diff --git a/causalpy/data/banks.csv b/causalpy/data/banks.csv new file mode 100644 index 00000000..9d4b9c74 --- /dev/null +++ b/causalpy/data/banks.csv @@ -0,0 +1,1879 @@ +date,weekday,day,month,year,bib6,bio6,bib8,bio8 +10775,Monday,1,7,1929,141,141,169,169 +10776,Tuesday,2,7,1929,141,141,169,169 +10777,Wednesday,3,7,1929,141,141,169,169 +10778,Thursday,4,7,1929,141,141,169,169 +10779,Friday,5,7,1929,141,141,169,169 +10780,Saturday,6,7,1929,141,141,169,169 +10781,Sunday,7,7,1929,141,141,169,169 +10782,Monday,8,7,1929,141,141,169,169 +10783,Tuesday,9,7,1929,141,141,169,169 +10784,Wednesday,10,7,1929,141,141,169,169 +10785,Thursday,11,7,1929,141,141,169,169 +10786,Friday,12,7,1929,141,141,169,169 +10787,Saturday,13,7,1929,141,141,169,169 +10788,Sunday,14,7,1929,141,141,169,169 +10789,Monday,15,7,1929,141,141,169,169 +10790,Tuesday,16,7,1929,141,141,169,169 +10791,Wednesday,17,7,1929,141,141,169,169 +10792,Thursday,18,7,1929,141,141,169,169 +10793,Friday,19,7,1929,141,141,169,169 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+11126,Tuesday,17,6,1930,136,136,165,165 +11127,Wednesday,18,6,1930,136,136,165,165 +11128,Thursday,19,6,1930,136,136,165,165 +11129,Friday,20,6,1930,135,135,165,165 +11130,Saturday,21,6,1930,135,135,165,165 +11131,Sunday,22,6,1930,135,135,165,165 +11132,Monday,23,6,1930,135,135,165,165 +11133,Tuesday,24,6,1930,135,135,165,165 +11134,Wednesday,25,6,1930,135,135,165,165 +11135,Thursday,26,6,1930,135,135,165,165 +11136,Friday,27,6,1930,135,135,165,165 +11137,Saturday,28,6,1930,135,135,165,165 +11138,Sunday,29,6,1930,135,135,165,165 +11139,Monday,30,6,1930,135,135,165,165 +11140,Tuesday,1,7,1930,135,135,165,165 +11141,Wednesday,2,7,1930,135,135,165,165 +11142,Thursday,3,7,1930,135,135,165,165 +11143,Friday,4,7,1930,135,135,165,165 +11144,Saturday,5,7,1930,135,135,165,165 +11145,Sunday,6,7,1930,135,135,165,165 +11146,Monday,7,7,1930,135,135,165,165 +11147,Tuesday,8,7,1930,135,135,165,165 +11148,Wednesday,9,7,1930,135,135,165,165 +11149,Thursday,10,7,1930,135,135,165,165 +11150,Friday,11,7,1930,135,135,165,165 +11151,Saturday,12,7,1930,135,135,165,165 +11152,Sunday,13,7,1930,135,135,165,165 +11153,Monday,14,7,1930,135,135,165,165 +11154,Tuesday,15,7,1930,135,135,165,165 +11155,Wednesday,16,7,1930,135,135,165,165 +11156,Thursday,17,7,1930,135,135,165,165 +11157,Friday,18,7,1930,135,135,165,165 +11158,Saturday,19,7,1930,135,135,165,165 +11159,Sunday,20,7,1930,135,135,165,165 +11160,Monday,21,7,1930,135,135,165,165 +11161,Tuesday,22,7,1930,135,135,165,165 +11162,Wednesday,23,7,1930,135,135,165,165 +11163,Thursday,24,7,1930,135,135,165,165 +11164,Friday,25,7,1930,135,135,165,165 +11165,Saturday,26,7,1930,135,135,165,165 +11166,Sunday,27,7,1930,135,135,165,165 +11167,Monday,28,7,1930,135,135,165,165 +11168,Tuesday,29,7,1930,135,135,165,165 +11169,Wednesday,30,7,1930,135,135,165,165 +11170,Thursday,31,7,1930,135,135,165,165 +11171,Friday,1,8,1930,135,135,165,165 +11172,Saturday,2,8,1930,135,135,165,165 +11173,Sunday,3,8,1930,135,135,165,165 +11174,Monday,4,8,1930,135,135,165,165 +11175,Tuesday,5,8,1930,135,135,165,165 +11176,Wednesday,6,8,1930,135,135,165,165 +11177,Thursday,7,8,1930,135,135,165,165 +11178,Friday,8,8,1930,135,135,165,165 +11179,Saturday,9,8,1930,135,135,165,165 +11180,Sunday,10,8,1930,135,135,166,166 +11181,Monday,11,8,1930,135,135,166,166 +11182,Tuesday,12,8,1930,135,135,166,166 +11183,Wednesday,13,8,1930,135,135,166,166 +11184,Thursday,14,8,1930,135,135,166,166 +11185,Friday,15,8,1930,135,135,166,166 +11186,Saturday,16,8,1930,135,135,166,166 +11187,Sunday,17,8,1930,135,135,166,166 +11188,Monday,18,8,1930,135,135,166,166 +11189,Tuesday,19,8,1930,135,135,166,166 +11190,Wednesday,20,8,1930,135,135,166,166 +11191,Thursday,21,8,1930,135,135,166,166 +11192,Friday,22,8,1930,135,135,166,166 +11193,Saturday,23,8,1930,135,135,166,166 +11194,Sunday,24,8,1930,135,135,166,166 +11195,Monday,25,8,1930,133,133,166,166 +11196,Tuesday,26,8,1930,133,133,166,166 +11197,Wednesday,27,8,1930,133,133,166,166 +11198,Thursday,28,8,1930,133,133,166,166 +11199,Friday,29,8,1930,133,133,166,166 +11200,Saturday,30,8,1930,133,133,166,166 +11201,Sunday,31,8,1930,133,133,166,166 +11202,Monday,1,9,1930,133,133,166,166 +11203,Tuesday,2,9,1930,133,133,166,166 +11204,Wednesday,3,9,1930,133,133,166,166 +11205,Thursday,4,9,1930,133,133,166,166 +11206,Friday,5,9,1930,133,133,166,166 +11207,Saturday,6,9,1930,133,133,166,166 +11208,Sunday,7,9,1930,133,133,166,166 +11209,Monday,8,9,1930,133,133,166,166 +11210,Tuesday,9,9,1930,133,133,166,166 +11211,Wednesday,10,9,1930,133,133,166,166 +11212,Thursday,11,9,1930,133,133,166,166 +11213,Friday,12,9,1930,133,133,166,166 +11214,Saturday,13,9,1930,133,133,166,166 +11215,Sunday,14,9,1930,133,133,166,166 +11216,Monday,15,9,1930,133,133,166,166 +11217,Tuesday,16,9,1930,134,134,166,166 +11218,Wednesday,17,9,1930,134,134,166,166 +11219,Thursday,18,9,1930,134,134,166,166 +11220,Friday,19,9,1930,134,134,166,166 +11221,Saturday,20,9,1930,134,134,166,166 +11222,Sunday,21,9,1930,134,134,166,166 +11223,Monday,22,9,1930,134,134,166,166 +11224,Tuesday,23,9,1930,134,134,166,166 +11225,Wednesday,24,9,1930,134,134,166,166 +11226,Thursday,25,9,1930,134,134,166,166 +11227,Friday,26,9,1930,134,134,166,166 +11228,Saturday,27,9,1930,134,134,166,166 +11229,Sunday,28,9,1930,134,134,166,166 +11230,Monday,29,9,1930,134,134,166,166 +11231,Tuesday,30,9,1930,134,134,166,166 +11232,Wednesday,1,10,1930,134,134,166,166 +11233,Thursday,2,10,1930,134,134,166,166 +11234,Friday,3,10,1930,134,133,166,166 +11235,Saturday,4,10,1930,134,133,166,166 +11236,Sunday,5,10,1930,134,133,166,166 +11237,Monday,6,10,1930,134,133,166,166 +11238,Tuesday,7,10,1930,134,133,166,166 +11239,Wednesday,8,10,1930,134,133,166,166 +11240,Thursday,9,10,1930,134,133,166,166 +11241,Friday,10,10,1930,133,132,166,166 +11242,Saturday,11,10,1930,133,132,166,166 +11243,Sunday,12,10,1930,133,132,166,166 +11244,Monday,13,10,1930,133,132,166,166 +11245,Tuesday,14,10,1930,133,132,166,166 +11246,Wednesday,15,10,1930,133,132,165,165 +11247,Thursday,16,10,1930,133,132,165,165 +11248,Friday,17,10,1930,133,132,165,165 +11249,Saturday,18,10,1930,133,132,164,164 +11250,Sunday,19,10,1930,133,132,163,163 +11251,Monday,20,10,1930,133,132,163,163 +11252,Tuesday,21,10,1930,133,132,163,163 +11253,Wednesday,22,10,1930,133,132,163,163 +11254,Thursday,23,10,1930,133,132,163,163 +11255,Friday,24,10,1930,133,132,163,163 +11256,Saturday,25,10,1930,133,132,163,163 +11257,Sunday,26,10,1930,133,132,163,163 +11258,Monday,27,10,1930,133,132,163,163 +11259,Tuesday,28,10,1930,132,131,163,163 +11260,Wednesday,29,10,1930,132,131,163,163 +11261,Thursday,30,10,1930,132,131,163,163 +11262,Friday,31,10,1930,132,131,163,163 +11263,Saturday,1,11,1930,132,131,163,163 +11264,Sunday,2,11,1930,131,130,163,163 +11265,Monday,3,11,1930,131,130,163,163 +11266,Tuesday,4,11,1930,131,130,163,163 +11267,Wednesday,5,11,1930,131,130,163,163 +11268,Thursday,6,11,1930,131,130,163,163 +11269,Friday,7,11,1930,131,130,163,163 +11270,Saturday,8,11,1930,131,130,163,163 +11271,Sunday,9,11,1930,131,130,163,163 +11272,Monday,10,11,1930,131,130,163,163 +11273,Tuesday,11,11,1930,131,130,163,163 +11274,Wednesday,12,11,1930,131,130,163,163 +11275,Thursday,13,11,1930,131,130,163,163 +11276,Friday,14,11,1930,131,130,163,163 +11277,Saturday,15,11,1930,131,130,163,163 +11278,Sunday,16,11,1930,131,130,163,163 +11279,Monday,17,11,1930,131,130,163,163 +11280,Tuesday,18,11,1930,131,130,163,163 +11281,Wednesday,19,11,1930,131,130,163,163 +11282,Thursday,20,11,1930,131,130,162,162 +11283,Friday,21,11,1930,130,129,161,161 +11284,Saturday,22,11,1930,130,129,161,161 +11285,Sunday,23,11,1930,130,129,161,161 +11286,Monday,24,11,1930,130,129,161,161 +11287,Tuesday,25,11,1930,130,129,161,161 +11288,Wednesday,26,11,1930,130,129,161,161 +11289,Thursday,27,11,1930,130,129,161,160 +11290,Friday,28,11,1930,130,129,161,160 +11291,Saturday,29,11,1930,130,129,160,159 +11292,Sunday,30,11,1930,130,129,160,159 +11293,Monday,1,12,1930,130,129,160,159 +11294,Tuesday,2,12,1930,130,129,160,159 +11295,Wednesday,3,12,1930,130,129,160,159 +11296,Thursday,4,12,1930,130,129,160,159 +11297,Friday,5,12,1930,130,129,160,159 +11298,Saturday,6,12,1930,130,129,160,159 +11299,Sunday,7,12,1930,130,129,159,158 +11300,Monday,8,12,1930,129,128,159,158 +11301,Tuesday,9,12,1930,129,128,159,158 +11302,Wednesday,10,12,1930,129,128,159,158 +11303,Thursday,11,12,1930,129,128,159,158 +11304,Friday,12,12,1930,129,128,159,158 +11305,Saturday,13,12,1930,129,128,159,158 +11306,Sunday,14,12,1930,129,128,159,158 +11307,Monday,15,12,1930,129,128,159,158 +11308,Tuesday,16,12,1930,129,128,159,158 +11309,Wednesday,17,12,1930,129,128,158,157 +11310,Thursday,18,12,1930,129,128,158,157 +11311,Friday,19,12,1930,129,128,156,155 +11312,Saturday,20,12,1930,129,128,153,151 +11313,Sunday,21,12,1930,129,128,151,148 +11314,Monday,22,12,1930,129,128,151,148 +11315,Tuesday,23,12,1930,128,126,151,148 +11316,Wednesday,24,12,1930,128,126,150,146 +11317,Thursday,25,12,1930,128,126,144,139 +11318,Friday,26,12,1930,128,126,144,138 +11319,Saturday,27,12,1930,128,126,143,135 +11320,Sunday,28,12,1930,128,126,143,134 +11321,Monday,29,12,1930,128,126,143,134 +11322,Tuesday,30,12,1930,128,125,143,134 +11323,Wednesday,31,12,1930,128,123,140,129 +11324,Thursday,1,1,1931,128,123,140,129 +11325,Friday,2,1,1931,128,123,140,129 +11326,Saturday,3,1,1931,128,123,138,124 +11327,Sunday,4,1,1931,128,123,138,121 +11328,Monday,5,1,1931,128,123,138,121 +11329,Tuesday,6,1,1931,127,122,137,120 +11330,Wednesday,7,1,1931,126,121,135,118 +11331,Thursday,8,1,1931,126,121,135,118 +11332,Friday,9,1,1931,126,121,134,116 +11333,Saturday,10,1,1931,126,121,134,116 +11334,Sunday,11,1,1931,126,121,133,112 +11335,Monday,12,1,1931,125,120,133,112 +11336,Tuesday,13,1,1931,125,119,133,112 +11337,Wednesday,14,1,1931,124,118,133,111 +11338,Thursday,15,1,1931,123,117,133,111 +11339,Friday,16,1,1931,123,117,133,111 +11340,Saturday,17,1,1931,123,117,133,111 +11341,Sunday,18,1,1931,123,117,133,111 +11342,Monday,19,1,1931,123,117,133,111 +11343,Tuesday,20,1,1931,123,117,133,111 +11344,Wednesday,21,1,1931,122,116,133,111 +11345,Thursday,22,1,1931,122,114,133,111 +11346,Friday,23,1,1931,122,114,133,111 +11347,Saturday,24,1,1931,122,114,133,111 +11348,Sunday,25,1,1931,122,114,133,112 +11349,Monday,26,1,1931,122,114,133,112 +11350,Tuesday,27,1,1931,121,113,133,112 +11351,Wednesday,28,1,1931,121,113,133,112 +11352,Thursday,29,1,1931,121,113,133,112 +11353,Friday,30,1,1931,121,113,133,113 +11354,Saturday,31,1,1931,121,114,133,113 +11355,Sunday,1,2,1931,121,114,133,115 +11356,Monday,2,2,1931,121,114,133,115 +11357,Tuesday,3,2,1931,121,114,133,118 +11358,Wednesday,4,2,1931,121,114,133,118 +11359,Thursday,5,2,1931,121,114,133,118 +11360,Friday,6,2,1931,121,114,133,119 +11361,Saturday,7,2,1931,121,114,133,119 +11362,Sunday,8,2,1931,121,114,133,118 +11363,Monday,9,2,1931,121,114,133,118 +11364,Tuesday,10,2,1931,121,114,133,118 +11365,Wednesday,11,2,1931,121,114,133,119 +11366,Thursday,12,2,1931,121,114,133,119 +11367,Friday,13,2,1931,121,116,133,119 +11368,Saturday,14,2,1931,121,116,133,119 +11369,Sunday,15,2,1931,121,116,133,120 +11370,Monday,16,2,1931,121,116,133,120 +11371,Tuesday,17,2,1931,121,116,133,121 +11372,Wednesday,18,2,1931,121,116,133,122 +11373,Thursday,19,2,1931,121,116,133,122 +11374,Friday,20,2,1931,121,116,133,122 +11375,Saturday,21,2,1931,121,116,133,122 +11376,Sunday,22,2,1931,121,117,133,119 +11377,Monday,23,2,1931,121,117,133,119 +11378,Tuesday,24,2,1931,121,117,133,121 +11379,Wednesday,25,2,1931,121,117,133,121 +11380,Thursday,26,2,1931,121,117,133,121 +11381,Friday,27,2,1931,121,117,133,121 +11382,Saturday,28,2,1931,121,117,133,121 +11383,Sunday,1,3,1931,121,119,132,120 +11384,Monday,2,3,1931,121,119,132,120 +11385,Tuesday,3,3,1931,121,119,131,118 +11386,Wednesday,4,3,1931,121,119,131,118 +11387,Thursday,5,3,1931,121,119,131,118 +11388,Friday,6,3,1931,121,119,131,118 +11389,Saturday,7,3,1931,121,119,131,118 +11390,Sunday,8,3,1931,121,119,131,118 +11391,Monday,9,3,1931,121,119,131,118 +11392,Tuesday,10,3,1931,121,119,131,118 +11393,Wednesday,11,3,1931,121,119,132,119 +11394,Thursday,12,3,1931,121,119,132,119 +11395,Friday,13,3,1931,121,119,132,119 +11396,Saturday,14,3,1931,121,119,132,119 +11397,Sunday,15,3,1931,121,119,132,119 +11398,Monday,16,3,1931,121,119,132,119 +11399,Tuesday,17,3,1931,121,119,132,120 +11400,Wednesday,18,3,1931,121,119,132,120 +11401,Thursday,19,3,1931,121,119,132,120 +11402,Friday,20,3,1931,121,120,132,120 +11403,Saturday,21,3,1931,121,120,132,120 +11404,Sunday,22,3,1931,121,120,132,120 +11405,Monday,23,3,1931,121,120,132,120 +11406,Tuesday,24,3,1931,121,120,132,120 +11407,Wednesday,25,3,1931,121,120,132,121 +11408,Thursday,26,3,1931,121,120,132,121 +11409,Friday,27,3,1931,121,120,132,121 +11410,Saturday,28,3,1931,121,120,132,121 +11411,Sunday,29,3,1931,121,120,132,121 +11412,Monday,30,3,1931,121,120,132,121 +11413,Tuesday,31,3,1931,121,120,132,121 +11414,Wednesday,1,4,1931,121,120,132,121 +11415,Thursday,2,4,1931,121,120,132,121 +11416,Friday,3,4,1931,121,120,132,121 +11417,Saturday,4,4,1931,121,120,132,121 +11418,Sunday,5,4,1931,121,120,132,121 +11419,Monday,6,4,1931,121,120,132,121 +11420,Tuesday,7,4,1931,121,120,132,122 +11421,Wednesday,8,4,1931,121,120,132,122 +11422,Thursday,9,4,1931,121,120,132,123 +11423,Friday,10,4,1931,121,120,132,123 +11424,Saturday,11,4,1931,121,120,132,123 +11425,Sunday,12,4,1931,121,120,132,126 +11426,Monday,13,4,1931,121,120,132,126 +11427,Tuesday,14,4,1931,121,120,132,126 +11428,Wednesday,15,4,1931,121,120,132,126 +11429,Thursday,16,4,1931,121,120,132,126 +11430,Friday,17,4,1931,121,120,132,126 +11431,Saturday,18,4,1931,121,120,132,127 +11432,Sunday,19,4,1931,121,120,132,127 +11433,Monday,20,4,1931,121,120,132,127 +11434,Tuesday,21,4,1931,121,120,132,127 +11435,Wednesday,22,4,1931,121,120,132,128 +11436,Thursday,23,4,1931,121,121,132,128 +11437,Friday,24,4,1931,121,121,132,128 +11438,Saturday,25,4,1931,121,121,132,128 +11439,Sunday,26,4,1931,121,121,132,128 +11440,Monday,27,4,1931,121,121,132,128 +11441,Tuesday,28,4,1931,121,121,132,128 +11442,Wednesday,29,4,1931,121,121,132,128 +11443,Thursday,30,4,1931,121,121,132,128 +11444,Friday,1,5,1931,121,121,132,128 +11445,Saturday,2,5,1931,121,121,132,128 +11446,Sunday,3,5,1931,121,121,132,128 +11447,Monday,4,5,1931,121,121,132,128 +11448,Tuesday,5,5,1931,121,121,132,128 +11449,Wednesday,6,5,1931,121,121,132,128 +11450,Thursday,7,5,1931,121,121,132,128 +11451,Friday,8,5,1931,121,121,132,128 +11452,Saturday,9,5,1931,121,121,132,128 +11453,Sunday,10,5,1931,121,121,132,128 +11454,Monday,11,5,1931,121,121,132,128 +11455,Tuesday,12,5,1931,121,121,132,128 +11456,Wednesday,13,5,1931,121,121,132,128 +11457,Thursday,14,5,1931,121,121,132,128 +11458,Friday,15,5,1931,121,121,132,128 +11459,Saturday,16,5,1931,121,121,132,128 +11460,Sunday,17,5,1931,121,121,132,128 +11461,Monday,18,5,1931,121,121,132,128 +11462,Tuesday,19,5,1931,121,121,132,128 +11463,Wednesday,20,5,1931,121,121,132,128 +11464,Thursday,21,5,1931,121,121,132,128 +11465,Friday,22,5,1931,121,121,132,128 +11466,Saturday,23,5,1931,121,121,132,128 +11467,Sunday,24,5,1931,121,121,132,129 +11468,Monday,25,5,1931,121,121,132,129 +11469,Tuesday,26,5,1931,121,121,132,129 +11470,Wednesday,27,5,1931,121,121,132,129 +11471,Thursday,28,5,1931,121,121,132,129 +11472,Friday,29,5,1931,121,121,132,129 +11473,Saturday,30,5,1931,121,121,132,129 +11474,Sunday,31,5,1931,121,121,132,129 +11475,Monday,1,6,1931,121,121,132,129 +11476,Tuesday,2,6,1931,121,121,132,129 +11477,Wednesday,3,6,1931,121,121,132,129 +11478,Thursday,4,6,1931,121,121,132,129 +11479,Friday,5,6,1931,121,121,132,129 +11480,Saturday,6,6,1931,121,121,132,129 +11481,Sunday,7,6,1931,121,121,132,129 +11482,Monday,8,6,1931,121,121,132,129 +11483,Tuesday,9,6,1931,121,121,132,129 +11484,Wednesday,10,6,1931,121,121,132,129 +11485,Thursday,11,6,1931,121,121,132,129 +11486,Friday,12,6,1931,121,121,132,129 +11487,Saturday,13,6,1931,121,121,132,129 +11488,Sunday,14,6,1931,121,121,132,129 +11489,Monday,15,6,1931,121,121,132,129 +11490,Tuesday,16,6,1931,121,121,132,129 +11491,Wednesday,17,6,1931,121,121,132,129 +11492,Thursday,18,6,1931,121,121,132,129 +11493,Friday,19,6,1931,121,121,132,129 +11494,Saturday,20,6,1931,121,121,132,129 +11495,Sunday,21,6,1931,121,121,132,129 +11496,Monday,22,6,1931,121,121,132,129 +11497,Tuesday,23,6,1931,121,121,132,129 +11498,Wednesday,24,6,1931,121,121,132,129 +11499,Thursday,25,6,1931,121,121,132,130 +11500,Friday,26,6,1931,121,121,132,130 +11501,Saturday,27,6,1931,121,121,132,130 +11502,Sunday,28,6,1931,121,121,132,130 +11503,Monday,29,6,1931,121,121,132,130 +11504,Tuesday,30,6,1931,121,121,132,130 +11505,Wednesday,1,7,1931,121,121,132,130 +11506,Thursday,2,7,1931,121,121,132,130 +11507,Friday,3,7,1931,121,121,132,130 +11508,Saturday,4,7,1931,121,121,132,130 +11509,Sunday,5,7,1931,121,121,132,130 +11510,Monday,6,7,1931,121,121,132,130 +11511,Tuesday,7,7,1931,121,121,132,130 +11512,Wednesday,8,7,1931,121,121,132,130 +11513,Thursday,9,7,1931,121,121,132,130 +11514,Friday,10,7,1931,121,121,132,130 +11515,Saturday,11,7,1931,121,121,132,130 +11516,Sunday,12,7,1931,121,121,132,130 +11517,Monday,13,7,1931,121,121,132,130 +11518,Tuesday,14,7,1931,121,121,132,130 +11519,Wednesday,15,7,1931,121,121,132,130 +11520,Thursday,16,7,1931,121,121,132,130 +11521,Friday,17,7,1931,121,121,132,130 +11522,Saturday,18,7,1931,121,121,132,130 +11523,Sunday,19,7,1931,121,121,132,130 +11524,Monday,20,7,1931,121,121,132,130 +11525,Tuesday,21,7,1931,121,121,132,130 +11526,Wednesday,22,7,1931,121,121,132,130 +11527,Thursday,23,7,1931,121,121,132,130 +11528,Friday,24,7,1931,121,121,132,130 +11529,Saturday,25,7,1931,121,121,132,130 +11530,Sunday,26,7,1931,121,121,132,130 +11531,Monday,27,7,1931,121,121,132,130 +11532,Tuesday,28,7,1931,121,121,132,130 +11533,Wednesday,29,7,1931,121,121,132,130 +11534,Thursday,30,7,1931,121,121,132,130 +11535,Friday,31,7,1931,121,121,132,130 +11536,Saturday,1,8,1931,121,121,132,130 +11537,Sunday,2,8,1931,121,121,132,130 +11538,Monday,3,8,1931,121,121,132,130 +11539,Tuesday,4,8,1931,121,121,132,130 +11540,Wednesday,5,8,1931,121,121,132,130 +11541,Thursday,6,8,1931,121,121,132,130 +11542,Friday,7,8,1931,121,121,132,130 +11543,Saturday,8,8,1931,121,121,132,130 +11544,Sunday,9,8,1931,121,121,132,130 +11545,Monday,10,8,1931,121,121,132,130 +11546,Tuesday,11,8,1931,121,121,132,130 +11547,Wednesday,12,8,1931,121,121,132,130 +11548,Thursday,13,8,1931,121,121,132,130 +11549,Friday,14,8,1931,121,121,132,130 +11550,Saturday,15,8,1931,121,121,132,130 +11551,Sunday,16,8,1931,121,121,132,130 +11552,Monday,17,8,1931,121,121,132,130 +11553,Tuesday,18,8,1931,121,121,132,130 +11554,Wednesday,19,8,1931,121,121,132,130 +11555,Thursday,20,8,1931,121,121,132,130 +11556,Friday,21,8,1931,121,121,132,130 +11557,Saturday,22,8,1931,121,121,132,130 +11558,Sunday,23,8,1931,121,121,132,130 +11559,Monday,24,8,1931,121,121,132,130 +11560,Tuesday,25,8,1931,121,121,132,130 +11561,Wednesday,26,8,1931,121,121,132,130 +11562,Thursday,27,8,1931,121,121,132,130 +11563,Friday,28,8,1931,121,121,132,130 +11564,Saturday,29,8,1931,121,121,132,130 +11565,Sunday,30,8,1931,121,121,132,130 +11566,Monday,31,8,1931,121,121,132,130 +11567,Tuesday,1,9,1931,121,121,132,130 +11568,Wednesday,2,9,1931,121,121,132,130 +11569,Thursday,3,9,1931,121,121,132,130 +11570,Friday,4,9,1931,121,121,132,130 +11571,Saturday,5,9,1931,121,121,132,130 +11572,Sunday,6,9,1931,121,121,132,130 +11573,Monday,7,9,1931,121,121,132,130 +11574,Tuesday,8,9,1931,121,121,132,130 +11575,Wednesday,9,9,1931,121,121,132,130 +11576,Thursday,10,9,1931,121,121,132,130 +11577,Friday,11,9,1931,121,121,132,130 +11578,Saturday,12,9,1931,121,121,132,130 +11579,Sunday,13,9,1931,121,121,132,130 +11580,Monday,14,9,1931,121,121,132,130 +11581,Tuesday,15,9,1931,121,121,132,130 +11582,Wednesday,16,9,1931,121,121,132,130 +11583,Thursday,17,9,1931,121,121,132,130 +11584,Friday,18,9,1931,120,120,132,130 +11585,Saturday,19,9,1931,120,120,132,130 +11586,Sunday,20,9,1931,120,120,132,130 +11587,Monday,21,9,1931,120,120,132,130 +11588,Tuesday,22,9,1931,119,119,132,130 +11589,Wednesday,23,9,1931,119,119,132,130 +11590,Thursday,24,9,1931,119,119,132,130 +11591,Friday,25,9,1931,119,119,132,130 +11592,Saturday,26,9,1931,119,119,132,130 +11593,Sunday,27,9,1931,119,119,132,130 +11594,Monday,28,9,1931,119,119,132,130 +11595,Tuesday,29,9,1931,119,119,132,130 +11596,Wednesday,30,9,1931,119,119,132,130 +11597,Thursday,1,10,1931,119,119,132,130 +11598,Friday,2,10,1931,119,119,132,130 +11599,Saturday,3,10,1931,119,119,132,130 +11600,Sunday,4,10,1931,119,119,132,130 +11601,Monday,5,10,1931,119,119,131,129 +11602,Tuesday,6,10,1931,119,119,131,129 +11603,Wednesday,7,10,1931,119,119,131,129 +11604,Thursday,8,10,1931,119,119,131,129 +11605,Friday,9,10,1931,119,119,131,129 +11606,Saturday,10,10,1931,119,119,131,129 +11607,Sunday,11,10,1931,119,119,131,129 +11608,Monday,12,10,1931,119,119,131,129 +11609,Tuesday,13,10,1931,118,118,131,129 +11610,Wednesday,14,10,1931,118,118,131,129 +11611,Thursday,15,10,1931,118,118,131,129 +11612,Friday,16,10,1931,118,117,131,129 +11613,Saturday,17,10,1931,118,117,131,129 +11614,Sunday,18,10,1931,118,117,131,129 +11615,Monday,19,10,1931,118,117,131,129 +11616,Tuesday,20,10,1931,118,117,131,129 +11617,Wednesday,21,10,1931,118,117,131,129 +11618,Thursday,22,10,1931,118,117,131,129 +11619,Friday,23,10,1931,118,117,131,129 +11620,Saturday,24,10,1931,118,117,131,129 +11621,Sunday,25,10,1931,118,117,131,130 +11622,Monday,26,10,1931,118,117,131,130 +11623,Tuesday,27,10,1931,118,116,131,130 +11624,Wednesday,28,10,1931,118,116,131,130 +11625,Thursday,29,10,1931,118,116,131,130 +11626,Friday,30,10,1931,118,116,131,130 +11627,Saturday,31,10,1931,118,116,131,130 +11628,Sunday,1,11,1931,118,116,131,130 +11629,Monday,2,11,1931,118,116,131,130 +11630,Tuesday,3,11,1931,118,116,131,130 +11631,Wednesday,4,11,1931,118,116,131,130 +11632,Thursday,5,11,1931,118,116,131,130 +11633,Friday,6,11,1931,118,116,131,130 +11634,Saturday,7,11,1931,118,116,131,130 +11635,Sunday,8,11,1931,118,116,131,130 +11636,Monday,9,11,1931,118,116,131,130 +11637,Tuesday,10,11,1931,118,116,131,130 +11638,Wednesday,11,11,1931,118,116,131,130 +11639,Thursday,12,11,1931,118,116,131,130 +11640,Friday,13,11,1931,118,116,131,130 +11641,Saturday,14,11,1931,118,115,131,130 +11642,Sunday,15,11,1931,117,114,131,130 +11643,Monday,16,11,1931,117,114,131,130 +11644,Tuesday,17,11,1931,117,114,130,129 +11645,Wednesday,18,11,1931,117,114,130,129 +11646,Thursday,19,11,1931,117,114,130,129 +11647,Friday,20,11,1931,117,114,130,129 +11648,Saturday,21,11,1931,117,114,129,128 +11649,Sunday,22,11,1931,117,114,129,128 +11650,Monday,23,11,1931,117,114,129,128 +11651,Tuesday,24,11,1931,117,114,129,128 +11652,Wednesday,25,11,1931,117,114,129,128 +11653,Thursday,26,11,1931,117,114,128,127 +11654,Friday,27,11,1931,117,114,128,127 +11655,Saturday,28,11,1931,116,112,128,127 +11656,Sunday,29,11,1931,116,112,128,127 +11657,Monday,30,11,1931,116,112,128,127 +11658,Tuesday,1,12,1931,116,111,128,127 +11659,Wednesday,2,12,1931,116,111,128,127 +11660,Thursday,3,12,1931,116,111,128,127 +11661,Friday,4,12,1931,116,111,128,127 +11662,Saturday,5,12,1931,116,110,128,127 +11663,Sunday,6,12,1931,116,109,128,127 +11664,Monday,7,12,1931,116,109,128,127 +11665,Tuesday,8,12,1931,116,109,128,127 +11666,Wednesday,9,12,1931,116,109,128,127 +11667,Thursday,10,12,1931,116,108,128,127 +11668,Friday,11,12,1931,116,108,128,127 +11669,Saturday,12,12,1931,116,108,128,127 +11670,Sunday,13,12,1931,116,108,128,127 +11671,Monday,14,12,1931,116,108,128,127 +11672,Tuesday,15,12,1931,116,108,128,127 +11673,Wednesday,16,12,1931,116,108,128,127 +11674,Thursday,17,12,1931,116,108,127,125 +11675,Friday,18,12,1931,116,108,127,125 +11676,Saturday,19,12,1931,116,108,127,125 +11677,Sunday,20,12,1931,116,108,126,124 +11678,Monday,21,12,1931,116,108,126,124 +11679,Tuesday,22,12,1931,116,108,126,124 +11680,Wednesday,23,12,1931,116,108,124,122 +11681,Thursday,24,12,1931,116,108,124,122 +11682,Friday,25,12,1931,116,108,123,121 +11683,Saturday,26,12,1931,116,108,123,121 +11684,Sunday,27,12,1931,116,108,122,120 +11685,Monday,28,12,1931,116,108,122,120 +11686,Tuesday,29,12,1931,116,108,122,120 +11687,Wednesday,30,12,1931,116,108,120,118 +11688,Thursday,31,12,1931,116,108,120,118 +11689,Friday,1,1,1932,116,108,120,118 +11690,Saturday,2,1,1932,116,108,120,118 +11691,Sunday,3,1,1932,116,108,121,118 +11692,Monday,4,1,1932,116,108,121,118 +11693,Tuesday,5,1,1932,116,108,120,116 +11694,Wednesday,6,1,1932,116,108,120,116 +11695,Thursday,7,1,1932,115,107,120,116 +11696,Friday,8,1,1932,115,107,120,116 +11697,Saturday,9,1,1932,115,107,120,115 +11698,Sunday,10,1,1932,115,107,120,115 +11699,Monday,11,1,1932,115,107,120,115 +11700,Tuesday,12,1,1932,114,107,120,115 +11701,Wednesday,13,1,1932,114,107,120,115 +11702,Thursday,14,1,1932,114,107,120,115 +11703,Friday,15,1,1932,114,107,120,115 +11704,Saturday,16,1,1932,114,107,120,115 +11705,Sunday,17,1,1932,114,107,120,115 +11706,Monday,18,1,1932,114,107,120,115 +11707,Tuesday,19,1,1932,114,107,120,115 +11708,Wednesday,20,1,1932,114,107,120,115 +11709,Thursday,21,1,1932,114,107,120,115 +11710,Friday,22,1,1932,114,107,120,115 +11711,Saturday,23,1,1932,114,107,120,115 +11712,Sunday,24,1,1932,114,107,120,115 +11713,Monday,25,1,1932,114,107,120,115 +11714,Tuesday,26,1,1932,114,107,120,115 +11715,Wednesday,27,1,1932,114,107,120,115 +11716,Thursday,28,1,1932,114,107,120,115 +11717,Friday,29,1,1932,114,107,120,115 +11718,Saturday,30,1,1932,114,107,120,115 +11719,Sunday,31,1,1932,114,107,120,115 +11720,Monday,1,2,1932,114,107,120,115 +11721,Tuesday,2,2,1932,114,107,120,115 +11722,Wednesday,3,2,1932,114,107,120,115 +11723,Thursday,4,2,1932,114,107,120,115 +11724,Friday,5,2,1932,114,107,120,115 +11725,Saturday,6,2,1932,114,107,120,115 +11726,Sunday,7,2,1932,114,107,120,115 +11727,Monday,8,2,1932,114,107,120,115 +11728,Tuesday,9,2,1932,114,107,120,115 +11729,Wednesday,10,2,1932,114,107,120,115 +11730,Thursday,11,2,1932,114,107,120,115 +11731,Friday,12,2,1932,114,107,120,115 +11732,Saturday,13,2,1932,114,108,120,115 +11733,Sunday,14,2,1932,114,108,120,115 +11734,Monday,15,2,1932,114,108,120,115 +11735,Tuesday,16,2,1932,114,108,120,116 +11736,Wednesday,17,2,1932,114,108,120,116 +11737,Thursday,18,2,1932,114,108,120,116 +11738,Friday,19,2,1932,114,108,120,116 +11739,Saturday,20,2,1932,114,108,120,116 +11740,Sunday,21,2,1932,114,108,120,116 +11741,Monday,22,2,1932,114,108,120,116 +11742,Tuesday,23,2,1932,114,108,120,116 +11743,Wednesday,24,2,1932,114,108,120,116 +11744,Thursday,25,2,1932,114,108,120,116 +11745,Friday,26,2,1932,114,108,120,116 +11746,Saturday,27,2,1932,114,108,120,116 +11747,Sunday,28,2,1932,114,109,120,117 +11748,Monday,29,2,1932,114,109,120,117 +11749,Tuesday,1,3,1932,114,109,120,117 +11750,Wednesday,2,3,1932,114,109,120,117 +11751,Thursday,3,3,1932,114,109,120,117 +11752,Friday,4,3,1932,114,109,120,117 +11753,Saturday,5,3,1932,114,109,120,117 +11754,Sunday,6,3,1932,114,109,120,117 +11755,Monday,7,3,1932,114,109,120,117 +11756,Tuesday,8,3,1932,114,109,120,117 +11757,Wednesday,9,3,1932,114,109,120,117 +11758,Thursday,10,3,1932,114,109,120,117 +11759,Friday,11,3,1932,114,108,120,117 +11760,Saturday,12,3,1932,114,108,120,117 +11761,Sunday,13,3,1932,114,108,120,118 +11762,Monday,14,3,1932,114,108,120,118 +11763,Tuesday,15,3,1932,114,108,120,118 +11764,Wednesday,16,3,1932,114,108,120,119 +11765,Thursday,17,3,1932,114,108,120,119 +11766,Friday,18,3,1932,114,108,120,119 +11767,Saturday,19,3,1932,114,108,120,119 +11768,Sunday,20,3,1932,114,108,120,119 +11769,Monday,21,3,1932,114,108,120,119 +11770,Tuesday,22,3,1932,114,108,120,119 +11771,Wednesday,23,3,1932,114,108,120,119 +11772,Thursday,24,3,1932,114,108,120,119 +11773,Friday,25,3,1932,114,108,120,119 +11774,Saturday,26,3,1932,114,108,120,119 +11775,Sunday,27,3,1932,114,108,120,119 +11776,Monday,28,3,1932,114,108,120,119 +11777,Tuesday,29,3,1932,114,109,120,119 +11778,Wednesday,30,3,1932,114,109,120,119 +11779,Thursday,31,3,1932,114,109,120,119 +11780,Friday,1,4,1932,114,109,120,119 +11781,Saturday,2,4,1932,114,109,120,119 +11782,Sunday,3,4,1932,114,109,120,119 +11783,Monday,4,4,1932,114,109,120,119 +11784,Tuesday,5,4,1932,114,109,120,119 +11785,Wednesday,6,4,1932,114,109,120,119 +11786,Thursday,7,4,1932,114,109,120,119 +11787,Friday,8,4,1932,114,109,120,119 +11788,Saturday,9,4,1932,114,109,120,119 +11789,Sunday,10,4,1932,114,109,120,119 +11790,Monday,11,4,1932,114,109,120,119 +11791,Tuesday,12,4,1932,114,109,120,119 +11792,Wednesday,13,4,1932,114,109,120,119 +11793,Thursday,14,4,1932,114,109,120,119 +11794,Friday,15,4,1932,114,109,120,119 +11795,Saturday,16,4,1932,114,109,120,119 +11796,Sunday,17,4,1932,114,109,120,119 +11797,Monday,18,4,1932,114,109,120,119 +11798,Tuesday,19,4,1932,114,109,120,119 +11799,Wednesday,20,4,1932,114,109,120,119 +11800,Thursday,21,4,1932,114,109,120,119 +11801,Friday,22,4,1932,114,109,120,119 +11802,Saturday,23,4,1932,114,109,120,119 +11803,Sunday,24,4,1932,114,109,120,119 +11804,Monday,25,4,1932,114,109,120,119 +11805,Tuesday,26,4,1932,114,109,120,119 +11806,Wednesday,27,4,1932,114,109,120,119 +11807,Thursday,28,4,1932,114,109,120,119 +11808,Friday,29,4,1932,114,109,120,119 +11809,Saturday,30,4,1932,114,109,120,119 +11810,Sunday,1,5,1932,114,109,120,119 +11811,Monday,2,5,1932,114,109,120,119 +11812,Tuesday,3,5,1932,114,109,120,119 +11813,Wednesday,4,5,1932,114,109,120,119 +11814,Thursday,5,5,1932,114,109,120,119 +11815,Friday,6,5,1932,114,109,120,119 +11816,Saturday,7,5,1932,114,109,120,119 +11817,Sunday,8,5,1932,114,109,120,119 +11818,Monday,9,5,1932,114,109,120,119 +11819,Tuesday,10,5,1932,114,109,120,119 +11820,Wednesday,11,5,1932,114,110,120,119 +11821,Thursday,12,5,1932,114,110,120,119 +11822,Friday,13,5,1932,114,110,120,119 +11823,Saturday,14,5,1932,114,110,120,119 +11824,Sunday,15,5,1932,114,110,120,119 +11825,Monday,16,5,1932,114,110,120,119 +11826,Tuesday,17,5,1932,114,110,120,119 +11827,Wednesday,18,5,1932,114,110,120,119 +11828,Thursday,19,5,1932,114,110,120,119 +11829,Friday,20,5,1932,114,110,120,119 +11830,Saturday,21,5,1932,114,110,120,119 +11831,Sunday,22,5,1932,115,111,120,119 +11832,Monday,23,5,1932,115,111,120,119 +11833,Tuesday,24,5,1932,115,111,120,119 +11834,Wednesday,25,5,1932,115,111,120,119 +11835,Thursday,26,5,1932,115,111,120,118 +11836,Friday,27,5,1932,115,111,120,118 +11837,Saturday,28,5,1932,115,111,120,118 +11838,Sunday,29,5,1932,115,111,120,118 +11839,Monday,30,5,1932,115,111,120,118 +11840,Tuesday,31,5,1932,115,111,120,118 +11841,Wednesday,1,6,1932,115,111,120,118 +11842,Thursday,2,6,1932,115,112,120,118 +11843,Friday,3,6,1932,114,111,120,118 +11844,Saturday,4,6,1932,114,111,120,118 +11845,Sunday,5,6,1932,114,111,120,118 +11846,Monday,6,6,1932,114,111,120,118 +11847,Tuesday,7,6,1932,113,110,120,118 +11848,Wednesday,8,6,1932,113,111,120,118 +11849,Thursday,9,6,1932,113,111,120,118 +11850,Friday,10,6,1932,113,111,120,118 +11851,Saturday,11,6,1932,113,111,120,118 +11852,Sunday,12,6,1932,113,111,120,118 +11853,Monday,13,6,1932,113,111,120,118 +11854,Tuesday,14,6,1932,113,111,120,118 +11855,Wednesday,15,6,1932,113,111,120,118 +11856,Thursday,16,6,1932,113,111,120,118 +11857,Friday,17,6,1932,113,111,120,118 +11858,Saturday,18,6,1932,113,111,120,118 +11859,Sunday,19,6,1932,113,111,120,118 +11860,Monday,20,6,1932,113,111,120,118 +11861,Tuesday,21,6,1932,113,111,120,118 +11862,Wednesday,22,6,1932,113,111,120,118 +11863,Thursday,23,6,1932,113,111,120,118 +11864,Friday,24,6,1932,113,111,120,118 +11865,Saturday,25,6,1932,113,111,120,118 +11866,Sunday,26,6,1932,113,111,120,118 +11867,Monday,27,6,1932,113,111,120,118 +11868,Tuesday,28,6,1932,113,111,120,118 +11869,Wednesday,29,6,1932,113,111,120,118 +11870,Thursday,30,6,1932,113,111,120,118 +11871,Friday,1,7,1932,113,111,120,118 +11872,Saturday,2,7,1932,113,111,121,119 +11873,Sunday,3,7,1932,113,111,121,119 +11874,Monday,4,7,1932,113,111,121,119 +11875,Tuesday,5,7,1932,113,111,121,119 +11876,Wednesday,6,7,1932,112,110,121,119 +11877,Thursday,7,7,1932,112,110,121,119 +11878,Friday,8,7,1932,112,110,121,119 +11879,Saturday,9,7,1932,112,110,121,119 +11880,Sunday,10,7,1932,112,110,121,119 +11881,Monday,11,7,1932,112,110,121,119 +11882,Tuesday,12,7,1932,112,110,121,119 +11883,Wednesday,13,7,1932,112,110,121,119 +11884,Thursday,14,7,1932,112,110,121,119 +11885,Friday,15,7,1932,112,110,121,119 +11886,Saturday,16,7,1932,112,110,121,119 +11887,Sunday,17,7,1932,112,110,121,119 +11888,Monday,18,7,1932,112,110,121,119 +11889,Tuesday,19,7,1932,112,110,121,119 +11890,Wednesday,20,7,1932,112,110,121,119 +11891,Thursday,21,7,1932,112,110,121,119 +11892,Friday,22,7,1932,112,110,121,119 +11893,Saturday,23,7,1932,112,110,121,119 +11894,Sunday,24,7,1932,112,110,121,119 +11895,Monday,25,7,1932,112,110,121,119 +11896,Tuesday,26,7,1932,112,110,121,119 +11897,Wednesday,27,7,1932,112,110,121,119 +11898,Thursday,28,7,1932,112,110,121,119 +11899,Friday,29,7,1932,112,110,121,119 +11900,Saturday,30,7,1932,112,110,121,119 +11901,Sunday,31,7,1932,112,110,121,119 +11902,Monday,1,8,1932,112,110,121,119 +11903,Tuesday,2,8,1932,112,110,121,119 +11904,Wednesday,3,8,1932,112,110,121,119 +11905,Thursday,4,8,1932,112,110,121,119 +11906,Friday,5,8,1932,112,110,121,119 +11907,Saturday,6,8,1932,112,110,121,119 +11908,Sunday,7,8,1932,112,110,121,119 +11909,Monday,8,8,1932,112,110,121,119 +11910,Tuesday,9,8,1932,112,110,121,119 +11911,Wednesday,10,8,1932,112,110,121,119 +11912,Thursday,11,8,1932,112,110,121,119 +11913,Friday,12,8,1932,112,110,121,119 +11914,Saturday,13,8,1932,112,110,121,119 +11915,Sunday,14,8,1932,112,110,121,119 +11916,Monday,15,8,1932,112,110,121,119 +11917,Tuesday,16,8,1932,112,110,121,119 +11918,Wednesday,17,8,1932,112,110,121,119 +11919,Thursday,18,8,1932,112,110,121,119 +11920,Friday,19,8,1932,112,110,121,119 +11921,Saturday,20,8,1932,112,110,121,119 +11922,Sunday,21,8,1932,112,110,121,119 +11923,Monday,22,8,1932,112,110,121,119 +11924,Tuesday,23,8,1932,112,110,121,119 +11925,Wednesday,24,8,1932,112,110,121,119 +11926,Thursday,25,8,1932,112,110,121,119 +11927,Friday,26,8,1932,112,110,121,119 +11928,Saturday,27,8,1932,112,110,121,119 +11929,Sunday,28,8,1932,112,110,121,119 +11930,Monday,29,8,1932,112,110,121,119 +11931,Tuesday,30,8,1932,112,110,121,119 +11932,Wednesday,31,8,1932,112,110,121,119 +11933,Thursday,1,9,1932,112,110,121,119 +11934,Friday,2,9,1932,112,110,121,119 +11935,Saturday,3,9,1932,112,110,121,119 +11936,Sunday,4,9,1932,112,110,121,119 +11937,Monday,5,9,1932,112,110,121,119 +11938,Tuesday,6,9,1932,112,110,121,119 +11939,Wednesday,7,9,1932,112,110,121,119 +11940,Thursday,8,9,1932,112,110,121,119 +11941,Friday,9,9,1932,112,110,121,119 +11942,Saturday,10,9,1932,112,110,121,119 +11943,Sunday,11,9,1932,112,110,121,119 +11944,Monday,12,9,1932,112,110,121,119 +11945,Tuesday,13,9,1932,112,110,121,119 +11946,Wednesday,14,9,1932,112,110,121,119 +11947,Thursday,15,9,1932,112,110,121,119 +11948,Friday,16,9,1932,112,110,121,119 +11949,Saturday,17,9,1932,112,110,121,119 +11950,Sunday,18,9,1932,112,110,121,119 +11951,Monday,19,9,1932,112,110,121,119 +11952,Tuesday,20,9,1932,112,110,121,119 +11953,Wednesday,21,9,1932,112,110,121,119 +11954,Thursday,22,9,1932,112,110,121,119 +11955,Friday,23,9,1932,112,110,121,119 +11956,Saturday,24,9,1932,112,110,121,119 +11957,Sunday,25,9,1932,112,110,121,119 +11958,Monday,26,9,1932,112,110,121,119 +11959,Tuesday,27,9,1932,112,110,121,119 +11960,Wednesday,28,9,1932,112,110,121,119 +11961,Thursday,29,9,1932,112,110,121,119 +11962,Friday,30,9,1932,112,110,121,119 +11963,Saturday,1,10,1932,112,110,121,119 +11964,Sunday,2,10,1932,112,110,121,119 +11965,Monday,3,10,1932,112,110,121,119 +11966,Tuesday,4,10,1932,112,110,121,119 +11967,Wednesday,5,10,1932,112,110,121,119 +11968,Thursday,6,10,1932,112,110,121,119 +11969,Friday,7,10,1932,112,110,121,119 +11970,Saturday,8,10,1932,112,110,121,119 +11971,Sunday,9,10,1932,112,110,121,119 +11972,Monday,10,10,1932,112,110,121,119 +11973,Tuesday,11,10,1932,112,110,121,119 +11974,Wednesday,12,10,1932,112,110,121,119 +11975,Thursday,13,10,1932,112,110,121,119 +11976,Friday,14,10,1932,112,110,121,119 +11977,Saturday,15,10,1932,112,110,121,119 +11978,Sunday,16,10,1932,112,110,121,119 +11979,Monday,17,10,1932,112,110,121,119 +11980,Tuesday,18,10,1932,112,110,121,119 +11981,Wednesday,19,10,1932,112,110,121,119 +11982,Thursday,20,10,1932,112,110,121,119 +11983,Friday,21,10,1932,112,110,121,119 +11984,Saturday,22,10,1932,112,110,121,119 +11985,Sunday,23,10,1932,112,110,121,119 +11986,Monday,24,10,1932,112,110,121,119 +11987,Tuesday,25,10,1932,112,110,121,119 +11988,Wednesday,26,10,1932,112,110,121,119 +11989,Thursday,27,10,1932,112,110,121,119 +11990,Friday,28,10,1932,112,110,121,119 +11991,Saturday,29,10,1932,112,110,121,119 +11992,Sunday,30,10,1932,112,110,121,119 +11993,Monday,31,10,1932,112,110,121,119 +11994,Tuesday,1,11,1932,112,110,120,118 +11995,Wednesday,2,11,1932,112,110,120,118 +11996,Thursday,3,11,1932,112,110,120,118 +11997,Friday,4,11,1932,112,110,120,118 +11998,Saturday,5,11,1932,112,110,120,118 +11999,Sunday,6,11,1932,112,110,120,118 +12000,Monday,7,11,1932,112,110,120,118 +12001,Tuesday,8,11,1932,112,110,120,118 +12002,Wednesday,9,11,1932,112,110,120,118 +12003,Thursday,10,11,1932,112,110,120,118 +12004,Friday,11,11,1932,112,110,120,118 +12005,Saturday,12,11,1932,112,110,120,118 +12006,Sunday,13,11,1932,112,110,120,118 +12007,Monday,14,11,1932,112,110,120,118 +12008,Tuesday,15,11,1932,112,110,120,118 +12009,Wednesday,16,11,1932,112,110,120,118 +12010,Thursday,17,11,1932,112,110,120,118 +12011,Friday,18,11,1932,112,110,120,118 +12012,Saturday,19,11,1932,112,110,120,118 +12013,Sunday,20,11,1932,112,110,120,119 +12014,Monday,21,11,1932,112,110,120,119 +12015,Tuesday,22,11,1932,112,110,120,119 +12016,Wednesday,23,11,1932,112,110,121,120 +12017,Thursday,24,11,1932,112,110,121,120 +12018,Friday,25,11,1932,112,110,121,120 +12019,Saturday,26,11,1932,112,110,121,120 +12020,Sunday,27,11,1932,112,110,121,120 +12021,Monday,28,11,1932,112,110,121,120 +12022,Tuesday,29,11,1932,112,110,121,120 +12023,Wednesday,30,11,1932,112,110,121,120 +12024,Thursday,1,12,1932,112,110,121,120 +12025,Friday,2,12,1932,112,110,121,120 +12026,Saturday,3,12,1932,112,110,121,120 +12027,Sunday,4,12,1932,112,110,121,120 +12028,Monday,5,12,1932,112,110,121,120 +12029,Tuesday,6,12,1932,112,110,121,120 +12030,Wednesday,7,12,1932,112,110,121,120 +12031,Thursday,8,12,1932,112,110,121,120 +12032,Friday,9,12,1932,112,110,121,120 +12033,Saturday,10,12,1932,112,110,121,120 +12034,Sunday,11,12,1932,112,110,121,120 +12035,Monday,12,12,1932,112,110,121,120 +12036,Tuesday,13,12,1932,112,110,121,120 +12037,Wednesday,14,12,1932,112,110,121,120 +12038,Thursday,15,12,1932,112,110,121,120 +12039,Friday,16,12,1932,112,110,121,120 +12040,Saturday,17,12,1932,112,110,121,120 +12041,Sunday,18,12,1932,112,110,121,120 +12042,Monday,19,12,1932,112,110,121,120 +12043,Tuesday,20,12,1932,112,110,121,120 +12044,Wednesday,21,12,1932,112,110,121,120 +12045,Thursday,22,12,1932,112,110,121,120 +12046,Friday,23,12,1932,112,110,121,120 +12047,Saturday,24,12,1932,112,110,120,119 +12048,Sunday,25,12,1932,112,110,120,119 +12049,Monday,26,12,1932,112,110,120,119 +12050,Tuesday,27,12,1932,112,110,120,119 +12051,Wednesday,28,12,1932,112,110,120,119 +12052,Thursday,29,12,1932,112,110,120,119 +12053,Friday,30,12,1932,112,110,120,119 +12054,Saturday,31,12,1932,112,110,120,119 +12055,Sunday,1,1,1933,112,110,119,118 +12056,Monday,2,1,1933,112,110,119,118 +12057,Tuesday,3,1,1933,112,110,119,118 +12058,Wednesday,4,1,1933,112,110,119,118 +12059,Thursday,5,1,1933,112,110,119,118 +12060,Friday,6,1,1933,112,110,119,118 +12061,Saturday,7,1,1933,112,110,119,118 +12062,Sunday,8,1,1933,112,110,119,118 +12063,Monday,9,1,1933,112,110,119,118 +12064,Tuesday,10,1,1933,112,110,118,117 +12065,Wednesday,11,1,1933,112,110,118,117 +12066,Thursday,12,1,1933,112,110,118,117 +12067,Friday,13,1,1933,111,109,118,117 +12068,Saturday,14,1,1933,111,109,118,117 +12069,Sunday,15,1,1933,111,109,118,117 +12070,Monday,16,1,1933,111,109,118,117 +12071,Tuesday,17,1,1933,111,109,118,117 +12072,Wednesday,18,1,1933,111,109,118,117 +12073,Thursday,19,1,1933,111,109,118,117 +12074,Friday,20,1,1933,111,109,118,117 +12075,Saturday,21,1,1933,111,109,118,117 +12076,Sunday,22,1,1933,111,109,118,117 +12077,Monday,23,1,1933,111,109,118,117 +12078,Tuesday,24,1,1933,111,109,118,117 +12079,Wednesday,25,1,1933,111,109,118,117 +12080,Thursday,26,1,1933,111,109,118,117 +12081,Friday,27,1,1933,111,109,117,116 +12082,Saturday,28,1,1933,111,109,117,116 +12083,Sunday,29,1,1933,111,109,117,116 +12084,Monday,30,1,1933,111,109,117,116 +12085,Tuesday,31,1,1933,111,109,117,116 +12086,Wednesday,1,2,1933,111,109,117,116 +12087,Thursday,2,2,1933,111,109,117,116 +12088,Friday,3,2,1933,111,109,117,116 +12089,Saturday,4,2,1933,111,109,117,116 +12090,Sunday,5,2,1933,111,109,117,116 +12091,Monday,6,2,1933,111,109,117,116 +12092,Tuesday,7,2,1933,111,109,117,116 +12093,Wednesday,8,2,1933,110,108,117,116 +12094,Thursday,9,2,1933,110,108,117,116 +12095,Friday,10,2,1933,110,108,117,116 +12096,Saturday,11,2,1933,110,108,115,114 +12097,Sunday,12,2,1933,110,108,115,114 +12098,Monday,13,2,1933,110,108,115,114 +12099,Tuesday,14,2,1933,110,108,115,114 +12100,Wednesday,15,2,1933,110,108,115,114 +12101,Thursday,16,2,1933,110,108,113,112 +12102,Friday,17,2,1933,110,108,113,112 +12103,Saturday,18,2,1933,110,108,113,112 +12104,Sunday,19,2,1933,109,107,113,112 +12105,Monday,20,2,1933,109,107,113,112 +12106,Tuesday,21,2,1933,109,107,113,112 +12107,Wednesday,22,2,1933,109,107,113,112 +12108,Thursday,23,2,1933,109,107,113,112 +12109,Friday,24,2,1933,109,107,113,112 +12110,Saturday,25,2,1933,109,107,113,112 +12111,Sunday,26,2,1933,109,107,113,112 +12112,Monday,27,2,1933,109,107,113,112 +12113,Tuesday,28,2,1933,109,107,113,112 +12114,Wednesday,1,3,1933,109,107,113,112 +12115,Thursday,2,3,1933,109,107,113,112 +12116,Friday,3,3,1933,109,107,113,112 +12117,Saturday,4,3,1933,109,107,113,112 +12118,Sunday,5,3,1933,109,107,113,112 +12119,Monday,6,3,1933,109,107,113,112 +12120,Tuesday,7,3,1933,109,107,112,111 +12121,Wednesday,8,3,1933,109,107,112,111 +12122,Thursday,9,3,1933,109,107,112,111 +12123,Friday,10,3,1933,109,107,112,111 +12124,Saturday,11,3,1933,109,107,112,111 +12125,Sunday,12,3,1933,109,107,112,111 +12126,Monday,13,3,1933,109,107,112,111 +12127,Tuesday,14,3,1933,109,107,112,111 +12128,Wednesday,15,3,1933,109,107,112,111 +12129,Thursday,16,3,1933,109,107,112,111 +12130,Friday,17,3,1933,109,107,112,111 +12131,Saturday,18,3,1933,109,107,112,111 +12132,Sunday,19,3,1933,108,106,112,111 +12133,Monday,20,3,1933,108,106,112,111 +12134,Tuesday,21,3,1933,108,106,112,111 +12135,Wednesday,22,3,1933,108,106,112,111 +12136,Thursday,23,3,1933,108,106,112,111 +12137,Friday,24,3,1933,108,106,112,111 +12138,Saturday,25,3,1933,108,106,112,111 +12139,Sunday,26,3,1933,107,105,112,111 +12140,Monday,27,3,1933,107,105,112,111 +12141,Tuesday,28,3,1933,107,105,112,111 +12142,Wednesday,29,3,1933,107,105,112,111 +12143,Thursday,30,3,1933,107,105,112,111 +12144,Friday,31,3,1933,107,105,112,111 +12145,Saturday,1,4,1933,107,105,112,111 +12146,Sunday,2,4,1933,107,105,112,111 +12147,Monday,3,4,1933,107,105,112,111 +12148,Tuesday,4,4,1933,107,105,112,111 +12149,Wednesday,5,4,1933,106,104,112,111 +12150,Thursday,6,4,1933,106,104,112,111 +12151,Friday,7,4,1933,106,104,112,111 +12152,Saturday,8,4,1933,106,104,112,111 +12153,Sunday,9,4,1933,106,104,112,111 +12154,Monday,10,4,1933,106,104,112,111 +12155,Tuesday,11,4,1933,106,104,112,111 +12156,Wednesday,12,4,1933,106,104,112,111 +12157,Thursday,13,4,1933,106,104,112,111 +12158,Friday,14,4,1933,106,104,112,111 +12159,Saturday,15,4,1933,106,104,112,111 +12160,Sunday,16,4,1933,106,104,112,111 +12161,Monday,17,4,1933,106,104,112,111 +12162,Tuesday,18,4,1933,106,104,112,111 +12163,Wednesday,19,4,1933,106,104,112,111 +12164,Thursday,20,4,1933,106,104,112,111 +12165,Friday,21,4,1933,106,104,112,111 +12166,Saturday,22,4,1933,106,104,112,111 +12167,Sunday,23,4,1933,106,104,111,110 +12168,Monday,24,4,1933,106,104,111,110 +12169,Tuesday,25,4,1933,106,104,111,110 +12170,Wednesday,26,4,1933,106,104,111,110 +12171,Thursday,27,4,1933,106,104,111,110 +12172,Friday,28,4,1933,106,104,111,110 +12173,Saturday,29,4,1933,106,104,111,110 +12174,Sunday,30,4,1933,105,103,111,110 +12175,Monday,1,5,1933,105,103,111,110 +12176,Tuesday,2,5,1933,105,103,111,110 +12177,Wednesday,3,5,1933,105,103,111,110 +12178,Thursday,4,5,1933,105,103,111,110 +12179,Friday,5,5,1933,105,103,111,110 +12180,Saturday,6,5,1933,105,103,111,110 +12181,Sunday,7,5,1933,105,103,111,110 +12182,Monday,8,5,1933,105,103,111,110 +12183,Tuesday,9,5,1933,105,103,111,110 +12184,Wednesday,10,5,1933,105,103,111,110 +12185,Thursday,11,5,1933,105,103,111,110 +12186,Friday,12,5,1933,105,103,111,110 +12187,Saturday,13,5,1933,105,103,111,110 +12188,Sunday,14,5,1933,105,103,111,110 +12189,Monday,15,5,1933,105,103,111,110 +12190,Tuesday,16,5,1933,105,103,111,110 +12191,Wednesday,17,5,1933,105,103,111,110 +12192,Thursday,18,5,1933,105,103,111,110 +12193,Friday,19,5,1933,105,103,111,110 +12194,Saturday,20,5,1933,104,102,111,110 +12195,Sunday,21,5,1933,104,102,111,110 +12196,Monday,22,5,1933,104,102,111,110 +12197,Tuesday,23,5,1933,104,102,111,110 +12198,Wednesday,24,5,1933,104,102,111,110 +12199,Thursday,25,5,1933,104,102,111,110 +12200,Friday,26,5,1933,104,102,111,110 +12201,Saturday,27,5,1933,104,102,111,110 +12202,Sunday,28,5,1933,104,102,111,110 +12203,Monday,29,5,1933,104,102,111,110 +12204,Tuesday,30,5,1933,104,102,111,110 +12205,Wednesday,31,5,1933,104,102,111,110 +12206,Thursday,1,6,1933,104,102,111,110 +12207,Friday,2,6,1933,104,102,111,110 +12208,Saturday,3,6,1933,104,102,111,110 +12209,Sunday,4,6,1933,104,102,111,110 +12210,Monday,5,6,1933,104,102,111,110 +12211,Tuesday,6,6,1933,104,102,111,110 +12212,Wednesday,7,6,1933,104,102,111,110 +12213,Thursday,8,6,1933,104,102,111,110 +12214,Friday,9,6,1933,104,102,111,110 +12215,Saturday,10,6,1933,104,102,111,110 +12216,Sunday,11,6,1933,104,102,111,110 +12217,Monday,12,6,1933,104,102,111,110 +12218,Tuesday,13,6,1933,104,102,111,110 +12219,Wednesday,14,6,1933,104,102,111,110 +12220,Thursday,15,6,1933,104,102,111,110 +12221,Friday,16,6,1933,104,102,111,110 +12222,Saturday,17,6,1933,104,102,111,110 +12223,Sunday,18,6,1933,103,101,111,110 +12224,Monday,19,6,1933,103,101,111,110 +12225,Tuesday,20,6,1933,103,101,111,110 +12226,Wednesday,21,6,1933,103,101,111,110 +12227,Thursday,22,6,1933,102,100,111,110 +12228,Friday,23,6,1933,102,100,111,110 +12229,Saturday,24,6,1933,102,100,111,110 +12230,Sunday,25,6,1933,102,100,111,110 +12231,Monday,26,6,1933,102,100,111,110 +12232,Tuesday,27,6,1933,102,100,111,110 +12233,Wednesday,28,6,1933,102,100,111,110 +12234,Thursday,29,6,1933,102,100,111,110 +12235,Friday,30,6,1933,102,100,111,110 +12236,Saturday,1,7,1933,102,100,111,110 +12237,Sunday,2,7,1933,102,100,111,110 +12238,Monday,3,7,1933,102,100,111,110 +12239,Tuesday,4,7,1933,102,100,111,110 +12240,Wednesday,5,7,1933,102,100,111,110 +12241,Thursday,6,7,1933,102,100,111,110 +12242,Friday,7,7,1933,102,100,111,110 +12243,Saturday,8,7,1933,102,100,111,110 +12244,Sunday,9,7,1933,102,100,111,110 +12245,Monday,10,7,1933,102,100,111,110 +12246,Tuesday,11,7,1933,102,100,111,110 +12247,Wednesday,12,7,1933,102,100,111,110 +12248,Thursday,13,7,1933,102,100,111,110 +12249,Friday,14,7,1933,102,100,111,110 +12250,Saturday,15,7,1933,102,100,111,110 +12251,Sunday,16,7,1933,102,100,111,110 +12252,Monday,17,7,1933,102,100,111,110 +12253,Tuesday,18,7,1933,102,100,111,110 +12254,Wednesday,19,7,1933,102,100,111,110 +12255,Thursday,20,7,1933,102,100,111,110 +12256,Friday,21,7,1933,102,100,111,110 +12257,Saturday,22,7,1933,102,100,111,110 +12258,Sunday,23,7,1933,102,100,111,110 +12259,Monday,24,7,1933,102,100,111,110 +12260,Tuesday,25,7,1933,102,100,111,110 +12261,Wednesday,26,7,1933,102,100,111,110 +12262,Thursday,27,7,1933,102,100,111,110 +12263,Friday,28,7,1933,102,100,111,110 +12264,Saturday,29,7,1933,102,100,111,110 +12265,Sunday,30,7,1933,102,100,111,110 +12266,Monday,31,7,1933,102,100,111,110 +12267,Tuesday,1,8,1933,102,100,111,110 +12268,Wednesday,2,8,1933,102,100,111,110 +12269,Thursday,3,8,1933,102,100,111,110 +12270,Friday,4,8,1933,102,100,111,110 +12271,Saturday,5,8,1933,102,100,111,110 +12272,Sunday,6,8,1933,102,100,111,110 +12273,Monday,7,8,1933,102,100,111,110 +12274,Tuesday,8,8,1933,102,100,111,110 +12275,Wednesday,9,8,1933,102,100,111,110 +12276,Thursday,10,8,1933,102,100,111,110 +12277,Friday,11,8,1933,102,100,111,110 +12278,Saturday,12,8,1933,102,100,111,110 +12279,Sunday,13,8,1933,102,100,111,110 +12280,Monday,14,8,1933,102,100,111,110 +12281,Tuesday,15,8,1933,102,100,111,110 +12282,Wednesday,16,8,1933,102,100,111,110 +12283,Thursday,17,8,1933,102,100,111,110 +12284,Friday,18,8,1933,102,100,111,110 +12285,Saturday,19,8,1933,102,100,111,110 +12286,Sunday,20,8,1933,102,100,111,110 +12287,Monday,21,8,1933,102,100,111,110 +12288,Tuesday,22,8,1933,102,100,111,110 +12289,Wednesday,23,8,1933,102,100,111,110 +12290,Thursday,24,8,1933,102,100,111,110 +12291,Friday,25,8,1933,102,100,111,110 +12292,Saturday,26,8,1933,102,100,111,110 +12293,Sunday,27,8,1933,102,100,111,110 +12294,Monday,28,8,1933,102,100,111,110 +12295,Tuesday,29,8,1933,102,100,111,110 +12296,Wednesday,30,8,1933,102,100,111,110 +12297,Thursday,31,8,1933,102,100,111,110 +12298,Friday,1,9,1933,102,100,111,110 +12299,Saturday,2,9,1933,102,100,111,110 +12300,Sunday,3,9,1933,102,100,111,110 +12301,Monday,4,9,1933,102,100,111,110 +12302,Tuesday,5,9,1933,102,100,111,110 +12303,Wednesday,6,9,1933,102,100,111,110 +12304,Thursday,7,9,1933,102,100,110,109 +12305,Friday,8,9,1933,102,100,110,109 +12306,Saturday,9,9,1933,102,100,110,109 +12307,Sunday,10,9,1933,102,100,110,109 +12308,Monday,11,9,1933,102,100,110,109 +12309,Tuesday,12,9,1933,102,100,110,109 +12310,Wednesday,13,9,1933,102,100,110,109 +12311,Thursday,14,9,1933,102,100,110,109 +12312,Friday,15,9,1933,102,100,110,109 +12313,Saturday,16,9,1933,102,100,110,109 +12314,Sunday,17,9,1933,102,100,110,109 +12315,Monday,18,9,1933,102,100,110,109 +12316,Tuesday,19,9,1933,102,100,110,109 +12317,Wednesday,20,9,1933,102,100,110,109 +12318,Thursday,21,9,1933,102,100,110,109 +12319,Friday,22,9,1933,102,100,111,110 +12320,Saturday,23,9,1933,102,100,111,110 +12321,Sunday,24,9,1933,102,100,111,110 +12322,Monday,25,9,1933,102,100,111,110 +12323,Tuesday,26,9,1933,102,100,111,110 +12324,Wednesday,27,9,1933,102,100,111,110 +12325,Thursday,28,9,1933,102,100,111,110 +12326,Friday,29,9,1933,102,100,111,110 +12327,Saturday,30,9,1933,102,100,111,110 +12328,Sunday,1,10,1933,102,100,111,110 +12329,Monday,2,10,1933,102,100,111,110 +12330,Tuesday,3,10,1933,102,100,111,110 +12331,Wednesday,4,10,1933,102,100,111,110 +12332,Thursday,5,10,1933,102,100,111,110 +12333,Friday,6,10,1933,102,100,111,110 +12334,Saturday,7,10,1933,102,100,111,110 +12335,Sunday,8,10,1933,102,100,111,110 +12336,Monday,9,10,1933,102,100,111,110 +12337,Tuesday,10,10,1933,102,100,111,110 +12338,Wednesday,11,10,1933,102,100,111,110 +12339,Thursday,12,10,1933,102,100,111,110 +12340,Friday,13,10,1933,102,100,111,110 +12341,Saturday,14,10,1933,102,100,111,110 +12342,Sunday,15,10,1933,102,100,111,110 +12343,Monday,16,10,1933,102,100,111,110 +12344,Tuesday,17,10,1933,102,100,111,110 +12345,Wednesday,18,10,1933,102,100,111,110 +12346,Thursday,19,10,1933,102,100,111,110 +12347,Friday,20,10,1933,102,100,111,110 +12348,Saturday,21,10,1933,102,100,111,110 +12349,Sunday,22,10,1933,102,100,111,110 +12350,Monday,23,10,1933,102,100,111,110 +12351,Tuesday,24,10,1933,102,100,111,110 +12352,Wednesday,25,10,1933,102,100,111,110 +12353,Thursday,26,10,1933,102,100,111,110 +12354,Friday,27,10,1933,102,100,111,110 +12355,Saturday,28,10,1933,102,100,111,110 +12356,Sunday,29,10,1933,102,100,111,110 +12357,Monday,30,10,1933,102,100,111,110 +12358,Tuesday,31,10,1933,102,100,111,110 +12359,Wednesday,1,11,1933,102,100,111,110 +12360,Thursday,2,11,1933,102,100,111,110 +12361,Friday,3,11,1933,102,100,111,110 +12362,Saturday,4,11,1933,102,100,111,110 +12363,Sunday,5,11,1933,102,100,111,110 +12364,Monday,6,11,1933,102,100,111,110 +12365,Tuesday,7,11,1933,102,100,111,110 +12366,Wednesday,8,11,1933,102,100,111,110 +12367,Thursday,9,11,1933,102,100,111,110 +12368,Friday,10,11,1933,102,100,111,110 +12369,Saturday,11,11,1933,102,100,111,110 +12370,Sunday,12,11,1933,102,100,111,110 +12371,Monday,13,11,1933,102,100,111,110 +12372,Tuesday,14,11,1933,102,100,111,110 +12373,Wednesday,15,11,1933,102,100,111,110 +12374,Thursday,16,11,1933,102,100,111,110 +12375,Friday,17,11,1933,102,100,111,110 +12376,Saturday,18,11,1933,102,100,111,110 +12377,Sunday,19,11,1933,102,100,111,110 +12378,Monday,20,11,1933,102,100,111,110 +12379,Tuesday,21,11,1933,102,100,111,110 +12380,Wednesday,22,11,1933,102,100,111,110 +12381,Thursday,23,11,1933,102,100,111,110 +12382,Friday,24,11,1933,102,100,111,110 +12383,Saturday,25,11,1933,102,100,111,110 +12384,Sunday,26,11,1933,102,100,111,110 +12385,Monday,27,11,1933,102,100,111,110 +12386,Tuesday,28,11,1933,102,100,111,110 +12387,Wednesday,29,11,1933,102,100,111,110 +12388,Thursday,30,11,1933,102,101,111,110 +12389,Friday,1,12,1933,102,101,111,110 +12390,Saturday,2,12,1933,102,101,111,110 +12391,Sunday,3,12,1933,102,101,111,110 +12392,Monday,4,12,1933,102,101,111,110 +12393,Tuesday,5,12,1933,102,101,111,110 +12394,Wednesday,6,12,1933,102,102,111,110 +12395,Thursday,7,12,1933,102,102,111,110 +12396,Friday,8,12,1933,102,102,111,110 +12397,Saturday,9,12,1933,102,102,111,110 +12398,Sunday,10,12,1933,102,102,111,110 +12399,Monday,11,12,1933,102,102,111,110 +12400,Tuesday,12,12,1933,102,102,111,110 +12401,Wednesday,13,12,1933,102,102,111,110 +12402,Thursday,14,12,1933,102,102,111,110 +12403,Friday,15,12,1933,102,102,111,110 +12404,Saturday,16,12,1933,102,102,111,110 +12405,Sunday,17,12,1933,102,102,111,110 +12406,Monday,18,12,1933,102,102,111,110 +12407,Tuesday,19,12,1933,102,102,111,110 +12408,Wednesday,20,12,1933,102,102,111,110 +12409,Thursday,21,12,1933,102,102,111,110 +12410,Friday,22,12,1933,102,102,111,110 +12411,Saturday,23,12,1933,102,102,111,110 +12412,Sunday,24,12,1933,102,102,111,110 +12413,Monday,25,12,1933,102,102,111,110 +12414,Tuesday,26,12,1933,102,102,111,110 +12415,Wednesday,27,12,1933,102,102,111,110 +12416,Thursday,28,12,1933,102,102,111,110 +12417,Friday,29,12,1933,102,102,111,110 +12418,Saturday,30,12,1933,102,102,111,110 +12419,Sunday,31,12,1933,102,102,111,110 +12420,Monday,1,1,1934,102,102,111,110 +12421,Tuesday,2,1,1934,102,102,111,110 +12422,Wednesday,3,1,1934,102,102,111,110 +12423,Thursday,4,1,1934,102,102,111,110 +12424,Friday,5,1,1934,102,102,111,110 +12425,Saturday,6,1,1934,102,102,111,110 +12426,Sunday,7,1,1934,102,102,111,110 +12427,Monday,8,1,1934,102,102,111,110 +12428,Tuesday,9,1,1934,102,102,111,110 +12429,Wednesday,10,1,1934,102,102,111,110 +12430,Thursday,11,1,1934,102,102,111,110 +12431,Friday,12,1,1934,102,102,111,110 +12432,Saturday,13,1,1934,102,102,110,109 +12433,Sunday,14,1,1934,102,102,110,109 +12434,Monday,15,1,1934,102,102,110,109 +12435,Tuesday,16,1,1934,102,102,110,109 +12436,Wednesday,17,1,1934,102,102,110,109 +12437,Thursday,18,1,1934,102,102,110,109 +12438,Friday,19,1,1934,102,102,110,109 +12439,Saturday,20,1,1934,102,102,110,109 +12440,Sunday,21,1,1934,102,102,110,109 +12441,Monday,22,1,1934,102,102,110,109 +12442,Tuesday,23,1,1934,102,102,110,109 +12443,Wednesday,24,1,1934,102,102,110,109 +12444,Thursday,25,1,1934,102,102,110,109 +12445,Friday,26,1,1934,102,102,110,109 +12446,Saturday,27,1,1934,102,102,110,109 +12447,Sunday,28,1,1934,102,102,110,109 +12448,Monday,29,1,1934,102,102,110,109 +12449,Tuesday,30,1,1934,102,102,110,109 +12450,Wednesday,31,1,1934,102,102,110,109 +12451,Thursday,1,2,1934,102,102,110,109 +12452,Friday,2,2,1934,102,102,110,109 +12453,Saturday,3,2,1934,102,102,110,109 +12454,Sunday,4,2,1934,102,102,110,109 +12455,Monday,5,2,1934,102,102,110,109 +12456,Tuesday,6,2,1934,102,102,110,109 +12457,Wednesday,7,2,1934,102,102,110,109 +12458,Thursday,8,2,1934,102,102,110,109 +12459,Friday,9,2,1934,102,102,110,109 +12460,Saturday,10,2,1934,102,102,110,109 +12461,Sunday,11,2,1934,102,102,110,109 +12462,Monday,12,2,1934,102,102,110,109 +12463,Tuesday,13,2,1934,102,102,110,109 +12464,Wednesday,14,2,1934,102,102,110,109 +12465,Thursday,15,2,1934,102,102,110,109 +12466,Friday,16,2,1934,102,102,110,109 +12467,Saturday,17,2,1934,102,102,110,109 +12468,Sunday,18,2,1934,102,102,110,109 +12469,Monday,19,2,1934,102,102,110,109 +12470,Tuesday,20,2,1934,102,102,110,109 +12471,Wednesday,21,2,1934,102,102,110,109 +12472,Thursday,22,2,1934,102,102,110,109 +12473,Friday,23,2,1934,102,102,110,109 +12474,Saturday,24,2,1934,102,102,110,109 +12475,Sunday,25,2,1934,102,102,110,109 +12476,Monday,26,2,1934,102,102,110,109 +12477,Tuesday,27,2,1934,102,102,110,109 +12478,Wednesday,28,2,1934,102,102,110,109 +12479,Thursday,1,3,1934,102,102,110,109 +12480,Friday,2,3,1934,102,102,110,109 +12481,Saturday,3,3,1934,102,102,110,109 +12482,Sunday,4,3,1934,102,102,110,109 +12483,Monday,5,3,1934,102,102,110,109 +12484,Tuesday,6,3,1934,102,102,110,109 +12485,Wednesday,7,3,1934,102,102,110,109 +12486,Thursday,8,3,1934,102,102,110,109 +12487,Friday,9,3,1934,102,102,110,109 +12488,Saturday,10,3,1934,102,102,110,109 +12489,Sunday,11,3,1934,102,102,110,109 +12490,Monday,12,3,1934,102,102,110,109 +12491,Tuesday,13,3,1934,102,102,110,109 +12492,Wednesday,14,3,1934,102,102,110,109 +12493,Thursday,15,3,1934,102,102,110,109 +12494,Friday,16,3,1934,102,102,110,109 +12495,Saturday,17,3,1934,102,102,110,109 +12496,Sunday,18,3,1934,102,102,110,109 +12497,Monday,19,3,1934,102,102,110,109 +12498,Tuesday,20,3,1934,102,102,110,109 +12499,Wednesday,21,3,1934,102,102,110,109 +12500,Thursday,22,3,1934,102,102,110,109 +12501,Friday,23,3,1934,102,102,110,109 +12502,Saturday,24,3,1934,102,102,110,109 +12503,Sunday,25,3,1934,102,102,110,109 +12504,Monday,26,3,1934,102,102,110,109 +12505,Tuesday,27,3,1934,102,102,110,109 +12506,Wednesday,28,3,1934,102,102,110,109 +12507,Thursday,29,3,1934,102,102,110,109 +12508,Friday,30,3,1934,102,102,110,109 +12509,Saturday,31,3,1934,102,102,110,109 +12510,Sunday,1,4,1934,102,102,110,109 +12511,Monday,2,4,1934,102,102,110,109 +12512,Tuesday,3,4,1934,102,102,110,109 +12513,Wednesday,4,4,1934,102,102,110,109 +12514,Thursday,5,4,1934,102,102,110,109 +12515,Friday,6,4,1934,102,102,110,109 +12516,Saturday,7,4,1934,102,102,110,109 +12517,Sunday,8,4,1934,102,102,110,109 +12518,Monday,9,4,1934,102,102,110,109 +12519,Tuesday,10,4,1934,102,102,110,109 +12520,Wednesday,11,4,1934,102,102,110,109 +12521,Thursday,12,4,1934,102,102,110,109 +12522,Friday,13,4,1934,102,102,110,109 +12523,Saturday,14,4,1934,102,102,110,109 +12524,Sunday,15,4,1934,102,102,110,109 +12525,Monday,16,4,1934,102,102,110,109 +12526,Tuesday,17,4,1934,102,102,110,109 +12527,Wednesday,18,4,1934,102,102,110,109 +12528,Thursday,19,4,1934,102,102,110,109 +12529,Friday,20,4,1934,102,102,110,109 +12530,Saturday,21,4,1934,102,102,110,109 +12531,Sunday,22,4,1934,102,102,110,109 +12532,Monday,23,4,1934,102,102,110,109 +12533,Tuesday,24,4,1934,102,102,110,109 +12534,Wednesday,25,4,1934,102,102,110,109 +12535,Thursday,26,4,1934,102,102,110,109 +12536,Friday,27,4,1934,102,102,110,109 +12537,Saturday,28,4,1934,102,102,110,109 +12538,Sunday,29,4,1934,102,102,110,109 +12539,Monday,30,4,1934,102,102,110,109 +12540,Tuesday,1,5,1934,102,102,110,109 +12541,Wednesday,2,5,1934,102,102,110,109 +12542,Thursday,3,5,1934,102,102,110,109 +12543,Friday,4,5,1934,102,102,110,109 +12544,Saturday,5,5,1934,102,102,110,109 +12545,Sunday,6,5,1934,102,102,110,109 +12546,Monday,7,5,1934,102,102,110,109 +12547,Tuesday,8,5,1934,102,102,110,109 +12548,Wednesday,9,5,1934,102,102,110,109 +12549,Thursday,10,5,1934,102,102,110,109 +12550,Friday,11,5,1934,102,102,110,109 +12551,Saturday,12,5,1934,102,102,110,109 +12552,Sunday,13,5,1934,102,102,110,109 +12553,Monday,14,5,1934,102,102,110,109 +12554,Tuesday,15,5,1934,102,102,110,109 +12555,Wednesday,16,5,1934,102,102,110,109 +12556,Thursday,17,5,1934,102,102,110,109 +12557,Friday,18,5,1934,102,102,110,109 +12558,Saturday,19,5,1934,102,102,110,109 +12559,Sunday,20,5,1934,102,102,110,109 +12560,Monday,21,5,1934,102,102,110,109 +12561,Tuesday,22,5,1934,102,102,110,109 +12562,Wednesday,23,5,1934,102,102,110,109 +12563,Thursday,24,5,1934,102,102,110,109 +12564,Friday,25,5,1934,102,102,110,109 +12565,Saturday,26,5,1934,102,102,110,109 +12566,Sunday,27,5,1934,102,102,110,109 +12567,Monday,28,5,1934,102,102,110,109 +12568,Tuesday,29,5,1934,102,102,110,109 +12569,Wednesday,30,5,1934,102,102,110,109 +12570,Thursday,31,5,1934,102,102,110,109 +12571,Friday,1,6,1934,102,102,110,109 +12572,Saturday,2,6,1934,102,102,110,109 +12573,Sunday,3,6,1934,102,102,110,109 +12574,Monday,4,6,1934,102,102,110,109 +12575,Tuesday,5,6,1934,102,102,110,109 +12576,Wednesday,6,6,1934,102,102,110,109 +12577,Thursday,7,6,1934,102,102,110,109 +12578,Friday,8,6,1934,102,102,110,109 +12579,Saturday,9,6,1934,102,102,110,109 +12580,Sunday,10,6,1934,102,102,110,109 +12581,Monday,11,6,1934,102,102,110,109 +12582,Tuesday,12,6,1934,102,102,110,109 +12583,Wednesday,13,6,1934,102,102,110,109 +12584,Thursday,14,6,1934,102,102,110,109 +12585,Friday,15,6,1934,102,102,110,109 +12586,Saturday,16,6,1934,102,102,110,109 +12587,Sunday,17,6,1934,102,102,110,109 +12588,Monday,18,6,1934,102,102,110,109 +12589,Tuesday,19,6,1934,102,102,110,109 +12590,Wednesday,20,6,1934,102,102,110,109 +12591,Thursday,21,6,1934,102,102,110,109 +12592,Friday,22,6,1934,102,102,110,109 +12593,Saturday,23,6,1934,102,102,110,109 +12594,Sunday,24,6,1934,102,102,110,109 +12595,Monday,25,6,1934,102,102,110,109 +12596,Tuesday,26,6,1934,102,102,110,109 +12597,Wednesday,27,6,1934,102,102,110,109 +12598,Thursday,28,6,1934,102,102,110,109 +12599,Friday,29,6,1934,102,102,110,109 +12600,Saturday,30,6,1934,102,102,110,109 +12601,Sunday,1,7,1934,102,102,109,108 +12602,Monday,2,7,1934,102,102,109,108 +12603,Tuesday,3,7,1934,102,102,109,108 +12604,Wednesday,4,7,1934,102,102,109,108 +12605,Thursday,5,7,1934,102,102,109,108 +12606,Friday,6,7,1934,102,102,109,108 +12607,Saturday,7,7,1934,102,102,109,108 +12608,Sunday,8,7,1934,102,102,109,108 +12609,Monday,9,7,1934,102,102,109,108 +12610,Tuesday,10,7,1934,102,102,109,108 +12611,Wednesday,11,7,1934,102,102,109,108 +12612,Thursday,12,7,1934,102,102,109,108 +12613,Friday,13,7,1934,102,102,109,108 +12614,Saturday,14,7,1934,102,102,109,108 +12615,Sunday,15,7,1934,102,102,109,108 +12616,Monday,16,7,1934,102,102,109,108 +12617,Tuesday,17,7,1934,102,102,109,108 +12618,Wednesday,18,7,1934,102,102,109,108 +12619,Thursday,19,7,1934,102,102,109,108 +12620,Friday,20,7,1934,102,103,109,108 +12621,Saturday,21,7,1934,102,103,109,108 +12622,Sunday,22,7,1934,102,103,109,108 +12623,Monday,23,7,1934,102,103,109,108 +12624,Tuesday,24,7,1934,102,103,109,108 +12625,Wednesday,25,7,1934,102,103,109,108 +12626,Thursday,26,7,1934,102,103,109,108 +12627,Friday,27,7,1934,102,103,109,108 +12628,Saturday,28,7,1934,102,103,109,108 +12629,Sunday,29,7,1934,102,103,109,108 +12630,Monday,30,7,1934,102,103,109,108 +12631,Tuesday,31,7,1934,102,103,109,108 +12632,Wednesday,1,8,1934,102,103,109,108 +12633,Thursday,2,8,1934,102,103,109,108 +12634,Friday,3,8,1934,102,103,109,108 +12635,Saturday,4,8,1934,102,103,109,108 +12636,Sunday,5,8,1934,102,103,109,108 +12637,Monday,6,8,1934,102,103,109,108 +12638,Tuesday,7,8,1934,102,103,109,108 +12639,Wednesday,8,8,1934,102,103,109,108 +12640,Thursday,9,8,1934,102,103,109,108 +12641,Friday,10,8,1934,102,103,109,108 +12642,Saturday,11,8,1934,102,103,109,108 +12643,Sunday,12,8,1934,102,103,109,108 +12644,Monday,13,8,1934,102,103,109,108 +12645,Tuesday,14,8,1934,102,103,109,108 +12646,Wednesday,15,8,1934,102,103,109,108 +12647,Thursday,16,8,1934,102,103,109,108 +12648,Friday,17,8,1934,102,103,109,108 +12649,Saturday,18,8,1934,102,103,109,108 +12650,Sunday,19,8,1934,102,103,109,108 +12651,Monday,20,8,1934,102,103,109,108 +12652,Tuesday,21,8,1934,102,103,109,109 diff --git a/causalpy/pymc_experiments.py b/causalpy/pymc_experiments.py index a79dd37d..fcccbc5f 100644 --- a/causalpy/pymc_experiments.py +++ b/causalpy/pymc_experiments.py @@ -206,9 +206,9 @@ class DifferenceInDifferences(ExperimentalDesign): def __init__( self, - data, - formula, - time_variable_name="t", + data: pd.DataFrame, + formula: str, + time_variable_name: str, prediction_model=None, **kwargs, ): diff --git a/causalpy/skl_experiments.py b/causalpy/skl_experiments.py index abacf806..5a7159da 100644 --- a/causalpy/skl_experiments.py +++ b/causalpy/skl_experiments.py @@ -173,9 +173,9 @@ class DifferenceInDifferences(ExperimentalDesign): def __init__( self, - data, - formula, - time_variable_name="t", + data: pd.DataFrame, + formula: str, + time_variable_name: str, prediction_model=None, **kwargs, ): diff --git a/docs/notebooks/did_pymc.ipynb b/docs/notebooks/did_pymc.ipynb index a3b8a14e..cb072f19 100644 --- a/docs/notebooks/did_pymc.ipynb +++ b/docs/notebooks/did_pymc.ipynb @@ -1,437 +1,440 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Difference in Differences with `pymc` models" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import arviz as az\n", - "import pandas as pd\n", - "import pathlib" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# %config InlineBackend.figure_format = 'svg'\n", - "az.style.use(\"arviz-darkgrid\")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load data" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "did_data_path = pathlib.Path.cwd().parents[1] / \"causalpy\" / \"data\" / \"did.csv\"\n", - "\n", - "df = pd.read_csv(did_data_path)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Run the analysis" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (4 chains in 4 jobs)\n", - "NUTS: [beta, sigma]\n" - ] - }, - { - "data": { - "text/html": [ - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "
\n", - " \n", - " 100.00% [8000/8000 00:01<00:00 Sampling 4 chains, 0 divergences]\n", - "
