltPq8fr9MCxlvYeaHBEbvJJdB93kAPL6U0gTRS0CD4GKZ3JXwta9inK9bxjdBJ5m5Ko18eiw2F7i3HSAv389/m1vv5obcW1wWhEa7qhU3Lv6IiKotqyMBCzJOpQpra/rF4HhViKS7GEd21OvgwMqmVbXCzMNuGpsuDUbwZixdrM6R2taUFTSV0jCrWRBur9gG5TWfkdJmgYOEJhpZiA4kMx/nn/jjKZJECCwcvreAxGg9I5dijtWHp0bbDib00rX/e+EIv3qY0gEaEcv24rKn6A6Wt0QgYnMEkdi+3AcLREXJ+jDfkM99rGJH7tQXL0bhr3DTq2dj3P+KOfwfIwdmmkpQTcWbh0nFgCrouujjawKuWWO2Q03JihRrlHP4IXN3EqC37ObVPh3EWOnYmF8Us2WdR8y/ixJji6Ixr+v34Ml86KKIUiK7c1lj2BF15eTdr2dTm8T+77Bwn/MIuNiwteOgyfUvfElwIGth1u7CeQjoVkWy91Fds+xjKjYwUwOjrG4154T1nlLIgI8Bl0p4Dk3CtOcdFO7ny6mur74tDxzDHcUTl38Mjhw8qI63lhL0kSjWWNs8Gt8b7kbIo5KtrKhTZX3MgDOgMceY48DGOYhzEs3g6hfL0hoWiEom/8dBFw/lfkcLOgXsO1Jo7NQZloh8Ixg7Ho2txW2xGhiVC6MwuF8XPdnSsjtZN1K+e6Tue0JLQUZkDl2Lv5vDDqxDkW91ialv4+1CXRLcF0IzsWCAAAgAElEQVRfKFm7mGnNggOz249jmwUHvnJLtgBwH/SJXEz+ObG5nVUFuw7aQht92Yb2J779u8G0QjBTneEAB6ZTf+1QvDUtJVjU0hWRBPgNKTrXL1dB5bxGBA10qlvXwidw/potvV/cjxsoxoR1x8ZPEjyblrLCCbrQxs5wR+FqrXOf9cG92sfzusBwRwXJb+2OyIObk/V1DA5kIu3NuwgBlN6aG1A/z5TfnVvpkcV63ZYITKX+RuZy5GzyhxYndBiERWDDjghUVmJSzVTp+5mlsHfYdvSPTjwPE2qOc+Dr6447XgEHyFP+aUYu7C3Ayo1/a4+op68svQOPXuJnmEpuMXX32StRt1++4C0Y7ig8fxsSBsCO/bZUfc0YyubUR6S0T8/BvuJnb8MOGx4WxhvJWxtXfZtLfXQvJ5RNnWmFwN+NLJctRUfhwWRIHry+gR3gn4eV/vbaRxLQ9G5TwYzugtDQEnWI/CU6NzM5pEnw0Yf/1kCoq9l1sPuQDcfzGDjDarAI9BHwMfUR9Qz43mJRO56zkqp/Ou6lO5mVsGvIGYAdOmHDs4wcSSIl4aQedi+1NMSCcKYVgq51f6drCe8hpvMH6J7xHiHGThqKoTV3KKEtBoq27LE128dvYfrcqARvvvVtsj++rT0J51G3GpR7kKrw53LQqYKZE32lp3C/N6n74sqdsChzv3iPn2erN05kOehhQKehHAHEjz61H0zDvf80DLcehBUIV52pMRkWSYXv7VTIkYzrInv9g0qsbeCwDR3rbXiUoVF7Tx1zVIj823pFb8K3faMKLKkXOECq4qalKOQMiKzusUV0SkRaa/NwHglkmahGkIWTz/0juOYwtZqrRDo4wBVQXVCNBQBPXVTr4OPXideunm3qHHWvRKDUS8Kt/q0oPLe3YJdUqYdPaeAAgXyfMv4HDHdyXQPWUdBFu7jNyXPzNljURjJ9+65Qf2O/q3tzRCxPA4X/oxTipzWa/6UwXCHXmhXd8YnIvCURuJuJ9zCvW7cuTyVNmD56v6Vz6NQj4Ha624/CMHjUdrTTvU//Cxhu7O+O9TJPdH+P0nvW9MX/Pvcsj5xVjjimpdoB+N7Gv+H3svPNHgIF+Fk4N4GmAdPE32f+VQAz3eGBKfVlmn5DeV1EigA8h4vLX4iobrLBOgmGG1k6X3qvPtiGb/tAWECXf/WzXxq64Fxs65I+zo47WyiZcs7gy3aKO+b/f+y991sU25Y//P/Mv8DM996Zm2bmppl731bJocihAAEVUBAwARIEJAiIoIAJxYwiomLOEQyIsbppuqD1hO6qYmbW+8Paa+9dHfB49Xvf9zxDPc9+zpGuHPbea61PKFv6vKgQQFX78etMJJAFrGqxsPz1OiJg9tJlm4OLpvtglvXZl2PXQXMKjkELK7DPlyvXoZIDkzOyS9LnkwOhEDyU0CjYYK9kh7JC1lm/ScjGHmV/SOqOpvsgs0i8xy27vw1yIGutxWmhXkcE9Cft4SiU+xsEUpHWn2Nj6Jn4bdA1YD+HvBITDiW2s4TY7/lYQPs+kVAHY9eC+z5y1hkOMXekwsz+4/gbR2pM2tcl2grXzSlTOSI0J1sPSxfT9OXkwPLy81iWkwNfuYTrADxbUXl/OAEDab0YLQpvxOTBviGDV22ebsXObK5/N2i6UJOl5lz5r7BvyN4x3XggqrQ0iSa7HhkyXFhuwfR7H7SnHOf7qy+dgvEbBiSrdmE86thaW3S+/YxTwEy9DqyCK6oFF/ObedAYeN1z+/vYde8ARbU4RH5bk8Gz+YqK0MumFi/emyhUap9dhxPEptXXYV2hix83O3ueCw82dZmcz34zJhdOhLE60nQfFEk84bxik0+q9GgRiN6JzoKBI36u4q+oKKxEWXNN9wVBzDVdSg7cwwDncVQiF370tNfzSfam9HvwdBrPPZcFYZ5cDEZdD59wFEFxvoZJng8+OHaWLI4MzpfXXF779TF++4dVv+fPapRVxOpaTVhgXPdjCY1BvFkS13t0H2kdC3FY+fZsx0r1rrTj8Oi5j2sozO3rBk8eVm5rCp/wiVl9u7j3YwxiW9tiQulmISDnnHwR/GxCCCXJSajLseug/4gfjjPIoPvAPvZtsCCVVQlcz6ZxwsP457PME5laimpw20t6XwguSG3olAFPojDpMC/ZEBL8kviPVBGVbdUaWpheQOQ/g6YLvQ0SBHP3Mw5w1K/45K9Bqggn5yKnniopmvt7RBs4IsBTs4EHgV4HUlVCvePc+pDZuWl6MLVnnr1DnRloPVrfIb7DO0/8NhE5TRcwVUXFaiLRCaiquybrDSiqXaSpqJw0Gfxw+4kf1mUy14XsVTArOZjQJPPNrM8WjLsPDfAJXe8BE7LWEnLAD/VtJjyIEkJTs+dGbKiKub5OcB/AKrGnTSAsZqVEC/3t+VtWdV4rJuRkrbohA/Ub5vOYZeBJRKJcUjDJQpoeBG8tZ4HJzUfByYFGppsg81pJh+CyRGGanAk9iWyTqBVN1ZgonUvESqWnHV1RepV+HtTuld5rD0sqvY/+M066p0L3kdx+UpokE3rGNTHBvwfn5Atu0/gwwMu+qVO4FSyk/4VTL97P+bi2wsnzfl6tpyBZboXlJtyMYVxhRoe6ePkjHzdCnTshP95LCSpZNPTgCb+NTje9ysGTQifHhKAvbUvaPQQfJmpZIM+ZrllRLTh4gtHPynGde1JgSwkCoviRmv4+hqQj14KCDcH7J4HEmSjUDhiJ22wT+yPIvJwcUNeZYpxnVKY1WW8+609PKERFtWDfUPiAJrAdPsU419247ZqN3yZ41HThfrCUej9ROEg4sK0H3xNCKpITQSgai9xorFdUC2Y++ODchMHHMUW1IHONxfsvryMCXNdvgDNA6FQWzdvBKvcLK38BimoXAw2VHJDfvZ+iOUCJqdHL4rsg9MeajfZKNlksyuK9njrUwJpfj3OtruQhKArz7Aok4Va6v1/bcostmF3xG34/9yp7uQbAjfXB6K85hkQ9mVDLdQD4+W0wua4IWU26pUTOsYQGuBjCUpCEm0NRUmU3EU338aTonSf2b4O+Y1mnho6rqOHpYpq+nBxYXn4ey3Jy4CuXcB0AKUZT9ZWEYK7FFMDAET+f/D3Y0sYmuLtA0302n1avIwI+rPx3m9WOptvt6FIDFI93Sbz+dZUWvNJ8Nh5cXelzLpw0vxInYtrsJ24tU9f0Pd/+6SsReHkdEbA5HUXzzucJ4b3A6yYv+iOJLTh56KTKiQH9Q+LcctaZ0NyGSu06U2onn9umwltQvFZYsGXkfMc78p09JnxY+e880RLKqoZaieQnXlhmQSfzmP6QItAZt2JyYP8xgRwgxATxkt+4fOBhHN+5nla+b54cYDZ8D6OShY1QSzXnn1VkPISpGdyGkhXu1fjb7O27HIKep+r8OZ67ZPDgmwY9qpJTI7G1t6v+xBWZ5er9PFNYPp5QHwTNpWrLzfs/2IJ0dzVSYdrTT8LjaT/Pys/1dYJHxYRG9ZpJGLsmJlC0TxK22rHLhLJtJjyPxHvsfDIV9FycrxkqJOn3/G9yEupSbAnsHzZgOGEHHp8hNgguS9Qb1937oOk+mC/CCucsmwx5HWgBqqgWd7bwOlDLIDDRduSMn1el6Vl4HcIOzD1+ATRdoD5eaWLbhjbmTrASKQ7u/chxpoorVTH0OBSGq24yON9RUZFas3vQ4OfonP3E4fWeHZu4WnzghMnWWJLIm/jvISdUimqBHoluI7sz0RGFvklFxco1VcCv38ftbz4SQU57nwE6e5cXWHWmIAsTWXek6kg+45pPvcYgSRY8dTOxwfNxG7nryPs5ny0Yd7Ok4rGERth72OT2o/0skXovOl0kB8bHwdO8TSQHDuwF9/AQv2+8L2IICk9dBf8buXXQ+ZbXiD60lBxcmNAY7XMkfgvklQq6EQVcgRNHOTlA0NUTEnSVHAxIbV9RLXj+JnT/JeuzNNXhM55LwASQLBxKlmsyH9fTinSc91H/wRI2ofvHzn5SdpeSAwx2PDt+gVegnW9mOQqL+jJqO3tMGGWiu/MZLADPw4p+m2R/SGgjQo7IbV2lBddiBE3Eu+oXvLpPNJTAFsoGUFYWHzpt2BBzzyMj+f0k+pV8z4qrDP5sNN0Hh1hlMLBaKT9bLlzLXBNIfV5RLY7Oon6jnqm99w+RXovJgtfgqi05O7yKwuTMufhNNk440bpksb38UgtaUhChQ9ot+dkuqG5eOqiTE1WDR396ADhyiZL+Jp+L/NRtP9fIxrNkU/jzoQRmXrHJ+yn5/rb1/vTzqtpOKB8/p4o0dAj6l0saV5x37oE2FzBusuTBhbgyaExFisH8yl+CotrFQMMlB2oYinRNiHchsFHCTe5XiP9estmEamYhO1+mwiynqOXydeeYrhAJX7enHAublCiV5k90f7+2oVjxv/L7uUcZ4EnKiVKh2UTrU9L3eEIDp5ZSW1thcbQmvfPuE8N830cTmmy0LmqEZpXFrHsPmNB7wOTONUcYEkt2JpH3QbapXHiXaSg5I3Gsf/Q8/D1YXpaXn8OynBz4yiVcB0CTrENJ7bbO40psEQwe80M361zubuligWcbaLqwkqL2fuXvYWDY3jE/fCYsf6iC8sGDvx08ISaVpZtNeO36EVqYSI3XEQH1ZdNw5TZu745k0O63qIrvXfFPXFhMUREirEvqrxUZKBJ1Ru3Ac+7tCLpugvceSmwDRRWCQfXtJgwOi4lIbokJLe12pXZ3EQYATWvuwLriBX7cFNXPq1ttewx4v/IPPNg7PR4+OUAdO03CCGo4nStU4G/E5HG7of4jfhgeCfa3nWNBn6ejke+bJwcYz/x+dKqwEdqxmUPUyzOecCVgGmydRQwGf/UqLET/iiVAPnHVa8F3tXhApr3WbNfmfIHB18yqv/CEhiyitcBoIicS6oJEtYjjJyvRa84FmN22gSUHTsPTab9NYHEuC4P3mnXP4dJNMTGkfR6TdAg21pgwGYnVZtfDp0HPxfmYBYWy44CUhBqPWw8HT/rhSCIG126GUKEJwDzT75i9dBk0Xeh0HG17xPehr8DJmXvFr/jfrsYUBk2Aj50z4GEUC36ZPgAFOvSMND20XVdjhx19Q7x3UkyeYwGsO/HP/BugiRBN7vccMDjMUnN5JQvFWo7C8Toi4E79PmjqNLh699mLftjZY8Kjuwz9Ef878Q0e2MsDbUwOYIKpN+uobYKpqBa8+uDnFCdSraeqnKKiIwrZy1GwmJvt5u8PHZNUxqff++Dhcx8UZGHyaj71P4SDSdwmm4glUQ/mc6NgbqAHvI4IOJLYDANHDLhy1wf9LCna1Glw2LnXEQGuK1c41cfriAD3scO8uqdXrxcTS4ZG8LTW8r/dn6SKI1Un8Xkkq5YN7aDpPhvVobDc5KJ6NIknl4P7k8FWhpSkPSLB/YvKRELmwHEDBo+G77u6JdHCnY3M1SUek2meHYz+k3yUV8u3txowOuGH1h4T3tYjsuBdJL53k69CH4Og7QdPGPDqgx+6BgxwVqAI5uzIGdu7LT9feR/tvQacj0PhQj1rFSiq4MJT9XbotME5uqGCjNLNJkzEruXPcyHx3+DYaLCuidw4DeCtuIdywmB4xIC2lBN8n5ORsXysHBwODvwDgwCqDAYmEzXdB+19tD3+lyzonr4S3w319ams3yCU1eBRprLPEgyhquMkGvuSuaici6uyUXg03Qe9B03b2FdYbkFj6pitH8vOXoDanUsHdURRVFRBl/kpjRLRhIYp/wliej+13X7ih859xpKK7y9IMK8AtSLIzYhsdnfsMvhY+Lnj7WVFi96DBreJloUCtWfCOWniyCR0Dxj8Hmuzn0C2b6ZnQMkBm1BomOTA42l0WbiyhP0dNUroUWVb031w5Iy4VrmSTTQ7fctavi71m5T83plyOqxoozwX7Nz3bZIDhWUWvF/5e34/dysHoJtd01gJm2dJFDqaex1NaAr6Fks2m7BHGQSvIwI+MociEof0OiJgKLElpBjrngNEDxO/kaYKNRKSJHeh6/dC9wHlGUgrXcjD+dGr6FW8jw93D5aX5eXnsCwnB75yCdcB6OUYwAwmddk648ux6+DgCT/sYwPS9SqEQRGnmIJBam9X/jFo0H46bfeglb18CRanqAhTe+f2cR6c1xEBdRtfwTUmvqdFY3XZ9Yz5wcf8mg/2imrBlbs+7h/udURAWQY6GRzPtic05Da3B5MhBxJ32SoLO3YZXLxIUZGLubPTh8ddwTLwBZjNblp3H0rWf+THVVTBi+3oM+DdKjzvazEFIe1oQg1uJZsNDgt+vK6K7/t6zGrbQCsPYoqKlkHuwzgAeXbW8N95coBVFe5GZ0B7srARooB1Q8YUh6KTyNGH4tViIGPieSmqH7KZONUtVrkt22rCPPmOv3hjOz96ZtOrHJzvSdWUdZUWF1w8GV8LVdsDPenxPEYv+zlXz/naCe4t+Kw7ss6i9kGSeM6eDBSjqy2dDrIC03QhJNXVb0DVdpND9V33HwbdWw53ZKrwmu6zJaHG4sph6LQJQ4k7Mfjb183dGRZW/SLIWnKewfhLMl/A/AqcJLhX/AqScy1wSRDGidi1Qd/S8XMG3I8WiYmFSJz0LTCUguv2PeF5HsDNbOo0YYHRFjTPj9y+lPRGSO3dpWBFtanLtCF7MtdY0HfQADdz39C0eR4kezqbwT18mJ/X3oxDoKgWtO2xqyg37EBqjuxoIQJtRO94WHJgbxZaj7buke3HZAg83puLEtS4utnkFk2k9ZCdPQ+KasHpcXEvucilGye7+dnkhvJHG81BDshKsvAdns9eBXP78F07nNga9IxadptwK0YVyYEbt2Cup5X/e/bMSa73oFcWiMk4Q/y4d+/kfyMv9VJWISI0T1q+JaEdUIVcpjq07jHgLTl9sCQeIQFIcFRODlBl6cBxcS2ykv/nJtEklJaatwitzZgA0mMRHSL8tE/C+i14nMrt4lou5SHi5i1LDsg6GXLrYzSv/iMiQXQtnTkUMPQJ8apJIPLdbHCwciEO3RH07ChQVIu7o5AH/aGThk1HJfA8yraZcClWaEgsZPxVqtyHDkoI8vyUuYfI1rWa7oMTo36u3O51IO2LkgO9B03+X9ofFzNktpTdA8FBGDUS1iVxUXJAef5GIAe27bAHG6RvQImJurZg9JXcknMteMFcVM7HVYRcR27rKgWknARYU3N+hPq2pYO6a5IQr/yufq4RhYL6oZ/Cl//WjZ6nogobRrKio6Cue/Dz5yUnroal/+eoTOf3/D3akIeUKj0K+1Ttg8fmtMI5/8xFSBYODJcc+JJG30Vnv7gueqc21ZtQySrZ+toUTouSbXDdu3FMJW2rHamjYak7pJuy1Hf4pW3NRgvervozv59dyYdhLxMBPFNMyVxBDZtj1LyhxJ1BRbKybaaNOuRd8Y/cgQnHkja4GiLBRPa9A0fEb4TA6tlvwOAxP59vbmJzyKsBiRvShFnP0G8LmVhMeByXCooani6m6cvJgeXl57EsJwe+cgnXAZDVFtkpLeRjJfVibCkcOumHQ4yvOFGJsKm59gbQdB+vzlF7s+rPvLJN7dkbEazQxJZ+I1EkRbWgYrsJ7+d8sCN1lO+vvvI1V5Z/ywSPnHcf4O9Jf4C1FWJAGLvqB52JW3kdEVCa+QIU1YKhTBbAMA94uRE/fzAJLXKoc23ZbcLQKXFuheUmtO62V15nGdy+ufghrNlowUBSD4ys6QVFFYranf0mvF31J54cOHc5fCdcLekvlFWbPCFza2MHv6arsUUhHQ94VXDKz+HFugRZ5smBayhIcyc6C1pTWPWytpwru5dmvuBiUuQv/6aUqnNs8rrq/7CECT7HRy9wkllUbgnf8cmXtvMjm7bnkZFcdGlqhsShTHA+noJnTd2gqMGK21Q5Pj7q5yJzrmfTMLsJz6s9exSev/HBALkvdLeAJx2rWDXrX/EAS64WDR5lFkCHTNjcIKzJZm/fBU9LNcyeH+Xrzo7h+6hXFYqJkyQwdz6uAo6dNWy0BlkEysPUo7nDB9MiWJs5A55ViBRwrfgtBgoShPFSbDEcCpjsnzzvt0HWObUgFlE1rkdTfAJdHlCFau42QXewCpL7O9C3oM6Ih8G+iVr0ITUaJ5y9Bg86FBWpNX2HhfuG9sHDk2tze9q5/oDXEQF7co7hZGSLATMfRBBC1Bxv1L+Ib5DREQ4mdoCiWnCq6ToMJPVA/no8f6qKkRp4B6uC0Hcg25uV15jcUnGB8cEzcr6zBU6BgdnUjB/UbA+/n3OsAn8qvsbGGy1V0aJvPuP/4dd9MHFX0DNq22PA9Zh8kRy49xDcLJngdaBl5OzVq3jP12eL+7CL0VIG9/C/TTDUFFkNUsCetcaCwiwU/ltI/wtuL1EdOljFm+D1k698nIdPEFI5OUCV536JEkbV91fvP18hpKp++moLWnfivdRj0FmGxDKbU0agqo5xviukQHSXCXN9nVCpTuLxtNDHoCp27yGDo4kmMraw9w/pbvNZK+HdrBBxDNwHJUHubOmCFw/f83uq6T7oZeJwg8NoLRg4IadWUWvyBIPXgTQT6qv3DYUO7gJ1MuibyGK2gqfG/Fy53etA2ldqHqsyM0RDv1SJJAeAC0zATO4jA49NomWEBDl/lRw4xPjW3GXaLDPJCm4/s/alZERXf+jrS1ttQX6WEwaSdtuS/+Ha+i0mbEu7IfoxppYfjpZB7cZ90ZccOvHTNQeesURIJnunq5v//skBElKVkwNUgCBnkbGrn78mmRJ3+KRISpEg38wHH7j7d8NcbwdHp7hjCdHntNGPFNWCycYu6FtzDhTVLuD5LZIDpC9Q0yJB4lmyq7rJEJXswkRwD2G/62nextelJCyNmfWpF2F7a+h3REaYBfL9/9ZWXGXBzKq/8Pd0V/JRjnY9uvYIm2cJ29653g42LrQHJa8qt1vQkSxoBN7Y3wo7YTb+BVb8Nd3H6a172fdPSB0av+RGczYZJafposBSnMkS3KyIcyO+ABRViPuGasvL8vJzWJaTA1+5hOsASKBkDxOpo0zthbgNcPSMAcMMhj1WsZ9lSxH6StU5aq9X/WdQ9YKsnEhIK1MSJpInKJTNp2y21xEB9VVveWX6VQwGsKTqvZDxV5vC/6kxA+Y6BHx3beZrUFQL9qcxVf5dO4KuW1bSpqBcUVHQZvisCDrWVprQukdWav8BZnMRit9U+phbyFDnPHoF70HXgAFvWOb5amwRnL8SfvJTL6myV243eYZ9vFpYO07Erg3peMB5+Q/9MMs4057aMv47JQfo3t2KUTlCQ68u5aJQ2dkL8IZV2ygTP70Bq3OzrDK8EPMbUFSLCwcSZDKn2OJcfOejSdv5uR6hVdxkZAwXFJrR/HzCpuk+uHDNzyZu9uuTq2IkNud68BhmKxHa266OwYt3fq6h4GmpBk8qJhFqy99yzYv1W8SEQQ4EtjUZ3JrMs5UFlrJgHoOZexqq+N/kJNS5uCo4MWrYaA3OZwj59kqBpJtxEwklUZj1DtxRmAzQVv4bpOTZIYzjsevh8Cn7vTh1wYA70ZkiMMlmgqBMg8P5fAZOj+O1yermmo5BtmcFW2/2I3eooPPTy1Dc7W1GEp9wUpCkqBbklaAImJMlMJzv5sAjBbSURPE6IqArd4Rvd/ai+MZrm5juwapfiAlVDyXoMDlE8G5KItGkjyq8pPBNlIuT58X+11VavFJNKJfUHHw/yfnhtYsgvrj/5299kEWuIHG/sTmYyLzRgtXMTjXut7ZzDhSK6ugz4GpMoUgOPJriXFTsv65y7Q+9KEn0RTuZFebhQf430sugyi4F7LnFJhTmOPEdYL7gsn4KVYfJceDqPT8UMSGxx9PBmgNUKd9zIAS6YjZ0fyU3gr5mFS1CawcTbmWuLmRD1pg6BttY9TpDCkTrmMJ+oB5NYKNJ+e5BYa17MWu76MNYn/fqPQu8Q9ju0bszMOyHJy9FNVnTfVKAbwh9gxAiYJvqTRiNEwKT88UZnFYRmCiiRgi320zvYWoGzzG/FK995JKfQ7y9DnSlIYg/vf9ysEEc8xGmLi+jqwKPvU/SzlFUi9sMkhMG3lNhM6yoQmuB7jnpVYS7PnKhCJeUCWwVtRZsSr/Lr1eP+o3tuOHaLamYEOrZhGuUEAx85/6eTdYU2sP6IhJK5M8mTGJMbiTKuK1JIFx6D5i8+CJTV8g61JUoEH2kqH86fhtPFhVXUXFhaSvDL2009sp0lF1MYK++w4D1GRgcz+fHcJeFOYkOSZSzhXQsDNWkXeGJq8AmW0/L/djXtNLNJkyvcvD3tD3lOJ8XDhYxMV4J6eBp3c7n0YHfypZGkxdkaI7hfCUssPcndQVpBWi6QFqQfeVDphVSFMIdgwS+Ze0I+e+ENiME5ngSite+eBf+Hiwvy8vPYVlODnzlEq4DIA51t3IQO64cgghuhGPnDC7oc3o9/u5p2gqa7uPVOWqvVv3VJhil6T54O4tWTgT1pEk+NUoa8ORA+kW+v7ot77ld0Is4pDoQN20+Nwqy1oiB9dBJg2duMfjCytDeVKHKH3jdxGnrU/bxQUxRLejYa3AFaPp7W68BOldq/w5mc/B8mjc85dsRF4z40LsHDXi9CpXtr8SuWbIyIAuvbW40eVXhZMNlfk2XYkvg+LngQYEoCVfu+MDNrNj0Lev47zw5cBn3dSMmT/ANq1Bca3bFr0FRhaI28SCflaMokIdVJvUEFLEh7ur7OQZfzrNggdn3ue7Z4flkU/QkKgGKq3C7wAru6OXQdlwyn5ZcFVw3bsHsRqx0t+ddgOn3fmhjQpb69nLwJGMAXlP5zkZfoH1SAHr4lAE1LQbcZQG3XoH6DguyYB6ftDSISYCUhDobvxlOXTBstAbZlolzyRnNYyEZkST5WS7QopAO8H7lHyA134J3K//I9zsWVw5HztjflzMX/XA7Ok0g82UAACAASURBVEcKTPB+EDRXe+PiwmO9AT7gbT0G1zTQnAswnxeD58sg2STkN5OZBoqKFALal6IiUmTgiAEfmPuG880sty90Hx7kiSevIwJ2Zl8QCYGdYh8VtSZfh9/LzibwOiJgX1IfKKrgzxYyVfUWpjCezyq8B477eUCj6T4u2EZB81yT8I72OiL4b6TkzpNZ6/Dfr977ISOHIRqif21zMJF5o9lrLe4mMcfOuT9pD9f94JPUfsPGSXc9mxY2kQ5Ep7geMXgnExPUdB94GpA+5D42xP82cpEExxh6Il/QnApU1F5ZSPoDbr8X379DiW28ckZ9yqkxv4C2M36pnBwglFRnv7iWQH2YpVrPoJ/17Ra070JKjR6J6uhE89iedhkaOgw+DlCjZKDcF4RqQ8wrvnOfCeXVrAqejc+BNFPchwdF4B3Crm4fE4DbN2TAA9YvrGX9AvG/+w4asFNyLgjcx9YdBozEi3dMr1zNBXuPnQsdlFCS5hqrDJIeBB373IQf6tKEe8nt6GxIX42BHUH6h06Jcwn0PickxaWbwceWtXNk9BRVIBUV+cyFktp7E7N9JVh4YTmJ4C2tqaCoiB753PuyqcGCjRlCc2Uu7vc8EbLUdrJ14NEQCLqlGunyKKoFzV3fJnj8kkaFA3rHNN0HR06L69lY+9MSFrL7k5zQIqi5DBGnhJumEKLvBafgnIxHAdgzF/2c4iOLgX6L5AAVhmSniqYu0rEwRCU7J5LP3WRtKEpkzLMxc2v6zbDviCwgHWin/be2sq0mPI9cJca1lFNw5iJLUuazeda2Er6+XouIotaUU0EIz+pmw4YOms9cAZo2z/89kLQ7pI2rnBTVdB/XUApl+1nTQoiiQNQCfp+krUPWzKeS0aWLEoah2vKyvPwcluXkwFcu4ToAnSmok2LyPOMkjcZVwYlRP/fTHS5lVdRGrKJSUEJtepUj5KAt8+1yi+2dO8EdySO6IWuC769+m5OLcj2Nx+CFKrnzRQq3osIB0rRV6PKyZyE514IeUuWXOPh8AOSZ3kHMrFYIzhopVlMg3NFn8MqrNvsRZrORp99UPslVY6mCT8IyvQcNDkubiF0b0qqGmmwHVtMsaA0HWqf4NY3HrQ85YeUw0+t+mB1HkRtPxWr+O08OMAGcazEFUJeKk1FCjTyLRA5u4Pk8rkDBMKowe5JQVVzWBqAEz1wR6jC4bt62nZ/zjnBJkBWZMwtxAvza6ePKy4HVI1mJm7j+rouXwFWG1dm2vHGY+eCTPJOLwJOEaI2aqg9c8b1I8pBuZUJ7x88ZUNdqwK0YDLjnSWgw9rdigsICQZtlkZSEOhO/Dc5eMiRaw05wXb/BgvcMmGX+8yQ+R1QANdsD76OxovN21Z8hbbUFb1YJgc/zcRVBwcbZi35ho+aIsGlseB0R4HR5eaUxcNv2PjslgCZcsyyZRMmClzkqKCpW5ikQpwBhcNjg6Abna6cIaI8fgdlbd/h51GVe4dvJgcO6SpOLMX1wf4/fYHsdeB0R0KsMgKIiXFZRhTI6WUdRhZfUzynYJ96uomLVco5Z53kdEaCv+IXtm9J04ctOtJjXzh8hNQf1RLyRv7RV4GXeqFps8msn8cY+ZS8cD7jPuwcNGyfdNf0OZk8Je1bXw6fgfI6iYQvpfxV9MNN+cDM7SvlaW/cYtj50TYUFhat1fG7x/2p7Jw8kdfLgg3j6+4YM7njw7HUwckA+jqaLwDFt9eJPmkT3MOSAus6E9m7kPM8zy0yyG6xOuwbN3SaHUFOr2m7C21k6XvjAktBrbT0G9/M+k4N0Ai+zQnXdfcAra6GU9eUqHAWapZuNoEl4KAs2eQJ+Kr5GvGM1G7jVbzhNmc2SqKqmS2Ks2wg1ZUBNmkiu3YjJ4+gK0sE5JtngcvFEloiXkWOBxz4saefsCdBQSM7F/vfEqJ9XjxXVgpZulhxg25I16r2noccvCkwDA8FwbVuTyfnPXkcEuJL+Ynv/wjXZOSOU7/tSjah3imp3fvh7tUbJknUvo5/I6MS+gz8tOfBASnYTZWRw2A9FTE/h0QuxLllUvkvFvt314ClPVh9PqAdFxQRY/npBP6Jtv0VyQNOFrS4JHW9vJe0L06abQqjPuf29fFv3SdRFokp3Vfo97iAT2IYkFMaX2Fwu1TbWmDAVGcPf0+aUEbhwHd/B1lw235DohjQ/2Z42ETT+1reZNlTsfH4caLoPvCsQjdqf1AN3n4b4fk/ZtULonQllW0qC2qMT9v3Q/DQvG+mO3mhE/B5I2c3nX+HuwfKyvPwcluXkwFcu4TqA+dUJLOPJbAQZt/ts/GY4NeaHq4zHfHAd/u6p2ygscljn5nVEwIvIlSEHbYKoKqrFucTUCMpPHOn6zKt8f401bm659CAeq7uUANBLMkFRBSKhs9+AWZY48DoiICd7HlLzLehKRjj8HEM7yI08truTUUCNqms9+w1uT6WomKXv7BeVV6dzAdyZCKFvqnjGr4EQBNeZsE/fYQNmVv2VJwdCWdVQ6+oXk5f6NhOGz+Lxu7tEdnksrhxOXQjeB8FMz170g4tVcPUNgs/MkwNMCO1KbBHUpOF9ni/AqtvNmFxIyRfBAKlb369CCDX5lc+mrABFtfM2V7PJxew65mxw7Zrt/IRLQppNkTmX8TCfv/HDidHQg57s4U188tmzZ8C1HiuSbasvw2uXD7amo3CgXpoFnkSswNdudsLU6+BKIgWgI5cMaOgw4EYMIgZILNDLRCc1Xaitu4cPi0mLlIQ6FV8DoxMG9DO9jrnOJpgdx0mAp3I1R2uQRRPpA2TleOFtDH5nr1f9J2QUWPxd8TrQEuxEAIf43GU/3JD47J6WauEYws55U31o3uGuvYaNEkCon1n2bEgvYiqnEBQVrZOoWksB6YHjBkc3OF99AA8LaGdHToHrwVN+XlvSb9kCQPpGc0ssToHQZj+G/Aa3M6RBcRU+r/p20/ZvjjBhdmuk3k3HcHXu5Ocxt/LX/BzovXv43G8LHt+5fZCsCj0R2cHkgKSfkldqwnMmukbijXuUQTg1Zr/PvQdNuBC3QSRs3sxyNI/XEQHOZ6+4pSMJ6Gm6sJOdHRN6F2JiaOeEl2w2oaAI4fsLLJHl6cbrHkjazREPpGbe1GVAbjFN0oOTA4GJOaL8hFMGD2wEq88rNqFjN1JHFlYidWS+GJOPm9NvQ9sewxakKSomXjnFqCj88U5fwGM0d5k8EDqh7hbJMaZjQTo2hGySGwW73QPCDpbGHQouOvsN2LqDKvHBY1l9mwnHE0QCaq5pqy05G+rcyYd+jFX0SEuCqn8Xb/htHPyrMYUcql/F+P5yvy8HhZru4y4QD58FH58E7BRVINqoUcLp/FXD5pbTyvpg+v4pyHwlWTHKjdw0PvcMqdW1Gdxtw+uIAC0lEhQVdU6W2u7hM4F2CEzKfa5Rv6io306w7ktaV794Dv0seKWkXKj+OlwTGk6mzec+0N5SRoa8ycDij+vOfZs2iaJaMDxi8AQuBfCa/u2SA0SpocQVoVz6Dpuikp36H+BhtoXuIwf4tu5ziBIlbauNGY/D6l6cuiDu5VLOKl/Sqrab8DQqnr+nO1JH4RrTvajPRv0mvUzl65PLV0XGw6Aizo5dJtSmicIXCRzTeLg/qQvuT4X/fklHhihcoaw8G9i85mxAkpL6h5xsRo1jY//utCFMHoWhcmn6cnJgefl5LMvJga9cwnUAVDVsTmWQ/TSEwp+J3wanx/2cO7a3CC2jPNXrQXMx5fGV/4d3eM8jI20VDmpZa8XEo6jcXlkgPtR6VlGuz7nO99ew3cO5oXcSMCiiCpm7bDVORljVurnb5JQDrwOFyDKLLI6GkD3F+QDIuOOdyUdwcsuC1d5DBoxKTgqV23Egnl1Bqr86uJkifnPlCw4bJe2BW4+wc+4fMuBVJAaAl2PXwcTt8J0wTfgUFd0SaGLfstvktnjjsRtCVqdaOAzWANeNW7bBR9Ol5MD5UX4uW9NZdZtRSM7Gb7JV7npZ1fFmFcKVPY0YJDvTY3BwlOD/lBRxlmCQTbZ91KiSfic6Cyok+KQskhbOPmyUCc7VtxngaUCur/v4EXAVY5a+tWAC3rp9UJ7xBAe+ggTwxGMlcfs2N7wMgJFrug9qd4rJelOnAdcYR1x233C+mwNNF5zp2dGzYtIiJaFOJmyH8et+2KsgP3Kuo5GL8+m1ZeBiAprzBQk4GWDPMj3ne3gdi5DFV6v+CpmFlo3fOBK/FU4HJILOXzVsHutzPW0wz1A/C9EI4y5k3HK5gqTpqN3wYSXeF7KW9Eb/motFLqQg2uJRTjGbNKIlJ72TxZuQ6kIaGs7pd1JAe17oLDgioDLjAaQXLPKggmgvafkW1ynRtHn8BiWrO0UVqurEU6VnRRVesiUjGhJpUpBH+/suSfwv8l/5+ZOGQaAGBdFb5hlliDuYJHXaeKMFZRbcY9oU81uQNrA7+WDQ99h3WNjleR1I4XBfElQp52snOKnvlIQZ58sZKuay+HY41P2QCTkSAqNsqwkFa5gjRhQ+dxI03JfUxxEPZP22fovJg82XjF8qJwdIOIzEvkjALa/kC5MDpRZ07GEoDOarPs/oKpXpD6BznwHrNwtkiKIitP7Fu9AOG3I7y5K1DbsEP/6IKpJ0emkmaLpQtK/cHrwvQU1A+0lFReSCpouKXHsv2psqqkjyyq1xlwnDCTvEN9jZxL3nQ6mNa7qP00JII+D8VbrfJn9Om5mtm9cRAROx6yCbXSMF7bKY7cARPx+nNN0HeSW4TihnCTnBF6gfQd/nlTt+W/BM1VmZsqOuC/8ulEgJn0DaYKi2Y5cBRVnv+PW+S08ARRUWf+Ha45ci4A2FoFuqUeCkqIK//fds9C0rqsW/zyFGK0jODXbWCNfeSoKbJM56dMQQuhYMmk6QfkW14FUWJuhcN25wmtzRxGaeWKC+c0bSPPhWyQFC4dC7X87e54PHDcjLFtQoSri6Tx7j23KrP5ZQX58xFdJBRNMRfUPX+yU2l0u1zQ0mPIpKEvPR1Atw76kfknMt2JyOSDm9OJ2vT4LJazNfB9lWt+y2i3DyYgGD+B9KbIeHz4PfabJJbevBa6pnhaBQtthEIzszbr9+Qmtl5uCY4WXovZa08zhmzoW/B8vL8vJzWJaTA1+5hOsAFnKwYsp56CxQOBVfC2cv+fmg3L36PHZsW9aB9oEpfLPMp9cRAc8io4OqnZrug9wSMTAHwj1Pj/uhuEqIHdXn3uL7a2yY5zDgG4lrefDldUSAswKDmFzGJaxpMWB2QmRmU1Uf5BZb0J7CBPrqK4POi2DR7cnH+MQGM/sGF8hTVAs2NZiwe9AA58rfscDRA7OpWGlt3vyKBz/Ezbw3KXyMKeC7HFu8pDdw/5A43s4eE05fENU8goBPxK4N6XjAfcrPGOC699AWjGq6lBw4ixXMS7ElfHBbYImgg4kdXD1b0wVXdaIKg14Ps+R7n4WCdU0Sb5Mmx+9KRLAonx/x0W/GqDYbKXlCI5SX7ZPLSzfx+W9pNDkNxH2wH1zFCFduK7oG79w+WJuJUO35zBWgx2KFfHuNhwtvyXDXzQ1UrfFBy26JIy6hYJxT6Ligs8rn7LXrfHu5Enw8oR4u3/RDr4JCdnPt9Vzx3tO8DZzMd3ohAyHkwg7SgFfxKLA4vcoBWWtMeCHxG0/HVwcFnheu+eFKbBFfx31gH+hMM2Ih/rdc/yHUgN89YMC7lczykN6R1P8A10ucpC8k4D27p5aDoiJPXRb7K92MyQHS0HC+eAN6mcoDWudrjZ/XhoxJyFlnwtYd+E0NDPs5/5X4js53HvwGudXdCfzWmKI9Be/j1/1QutnkQpy8Msx+b+/F94ZQKK+69vLz+BD5B37+6UyAkNxP5CRVSr4Fc4wyRDSSwaTdNt5oYbkFV2IxUUSBfGfyUND3OHDEgHNxwn70xr0fYZa5hFCyQNMFJUvz/MjeM9LTuMn31ScJZ8rQ7crtJhSWsAp95C9B032cTtGrDHDHGLKRlRvxS+XkwMUbuB7ZhD2ZxveoIIToVah2b9IP67eYsHfIgI69hrhW3QcLDJVWlvEUevab0HvQhPz1JhcQW73eDKJ6hGrnr+A51u40OIpiUD3Aj+Xpag64luBzp2RX2x7D1q9ous/mGU/B7r0QMN/mbmFb6nVEwNy+Li7Yd+dJ6P49UMPg1Bgeq5lx+6/d80NVurA1uxhbygN+SrySM4Gm+2wq9ZouhOdeu4KPfeuRH9ZW4BgW+NuWRhOKN5nwxvUj1DQHw+6HJdRBWXX4d4FoDZ9L8FBr7TG5fajXEQFvstJt1xOu0XtJ/dNPeTcDx0hFtWAgRNX1/3aTUQIUvN5+7Ie1lRZsDvFslmrpq0kbAvd5YtTgdohkR0iWtopqwfNskXh07+sGryMChhJb2b3wQ2o+vj9yBflbJQfIIYSumSxVj501RCU7/ndSEv4c35ZcXRaiEbFZnDkNfYdDPzvZ5jKccOaXtupmEx5I1sF1aZfgwTMfZBUtQgXTzJgvFKKyC/E4tmVnzwdV79v7DNiULqh3+uY1uA2jGQ4ltMCTl8HvNI3BpLVAycIbIRKXLWG0Uqg4l5bDBIHZ2LM1/eaSOi+avpwcWF5+HstycuArl3AdwEIWqp7XpiIEekFB6PCJhDo4N+GH529xUN6pCp4V2bXJjgWTkbEhB22CgSqqBSWblh4I6/JEBaWxcYFXsSYSMTidY/Czd5s22gLyyu0WzN4SCsg02ZQt+wKPRdnq1pSTGEDSpHPYz4VfFNWCrTtMVDuXxNjcKRj0N299zcWGyD2BqrYHjhvwkiUHLsWWhKxEUSPOq6Ji9ZwqZfXtBoe734jJ504IciPUwf5jRkixM54cGMF7MR63ASozyBLy9yzQOQI568RAQTDbsaqD7JljUPomJ4OfI61L1d2ZUuRau8+esZ2f6yLqG1yPWQ1bd4jnXyX58oZSTNd0iZ9bbXLrSc/eLnCuRQpD29ob8MHjk6oQv4f5GEzibN+OgRhZOlFgRFXL+1N+aOu1c8S9q9Duz3XnPn4bzIFh9uGkuJ7LQiRyOKERrt4xYI8yiOfWWgtzA8w+s7MJnO8xieaN/S2n4sw70LrreTwGTi8jV0LOOgueRUbz/Z5M2A5nL9nfl4s3/Daxu9lTx8BTj4HoQuK/cZRNQVnwgL/ngLDVpPOfz48D5zv0pV+IwgnYrVy0uDp7yc+FSBUV+dFDpw14xagPzuczNoFIWVypOHM6iD5EsPb5BPENabrg2jenjPDnrKgWlG8L3U9QopIQSM3Mw5mgzVNdImB8G/WfPDGgqBbMaD9y5IE8IU8vsDgqiILsfUm9Nt7oukoLzsUjyoGuuyN5GM5fsT+j/ccMOMvW865E28+aXBH48T43VniPa7oP5pmYp/PuA74OQZEPnzJs9n+bG0woKiMqBFboye1gt3LA5nJRVm3a2gyDhsvJAaKNbarDe0rw7XVVnw/0AlvnPgMWmHCjNvcDzDPnm9LM59B3WNzzl+9IxNDkdqhrNoY/3jjj+hLkX1Et6M0R1mBExzg3YaedhJtoc7TETrxXMrWCXCFCqXi39RhwMFFojrgPD4YUdJNboP3mkTN2qPDNh36bQN9YXDnngdNzv3xL7O+YpL9A8PGfYiG4VJMr69S3H5MC2volbAYJOUdJus8da9deERh6HREwreaCogrRtXCNxCYVNXTldKnWf+TbB49f0sakyvbXHp+KLcQxPz3u53aThE4kOqaiWvA0RyTt53rRVedQYjsoqgV9h8V5ycf4VsmBI2f8PCGn6T7+Xo9c8otKdsyvQWcJ11kJOTV7+y5PgHodEbAm6y0MDoe+d7IeRaDLz9/aaneacDc6g7+nNWlX4PFLP+QVm7A+kzkt5MXg+m7UWiFbzkDef/eAARUZD0VyYDu6HCwof+DziCfTwecQSPki1FQolFAb01IKRO9SYp7T5xyUxJ+ClM+4iywvy8vPYVlODnzlEq4DIKuYbQxqvpCIAeOxhEYYu+qHN8z+qz4TK/PzFXngnNFY1ve3vLN5GhUfctCmbLGi2i3lQrX6gnt8fztaPvFJ5IXEKtaploPXEQGvt22zVVZKNpngfMB8cx3/CIqKKIXmFKzyepggnG0AZIFJCwtMqBM9dNKAK7fFYFPTbELvISFIpr12gltBocGW6necGkEdNwn7HDphwMvIlTw5cPNB+AnNEQnC2TVg2Cpl+loU+rsTnRmkRKvpPq4qv/ewCa5nTAE4w8F/58kBBncfiyvnMHyC7NWmTdjEIonrf6YSRYGoSvxSVYMmcs3djLNYymwPTx23nZ9N60DSKiB13bGrfpvysrytLMDk7t/Ng25XEQ7a7cUofpih/sAmEv8MeiQmrOobP4GmC9oDVfboOb92/Qi79tk54nQ/Zi9ewm8jmXHsp9/xc3LdFkmoownNcOO+H3Yzp4+5lmqY627BwGFfF2i6jyccnAxt41nxzxjIJiAl4HnkKlCLTZiMjOX7PZ7QEDTBuHTTD5dii0VAdOmicE5I/He4fAufWVV9aBs3qvpzkcQN2aDNsgkaQzRcyUMV6/HrBoxeEe/kxloTjo4IJIzr2TR3p3Aydwo6r8Ks97AmACFEXu96Ek6GtBkNNN0HOoPoN6YixLGEVWFlZXW5kf1pFoMv1zGBK0KhPOw6xs9jJsrBkoQmD94IflrTIvaftcYEjekxkAZCn7LPVoEp2WTC0QREFdB1t6acDLKNOnjCD2fjkK40vwqfc3UuS8St+EfR57L3yvXqA/6bJQBdj6f4OrJwZqlkhbatyYCictNmrUouDV3JQ0EOCqGanBwgu1gSyCOxvs/11aFa96AJ+gp83zX3d9yjfG3mDAwcEfdKhkffm7RTSUI1okjIgWhn1hn+rJ3sfeJV+e7gfckTbUJm0XpnLwmov6JakFkUetLcsdeAwaRukRw4eSwkZ9t2Txj1hRAd+4/hsUkg8PZjP2zImOT7PBdXxZPepINzTaIs0HXs2GXCNBsf5cTu39JadotvvYPB++Vq91L2cBSYKmpol4hQ94M7hDgi4PnqNZjs+YwoHxUKFNWCs5e+LACUKVI/5fv41u3GfXHuX5scoPnU1h3439HLfqhmyA/qj4g+pagWPFRLsd8fOW0TLlVUC7pYZT9QDPRbJQcuMuvFrTtw/0RvunjTgNQcgX4iMWDXjVt8W9dDRhVk4+fqLC3svZMTR1/qZBGu1beZcDs6m7+n29Kuw5NpFNFeR0jFrBW4PkPOOaP+wMdPeV97Dhi2b5w0sOaZZtDJhO0wNRN8DpxO1WHCjHNp4dZ2TjMRfYWcPFRUC+ZZ3+x1REBBlgbpBUuLzi4vy8vPYVlODnzlEq4DIFEz8h6m6t7RhCY+2KTmLcK2NNQDmN+QA86Xb3lQQp3N46hEGAnBiSe1VEVdGp6o6T6oL3jA99fU+gPMfMDObUTBSTsFEy9qUFCHbFry11uCP82SA6WbTdiRijx7z9bioGORr/2O1FHMrDKBpqFTfhtMra4VIbOyGNtcEt6zlu0fuCAVWSvSJPHwKT9PDlyMLeVaBKHaCck6sfeAyeGx1U0GzDOLvUdRSTAewvGAFP27Bw1wTjOYeMqf+e+UHHCfxErbaFwlz3xTVn595jNbtZcEGYcrUcdBL8bB+1luYVAQT5PfJ6UYFLmHh2znNzuKFj6XY4s5r1nThV3i6XF/kMgWtWdMUDC3xOQ2THMt28BVgNXbtpK7oOkIDaegZD4Sef11OzA5QEmI81cMDmEmPnXXgAnn4yr4O0ffwuxpTHDQ/SEBPU33gfOxUNoeStwJtx76bMKXssWfpvtggQXErqcv8O+rfotJpAS8hmeRUZBbYsKTqAS+3+GEHTB2zX4vJm774WJsqUgO3L4Hc31YCVpI/Dde6Qtl97R3yORV/7nDDOXAbJho8uV1RMB4XhMoqoXHuiHeycpahPa/YO+za/Il16twPXkGmi6Ul4uy3tpcKTTdB+WMxz2XyDQLXr4FTfeBXonCknVpl0BRRaU0FGdc04MtMEmjgKgiNzsF5eNFFAqdlW0lKKYPzrEgsKFDnJ+6zoT3jHJBGgg9yn5borN0swn9ScjXpUC+JeVMkH3c4VMGjMTjd+CJREHEbTkPeAKG1iMBSBejr1CC1vlshq/TyP3sBWxYUbFiuK5SvO/O2U+cItWRPPyTxNrk5ABV3QjVRYHMxjAJmqVaz36Tu7o4Zz/CQvpfeMLowHH7+0wT1kD1/lCN6CDrt4hEc3MGJh29Mb/m6xEUPpQi/Tlul2pwPj3x3EkHgNBMge8vta4BA/Yx8VGvAxELJLj7JgSsX9N9sPcw7nPgCHORkOgidP9LM1/wfZ6J3wrrKk3eTymqBbckmzM619qdBjxmUHuy/vxbmwy77+y3Uy0UNbxNo6YL3SBKZnzuWL2HDEhR/fx6J4s2gKJicnup7V6+FQHgaAh63VJt9Iq4li/VK/gW7YmklxBoc/eljfoCSpSNXzd4Uus8s5uU5y93citYImsY3LuREjOY1A2KakH7HiYGGiA++q2SA2QlTKggmmPhNy9Vstk467z/iG/rmnxpS1znZs+FvXevnT+K5M8XOlmEa40dps0daEv6LZh6jc4espiipos5wUwcjjmBYqb7hkwoyXwpkgPMGpl0Cs7Eb4Vnb8K/t3WtJtxjSdviMIiuToY0Gzotjk3aE6TN5Vn5K34O6Tnf26ikodrysrz8HJbl5AAA9B4cgX/4RTycvXjL9veorCr4h1/Ewz/8Ih6isqpCbruQ+G/gZJxXuXkZjYCgjfOMFzyUuJMrHGevtbho0nxJJhcgW0j5E+9sHkUpQVBoeTCjAW2pzmj7GgG92tH+A0ctnEzCCinZxUzWdYCiYgVQUZESoOk+cE6+gIYaN05ua02bxV3gsfRNyHNrSL3Aq8k0uNCElQKJ/iE/F2NzTb+DOWaXmYtMHAAAIABJREFU11KnQR0bmAV8Ge/BkTMG55FfjCsNaVVDTXZH2DdkBsGfW7e+BEUNrWrMYaa9hqB7MCX02dMn4FPqn8Gzp5UL6Z2N38Q9hol/lp09z+3iNN3HNRf2V6CYGlVLn+SXgqJatok++Yc/KKnFgW9ov+383COnMfCMWw8Nu8TzJxjc8FnDprxsG/TZ888oWOTJDU/dRphLxUG1qQwrrWn5FhfcW2AimfXNP7JBE5/PoRMGnzRR4NOz3+Rwca8jAubzUZzTfbAfnG8ZVSHut7Zzck0LMa1DiW1w76kfOpPJ5nMzR7eQuBLRQkgsUlv176CoFjxiDhzPIqNh9QYLHkUpfL9HEluC1MWv3vXbUA4UWDof4T3oOyg0MwLfkf4hP6/6c1vK5m04QWFq0F5HBJzNRbjpjQd+Xq1VVBQAPH7O4Ir9rifPRED7nAW0rzW4N/6Kf3vy8amyNafYtyE4aU3aVVBUi3PrN9WF7ycyGez71Qc/VG4XAbOiWnCpfVwEHVGxmGBrFgKUgRxOTfdBfqnFv23qX1pTTtl4o+XbTP6MFzLwGppSz3HbUmpHR6TkQPS/8r7JNfWSizBqug/0PESJuB48xj6YJZCcrzW+Ti0lta76bdXZxl0mlGw2YW4FJsE054Kk3XDyJ/Gx5eSAsPskgTy76OOXtD0HTO7qojnnOWw2P9tlm7Rqug8ymRDa5ZvBOhCBjbQmZHqFolqgPZwCzf0dX+/gCebyEoK/PnZVoLFIU6X3AB6TKpyEQCGxwODrM6CP6Yt4HRHgnMD3dilYPx2Lqu/cipDdj4fPfTb1/pPxtVC6GdfJYZo6pEKv6T6OENrcaPIKcbhkxk9/biLAp3tHKAxFDXY6kBuNf/gOfT45QIKKC2zseVRUGbbfkhu5WiiqBaNXvizAvy4Fy4F88L9Ho6qvon49coGLOLOiy+Vbfi56SYiKSzfF9V7PRSrm3NFD4OlqBq8jAvqT9oCiWrCjU6Ae5WN8q+TAG4YQSsm3bGM5BbpyJZuSzrQtFaA+svckK8cLx8+Ff88p8XDsGyUHmrtMmwDwpvS78OKdH8q2mpCbzeh4if8Omu4D1w10S3qalAqKagWNC4PDBqzNei2SA70d/LeygtegqBa8fBf8XpJ1Yk2zCeev2rVhAhsVaWR0Bbk1Ea3PtQrH+oWofwFF/byA6PKyvPwclv/1yYHegyPwL478oORAQUWrLSEQlVUFBRWtQdsHVqaokSjK+gxWTY4VCqrUya3eYHHRJH1tCq/Sz7PKkNcRAQ+iUuDcRHAHJ09sq5aY9Gu6D+rXCUu05k7BqTyShBnvhRIMqB7U4+DW1GlyGzMS1KFkxJZGE+rSkO+uV64OOpanAquW29Mu86q/olpwfNRvg+U1daLH+8wqvFbnizcwF4+T3p2NLm63RudBqtDHzhrwnCUHxmPXhxS4okYTV0XF6vnVe3jdlSyZQpXRUI4HNl6acwHvE1Ov9zD7v4XcGHAfw+r2SPxW7jHsdUTAQsxv+MSb9km0it6NjGqiIh/+QX4FKCoqJNO6pIh9ax2KRbr399nOb/Y0ikKOxW2Epk6xXc9+kyUaDOjoM4P2Sy01DwWTXOfO2QI458rfcSRKZuEiTK/ChMECq2A3tuH9JgGvzn0mnLogILma7oPeQyacid/K7wX5ss/1tHFY47yk36DpPtA+6Hz9g4kd8PCZDzqSWeKioSrIlm6+OB3/zRAU7yL/hMmUeIQsTkXGQGGZCQ+iU/h+Dye2BlWlr93zwZishP/Wbfu9kfGGQwWHg8Oi6q+31bFrbMXvn+wQHRFwXEXv47tP/XD9vngnt+0w4eR5P9dFcD6a4u4OztdOfpyJ26EDS6qCu5IdtsSGXorfM9kf5hZbIbeXWwFzZHg67efBHEHwz7YJt5PHUYmQnIvWbIqK8PzhEK4YBWUCVUHXtDZzBs5L+h4ba0xoTEVB1gUmENqQesEG99Z0VJc+G4cQf3c0JoHSVgdDNzmM9ibSYgI1CPCbp8m/D6ql6mxLtwnrtxjgWiG20TlF6kxI9FZgk5MDz98QOge///HrxpKT0KVa7yHZ1cXDhS5zsvWg6jNxp88xR5Klnvn9KVyngCWPCHUQWK2nROXeEMJldF3VTQb0suo9KcdPsICbtCvCiePtPWxCjyJ0Ld5cvw+KurTtY6BXeaBw2JOXfliT9VZ8gwkNUF6D55FVhH3fY8l9hFAUG2tMuHqXUYk+k3T/XJM5+d2MMkZ9paKio0y4bRs7xPi+ZuPnz4MsJedXYrX4/tqttmcRrlFwqahWSHrdUo10Lf6Wbb9Vo3f2a5EDpEq/toJcMnxcnJD6/tEJ8ewu59bxhDcJOu9V9vIkGH1X8jG+VXJA032QV4rnQQm+vBILHjJNhC2l78D5/DVvRLPSdB9PzhMiLT3nh5BWztQIwROYhPxb284ek4vQeh0RUJHxAKbfowBzZs5H/Hvsb0DTfTA7hmPDvdQiUFQraFw4dMLgaAOvIwLmBvfw37KkZHfgOVy8KQRWqR8J5+qxZz9DJB0T+yHtCdL9cq7Cuf688ic+3i51D5aX5eXnsPyvTg5QYgAAgpID/+LIt/377MVbfF158ToQihzYAVAyoDibKatH4+TuQOIubs9UvMmEjRnI6Z8vTATXQwzi57OEwvr96DQ4fzW4g6uWlJBJHTpcaygVkO3mbgM+eBAutj+pE4/HrNtuNezHSX5vsE8vr/7sNKA2DZXy5zfmBh1rXqpaktq5oqKntCxw07LbhP3HDHjFgk/nsxnwxGGVeucON+yQxJwU1YIPHtz/8VE/r7SOx66HB8/CXzdVgxQVq+c3H9h9uKtYhTSUXZbNioyJ3hG/mWzXFnJjYO4o8uJPx1dDYdZ7MVBlIBSuuEo8G0JOdJShBgTB326v3hoUgNIkcmItJnCIa0/NfQLtJM/FVcHOHnEM0kroO2zATgrgQrhdkIvE21GmecGsN2/E5HEEQOYauyex1/GP0NBhhwxXNxs8eOhjdlb7hgw4FV8j7gUTqZxr2catlPRyNeicaP0DSZ3w+KUP2sgVo64C9FIUS5y9dg00XXjYzx09BF5HBLyO/AsG4AkMBRMVC0XlFtyLTrclHQKrDzce+DkF4uOKfwo6J4LuB05MNB2F8p5HIoLBQ8iGA/vwHckW3/BQzj5QVJy8ERedAqpTF/xcF8H18Cl4Y4W1Jx2HAjBZW0LThSiblozHcjIqAgXJVen3QFEtzkmVhSsDW6mkIUHiklT5PNosNEseRKdCaj5ymSn4OESVZUkzY02FBS8jV4ikS9QfQVHtvNHKWhO2pDMnFZZMrUu7xP27qZ0874ez8ZgcmI39Iw9kA69BD7AuJHspzf190PO8cd/HE5DU55VXSwKpb902ilQoR5PAJicHqCJLHvXUn9SFEPX7XNs7ZHd1IcHazJxPQUkrmrASfD2UwwA1EqKkChgprL8M4PmTOnoghUHTkZajqIjGIhg9BRIkykiBzFAYUbOBowanEHkdEfD85ouQwZXcZAFBTUcus6JaPJE+NeOzBQ5HE5phE9l/soBH5iOTJkTJZhPGGMJL1tD4W9ohSRB3d4jkwFJe6KQ5o6gWrK38/HkQpUNfhciXu+tq2TNbOqijQoGiWnAxBL1uqSajDkKh7/4ejYRxP3edn2sd7N2lJOnNh35oJzG6c8HPbiwXNXDmBnokV5N+/s1RUkw+xrdMDlCxhooYazZa3EmlcCmkCVm+spasGiGRqdTIkvHAiW+THECxYqHxU57xGGacSGVLzcE5wMKqX4CmC3vjK+lV+EwC9KWOjgjrRq8jAtwSupLei9fO4HO4cpsQpBYXqD14IvQ96GP207IbBxW5SHfpQySjz2VHg6JakF+6nBxYXn7+y//a5ICcGACwJweePH8N//CLeHjy/DX/PdTfAFhy4MJYUAdAVjFF2YxHxZTLB5O6uWVKeY0JGzKmWHAWC677jIKQJxTW70VnhMzK02QIB6OlO26RHPhHaGWBZEqexXmeFBheaRjmExmCmlJ1g6yomjpNrpOgb8gJOtY8qxJvS7sBRWXiHEcu+XlmmyZ1B08YPIBwTb0ETyxOzFtbPFwxHSetorM9NSYlB+I2LFl9kTmCR0cMnmUnUbAKNsCGcjwgCCEFVJy/N/sJ9KpCfKZqNLgZ1/xkwnablZS2NgcU1Q5NpeRIYymK6JC95dX8OlBUO+eTRN5GC5H/Pren3XZ+hFg4E7+VqxZruqjodw8YvBpyejz4/ShkQcTzC0y9mFVuDyZ2cG569loT7kZn8muad/wfrvDLJ9ObTF61I172wLABxxPqRXKgpw3fl+r14GbBvL5jU9A5eaOQV30osR0mX/mgNQVF/jy1ZZyC4WJCfZ5G5IPP7e0CryMCXkauAEW14FZ8Pk8OrK004Y50/vuTuoKC/JsP/TAeVwZyxUJueSUUSAS/IwdP+GEqEr8dD+P5c9pDgdA6GMg+CIpqweSMn0M/KdF2etzPEzCuB485F1Sb+4Efh6rA9e32IIF41u+T8Rycjybx2IWJ4HVEwMaMx7ZgqHqJfoJ44Vfu+LmHM1UjBxoF8uhudCZkFVlw+CReR1e/AQNHKSElzq+4yoBnLHHidUTA/TQUSJN5o5sahEL1Agt4a9OucF9xaqfHhSChK+4/wgZXpJ0yO3qOi0LSRJOf1yY813tP/dAk9TFd/QZUbhc6Cc7XTvCwBFRD6gUY+wmVUTk5QEEX9V3kUrFj15cHnP1DfpurC/VFqTm+IBE5SvJQP1AXBsqv6T6uFUJVtozCRfae2tcLdAYI1cdWbjd5QEvVe0rG0v7DVZcPHDc4SsjriICHtzVQVAuKl3DhOT1u8PFI031cSO7STTz2i3d+yMue5fs8nNjKg7ZU9j1MS5Djx8yVpLBcIKGaur4uOSAL9pGX/NBpQZdbatu2XrHt59yINF2I3c5FYnLxdnEDfsOfCepkq1a6d1/SCHZ+JQT67u/RiCKyd+jrnlXfYbsexd2n/iCqyrD0PE+rYlz2tCL1r0fB4gpZxwY+t2+ZHKCxnRLzG7aYXEso7zPBKR/PV6Dzy1iI4pO4v6Tt8W2SP7v2GjAu0fg2ZEzBW7eg0XA72rkfYG4Q9WhGs3aAolpB48LxUT9kSw4dNPZqOlIiFdWCtyEScNckBCm5Qp2bCP2d9DNRZ/n9kmmUimpx3Sx3IdIfCjYs0wqWl5//8r8yORCYGAD4uuTAwqkj4P3esjc2gcunzCYLfPqT9sDDKVynusmCEhJNyo0C70OmDVCUyDu8O9GZcP2OFbT/nbtFVb2+zQw+vtSaNmAwuuD4R+jci39LL7Cgh1nFfcxm6v+N6DBw4JgFFQyC+YCd69qNJptEW6LatyEr+HgM0rw5/bZN6OryjUV49U78u7vfguNnLa4fsPDyFejMLq+jwwsdvWLdzCKx/7EJiwcd47EbYPpd+Ot+/EzsY+SiBVPTYtD2fi+ukZ6H3O49weut2s7+xpAgXo8XvFUYCH7MjQLvEbyHxxPqQc328Of2YUsVG0DEPl+9w8n31mLGhWXCk5dXN2OS4o54jvces0nIahwgvbtb7Od4DIPsU/G10DMo/j5yEbfb1WtB0y426bsefH0btuJvzy4/Z8HZr1hwNgFbGhfB+z3C467GFPJr8qz4JbTtwe1dOm6fUWDBFkbPuPUAfzty2oLhhB18u4URRAB83JgL3j7k5nv37Qp+ZuweH0lsgXdOC9rSUDl9oXYDeJlCu3f6Na67Gys33k6EdD6Pwqz9jTjkM05GxkHpZgtuxeSIID1pNzyYDH5HuO1i8h9tv7kXLBZcL4Z8v46NWPA0Kg63LWEIhauXbN+B1xEBPZmYdPvgNuHFG/FONu2yYPyqBY+j2Pf+CL//j5G/tB1n9BJLqO2xH//oaTYBSmGJiKeT+NvqWD7xomNhoBj+W2lsp+/Uguy1+P/nL+P72tMww6/lZowK6jr8DhXVgpZuCwaOLLKAVOyvbJsFk3RvHBEwUtiDE7yHYp2aZgvys1hCLfIXLKl4HSZf2s9t/NoitzJ0xv+FX4/TE3AdDYwecvYUeOewQrYQ+1vbOmuYYv3LtxZ07RP3Zt8hC7Y2LsJbppPw8b0LvCwJuD3tsu3bDNe++9GC//7v/+H/5mrWnyw4y77Ljt6l9xGqHT4hXF0WPoiAV1EtmLhlX5fQUAeP4X+bu8Kf9zuX0JZRVAty2HN/8cb+vrfvwb+fuxS8jwdT+FtljQWNHay/uYG/PXlu8UBYUa2g50rt+IjFE4FeRwQ8fPg9KKoFFbXh78mlG7jPxnbWl9ey8eop/u6cM2398YHEXfwdp+fiXpDuhdNiwaEFp0bFGPWlz0pu9I0oqgX9Q4vsXcZ/5xYvvW3PfrHthq0//VhzkdiH3lrfAopqwYmzn39v6Tg3H3z5NVLi8cnzr7tXf2sjPZW+A5+/zqXa8Bn6BrAvezZjwd5DjLJwCvd99LRIJh7PZQKaPTvB24bJge7kQ/jesnlFebX9GN/7FmHxv/7nq86T2sAR9m2xCvnmBgs+uPH/1XVLb7sQjegSz6pf4Zh5L/y6lBwfOBJ6DPzS1nvAstH4SjNfgP4JxxFFtWCeFdG8+if4yIQej+XuCdl/jE1YNocO78Xz/DdCQekfg8/hwaTFnxNpTDx+Fvp8h07S92uB/gn/dv0eblPThMd4x+yM5zasBkVFR6+l7sHysrz8HJb/lcmBgopWLjQY2HoPjnxxcuC7A7vhR2PR1igDquYxHhVLFuxV+uDZK1ynqXMR1jL7lk85K+H7Rwjf/VSSxju829HZcPfRYtD+O/eKQb25ywr6XW4tFcJxYM8grpu1ZpGLgX1kYmCjTRdBUS04eW4Rtu/Ejo+OXVi2yAYJizswfCpNDzoWnXtV+n2oqpUmHvcs0Nzi33sPWnB6bJEH+j/OvIJ5Rr3o6v4EuwfEunklYv8TN8U2F+I2wIfZ8Nc9w4JxRbXg0jULXr/Hf6+rNOFHYxE2VrMA+VXwts9f4bpl23Ddj0wE7Me5Ofi4ES0IP6qR8N1RFNIaTtgBWTkCsveuFcUdN9WJfbrn2T6LGNyVWVaeX93BkhRi3Zevcd0juQP4jnU32M7vu2P7eVKi/7Al3R+8pp3di1DfJu594PVtZQH9k6uMCsE4iDnZOlQ34fr5pYswFlcuMvMrfgWde8W+VFa1KdiA5/pWw7+fGl2EI4ktfLsfnrKgtygBPjVhxf/7s8eCvxmWLBlO2AGzugWtGejq4K1dD152/3+Yc8OPxiJ8f7gP38EdleB1oOWnolpwNbaIJwfKqxfhRkweP499Sb0w9dJ+zBczi5wD+THLYfvtrROva83G0N/X6TGLuyF8ZKKL3z99iN/BJiG61JFxBhTVAu93i/BhVrzXrT2LcOWWEE384d5N9l78DvJKFqGoHN+9sxdZkD5gPw8K3meSk3D7ySd4H3MRWVOcOc0DIUW1YEdH+H5iVx+Dy04s8qrL3UcsAVAt4NnXYlZDwfpFuP8Ef9vaICbRJ0fF/itrpaSHIwL2bLwBimrBI+kdr29bhDRmvUXv35b02zDzzn5uV29bcC4O35sPCQ6RHJjD33OLMdj6rh2pLN+dOgw/zGIQ/TH5jzA2sQgZhYtQ3WRBfinT2vBgQoD2dejEItQ0W1wD5QftA3ysxHenJu0q3H8Svp+h5jP/C/77f4D/m8QB5z8twsg4Hpf63y9pw2dEdeqHD/i96it/icmWB/b91TSLyayiWrCrL/x+Fz7iOdHzzmfw/xczAeNHN6535VbwuVM/WV5tQU2zfcygPozawqfQ5zEyvgg7U06x9+Cf4O4j3K6mOfy9uv2AJbx24jqlmxka4A27tu8Wbf3xQNJuaO3B/VK1+3uf1J/+uMi/lQMssbJ/+MueU2C7dkdc+4Fj4u9vtM9vOzAktt1Y8/l35uptlhyIQj2KGxvaMKFz8fPHouPce/zl1/jdj4vw1vlfX3Wfvra9+wbHPz+B94G+2feuRTh4nI3BJ/H+Hzkp7tXBbDEuf2pFfZ3O5CFQVBFwbq63Pze/9V/w3//9P9/kmscm7N9WfZsF8x9FMUVed2f3IiTnWnDqPP7by5yz3JG/w4Ta5NLHeu/6ds9q4Ijoy72OCCjJegU/GmI+qzNq6Q+6Dp92IpXsQP5RHOcCx4VbizaHjh9uX+O/0Tf+gz/4HJ5N09xO6ps+hj7f4yNsjt1JcwETrrFvrYn97e1KTA64N68HRbWgeNPS3+vysrz8HJb/lcmBUMvXaA54WmttsKEPjKO+4PgnyMz7Hv+fqb33Kv1cRK+524TCLGaTl/5XmL12DSd+pVm8knYrOickn69Dsklq/AxUtWnjFE8OdO5D+FT2WhPaWLWG/MGP1F0DRUWOHSn1jjA+GomaDR41oDIDbcTm1yQHHYv0CzZmPIJNDSLTfummAS/eCUj17kEDjo4YHJbtejQJOrPLa+/8ZLu+1RL39NyEwQXcLsRtCOljS+3JtGzTZPB/E+yLOGOhRA1JdIYEBRfS0M/e+eINzBdn4H3LWgHugR68d4nNkJ7zPR+opnbjRKFSErUi8aeCPKxoLUTh9Z7IY1VVCTY3NYP3qj8bNQ3mmAo+tbn9fSyQbuLq4Jrug3GmxFvdbMKWRqY2fzP43pAjxaULgrPnysDqO1Ep8tdbNu2A2RW/sVEYyraF1oU4esaA4wko2OSN+TU4nzHdjfS/cNoJ8cLlRi4dJxK2w/R7P+zMREEi96Z1sBCJyBvN5QVN94H72BB+e5UYhD+KUkBRLZiIRWj5ZFQclG0z4VrMan7+fco+uPPE/qzvTfrhOltnPj/G9pvMQw71fg2PGDywX0hlrhtMGZpEK72OCNiROsbvz3PJOqypy4TRCT88jELRRK7HkPgH2z0lTn+goNu5CfxGnicn4/a30YKStCzWZL3hVVtFtaCuPXw/0T3IhCyZX3xK/iLnVm6qnOPXMhG7ForKLW73tnqDxSHQsqJ15XYTHkYl8+2qtn2HiSqJN0qQzvmo34j10u/B45f2cxu75ofROEwCvYtfwa/n0XMfvNKE3ZbWgiiSuf29wvkl46+cN5qca3Eu6oz2I6dlKCpqJ2xrMrj7hPPZK65zsTX9Jly993nIrEwr0HQfqKzPfPHOz/nnuwe/HP588ITBnR+cTxHp416FgqeBGhokhtbW62f/DQ8rD/TrJhrYjQBuL8HxQ6nr358iKzBD6Dmw7WUa2VIiXcfPGdDB9EW8kf/M3+u6tvDnzkUD63G/VEGefOXn1yZXFfcl9XGBTXy/g8+HxCrpHsoiZH9Lk9Xt+z5jKRjY6J3FIObz21K/72LJgYvFmHCWrUPDNQqkJv4/0g34/0MbZe8cISGev/EF0aX2HBDj3b4sstndwiluHcnDfM6gqBZsavi/RyuYmglugVQmaqRDUsmcS3Q233NG/R6/1xC0yv9brfeQASNMP8briIDinNeg6cJtZDZB2PLqmzFp352PttiygKimC+oln7/cuAmaLqgy4dxOiNpXUMYQBLXh+yai1snW4aTn0txlQmq+BW8ZcuD91k04X9i0NJVneVlefg7LcnKALV/jVqBXl9o7AMZ39az4JWTkM44X4xL3KPvh/hSut2uvAauznBiYJP8JXJcv4/7Kc7kw2e3o7KAJoKb7YPeg6Kw+x43cWSmSAxRg5Bab0JR6Dv/OxMAGt9/jEwrZEk/ThUXW0Gk/lDMRxYXCxKBjza9G/nRZxlOoaRYTnCu3fTD9XkwW+w6hxzvBsl0Pn8DCKkRXtHf9wIViFNWCIslv+vwVv5QcKOOCiaGaHIhduObnnLzcEtxfcRX+dn8q+P6SXQ2Jy8xnkRf9C9BZAmQh468wt68bvI4IGEpstWWxHxy4FHKCoKgSFI4Jpg3loJCRLK5IHsPdacfwXWqosu1nrn83O+5O6JNUxIkPV1FrQtV2Ul4Ovj7iLJ4ZFRPoV5U4uBE3vaDMtCEAnCt/Bx2SIn2dJOgmWzYeOycmAAspfwLtA0uGxPyaC/W5Hk8FnRP5t5+O3wYzH3ywMwstM90VmABYiPwlX5eUjMm14H50GiTnWnCZiR09jYqDiloTrjAkgdcRAXuUgaBE0INnPk490IsU22/yvQz1fg2fM+ABC+zpe3UytwNPfSU/bm3aBKSxCZss4tXaY8LYVT/cj0YBwdmzSKOYS/1/+DqvNB8Msklq7yH7eZAY3KSSziZHt/BdZYmKgiyNUwQUFe1Dw30rpKxO/UpmkckFrtat/8Sv5WJsKayttPtrN+2yq3prOrqpTEYhvWE+exUXNJUTYPVtbEKYJNxZKjIewmSAvsP4DQNGmWjk2/hV/HruPPHz71RRLXjb3oH3b087uB6xPi83ytZXJktJF7qvior6CrU7TU5zck2+4O/WpvS7QWJYoVpgcqBgAx73ybQPBo/6Qz7Dn9IOnzTg9ar/5P2k1xEBrsh/Czmxp++aNFsoGRyu0fXjpFboTsjrEIf6yt0QSVSmWF+00YRitj1ZBMo+9OSAEqqdvmAIS8voX8FJZvfX3B1+GxJ3pf1mMYHVV+/FOZLAmdcRAb3KAPcsV1R0LAj3DdB9+Fp7PNmZZN9nLAUDm/xultd8/p0hi1RXFI7l59d0gaL+NHtCSg5duvW3X+vPvZFIXQqDo0+/Ry0MRbWgZz/e/137xDPpyjiB43JdBXjqsG9qSzmBQSdLVAVqvHzL5EC4Rn2y/DcSmM0sxL97WfL4fdSf/l/23vwrii3bGv3DqPar5tZ3q+reqls3bcEuEKQxBAUEO1RQkUYBFUHBHmxRUGyQThREbEBFEBUU0aQNyOpORkSe9956P6y99t4RGdkgyh3eyhhjjXMkMyN3RrNjr7nmmpPPowt1nM/V6paCw5YUdFI4yVwB3GuE8w4VYUo3dYOi+qB/yLqv9m48Z7MuZJ2NM3A8EEhC8fw1vk6izKcvBb6oDG5oAAAgAElEQVQ3SeiTBLrpXlZUFLFNSPPBR8bqGilE7SjStAoUkS2yfQ9bBBxgmx0cAEBAgNoNZKBA3jyuKNC2Jlpu/jFmfTe56FewbqPJJ0KPKwqqYi9xEb3TlwyLt+tEG6sc7t4Es4xi/WR5smNyRwI6iuqzqNU7RRkHB37KVZNTt/ngQNw9ltggvb0qH3uUWzoNjpKfr8PvjmPU05utBmxPYIJ6qSv8vovEDbclDlrsmB726BbbpHO1Jtxo0jkte7z3JcwuwmS54qRQyKbFGu2/tUuH1xJzwMnHlkL2QW7v9sK7UfZQYP7DGUxH4YWDqOHwZxLrYuAAo42Pv3gFM6ks6Yn7T5g+g44Pl1eXW1Ds7oZ+UFR/tfCETT6IVa3XRPV67FUcGLaOYW2qD46svYXXRMEOy2tTZ46Bx4UCgrKSrlztzt4vlJftv49Exq7dNjil+2XZRVzUHML9pe8woWbNST7Oz4v/3ZJskG2iolot0xqadWhlIn8zSYvBrXlhdgnzXl6OwnOyvRy/dhJRV+Duilz4MO6FI+vx+pzaqHAQi947wTyQ6Xp7sjwZYjcI/YCBpTGQW2TCg5hMPv4TykU/d4uXb7zc0UDbmmR5re1RcPu5G0069C4XLUDkZuHWvDB9RCyA9q3rhuTNeB19nBDXZPlpA9q6DP79kzdQlG0ycTl/z+sPaA2pqD44f816Hqmy/3I1OTl04bFm1oEbkid5z6iiCvE2p7jKFkGHmLhkylYThj+ToJzBf0vLimwuspmWTS4ITDzzvjhO+0pMXoXXctMdWTo0P7iThHhjdsIrGPxo/Z0Pnui8T/XDyqWWOeX5oDie745hH/BURTGMP0OL2Jm01dy1g4LE4GQ1+Wu3DThwVLCSxvtew0wGMh92Jzz3E8NyCjs4kLkb9/18UFK9vjr3hLP2lsFtIcef9lgW9vZxkcJ6UZk1sQkUVCmlRFtRfdDaZd0nMYQev/Q/Bv0SG2vjNrLDxNdevxfnpjgIMHWn3YATsRf5s4hsXAPZi7k1L/QOWFk9cSzB/TRlnT/FvX+JO2woqjOTgcBAsuANp+oeLJ5J4qPVtXPb1yXp2gwETspBVozjSxEcaEw7wZ57ob+Xjt39f2FwgOZSSq5Hxr1Qe5Pseq12mYrqgyPxdxAc2L8VtAJsvTuy9ibOnWzOtYuBLgQ4EGezoHZrAqRUVGRuzSRj29nH5X8GRfXxYtVCRM01HW4Qq9AVBVmpbnBrXp5wf4rF+Xfs5QDMbsD20b1puC4d/GDdV8cznF+ohXe89yW4NcHQTNjkDA68YuKjdKyC3SOyqCgFMZCqzpuwPlOI2L4vKcN5NATTJ7JFtu9hi4AD89w8riiYVa2e7WOjWCkdX/xvsG7TjzDr+imfDCtja6GPLZ7O1+mQnIxAwuzK38JEcxMupvdkwGwcVoqeLk+CLgdwQK4sBKOOujVUBX++PA46YjI4BX3TDhP2xz9kCRuKwBzOew+K6oMHT3S4wOjFJy8Y8HlaLPJaHuqwNRGprX5e9ZoXZtaLfuejp6SH0gsdRqXE6Pw1AxqadU7LHn/Wy5PUY2cMbqOmqD7Yvk9Mtvce6VC+th6eL4+D7IQ+GP4c+HePSkrMnT06pyATgk50OzuN2a1JlFuGPmvpaxg63QOzrPo9u+YPMHUaq5UX1xzHRCA6HmZSoi3+3/J+VWYbNstaKDyuKDiRWA+K6oOhT9bzrGaaUBKH18T0vizLa+QAcGFNJVyQ6K9kT5aWbXLl8mcObRPciu6aDtrWRJhd9xd4WDcAiuqDgiM45oxdPjgh+Y9/WvwHC7X92h1xjmSA6labDnnxXTCkrIJJ5j1MmgF0rTudr8nLNfAyOhayE/rg44QXDm9ot4Aoswku/t7xPgZ4sXaPR9EpsDYF9TDer1OgfO112FMsiQ26oqAy9gq8tFET+4Z0OLS2EQZi1sBEU6PltbtMYT5Qxf1miw7PlieI8UngxdTxUv73nHW9kLIV9yHfS8fOGtD2yOCOCmTLOLZ+DX/Pi0EvVNbgOK40GLax4756mH3jREcHuDUvzDIti+TkWcvCMBjDiCyx8g/jd6Uzb3X6LGmmNK/YxRc/1DZESaVsU7j/kAFXVx+GibWLYOLmdUuiTO+hKvfIRpUfq20JgxYVebfmhc6nXtiZ0AeDa2KhLrOWj6m927BYQw5UYgvO9KE8GH/0COeorASLs4uiomCXW8O2EPrb9bsGFFeYXERx/MUr7jiRnfAKeh3uIb/r1wYOEBX16Sudg52BLLOCxbXbot1hvAudYj4s/wtb2Fuvicoa/E6yuj0bgs6emCGODdHq7baNTueO4s0IHv8NW0zuSjD0CV97Oyqun9OXAo+jqcOA9ckz8DY2FqbLCjjL4kwQlkXfWzHPjbBkYN0mKxtg3SZRVayMvQI1dc6tanIkbBK93PL1/CXR91Zcm+evzW1fBJAoqg9yCkODA09Ycns3+RBo6WugaC86PjitHezBmQMO7Wf/KiGzXAhk4naZrJWOWi3XpvjgYFwrBz6n928DjysKDq1FQWdisdgBsYUAB5LS8foddv/A/0YVckXFVpnZVJzjPiz7S8D1z7eKi9d1qF9VzOf7zPQJ9nc81h/iUKdm8vZNmGVrhq3pY6CoPng7at0XsYd6YjfCTNoa/vf3DNROzHC+xweGxX0ZuyG4pSi1ECgqAuaKipbCiooOBhu2ILtyKnUVPGseZGBexMowsn3/WwQcmOdmTwrcmhftplilNTHtR9AW/YJPhsdi66CfVYiv3TYExXz5r2CS0Yq1vC28ivpseaIjpZV6oRTVB8ergy8eyOZJUX1w+jJL/Hb6YM+6pzh+tvDPz8EFxeMXOn8wlp8yeLUzLhWBg6zEIVx4Jy/x+y4a9+bED1ApVf+Jukb/vngdPd6Jlj3+mI2F6SKclZgRO6XKyf3HOn9AK6qzj60cRCN++Ey3/A635uU9Z3a6GgUp3o5O/sApbuNdj2Am7k841lW/g6mTZeBxoUUljcuteaG5E8dZeMS6KCQLwZmVv+PXRNm6O+x7rN+fscsHRYzdoe3eZF1oVCHdv3rNKUvS+I7pOqzPNGHzbkow/a8fAn9OSXoFdx/g3w4wL/bM3VYV8Y9L/sNSibz3SOrZlha/jfdwPwclLQyqAnhcUTC7YXnA87VWqgAeTnkAvcvjYSo9DmYyMfh73zOL0BWYCHdGp8FaVgkgRkNeqWmxTToWexX6h6zHglc+Hbyhr7N7oCwAM+dWmw5Plifx/cv3AzFKPC5ssZFbY+g3Hq82oL1bhyfLkxEcuICV748bk/hxffxSh/LT1hYfCqrsP16JmgkT7ajjQDaqCev/Dpt3hccwau0SlnSKKiw4aWFJ+2xakcN1NI6cxHERbfWBZGdWxBLyJuY7n76TAXESOEOVuHdZ2/ix2pL4Dt67rWProvaOQpPbR9G+iU6tqD54XoV969NFO2G8XbRo5R6wggMbmebIzRbx2ZutOhyqNLmI4ljPC84W2p7w2jExtocdHNhdKBgOREm+5mAHGCrqGg14u5S1Nd1/AB5XFAxHL3Zc2J9mDIWcA5SUBk8OZbossQ1utVrHKPr5/T9P801ypmm5d92aF95/FvN93d3Av5uA1PzD1NuN/75QH/gzgx90tmD3wZuPDKCwsQGSMkyYcSEb7XhsLVy5KeYr0pKxR16peM/DefZi0xgV1Qfn6+Z23uubxDhkVlag6GVU6UzW8hMMGLYHzZv/yswBmkvlZ/hNW3sLAW7xG32QH9/B5xeN6cuUxGFvPLl/2NtiFgIcIOtBmVFJ55eeiTNpWOh4vxz1WwY/LFxbwZWbBlxdfUgwBzYjg5DAsBcpyDicrLvC2YYb0v+JgIetEETMnK02TSBiiK7PdL7HCdBUVHR5CDZesjVVVB/XcCIm1cXrBqSxNeSrIS90sudUKDAvskW272GLgAPz3P5KvuSTf+c3/9h7N3hcUTC6+I+QlP4jTC0SVeLytdfhzQhOxrdaDdEXufQXMHEL+9i0gh08mXq2PMGRzkk0YEUNLXK1X1rwnKsV/fY7E17id7PfkL1zFhQVq1GN7SxRLDd5n3RiBtLSMpI+YDIkVXIpZtch/TU9aRTO1orvpT5Uou1dvK7DnXaD07LHu5Amrrl+DpU1BlTXOk/gJERF+3HysZWDFqwPn+mWqq1b83J17tcfnD9LlbDhzzrqQLhQSI80GjzLf2VJ0mlMn6e9cPe+OH7yPqmfVVP+k18TB+NaHcVzduw3IT++E4919gbLa1MViL6fVc5a/MflfjsCIl45VAaoalousU7onFOlfEuuCQfi2vg4Pyz5M5y6KN4vU7plCm4TAxmKjorfTuCKxxUF2s4Njsdbvj4+T3thI6t6k8iYJSb/brl278dkcprg8XMM4T9sWGyTymPr4bWtn52oz6nb/I8/ecVX1Tgv7O+06/A4WlS9ZfBi6uJZS8IrixoSlbuy2oAHT3ToZvuYZiyU95s38+Pa8VSHUtY/bk/a6Homu8nJtjZwa16uZRGniiRBUX1w9GTgBIUS8C25+JuJykwidbOs9ejuilyerNRcNViCxtpXJBDzYAW+RoKmBMTJ5/IoAxf6dxbwY7U58T18nLCOTe4vl3/PzVYdWjrFHPP4BGNe7d0sWFi56VzvgEAMAgfoeldUHzS263DkpBBRHH/SA7PqMn7++obmzhygxeT9xzpvbbjRNPeFeP1dA94sRUbWeCtqbbyJjnFM2M/X4W/KZk4slxuCJ6XUH62oPg7W2EEop4SDglq3EpnQY/xGcR+NSEwxJ1FdinuPcMx5TAhVbnkK9JnhTwyU2OyDPkYTTt9pvYfVTBM0188ZOHAN6u4YXKDT7kFPcfG6uCbCSayDxbAEjgQDOpziliUpCZ7AuDWZMYbvzWBgnJ0p5RQCHPjXFSR0a+JcER39Dn8e4rnLKcL7IGmzCXvXPcE5f0sCF84rZsKzcWx+l8V73drCgAP2NQ0VROgcx2/0cS2VoWVLAt7X3yqu3THgyuqjAhzImgG3JoD45my0htYKESTwxPyGgy0fxn+w7Ou5DRCjIK0pNdP5Hn8nCWOHave50y6tna+weYatq67dNvgz5eVbAVSHAvMiW2T7HrYIODDPbYaUX4dG+c0/9u4jS6b+BEkZJkwsEmrcZWtvwls2GTd3GKBQ//min8DkjWuYJBzYDTMbkdLaszwenjgIxtyQKguyWr1TkDK9ovqg+irua8seE7YlDvLv9riiIH3bDxwFpQr93mIfdxlQM03o6dclh4X/8vuumbWY9G5McsOlG2ISJp0FekhdbkAAgmjZ4x2IxE8v+iVU1RhQc018dv8h8fuoL5SSyGCUMLcmgQO9huXfo5PCgeHNR+cHRCrroX39XgctF4XtJlqaeRuGZ8nPYOpYCUvSz/Dk9OOkeKiU2JwkSAdgMn4RvyYK4jsgMd3/HOaVWBchloXG0ULwuKLglHIe6m1VOTrGG1jvo71Xz60JGrk8vjv3rH/btseEfeu6+TiHl/zForr9cVIsqGT6autDoqiL99Lx87iiYLok1/F421WG01lC2ReA2UGsAY8rCtpWbOMLf+oJLCo3uco93nsNMDhiPdeDrOqYkuV//AmgkgUf5Wi6b1isEmV2x0TdFf739KSPkC0JstFip6rGhM5nOt/HVMVB8LiiYHDrLn5cWzoNOFDuTPd2a15IyhAODRMtzeCeJqeUn4Ci+iyV9mDtR9TDTYAMOVZQYj29kvUyr8jlmhS32vA4U4+2nEyRIN7NVvxbClu0vpGOfzlLAnv3lluOldw37ta88KQPx7Ztr8kXY5TE0nWsqD64X/WAA2mTt5HxouVv59oIB5jPfcoWvL6oYq2oPmh5aMDRUxJY2f0EZpKIBfXesWpuDzs4UMBaNFo6dd5C8SV97DeahM7K5B1kl/VHr2Zzl/W91CdNIMrVEEwFSiLxenRuXyEwyw7auDVr+5V9Qf5Jauvqexf4d3c89VoW1fzaaQn8mY8T+KyKS/XxfnG7EFjqVh9n7VXE1sGNJp0zYQKJhhEQpag+P5bRXGN00sqUm8tniX2lqP66NU4h2jt87H4z2dwfPnMgHH2C/81BLTZJm/F4N3VY2X9UMd6wxYRdCWjPO5OhgJaD4OyBuHv8nCkqMsPk/S8EOEBz3St2v73lVXSTWyy605Dt9nYZ6re8D8G+/JpR32TAxdXH+Hy/dQcW1W6z6/1cATphzbK5d3bdXxx1FNya0A5Iy7beH4JV5HzfyKLATnpelvHeEUzV7ufEysTPNrQYkCVp6dzrtoKcgSKyRbbvYYuAA/PcZlj/FomhuDUvt24bXvLfSG1aLCjkh9fe5orKlIDPMCG+yavY3z1dvAdmNiPd/vmyOMcKxm1p8RCqr7SoTOo5Y/TG7ftM2Jz4no9rdsnPIZkqRB+9vJd3R54JA8PMtmybCX1DXuGwsPY//b6LxNA2qhNQJ4m5UPWaJvorDQbcfaDDU0bLJhrw5KJfwamLJlyUBJlkaj5N0BRknxcoGtt1uCz1+a6TUOhgFTG3JlR+e1/roO3fyhbnN/kx87iiYPooiuucUaq5TdqwW1R+7H3euQfxPeNJK/g+9q577PggO1hhBrSNnDqcBx4XClw2NFvHv56BHqRU/27U/7e1SpaH9DdKtEi4bvs+E7ITXvFxDi1x+aluX7yu+/2NVwKlRS3ZPXlcUTB1usLxeNtVhkX1y/n8kGWfx4W98OSoceg49Xwa0LhyD3/PkbW3/M61DHzZ90994hevO39/U4ewQSRQj16j5NTjioLU5HHIPSCqG4ksma48b8LDHrGPqVJ0eOjbUciv71ttBu9xbHvkn2Ck7RC6CpN3G8E98VcGsv0CFFX0kStqcIE3WlAlsWumsAzfS5+fWv1HDg4UMqEtYhtQ8tgnnSeqlF9nlXI10+d3r5F6/OOCGn6s0pLdfmPrkUQ2SfROURFglHUDGisZkJYVD5N1zOqyOIf3AA8M63Dqogn32HEktwdKjCrOGvCM6T+Mdz2ysKACAYhy2MGBYskOlnQP7j6YewJ2q9Xgzg8TN7F14kV0HC7sbS0Y11mPLM1d9U3Bk1LSE0hI83FrR7kVgd+TAWzBZDaW00L9SoMB1SFEGLt6cB+7GB23kFlchlLaJ4CYnqN2Ou+mHSZMEziwth5utuo8aQ7mnlBZbc650h8oCIy+MEdbxOYOZ3A8UMhMCrfmhcR0k10fob+3tUuHyw3/2sCAWxPtM/QsIEFaOv7kbpSe7YPtCah5M5MSA9rOVPC4oqAw/gFf3ygq6jXJ+18IcGCzTR+EdGnSsk2ugTKkIgtycBkK345O/PBNxyRHQ4sO59dUCVbdTvxuGYihNlePKwpmNq1ydGBwa17uPkVrp/q7CPCSpgAxxJzicoMBldXh3eM1daiPRe1L1G7a2K5bxFq5ztShiJVhZPv+twg4MM+N6ObU7+vWvDA+8A48rih4t3QxqJkmfFr8ez7Zlcbd5UgtVSmmF2PbweQFpCJPHc6DmS24SH2xLJZT8uUg6raihlbALioXC2iqYOwu9MGmpM8CHFjxG4jfiJPexwnZosrH/z9jJ1bZU5In8TNr/uD3XbOrEAjZlKpZ+rWogkGJxJUGA5o7dG4jN9Hagv9d9Bs4c8nglG5M8sQk/7jPvzdwLiGLZoVaQJG/d2uXzu2KJusuW9gW04fyeAVfJOM6X6Tb+9WJxfFZXcuP/e51z/0osW7NC4eqTNiR0I8PyY0rLa9pJZj0Ho+9CrfanHUN6Fh/GPf/bcTA2C0tqO09ljv2m7A58QMf59ulS6DmauhF5IMn1kqgW7MK9E1ev+r4uZFxrAaSsFgwITS35oVZ1jvpcUVB48o9/NySxeLhEybcXpnH33MorhGGP1vHP2RbVMtxlPX625kZFK0PDeiMSRPgQEUxf42sFj2uKEhOnrEAJTTOyhoDHvXqvC1gmqleP9t1lF/j1+7ovGe+44n/sd+214RWpqsweecmt42cXPwbUFQhMKiovqCLITr2tPAhgIiq31Nr/sSOcy5vOyFAgRZvr9+L/dl1EohdIN9rVQx8eVAigJRN6rjf2F6w9pXNu30c0FNUH1TXGlzISlF9cP04AlkzqStg8jICDtNlBfx1O5AoW811PvVCVY0p5qOODgsLikT2goUdHCCa/o0mnfcrt3V9ATjQZsCrZWgRS4yUZ9GoS2GvphEVOm1H6Oq7W/PyyteGLT7JMlNcJ3SOyf7VKeSe5lA2Xk7RLQHRbk0AUg8crnc5iIFDdmOlldbrO2OXD6YX/RI8rigoj70Oje0Gnxt3huEA8DUint1PobQf7CHruRQcDj1WauEgy1S7/kMkQge1/FGLWQcDD6mtcRO7p7bsMSEzcRjXQMlL+BowP76TA7+K6oMzlxceHNiyB68bcoUR7kUGb/N8oyIY/XppNMRumPsaaj5xq02H6jWnBTiwG8fZ3s2cgUpMmNkitSDu2BBwrWfXFqDWJnI+SHfQEZpv0JxDc/nOArwmHvXqHNArLAt+v0a2yPY9bBFwYJ6bVog9zZMNdfzmH2NK6oNLl0HKFhM+Lv4PPtkVx7VweiaJCE0sRno0eddPlxeBtgP7kF8uW+OYHFF1FqsSwcEB2VLw8g18774SE1Rmo+hxRcFM7H9YJmFZ2K5nACfbLbkmfBjzgpqs4YPRJsTo1ry8N3lj2qwFwCD6K1Xur9xEpLU7mvXyN90FjysKxhb/G5y5Ylg0FWRhH6KQYiIz98mfBLjefPRKvWzO76XksPaWDtOsqjt1/hQDB7DXfeogVsRPKJdgQ5agchJrotxG5aZz8TFVCNntSBiw9KTz7z9lwJZEBJrsjhjT7HvL19ZDY7t14Um2ccEWiLLlIf2NlHlJuG5nvgkbGBBE13M4FbVOVgmUgYepGmGJOH7/vuPn5P5ltyYWa07gmFvzgpYt+v1vrdzPq9MEwJSfMi2eyiVxzX4CliSa5qRsXHIM93P7nvP333ukc0q/xxUFk+cq+WvUJuNxRcG69f+AA0fFcaMEt7LGgO4XOnTEYM8q9a525pyW7m15AeI/htwDJjQzXYWJm/XgZmKo7iX/lwNrtK9A2gkUctWL+mWL2TGYWIOuEHdX5sIhiQ0TL31GZqgcZwJ8tTd1tqjCJGlEutfILrX56H0BDqT4W1zK9FFZTf7kBYML8CmqDy4eQybUbNIimKzBuXS8vBTPr0Pbjmw11/0cHQWoxWP8/n3wrEG17JTkyZDCp27NHxw4dlb0znOA5+ncwYE77ToXSpyqvQAeVxR0R29wXNhTSw+1cTS2Bz/nW1k1MT3b5NaOVefFZ2i+tYt+ySEvmHMK5z4n24XFdgSxYJWD7veq8yZPCuTXs3IMrvdzdO0NaO4QPcK7w3AA+BqRyNTjz12Z23mXhTaJxRMsZAZHKJ/3SDgHtfyRkwUxowhIonl7x34T0pI+4bop/s8wvRUFZfMTu3irIgJCCw8O2G1HRRHAx/U0BtR0Dg7IGiELEY3tOpxRzvH5nu75TqlYMX1cCBZO5m1D0MthnHbLQpqHSNA0kOjofILWJAQoi3ndC01MZ6qoPAIORLbvf4uAA/PcqE94ilm2uTUvjD/Hau/A0hhI2WrChyV/5pPdgbg2Xu0hur57yb/jPpgg2fSxEtB2I7r7atkq3q8vB1VnFTW06BQJmmFSju8tOGJA4vq/CnAgAZVrkzJwYpP7v6nFgCwFk9Z7GNvA35Judhn242/a/DcLgEEVW5rAaxk40BWNlDxyanAv/r9QfdWwtCTIwj490oJ+XQAf22BBOgIDwyIZ+hiAVkcP06rzBu/xJwtBEn0jj+PK2Cuc8vxqSOfgxvFz1gdFGaNbD6cJOnpW4pAjzbWqxoSMpBE81gn/bXmNvrds7U1o7rSe/12F4nwHYle84ir94ntJIZuE63YXmhC//p98nANLYwJS7OV41Iv7zs4X+56srxXgwKtBx88NfcLPURV/WwjF7el84URwY1UR11ggIbhjZw2Lp/LBuFa/vulgnsgEMrQ+dP7+9m4d7sdkiYXMtcv8tYknz/jfY1XTklDTArKyBq347sdk4j3IKlCtuZf5+Tt92QiqPF5YZsDdFTmckTE2jIvWT0sR7KPrjZLpYOeNwC05QST9hvE1/83AgRyL6wGxO/A+kq9dwzI3xW0k5w/xHkrsb1Y+F+BA2ozfuGRHCXIfUVQfVJw1OAihqD44cZS1O8X+kc+loxUVCCw4VJFevBFz6NNXOpy+ZMDD6E0ItNxr4yyo9claSG0Tt+YPDgj7QsNSYZrrnHX3vg4vmOXrFGOXdUanOS6YKamkRKalM/j3UR/y1j0mb9GQtSmoj3ZvceAFb5JklRYOBd4eJGxKwmKhGEMUpI9ReIRdRzaWxLa9pgQONEDbI4Mv7nOKFgYcII0DexU5VMislqLy8D5LTLHBEZpHF+Y3/m8JsmalZyJpndC6h47vnoOmxJ78PWhZyPLMT37ChVfpvpf3vxDggHBIwX/TGmz/IZOvSfrXZ3JwwIkx9y2jqUOHM0o1HjvXTyGbsYVk9hCJyXpcUTBZmo/r0nT/cdo1ioj5Ss+erJyv/9v2HxLPm+6XOuwrwX+3dxtcZ6q4ItJWENm+/y0CDsxzo0ryVMVBfvOP96ILQN+y1bBxuwnDS/7CJ7vC+Puc3kpqxqNLsJ93uhIR0+mqI7yK2L9shaPa/COp9772ZvDJ6FCVWLxdvYULqJJjJsSpOh/XtIrq16nbxIKCqh7t3dae0PWpTCk++td+30X2M5u2/gAPe8Tim6rz1Jd/9bYJ7d1evhinHu1Pi38P568ZXL0WE2xnhfyk9B+D/m6nIPX1vndeiEthCUsA6iU5DhSVmZwWP1WGIMFfl2Ff3HQe9nsfi73GxYBevhFK95W2au3xasZcSBdJZXrSqONi9dRFEzYmofOFXd9hmmkgHFrb6EdVliqJKaIAACAASURBVO24nJJet+bfo+rWJAeDMzgWUmemc9q/bIWfWJlT2MEkt2al2bs/a46fk9kqbk2I4T3pCwAOlAmV+2urSrnyeg4DRyrPGxZP5aL4dr9zTWrOTokW/f7OZ87f/+CJDvditoqFzN07Yg7oecEYJj/xA7gIxKiqNuDpK51rBsxkoRjezT23LNd+BikiO4CER06acGclslom6q/A2BtsA/mw9L/wGFSLe/9MEK95t2ZN9EmEsZLpArgVFIhqWrEbKs6I30KtN4pqPX52Ozqn9xD989oZ0bqStvlvfuMS1HYGeDFQ7/AJk1P3FdUHR47M4n5ifsuFQoePneLJr32//cNiXL2vvXC21uQsjomWZvDEoJBs4vq/wucw5hY7OHC2FsdWXauLa9lBXDZUND3Q4fnytYydgv2692OyHNkQ1KpGLVP3HgX/PupD3plv+rUVuTVh5UVtJk4hg0p2b/dwwq60T7oAcptKsOuVfkPHM+vrO/abMLXoVwxEbYD7j3UOhuw5uDCJs5olqplz+ZzMkDsYItmgoHal3td4X210cGCJROAgMJjo6D0D5OBicmZG7AYfFBwxeIHEE/NbmN6M83a++sxiHVt7a+HBATtDidsKV5jQ0Iz//1LdwsEBEmddqGjr0uGUgi1fM66fwU5WQKBrNivXhPFh0e46drzcsiawh8yOpPY2Ynw6sTHnGzIY3fvaCwXsmml5qPO58lBlhDkQ2b7/LQIOzHObbKjHJLEgm9/84096wONCvYD0HT54t1RSpl/Xyd9HyOf7Jf+F+2DidlOnK7gA3uul0fDKQTVZXjzU3Qm+eJCrh9QDTIJhHiaGOJEaC4qKfb30ORLoIRX7XLagStn8D0R+l/7C77u488EO0zJGqrwlcnDAgI6nglI92VCHlb7Ff4QL9YbFg/zkBTHZkv6BogpV4bkEF+x57ZywyEH6Blv3mILVUZyL4EA0LjpJhb88tp4LFvUM6Jx1YK/WUtL0KkNY7KUkT8D+Uv9zeK7WADUZe8jtLRzaXkT/i+Oa/SyoDkgaE4GqR3TtydTkq8xr+Ng5qxidFv07Dg7YFzxO0dPv/3CeaGvhjItAn6OK1wbmHEB2bIHoxVOnhMr9ldVlvJ84myn0n75kwrVVQuugcF2H3z5ktXX7a5R0BAInOp96eb+/xxUFEw8fijngBfa/zzJwQO73T91GNH90/7gXsw0XSxuxr7x2j1C9PnzCtLhm2MdQdd6AWyv34z109SLXOxlathiPwWUJHAjgukCRLTkbUFJ/hn3erSxh4MAuy28pZ8yCOBu4IhJjQzrGVjCPetxrqjXBHNjyT79xcdFIloRSa9KBctOip5JfimDnXxf/FKaPYDtJf3kNzl0O9lKypVXfkA411wxoZ0yQiaZGmF2K/eqJG/zH5BR2cOBCvcESQxMyd1PiNvcFaUunDj3MRYHsLltXbHcU0aSEhhhagYAtim2sRzn3oOlnZerWvLzVoLIm8Fwri0Ta7dvCCVnw1q15ubDo+8/BP0eJPrWK2R0ldheaMMnBgZvQ+UwIiC0UOJBCQOD5uR2X3tfi2gwGzFi/C3/bQ8Y62Lw7Ag7MJQ5WEDiAx5vrLmWbvOUtIQ3dfOLX/8DXQNNpaH+av+E5Z7spqg/q7i48OGDXNqEiS9lJkxc7epK38bWlzBxciGjvNuCkgq1R2qKfcxFRWTjRrQknos9HSkBRfZASQPNkHWNzDElzeckx/M1fon8SKmQtrP4hoefVdN/g4MvhExFwILJ9/1sEHJjnRir7sg/9eDeqZvcuj4eMnSb3qPa4sC9NnigSNvlgaAmCB1NM3G7q7HFwa144n3wB1q3/Jww4JAVyBf16AME0iqOnxIRG4mrHGAI6wxbAY+mJoKhCFMqteSGLUTCv3cH/UgKbvkNnic9Prd819U+GCP8UMnZipdOegCelE4PBgM5nglI9wdTFR5b8CS5e1y0WZTIl89U7sU81c+6LH+rHf/JKWNQEei89cJIyfDBJehAMtPkre3hNM6Xio2sbOP37ySsdzteRuJf1QVFzFff5PHMfvyaSk2ehyKGv9EK9Llo/Yn5jeU22T7InAEckMCiYkBixOEgg8wqzQaPkj6rCU2tQmG1g6Qq4FgKIwmsTf6Pdf3jywmmYvN0Q8HOvmfpw6lb8XCgq9uSV8/wYXlx9DDIZOENV2nO1BtSuPiKAOdu9RxEIJOJuCQ4Ve7eG/ZwtKwTIM/7ilXV8l2ugvfgmAyrEcSPQrbLGhN7XOrSuQE/n2fU4T5zd+4SPqajclFw1/MdQc82AG6uQzTJ5uQbGXzK9E6ZETQkqJerBzhstLAm8c2tefh1XV8/Aw/3nWbIr9kPV/3gbuELX+ZkrJoyw1g0SmhTXt0ieR06dhROxlxwXq9RuQnMHWUnllRqc1qmo2K9KCT0JiD4vvwqK6ty3TS0lioq+4BfqdWiTxB3/ylqHEjeFV+23gwNXbuIxOH7O8LMYm0u0duncRWG66jBncFBvtBykz0AtU4+eh2orEMeS9ApktW0CM8/XBd4PgXJfkgS7NeFLTqAgtY6EcqKh+SHQPJ57wIScdT1wKeUiPxYEgO0tXpjEme51mf0WTvRJILjM5AgWJJjX0unP3IpE6CCGJTEH+iXQSgDXPqmwwkSJN6IeSF7qCwvAeqvVes8sBDhQcITsU/F6o2S2qsbgIpd5pSa8P30e1q3/B2z+Bn35waLjiQ4nFebKtegXXOzxDTu+xGSYvNcGk+cqYeC9bgEO7UEi0HLRiBgg8lr2a0WT5CLybtRrsailtszyEABpZIts38MWAQfmuVELwUxKDL/5x7segccVBU+XJ0Lmbh+8XhotEpTkJ5aJImWLAA9IZG6y5iS+FsSrWE6SQylSV5wRC2iyvTvJ+mG1ZZjkfspAVViZ3k707JqrzDe+TFj6zLrwweieFv36YxN/Y5P+LyErx8f72uXqNKn5Xr1twMMeQameunYJPK4oeL/kv9DmsF2MWVbIp4eFojp704eKHSxx7OoNTCeXg7yPP1djnxxpQfx1DepEkHDkkbW3uKBR93OdJ012kawrDTj+J1kH+TURv/6fjtWhKzd1S4VCfk3bhcJpBfEP/JJnooIrqqDqOkUqEy2jirRdkIzAgYm4xRwcCKTcL0cfS1DSg3y3W0PdDDmoP5IsiHazxX9nj/PnJyRbyZo1J7hSM/UVX6g34PLqo+LeS+p23A/REe3JCFX9BgPY2D3q1aFpxW5BgXz30e89Z1hffbV0DfOEodqEF4NeDjDMxqM2ScWefn7+9pWYsG6TcBGx7//qLQPqVzHdk4tn+Xz0ahlaQF2ThD1DKaYXH/OfJy6z67Wy2uDzwNlaSaeiEV9fZ7uPyEXg5AUD3n9mVHeb6KN8vYlrxv8++DBG4AK77xnzIrfItCSIW/eY4Fn9f/G+3ItCkd1HsUXjyEnnuYIv9D6ivdXNlQUcaMHz+hNH+r5T2MEBWcODWiLejMwdHLj3yIAny1H0bKocz/Xtlfsgw8HhhFgWRLcNxHqhILC0sMzk1o5yVZ3aNsiS0inkdhT7fBdOUItT0mYT3rvRNSNQO5Qce4vF9zodi30lJn9NUVE7h/RYFoo5QK4R5WfmdlxeS8+5UJVIfh4YOEr0Zru1YySCBxVR0hhASffShiwfb31J3+GDY+cYo47pK02raEu8f9Mr3oqmqD4/oeCFAAeI/UDfXc3WIWeumNDxTOfzZo+DIPFCxMMeHapiL/F14r4SvC/eu52fEX1D7LkQgOGwYYtYc9Fx310oWqW+9vhlEduRCVGIaWg24Bpry6wIca9Htsj2PWwRcGCe29jQKC7sY//Ib35SKn8crcKWPSb0L1spEhT1mWWiyNhpwsBS9LAmkbn+snM48WWRsr7/woyQVkUNrKZOcVxKFglIOHsF/za5HBfTI5npoKjWqhHZmJ2owXFQP+mOPBO0RdiH7p78u/gu9wwurBf9mvf47i40LSJVpy8ZkFNkwugUCte1rUCK2wRbjA8v+W+ovWlYnA5kYZ83I+LvqQHQ5GBByQTZFCWkBV+EEhvg7Sm0MNS24SL9b3HoQKFtxYreobWNHEzp7NG52Jo9IatjNL+OTFHRpgTC/t317L2z7H0yEKNtR8u1/fFdXJmY4uwVsUCxV+/loDaIXuYGcJElaycZOEA2eGOJeP0OLIuBG0GSBIp+5jMcirIoVxzxOrZaEDkpvLd16VxkbeK+ULk/q5zllGFSJL/SYMDF1ccEayf5qeM4qIfdLjpHyviB3Cwev9ShcWUu37973MPGaMDgCL7HLszn1rxQewvvgf4hpK5ygGE1Ak4Hc0b4MdklJb9OY7jVpvPWicnzp2BCammK3+jjDhSK6oML14MvWmQQkRaXdA2WnXK+pgeGsZ/eXt0UmhumpCVh/Q21jKlyvNoIyDZxa6L1I45RSNPZdbMjz+TJraIiJXV23X9xJpfHFQX3ylo4AOH0m/cW+yC3yMfPy6XVSNsn4VFt0c/DZijZwQFiP5UeN3mFa/jT3MGB+491eByNICS1SzSsKoQtuQ5AyrgAZBXVB72vg3/fzRYddhea0NmjcxG8XZLNHwlwBRLldGtijrRf5+GGLArKvcvDAH5lm04nwUQaexoTievpR7ux3YUmtHfPfZxfEvWNBuSV/OioGxQs3ko06bIwWzWozYKE575EHPJfOXoHDNhdKESbZVBTTqZPXmD2rtG4dppKWobMgYzXFr2f5o6FBwdKj+P3k73xCebkcfG6wbWAduSZlv9fyGPc/VyHKgXtWKcW/R++3gzU3kcM2c27nMdJbBnZ+pNaO76VI8n2fSbsZq4ssmUvf56FYAlFtsj2PWwRcGCem3sS++89EsV+grUadEWnwra9JvQtE37s+SnPLRNFVq7Jbao0Jm53QrkEeaUyndh/YTb8WSwe7t4PvgCsrBETJwEJROmdiEa7rqGsLAsA4NYEzY7QUUoAdhUIFegxlhC5NS+MjWJ//NjifwvrofP4paBUT11EFe53SxfB1dsGp0YqqlXYR140OSmQhwpC9tu68PcnOVjYyUFK2M8qUBNhZjMKg/0tEUUmtcw4BAfim7lK/v3HOrdpu2hLyChhuJdZwVozfoZJVLX/8brFKkAzS1jrx8Rf+WsESuxd9xie9Vu/49INcb6DWZARBZKox4LmbVh+++cN+BtfL40OyVJxa0JALmVr8GuA9CfoOqcqd8ZOZ79z6vtUVB8MfdKF6J8rCk4p53nFIH0H6WuYcH5Nlbj3NvQ4joPs+EYk1wonTQZ7POnToWklS+wZs+MKO/ZUbaaEO1A7Rt+QF+6uYABD9K/B44qC3N3T/HcSC8Jemae4+0C0Tkyeq4LxR93gcUXBs+UJkJhhcgVlO8jmFGcuife2deF7bzO9kZJjpkV9P9Q1QOey4qzBAb0NNvErUWkxHa01xbn4wZLwEiCQuVskfnQdzai4UJ9h9+Wdw52gqD6ouRbGmO8YcErBVpWp0n0M6PxVyOuYwg4OkNp5erZPusbmNl+5NXQgIItFrWQPeFxRULeq2HGOlS3tFNU3p6TUbino1oQ1WjBbQXqPovrCYhbZQ04M7M4FweLgseBaB0VH8XViSIVyP/gWMTGrw//z//5/c/7csFucx6OnwzumO9l8XsNagUJZqkUidJB2B7FqsvN9cJZV4ydWYLudlojMurzNb6CoTFyT9x4tvOYA6UsR0+eolLzK99ZDB7vhhYgnfTpUxgpwgNiobs0LcSkE0ovnMAdlcp3vAWItyW2oJDrtpDPztYNYmldu6hITLqI5ENm+/y0CDsxzc2temF2Ngm3uD2Pg1rww2dYGHhfaTe3IM+HFsliRoGx6aZkotu8zuRI1idsdj70KuQdMbhHlVG36OCkWD3aE2h6EdCuqDxoZOEAo53gMPuDeZG73q1LQxHeg3LQsUnKKTJhYhEreY7Ly/Mg4eFxR8Hnxv3Nv4KAPilc692gn14e3S5dAXaMObRISLAv7UP+xogrxmrkEUU2b7uP+12cFX4QSsNJeilaLM6lIIfybigJtWhoCPyUJrZyGf++RAVUskbKr+zeznrWmDNQwmF3yS0tCLgcJhE0uxdaPsU/iWFPyk7Oux0/kTLaBdLJIpMgrsSqak0DcaabxQOd9ZCOyJQaXLodbbaHBAS4gF0Bh2K1ZXQKIukzfT4mBfDzdmrWl5MWgF8bevOf3VVXsZQ4mEG2/ocmA6jUn+Xv2pz53HEtCGmMISF72BL4Fo5T39OvQsgLZPrOrfgduzcup90SPPMwAtoYW58VN/5AOd1ZiwudZ/FPwuKJg844f+O8kB4ZAwpLNnTpcXo3CjFNnjsFERydjLa2HDVnYe0r7utIQ/NzJoBLpWBBIV3DE5AykUO4obk0wDspPGUJwztYjL9PunRwu5CBgQFF9kh+5yfUHFBX77GfSFct9erX4MSiq0FAIOuYmA8rWYqvKdB4KE44v+m3YIKQdHHBrXi6WRxGqj94pOp7p0BWN7UzTBxCMql19hLvH+F3Pm8T3hVL8l4OsHeU+ZAJfgmklyNapoVhsgYLOL7EXssOgBMtOFSSgKcfBCoPPQ4rqg76huY9rvvGl4MDopJgDQtGUKYhpRToR4WoVRCJwEDhL81nuAZOD6J9Xo73rdBwWCvK3DkOJBFjJjDe3tjDgQMUZ0onCa6a4gpgEOgwMi7a9+4/JonRhNQd6+nWojK3lwOsByaaTigXDbvF+AlgDiQsSa0lunyOHkIX4bQSYX7xh+BVXAkVki2zfwxYBB+a5uTUvzLJq1djLAXBrXu7T+iBmM+wq8EEvU5r2uKKgIK3fMlHszDfh2fIETDRZH3n52nrYXWgK1Wa38yRDkyFV+QLF6UvigXX3Ab6XVGzdMX/CqnDWLlBUq/Ue9c2T6NdxJlS3t9gH7sUMEPk4yd8/xixoPi7+j7D6HZ/1i57tyeoqloAug+t3Df7wUlSrsM+wWyyavkRMh6im1JcZysqnlin438hHtX0Sjft7GiYfWipS7ksT70Ehqxo0dwr/dbu6//3HeN5upSEYMrP0V6CoaHdm/+4WJhA2tgzZHWMMfHJrXtDSEZTYlfAC+mwLdxlFD3YeyNXgbrvBzjd+7hzrKafK3Id0FD98s3QpNLaHXqhSYp2UEfi7+4eE0BABMPSgJbo0nas2Bg70SP1+nT06uD8LlftjsddgP6N0klbA7XsGnF1zRoADm/ocx0K6Eu/d/toWwVpXegeEleFs3J/ArQkBt4Q0FN+z94Da4/V7HW6vFOKUs8v+D1cdp2OI43C+Tu890uHCmuMIDpwqh4l77Yy1tBE2bhc2pE7Xoj1k+1BqVZEXkdSTW98Y+hpoaBHKza9sVnX8PZK68yOmARIoKSSBPUX1wR6WBK3PNCGOeVtTa8j01iS8r5Kwmldd9IItjsMbc0H8A7yvtyVxoJOYLKHCCRyQ3RRC6ZsEioc9OnRG4z2o5aNg4qXVxwJWxjZkiWPlxDoLFATibJJAHNJ5eD/2Q8DPUVKqqD5o7foycCAuFc8jgVnhUOLLpTaYOw7316FKkwFrcwdKvlZ8KTjg1gRgEq6YIc1/xFYKF1SIRJBjyp5BtIbKPyzo4x/X4LpPU3ANtX/7Bwtg1dW78OAAPUupKEHjb+nULVbBxJyU20gXIl4M6nBcAgdKjon7nOYtuY2WrFmz9zvPnTv2U2FBt8yz4c4h840zV0iXS/crrgSKyBbZvoctAg7Mc3NrXtDYgnS8A63SJhvvYL9rzFbIKTThKVOa9riiID/jtWWiyCky4XH0erYgxQrtkbU3IXu/yStAgXqeafHQGgIcIFE0RRUsA0ogP8WgCFpfZi4oqtUZgNTrqTJ0ggvVGfBp8e8tbAm35oWxdx/B44qCD0v+HJbgU+9rg/dsT585xqnrDc06dD4Tk72cWI1ICuNZDj23oaLoKEtwWNUyFGWYFLyrd6GOhCcBqwV/z0I2iKai2GRJ8gNLIijT+eT9UWXs+kZso5ha+mtQVGeqNiV2n5bjORqXBO9mN64CjysKdiT0Q7+tIkagAiZ1gX9f2SlxLPBBZ7AHHf6bqiDDWVs5q6MpRAuLW7P2EAd6j1wppmr70ZP4X6I1FxwR6ttuzQudPf6tNJ5FWG2viK3j55baFO4+0OGMUi3uvfQBx7EkM4bOkMTQ6WVWl1k5gX/Dizc6PIhB4bvZ5CXg1kQPYhzrnbT/Bnu8GdG5FaHHFQWza/7AKyiKKoTlnATX3Bom7zVrmJNG1RGYaGkGjysKOmIyIH2nDx5KxyyU08TdB2KeIDbKIyb0tLPA5AvfG82hrwG53/4F9Y3aqOIE0JUeN6CTaK4BGEfE7lBUHxSyY0pU/bhU4WAwuXMTggNxuGA/lvcGAaYQc6RbwzaeXQkvLMyD0cV/DHuecQIH5IpWMLAsWDzqFZavGmM01Kw5CXmlzvuTtTzej4X/PXLy4NZEG08ocUDZMaLj2dx/H55f/Pz1uziG4orQ56tKapdzanugdji6n958/LKxzSfmAw7QvR8uOEBtFASKyBbAkfiyIJCfVOmLKwwOor6PxWewtgb1h/KzRy2AlV0MdCHAAWpnvFCP301tlJ3PdM42jU/FZ6Oi+hxdkr5lvHqnw7HYawwc+LWF3SJYSuL9ov3BeQ4inacTjB0rM8wWAvioZq48Z6+YAUWo7RHZItv3sEXAgXlubs3L7e0m79wEt+aFSaai3rpiB+w56OPJv8cVBfmZby0Txd5iEx5Fox3eTBYyCA7FNcK2vSZf/H6cdJ5kaPHQ+jD4ZESTlrxIbu4wGDiAlLjnm/eyh4rY180WQemiCdCtoVDhxyX4QBwb/iS+a3AYPC4UFcwrDT0xvxj0wh1WNZ1mnvX9y1bAzRbdktTIbROjUjvFlyjtFrMEnhgBoUTzyDf8cAb2cs/E4u/+504EcqaTkElQqnZYbG0o8bYL+FFf79UUFGCcXvZbTNwcaM90DEZisAo6/vodf20mBUGJbYmDMPjB+rmOp3pYD0gSK7p0A8dIPec1dfiZQ5X477fb0Bbu3dJF0NwZ+rxyAbnUwElFWxezTSs1+Lk4wCiQRC2nZL+pA79T1qGoY4muZxlqX1Qpl/nxT9osej6ph9zjioK8zYOOYxEVC/G3x7xiEfj66HvrhYeM7j2TugLcmtdCK/087bXoUDjt4+2oDg2rCgQ4kLSYL3CoAiIDJvbofKbDOcaOmDpeagEms3JNTstU1ND94NRXq6g+6B/C8cpCXPTbwqGO370vWpJ6B5z1BO60UyJowoMneM2QtZU9iEFBC3Wa+yiZpYXlWC4KnM4yccfi3I+gqD7oCuB4IUfjPR02J37AzzPniA9L/hxUt0MOJ3CA5g9F/TJ3FbeG1bMHzPKVWs/OKmct/bpyEBVaUf1FNoOFHdTrC8D4sIcsDBjKHSFQEEB38Toer3Cq3jLo7ZT4E1BH99Hw57mPa74xH3CAnv/HzoaX5ND9SfPmlzhHRMIal28whf8DQn+JgM+3a7G1T1uFc83+3Z+g6ry493pfL7zmgB3g387WbnRf0rOF9Izkyv1CxMCwAAcmFv3a0sZK+gFym2THUy87/s5zED1fqRgTLzHMCo98++tfduUJJEJtj8gW2b6HLQIOzHNza16YLmM+4xfRZWCyoR48rihoXrEL8kpNLiZFfWnyRLH/kAGdMbjgI7G74rgWyMrxBVRRpyCqbaCqJAXRnRAcwPeSuutoNIIDz9Lz/JLUlodCIA4nPdaLftSED0tw8Tz2doS/f3zgLaswL4b8w6EfOi/fennVdIr5d79atgpu3zMs1jSysI8suLU9QB9asChlVZXLDWZYC19aMOckvWBJByoU/30PVii1hEV4zlK6eKXqRpPOxRztAn604L6kIjgwufQ3jiCCWxPV9aEYBALGXwrWyQxrb8hKHPKjDtPnKDkL9NuqawXq7dYEJZ4AIqoUv96xl4M+4VRg6RwFE/MjSvmhKrHYyiuxJuR2Sv7NFnEdn2NtGJ4Y1GM4rVRz5kFSOlaZHzzxwglmm4T33pDjWITNnPgbtX8EY170D+nweDkCfzOZceDWhIgiJSPEuunqcb5H343qcGNVER+jtmk1KCoKEMr96oHo9g97BDtiqvwgTNy6AR5XFLSsyEY9k0FxLQSzo3NrXnj6SvZwxvfKLQEHWNJBrUnBgrQ1CstMvl/7/dp0X+fXKNlYBqqGy8fi6EmDn2NFRcG/LNZ7OrqPiTuy62L39gm/BWegaHpgQHLyDPs8aqoMLfnvoLodcjiBA3h94djCFTa0x5M+YflKrWcnlQsW8Vg5iGqrqHNrY7DftzQHBwPI3Bo+D+j77C1O4UZKlrVf/vSl0NfY2Vr8TNzGHx1fp6ovPUdHAjDwvmXMBxwgNkW44AA9f4jJEY5waCSCB/naZ+XgsT1+Tjgp9a/FAsHMCmyxLMgdt4i69tnEQBcCHLBT28nG8+UbfJ1YNCQGG65N5teKNyNWcKBcEtvcvs8KZLg1wZ7cV+I8l1HbBAFjpNOlqD4oKv/21z9Z/VbVmAFFqO0R2SLb97BFwIF5bm7NC1NnjzNa72Fwa16YvH4VPK4oaFyZC/mHTXgYvUkkKNs/WCaKwjID7rOq0GwauhYUxbdD+g5fQP91CgIHmjuCT0bn68WinyqYHc+8FnCge1OBXzJLNO5U5itOi43iChOGlyC9fmxQgB3jfa/B40LhuqKjoR86r97p3Fd86lgJeFxR8HKZAo3tuqXiaRf2oePyJTY8VNGvYXSwcHQLUrb4YHsC/rbZFZg0/KMQK5RaPB6/ko2PLbY2Jcwz3l5lJeX2msQLDBxA5sAdh15+qtoOrsDrYqznBX9tJsEFHlcUZCSNwHtbRYyExRQVq6yBftcVm/WOXY2ejtWrXUW8itoWZk8xVXY/TTm/LhB3E1q7hIWaovq4mGUxe+DTsbncIBZeVFkkxI5NUAAAIABJREFUMdCiuHtcQJMo6I96hfiRxxUF+dveO44ldRsDQd6L30YLwMIgtMuBYS9cXY2g1sz2ZHBrXou13sCwsBd7+sr5uA1/1qF+1UE+xqmsZFBUpMmT6rKiBq6od7/Q4aSC19J0WSGfe+6uyIGdBT54NSSuhVBOE33Sez8yVf3BEdLmMCH/MI4nmK0dBYGPeaVGQBYG9ZcXHDF4+04gUDFlq6gIVVYbHNBRVGRVkEXpcD4DWpaiw8fmzL/iPfQh+HjdmhdaGRg6y1pVqJVmVxjiqm4tMDiQf0hoYcx1vnJryDa6F8PmG2ZhWhlbC4eqnK/NXEYlDsbcCRQyW43A4VBAb7HElnGy3Q0nNm43OfATbmJLzKf1AYRPqe2AnhejAeaibxnzAQeSMhg4cC6864+0Bsi1pS5EG1EkQgcx/YhddvqSwee2F3HIGtOiEYjcv2+S08xp/pf3tRDgADFvqKWE9GsI+KZ/0/M3XCeMrxXvRq3ggNwyQ9ftQ4nlxRmGAfQDisqFFoS8VlVUX0Dw9GtGHQNZys8IEerLIeauyBbZvoctAg7Mc3NrXpiswwRk+mAO+zdatdxemQdFZSZ0MGYA9qV9tEwUBytMaFuBC7+ZlBh8T3wnXwwHq74SXfLug/BVyDuYLRxVl7PzTBgbmeDVH7kqSMkp9XDX3sLPlh434e1SpLqPDYg2ifEXr3hrwMEwJuaBYVE1nS4/gO0Ny9ZC032dP5QV1V/YhypB4Sha24MWUCQkE04/8c4CH2QmYsuEZ/mvwOOKgh8Oo8L8dCz2NpekPbOouVPV224zSRZViWk+cI9M8P5pJ/bHy7f43r4VSF8c737CXyM/97SkTzyRoyAAQlGRBhnod92QBOHcmr+YERegu2vAwfxJC7gUKujatI+NghbuF68Lf/Ute/AzOay/kHpnbzJBynO1IgmRGRHHj+LYqOpI3/2kz8sXIh5XFOTv+Og4lk0sMekfFr+NWmpKKwM/6Ok479gyzf+2IUumlXphM6NKBrJRez/mhbpVJXyM49kZoKg+2LTDZ/GPD7Q4evpKh6rYy3gtHs6DqWuX+dyTcwDp1rSPUE4TshOIPD66Xsnpo7079DUgmBdC98BumyUv/AiMCQQqbpIsC09dNCB9p/j37kJRLX1TiLaOnkU/AY8rChJT9aDXodN4xpb/np+P10ujA1Ja7REIHCCqbyDF7VDRMyAsX2e2oH5NeWx9wIU9HYtQWgFOQeJ9w5913lsdbA5xa8LyVlG/vDqfns0o8UzA8XoYloj1jQa/V5xep/kg1HP0W8Z8wAF67oYrLEjJCVlL3mqNgAPzjeHPwmZTUZE92cH0kJ7GY1FnZhla0Obnazw5R6DMuq+FAAdILJHEo7luFdMeSWP3GVHgq2oWljnw3s3A5g0afr9k+0ctAvLzRWagOe2PWglzD+Lv3LzL2n72rX/PjSaaIw1p/RdpK4hs3/8WAQfmubk1L0y2teLifNdG/HctVvIaVhZAcYXJmQEeVxQU7P5kmSgOVZrczo9cD/at6+b0qLiU4IuaIQebQ3tQhVhRmcq7Jnphs3JwAqUFZXu3WFCQYjs9YEi47vAJEwaXMoeGPkF1J9/5vmWrw5qYX3/w8qoptWb0Lo+Hpg4del+Lh6y96hrPFMoDWXkFizNMdZiq/OH0ExeVmZCW9AnP0dJfIDhQiWDGDBMjOpjeY6m8F0nOBfK+Pk2xxUbKj7YHov/3knp47woUvJx4+JC/Nsu0D1KTxmF0yqok/mFMJHnlQRaWPCFjD97j1abl4XbsLP6eq7cN/vB98CS84xzKaYMn/i3iXG+y+RNTW0MDq3gTTVhRfZBbJM4bVS7PM2HDuI0iIS9fe13ce7tGHceSzgTcTl82IHaDDw5WmHCVCckFq9q9/ejveEHjU1QUSaOkdmDY+T4dGffC1dWH+Bg/5Waz+1JUAClpcvp8T78Ox2ORLaCV7IHJy9iucmNVIewrMXlyr6jO7BR7DI544e2o+LdMNc85wOaQp6HPPwmK5hQJPQG7uj61EuwrMaHxHv7/wQA9sLSoVVR09rADJ2S72XfgBD+WniU/42BRONcsOTN8WLGU76N/2UrYVzI/5oBb8/r1H88lng96oYU9I8jC9MjaWzwBsEfBEdZekzH3hDiVgdKvP3ihpk7nYEywz5SdFBX6L/2NRNumtpxQgDeF3Apkj7MSmBj/BSyKrxHzAQcIaAwXHDjNKO10LMNp/4lE6EiWWpquNAjb1a51zMZ2KereFBTM8ueG07NvIcCBukYc29FThqUFk14nZhux7ELd2187SFCawJaTF8T3C/Fe8be7UuuZ0/6OsLmH7G2zpZaqhWiZkIV3uWBviPa9yBbZvoctAg7Mc3NrXhh/0oMLt7Q14Na8MHkJe4CvrzoAhypNbnfmcUVBwZ4xy0Rx5KTJFftnkrB/PXfdU94y8CXUUHuQ4Juiit7nPmYll86qLkTplqv075ltYFyKlZZcfsqAgaXIchh/LqwZJ9hxeLEsNqyJeXBEVE2nDqH2wLPlCdD60ICXEjW+97V1siV7LXslMpwgv2KiSAfyVZej5JgJG5InecLhcUXBD+eO4jlbjVXG4s0vOPBQU2fwXjgnay+i7o5MyFQ6//eReviTlShYOd5+n79Ggmsp66ccx0zHrqom8MOfBOgoaSNWxdXbLBmXmBCkCtwZoHfeHlT1GgpgpUZgVFuXDq/f43hJcZ78iamtgaqIcoUyU1K+J9bLFdZ2QC0N/e907lvvcUVBfo7bcSwZu/D9lFSlbvPB+TphYRXoNw59IsopAj1v2fmihc/9xzrvlX8b4DiMTnqhdvURPsaRAmzvyc4zIa9U/N5AnuXPB71QEVvPmUtTF1CcsG5VCeQfNmB0SlwLdhZLuLGOgS208Hr0PPR+iA2yq8AXUE+AhDNzD5qWRZbT/oiBoagIvu0qEP8+WGHyfutnB2v4sZyNwZadcIUACdAYUIT17MtlCuSHaYkVDByYT7x84+WWr7PMwrQkrom7x9iDWEuB6PbBgir4fe+8PIEgJlGgoPt03Sbn3v9wgsAeqnqHC0IGixqJ4p2Y/h2CA4wCHgzgtfxe1m9ObhWyVk8kvjzomlRULJBQYaU9fo+lYFBw4G8WO1i7VtRCgAOyPSyxHhIlkHBnPgkr4jjPLrBoJYkV0zNatv0jsWi5FfP2veDCibRm2ZJrcKCZjr8sdvitQgjvGrD/UHhtd5Etsn0PWwQcmOfm1rww9uY9PiTi/wxuzQuTF07zBXrZSZNTQj2uKCjIm7RMFOVnDLi9Mg8/n4D967sTnvMJbt0XUEPtQX1RiuqD7uf4tzdSL7FbE4uzZ/3WiS1OUgVvZJN2xRkDXi1DG5/x3pf8veOPHoPHFQU9y9fB0TAm5nejOq+aTpei6N3T5Ulw75Fh6X/ue2v9HAk15RTN/dhQdXDbPrEYDfWZIydNSFrvYXRl7EfWa/EcaytRoLBkyyvJysZ0ZGJQUOL8blT0pDupfBMD4OFKtDGbaGnmr82u/DfwuKJgQ8qs45iJXVEZBBzoZhUQOgZyG4Fbs7YZUE/3o97wEkze6xigB1n+3fZqAjldkAIxjUdWRU+WEh8CYuruWnuMBz964fDa2+Le2zvhOBZSSaaHe2L6j9zX+nxd4OP3/jMev2S2+CIGBIk+NXcY/Fr9EMAn/tOUF66sPsrH+O7AEby2D2AVnX5voPup750OR9c24D1UtBMmz1WBxxUFtauPcLYBHY+7YTAHnIJAG5ojAuknyPG4T1xbpClhT7JJ0ySn0GdZ1DrtT9ZyuHrbsAg/lp00eSL78KBoI5lZ8wc/IClYdDHbrGdxog2sd3lc2HZf3wocePXOC3cJQGYWiwfi7nEhUXsQK0fNmvv8SMe5p1/nIl+h2lEIHEje/OXPKhJR3MyAuidhXGOhgvqqvxQo+RoxH3CA+qfD7Qun9kH6nBPgHIm5B7GSKHElUeHmOOYysxgLBkUl/+D2rIrqfy8sBDhw+54Q6CPmYeo2MRZiKhYzZ6Bgz7dvFXR8cK0kvv/wCX+HJ2rvCwSO0xqFADECGII9M79mkINSwRGTg0hOtqpyRLbI9j1sEXBgnptb84J7bBYfEkt/CW7NC5PVJ/gCvfyMAc0rdvHFZmH+tGWiqKw2oGEVUupnmTd3dsIrUfFI+wrggIRmP36JE5dAlXHSJdruK5va9HqJUkd0r8pqA14sUxAceNrL3zvxsIsn+BVhKCwPf9J51XS6OAc8rih4HL0e7nXrvKVBUa1CcW7NC4kZ1Gc29wXfq3eCCq6oQvwuWBw/Z0Dc+h8svcz6Leztnl2BSfrBrQNStdmAPYyGbxdTdGtCfKt/SCSmzwf930ctCO0rmFVm423+2uxy7HNM2fg3xzGTmnswcIDYGRk7nSv11CZx8brOq8ahHnz8N26jPn7n12kBO8DObZxkQbSfgQPHzpo8GXRrgmVhFxijBQ8tjGLZfobdP0Bp3F3BHMhzZllQQkSe0LiwsH63U7wf+4GDCW5NVMKJDnyr1YC1KXgeAomKfta8cGl1haCxl57kAAmdDzyPztfpqyEBgGj522GKWYJeXH0MSo/j2Al0CaetwCmoNYISt56B0NcAaYZs3WNyxW+79d4jpoa/M9/kjJ5ACzoCkxQVgQRiedA1TrZ2LcW3+LGcjP0L3384v7ObCSd2JOzm+3i2PDFgq4M9vhk4MOSFOysRPJ1hrWf58R3cPcYetMgm4HcuId/ne4sFAybYZ8rYvbLhC8AICrq3qVreNzT/43alQbKR/EKniPnGfMABuu+OngzvviVKO7GVwgHxIhE66DlIayAqrNxcW2JZExQd8cKtNlEZt+9nIcAB2QGm97XXDxwl6j5pHYUSz/sWsVZ61su2f9TGKDtmERMjEAuAQPyUrfhf2oei+sJag843ZOFdul9fvQv+mcgW2b6HLQIOzHOjG56ss8ZGp2HqDLoXXF5dDpXVBq/6eFxRUFhorfSePG9A/apiXPjF/hE8LvSupwnuS/pG7XGjyb9/n9O7WNsCJTSDth7ODEn4i2iKJ84b0Lsce18nJJG8iY4OluCrQZNSimH3D3B5dTmreiKA0h29AR480eHNiECY7ZRs8sQOZjMXKD5NWZHrnDBaE05eIBXzn/DzaLRjQjYTje4FxdsHuZp+VY2g4T90qLTLfr7kz/5qyHkhtzbFxzUpJm5e538nKmPK5n86fo76JIOdhzcfhRKzW5N6/JtxLKeZNc+Fet3RZihYkNK+3c6JgnQBiHpJatCEwrs1qa3hFv4G8m8nwOrNCI6F1NmbO3XLuR2d+AGK41oEcyB/xnEsVBEnaqKiiraTYAr/HyfwWlrHetqpb57E8ig5CdUadHHNcT7G52WX2OLO4FURRfXBmQDWbq8/eDkAouVtgekqBNtq1pzgQnIEvISqAAeKrBz8PGlCvHwbej9koZi5G60oFdXnJ1L6WGKuXCONhwALOtme7067zt1AFNUHZ64YXAjs9sE2fizH1y1jC7fw5gmyXGxKEgKRj6PXhy1s9a3AgYFhL2eXzSQvAY8LdWku3XA+D+VnaME892cHAWSdz3QOmtnZZPYgMGLj9i9/VpGPPDFthj/PP7G9JvV/pwUQLfzWMR9wgKqh4dKjKZFKTMdj+eJNBBz4GiEzLx880Xlh5WqsYHx5XFFwoNyExnbR2mbfz0KAA63cYcTgYKdsxUpsIAL+goHf3yqoLVRRrbZ/ohgh/ia7ATjti9iatCY8VyvWAJUBNFm+ZnQwPZ09B4UQ8ocQoqyRLbJ9D1sEHJjnRjf8TCLqBYwPvIVJVr27sOY4nDxv8KqPxxUFRQetld7Tlw1Orac+8qzEIT7Brc+c/6LmlkR165UWenGS3Vwis3+z05/lfruOp2zMl0x4thxVs8cfPeLvHb/XDh5XFHRFpwbsh5VjZMILl1YfQ3CgIJt/tvOZDm9HRRI/7LaOaT1LJMMVCrNHmqR8bhdJC/YAml76K34ezacPcLHOlIqLd73l2g7Hzxm8t8+Jhs/pZy9FT7pd2ZgiMf1Hfv1M1tXyv1N7Q+oW5+NMzIhgmgMjLLklwTbq6Sd3AFI0Pn/NgK17jLASBQpSDXZS6R9mvfqJ6ab0fnFOiMZddZ6qG/idxDag/nMaSzY71h1PrOCAW/NCScK9gPceBQEfVH1QVB/fZ1MQYTQC2Cj5p/NPVW5SqU/KCH6NXYyt4mPsPtoAiuqDw1WmRVAtUJX47ajOARBt72aYqkCg8axyli+oaNHS0Pxl80c2u16pVaQ/jKpuH3PaSN/pC6gnQMn41j0G14sIdL3uksQZWx4a3PIOF5M6X0ReO/CIH8vPSatBUQP3q9qjZ4AxZ9af5Pt4FJ0aUq2f4luBA29GdLi5Mp+1nqGFac66noALe6qepX4BOEA6F/ce6fx8h7KBpHkjfR4JeF6pYbl3AzFt5hIyYy4jDMvabxHzAQdIKDXc64+e85R82Rl3kfiyoOqwovqgq1fM+/K8PeP6GRRXmLxy7wQILwQ4IIu8UgvlHolhSa2DxNQJxxXkaweBVwigi++n51211GpQa7NbtseFeptodqM4V8HWPl8rSFuH1gsJYTB9I1tk+x62CDgwz41ueFKRHn/UbanenblswK2V+0WCUvoPy0RRXavDZdZzPLsKPdszkkb4BDcfqiYFLc4VFavVfJLmVRp/VVsKomwrqhAiO3PFgCfL0W97orOTv3eCuTZ0xqQHrHTKMTrphQtrKjGx2b8dPK4oeBi9CR726DD8WYzZLuyjMpYD9abPNWT6eDgAA/WuTi7D8zO75OdgvnyGiwKmVFyye1hQo08bPKGiNg45qNLd+VScg/djzt+tZvqgYSX2Nk7WXsC/T/0Tx+H6KWzc5jx+SqQDKZpTxKX+yI8x2QJRhfksA0Wqrxq8ah8OpdyteXkVvscBTHhha2dwa9bKMFWYibFxkVEfCcCi80d0Z0ruqVKiqD6I24hU/4OJ98W9V/J3x7HSd5PwHiUT+B2Bf+NnzXrfELWd+uHJXSFUBfdCrFDYb69oA0VFSqRsQRqI/jn0yQsH4hAA0XLSYLoMr5VTynnOGqHjdqPpC++XA0znYTOxi0JfAwPDeC42bjcD6gmQsNeWXBMust8qq1c7jYHOu8yqqGvU4VYb/rum6AU/lh+S1+GxDFPQ7fkgns8LKbV8H50xaWH3fH8rcODtqC5az+L/DB5XFOxMeMndY+xBNqFfwhwQlrY6b9/5NBX8M6RxMJ8EvEDSEwkFpoUbdN3RNfa1z0s4MR9wIGOnyYHCcN5/94HVrWU4DCejSIQOmhcUVQDSa1N8cEY5y+eJ6UW/gNLjJjTROfgfAgdkl5jmDhxL4RFx/dDcQM/ML2WTzSfkVlViBbo1L1yoZw4K0jPgcgjQmJy4qFVBZg8uhBMD6TbR+igcgDSyRbbvYYuAA/Pc6Iaf2bsZk+W7d2D6eCl4XFFwbs0ZqL6qww22sPO4ouDAEWsV/EK9ARcYrXh2BbYmbEr6LMCBLfMHB4jWq6g+ePlG/J2q1q+YwI4T6nlQEnghkaiaqwY8ik7B33tfKOhPNDeBxxUF92MyLUIzgWJ0ygvn12BipGWhQnhHTAZ09Vrt+OyfS5knOED0edxH6IVX7S3mfx79R3aefgO+wT78/6W/RHAgd8SSBAUSeHRrojrX1qVz1d5AC/CN23y87WTqwhlwa14Ym/gbX5CkZTtfH9T/FqrvTlbTJzGfO+3iPCsqVsCpWv/CgQngFMHaEDqZ8JtsRSkr8xdX4JjJp/x8nW5pg7ELpZF1V+9rcTzJ4704uUO09BxyFgUkpw55kUHMCxLwDBSUQH2eFgKKZK1ISVOgc0RxPu40H2Pjscc8SZarIHV3nBdx78e8UBCPLBZtZypMle4DjysKKmOv8MURAVD1jV92v1BVlyjfQ59Cf4bagjZsQYVvRfXvnaZFd+ZudPhQ1MDtEzJI+bBHsFoUFbUmWhid9nj+W34s367fAIrqg9OXw0uuaB6s2tjM93E/JhOOB7GzlONbgQPvRnW4vopZpzIL0+0JrwO2vJxgjBtZiCzcKD3OxD0bqYUn9D5o3sjK+fJnVVG5OJ+bdnydRF4Gxbfv/f7AAWJflVaGN/a2Lqsgqx1Uj8SXBT17FFWIIyem+eCEcknomyz6FRw+YUJL5/8sONDVi2PdmW/CrVaDP4fo9dOXqYWOgYBf6GAzn0jZKoDeOumZRIm+XNDggEGARF9u+YjdYC0QhDvvzyd6+q2thNlh6NtEtsj2PWwRcGCeG93wtCifqr0IU+W4kDutVMPF6wbUrzoo9aVZJ7nLNwyoWcNorNFIUU9NnuAT3Jcs8OxBFQVFtfaAE72eJlQny6+jkihaL6saX6g34GH0Jnwott/j751oxD78ezFbLUIzgeLztBeq15yy9O3dj8nkonfXm3Te/y4HVcXDtRizByW9iuqDgsOh93GdaTa4V6CbxKzyB/ANv+EsAo8rCkr2jVro01T1kZkaFKR+fOuel1d6An13xk4f1K4uw2vrXBX+3T2DwMyiX8Pm3c7jfzuKtNpQv40eai/figX6XQYOkMDiqYuGZHEW3mIiez/ut6nDgKKjpoUC3cQqGrJAHakny4uZM1fwO2uuGvCW6SOomSavyF+5afBjRGOj6j9pdRxc38WvrYNHnY/HbomyTtoHVG2322jaI465QoxOeKGojIkinRN9n7QQC7aP83GiAlV/rA8U1QfVtTq3cVLUwNoHHye9sD/+ISaO2Rtg+iAKe1bE1nGbqt4BPaT3crA4UC4WvIoauqfSrXlhiNk6rs804RpbwNkr+ORIkrbDlJw+nM8ROUkoKuqmnK8Tx6b1ocHFIIv3jvJj2a9mgKKi9WE4v5PYDqUbRWvCvZitUBVGi5Rb+3bgwPBnnQOEs2t+z1vPGu8FPqf1dw0Y/DD3c07z/UkGzIXr9FDfZMwrGS2RnDm2faVEnjzSw120f4uYDzgwOvXDnO7bB1JblVPPeyS+PK7fNSyJrJppQkVsndA3WfRbrg1Rf9dwtPxdCHDgCXOJ2b5P6LjI8y490+mZ2dK58ODAJqmtU76+OYgsaWycvSIcoJz2JetpJWX4OCsx2Ge+Zrx4g9+fyloSC45EwIHI9r9ji4AD89zohp86jYrjU6fKYWZLAlYq4+/DlZsG1K0qYTTwn/CqKMXV2wacJXraMqSoq8nTUhVl/g/55g4xgfZLwnckjNfGrMbSs/0ntlMXxaKNnAwu3dChIwbt9SZbW/h7J26i33rzip1w8Xp4D53q2LPQFb0RtF2p0BO7EdpjtoQUvUvdFv5E7BSy3VDR0dD7oCTt08pFrO/3L+Ab/YD/z2yMSvPdkuetyROpjxP++yPmAiVNiUFotFm5JgePpqsOg1vzwtjoFHhcUTC2+HewZc/8HoCypWBhGY6nuQOvUS4GdNrk4lihlHgpdhfi+2mfsnJ6XaP/IqD8jAAHiEYrJ4wv3+I5yNiFCseK6oPTl/B95P4wMOyF5M2k1YGvHUyRwIEK52Mlt5lk5VppigMh+napn//jhOiLJ3/13AP4miwI5RQ18dV8jBcqR1hCq0PrQ3GdNrY7j+PTlBf2retGcGBbMtfuKFt7E2q+kk3VYdZTHorlIsewGxdpSek/8oqQXSCK2EHrNvl4RSsQqEgq24qKOhbUi6qoKJ5H4oZ7cqb4sXyesgMU1Qd1d8I7DoMfcDx7Nw3wfbSsyLbQXIPFtwIH3o954dqqUlvr2UfuHvM1gywhCYwpP7MwSbXM5gpHByackJ974QjPfouYDzgw1+jqEb9X1nOJxNePtB0+OLJWOKO4F/8OykO0Hy0EOEC6KVtyTQ6gyvMX6eLQM7O9e+HBgXRJ5FoGvUVxxX9dcC3AHE4ORfibkAFJ/64JoNPzNYPYZqSDFY4+SGSLbN/DFgEH5rnRDT9ZewETuNJ9XEl+fbIGdXcMuMYEB2dcP/Pza62/a8Ap5TyjqOPnktZ7+AQ3H5EnCqIbKqoPXr8XfyfqNyW/Wx0STaJ1yZ+9ctOA+zFZiJg3NfL3TtRhr27jyj28qhsqKIkenfQGpeLLsXG7b17gwENpEWVncjhFM6MKjqxEG7HZ9cvgxwk3LgyYMGBp0TinFO4roZYQ5/GRYBih+E6MDYod+004oVzEa+vwfvz7hzHwuKLg0+Lfw/Z981sEkkp4xxOd9/22PMRjckdSmSdrwlDJstgvHgPqv5fpydVMUfjMZXHsT18S1xlVYGquGfx9svIyVRjK2IOYWgDefNRhwxZrO07JpsccmAukOk/KzYrqg7wSHC9Rc0Oppicyy8j37h94NYaqGTv2sWSnKAQ4sO48X2SeOD6FCW2jAZ1PRRWkrSvwdbo34SnOL1nrYDpvC3hcUXAorhEuN3ydxVGFZA8VuyG8+egjo+LGp/q4doKTSCkJSVEvrKxULUdRmRhD/7DO2TwEbFHFaMvOf/Jj+SQlFxTVB7daw7tmaWG5LX2M76NpRQ6cufI/Cw6MjHvh6urDltazjUlu7h7zNYOswYj5dPcL7S/nGjJDLRzANpyQheS+xNnma8RCggNUNVbU/znrxn+VyNztg5I40X70afHvAzqtUCwEOMDtiXf5+DNVBonJ0YLcqTqeLTw4QEUpWnvS3+8+0P3uf9JAabrvfGxlVmxWDjL46N/n6779bxv8wMSVWcvd6TC0tiJbZPsetgg4MM+NbviJpkbs+92KKv5D0ctAUX3Q0GzwhZ226Od+yGJDsw5VsZfB44qCvy7BKvS69f/gE5ws2valIS+SZDExolMT/Wy3Q3WlXlJ8fjuKf7t2x4B7MduQ2n7nFn8vASQ3VxZYvGqDhVx5DSZiJwdZqhWWfdnC9fV78QCxMzmcor0bxzW8MhqTsNQV8OPMNC7Wmb3hoeIpaGPHOXs//ndXgfMC7eQFHD+xMoIBQDmFJpRRwOrWAAAgAElEQVStbcDrp3AnuDUvjA9/Ao8rCj4u+c+wPdwDRWEZ2QAasP+QYUlESfk4r9TkfYJvwhCjc2teDpAQACX3YFKyKYsRyeJ7xCigysfpSyY/B/tKRF9n/mF8XxITyhv65IVN26nfGo9LycZuBg781A+YoyBAgJB/2p+ihq6SJ2WYHEQgFWZSic5gPcP7Q7S/1CRe5IvMwxU/YEWlVbcs9h88Cfz5PUm9eH1sXgtabjqyJOJa///2zrs7ai1L+9/nfgV3Dz30dM/0dE/od7rIYKBItqHAmBxMMMmAydgmY4JNzjlHgwk2GUzGIKKgbvfMrcQ1+/3jaEsquYLKVbKk0vNb61n3Uq4qy9LR0TnP2WfvnJWp4sSQ/oBWtjGduGTo0DGaCZZo4DROzcgu/rsniaGhz33ytC2sGlf+gMijwqv+o6fE1LrjjWMWiQnuZXPngZOgjh73D/V6nCicR9v3mWvzVpkDbZ9+oT3K1qJgX1ExZfTIz2r1mFyKt1xxlIixjKxV0tcnX70pN+320g2tnzdbzjLX6kpzoOWxdk9MmAlzwEpNmxelxcO1ZLdvev5n2vLNXWEOPFS2RpWVx9R7Sv+c5YUgTgrYdKfrzQEukeoPxOiUbtLP4yf985LHqFduJ/6uc9d0W4eUCD2O+ktW4SeXetbG0W9ikcCMIQ+AG4A5kCV8w3+4LiYhwaK/ib3zI+aozujegavVBHI1hprFxy+Eae2Q/coqtBjUDh+jdXhm93ymkn6QxBN8SdaSfNXv50lgx45Nn8yQM+ofPB2hswNE+PLHY4fV937esUXsmx64jA6aLJHDSc5evdcc5UTl7/TiCUU2K0w8+F22Nv1xcgK9Z4UDxCRsvJ9+/cc/4q7ZyuVf1D2fnCBveZLv3r6Pa/dG1fcn+93zl0dp6TBRBUKuGEeSHKL3rWJLw8te/y/rcNkVStK8o2fDujJm4rj1q/W8Fz9ZyUWjOCxZXx7wldJ+eA+7PlSeowH8Aa3WvZrBviGiRTGsjdL1O1w+SNwbnGfg9QctwzfXNV85/oYStfPbpCF/+jJqm3dE1K0WwxMklTJqpDLIevJSyx/RomTh5+0v6drpjmIlcqDnP6nbME5fDtP9p9q9dz3FIG7uKJEcUy4bTF9mlqpbmpJls89U2/fqM8mb74/4HtO2h3Q8D1zWk/Nw7DuW+Ji5koY/IKI09FsuWl9rWxSKxn1Xk4ReGl0V157T6eV7YcwUlcUoqERxnSicRzsO2hs58PZziHYPEuVxg8rfVjIqmLJNdFa7DmvnNVd7/81oQ0PuS5Bdua39LYur898c4Bwe/kDiKEAod5q9OEoLhmu5SV71+u+05Zu7whzgRLBjJkfVEqP6vE1nr3IZYdFOzJYmzqV4wcAfiNHpK9rv11da4Ne4xHGyMaE+zwZHB/GYcqvJiK9s9PK9ZoLzeD/dZwBwAzAHsoRv+A+PlCzZ/f9AQV8BNYzZq3Z+vOrzucc/d0jKdfpSmGqGHlIfMt98v1FX0/2BGE3OQQkmTtblD8SXN+J9vJuUgVlVghB7Xj32B7Tsx0fOhOn0gNki58CRA+p7P20TdX/3DlqdMJFgIpVM4PDtkFo+Tl9RIZG4/vOSLMwBDkWvMjFo5P3MrYUDlfDt4dQeicYlUly1+pu6XYET7iTLlsvleZYrE57yFFsDFq2KqHvK5anFoq09fkZBXwE9690j63BZTu6392hYDa/n8n13dSGKI9XVeXPXlSMS+KHpD8To/nPxMy5Ld+WWLqRQlzyMaxrvViYqGxqiaub+ms0Ruv9UHBdHXPDvaPsc0koKKRUCVunMAaMxx1qoK6O2+3BYNQvMlFRj04RX+UunidwH+tUZ/R7KhO2huE7ZVtSd5i/X6sw/eaOdk1SDuDmjHwrzsXQAydNFidHK4Y2mw+nTidurPyASQpr93HBlBWfzLs4n0PE8cLTK/OXiv8kqKqzaoB3D288huqIbFHKCRN4Kwn3wucBS8gdi1JggOVgicVbyYaUx+lb4rxT0FdCpARW0+7C9kQOSHKKdg9aKvkYXXcbVY3Kp/brs3+lWQnMprkziD4icHbn4Ts7c7g/EkuYbsVpdaQ5w9Iw/kDxqDcqN5i2LUsWIZvX5/6LX/6g5cJKpK8yB529FvzhyYpSqapQEw5e1++nyTcVEVVa60y3EWKEZCzVz4Nw17dj0ixH8GkfxPWtL/F36LaI8lhs1SXnudEEpQ35m8LOHyyunEgBuAOZAlvAN//6tHLcHfdHER+QPxOj89Yi66vO5R/cOdefPNobjEtt86fE7df+SPxDLOuGcJIeosUVnDkja65whnvd7JqqnfENXGoZfO3Y+TCcL5wpz4OBe9XVOyrhz8Do6dt5cx8wTqGdtYXXSfz9N0jvVHKjt/LmZXKFMSkyUQ+SV4McDBiuT9BJqb/8RZw6srPlZfbgFlIfToSTREzzRXayYM6lW/5esidCMogdigju2ULS1B48p6Cug1t69qbKT5RxZXBKufn+E5i5VJu1KCDvvwQ5MilKxYuK8fGfue3kl2B/QkvtxCOPkCvHv5kfag5RD8dkMkGQtedK6bRFti8HOqJrsrmhcLC58XZK1BItcc7168k0138faJCXpuMqAPyDKI67eZL6MG0dG8NadafOianj6iLL4bRLJtK94vTAH+v9RLavY2ByiVx+0wf69p8kHHRWloj3Io/vT1yliW9PcETfpZI72ix/QlVQcO9185ECJko9hfYp8Anyu+e9Olp199cZI3HXm6BF9v1SirIZ9HSAm9qdHriB/QFQ3MHO8775oA71vQ/9LSUg40/T2DEvNAf+GuEilIYGIWj0ml+JyrP5AjM42dt2q4lZddIrZLWnpxKauMOjy3xx4/lbrL+YvhzlgpRatjqrP5aCvgJ736kFb99hvDrzSRT9xZOjFJu3nTUq/ybme2LDvSumrA11s0u51HmfxmJfzB6SqvKEvXcglP3nhx2yVmWzFv98fSL8lVpJhDgB3AHMgS/Q3/bdev1OiB/6o7n2+citMuwaLSfOnHr/v0GFduB6hFcNOqQ+ZTz3+RV1N58lGtp3XNZ058FpXhowH5svXioFZooQ6zQ/EZ4foBuEnL0boeOECcbz7d2sPv/Ui8eL2wZtNT0wCijnwtC2snrOHL1J3sJz4LRtzgDPUJ8qzYNSDZ+IcPOzvF5Ow8gC1t/9Qw5eDvgJaVfsPuqWcKw5ru3wz8d9x9KySWV1J1jd/efJztXJDlCYWvxSTx+IeJMkh+nBXrBQ/6t2/00kZWTsPacniKgz7+9gVH1oaUxPHmSljJ8nxpcnY/eeySWwI6bco6Afym5R7ZN9xrV1yngYO8eatBE/VPX+ifZZXivdNVLbj1E7RzIFk4cpVtfrBSpg27WRzIP255eSYx5QKGPOXR1TDglcTOBIimQ4XC/Pw68A/qUk5eULLx5WqSsSccSKS5EtJb/o6cSgFfQU0e0QLnclRNnt9dY9xCSqaJBNfZ844nSifAK8Y8999NEm0Q/Um8T7OecDmgD5BIhs18sA/UdBXQMeLhDlwt9X8JJejUL4Vi8ok5/tPSxrNYJSV5sAO/0YtuqzHPyltIveTd/211hvJVqthv2YOHDufm7/r9kPtbzGTRdwKdaU58PrDL+rf29l8PJA5LVsTpSnFT9V78mnvXrQ9SRlWVleYA+oze0xMDcm/3qL9vFm5J4aWCuO2M+VOs9WcpdrzVh89yBGB45SoP84NNWZqcnOg+aHWb6xRxq8cubkmTYLIXGmYci79gficXskEgBuAOZAlJ3T7pr8N+ncxeZw8Qh2oNt2J0C4lJPRjj3+hTYayWFduhtU95UGfKE/Hocr+QIzKF2Q/qNG7q/pa1JwYbtEqTpCXuDOdvzxCy3Rhmacuh+lI4SJhDuzdob7+uXYJBX0FVOffTqdNJgHjRHdPXoWodJr4/8dpMuKzOZBNqOi5RhFGrw9rS6Ynyj4+1RyYOZpuNP+qhh4HfQW0ev0vakIoXilPFgHBWXk5vC7V1oaaugiNHvlJ/J7BfyZJDtGHlnsU9BXQgz4DE24FyUSccLJ2c0Rdvb3Wop0TNgX0VSXMfC/vd/QHYjS+nFeFI3FhePr3swHjD2glCvnYajZHqGZTfNg5DwB4cMBbALic4OQK8f1rpt1SzYFke0KXrtEGGLcfhunOE1HFwUyd5HEzxO/jhIorldULjhrwB0S0Q6rvOF6sVDMZ9B80XsmZwFtrqmojaRMazpnwQrTLop70rUxsfZlR9CBn2exPX4nPCG32c1w5gnNwJFqB36NsWeAtRSeSlGys3iy+o2T8d/W1BSuitGqjbn/qbPGeL4P+LBKjDl9lqj/Ri9v519F9Rd6C/pNMb5Gy0hxoGLpZ7Ws+9/x9xn+XWT1rE21/SU3XTi7ZpPQHzOeISKc7TzRzLV2ZOavUleaAJGt/r12REl7R6k1RmlDyWr0nn/Tum7Z0bFeYA5Ksba9itTzWjovzUvB7nnVRwlG9eAuZPxCjq7otX5z5n82AWw804zjZd/HWR/349dAp8cw0mzw5W+kjfd99Sf9+ANwAzIEsESugohP65v8PMUhfVqGuiN96GKadg9Yp5sAfaIshY3djczgu6+3bnn+msdO0zmZGmhrpZqTPev5W13ltVHINsJNrNrvr2cYwHRoojIBPu7arr39ZVUlBXwFtGLKbzjWa+y5eeX30QptMtL5O/Rl2xJeu7ZoB0EsljP1BP2EO3C8qEw+CPv+hXreazRG6p0sgl+pBwXkcOGvv8hR/x/rtERox6v+UPem/I0kO0YebYq/j3T5DUn7WjDjRn34bwPO32s/Z5NLv6zfzvdW60mQzFROk4UCE7it1gcdOjz/uZ7r6xFzikMsuVW+OqMfHSQxnLOCJhJJhfrIYUMxZomzHUXJ1rJuuRQ4kM7/0ye4yXUlho4oz+nN0ApeK8gditH1v6u88XSTuJXnIX9XzrS85mk5zp7wRnx/+N/o6RlTUmFb8JGWFg0zElSLSDdSM4lrabA5cTVA2i2tbc5+n3x+r12rFHEq11YOjRuTB4r48NGRVh/acThz182XsIAr6Cqixf5nplWwrzYH6YVt0BvK/kj8Qn1zW7dpzVGtj11tyM6jnlUh/IEbrtud/5IAka5Ev1Wm2MkHZac3WCJWWaCVPH/UZkLQMK6urzIFFq6NxeqjbOtD6Jt4c4CTBXSnOM+MPxCfafaHkS2CjX6tQlLzPf6BLwlm/v+uNDkkO0UhlG6mZbYiSDHMAuAOYA1niD2ghwB9utdDnHXUkyVqJs7utYdoxWOwp/tDjjx0yqDbdDVPl8Eb1IfO613+pe+r9gdwkFtKHV+pf37o3GreCveeouQHF+esROjBwuVjF2rFFfV1eVkFBXwGtGXLA9OrPOGUF+MHzsGqopMuIP3F21yaZ0ofXfzq0T629+7rf35Qkkr+l2roIPXyuD79O/qDgJDo8sUwV8sph1197dhMTg49/pw/XRZbk5r4jkpbnMysuH8RZ48sNZhQn+EvUflKJQ8n5OvHEmbMLz6mK/z0ciu8PiOz2khyiI8r2i1UbomqyRN4/yUkDj56NKJNL8X1zl8Xn6pillIKcO+KmajoYpY9ySFe6MFlb5C06PEAcP0P7zp2HUg9apsyJUs3Qw3Sn+YtaDvGFydwOkhyiudPeiW0FQ/5K30b2oqCvgCYVv6DG5ty0/8Zm7dpkYlaOn6m1m2FJKj9wrgnegpDMVGRzgE2ghOdBMTmvnZfo06F9GUe7SHKISiYqIfVvw3RkxoE4QyqdrDUHtmkGcq+/iGOUfrHkd9mhA7pEiC2Pc/OdnBjUH4jRxgZvmAOcBLSrQqq9qo0NERo1UlbvyQd9BtLuw84wB1KJq7qw2j51fR/CFXn8gRjduK/1rW8+huKeFbzFaXmKhL76pL17j9ljDvBCAOc5SicA3ADMgSzxB7S68HpxOPbD5yHaMVgkk/rQ848dambffhimeSNuxGW91U/IZi/OvpQh7zMzhnI3HIxfwT6UJBmYUZdvhmnfoFXCHKjfpL4uLxblDVcPPZp0v71RHJb94FnYdEZ8Lnm4rAszUA/VTTQ4u/2L/r3Fiq2vG63dFqHW19qDas6S5MemZbYXf++6JInyJDmkloH71E9sWXn/+gN9PHOagr4Cutx/Ytpkd+l0TZn48crtph3xx6JPHjQsRWIgo9Zt15UHVAyO5WujajSAPhycxQPbOmUSz4ODleujVK6UP7pxT7SNVRs4GkG8h6sTcMgimwNzqrTj35ZkBX+ZYl4UlWV+r/G9ukhpE0fOimPXl2tKl2CN99vffhhW94JmYlLMLRcrWPLg/6BvRf9DQV8BjS95Q033cjNY0kceVWTQH/F9KlZ/Ep8DNi45NDOZqVi9iUtjJv/9nODz9JVw3N7bTP5WvUG5eHVE/T4zn7XUHChq0Azk3n/N2PRwug6d1pemzE275bJu/kCMtiSpHGO1utoc4MiXrqw04UVt3RulolH/UO/Je338tDfN4ooTzAFOutqZvjFXWmLYxqf/GUc0vP2sVclJ1ZY52oAXCuz4e0ZP0RbZzLwfADcAcyBL/IFYwnrivGrV2ham+sEb1XBQY83slschmqMrifO0d091IuQPxKhiSfYd+O0k5gBng+f9vmZXyK7eDtPuQTXCHNi6Tn39y/xJFPQV0Iphp+L2kqUSbxG42xqiYiXa4uU7s+ZA1z0MOBP6S0kLi2vtX6hUmPhn2lAfjQuNTxUNwPvkeLXUmIdCrx3KXtx3A0WUwocnz+nTgb0U9BXQycK5HUpjZqrmR/GZ9S9cjz/3C1fpzIEkq7+JtKE+ontoKwkYl0Vpyy6ued/xGnPtZTYoTlyMqNeZV6HvPRXvVcP4G5TQdWUbQeVK8W8Of5+rS37UkCTskBMSjpmS+b02dV58tv3zSg4LvSmRLAM/i42E6y2hjM+zJIdo7myRk0Ie+O9qlv2xJe9NZU42I/2+zkxKZ7LpwSZOovewocb9ZTJTcZVSrcC4HUWvleujant78U4cc7GJcpR68baOJ6/CaltKZP4mkqXmQPHOuMzo/oA9A3urpE+E+Ppjbr5T3x9vS5Mszip1tTnAVWW6ooybl7XjYJiGBCLqPXmn71Daf8L55oAka/lwRnTCDM+FVqzTRwnF9/dq4uP32jN+x8Hkz7HXuoo+p6/Y0+b5mZEuNxALADcAcyBLkg082AF9+T4UZw7sMoSe3X8WollFd+MS28zSrdbOXZp9B84lYowDyoOntZDsTAbB15rDat3tz5tr1dfl2WUU9BXQkmEX4vaSpRKXtWt5HKKicd+VB0PqUDf+TFeaA1we58lrbcL5qHCIOAc9utOG+gi91IXsparVzVl4i8dF0w5ceS/uqyHCiHjfcpc+1Yv2tH/gyqQZ+M3q0cv4PAmvDdUIeMKV6co6P9j9AZF3gyfsXMXgWIKs9JyIk1cKTir5EJauidJIXclLSdZWFbjSBlf1WLQ6PomRPvlRskEGJ+ScMDPze40n9mxY8Wq9fl/liTSVO2YoWzp4y0XJxMwmtHPniPBWuf+/UVBJijp65Ge625qbts/tNZMBkCSH1K0q/kAsaX/Q9jk+zDWZqbhqgzif48uTX6M1ylaW/ccjHZJbmRUnunz4PJSwFFgqWWkObC/ZpXtG9KERY79b8nvs0lEl90QuVzNfSFr2frv2I3e1OTByor2REl4RL6x87SG2+7X0HU4HkpQuZjnFHAgoYfAlGRqnuRL35cLsj78vuQz007YwrdqYurytJMdHQly6Yc89zuaA2fEoAG4A5kCW+AMxqtkU3ynoa6+3fQpR/eBNaiUCYzmvRy/CVF70UB34PexTSHOXRtUQ61Th6WbV8kh0xsbIgePntX28/kDihGGJ1HQ3TA3KVonPm6rV1+UZoynoK6CFw6+q4d/pNFkJy255FFb/5jdpwmUnVaRP5JdrjVPyQDx4FqZZi8R5u1s4Qq1CsXmnlonfH4jRsfPpQ+F4tTRVIqODSo351uFF4nc1XqPPa0W+h22D65Jm4Derl++0Y05U1nHddm2CVzzB/MCdK2GMnBhTJ5ejp2jJCRsTTAJ5mwXvl+Us+VXVETXRFofb80rjAmXyzyF9iw3mgH6SnmxPKBsInSkbOkNJgsf7Djn50zJdKUcu4Zj0OxZqpR79gRiVTstsgjRvwc8i6WLfP9C3AX+koK+ASkYF6UGOaljrQzczKZFWPt+cqcQRNKlMBM4LkcrAqduplbu8/zSc9v2JxBEq959q5U7N9otWmgPbRu2Je0bYNbC3SoeVbQXDx+bOHHij6493HfaKOZDecIayFy+syL1+r+b/SRch5hRzgLcQBlLkb7FStbpkxfcNzyhOUP3wuZZXKN2iFS/EXctRItNMxdsKakxWRAHADcAcyBKxmhbfKXBilRFjxWRm+2BRhkrq+W8dynk9eR2mqcWtcXvXKldG1RWAXEQOcOi40Rw4fVnLDusPxOjmfXOd6837YfVv+rJ+pfr61yliAjtvxI0Oe8mSado8ra77UJMJxKYo5sCyLjQHOON6y6Owulp8uzCgVqHgffL80Es0+WXpy/n5AzHaeyz5Q4VD8u8VjxO/69xZNfHj2iH7qS4HK0R8zFv2dDyOrXu1B/nIDFa0V6wXnxtXHovb/z1GeZA+etHxM1zykLdk8GSZw7uLx2ntlzMZl88X/61QjI2qGjYHxHs5kiDVea6oSm6OpBObHcPGKsaWEhJdoxsApVvR4Eih48rq6USTiY1Y8xeJva9fe3enYJ/uFPQV0IhR/5uzvdt60yuTPB8cTTErTZ4CfW6CG0n6II5gmTgr+e+vPyDO+ZZdUXUrVSbVFSRZK4d490mYZi1WBp0mt0hZag4E9qnPiLt9htDoyfllDnBCwqJxuZuw6JOc7j3qDXNg1CR7IyW8Iq6y8qnPv1HQV0C3+xbR0XPuiBzgZLmlGUZV5Uprt2rPxkeGqjwTZ3H/G1K31zbdTd2WeRxldkEq1+KoUmO+pmQCwA3AHMiSRCuOL5TSdyXjRee7fXCdag4cOBn/AHn+NkyTil+oA7+WvsNp0eoojZmq5Byoyn4QyPt6jebA+WthdWXPHxCVFcx8X/PDMG31bxXmwJpl6utfJ4gw+9kj7pjOOM2hxzfuhdVOPl2t2Jo68XBJVDfdKumPc5KyraFpYJmSaPJf1ZUaNjjSlcTj9/kDMTqUIhzx5AVxjW4HRLLHj8cOkTxnAgV9BbRs2NmkSfYyEWfIT1T6bs8RbdU4kMGEhJNdVisTfV7R4oiJRJ/hMEK+rueuae3WH4jR2Ona5249UBIRKobCvGXiZ7wNg118fYnGZHtC19dzHoTM29NsXW6BkvFaqPfGBu31VEaRJIeoQpmEHjotPjM9wwiG+UtCov/o1Y2CPX9LQV8BDQ1E0ib2zEQcuZFJ/XSuMGGMljJKn58hmam477hW1jLZ93Co77ptUbrWElaMiczOJSdnbXkUjrvnzXzWWnNgv/qMaO47gspSbK9wo7hqRS6q8+jFfceBNPvBrVJXmwMc7cK5TyBrdPqy6Gve9/mzYg4Up90+5hRzYIqyIFNWbo/BqM9H9MRgYOsXi7gU7sPnqdsyG2KJFhy6QnOXit9/xmTOAwDcAMyBLPEHOpbX4kRIoyaJzrfBz5EDf+owEXz1PkTjS96oA79bfYtpSW1ULWdoLPnWWSXKfn71dnx4u9ka73efhGizv16YA7VV6utfx4p98eVFD9XEcenEYdnX7ybOi5DJ32OlOGt/Y3NY3Zd8tXCiul2kfr+4rm2fQvS8Lf155GgNfyBGxy8kf6icbRQP0sbRC8U2jr076etksZ1h7oib1HAg+0Hv6w8hup/kAXzkjHZdMt2/ra+hrF8dTrUyro8auXBdG0T4A1oFAkkOqXvK2XSoXBFJ+B1cicAfiNHBFCbM6w+dK+mkn9iOm6Ed33ZdxEW6iJw5S3jbQ7hThmDliqjoP3r8RkQQ+H5L/kCMXn3I/O9JJk5itXJ9ZsdmZsCmN3BSmYrpIoq4ra7cEKGLTeL/U9XITiSOCrr5IEzTdFUkzHzWSnNg65iD6jPiRr9RpstmuUlWVF9gU+vgSW+YA5IcUqOXIOvECyvv+v63ag6cuuQOc4Bz3KQqt2ylNu3Q+vtnhrLVHOl35EyYRowVOaiMeZAS6fVHe8u66sc66QSAG4A5kCU8+NAPbJ4oK/VjpoiBdP1QzRw4ciZ+oNn2KURlJZI68GvqF6AV66LqXvzOhDqbVdNdLQmUP2C+tvqDZ2Ha6BfZsz+vqlRf/xboQ0FfAU0pfmp6v/NMJcv71WblWDLM1N5VWrBCHOeFprCaNOfSwGlqRIixCkU6cRIbfyB1qTSe5Jwfu1qc7+0b1fM8tbi1Q4LLXOvMFc0cGDut822RV8fFhM3cMb/93FH8M+PWjKqaxMe2Yp35qgGdESet8wdEPgV+fc8RzRy48yTdd4j38RaOxaszu6aVKyP01fdbtQ/53KM7+QOZlUNMJzazEpWgzFb6MFOzpmIinVK2SVXVROi00m6rqjM73vJKLZRVnyzVzGetNAe2lB5Wr++1fmNpcobbJbwqjtBKFZ1lpewwByDrxQsrb/r9TV3USZct3ynmwGzlWWyXwbhll/bMNFam4ucmP7dzuc3IKQLADcAcyBJ9AhW++TkDPE+mlo1qVFd8jp3vOEEZM/JT3MBv1caouoKV6zBLvZp1iQr9gRi1mZxMPHweovVDRIKszyvmqa9/LfJR0FdAE0pe0+NX5r6LJ42XbuY+IVUutbhaXI8zVyM0QtlffrZwlmr6ZDpJnzBTe0AaywfqxabJ8TJhMH1ev5K+Df4LBX0FVDryQ8p8BbnQlduaOZDNSsOSGm0CWGsycU86cV4OfyB5pmDequAPxOhoggoJ2UpfDWGRblJ/6JT2ejqjjI2n9fXhTk3Aq6qj9KXH7+ukbCoAACAASURBVNQ+5EOPP3bYQpSt2BCzwhzYvs/8uUqli03CMJq3LKruCc5kG4Qkh9SSlNdawjRhZmaGhaWRA2XH1Ot7uf9EKp8Pc8CMOCrOCmPQjGAO5Kd4YeVF3x6KOVBC5xrdkZBwzlKO4LOnD9m2V3smG6MCbj8Uz4JSZfFkvE1bH6wUAG4A5kCWqGHxuizb95/zfmgxQB81KUpDA+K1ExcTmAOjv6oDvyv9J1BNXYRmLhSd5MxF1k2WHzzTEjaNyGBS/uRVmNYOEXtgvyyrUF//Nuy/lRrrErW+Mfddc5YoeySVEPJMyuV1pZatiagTTD5nJwfMpaCvgN71/HfacySzwSfvreOoiWTv40HI3rJdSqTGAgr2+icK+gpo2KhfLN9Ly4nd/IHOlfpj1W7RJoCpqjNkIk5eJELJEw8iqnWJAY9fyP0EYeEq7Rj0VUs4V4Q/IMoypfoONgf4WNdnWJ5y6Zooferxe7UPedfzzzk32TgHihXmACej8wdipk3FRGq6I875jIVRtcqH2QzSLH2FArWs4QsHbCsYf0K9vhf6T7U0oiyfxObAkTOIHIByp2blufisX1/VHEiX58Ep5gAb2pMr7OlDGvZr/X1bgu0AXPmH+3K7z1euBYAbgDmQJVXKivKpy9rg425rfNZxfWenf5/aGY79WR34Xew/hdZti9CcpeIz5ZXWdY5PXmnmQGCS+cnE07Yw1QwVYa5fqmapr38b9CcK+gooMPIzPX9r7rs4LJsz02dSLq8rVb1JHOceJenZkECMjhVWquZApiv4nMPAH0id8IwHIdvGHRW17CunCpOg9x+6ZEXs0QttkjtxduevjX614GQCg6wz0p/D2iSJ6mrrIjn/vXotWqV9v75yxIXr2nl7mWY/IhsMSxUDanuGSSaXr43Qhx5/VPuQ173+K+el7sqUCKnVFpgDvB3AH4jR0zedv0Ytj8X3TJ4Tpd2Hxbnc0JDZ8fIWj0s3NEPkiUnDwlJzYMIp9fqeGTCT5i7Nv0GzFeJ9y0fPInIAyp14YaW1f6FqDly6kfozTjEHFirVf6bMsacP2XlIe2YmSj69VJcnaNGq/CvJCYAbgDmQJVzPXT855HB97nxLp2nhz2evJjAHxv+vOvA7N6CcNtRHqFJZTZxuYfjoi3edCxl//jZEq4eKMNcvi8rV17/1/4NSY/1nevXeXIIYXjU9dYkTzDnTHOB90RwCPXRMjA4PrFJXajNdwdeHo7c8Tv5Zrte+ruy8SDY3fZT4nQP+p0sGvS+kX9TjzGYwsV+3OpyrkkP6rQprtyY+h/r97Kcv5/5cVdVoAxl9H9DYrN1bbZ9T3wu8ZYXrOmdqNK3cEKV3Pf+k9iEvev0t56Xuxpdz5EDuB2v6c/UiiwoLj16IAfvYaVHavk9859Y9mSZ3FNfgwvUIjZokrsszEwlGJdninAMTz6jX92ThXFqwIv8GzVZouLIF7NhZe34/zIH8FC+sPOw/SM05cOVW6s84xRxYvDqS9fM8G+0+om1nTfTzAye1Z3aq6jRuFQBuAOZAltQfEIPQzTu0TozLrHGJw3Hl2gTi/LWOnV3plIg68Ds9YDbV7YrS4tWKuzvXus5RX798SgYJrl69D9HKoSeFOVA5VX39W2+x73n4qF+o7ZM5c4Br2HON98AkZ66IcYZd3hc+vDRGBwcuo6CvgN72/DMdPJ3ZddJPKu+n2GfN+StWlN0Q5kDZQAr6Cui5fxD5A7G05ZNyoaGjxepbpjXj9Tp9SXvgm51spZN+q8KGhtRlCv2BGJ1rzP25WqrLtK/ftnDjXuLyoYm0RGkLFUokRKa5Eao3R6it51/UPuRp715xZR9zId5/n2z7Rja626r1Q5lkfTbqxVtxzksmRGnzDnHdM00UukiJ4jjbGKHiCYmTZiWTpebAlPPq9T1WWJk0AScUL66yYUW+ETOCOZCf4oWV+/38arWCxubUn3GKOVBVa2/kACcdHDYm8TPq7hPNLN6yK//6OQDcAMyBLFHLZ+lKfDUpEwPeEsADa38gRhebOg5Wx06P0Tffb9RVoW17o7R0bdd04JyMMJO9XW2fQrR8mFjJkudNEq9/+UUdvCYLF0skDss+elb8d0yOVzxzpW1KJvnVm7QsuvsGrlIjB4xVKNJp5XptUtn6Ovn7niplMeePfSDMASXp48Pho0XEhQWr4UZxpvpszIFzjVw283vOr4k/EKO6XYkngRsbtPecv557c2C5rhrC5Zva65yrwYw5wGGUnIciXWIro2rqIvS613+r99+j3v2yyg+RSBNnda6UoRnxpN4fiGVVzq7tc0iN6lm3TZzLfcczu+Zs1Jy6HFZXnc2WhrPWHLigXt9DA5fQsrXO7CedJjYHEiUC7grBHMhP8cLKnX7DFXOgiJruuCPnQFeNLZOJzYFUlalKxosFiU078q+fA8ANwBzIEs6Qrd8D2tgsXuNKA/oa75dvdnyAjJ8Zo689ulHQV0DHC+dTvVK73ooEakbxAHjOEvOd8NvPv9CSYWIlS54zniQ5RO8/irwJX3r8c1JHOJEWV4sHxaFT4oFVOs2Z2wp2HBQTmCW1EWX7w3faM6hGzTmQ6cqUfi/8Syn5Z1++F21p6uhXYnKgVCq4VTLdstVwozhzcDbmgCSLOvQXcjhB129V2LY38fdu3qm959KN3N9PK3QmT/PD+O8/fiFi6u9drgzWeALemCJBZSKt2xahl73+R5083u8zyJKBn5VRKkfOhHOSE4L7s5UbxDnNNCcHX4tj58M0TCnxarYkpKU5B6ZfVK/v/oEraZUFERz5qDtPRHJQu34/zIH81dAxMbrdt5iCvgJq7juCbtx3hzkgyV0ztkymvUrepmEpzIErt8OWJ1u2SwC4AZgDWdLyWHR0k3TJ2q7cEhO6iioxgJs8R5tAXLndsVOeXBGjLz3+WQ0Ztbp2vV4lSuhsZYZ7WKuGi8Hql5mlJMkhev9WVsuojRhrfnV4iRLitv+EmHyXlTvTHOAHGu9JHjPlO+0ctFY1BzKdOG3QhbunWi3lFYrSwGcxOej3L6KcWWCRsjfa+oc8m1uZbD3pCp2+pK04NxxIfB627tHde7dyf65WbdCuY2snk+lxTecxignT/Ciz79nQEKHnvXqok8c7fYdamqvEyRo9mctKinOZ6cRwQ7343K7D5iM/WJaaAzOuqNd396Baqq3z5vV1m2AO5K+KxsXoZt+RFPQVUEvfEXT7oXvMATu1/3hE3Zpp97HYIQDcAMyBLOGQ2GJddnB9vW1JDtH0+doE5VqCVcGpc6P0WSlFdqRwkeW16/UapVRSWFyd2WBzcfFVYQ6UjyFJDtH7V+/V/fcl482bA8uUkGqefDu1ri3Xred94WXTY9QweINqDmS66rlFmbSamXwMGxOj4aP+T0wOev5W5KYYu8ayCa9R5Ur7newwc+CqLpHd7iSGGieQ7MyKvBmt3qjd2+86+R28yj1yolLO72Vmn9+8M0qtvXurk8fbfYvVqCWvafxMLRLKH4jRuTTlxYziHDKcYyTV6pZRlm4rmNGoXt8dg9fT+u35uaqWb4I5kL8aPTlGTf0CijkwLK2pC3NAiCP+cl1u1y0CwA3AHMgSSQ5RUZnYH8Uly85fEwNMzihdXqlNIJrudnyAlFdG6WMPken/8MDFdOBk1w38xijmwLI1mXXUi0c2CXNg6iiS5BB9ePaGgr4CetXrrzQqg7KIvGq667D474RZznxgHL8gHmjT53OkyHfa7t9MQV8BST3/lHEm/Pp96UPrWEXjRNvhhI9BXwEdHLfDsgmvUXOWZF+twArdfaIlstufZG95/QHNHLieZk9oZ8S5I4rHdb7dch4Lrsn+6kNmn6/bHaHHvfupbaOpXyCjbUL5JM7bUL4g2inzjE1A9bpmYHRaag7Mvq5e322D62jTDpgDbhDMgfxVWXmMrvcbI6K1+gylu09Svx/mgBBXIxhR5syxntUCwA3AHMgSSdYSDt5tFTf/mSvhuNX4WYu1nAM3E+xLm704Sh96/lFNNmV17Xq9eD95ponGFgduCnNgchFJcojeP3pKQV8BPevdg8ZMMd/p86ppg7Jip9+e4SSdVq7p5ApxHcvnC0OoadhUWj9kD53NMIncjoPm3XMuqfZ10L+rE4T6CUfJH4jRjQRmU67FJfYmzXbWhPO5LpFdsmoR+prKTTkqoajX0jXi+0dP6fy5qdmsHWMmK9WsbXsj9LBPodo2GvuV0YIVzrpWXSWO7OGtMInM2FQ62yiuBZcaHTnR/Hm01ByY06Re3zp/PW3ZA3PADYI5kL+aODtKk4uf09XBU2lW0V26/yz1+2EOCB1UzIEimAMAOBaYA1kiySGaUxW/SnVK2Qu9ZE007uf+QCzhvrQ5S2P0vse/ihXhgcu6NLPy2Gni2FZvymwysWjMbQr6Cujz+GEkySF6f+8RBX0F9Lh334zKqPGqKa+kO211mnXhurim42Zw2TltH35n9v7znuYiEyvOpco1kkf41AnChklXhNn0wPq2smSNljDP7utgFN9Xh5NUi9h9WJt437LgXHHN6PEzO99u9ckpO1PKs+FAhO73Gay2jcv9J9Ki1c68j6wW5wQZO1202ZbHmV3z6y1aGVqRW8Qh2wrm3tTu/SG71KS1kLMFcyB/NZ37iKmi736QoiSxJMMcYB1UorPMjH3yUQC4AZgDWSLJIVqmZrjWqgz4AzFarpSbmrtUMwcSDVYXrIiS1PNPFPQV0IGBy3OStdusypRBdM3mDOuBl90R5sBYP0lyiD4031UzpY/PIKlgzSbxoNiyR/w324z4Von3t/NAoHL597gVyotNmV2zPUfFeTeTn4EjUz6NHqhOEFZMuaskr7N+ksAh1uNzXB4vFxqhZKffnySz8d6j2sTbinNVuTL7Sg5rt2rHOKETJsPOQ2G602eo2jYu9J9GS9c48z6yWlxtIDDJ3IDdqAfPlASg08Xnx05zRuTA1vnN6vVdO2Q/7T4Cc8ANgjmQv5q1iPuaqKlcMTAHhA6ehjkAgNOBOZAlkqxlnucqA0fPionkSqXc1IIVmjlw72nHSeSiVVF611OEjO8ftILOXO26gR+bA7VbMjQHJjwQ5sCYQpLkEH1ouqkm5slkhblGWTXdsov39DtzUtN0T1xTDvFfVvurmDDP6FwmfJ60Fk9If644OuHD+CJ1grBg6uu4rSxWisPeyxyYLLJ4vJKzIslkSV/u8O6T3Jtu8xTjL5sEgOu2a/3DjMrMv2fPkQg19x2hto0zA2ZmvE0oX8RttVipk/20LbNrzqVD2XQaP8MhkQOVd9TrWz30CO3rwqS1UOcFcyB/NW+Z6CNKJor++8nr1O+HOSB06HQU5gAADgfmQJZIsha6zBmkOalVtbIaX7lSm6Dcf95xsLqkNkpve/6Zgr4C2jdwZU5rwafTiYsRWlIToWdtmX1u0SSxjeDzqAEkySH62Ciyad/qW5LR1oC128S52dgg/lveiclRV6jlcVhNPOcPxGjN5l+VCbP499VOJAasqo2aKlvJydXeTR2vThCmTfsqVkafWR9l8uxNiJbURC2tc99Z7Twk2m+ynx84pbv3LDhXN+6FafX671klhlxfr5kD85dnfo73HY/Qrb4lats4WThX7Xu8JjZqhymT+9cZJneU5BCNKNNyxEzMIAeKlebAtsX31Ou7cuhJOnTKm9fXbYI5kL9atCqiRv/5AzF69ib1+2EOaFq6NurZ6CcA3ADMgSyR5BCduKjkGKgVnd0BZbWSV+OrqrXB/6MXHScRy9dG6W3PvwhzYNAqunSj67YVdFaLpooEhJ9L+pIkh+jDxUsU9BXQ9X6lNG2e+Qn++u3iXHF98ZkLnWkO3H8ev6K4uUGYA6XTlEz4LdZds9lKkrXXM8vFBKHHb9Tfm2nZO6/p8GktaeGDBMZctnr/NUQ/flBW37GxQesflq7JfMB04GSEbigltYK+AjpWWElrtzrzPrJa2/Zq19tMmdBEGleumQNTMtguYqk5sOS+en2XDTtLR885/xkBwRzIZ3EZZjYTX0ooZQilFwBuAOZAlkhyiK42h+JCizlkfJ0SSbCkVhv8P3nV8QGyamOU2hRzYO+gVZ1ahe5qLZ7+QlQrKOpFkhyij2fPUNBXQFf6T8ho9X+DEjGwdqs4R7MXO3NS0/pGTDqGKuXmdh1oJ38gRqMndy4reiaat0ycm5ezKsQEof8f1H2OrWlWK7wu3uJjlZGSC3Ng806tf6ity9wcOHQ6TNf7laqTx0MDl9D6em+uyuw+rF3vzoat6kvPZrLNyVJzYNkj9fouHn6pS/PSQJ0XzIH81aqNmZWghTkASTLMAeAOYA5kiSSH6MEzzmQvBqO7j/BquBigL1ujhTY/fdNxUFe7OUJtPf9DMQdWU5MF9dhzrUUzXonIgWE+kuQQfTp5XEmGNpVmZTDB5+0EnHugwqH12V9KYXU10h+I0eETInJgpDJJT1SiMmfnerX4Hc9mzxcThMF/Vvc5vnjr/LZip05c1O69dHtCO6NcmANbdmuT0c07M5/UHzsXpqv9xqmTx/0DV3Tqe/JBh3TbSEZP7pw5wBUP/IEYzVzkkG0Fyx+r17dy+DU62+jN6+s2wRzIX63ZIvqJoWNEX9H2KfX7YQ5AkgxzALgDmANZIskhevMxpDrIkqzVsOcB+soN2uD/eYLJ3NptmjmwZ9DqLilPl60WV7wVkQND/kqSHKKPRw8pydBmUUWV+Ql+3S5xbqqVkoZzlzrTHGhTrjGbA2cuin2GJRPEcScqUZkrLVXCF1tnLaCgr4C+DfsvKuJQxve/2H5unKxTl7SJXqZ5NcwoF+bA1j1a/7DzUOaTvuMXwnS5/0R18rhnUA1t2+vNyeNJnRmUSdUUvXhF0B+IUUUGRqel5sCqp+r1nTviJl1s8ub1dZtgDuSveDsYjwnefk79fpgDkCTDHADuAOZAlvANP0opnfW0LUT1+8QAdeseMbBcvUkbbL6QOnYWGxqiOnOgmpofOd8cqJonCXNg8H+SJIfo04G9FPQV0InCeTRvmfkB9Zbd4lyxgTJ/uTPNAUkOqSsE/kCMrt/8NS5BYab11DMRlxJ8MkOYA19H/I8ayphutcLrOnNFmyy+eJf778+FObBtr3aMBzuRaO7UpTBd7D9FnTzuHLyOGg44vw+xQheua+cyk3wBem3eqX3HvGUOiRxY/Uy9vrOL7tDV2968vm4TzIH8FZdfNpvfBOYAJMkwB4A7gDmQJXzDc7m52w/D6kpg/T4x0OfyWiJ7dseV3rqdURoaCFP1qPPkD8ToXheUp8tWiys/CXNg4J9JkkP0aU8DBX0FdGTgIlqwwvwEhydGy9eJc7ZghXPNAc5K7A/E6P4jYQ4UlYnXrCwpyO3n4MkIfTx5gqSPf1eP490X+8+Lk3WuUbv3rIiyyIU5UL9fO8bO7CU/czVC5wdMVyeP2wdvot0mqmDkoxqbtZwDMzqZ3JSrz/gDMapcaf48WmkO1Ne8VK9vedFDut5i/7mG0gvmQP6KI0Q5F1G698McgCQZ5gBwBzAHsoRv+AXLxeT2/PWImmBsx0ExsFy7VXuItH3sOEHZujcaF6L+0IKs6rlW1aIvFPQVkNz/TyTJIfq0YwsFfQV0YOByWrTa/ICaJ0ZLasR/F65yrjkQUJIPjhgboyfPRELC4coKvpUlBdcp5R73HBXnte1TyPSAxOs6f01371kQZZELc6DhgHaMnalUcu5amM4MmKlOHrf4t9H+4940B24/1MyBuUs7d38cPad9x6JVDjEH1r1Rr+/U4qd0ywVbzyCYA/msPUe1fnv4WJgDkDkB4AZgDmQJ3/C8T/Xw6bBaa5vruHK5Pn8g8QOkQZkgFysr04kqGjhNS5Z+E+ZA3z+SJIfo07b16raIqlrzA2r9xMgfiNHiDIyFrlbptKia6Ozl6/a4TMUPE5SozJU27YjEmU2vPvyiRi3YfU6crks3tIleuj2hnVEuzIGdh7R74Ma9zNvRhaYwnRpQoU4eN/l30KFObE/IB91/rl3vhRlM7PW62KR9R1WtM3IO1K/XzIGJxS+p5bH95xpKL5gD+asDuuSnxSYqo8AcgCQZ5gBwBzAHsoRv+Dpl73z9vgjNV6IITl4Ug9MNujrmiTqLXUoY6/CxnDjN+ebA0uV/F/vfe/+eJDlEnzfXUtBXQDsGr6MV68wPqHceitCIspiqJTXOndSMnymuT9n0KL17/yMuU7EVZfJYHF1Rt1ucmxfvwmqkid3nxOm6fDOc8t7LVrkwB7i6iT8Qo/udiEC5citMJwrnqZPH9UP20tFzzu9DrNDTNu16L1vTub7k1oPOfYel5sDGt+r1HVfylu4/s/9cQ+kFcyB/dey81k+YeRbDHIAkGeYAcAcwB7KEb/j9J5SSfJsiNKz0u5KcUAzQuVzfsDGJJygcnsar0C8TJC10mpau+l+ROb/X70iSQ/R53Qplv3MdVW/Kz0nrpNni+kyaHaNPX9rjzAEryuSx9h0T7WPtVnFeW9+IbQWBSfl5nnOpq7eUEpQONgf04amdMQYbW8J0rLBSnTzWDjmoGpNe0xtly40/EKPVneyHnrzSBv0rNzgjcmBHnaRe3zEjP7oiugyCOZDPOnVZ6yfMlE2FOQBJMswB4A5gDmQJ3/BnrogHxcyFIkpg2jxtULlZCQsfNjZxGPiBE/H1ct+4IAP90tqwGKz2+A1Jcoi+1FZR0FdAdf56WrM1Pycmk+dq1zb4c7uapdjqaA9eoVi+VrQpnryUTkXOgXRSzQET2aQ7o1yYA2z++AMxauvE1ofrLWE6MnCxOnlcPfQYnb2an/egGXE/unZb58wBLlvqD8SoerMzIgd2bvmgXt9RI2VXRJdBMAfyWed1lVHGmHgWwxyAJBnmAHAHnjUHFlY30E/dClX1Kano8J4+JRUpf06kTQqa7opJyOgpYgK5vl4bVNbt1CIDEnUWh09H4iaabshAv2JdlL75fktBXwFJX36hLytFmb0NQ3bTxob8XNGeNi+qZkH/JfQj7pq9eGfdYP38NdG2uJLDg2di8lJWnp/nOZe6cvsX1Xiz4vtzua2gswkmb9wL08GBS9XJ44php+jCde+aA7w9S98HZ6oRZZlHH1gaObDtk3p9i0b9nV5Kua+8AeVeMAfyV1dva5EDY6fDHIDMCQA34FlzwDjZ71NSQWWzqtV/l82qjnuP8ecM3/C8mstbA842apNFzkeQLKPt0bPaQ8aqSUyutXpjlOQev6Ogr4Def/w7fVkqEqKtGXKAtuzJz0nr9PnCHKhYHKXY9x9xiRRfvbfu915v0aJSJDlE91qFOTBhljvaip26qpS2c7I50KCUxCoykdQqkW4/DNP+gSvUyeOSYefpyi3vriwXK1VfNmRhDoyepGwrWO+QyIGGL+r1HTYqZEnlDSj3gjmQv2q6q0UYjS+HOQCZEwBuwLPmgJGF1Q1xZkB3XymdvHBD/ffJCzeou6+0w+f0N71+svhClzdg655IyuzyJy5q5sCIMndM+Go2RehTj98Lc+D9N5IXlashzQ3783PVckYll0iLUnv7D9UIsnorSMvjkJrrQJJD1PxItJfJFfl5nnMpNgeS5fvIVrkwB7btFW1o5MTOmWotj8K0d9BqdfK4aPhlutZs/7m3S6MmCXNg047O3x/jZnBCQmdEDuzaKavX16otMlDuBXMgf9WiK5tqxqiHOQBJMswB4A5gDih095WqkQEPWl/RT90K6UHrK/XniV4jip8UjFJWm6bPjx9QbtsXTbkyePpyZllvnaA1WyL0occfhTnw7gvJ8ydT0FdAy4edVks45pvKF0TV8P729h9UMl4zB6wok8dqfS3ax5gpom1wNnV9Xgsosa7eDjk+coBLVY6Z0rljvNcaot2DatXJ44Lh1ztVEjFfNHpyLGtzYHKFuNerapxhDuzY/wt96vF7et/z30zVVIecIZgD+av7T7UFockVMAcgcwLADXjeHOjuK+2QUyATc+DLzxFVY5R8A9Ubo3GvNyil6IrHxeJeZ11q0hLbjJ6S+D1O08b6KEk9/0RBXwF9fveZvs4po6CvgKqGXaCDJ+0/Pis0Y6G4RotWCXNgzFTNHPgctO73vpeVbSllom3cfhBVthm4o63YqRt3tWSfVny//PcI/fhBWX0Hlzotmxbt1OefvorSzsHrVHNg7ohbdL/V/nNvl/i+3LKrc+fzy88RNUpo0Wrz7ebb/0bp1/YflvxNe49q5XBHTfxu+zmGzOnrP8Szwu7jgHKvF2+1e3Lq3PT9RPD/YhT73m77cUP2CgA34HlzgNHnGMjEHIh+b1fVJv1K5678Gvda9Hs77T/2qxIVEOvws+j3drrz4Ff1IVNW/j3he5ym+r3f6W3Pv1DQV0AR+Qv9ffZoCvoKqHJ4I52/2vEc5Itu3RF/GxHRxJlangirfy8nSPvfUDvdfyLay4Jl7mgrdqv53q/0+p01bTKmtIVsv+f23c5/9uPnX6l+8EbVHJhVdJfevs/fezCdfgn/SrfuZP89NzP8jtj3dvrxI/u2kEjHzmjPiNJp1vc3UG4U+95OP3LQP0DOU/Dv7eo9Oasy/bP4+6/W9Q+QewSAG4A5oHDywg36qVuh+u/O5BxIpvp9EdUcSPTzq7cyS2zjBG3eGaHXvf5LbCt43kZfJxcpq5Y36fiF/A9pbm//QZPnxFJWocilOCql9XWYTio5Kqpq83P7hpuUi20F2erJ6xBtG1ynmgPlRQ/p4XP7z43XZOW2gj1HIzoDGduJ3CJsK8hfvfn4i3pPllemvyexrQCSZGwrAO7As+aAcaLfp6QibmtBptUKUom3FSTLJ3CtRTMHOOmc07V1T5Re9vp/whxofUXyBD8FfQU0u+gOnb7sDXNgupKDYEQX7AGeNFu0j5bHIdp3TLSnNVtgDtgtJ5gDz9rCtMW/TTUHphY/pSev8/8edJqsNAf2w194fAAAHnBJREFUHdfMgYmoUuIawRzIb3Ep41mLYA5A5gSAG/CsOdCnpIJ+6laoylja0PieRD8nMhk5sF+s9JYkyUZ+456WkHDKXHesCtXvi9DzXj4K+grow5Pn9LV0gLJq+YguXM//iUl7+w+atUhJNNkFFSZmLhS/63pLmLYo1S+27YU5YLecYA68fBeizf4G1RyYVPySXrzN/3vQabLSHDhwIuK6ZwQEcyDfNXzsd/IHYjR7McwByJwAcAOeNQdyhZnOoOFARClVlngS2awriVO+wB0Dv4YDYXrau5eIHHjYSt9G9aGgr4CmFD/zRI319vYfNG9ZTE00afXvW7BCmAPnr4Wptk60pwMnYA7YLSeYA68/hGjDkF2qOTCupI1ef7D/3HhNlpoDpyKue0ZAMAfyXSUTYjAHoIwEgBuAOZAlZjqDHQfZHEj8ALnzRNtWYCY8zQnadThCT3r3FebAvcf0rehvFPQV0ISS13T9jjfMgcqVYsJePN76a7Z8rfhdx86HqapG/P+pS/l/np0uJ5gDbZ9CtG7IXtUcKB35wdLSmlBiWWkOHD6tmQNmJiKQMwRzIL8VmCyexRUwByCTAsANwBzIEjOdQcPBcEpz4P5zzRyoqHLHwG/P0Qg97CO2Eny4+4C+DRXJCceWvKdbD/J/0tre/oOW1EZTbhfJpdZuFb9r37EIzV4s/v9qc/6fZ6fLCeaAJIdozZADmjkQkG0/Hi/KSnPg6FktumzeMuQccItgDuS3SqdFTY/bYA5AkgxzALgDmANZYqYz2HkodeTA45eaOTB/uTsGfvuOR+h+n0HCHGi+S8FBf6Kgr4ACI7/QnSf2H5/Vam//oa7mJ7uuuVTdbtGG6vdHaMIs0Va8cJ6dLseYA8OPqObAmNKfbT8eL8pKc+DYec0cqFyJ7URuEcyB/Nb4GeYXdWAOQJIMcwC4A5gDWWK2Q6jeHEla4q/1jWYOLFzpjsiBg6cidLfPEAr6CujjzWYK9v8DBX0FVDzqZ3r4PP9XtNvbf9CqDYrpM8n6a7brsJgcbGiIUMkEYUo8R9I52+UUc6BmxDHVHBg9/v9sPx4vykpz4MQFzRyoqoY54BbBHMhvcRUhmAOQWQHgBmAOZEkuOosX7zRzoKrGHebAkTNhauk7XEQONN2kb726UdBXQMNGhTxRRq29/QfV1IlJ+qguMAcOnRaTg1Ubxe8cWvrd9nMAOcgcKD6lbSuYjMmjHbLSHDh5UTMHlq91xzMCgjmQ75oyF9sKoMwEgBuAOZAluegsXn/QzIFla9wx8Dt6Lky3+haLyIHGaxT0FdA332/IH4jRi3feMAfWbhMDg8Ak67eCnLocVkKKxe8cM9Ud7STf5RRzoHbkafUeLJuOtmGHrDQH+P5ng9DuvxUyJ5gD+a3p89kcSD8GgDkASTLMAeAOYA5kSS46i7bPmjmwcoM7Bn4nLobpRr9Rwhy4cJGCvgL63OOfyR+I0ZuPv9h+fFarvf0HbWyIKOaA9dfsyi0xOSifL37nVNQ6d4ScYg6sGXmCgr4C+ur7LU2YibZhh6w0B85c0cyB2jpEhrhFMAfyW+WVwhyYg8gByKQAcAMwB7IkVx0GD/yqN7ljYH/qcpiu9xsjzIHTIqT5fc9/pSGj3ZFQMVu1t/+gzTsjXRY5cPO+mByMmxFVEle6o53ku5xiDqwLCHNA9nWjyXPQNuyQlebA+WtaKcMN9bi+bhHMgfzWrEUxlDKEMhIAbgDmQJbkqsMYWioeMjWb3bEqdLYxQo39yijoK6BPxw5T0FdAb3v+hUaM9Y45sGV315kDD56F1fwG/kCMVqzDBMEJcoo5sHH0SWEO9Pgdlc9H27BDlpoD1zVzYPNOdzwjIJgD+a45VeJ5PBvmAGRSALgBmANZkqsOY/hYd4WMXrgepsv9Jwhz4MBeCvoK6FWvv1JJF5T1c4La239Q/b6uS0j44q2ILhkx9rtStcAb59npcoo5sLlURA586fE7mrUIbcMOWWkOXGzSthVs3euOZwQEcyDfNWeJGAPMgjkAmRQAbgDmQJbkqsMoKhMDv7Vb3THwu3QjTBf7TxbmwO56CvoK6FnvnjR6ijcmJu3tP6jhQKTLzAFJ1rae+AMxajiY/0kf3SCnmAN1Y0+oeT/mLPHGPeg0WWkOXL6pmQP1+3Hvu0UwB/Jb85eLe3LmQpgDkDkB4AZgDmRJrjqM4nHiIbN+uzvMgau3w3R+wHRhDjRspqCvgB737kfjZ3hnW0HT3QiNmhSjqtquuWYlE6LqBOHwaUwQnCCnmANbxx1XzIHuVLnSHX1IvslKc+Dqbc0c2H0Y19ctgjmQ39p3PEIjJ0Wp4UD65zHMAUiSYQ4AdwBzIEty1WHwxG99vTsGfo3NITo7YKaYkGxZS0FfAd3vM4gmV3jHHPjwrWsn6ONmaJED56+5o53ku5xiDtRPOKaaA4urETlgh6w0BxqbNXNg/3Hc+24RzAGIBXMAkmSYA8AdwBzIklx1GCMnRpVM1O4Y+DXdDdOxwgVin/PqhRT0FVBL3+E0fZ43JiZ2mAPT5mmRA013ETngBDnFHJhRGaX5I5ooMFKmpWu9cQ86TVaaA9daNHPg0Cl3PCMgmAOQJpgDkCTDHADuAOZAluSqwxipZKHf2OCOgd/NB2GqHXpIZEifPIKCvgK62XckzfRIMjQ7zIE5S7XIgYfPYQ44QU4xB2Yv1oyjlRu8cQ86TVaaA013tZwjx87j3neLYA5ALJgDkCTDHADuAOZAluSqwwgo5sCmHe4wB1oehWlK8TMK+gooOOjfKegroGv9SmnuUmwrsEpVNVo5s1cffrH9HEDOMQc4a7abyqHmm6w0B27e1yIHTl2COeAWwRyAWDAHIEmGOQDcAcyBLMlVhxGYLAb3m3e4Y+B354lYyXrfWxgDQV8BXe4/kSpXemPV0g5zYOV60UaGlXrDgHGDnGIOzFummQNrt3njHnSarDQHbj/UzIGzje54RkAwByBNMAcgSYY5ANwBzIEsyVWHMZrNgZ3uWPW7/0yYA7cGj1PNgfP9p9GSGm9MTOwwB1ZvEm1k5ERvnGM3yCnmwIIVWlTJxga0DztkpTnQojMHLjbBHHCLYA5ALJgDkCTDHADuAOZAluSqwxgzRQz86na5wxx4+FwMVvcXr1fNgTMDZtGKdd6YmNhhDtRsFhPA0qmIHHCKnGIOLFqtRQ64pQ/JN1lqDjzWcg5cuQ1zwC2COQCxYA5AkgxzALgDmANZkqsOY8wUMbjfsssdk+vHL8VgdWXpVdUcOFE4n1ZvcsfxZys7zIFaxRwYV+6Nc+wGOcUcWFKrmQPb9mLyaIesNAfutmrmQNMdXF+3COYAxII5AEkyzAHgDmAOZEkuO42rze4Z9LW+EYPVCRN/Vs2BowMX0dpt3li1tMMckOQQXbrhnjbiBTnFHFi2RttW0HAQbcQOWWkO3H+qmQO3H3qjj80HwRyAWDAHIEmGOQDcAcyBLLG7o7FLL96KbQUlE6P0bch/ipwDA6a7phRjtrLLHICcJaeYA5ys0h+I0Z4j3rgHnSYrzYEHzzRz4M4T+/9WyJxgDkAsmAOQJMMcAO4A5kCW2N3R2KVX78VgtWhcjL4sn0tf+vwLbfFvoy27vTExgTkASbJzzAFOVukPxGj/CW/cg06TlebAo5daQsL7z+3/WyFzgjkAsWAOQJIMcwC4A5gDWWJ3R2OX3nwU5sDwsd9JkkO0ZZcIa27Y740JM8wBSJKdYw5wskp/IEaHTqNd2iErzYEnrzRz4PFL+/9WyJxgDkAsmAOQJMMcAO4A5kCW2N3R2KW3n4U5MHSMyJy/oUFMTnYf9saqJcwBSJKdYw6s2aqZA8fOo13aISvNgdY3mjnwrA3X1y2COQCxYA5AkgxzALgDmANZYndHY6eGjBaD1XdfQrRmS8RTIc0wByBJdo45sKFeMwdOXUK7tENWmgPP2jRz4NV7+/9WyJxgDkAsmAOQJMMcAO4A5kCW2N3R2Klhpd/JH4hR26cQrdooJieHPRLSDHMAkmTnmAMbGzRz4GyjNww6p8lKc4ATwHJ/a/ffCpkTzAGIBXMAkmSYA8AdwBzIErs7GjtVVKasZH3QSqkdv+CNCTPMAUiSnWMO1O3SzIGLTTAH7JCl5sA7rVqB3X8nZF4wByAWzAFIkmEOAHcAcyBL7O5o7FTJBJEh/cW7MFVVi/8/c8UbExOYA5AkO8cc2LpXq1Zw9TbapR2y0hyQ5BCtr4/Q5p1R2/9OyLxgDkAsmAOQJMMcAO4A5kCW2N3R2KnAJDEZedoWosqVYnJy/hrMAcg7coo5UL9fixy4fgft0g5ZbQ5A7hPMAYgFcwCSZJgDwB3AHMgSuzsaOzV6ijAEnrwK0ZwlYmJy5Zb9x9UVgjkASbJzzIGGg9qe9Jv30S7tEMwByCiYAxAL5gAkyTAHgDuAOZAldnc0dmrsdGEOPHoRphkLxf83eWTVEuYAJMnOMQd2H9EiB5ofoV3aIZgDkFEwByAWzAFIkmEOAHcAcyBL7O5o7NS4GWIy8uBZiKbOFebA7YfemJjAHIAk2TnmwN5jmjlw76n958WLgjkAGQVzAGLBHIAkGeYAcAcwB7LE7o7GTk2aLSYjd57E/7/dx9UVgjkASbJzzIH9JzRz4NEL+8+LFwVzADIK5gDEgjkASTLMAeAOYA5kid0djZ2aMieqhDFHaFy5EkXw3P7j6grBHIAk2TnmwMHTmjnQ+sb+8+JFwRyAjII5ALFgDkCSDHMAuAOYA1lid0djp6bNE+bArQdhGj05qkxMvDFhhjkASbJzzIEjZ7WEhC/eoV3aIZgDkFEwByAWzAFIkmEOAHcAcyBL7O5o7FR5pZKE8G6YiseL/3/pkYkJzAFIkp1jDhw7p5kDbz7af168KJgDkFEwByAWzAFIkmEOAHcAcyBL7O5o7NTMRcIQuNYcomGlYmLS9sn+4+oKwRyAJNk55sDJC5o58O6L/efFi4I5ABkFcwBiwRyAJBnmAHAHMAeyxO6Oxk7NqRLmwNVbYmIyZHTM9mPqKsEcgCTZQebARe/dg04TzAHIKJgDEAvmACTJMAeAO4A5kCV2dzR2at4ysVJ5/ppIhjZ8rHcmJjAHIEl2njkwbIx37kGnCeYAZBTMAYgFcwCSZJgDwB3AHMgSuzsaO1W5UkQO8MSkZELU9mPqKsEcgCTZOebAiQsh8gdiNLQU5oBdgjkAGQVzAGLBHIAkGeYAcAcwB7LE7o7GTi1cJSIGjp4V/x0z1TsTE5gDkCQ7yRwQ9+AwmAO2CeYAZBTMAYgFcwCSZJgDwB3AHMgSuzsaO1VVIyIHDpwQE5Px5d6ZmMAcgCTZOeYAR+8Mhzlgm2AOQEbBHIBYMAcgSYY5ANwBzIEssbujsVNL1wpzYPdhYQ5MrvDOxATmACTJzjEHjp8Pey7vh9MEcwAyCuYAxII5AEkyzAHgDmAOZIndHY2dWrFOmAL1e8XEZNo85ByAvCWnmAPHFHNgRBnMAbsEcwAyCuYAxII5AEkyzAHgDmAOZIndHY2dWrtVmAM1m0UEwazFMAcgb8kp5oAkh+j2wzC9/fyL7cfhVcEcgIyCOQCxYA5AkgxzALgDmANZYndHY6dOXeKIAWESzF0KcwDylpxkDkD2CuYAZBTMAYgFcwCSZJgDwB3AHMgSuzsaO/WsTZgDQ8fEyB+IUeXKiO3H1FWCOQBJMswBSBPMAcgomAMQC+YAJMkwB4A7gDmQJXZ3NHarfIEwBvyBGC2pReQA5C3BHIBYMAcgo2AOQCyYA5AkwxwA7gDmQJbY3dHYrQ31EdUcWLEO5gDkLcEcgFgwByCjYA5ALJgDkCTDHADuAOZAltjd0ditc41h1Ryo3oxtBZC3BHMAYsEcgIyCOQCxYA5AkgxzALgDmANZYndHY7devg+p5kBtHcwByFuCOQCxYA5ARsEcgFgwByBJhjkA3AHMgSyxu6NxgsaVC3OgqhrmAOQtwRyAWDAHIKNgDkAsmAOQJMMcAO4A5kCW2N3ROEFnG8O0dluEHr+0/1i6SjAHIEmGOQBpgjkAGQVzAGLBHIAkGeYAcAcwB7LE7o4GskcwByBJhjkAaYI5ABkFcwBiwRyAJBnmAHAHMAeyxO6OBrJHMAcgSYY5AGmCOQAZBXMAYsEcgCQZ5gBwBzAHssTujgayRzAHIEmGOQBpgjkAGQVzAGLBHIAkGeYAcAcwB7LE7o4GskcwByBJhjkAaYI5ABkFcwBiwRyAJBnmAHAHMAeyxO6OBrJHMAcgSYY5AGmCOQAZBXMAYsEcgCQZ5gBwBzAHssTujgayRzAHIEmGOQBpgjkAGQVzAGLBHIAkGeYAcAcwB7LE7o4GskcwByBJhjkAaYI5ABkFcwBiwRyAJBnmAHAHMAeyxO6OBrJHMAcgSYY5AGmCOQAZBXMAYsEcgCQZ5gBwBzAHssTujgayRzAHIEmGOQBpgjkAGQVzAGLBHIAkGeYAcAcwB7LE7o4GskcwByBJhjkAaYI5ABkFcwBiwRyAJBnmAHAHMAeyxO6OBrJHMAcgSYY5AGmCOQAZBXMAYsEcgCQZ5gBwBzAHssTujgayRzAHIEmGOQBpgjkAGQVzAGLBHIAkGeYAcAcwB7LE7o4GskcwByBJhjkAaYI5ABkFcwBiwRyAJBnmAHAHMAeyxO6OBrJHMAcgSYY5AGmCOQAZBXMAYsEcgCQZ5gBwBzAHssTujgayRzAHIEmGOQBpgjkAGQVzAGLBHIAkGeYAcAcwB7LE7o4GskcwByBJhjkAaYI5ABkFcwBiwRyAJBnmAHAHMAeyxO6OBrJHMAcgSYY5AGmCOQAZBXMAYsEcgCQZ5gBwBzAHssTujgayRzAHIEmGOQBpgjkAGQVzAGLBHIAkGeYAcAcwB7LE7o4GskcwByBJhjkAaYI5ABkFcwBiwRyAJBnmAHAHMAeyxO6OBrJHMAcgSYY5AGmCOQAZBXMAYsEcgCQZ5gBwB541B8pmVdNP3QpV9Smp6PCePiUVKX9OhEmBVwVzAJJkmAOQJpgDkFEwByAWzAFIkmEOAHfgWXOgu6+0w78XVjeo/y6bVR1nCPQpqaCyWdUdvsfujgayRzAHIEmGOQBpgjkAGQVzAGLBHIAkGeYAcAeeNQeMLKxuiDMDuvtK6eSFG+q/T1640cFQIMKkwKuCOQBJMswBSBPMAcgomAMQC+YAJMkwB4A7gDmg0KekQo0ceND6in7qVkgPWl+pP0/0GhHR+68hyINqb/9BH4Nh248DslcfvglzwO7jgOzX55+FOWD3cUDO0aegMAfsPg7Ifsn/EOaA3ccB2SsA3ADMARJRAz91K1T/nYk58OMH5EXh2kMstAWIhbYAGYU2AbHQFiAA3IDnzYG6XSdMGQHJzAG7Q5Qge4RtBZAki5WAHz/QD0DYVgB1FLYVQCxsK4AkGZEDwB142hwwRgzoQc4BKJVgDkCSDHMA0gRzADIK5gDEgjkASTLMAeAOPGsO9CmpSFqekAjVCqDUgjkASTLMAUgTzAHIKJgDEAvmACTJMAeAO/CkOcBbBBJJHy3Qp6RCfT2VkQAAAAAAAAAAALgZT5oDAAAAAAAAAAAA0IA5AAAAAAAAAAAAeByYAwAAAAAAAAAAgMeBOQAAAAAAAAAAAHgcmAMAAACAgZMXbiQtdQsAAAAAkI/kpTmgrz7woPWVpb+rbtcJ6u4rTfiz7r7SpNUOFlY3JKyWYPbzIB4+V0Z+6laY9PpkC66987CjHTBoD84m0+eCWXMA191dGM93V5xXtBHnwedNX6Hq5IUbeE4AADxPXpoDRNrAzipzgL8/2aSju6+UFlY3xP27bFa1+u+F1Q0pO+90nwfxdPeVUp+Sirhzxuc41w97XHvn0pXtgEF7cA+ZPBfSmQO47u7DeE6JyNJJFNqIc+Fnhf78WmkOoC0AANyCZ8yBul0n4txWY+fc3Vfa4T1mBpCJXOBEg0rja6k6ejOfB/F095V2OEc/dSvscH3StQP+jJk2gGvvPHLRDhZWN3S4rkbDIRFoD87H+Fzgfp/RX8NsIgdw3Z3Hg9ZXpp7rxhVa/ft5Aqb/uX7lORloI86D731+ZhAlNgf6lFQkfU4Yrw2eEwCAfMAz5oDRQTW6qsZw5LJZ1aZWFMx29MaBiXGAof8OM58H8fADvmxWNS2sblBlvD7p2kEm4ee49s4jl+2AB4x8/tOB9uB87DQHcN3th1eLk2E0Bo3XtruvtMMEEW3EnfC9X7frhNomjOaAcRxYNqta/bnxXJs992gLAACn4xlzwIjRhU01SExFsvf91K0wzkFO11Ebw9sy/bzX4Ukhnye+Jumuo7EdmF0JSvXduPb2kat2UDarWjUL9P+fCrQH59NV5gARrrtT0U+wOKqI0a8i69/Prxnbi/HnyUAbcR76a8nX3WgOGK+t8fzqIwX0JkMq0BYAAE7HU+aAPlnLT90KLTUHuGM2Kt3xdvbzXkc/qONVY6LE1ydVO8iFOYBrbx+5agf6aAGzbQLtwfl0pTmA6+58eHsR39+JzreV5gDaiH3oryVP7PXmQLLJtf56669rn5KKDm0jEWgLAACn4xlzwJisxerIASMLqxtSrj6mG4im+7zXSbTiQ5Q4LDRVO8iFOWAE177ryFU7INJWZswmLEN7cD5daQ4YwXV3Jvo2kK7/z7U5YARtpOswXkt+JmQSOaB/j9mJONoCAMDp5K05YOyAjZ28cdBvpTmQLIpBT6rMslZXXsgHzE4K07WDXJsDuPZdS67aAX/GGHacCrQH52O8Rn1KKjrknrHCHMB1t5+TF24kvccZ/Z5y/WvJzKRE708E2ojzSDTm+6lb/F7+VDkH9K/91K3Q9EQcbQEA4HTyzhzQZ5bVD/6N2cmzNQf0ZWlY+pVI4+9LdZyJHizpPg/iMTspTNcOzJgDuPbOJVftgMh8IkK0B+eT7LlgDMXVrxymMwdw3d2H8ZwnOq+pEr8ZtyKZneShjTiPRFEgxoSTRMmrFTB8jTFuAADkC3lnDgAAQC7Q5ywAAIBEE0oAAAAgn4A5AAAABpDpGQBgBOYAAACAfAfmAAAAAAAAAAAA4HFgDgAAAAAAAAAAAB4H5gAAAAAAAAAAAOBxYA4AAAAAAAAAAAAeB+YAAAAAAAAAAADgcWAOAAAAAAAAAAAAHgfmAAAAAAAAAAAA4HFgDgAAAAAAAAAAAB4H5gAAAAAAAAAAAOBxYA4AAAAAAAAAAAAeB+YAAAAAAAAAAADgcWAOAAAAAAAAAAAAHgfmAAAAAAAAAAAA4HFgDgAAAAAAAAAAAB4H5gAAAAAAAAAAAOBxYA4AAAAAAAAAAAAeB+YAAAAAYKBsVjX91K2wg+p2nejUd/UpqbDgKAEAAAAAcgfMAQAAAMBAogn9g9ZX9FO3QuruK836uwAAAAAAnAbMAQAAAMBAqgl9d18plc2qjnuvMcKAWVjd0OFnqT77oPWVVX8SAAAAAEBKYA4AAAAABlKZAzzh179XP6nvU1IR99lk32V8vW7XibjvBQAAAADoSmAOAAAAAAZSmQMnL9xIucpft+tE3NaDVFsUjN/R3VfaqbwGAAAAAADZAnMAAAAAMJCpOdDdV5p0a0Gi7+LvyFXSQwAAAACAbIE5AAAAABjIZFuBMY+AcXtAKnMAAAAAAMApwBwAAAAADKQyB37qVkgLqxuIKPEk34w5wNsKTl64kdPjBgAAAADoLDAHAAAAAANmSxkmmuQbtxUkSzTIlQr0LKxugGEAAAAAAFuAOQAAAAAYSFSeMFk+AGO5wkRmQJ+SClOlDLHVAAAAAAB2AXMAAAAAAAAAAADwODAHAAAAAAAAAAAAjwNzAAAAAAAAAAAA8DgwBwAAAAAAAAAAAI8DcwAAAAAAAAAAAPA4MAcAAAAAAAAAAACPA3MAAAAAAAAAAADwODAHAAAAAAAAAAAAjwNzAAAAAAAAAAAA8DgwBwAAAAAAAAAAAI8DcwAAAAAAAAAAAPA4MAcAAAAAAAAAAACPA3MAAAAAAAAAAADwODAHAAAAAAAAAAAAjwNzAAAAAAAAAAAA8DgwBwAAAAAAAAAAAI8DcwAAAAAAAAAAAPA4MAcAAAAAAAAAAACPA3MAAAAAAAAAAADwODAHAAAAAAAAAAAAjwNzAAAAAAAAAAAA8DgwBwAAAAAAAAAAAI8DcwAAAAAAAAAAAPA4MAcAAAAAAAAAAACPA3MAAAAAAAAAAADwODAHAAAAAAAAAAAAjwNzAAAAAAAAAAAA8DgwBwAAAAAAAAAAAI8DcwAAAAAAAAAAAPA4MAcAAAAAAAAAAACPA3MAAAAAAAAAAADwODAHAAAAAAAAAAAAjwNzAAAAAAAAAAAA8DgwBwAAAAAAAAAAAI8DcwAAAAAAAAAAAPA4MAcAAAAAAAAAAACPA3MAAAAAAAAAAADwOP8fM2LATyxZ8/4AAAAASUVORK5CYII=",
"text/html": [
"\n",
" \n",
" \n",
"
\n",
" \n",
"
"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dd.plot_time_series(df, col=\"Births\", decompose=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"displayModeBar": false,
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"name": "observed",
"type": "scatter",
"x": [
"1959-01-01T00:00:00",
"1959-01-02T00:00:00",
"1959-01-03T00:00:00",
"1959-01-04T00:00:00",
"1959-01-05T00:00:00",
"1959-01-06T00:00:00",
"1959-01-07T00:00:00",
"1959-01-08T00:00:00",
"1959-01-09T00:00:00",
"1959-01-10T00:00:00",
"1959-01-11T00:00:00",
"1959-01-12T00:00:00",
"1959-01-13T00:00:00",
"1959-01-14T00:00:00",
"1959-01-15T00:00:00",
"1959-01-16T00:00:00",
"1959-01-17T00:00:00",
"1959-01-18T00:00:00",
"1959-01-19T00:00:00",
"1959-01-20T00:00:00",
"1959-01-21T00:00:00",
"1959-01-22T00:00:00",
"1959-01-23T00:00:00",
"1959-01-24T00:00:00",
"1959-01-25T00:00:00",
"1959-01-26T00:00:00",
"1959-01-27T00:00:00",
"1959-01-28T00:00:00",
"1959-01-29T00:00:00",
"1959-01-30T00:00:00",
"1959-01-31T00:00:00",
"1959-02-01T00:00:00",
"1959-02-02T00:00:00",
"1959-02-03T00:00:00",
"1959-02-04T00:00:00",
"1959-02-05T00:00:00",
"1959-02-06T00:00:00",
"1959-02-07T00:00:00",
"1959-02-08T00:00:00",
"1959-02-09T00:00:00",
"1959-02-10T00:00:00",
"1959-02-11T00:00:00",
"1959-02-12T00:00:00",
"1959-02-13T00:00:00",
"1959-02-14T00:00:00",
"1959-02-15T00:00:00",
"1959-02-16T00:00:00",
"1959-02-17T00:00:00",
"1959-02-18T00:00:00",
"1959-02-19T00:00:00",
"1959-02-20T00:00:00",
"1959-02-21T00:00:00",
"1959-02-22T00:00:00",
"1959-02-23T00:00:00",
"1959-02-24T00:00:00",
"1959-02-25T00:00:00",
"1959-02-26T00:00:00",
"1959-02-27T00:00:00",
"1959-02-28T00:00:00",
"1959-03-01T00:00:00",
"1959-03-02T00:00:00",
"1959-03-03T00:00:00",
"1959-03-04T00:00:00",
"1959-03-05T00:00:00",
"1959-03-06T00:00:00",
"1959-03-07T00:00:00",
"1959-03-08T00:00:00",
"1959-03-09T00:00:00",
"1959-03-10T00:00:00",
"1959-03-11T00:00:00",
"1959-03-12T00:00:00",
"1959-03-13T00:00:00",
"1959-03-14T00:00:00",
"1959-03-15T00:00:00",
"1959-03-16T00:00:00",
"1959-03-17T00:00:00",
"1959-03-18T00:00:00",
"1959-03-19T00:00:00",
"1959-03-20T00:00:00",
"1959-03-21T00:00:00",
"1959-03-22T00:00:00",
"1959-03-23T00:00:00",
"1959-03-24T00:00:00",
"1959-03-25T00:00:00",
"1959-03-26T00:00:00",
"1959-03-27T00:00:00",
"1959-03-28T00:00:00",
"1959-03-29T00:00:00",
"1959-03-30T00:00:00",
"1959-03-31T00:00:00",
"1959-04-01T00:00:00",
"1959-04-02T00:00:00",
"1959-04-03T00:00:00",
"1959-04-04T00:00:00",
"1959-04-05T00:00:00",
"1959-04-06T00:00:00",
"1959-04-07T00:00:00",
"1959-04-08T00:00:00",
"1959-04-09T00:00:00",
"1959-04-10T00:00:00",
"1959-04-11T00:00:00",
"1959-04-12T00:00:00",
"1959-04-13T00:00:00",
"1959-04-14T00:00:00",
"1959-04-15T00:00:00",
"1959-04-16T00:00:00",
"1959-04-17T00:00:00",
"1959-04-18T00:00:00",
"1959-04-19T00:00:00",
"1959-04-20T00:00:00",
"1959-04-21T00:00:00",
"1959-04-22T00:00:00",
"1959-04-23T00:00:00",
"1959-04-24T00:00:00",
"1959-04-25T00:00:00",
"1959-04-26T00:00:00",
"1959-04-27T00:00:00",
"1959-04-28T00:00:00",
"1959-04-29T00:00:00",
"1959-04-30T00:00:00",
"1959-05-01T00:00:00",
"1959-05-02T00:00:00",
"1959-05-03T00:00:00",
"1959-05-04T00:00:00",
"1959-05-05T00:00:00",
"1959-05-06T00:00:00",
"1959-05-07T00:00:00",
"1959-05-08T00:00:00",
"1959-05-09T00:00:00",
"1959-05-10T00:00:00",
"1959-05-11T00:00:00",
"1959-05-12T00:00:00",
"1959-05-13T00:00:00",
"1959-05-14T00:00:00",
"1959-05-15T00:00:00",
"1959-05-16T00:00:00",
"1959-05-17T00:00:00",
"1959-05-18T00:00:00",
"1959-05-19T00:00:00",
"1959-05-20T00:00:00",
"1959-05-21T00:00:00",
"1959-05-22T00:00:00",
"1959-05-23T00:00:00",
"1959-05-24T00:00:00",
"1959-05-25T00:00:00",
"1959-05-26T00:00:00",
"1959-05-27T00:00:00",
"1959-05-28T00:00:00",
"1959-05-29T00:00:00",
"1959-05-30T00:00:00",
"1959-05-31T00:00:00",
"1959-06-01T00:00:00",
"1959-06-02T00:00:00",
"1959-06-03T00:00:00",
"1959-06-04T00:00:00",
"1959-06-05T00:00:00",
"1959-06-06T00:00:00",
"1959-06-07T00:00:00",
"1959-06-08T00:00:00",
"1959-06-09T00:00:00",
"1959-06-10T00:00:00",
"1959-06-11T00:00:00",
"1959-06-12T00:00:00",
"1959-06-13T00:00:00",
"1959-06-14T00:00:00",
"1959-06-15T00:00:00",
"1959-06-16T00:00:00",
"1959-06-17T00:00:00",
"1959-06-18T00:00:00",
"1959-06-19T00:00:00",
"1959-06-20T00:00:00",
"1959-06-21T00:00:00",
"1959-06-22T00:00:00",
"1959-06-23T00:00:00",
"1959-06-24T00:00:00",
"1959-06-25T00:00:00",
"1959-06-26T00:00:00",
"1959-06-27T00:00:00",
"1959-06-28T00:00:00",
"1959-06-29T00:00:00",
"1959-06-30T00:00:00",
"1959-07-01T00:00:00",
"1959-07-02T00:00:00",
"1959-07-03T00:00:00",
"1959-07-04T00:00:00",
"1959-07-05T00:00:00",
"1959-07-06T00:00:00",
"1959-07-07T00:00:00",
"1959-07-08T00:00:00",
"1959-07-09T00:00:00",
"1959-07-10T00:00:00",
"1959-07-11T00:00:00",
"1959-07-12T00:00:00",
"1959-07-13T00:00:00",
"1959-07-14T00:00:00",
"1959-07-15T00:00:00",
"1959-07-16T00:00:00",
"1959-07-17T00:00:00",
"1959-07-18T00:00:00",
"1959-07-19T00:00:00",
"1959-07-20T00:00:00",
"1959-07-21T00:00:00",
"1959-07-22T00:00:00",
"1959-07-23T00:00:00",
"1959-07-24T00:00:00",
"1959-07-25T00:00:00",
"1959-07-26T00:00:00",
"1959-07-27T00:00:00",
"1959-07-28T00:00:00",
"1959-07-29T00:00:00",
"1959-07-30T00:00:00",
"1959-07-31T00:00:00",
"1959-08-01T00:00:00",
"1959-08-02T00:00:00",
"1959-08-03T00:00:00",
"1959-08-04T00:00:00",
"1959-08-05T00:00:00",
"1959-08-06T00:00:00",
"1959-08-07T00:00:00",
"1959-08-08T00:00:00",
"1959-08-09T00:00:00",
"1959-08-10T00:00:00",
"1959-08-11T00:00:00",
"1959-08-12T00:00:00",
"1959-08-13T00:00:00",
"1959-08-14T00:00:00",
"1959-08-15T00:00:00",
"1959-08-16T00:00:00",
"1959-08-17T00:00:00",
"1959-08-18T00:00:00",
"1959-08-19T00:00:00",
"1959-08-20T00:00:00",
"1959-08-21T00:00:00",
"1959-08-22T00:00:00",
"1959-08-23T00:00:00",
"1959-08-24T00:00:00",
"1959-08-25T00:00:00",
"1959-08-26T00:00:00",
"1959-08-27T00:00:00",
"1959-08-28T00:00:00",
"1959-08-29T00:00:00",
"1959-08-30T00:00:00",
"1959-08-31T00:00:00",
"1959-09-01T00:00:00",
"1959-09-02T00:00:00",
"1959-09-03T00:00:00",
"1959-09-04T00:00:00",
"1959-09-05T00:00:00",
"1959-09-06T00:00:00",
"1959-09-07T00:00:00",
"1959-09-08T00:00:00",
"1959-09-09T00:00:00",
"1959-09-10T00:00:00",
"1959-09-11T00:00:00",
"1959-09-12T00:00:00",
"1959-09-13T00:00:00",
"1959-09-14T00:00:00",
"1959-09-15T00:00:00",
"1959-09-16T00:00:00",
"1959-09-17T00:00:00",
"1959-09-18T00:00:00",
"1959-09-19T00:00:00",
"1959-09-20T00:00:00",
"1959-09-21T00:00:00",
"1959-09-22T00:00:00",
"1959-09-23T00:00:00",
"1959-09-24T00:00:00",
"1959-09-25T00:00:00",
"1959-09-26T00:00:00",
"1959-09-27T00:00:00",
"1959-09-28T00:00:00",
"1959-09-29T00:00:00",
"1959-09-30T00:00:00",
"1959-10-01T00:00:00",
"1959-10-02T00:00:00",
"1959-10-03T00:00:00",
"1959-10-04T00:00:00",
"1959-10-05T00:00:00",
"1959-10-06T00:00:00",
"1959-10-07T00:00:00",
"1959-10-08T00:00:00",
"1959-10-09T00:00:00",
"1959-10-10T00:00:00",
"1959-10-11T00:00:00",
"1959-10-12T00:00:00",
"1959-10-13T00:00:00",
"1959-10-14T00:00:00",
"1959-10-15T00:00:00",
"1959-10-16T00:00:00",
"1959-10-17T00:00:00",
"1959-10-18T00:00:00",
"1959-10-19T00:00:00",
"1959-10-20T00:00:00",
"1959-10-21T00:00:00",
"1959-10-22T00:00:00",
"1959-10-23T00:00:00",
"1959-10-24T00:00:00",
"1959-10-25T00:00:00",
"1959-10-26T00:00:00",
"1959-10-27T00:00:00",
"1959-10-28T00:00:00",
"1959-10-29T00:00:00",
"1959-10-30T00:00:00",
"1959-10-31T00:00:00",
"1959-11-01T00:00:00",
"1959-11-02T00:00:00",
"1959-11-03T00:00:00",
"1959-11-04T00:00:00",
"1959-11-05T00:00:00",
"1959-11-06T00:00:00",
"1959-11-07T00:00:00",
"1959-11-08T00:00:00",
"1959-11-09T00:00:00",
"1959-11-10T00:00:00",
"1959-11-11T00:00:00",
"1959-11-12T00:00:00",
"1959-11-13T00:00:00",
"1959-11-14T00:00:00",
"1959-11-15T00:00:00",
"1959-11-16T00:00:00",
"1959-11-17T00:00:00",
"1959-11-18T00:00:00",
"1959-11-19T00:00:00",
"1959-11-20T00:00:00",
"1959-11-21T00:00:00",
"1959-11-22T00:00:00",
"1959-11-23T00:00:00",
"1959-11-24T00:00:00",
"1959-11-25T00:00:00",
"1959-11-26T00:00:00",
"1959-11-27T00:00:00",
"1959-11-28T00:00:00",
"1959-11-29T00:00:00",
"1959-11-30T00:00:00",
"1959-12-01T00:00:00",
"1959-12-02T00:00:00",
"1959-12-03T00:00:00",
"1959-12-04T00:00:00",
"1959-12-05T00:00:00",
"1959-12-06T00:00:00",
"1959-12-07T00:00:00",
"1959-12-08T00:00:00",
"1959-12-09T00:00:00",
"1959-12-10T00:00:00",
"1959-12-11T00:00:00",
"1959-12-12T00:00:00",
"1959-12-13T00:00:00",
"1959-12-14T00:00:00",
"1959-12-15T00:00:00",
"1959-12-16T00:00:00",
"1959-12-17T00:00:00",
"1959-12-18T00:00:00",
"1959-12-19T00:00:00",
"1959-12-20T00:00:00",
"1959-12-21T00:00:00",
"1959-12-22T00:00:00",
"1959-12-23T00:00:00",
"1959-12-24T00:00:00",
"1959-12-25T00:00:00",
"1959-12-26T00:00:00",
"1959-12-27T00:00:00",
"1959-12-28T00:00:00",
"1959-12-29T00:00:00",
"1959-12-30T00:00:00",
"1959-12-31T00:00:00"
],
"xaxis": "x",
"y": [
35,
32,
30,
31,
44,
29,
45,
43,
38,
27,
38,
33,
55,
47,
45,
37,
50,
43,
41,
52,
34,
53,
39,
32,
37,
43,
39,
35,
44,
38,
24,
23,
31,
44,
38,
50,
38,
51,
31,
31,
51,
36,
45,
51,
34,
52,
47,
45,
46,
39,
48,
37,
35,
52,
42,
45,
39,
37,
30,
35,
28,
45,
34,
36,
50,
44,
39,
32,
39,
45,
43,
39,
31,
27,
30,
42,
46,
41,
36,
45,
46,
43,
38,
34,
35,
56,
36,
32,
50,
41,
39,
41,
47,
34,
36,
33,
35,
38,
38,
34,
53,
34,
34,
38,
35,
32,
42,
34,
46,
30,
46,
45,
54,
34,
37,
35,
40,
42,
58,
51,
32,
35,
38,
33,
39,
47,
38,
52,
30,
34,
40,
35,
42,
41,
42,
38,
24,
34,
43,
36,
55,
41,
45,
41,
37,
43,
39,
33,
43,
40,
38,
45,
46,
34,
35,
48,
51,
36,
33,
46,
42,
48,
34,
41,
35,
40,
34,
30,
36,
40,
39,
45,
38,
47,
33,
30,
42,
43,
41,
41,
59,
43,
45,
38,
37,
45,
42,
57,
46,
51,
41,
47,
26,
35,
44,
41,
42,
36,
45,
45,
45,
47,
38,
42,
35,
36,
39,
45,
43,
47,
36,
41,
50,
39,
41,
46,
64,
45,
34,
38,
44,
48,
46,
44,
37,
39,
44,
45,
33,
44,
38,
46,
46,
40,
39,
44,
48,
50,
41,
42,
51,
41,
44,
38,
68,
40,
42,
51,
44,
45,
36,
57,
44,
42,
53,
42,
34,
40,
56,
44,
53,
55,
39,
59,
55,
73,
55,
44,
43,
40,
47,
51,
56,
49,
54,
56,
47,
44,
43,
42,
45,
50,
48,
43,
40,
59,
41,
42,
51,
49,
45,
43,
42,
38,
47,
38,
36,
42,
35,
28,
44,
36,
45,
46,
48,
49,
43,
42,
59,
45,
52,
46,
42,
40,
40,
45,
35,
35,
40,
39,
33,
42,
47,
51,
44,
40,
57,
49,
45,
49,
51,
46,
44,
52,
45,
32,
46,
41,
34,
33,
36,
49,
43,
43,
34,
39,
35,
52,
47,
52,
39,
40,
42,
42,
53,
39,
40,
38,
44,
34,
37,
52,
48,
55,
50
],
"yaxis": "y"
},
{
"name": "trend",
"type": "scatter",
"x": [
"1959-01-01T00:00:00",
"1959-01-02T00:00:00",
"1959-01-03T00:00:00",
"1959-01-04T00:00:00",
"1959-01-05T00:00:00",
"1959-01-06T00:00:00",
"1959-01-07T00:00:00",
"1959-01-08T00:00:00",
"1959-01-09T00:00:00",
"1959-01-10T00:00:00",
"1959-01-11T00:00:00",
"1959-01-12T00:00:00",
"1959-01-13T00:00:00",
"1959-01-14T00:00:00",
"1959-01-15T00:00:00",
"1959-01-16T00:00:00",
"1959-01-17T00:00:00",
"1959-01-18T00:00:00",
"1959-01-19T00:00:00",
"1959-01-20T00:00:00",
"1959-01-21T00:00:00",
"1959-01-22T00:00:00",
"1959-01-23T00:00:00",
"1959-01-24T00:00:00",
"1959-01-25T00:00:00",
"1959-01-26T00:00:00",
"1959-01-27T00:00:00",
"1959-01-28T00:00:00",
"1959-01-29T00:00:00",
"1959-01-30T00:00:00",
"1959-01-31T00:00:00",
"1959-02-01T00:00:00",
"1959-02-02T00:00:00",
"1959-02-03T00:00:00",
"1959-02-04T00:00:00",
"1959-02-05T00:00:00",
"1959-02-06T00:00:00",
"1959-02-07T00:00:00",
"1959-02-08T00:00:00",
"1959-02-09T00:00:00",
"1959-02-10T00:00:00",
"1959-02-11T00:00:00",
"1959-02-12T00:00:00",
"1959-02-13T00:00:00",
"1959-02-14T00:00:00",
"1959-02-15T00:00:00",
"1959-02-16T00:00:00",
"1959-02-17T00:00:00",
"1959-02-18T00:00:00",
"1959-02-19T00:00:00",
"1959-02-20T00:00:00",
"1959-02-21T00:00:00",
"1959-02-22T00:00:00",
"1959-02-23T00:00:00",
"1959-02-24T00:00:00",
"1959-02-25T00:00:00",
"1959-02-26T00:00:00",
"1959-02-27T00:00:00",
"1959-02-28T00:00:00",
"1959-03-01T00:00:00",
"1959-03-02T00:00:00",
"1959-03-03T00:00:00",
"1959-03-04T00:00:00",
"1959-03-05T00:00:00",
"1959-03-06T00:00:00",
"1959-03-07T00:00:00",
"1959-03-08T00:00:00",
"1959-03-09T00:00:00",
"1959-03-10T00:00:00",
"1959-03-11T00:00:00",
"1959-03-12T00:00:00",
"1959-03-13T00:00:00",
"1959-03-14T00:00:00",
"1959-03-15T00:00:00",
"1959-03-16T00:00:00",
"1959-03-17T00:00:00",
"1959-03-18T00:00:00",
"1959-03-19T00:00:00",
"1959-03-20T00:00:00",
"1959-03-21T00:00:00",
"1959-03-22T00:00:00",
"1959-03-23T00:00:00",
"1959-03-24T00:00:00",
"1959-03-25T00:00:00",
"1959-03-26T00:00:00",
"1959-03-27T00:00:00",
"1959-03-28T00:00:00",
"1959-03-29T00:00:00",
"1959-03-30T00:00:00",
"1959-03-31T00:00:00",
"1959-04-01T00:00:00",
"1959-04-02T00:00:00",
"1959-04-03T00:00:00",
"1959-04-04T00:00:00",
"1959-04-05T00:00:00",
"1959-04-06T00:00:00",
"1959-04-07T00:00:00",
"1959-04-08T00:00:00",
"1959-04-09T00:00:00",
"1959-04-10T00:00:00",
"1959-04-11T00:00:00",
"1959-04-12T00:00:00",
"1959-04-13T00:00:00",
"1959-04-14T00:00:00",
"1959-04-15T00:00:00",
"1959-04-16T00:00:00",
"1959-04-17T00:00:00",
"1959-04-18T00:00:00",
"1959-04-19T00:00:00",
"1959-04-20T00:00:00",
"1959-04-21T00:00:00",
"1959-04-22T00:00:00",
"1959-04-23T00:00:00",
"1959-04-24T00:00:00",
"1959-04-25T00:00:00",
"1959-04-26T00:00:00",
"1959-04-27T00:00:00",
"1959-04-28T00:00:00",
"1959-04-29T00:00:00",
"1959-04-30T00:00:00",
"1959-05-01T00:00:00",
"1959-05-02T00:00:00",
"1959-05-03T00:00:00",
"1959-05-04T00:00:00",
"1959-05-05T00:00:00",
"1959-05-06T00:00:00",
"1959-05-07T00:00:00",
"1959-05-08T00:00:00",
"1959-05-09T00:00:00",
"1959-05-10T00:00:00",
"1959-05-11T00:00:00",
"1959-05-12T00:00:00",
"1959-05-13T00:00:00",
"1959-05-14T00:00:00",
"1959-05-15T00:00:00",
"1959-05-16T00:00:00",
"1959-05-17T00:00:00",
"1959-05-18T00:00:00",
"1959-05-19T00:00:00",
"1959-05-20T00:00:00",
"1959-05-21T00:00:00",
"1959-05-22T00:00:00",
"1959-05-23T00:00:00",
"1959-05-24T00:00:00",
"1959-05-25T00:00:00",
"1959-05-26T00:00:00",
"1959-05-27T00:00:00",
"1959-05-28T00:00:00",
"1959-05-29T00:00:00",
"1959-05-30T00:00:00",
"1959-05-31T00:00:00",
"1959-06-01T00:00:00",
"1959-06-02T00:00:00",
"1959-06-03T00:00:00",
"1959-06-04T00:00:00",
"1959-06-05T00:00:00",
"1959-06-06T00:00:00",
"1959-06-07T00:00:00",
"1959-06-08T00:00:00",
"1959-06-09T00:00:00",
"1959-06-10T00:00:00",
"1959-06-11T00:00:00",
"1959-06-12T00:00:00",
"1959-06-13T00:00:00",
"1959-06-14T00:00:00",
"1959-06-15T00:00:00",
"1959-06-16T00:00:00",
"1959-06-17T00:00:00",
"1959-06-18T00:00:00",
"1959-06-19T00:00:00",
"1959-06-20T00:00:00",
"1959-06-21T00:00:00",
"1959-06-22T00:00:00",
"1959-06-23T00:00:00",
"1959-06-24T00:00:00",
"1959-06-25T00:00:00",
"1959-06-26T00:00:00",
"1959-06-27T00:00:00",
"1959-06-28T00:00:00",
"1959-06-29T00:00:00",
"1959-06-30T00:00:00",
"1959-07-01T00:00:00",
"1959-07-02T00:00:00",
"1959-07-03T00:00:00",
"1959-07-04T00:00:00",
"1959-07-05T00:00:00",
"1959-07-06T00:00:00",
"1959-07-07T00:00:00",
"1959-07-08T00:00:00",
"1959-07-09T00:00:00",
"1959-07-10T00:00:00",
"1959-07-11T00:00:00",
"1959-07-12T00:00:00",
"1959-07-13T00:00:00",
"1959-07-14T00:00:00",
"1959-07-15T00:00:00",
"1959-07-16T00:00:00",
"1959-07-17T00:00:00",
"1959-07-18T00:00:00",
"1959-07-19T00:00:00",
"1959-07-20T00:00:00",
"1959-07-21T00:00:00",
"1959-07-22T00:00:00",
"1959-07-23T00:00:00",
"1959-07-24T00:00:00",
"1959-07-25T00:00:00",
"1959-07-26T00:00:00",
"1959-07-27T00:00:00",
"1959-07-28T00:00:00",
"1959-07-29T00:00:00",
"1959-07-30T00:00:00",
"1959-07-31T00:00:00",
"1959-08-01T00:00:00",
"1959-08-02T00:00:00",
"1959-08-03T00:00:00",
"1959-08-04T00:00:00",
"1959-08-05T00:00:00",
"1959-08-06T00:00:00",
"1959-08-07T00:00:00",
"1959-08-08T00:00:00",
"1959-08-09T00:00:00",
"1959-08-10T00:00:00",
"1959-08-11T00:00:00",
"1959-08-12T00:00:00",
"1959-08-13T00:00:00",
"1959-08-14T00:00:00",
"1959-08-15T00:00:00",
"1959-08-16T00:00:00",
"1959-08-17T00:00:00",
"1959-08-18T00:00:00",
"1959-08-19T00:00:00",
"1959-08-20T00:00:00",
"1959-08-21T00:00:00",
"1959-08-22T00:00:00",
"1959-08-23T00:00:00",
"1959-08-24T00:00:00",
"1959-08-25T00:00:00",
"1959-08-26T00:00:00",
"1959-08-27T00:00:00",
"1959-08-28T00:00:00",
"1959-08-29T00:00:00",
"1959-08-30T00:00:00",
"1959-08-31T00:00:00",
"1959-09-01T00:00:00",
"1959-09-02T00:00:00",
"1959-09-03T00:00:00",
"1959-09-04T00:00:00",
"1959-09-05T00:00:00",
"1959-09-06T00:00:00",
"1959-09-07T00:00:00",
"1959-09-08T00:00:00",
"1959-09-09T00:00:00",
"1959-09-10T00:00:00",
"1959-09-11T00:00:00",
"1959-09-12T00:00:00",
"1959-09-13T00:00:00",
"1959-09-14T00:00:00",
"1959-09-15T00:00:00",
"1959-09-16T00:00:00",
"1959-09-17T00:00:00",
"1959-09-18T00:00:00",
"1959-09-19T00:00:00",
"1959-09-20T00:00:00",
"1959-09-21T00:00:00",
"1959-09-22T00:00:00",
"1959-09-23T00:00:00",
"1959-09-24T00:00:00",
"1959-09-25T00:00:00",
"1959-09-26T00:00:00",
"1959-09-27T00:00:00",
"1959-09-28T00:00:00",
"1959-09-29T00:00:00",
"1959-09-30T00:00:00",
"1959-10-01T00:00:00",
"1959-10-02T00:00:00",
"1959-10-03T00:00:00",
"1959-10-04T00:00:00",
"1959-10-05T00:00:00",
"1959-10-06T00:00:00",
"1959-10-07T00:00:00",
"1959-10-08T00:00:00",
"1959-10-09T00:00:00",
"1959-10-10T00:00:00",
"1959-10-11T00:00:00",
"1959-10-12T00:00:00",
"1959-10-13T00:00:00",
"1959-10-14T00:00:00",
"1959-10-15T00:00:00",
"1959-10-16T00:00:00",
"1959-10-17T00:00:00",
"1959-10-18T00:00:00",
"1959-10-19T00:00:00",
"1959-10-20T00:00:00",
"1959-10-21T00:00:00",
"1959-10-22T00:00:00",
"1959-10-23T00:00:00",
"1959-10-24T00:00:00",
"1959-10-25T00:00:00",
"1959-10-26T00:00:00",
"1959-10-27T00:00:00",
"1959-10-28T00:00:00",
"1959-10-29T00:00:00",
"1959-10-30T00:00:00",
"1959-10-31T00:00:00",
"1959-11-01T00:00:00",
"1959-11-02T00:00:00",
"1959-11-03T00:00:00",
"1959-11-04T00:00:00",
"1959-11-05T00:00:00",
"1959-11-06T00:00:00",
"1959-11-07T00:00:00",
"1959-11-08T00:00:00",
"1959-11-09T00:00:00",
"1959-11-10T00:00:00",
"1959-11-11T00:00:00",
"1959-11-12T00:00:00",
"1959-11-13T00:00:00",
"1959-11-14T00:00:00",
"1959-11-15T00:00:00",
"1959-11-16T00:00:00",
"1959-11-17T00:00:00",
"1959-11-18T00:00:00",
"1959-11-19T00:00:00",
"1959-11-20T00:00:00",
"1959-11-21T00:00:00",
"1959-11-22T00:00:00",
"1959-11-23T00:00:00",
"1959-11-24T00:00:00",
"1959-11-25T00:00:00",
"1959-11-26T00:00:00",
"1959-11-27T00:00:00",
"1959-11-28T00:00:00",
"1959-11-29T00:00:00",
"1959-11-30T00:00:00",
"1959-12-01T00:00:00",
"1959-12-02T00:00:00",
"1959-12-03T00:00:00",
"1959-12-04T00:00:00",
"1959-12-05T00:00:00",
"1959-12-06T00:00:00",
"1959-12-07T00:00:00",
"1959-12-08T00:00:00",
"1959-12-09T00:00:00",
"1959-12-10T00:00:00",
"1959-12-11T00:00:00",
"1959-12-12T00:00:00",
"1959-12-13T00:00:00",
"1959-12-14T00:00:00",
"1959-12-15T00:00:00",
"1959-12-16T00:00:00",
"1959-12-17T00:00:00",
"1959-12-18T00:00:00",
"1959-12-19T00:00:00",
"1959-12-20T00:00:00",
"1959-12-21T00:00:00",
"1959-12-22T00:00:00",
"1959-12-23T00:00:00",
"1959-12-24T00:00:00",
"1959-12-25T00:00:00",
"1959-12-26T00:00:00",
"1959-12-27T00:00:00",
"1959-12-28T00:00:00",
"1959-12-29T00:00:00",
"1959-12-30T00:00:00",
"1959-12-31T00:00:00"
],
"xaxis": "x2",
"y": [
null,
null,
null,
35.14285714285714,
36.28571428571428,
37.14285714285714,
36.71428571428571,
37.71428571428571,
36.14285714285714,
39.857142857142854,
40.14285714285714,
40.42857142857143,
40.285714285714285,
43.57142857142857,
44.28571428571428,
45.42857142857142,
45,
43.14285714285714,
44.28571428571428,
44.57142857142857,
41.99999999999999,
41.14285714285714,
41.428571428571416,
39.57142857142857,
39.714285714285715,
38.42857142857142,
38.285714285714285,
37.142857142857146,
35.14285714285714,
33.42857142857142,
34.14285714285714,
34.57142857142857,
35.42857142857142,
35.42857142857142,
39.285714285714285,
40.42857142857143,
40.42857142857142,
41.42857142857142,
41.14285714285714,
40.42857142857143,
42.285714285714285,
39.857142857142854,
42.857142857142854,
45.14285714285714,
44.285714285714285,
45.71428571428571,
44.857142857142854,
44.42857142857142,
44.85714285714285,
42.42857142857142,
43.14285714285714,
42.714285714285715,
42.57142857142857,
42.57142857142857,
40.99999999999999,
39.99999999999999,
39.99999999999999,
36.57142857142857,
37,
35.42857142857142,
35,
36.857142857142854,
38.857142857142854,
39.42857142857142,
39.99999999999999,
39.14285714285714,
40.71428571428571,
41.71428571428571,
40.14285714285714,
38.285714285714285,
36.57142857142857,
36.285714285714285,
36.71428571428571,
36.857142857142854,
36.57142857142857,
36.14285714285714,
38.142857142857146,
40.857142857142854,
42.71428571428571,
42.14285714285714,
40.42857142857142,
39.57142857142856,
42.42857142857143,
41.14285714285714,
39.14285714285714,
40.14285714285714,
40.57142857142856,
41.285714285714285,
42.14285714285714,
40.857142857142854,
40.57142857142856,
41.14285714285714,
38.714285714285715,
37.857142857142854,
37.714285714285715,
37.285714285714285,
35.42857142857142,
38.14285714285714,
37.857142857142854,
37.99999999999999,
38.42857142857143,
38,
37.14285714285714,
38.285714285714285,
35.57142857142857,
37.285714285714285,
36.714285714285715,
37.857142857142854,
39.285714285714285,
42.42857142857143,
41.28571428571428,
41.71428571428571,
40.142857142857146,
41.57142857142858,
41,
42.857142857142854,
42.42857142857142,
42.14285714285714,
41.857142857142854,
42.285714285714285,
41.285714285714285,
40.85714285714285,
39.285714285714285,
37.42857142857143,
40.28571428571429,
39.57142857142857,
38.99999999999999,
39.99999999999999,
39.42857142857142,
38.714285714285715,
39.14285714285714,
37.71428571428571,
38.85714285714286,
37.42857142857143,
36.57142857142857,
37.71428571428571,
36.857142857142854,
38.857142857142854,
38.71428571428571,
39.714285714285715,
42.14285714285714,
42.57142857142857,
42.57142857142857,
43,
39.857142857142854,
40.14285714285714,
39.42857142857142,
39,
40.142857142857146,
40.57142857142856,
39.85714285714285,
40.14285714285714,
40.857142857142854,
42.42857142857142,
42.14285714285714,
40.42857142857142,
40.42857142857142,
41.57142857142857,
43.42857142857142,
41.42857142857142,
40,
39.857142857142854,
40.857142857142854,
39.14285714285714,
37.42857142857142,
35.71428571428571,
36.57142857142857,
36.28571428571428,
37.71428571428571,
37.42857142857142,
39.285714285714285,
39.71428571428571,
38.857142857142854,
39.14285714285714,
39.71428571428571,
39.14285714285714,
39.57142857142856,
41.285714285714285,
42.71428571428571,
44.85714285714286,
44.28571428571429,
43.42857142857143,
44,
44.14285714285714,
43.85714285714285,
44.28571428571428,
45.14285714285714,
45.57142857142857,
46.99999999999999,
44.285714285714285,
43.285714285714285,
41.42857142857143,
40.71428571428571,
39.42857142857142,
38.71428571428571,
38.42857142857143,
41.142857142857146,
42.57142857142857,
43,
42.57142857142857,
42.57142857142857,
42.42857142857143,
41.14285714285714,
40.28571428571428,
40.285714285714285,
39.71428571428571,
41,
40.14285714285714,
40.99999999999999,
43,
43,
42.42857142857142,
42.85714285714285,
45.28571428571429,
46.57142857142857,
45.57142857142856,
43.857142857142854,
44.57142857142857,
45.57142857142857,
45.57142857142856,
42.71428571428571,
41.57142857142857,
42.28571428571428,
43.14285714285714,
43.285714285714285,
41.142857142857146,
40.857142857142854,
40,
41.285714285714285,
42.28571428571428,
41.71428571428571,
40.857142857142854,
42.42857142857142,
42.99999999999999,
44.71428571428571,
43.99999999999999,
43.42857142857142,
45,
45.28571428571428,
45.285714285714285,
43.857142857142854,
46.42857142857143,
46.285714285714285,
46.285714285714285,
46.285714285714285,
46.71428571428571,
46.857142857142854,
46.57142857142857,
45,
45.57142857142856,
45.57142857142857,
45.857142857142854,
45.57142857142857,
43.99999999999999,
44.57142857142857,
44.42857142857142,
44.42857142857142,
45.99999999999999,
46.28571428571428,
45.85714285714285,
49.42857142857142,
51.57142857142857,
54,
55.57142857142857,
54.28571428571428,
52.57142857142857,
52.714285714285715,
51,
50.42857142857142,
48,
47.14285714285714,
48.57142857142857,
50.42857142857142,
51.42857142857143,
51,
49.85714285714286,
47.85714285714286,
47.285714285714285,
46.71428571428571,
45.57142857142856,
45,
44.42857142857142,
46.714285714285715,
46.57142857142857,
46.14285714285714,
46.285714285714285,
46.42857142857142,
46.714285714285715,
47.14285714285714,
44.71428571428571,
44.285714285714285,
45,
43.14285714285714,
41.28571428571428,
40.857142857142854,
39.71428571428571,
37.71428571428571,
38.57142857142857,
37,
38,
39.42857142857142,
40.28571428571428,
42.28571428571428,
44.428571428571416,
44.14285714285714,
47.42857142857143,
47.42857142857143,
48.28571428571429,
48,
46.99999999999999,
46.57142857142857,
46.285714285714285,
44.285714285714285,
42.85714285714286,
40.42857142857143,
39.57142857142857,
39.14285714285714,
38.14285714285714,
38.42857142857142,
38.714285714285715,
41,
42.285714285714285,
42.285714285714285,
44.85714285714286,
47.14285714285714,
47.57142857142857,
47.85714285714286,
47.857142857142854,
48.14285714285713,
48.71428571428571,
48,
47.42857142857143,
45.57142857142857,
45.14285714285714,
43.71428571428571,
41.99999999999999,
40.42857142857143,
38.14285714285714,
38.714285714285715,
40.28571428571428,
39.85714285714285,
38.857142857142854,
39.57142857142857,
39.857142857142854,
42.142857142857146,
41.85714285714286,
43.14285714285714,
42.57142857142857,
43.42857142857143,
43.857142857142854,
44.857142857142854,
45,
43.857142857142854,
42.14285714285714,
42,
42.57142857142857,
41.42857142857142,
40.71428571428571,
40.57142857142857,
41.857142857142854,
43.99999999999999,
45.71428571428571,
null,
null,
null
],
"yaxis": "y2"
},
{
"name": "seasonal",
"type": "scatter",
"x": [
"1959-01-01T00:00:00",
"1959-01-02T00:00:00",
"1959-01-03T00:00:00",
"1959-01-04T00:00:00",
"1959-01-05T00:00:00",
"1959-01-06T00:00:00",
"1959-01-07T00:00:00",
"1959-01-08T00:00:00",
"1959-01-09T00:00:00",
"1959-01-10T00:00:00",
"1959-01-11T00:00:00",
"1959-01-12T00:00:00",
"1959-01-13T00:00:00",
"1959-01-14T00:00:00",
"1959-01-15T00:00:00",
"1959-01-16T00:00:00",
"1959-01-17T00:00:00",
"1959-01-18T00:00:00",
"1959-01-19T00:00:00",
"1959-01-20T00:00:00",
"1959-01-21T00:00:00",
"1959-01-22T00:00:00",
"1959-01-23T00:00:00",
"1959-01-24T00:00:00",
"1959-01-25T00:00:00",
"1959-01-26T00:00:00",
"1959-01-27T00:00:00",
"1959-01-28T00:00:00",
"1959-01-29T00:00:00",
"1959-01-30T00:00:00",
"1959-01-31T00:00:00",
"1959-02-01T00:00:00",
"1959-02-02T00:00:00",
"1959-02-03T00:00:00",
"1959-02-04T00:00:00",
"1959-02-05T00:00:00",
"1959-02-06T00:00:00",
"1959-02-07T00:00:00",
"1959-02-08T00:00:00",
"1959-02-09T00:00:00",
"1959-02-10T00:00:00",
"1959-02-11T00:00:00",
"1959-02-12T00:00:00",
"1959-02-13T00:00:00",
"1959-02-14T00:00:00",
"1959-02-15T00:00:00",
"1959-02-16T00:00:00",
"1959-02-17T00:00:00",
"1959-02-18T00:00:00",
"1959-02-19T00:00:00",
"1959-02-20T00:00:00",
"1959-02-21T00:00:00",
"1959-02-22T00:00:00",
"1959-02-23T00:00:00",
"1959-02-24T00:00:00",
"1959-02-25T00:00:00",
"1959-02-26T00:00:00",
"1959-02-27T00:00:00",
"1959-02-28T00:00:00",
"1959-03-01T00:00:00",
"1959-03-02T00:00:00",
"1959-03-03T00:00:00",
"1959-03-04T00:00:00",
"1959-03-05T00:00:00",
"1959-03-06T00:00:00",
"1959-03-07T00:00:00",
"1959-03-08T00:00:00",
"1959-03-09T00:00:00",
"1959-03-10T00:00:00",
"1959-03-11T00:00:00",
"1959-03-12T00:00:00",
"1959-03-13T00:00:00",
"1959-03-14T00:00:00",
"1959-03-15T00:00:00",
"1959-03-16T00:00:00",
"1959-03-17T00:00:00",
"1959-03-18T00:00:00",
"1959-03-19T00:00:00",
"1959-03-20T00:00:00",
"1959-03-21T00:00:00",
"1959-03-22T00:00:00",
"1959-03-23T00:00:00",
"1959-03-24T00:00:00",
"1959-03-25T00:00:00",
"1959-03-26T00:00:00",
"1959-03-27T00:00:00",
"1959-03-28T00:00:00",
"1959-03-29T00:00:00",
"1959-03-30T00:00:00",
"1959-03-31T00:00:00",
"1959-04-01T00:00:00",
"1959-04-02T00:00:00",
"1959-04-03T00:00:00",
"1959-04-04T00:00:00",
"1959-04-05T00:00:00",
"1959-04-06T00:00:00",
"1959-04-07T00:00:00",
"1959-04-08T00:00:00",
"1959-04-09T00:00:00",
"1959-04-10T00:00:00",
"1959-04-11T00:00:00",
"1959-04-12T00:00:00",
"1959-04-13T00:00:00",
"1959-04-14T00:00:00",
"1959-04-15T00:00:00",
"1959-04-16T00:00:00",
"1959-04-17T00:00:00",
"1959-04-18T00:00:00",
"1959-04-19T00:00:00",
"1959-04-20T00:00:00",
"1959-04-21T00:00:00",
"1959-04-22T00:00:00",
"1959-04-23T00:00:00",
"1959-04-24T00:00:00",
"1959-04-25T00:00:00",
"1959-04-26T00:00:00",
"1959-04-27T00:00:00",
"1959-04-28T00:00:00",
"1959-04-29T00:00:00",
"1959-04-30T00:00:00",
"1959-05-01T00:00:00",
"1959-05-02T00:00:00",
"1959-05-03T00:00:00",
"1959-05-04T00:00:00",
"1959-05-05T00:00:00",
"1959-05-06T00:00:00",
"1959-05-07T00:00:00",
"1959-05-08T00:00:00",
"1959-05-09T00:00:00",
"1959-05-10T00:00:00",
"1959-05-11T00:00:00",
"1959-05-12T00:00:00",
"1959-05-13T00:00:00",
"1959-05-14T00:00:00",
"1959-05-15T00:00:00",
"1959-05-16T00:00:00",
"1959-05-17T00:00:00",
"1959-05-18T00:00:00",
"1959-05-19T00:00:00",
"1959-05-20T00:00:00",
"1959-05-21T00:00:00",
"1959-05-22T00:00:00",
"1959-05-23T00:00:00",
"1959-05-24T00:00:00",
"1959-05-25T00:00:00",
"1959-05-26T00:00:00",
"1959-05-27T00:00:00",
"1959-05-28T00:00:00",
"1959-05-29T00:00:00",
"1959-05-30T00:00:00",
"1959-05-31T00:00:00",
"1959-06-01T00:00:00",
"1959-06-02T00:00:00",
"1959-06-03T00:00:00",
"1959-06-04T00:00:00",
"1959-06-05T00:00:00",
"1959-06-06T00:00:00",
"1959-06-07T00:00:00",
"1959-06-08T00:00:00",
"1959-06-09T00:00:00",
"1959-06-10T00:00:00",
"1959-06-11T00:00:00",
"1959-06-12T00:00:00",
"1959-06-13T00:00:00",
"1959-06-14T00:00:00",
"1959-06-15T00:00:00",
"1959-06-16T00:00:00",
"1959-06-17T00:00:00",
"1959-06-18T00:00:00",
"1959-06-19T00:00:00",
"1959-06-20T00:00:00",
"1959-06-21T00:00:00",
"1959-06-22T00:00:00",
"1959-06-23T00:00:00",
"1959-06-24T00:00:00",
"1959-06-25T00:00:00",
"1959-06-26T00:00:00",
"1959-06-27T00:00:00",
"1959-06-28T00:00:00",
"1959-06-29T00:00:00",
"1959-06-30T00:00:00",
"1959-07-01T00:00:00",
"1959-07-02T00:00:00",
"1959-07-03T00:00:00",
"1959-07-04T00:00:00",
"1959-07-05T00:00:00",
"1959-07-06T00:00:00",
"1959-07-07T00:00:00",
"1959-07-08T00:00:00",
"1959-07-09T00:00:00",
"1959-07-10T00:00:00",
"1959-07-11T00:00:00",
"1959-07-12T00:00:00",
"1959-07-13T00:00:00",
"1959-07-14T00:00:00",
"1959-07-15T00:00:00",
"1959-07-16T00:00:00",
"1959-07-17T00:00:00",
"1959-07-18T00:00:00",
"1959-07-19T00:00:00",
"1959-07-20T00:00:00",
"1959-07-21T00:00:00",
"1959-07-22T00:00:00",
"1959-07-23T00:00:00",
"1959-07-24T00:00:00",
"1959-07-25T00:00:00",
"1959-07-26T00:00:00",
"1959-07-27T00:00:00",
"1959-07-28T00:00:00",
"1959-07-29T00:00:00",
"1959-07-30T00:00:00",
"1959-07-31T00:00:00",
"1959-08-01T00:00:00",
"1959-08-02T00:00:00",
"1959-08-03T00:00:00",
"1959-08-04T00:00:00",
"1959-08-05T00:00:00",
"1959-08-06T00:00:00",
"1959-08-07T00:00:00",
"1959-08-08T00:00:00",
"1959-08-09T00:00:00",
"1959-08-10T00:00:00",
"1959-08-11T00:00:00",
"1959-08-12T00:00:00",
"1959-08-13T00:00:00",
"1959-08-14T00:00:00",
"1959-08-15T00:00:00",
"1959-08-16T00:00:00",
"1959-08-17T00:00:00",
"1959-08-18T00:00:00",
"1959-08-19T00:00:00",
"1959-08-20T00:00:00",
"1959-08-21T00:00:00",
"1959-08-22T00:00:00",
"1959-08-23T00:00:00",
"1959-08-24T00:00:00",
"1959-08-25T00:00:00",
"1959-08-26T00:00:00",
"1959-08-27T00:00:00",
"1959-08-28T00:00:00",
"1959-08-29T00:00:00",
"1959-08-30T00:00:00",
"1959-08-31T00:00:00",
"1959-09-01T00:00:00",
"1959-09-02T00:00:00",
"1959-09-03T00:00:00",
"1959-09-04T00:00:00",
"1959-09-05T00:00:00",
"1959-09-06T00:00:00",
"1959-09-07T00:00:00",
"1959-09-08T00:00:00",
"1959-09-09T00:00:00",
"1959-09-10T00:00:00",
"1959-09-11T00:00:00",
"1959-09-12T00:00:00",
"1959-09-13T00:00:00",
"1959-09-14T00:00:00",
"1959-09-15T00:00:00",
"1959-09-16T00:00:00",
"1959-09-17T00:00:00",
"1959-09-18T00:00:00",
"1959-09-19T00:00:00",
"1959-09-20T00:00:00",
"1959-09-21T00:00:00",
"1959-09-22T00:00:00",
"1959-09-23T00:00:00",
"1959-09-24T00:00:00",
"1959-09-25T00:00:00",
"1959-09-26T00:00:00",
"1959-09-27T00:00:00",
"1959-09-28T00:00:00",
"1959-09-29T00:00:00",
"1959-09-30T00:00:00",
"1959-10-01T00:00:00",
"1959-10-02T00:00:00",
"1959-10-03T00:00:00",
"1959-10-04T00:00:00",
"1959-10-05T00:00:00",
"1959-10-06T00:00:00",
"1959-10-07T00:00:00",
"1959-10-08T00:00:00",
"1959-10-09T00:00:00",
"1959-10-10T00:00:00",
"1959-10-11T00:00:00",
"1959-10-12T00:00:00",
"1959-10-13T00:00:00",
"1959-10-14T00:00:00",
"1959-10-15T00:00:00",
"1959-10-16T00:00:00",
"1959-10-17T00:00:00",
"1959-10-18T00:00:00",
"1959-10-19T00:00:00",
"1959-10-20T00:00:00",
"1959-10-21T00:00:00",
"1959-10-22T00:00:00",
"1959-10-23T00:00:00",
"1959-10-24T00:00:00",
"1959-10-25T00:00:00",
"1959-10-26T00:00:00",
"1959-10-27T00:00:00",
"1959-10-28T00:00:00",
"1959-10-29T00:00:00",
"1959-10-30T00:00:00",
"1959-10-31T00:00:00",
"1959-11-01T00:00:00",
"1959-11-02T00:00:00",
"1959-11-03T00:00:00",
"1959-11-04T00:00:00",
"1959-11-05T00:00:00",
"1959-11-06T00:00:00",
"1959-11-07T00:00:00",
"1959-11-08T00:00:00",
"1959-11-09T00:00:00",
"1959-11-10T00:00:00",
"1959-11-11T00:00:00",
"1959-11-12T00:00:00",
"1959-11-13T00:00:00",
"1959-11-14T00:00:00",
"1959-11-15T00:00:00",
"1959-11-16T00:00:00",
"1959-11-17T00:00:00",
"1959-11-18T00:00:00",
"1959-11-19T00:00:00",
"1959-11-20T00:00:00",
"1959-11-21T00:00:00",
"1959-11-22T00:00:00",
"1959-11-23T00:00:00",
"1959-11-24T00:00:00",
"1959-11-25T00:00:00",
"1959-11-26T00:00:00",
"1959-11-27T00:00:00",
"1959-11-28T00:00:00",
"1959-11-29T00:00:00",
"1959-11-30T00:00:00",
"1959-12-01T00:00:00",
"1959-12-02T00:00:00",
"1959-12-03T00:00:00",
"1959-12-04T00:00:00",
"1959-12-05T00:00:00",
"1959-12-06T00:00:00",
"1959-12-07T00:00:00",
"1959-12-08T00:00:00",
"1959-12-09T00:00:00",
"1959-12-10T00:00:00",
"1959-12-11T00:00:00",
"1959-12-12T00:00:00",
"1959-12-13T00:00:00",
"1959-12-14T00:00:00",
"1959-12-15T00:00:00",
"1959-12-16T00:00:00",
"1959-12-17T00:00:00",
"1959-12-18T00:00:00",
"1959-12-19T00:00:00",
"1959-12-20T00:00:00",
"1959-12-21T00:00:00",
"1959-12-22T00:00:00",
"1959-12-23T00:00:00",
"1959-12-24T00:00:00",
"1959-12-25T00:00:00",
"1959-12-26T00:00:00",
"1959-12-27T00:00:00",
"1959-12-28T00:00:00",
"1959-12-29T00:00:00",
"1959-12-30T00:00:00",
"1959-12-31T00:00:00"
],
"xaxis": "x3",
"y": [
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872,
0.1422261212177179,
-0.6560932065133743,
-3.077607966263429,
-0.8688167574722198,
1.702450210853572,
1.652030042786346,
1.1058115553913872
],
"yaxis": "y3"
},
{
"name": "residual",
"type": "scatter",
"x": [
"1959-01-01T00:00:00",
"1959-01-02T00:00:00",
"1959-01-03T00:00:00",
"1959-01-04T00:00:00",
"1959-01-05T00:00:00",
"1959-01-06T00:00:00",
"1959-01-07T00:00:00",
"1959-01-08T00:00:00",
"1959-01-09T00:00:00",
"1959-01-10T00:00:00",
"1959-01-11T00:00:00",
"1959-01-12T00:00:00",
"1959-01-13T00:00:00",
"1959-01-14T00:00:00",
"1959-01-15T00:00:00",
"1959-01-16T00:00:00",
"1959-01-17T00:00:00",
"1959-01-18T00:00:00",
"1959-01-19T00:00:00",
"1959-01-20T00:00:00",
"1959-01-21T00:00:00",
"1959-01-22T00:00:00",
"1959-01-23T00:00:00",
"1959-01-24T00:00:00",
"1959-01-25T00:00:00",
"1959-01-26T00:00:00",
"1959-01-27T00:00:00",
"1959-01-28T00:00:00",
"1959-01-29T00:00:00",
"1959-01-30T00:00:00",
"1959-01-31T00:00:00",
"1959-02-01T00:00:00",
"1959-02-02T00:00:00",
"1959-02-03T00:00:00",
"1959-02-04T00:00:00",
"1959-02-05T00:00:00",
"1959-02-06T00:00:00",
"1959-02-07T00:00:00",
"1959-02-08T00:00:00",
"1959-02-09T00:00:00",
"1959-02-10T00:00:00",
"1959-02-11T00:00:00",
"1959-02-12T00:00:00",
"1959-02-13T00:00:00",
"1959-02-14T00:00:00",
"1959-02-15T00:00:00",
"1959-02-16T00:00:00",
"1959-02-17T00:00:00",
"1959-02-18T00:00:00",
"1959-02-19T00:00:00",
"1959-02-20T00:00:00",
"1959-02-21T00:00:00",
"1959-02-22T00:00:00",
"1959-02-23T00:00:00",
"1959-02-24T00:00:00",
"1959-02-25T00:00:00",
"1959-02-26T00:00:00",
"1959-02-27T00:00:00",
"1959-02-28T00:00:00",
"1959-03-01T00:00:00",
"1959-03-02T00:00:00",
"1959-03-03T00:00:00",
"1959-03-04T00:00:00",
"1959-03-05T00:00:00",
"1959-03-06T00:00:00",
"1959-03-07T00:00:00",
"1959-03-08T00:00:00",
"1959-03-09T00:00:00",
"1959-03-10T00:00:00",
"1959-03-11T00:00:00",
"1959-03-12T00:00:00",
"1959-03-13T00:00:00",
"1959-03-14T00:00:00",
"1959-03-15T00:00:00",
"1959-03-16T00:00:00",
"1959-03-17T00:00:00",
"1959-03-18T00:00:00",
"1959-03-19T00:00:00",
"1959-03-20T00:00:00",
"1959-03-21T00:00:00",
"1959-03-22T00:00:00",
"1959-03-23T00:00:00",
"1959-03-24T00:00:00",
"1959-03-25T00:00:00",
"1959-03-26T00:00:00",
"1959-03-27T00:00:00",
"1959-03-28T00:00:00",
"1959-03-29T00:00:00",
"1959-03-30T00:00:00",
"1959-03-31T00:00:00",
"1959-04-01T00:00:00",
"1959-04-02T00:00:00",
"1959-04-03T00:00:00",
"1959-04-04T00:00:00",
"1959-04-05T00:00:00",
"1959-04-06T00:00:00",
"1959-04-07T00:00:00",
"1959-04-08T00:00:00",
"1959-04-09T00:00:00",
"1959-04-10T00:00:00",
"1959-04-11T00:00:00",
"1959-04-12T00:00:00",
"1959-04-13T00:00:00",
"1959-04-14T00:00:00",
"1959-04-15T00:00:00",
"1959-04-16T00:00:00",
"1959-04-17T00:00:00",
"1959-04-18T00:00:00",
"1959-04-19T00:00:00",
"1959-04-20T00:00:00",
"1959-04-21T00:00:00",
"1959-04-22T00:00:00",
"1959-04-23T00:00:00",
"1959-04-24T00:00:00",
"1959-04-25T00:00:00",
"1959-04-26T00:00:00",
"1959-04-27T00:00:00",
"1959-04-28T00:00:00",
"1959-04-29T00:00:00",
"1959-04-30T00:00:00",
"1959-05-01T00:00:00",
"1959-05-02T00:00:00",
"1959-05-03T00:00:00",
"1959-05-04T00:00:00",
"1959-05-05T00:00:00",
"1959-05-06T00:00:00",
"1959-05-07T00:00:00",
"1959-05-08T00:00:00",
"1959-05-09T00:00:00",
"1959-05-10T00:00:00",
"1959-05-11T00:00:00",
"1959-05-12T00:00:00",
"1959-05-13T00:00:00",
"1959-05-14T00:00:00",
"1959-05-15T00:00:00",
"1959-05-16T00:00:00",
"1959-05-17T00:00:00",
"1959-05-18T00:00:00",
"1959-05-19T00:00:00",
"1959-05-20T00:00:00",
"1959-05-21T00:00:00",
"1959-05-22T00:00:00",
"1959-05-23T00:00:00",
"1959-05-24T00:00:00",
"1959-05-25T00:00:00",
"1959-05-26T00:00:00",
"1959-05-27T00:00:00",
"1959-05-28T00:00:00",
"1959-05-29T00:00:00",
"1959-05-30T00:00:00",
"1959-05-31T00:00:00",
"1959-06-01T00:00:00",
"1959-06-02T00:00:00",
"1959-06-03T00:00:00",
"1959-06-04T00:00:00",
"1959-06-05T00:00:00",
"1959-06-06T00:00:00",
"1959-06-07T00:00:00",
"1959-06-08T00:00:00",
"1959-06-09T00:00:00",
"1959-06-10T00:00:00",
"1959-06-11T00:00:00",
"1959-06-12T00:00:00",
"1959-06-13T00:00:00",
"1959-06-14T00:00:00",
"1959-06-15T00:00:00",
"1959-06-16T00:00:00",
"1959-06-17T00:00:00",
"1959-06-18T00:00:00",
"1959-06-19T00:00:00",
"1959-06-20T00:00:00",
"1959-06-21T00:00:00",
"1959-06-22T00:00:00",
"1959-06-23T00:00:00",
"1959-06-24T00:00:00",
"1959-06-25T00:00:00",
"1959-06-26T00:00:00",
"1959-06-27T00:00:00",
"1959-06-28T00:00:00",
"1959-06-29T00:00:00",
"1959-06-30T00:00:00",
"1959-07-01T00:00:00",
"1959-07-02T00:00:00",
"1959-07-03T00:00:00",
"1959-07-04T00:00:00",
"1959-07-05T00:00:00",
"1959-07-06T00:00:00",
"1959-07-07T00:00:00",
"1959-07-08T00:00:00",
"1959-07-09T00:00:00",
"1959-07-10T00:00:00",
"1959-07-11T00:00:00",
"1959-07-12T00:00:00",
"1959-07-13T00:00:00",
"1959-07-14T00:00:00",
"1959-07-15T00:00:00",
"1959-07-16T00:00:00",
"1959-07-17T00:00:00",
"1959-07-18T00:00:00",
"1959-07-19T00:00:00",
"1959-07-20T00:00:00",
"1959-07-21T00:00:00",
"1959-07-22T00:00:00",
"1959-07-23T00:00:00",
"1959-07-24T00:00:00",
"1959-07-25T00:00:00",
"1959-07-26T00:00:00",
"1959-07-27T00:00:00",
"1959-07-28T00:00:00",
"1959-07-29T00:00:00",
"1959-07-30T00:00:00",
"1959-07-31T00:00:00",
"1959-08-01T00:00:00",
"1959-08-02T00:00:00",
"1959-08-03T00:00:00",
"1959-08-04T00:00:00",
"1959-08-05T00:00:00",
"1959-08-06T00:00:00",
"1959-08-07T00:00:00",
"1959-08-08T00:00:00",
"1959-08-09T00:00:00",
"1959-08-10T00:00:00",
"1959-08-11T00:00:00",
"1959-08-12T00:00:00",
"1959-08-13T00:00:00",
"1959-08-14T00:00:00",
"1959-08-15T00:00:00",
"1959-08-16T00:00:00",
"1959-08-17T00:00:00",
"1959-08-18T00:00:00",
"1959-08-19T00:00:00",
"1959-08-20T00:00:00",
"1959-08-21T00:00:00",
"1959-08-22T00:00:00",
"1959-08-23T00:00:00",
"1959-08-24T00:00:00",
"1959-08-25T00:00:00",
"1959-08-26T00:00:00",
"1959-08-27T00:00:00",
"1959-08-28T00:00:00",
"1959-08-29T00:00:00",
"1959-08-30T00:00:00",
"1959-08-31T00:00:00",
"1959-09-01T00:00:00",
"1959-09-02T00:00:00",
"1959-09-03T00:00:00",
"1959-09-04T00:00:00",
"1959-09-05T00:00:00",
"1959-09-06T00:00:00",
"1959-09-07T00:00:00",
"1959-09-08T00:00:00",
"1959-09-09T00:00:00",
"1959-09-10T00:00:00",
"1959-09-11T00:00:00",
"1959-09-12T00:00:00",
"1959-09-13T00:00:00",
"1959-09-14T00:00:00",
"1959-09-15T00:00:00",
"1959-09-16T00:00:00",
"1959-09-17T00:00:00",
"1959-09-18T00:00:00",
"1959-09-19T00:00:00",
"1959-09-20T00:00:00",
"1959-09-21T00:00:00",
"1959-09-22T00:00:00",
"1959-09-23T00:00:00",
"1959-09-24T00:00:00",
"1959-09-25T00:00:00",
"1959-09-26T00:00:00",
"1959-09-27T00:00:00",
"1959-09-28T00:00:00",
"1959-09-29T00:00:00",
"1959-09-30T00:00:00",
"1959-10-01T00:00:00",
"1959-10-02T00:00:00",
"1959-10-03T00:00:00",
"1959-10-04T00:00:00",
"1959-10-05T00:00:00",
"1959-10-06T00:00:00",
"1959-10-07T00:00:00",
"1959-10-08T00:00:00",
"1959-10-09T00:00:00",
"1959-10-10T00:00:00",
"1959-10-11T00:00:00",
"1959-10-12T00:00:00",
"1959-10-13T00:00:00",
"1959-10-14T00:00:00",
"1959-10-15T00:00:00",
"1959-10-16T00:00:00",
"1959-10-17T00:00:00",
"1959-10-18T00:00:00",
"1959-10-19T00:00:00",
"1959-10-20T00:00:00",
"1959-10-21T00:00:00",
"1959-10-22T00:00:00",
"1959-10-23T00:00:00",
"1959-10-24T00:00:00",
"1959-10-25T00:00:00",
"1959-10-26T00:00:00",
"1959-10-27T00:00:00",
"1959-10-28T00:00:00",
"1959-10-29T00:00:00",
"1959-10-30T00:00:00",
"1959-10-31T00:00:00",
"1959-11-01T00:00:00",
"1959-11-02T00:00:00",
"1959-11-03T00:00:00",
"1959-11-04T00:00:00",
"1959-11-05T00:00:00",
"1959-11-06T00:00:00",
"1959-11-07T00:00:00",
"1959-11-08T00:00:00",
"1959-11-09T00:00:00",
"1959-11-10T00:00:00",
"1959-11-11T00:00:00",
"1959-11-12T00:00:00",
"1959-11-13T00:00:00",
"1959-11-14T00:00:00",
"1959-11-15T00:00:00",
"1959-11-16T00:00:00",
"1959-11-17T00:00:00",
"1959-11-18T00:00:00",
"1959-11-19T00:00:00",
"1959-11-20T00:00:00",
"1959-11-21T00:00:00",
"1959-11-22T00:00:00",
"1959-11-23T00:00:00",
"1959-11-24T00:00:00",
"1959-11-25T00:00:00",
"1959-11-26T00:00:00",
"1959-11-27T00:00:00",
"1959-11-28T00:00:00",
"1959-11-29T00:00:00",
"1959-11-30T00:00:00",
"1959-12-01T00:00:00",
"1959-12-02T00:00:00",
"1959-12-03T00:00:00",
"1959-12-04T00:00:00",
"1959-12-05T00:00:00",
"1959-12-06T00:00:00",
"1959-12-07T00:00:00",
"1959-12-08T00:00:00",
"1959-12-09T00:00:00",
"1959-12-10T00:00:00",
"1959-12-11T00:00:00",
"1959-12-12T00:00:00",
"1959-12-13T00:00:00",
"1959-12-14T00:00:00",
"1959-12-15T00:00:00",
"1959-12-16T00:00:00",
"1959-12-17T00:00:00",
"1959-12-18T00:00:00",
"1959-12-19T00:00:00",
"1959-12-20T00:00:00",
"1959-12-21T00:00:00",
"1959-12-22T00:00:00",
"1959-12-23T00:00:00",
"1959-12-24T00:00:00",
"1959-12-25T00:00:00",
"1959-12-26T00:00:00",
"1959-12-27T00:00:00",
"1959-12-28T00:00:00",
"1959-12-29T00:00:00",
"1959-12-30T00:00:00",
"1959-12-31T00:00:00"
],
"xaxis": "x4",
"y": [
null,
null,
null,
-1.06524917659371,
8.583102471757941,
-9.84530735371071,
6.633684242927946,
4.179902730322905,
1.7149167359251434,
-12.20104965062948,
0.93475082340629,
-6.559754671099211,
13.011835503432144,
1.7765413857850847,
-0.3915258411056648,
-8.570797549789141,
5.656093206513375,
2.93475082340629,
-2.4168975282420577,
5.726121217717859,
-9.65203004278634,
10.751331301751474,
-2.5707975497891344,
-6.915335364915195,
0.3633222519777135,
5.440245328900796,
-0.9881644965678567,
-3.794887185643492,
7.751331301751474,
4.429202450210859,
-9.486763936343765,
-8.49382060516514,
-3.5597546710992036,
6.868978360575005,
-2.9377443285006306,
8.465617016037182,
-2.5707975497891415,
10.22752177794195,
-7.06524917659371,
-8.559754671099212,
7.011835503432144,
-5.5091728999292,
1.0370455874657587,
5.714916735925144,
-9.629621079200911,
9.36332225197772,
3.0116739003293658,
-1.1310216394249955,
-0.5091728999291929,
-4.534382983962811,
4.714916735925144,
-5.058192507772341,
-4.493820605165141,
10.29738818604365,
-0.7024502108535648,
3.347969957213661,
-2.10581155539138,
0.28634530735371266,
-6.343906793486625,
2.6490365376920053,
-6.13118324252778,
6.440406932003574,
-6.5091728999292,
-4.534382983962811,
9.85777387878229,
5.513236063656236,
1.3633222519777206,
-8.84546895681349,
-2.8453073537107105,
5.062255671499369,
5.322759873180043,
2.5720595930679973,
-5.0581925077723335,
-6.779534890879425,
-5.7026118139563495,
4.1546926462892895,
6.205112814356508,
-0.9629544125342413,
-6.856511835503426,
3.5132360636562354,
8.649036537692005,
4.297388186043658,
-6.131021639425002,
-8.794887185643486,
-5.248668698248526,
15.714916735925144,
-3.915335364915188,
-6.208106319450856,
8.72595961461508,
-1.559593067996426,
-3.223458614214908,
-1.248668698248526,
8.143488164496567,
-3.20104965062948,
1.3633222519777135,
-3.416897528242065,
-2.1310216394249952,
-1.7948871856434847,
-0.9629544125342413,
-4.1422261212177105,
15.227521777941943,
-0.9223920337365712,
-2.274040385384919,
-1.9881644965678567,
-2.2234586142149153,
-6.391525841105672,
5.143488164496567,
-3.20104965062948,
9.791893680549144,
-11.559754671099212,
3.0118355034321507,
1.633684242927946,
12.751331301751467,
-7.713654692646294,
-3.343906793486626,
-4.779534890879425,
-1.5597546710992036,
-1.8453073537107108,
14.490827100070799,
7.608474158894328,
-9.427940406932002,
-5.201049650629472,
1.791893680549144,
-3.5597546710992107,
-2.9881644965678635,
5.776541385785085,
-2.10581155539138,
11.85777387878229,
-8.77247822205805,
-1.6366777480222865,
1.725959614615081,
-4.41673592513928,
1.4908271000707929,
2.465617016037182,
5.286345307353713,
0.9418074922276661,
-9.779534890879425,
-3.9883260996706342,
2.58326407486072,
-5.366315757072061,
11.751331301751474,
-1.7136546926462872,
3.084664635084805,
1.0776079662634288,
-1.9883260996706342,
1.1546926462892892,
-2.0806014713577694,
-7.105811555391387,
2.714916735925136,
0.08466463508481203,
1.2204651091205818,
5.725959614615081,
3.440406932003574,
-10.08060147135777,
-8.248668698248526,
7.429202450210859,
11.22752177794195,
-2.4938206051651406,
-9.559754671099205,
2.8689783605750048,
0.3479699572136541,
7.037045587465759,
-6.999368978360572,
2.5132360636562354,
0.6490365376920053,
5.154531043186512,
-4.273878782282141,
-7.9377443285006235,
-2.8200972696770954,
2.4292024502108585,
0.37037892079908963,
8.36332225197772,
0.01167390032936566,
6.1546926462892895,
-8.366315757072055,
-10.248668698248526,
2.2863453073537197,
2.3703789207990895,
1.3633222519777206,
-2.9883260996706413,
13.011835503432136,
-2.0806014713577765,
-0.1058115553913872,
-6.285083264074856,
-6.201049650629472,
3.791893680549151,
-2.274040385384919,
9.726121217717859,
-2.652030042786339,
5.608474158894328,
-2.4279404069320027,
6.227521777941944,
-11.63667774802228,
-3.5597546710992036,
3.58326407486072,
0.9193985286422235,
-0.2486686982485331,
-6.713654692646287,
2.656093206513374,
5.506179394834859,
3.2973881860436505,
2.8689783605749977,
-4.794887185643485,
0.6084741588943352,
-5.427940406932002,
-3.058192507772334,
1.0776079662634288,
5.725959614615081,
0.29754978914643515,
2.347969957213654,
-8.105811555391387,
-1.5707975497891413,
7.798950349370528,
-3.208106319450863,
-4.7026118139563495,
-1.2738787822821342,
18.4908271000708,
-0.6772401268199566,
-11.713654692646287,
-6.915335364915188,
4.363322251977721,
7.2973881860436505,
2.0118355034321507,
-0.7948871856434847,
-7.391525841105672,
-2.285083264074864,
3.79895034937052,
8.077607966263429,
-7.416897528242065,
0.011835503432150452,
-5.366315757072054,
4.037045587465759,
3.4292024502108585,
-2.3439067934866187,
-2.6366777480222794,
0.8688167574722269,
2.8689783605750048,
3.347969957213654,
-5.391525841105665,
-3.4279404069320027,
7.798950349370521,
-2.350963462308002,
-1.4168975282420648,
-9.988164496567856,
20.06225567149937,
-7.820097269677095,
-4.999368978360572,
5.084664635084805,
2.077607966263429,
0.29738818604365747,
-11.273878782282141,
9.490827100070799,
-2.6772401268199566,
-2.142226121217711,
9.084664635084804,
0.6490365376920053,
-9.559754671099205,
-7.702450210853565,
8.062255671499376,
-2.962954412534234,
3.4292024502108585,
4.084664635084805,
-11.922392033736571,
4.2973881860436505,
-0.9881644965678495,
18.776541385785084,
1.1799027303228975,
-7.142226121217718,
-6.772478222058049,
-4.922392033736571,
0.725959614615081,
0.7261212177178586,
3.9193985286422306,
-3.534382983962818,
2.857773878782282,
6.7989503493705135,
2.2204651091205676,
-2.416897528242065,
-5.41673592513928,
-5.223458614214908,
-1.1058115553913872,
5.429202450210859,
1.941807492227659,
-0.4938206051651406,
-5.274040385384919,
11.011835503432144,
-7.080601471357769,
-5.8200972696771025,
3.714916735925143,
4.9418074922276665,
3.791893680549144,
-1.1311832425277801,
-2.8453073537107105,
-4.9377443285006235,
5.037045587465759,
-1.856511835503426,
-1.058192507772334,
6.506179394834859,
-1.1311832425277801,
-11.702450210853572,
2.9193985286422306,
-5.391525841105665,
2.5720595930680044,
2.227521777941958,
6.93475082340629,
2.4402453289007893,
-6.131021639425002,
-7.937744328500638,
9.894188444608613,
-2.142226121217711,
6.084664635084805,
2.791893680549144,
-1.4168975282420648,
-4.559593067996433,
-2.0806014713577765,
4.322759873180043,
-4.285083264074856,
-2.4867639363437646,
4.649036537692005,
1.1545310431865046,
-9.702450210853572,
-1.9377443285006306,
3.608474158894328,
6.000631021639421,
-2.4867639363437646,
-4.493820605165141,
10.011673900329358,
-0.559593067996426,
-4.794887185643478,
-0.8200972696770954,
2.857773878782282,
-0.7724782220580563,
1.5061793948348594,
7.725959614615081,
-0.41673592513928015,
-11.65203004278634,
4.465617016037182,
2.714916735925143,
-4.058192507772341,
-4.208106319450849,
-2.988326099670627,
8.440406932003574,
1.7765413857850847,
2.0370455874657587,
-8.285083264074864,
-2.201049650629487,
-5.06524917659371,
10.29738818604365,
1.8689783605749974,
6.4908271000708,
-6.962954412534241,
-5.142226121217718,
-1.2010496506294799,
2.93475082340629,
11.868816757472219,
-5.273878782282141,
-3.0806014713577694,
-3.8200972696770954,
3.2863453073537126,
-7.201049650629479,
-3.922392033736564,
7.154531043186512,
null,
null,
null
],
"yaxis": "y4"
}
],
"layout": {
"annotations": [
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Time",
"x": 0.5,
"xanchor": "center",
"xref": "paper",
"y": 0,
"yanchor": "top",
"yref": "paper",
"yshift": -30
}
],
"height": 750,
"legend": {
"title": {
"text": "Decomposition"
}
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "Time Series Decomposition"
},
"width": 750,
"xaxis": {
"anchor": "y",
"autorange": true,
"domain": [
0,
1
],
"matches": "x4",
"range": [
"1959-01-01",
"1959-12-31"
],
"showticklabels": false,
"type": "date"
},
"xaxis2": {
"anchor": "y2",
"autorange": true,
"domain": [
0,
1
],
"matches": "x4",
"range": [
"1959-01-01",
"1959-12-31"
],
"showticklabels": false,
"type": "date"
},
"xaxis3": {
"anchor": "y3",
"autorange": true,
"domain": [
0,
1
],
"matches": "x4",
"range": [
"1959-01-01",
"1959-12-31"
],
"showticklabels": false,
"type": "date"
},
"xaxis4": {
"anchor": "y4",
"autorange": true,
"domain": [
0,
1
],
"range": [
"1959-01-01",
"1959-12-31"
],
"type": "date"
},
"yaxis": {
"anchor": "x",
"autorange": true,
"domain": [
0.80625,
1
],
"range": [
20.22222222222222,
75.77777777777777
],
"type": "linear"
},
"yaxis2": {
"anchor": "x2",
"autorange": true,
"domain": [
0.5375,
0.73125
],
"range": [
32.198412698412696,
56.8015873015873
],
"type": "linear"
},
"yaxis3": {
"anchor": "x3",
"autorange": true,
"domain": [
0.26875,
0.4625
],
"range": [
-3.34316675388104,
1.968008998471183
],
"type": "linear"
},
"yaxis4": {
"anchor": "x4",
"autorange": true,
"domain": [
0,
0.19375
],
"range": [
-13.993455501858861,
21.854661522728748
],
"type": "linear"
}
}
},
"image/png": "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",
"text/html": [
"\n",
" \n",
" \n",
"
\n",
" \n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" stats | \n",
"
\n",
" \n",
" \n",
" \n",
" | Test Statistic | \n",
" -4.808291 | \n",
"
\n",
" \n",
" | p-value | \n",
" 0.000052 | \n",
"
\n",
" \n",
" | Lags Used | \n",
" 6.000000 | \n",
"
\n",
" \n",
" | Number of Observations Used | \n",
" 358.000000 | \n",
"
\n",
" \n",
" | Critical Value (1%) | \n",
" -3.448749 | \n",
"
\n",
" \n",
" | Critical Value (5%) | \n",
" -2.869647 | \n",
"
\n",
" \n",
" | Critical Value (10%) | \n",
" -2.571089 | \n",
"
\n",
" \n",
"
\n",
"
\n",
" \n",
" \n",
"
\n",
" \n",
"