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\n", - " " - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from causalpy.pymc_experiments import DifferenceInDifferences\n", - "from causalpy.pymc_models import LinearRegression\n", - "\n", - "result = DifferenceInDifferences(\n", - " df, formula=\"y ~ 1 + group + t + treated:group\", prediction_model=LinearRegression()\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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abGsOGLJVymzVeKQ89thj/PjHP855DgdiXypCPfn3f//3XKXk6quvxmazcfjhh7Nw4ULOPffcfsJhf65tb1RWVvbblvU1l5SUDFhdzArboXyOg1k0stsbGhp6bR/Ne1JXVwdwwKXQZN/faDQ66D7Z92K4Dxk/+tGPaGho4J577pm0w58SiQShUAhg1Baqurq6nEDuKXTvv/9+DjvsMO65556cKAwEAlx//fW89tprnHrqqb3O09DQwH333cd3vvMdvvGNb/R6LRKJ8M477/D4448zb948fD4fn/nMZ4hGo7hcLjZu3Mjzzz+/T42n4/Ez0Jf/+q//4i9/+Qt+v58HH3yQWbNmDbjfL37xC6677jreeeedfja5K664grfffpt169bttYl9OOyP++6LEIKvfOUrvPLKK2zcuJH6+vohbSw2m43p06dz1VVXsWDBAi666CJuuukmXnzxxX3KvddMHbTY1hwwHH300TzzzDOsX7+edDo9It/2unXr+M53voPFYuHGG2/ktNNOo6KiApfLhRCCRx99lO985ztDDvIYDNM0+21zuVw8+OCDrF27lv/7v/9jzZo1rFmzhnXr1vHggw9y6aWX5iKrxnNto2GoGLfxjHjreX+T7T0Ziscff5y33357xMd94QtfYPbs2cPaN2vb6ZsM0ZPsw0pPi89QvPTSS1itVh555BEeeeSRXq9t374dgL/85S+8+eabFBcX5xpL9yc9K6Oj/V5nq9oVFRW9HirWrl3LxRdf3Osa2U9tXn755X5i+0c/+hGnnXbagFF52YfMrLDKfoqVSCRwuVz88Ic/5Jprrtmnh5rx+BnoyR133MHSpUvx+Xz87ne/GzIisaioiIcffpg33niDt956i46ODoqKijj99NOZO3dubpjQnDlzRryOvoz3fQ9Gzwf2hoaGIcV2T+bPn8+hhx7Kli1bWLdu3YA/L5oDDy22NQcMp556KnfccQehUIh//vOfnHnmmcM+9sUXX0RKyWWXXcYXvvCFfq9nbQl9ycY3DVZVTiaTNDc3D3rdefPm5arYqVSKl19+mW984xs8/PDDnH322Zx44omjXttUo6ampl/2MUBtbS2Qb3KC0X+/sr8Qs2Jxf/D222+PqkHyE5/4xLDFdlb4dHR0sGfPngFTGbJe4JE0AaZSKVauXDno67W1tdTW1o6piBkJNpstF+u2Y8eOUfntezZW98QwjH4WCZvNhhCCrVu39tq+bNkyli9fzosvvjjgpzeBQIDp06fz8MMP87WvfY2HHnqImTNn4vf7ef7552lvb+dzn/vciNfek/H6GQC46667ePDBBykoKOB3v/sdc+fO3esxQgiWLFnSz1a2e/dumpubCQQCY5JpPp73PRTZqEgYecU86y8f7aewmqmHbpDUHDBMnz6dj33sY4CqwvT8x3AgWltbc6Krs7MTGNgiEY/H+cc//jHgOQoLC7HZbHR0dAz4D+fy5ctzPuK9YbVaOeecc3JVn40bN+7T2qYag/kes9sXLVqU2zba9ySbHPDss88OaT/pSfaBKp1OD2v/vtxxxx1s2rRpxH9GkuFdXl6eE0DZrPmerF69mvr6eux2+7AF6erVqwddW9Zff8MNN7Bp06ZBM+b3B9kItb/85S8kk8kh9+3s7KSxsbHXtqznu68QmzlzJu+9916vbWvXrkVK2evflng8zg9+8AOuu+66IWMHv//97/Pcc8+xaNEiXnzxRb7//e8TjUa56667+OY3vznq5s4s4/EzAPDTn/6U3/3udxQUFPD73/9+n7zxAL/73e8A1RDd92FmNIzXfe+N559/HlA+7sHsNAPR1taW+7d95syZY7YezeRGi23NAcW3v/1tZsyYQU1NDZdeeimrV6/ut08ikeAvf/kLF154YU5sZyuITz/9dK8O+Xg8zve+971BI6NsNluuyeXnP/95L8vIxo0b+cEPfjDgcQ899NCA1dXm5uZcFSYrJEe7tqnGI4880q+z/w9/+ANr167F4/Hw6U9/Ord9tO/JaaedxlFHHUVTUxM33HBDv2a2eDzO66+/3mtb1gu8ZcuW0d/cfiDbPPrb3/42Z40A1UR6++23A3DZZZf1S0G4++67Oeecc7j77rv332IH4cknn+Twww8fUQbxF7/4Rfx+P1u2bOE///M/c6lEPWlra+OBBx7gnHPO6SfIs+9V38bEyy+/nDfffJMHHniAtrY21q9fz+23347FYulll/r1r3+NzWbj8ssvH3KdJ510Ev/61794/vnnWb58OYsXL+Y3v/lNLunk9ddf52Mf+xiLFy/mlltuGfbDYE/G+mfgnnvu4YEHHsDn841IaG/durVf0kgqleLXv/41jz76KDNmzOjX7Ayj+/7D6O8bBr/3DRs28Morr/QrlpimyeOPP87PfvYzQP2c9BxQs3XrVv76178Sj8f7XWvHjh3ccMMNJBIJjj322NxAL82Bj7aRaA4o/H4/jzzyCF/96ldZuXIln/vc56iurubwww/H5XLR0tLC2rVriUQieL3eXCXqk5/8JH/84x9Zv349p59+OieccAIWi4XVq1cTi8X4/Oc/32/QTJavfvWrrFq1iscee4yVK1dy+OGH09TUxLp16zjvvPNYuXJlzgqR5bHHHuP73/8+1dXVHHbYYXi9Xtrb23PXO/HEE3O/cPZlbVOJiy66iCuuuIITTjiBsrIyNm/ezObNm7FYLPzoRz/qNWlutO+JYRjcd999/Pu//zvLli3j1FNP5fjjjycQCNDY2MjGjRvx+Xy9KrVnn302K1as4KabbuLkk0/OTcX793//90nVaHnGGWdw+eWXs3TpUi666CJOPPFE3G43b775JqFQiAULFnDDDTf0O665uZkdO3YMaXcaKR988EFO5ICyDgA8+uijvPbaa7nt9913X69qcPZhdSRV3vLycn7zm99w/fXX849//IPXX3+d+fPnU1paSiwWY8+ePWzevBkpJYWFhb0acRsaGnKfSPWtbH/84x9n69at/OIXv+CnP/0pFouFSy+9FJvNhtfrBZSN5n/+53/46U9/SjQaJRqN5kRmNBqlq6url8Cz2+25B8U9e/bw8MMP8+STT9LW1sZXv/pVfvjDH3LyySfz7//+7/zqV7/i61//+rDfBxjbn4FXXnklNwY9a4F5+OGH+x0bDAb7NYQ++uijPProoxx99NGUlZWRSCR47733aGlpYcaMGfz+97/PNVX3ZDTf/32578HuHdT39tprr8Xv93PUUUdRVFREV1cXW7ZsyTVan3feeVx33XW9jmttbeWmm27iu9/9LkceeSTl5eUkk0nq6upYv349pmkye/bsCelx0EwcWmxrDjiKiopYunQpy5Yt47nnnmPNmjW8+eabJJNJAoEAxx13HKeccgof//jHc93wPp+Pv/zlL9x7770sX76cZcuWEQgEWLJkCdddd92QDW7z58/nT3/6E/feey/vvvsuDQ0NzJw5k9tuu41LLrmk35hvgK997Wu89tprvPfee7z33nt0dXVRVFTEvHnz+NSnPsXHPvax3C+cfVnbVOK2225j1qxZPProo7z//vtYrVY+/OEPc80117BgwYJe++7Le1JVVcUTTzzBww8/zN///nfWrFlDMpmkpKSEhQsXcv755/fa/5JLLiEcDvPXv/6V119/PVexuuCCCyaV2Ab41re+xYIFC3j44YdZs2YNqVSK6dOn84UvfIErr7xyTD62Hw7d3d39LBigxG3PVJm+/uZsVbLnpxjD4bjjjuO5557j0Ucf5dVXX2XTpk28/fbbOBwOSktLOeusszjxxBM5++yzex2X/RSptLS0X665EIIbb7yR//iP/6CmpoaysjIKCgpYvHhxropdU1NDIpHgK1/5Sr81ffOb3+SHP/wha9asGXDNd9xxB5dddhnV1dW88sor2O12zj33XEAJ/SeffHLEYhvG7mcga9UC9T4Nlv9dVVXVT2yfcsop1NbWsn79etatW4fdbmfWrFlcddVVXHbZZYMmcIz2+w9j/7N/+OGHc8UVV7Bu3Tq2b9/OO++8g5SS4uJizj77bD71qU8NaEs57LDD+NrXvsbq1avZvn07GzZsyP3uOemkkzjzzDP51Kc+td/+LmomB0JOhnZ9jUZz0JL9KHXTpk0TvBLNRHPWWWcRi8X4xz/+MSkj0bKfSL3wwgtMmzaNUCjEhg0beu3T0tLCf/7nf3LNNdewZMmSAdMm3njjDb75zW/ywgsv4HQ6eeWVV7jppptYtWoVFouF3/72t7z44os8+eSTuWNqamo4/fTTqaqqmlCP/Hgy2b//+4sVK1bw+c9/nkWLFrF06dKJXo5mDNCVbY1Go9FMODU1NezatYv/+q//mhRCa+3atbz11lsceeSRpNNp3njjDZYuXcqtt96aS7zw+Xz9Glmz/QKHHnrogEI7lUrxX//1X9x88825+5w/fz6mafKTn/yEE088kYcffjhX5e5Le3s7t9xyC6DE6Uj9zZOVyfb9nwjuvvtumpubx9TSpZkcaLGt0Wg0mgmnurp6Un26YbPZ+Oc//8mvf/1r0uk0hx9+OL/4xS8466yz9um8f/rTnyguLub//b//l9tWXFzM3XffzV133cXjjz/ORz/6Ua655poBj49EIrkoyenTpx8wYnuyff8ngpdeemm/TQLW7F+0jUSj0Uwo2kai0Wg0mgMZLbY1Go1Go9FoNJpxQudsazQajUaj0Wg044QW2xqNRqPRaDQazTihxbZGo9FoNBqNRjNO6DSSMabv+OeDGb/f32swgkaj0Wg0BwP699/UJxgMjtm5dGVbM24Yhv7x0mg0Gs3Bh/79p+mJ/mnQaDQajUaj0WjGCS22NRqNRqPRaDSacUKLbY1Go9FoNBqNZpzQYluj0Wg0Go1GoxkntNjWaDQajUaj0WjGCS22NRqNRqPRaDSacUKLbY1Go9FoNBqNZpzQYluj0Wg0Go1GoxkntNjWaDQajUaj0WjGCS22NRqNRqPRaDSacUKLbY1Go9FoNBqNZpzQYluj0Wg0Go1GoxkntNjWaDQajUaj0WjGCS22NRqNRqPRaDSaccI60QvQaDQajUajmRCSkXE5rUzYx+3c2Nzjc94pRiKR4Le//S0vvvgiXV1dzJ49my996UssXrx4opfWDyGllBO9iAOJ9vb2iV7CpCEYDOr3Q6PRaDSTFu/PjpzoJYyY7v/cMNFLmBR8+9vf5p///CcXX3wx06ZN47nnnmP9+vXcf//9HHvssft8/mAwuO+LzKBtJBqNRqPRaDSaKcMHH3zASy+9xDXXXMP111/PhRdeyH333UdFRQX333//RC+vH9pGotFoNBqN5qCk+/q3x/aEiQje33xYnfvf/gGeorE9vwaAf/7zn1gsFi688MLcNofDwfnnn8+vfvUrGhsbKSsrm7gF9kGLbY1Go9FoNAcnY+l/ToQx2nfmvhRCILW/elzYvHkz06ZNw+Px9Np+1FFH5V7XYluj0Wg0Go3mQMBMIzprEN2NiFQ8t1m6CydwUYMjpSQWm+hVKJxO9VAyUlpbWykuLu63PbutpaVln9c2lmixrdFoNBqNRjMaoh0Y7TsR6QQApsOXfy3ePemSQ6SUXHO95P11E70Sxdxj4Jf3jlxwx+NxbDZbv+12uz33+mRiUortxsZGXnjhBZYtW8b27dtpaWnB7/ezYMECrr76aubPnz+s81x++eWsXLlyyH3uvPPOXp6f0047jdra2gH3XbRoEUuXLh32fWg0Go1GozkASScRHbsxIq0ASIsd0xXE6KrP7xMLgbd0ghZ4YONwOEgmk/22JxKJ3OuTiUkptpcuXcoDDzzA9OnTWbJkCYWFhezatYuXX36Zl19+mbvvvptzzz13r+f5xCc+waJFi/ptT6VS/OY3v8EwDE466aR+rxcUFHDFFVf0215VVTW6G9JoNBqNRnNAIMLNiI49CDOFBKSrEKSJpbsR0nkBKFIxJlu2shCCX97LlLeRFBUV0dzc3G971j4ykMVkIpmUYnvevHksXbq0n1BevXo1V155Jd/73vc444wzch8XDMYnP/nJAbf//e9/R0rJRz7ykQEN9D6fj+uvv370N6DRaDQajebAIhnD6NiJiIUAkFYX0ulDRFoQZjovvDMYXQ2kS48EwzJBCx4YIQQu10SvYt+YM2cO77zzDuFwuFeT5AcffJB7fTIxKXO2zzrrrAEr0ieccAKLFy+ms7OTTZs2jfr8f/nLXwD49Kc/PepzaDQajUajOQiQEhGqw2h8HxELIYXA9BSDYWB0Nyqhbfdglh0Nlh4+YjOF6G6YuHUfwJx66qmk02mefvrp3LZEIsGzzz7L0UcfPamSSGCSVraHwmq19vr/kdLQ0MDy5cspKSnhox/96ID7JBIJnnzySZqamvB6vcydO3fYPnGNRqPRaDQHCIkwRtsORGb0unR4kRYnItyCAKQwkP5qpLcMzCRG555ehxvtu0h7y8CYcnJrUnPMMcdw+umn88tf/pK2trbcBMn6+nq++c1vTvTy+jGlvvt1dXW88cYblJSUjPojgieeeALTNPnEJz4xqGBvbm7m1ltv7bVt7ty5/OxnP2P69Omjuq5Go9FoNJopgplGhGoRXQ1KVBsWpCuIiHdjxJUvWDoDmMEZYHVAKo7R8H4vzzaQ266q3kNbXzUj4zvf+Q7l5eW8+OKLdHV1ceihh3L33Xdz3HHHTfTS+iGklJPNvz8gyWSSq666ilWrVvVLEBkuUkrOOOMMampq+Mc//sGMGTP67XPfffdx/PHHM2fOHNxuNzt37uTBBx/kmWeeoaqqir/+9a94vd5Br2GaJoYxKd05Go1Go9Fo9oKMtCNbt0Mq00XoDIAwINqmvrbYEUWzEJ5ipGlCZw2yZSukU8hUHPPRLwAgPvNrDHsm+s9qRxQfCv6qUTUEaqY2U6KybZomt9xyC6tWreKzn/3sqIQ2wFtvvUVNTQ2LFi0aUGgDXHfddb2+PvLII7nrrrsAeOaZZ3j88ce56qqrBr1GZ2fnqNZ2IBIMBmlvb5/oZWg0Go1Gs3cGiPOTjgJEawPCTAFgekuQnmkQA9H8PkbHbsgOspES0d2IM3O6SGsDFPSI/utYCTYXZmAasqBCCXjNpCUYDI7ZuSb9d9o0TW677TaeffZZLrjgAm6//fZRn2tfGiMvuugiAN55551RX1+j0Wg0Gs3kQ4RbMBrezwlt0xkAix0j0qoi/mwu0qVHIn1ViI49WHa/idGyJS+0kzFEx25E5ngAHAN8Cp6MYjRvxrLrTUT7zv62E80ByaSubJumya233srTTz/Neeedxx133DFqi0ZnZycvvfQSPp+Pc845Z8THZ59wIpHIqK6v0Wg0Go1mktEvzs+JtLkRsXaElEghkL5KpMOHEapHdNWDNPPHSxMRaUVEM5/i9qxWDxX5l05gtO2A9l1IXyWmv2rSTZvUjB2TVmz3FNrnnnsud911FxbL6LMq//rXvxKPx/n0pz89qslCa9euBfRgG41Go9FopjxSIrobEJ01eVHtDCCSMYyMN1va3EiHF9HdhNG8uf85EhFEdyPCVNVpaS9AOnuMa08nVfPkkOswEZ01WDprkK4gsqAC6SnS6SUHGJPyu5m1jjz99NOcc845/OQnPxlSaLe1tdHe3k4wGKSwsHDAfYZjIdm2bRuVlZW4+qS9b9u2jZ/+9KcAnH/++SO9HY1Go9FoNJOFRBijfSciEQYyotpiw4i0QTICqRjS6kQkI4hw/ymFmGk1RTKuquEYVkxvKVhdiFBtj+tEBraSDIKItqsKeUb4S3cR0hUAuxd0U+WUZlKK7fvvv5+nnnoKt9vNzJkz+dWvftVvnzPOOIMjjzwSgIceeoj77ruP6667bsDJj+vWrWPjxo0cffTRHHXUUYNe9/nnn+fBBx9k4cKFOdG9c+dOli1bRjKZ5Etf+hILFy4cuxvVaDQajUazf+gZ5yclUqZAWBHtOzFinYhEGOkoQHpKEAADhbXFuzDCTWCmAXKimGQEo2MnRHqGAowy7E3KvPAGMCxqXQ4fOAqQjgKwTfERkAcZk1Js19aqJ8NIJMKvf/3rAfepqqrKie29MdzGyMWLF7Nt2zY2bNjA6tWricViBINBPvKRj3DppZdy8sknj+AuNBqNRqPRTDhSQlcDlqYNiFgHJKOARJhpRCbeTxo2TF8V2AfxTaeTqpqd6Fb7W+xqkI1hVVaSaIc6dzYuEMbOg22m1fmjHflthhXp8ILdi3T4kM4C7fmexEyZnO2pgo66y6Oj/zQajUaz3zHTEA8hYh2IcCtG63ZELNvAaMG0OTGS0Vyjo3QVIt2FA0fxSQmxToxIS35/dxHSGchXuWOdiHgX2AuQNheOFb8EIPr/fjq4eB8PDCvS6UM6/Wp9Tp+OF9wHxjL6b1JWtjUajUaj0WiGhZlWgjemqr8iHsqI5BBGuBlkxvJhdYE0MbJebasL6S0dvIkxlVBV61Q0s79TVbMRiK66TApJh7J5eMuUzaNnUkm8e/+KbTOFiLQhIpnhO0LkhLd0BcDp1+J7gtBiW6PRaDQazdQiGVW2jkgrItbZ21+dTiqRnFRRvdKwgmHLiWaEgekuzojPARoPpak805E2QOb3d/iUoO9qUJXyVCJTSQ6q4TfJcK7pEhhRc+S4IGXeftJO78bLoR4yNGOOFtsajUaj0WimBtEOlSQSHcCiKKXKx460ZSrMAmlzQiqZr07bvUpoDhatl4wqoZ5OqP1tblXNNtOIjl1537bFgSwoV82RMo0Ryzcz5hgqZ3si6Nl42boV6S7CLJwFjoKJXtkBjxbbGo1Go9FoJjfSxGjdhuisGfj1VAzR3ZRveLTYAQORzFSzs/F89kGqzdJEhFtUkyMob7e3FOweVT3vrMlU0FF52N4ypNWFEWvLJ5M4/CopZIogIq1YIq2YwRnI4CwdLziOaLGt0Wg0Go1m8mKmMRrW9k7jyNJ3giNCNUCm4vmGRmcA6Ske3K+cCCuhnh1O4yhAekohFUe0bFG+73QcrG5MbwnSXYJIhjEiKoNbJZOUqjSQ7Pj2KYTRvgsZ78Isn6s93eOEFtsajUaj0WgmL/HQwEK77wRHixNIq6QRMg2NnlKwOQc+r5lGhJtUkggq/k95mZ2IriaM0G5IhEEYSE8psqASaQglsoeTZDKFEJE2da9TqDIfiUR46KGH+OCDD1i/fj2hUIhvfetbnHfeeRO9tH5osa3RaDQajWby4gpiVsxDdOxWorvvBEdhQVpsOQuJamgsAmdgcGtE36SSbPU73o3RtA4RaVev2b2Yvio1yj3ajtE3meQAaDKUriBmcMaUEtoAHR0d/O53v6O8vJxDDz2Ud955Z6KXNChabGs0Go1Go5nUSHcR0l2E6KzBqF+bF8kWB8gew2nsHlXNttgGPlHfpJKew2nad2GEapVlxLBhFlQgfVWIdByjq04dPxwhP9kR2cmXxUhPyeCV/0lOcXExzz33HEVFRWzYsIGrrrpqopc0KFpsazQajUajmdyk4iqFJNYJnmJMXwUSgZGxgchUPDNRcZDqrJQQ68CItOaTStyFavhLtANL2zZIZOwkDr9K6bC6lM0km0yyNyE/WREg7QXg9KvmTldg8DSWKYTdbqeoqGiilzEspv67rdFoNBqN5sBESkR3A6KzFiFNpBBIqwuRimFIE5wB0sWHIf3TAAHxLkS8CxEPIeLdkIyoRsfuxnz12+rKDKeRiJZNGN2NSoBb7Jj+GciCMpWnHcoknxgWTE/p1LBZCMDmQTq8SHsB0ulTCSw9YwilVO/LfkJKiRjsUwCra+p+QjACtNjWaDQajUYz+UiEVTU7O/HRYgchMLIWEJsLMziztwh2qWmJElRSScceRNs2cBdBOoa0edWAm64GjLZtYCYAA9NTiiycrSIGQ7VgptQ1HH7l5Z5smdlZ7B6VnpL5009Y90VKXI9+Dkvdmv23xiFIVy4getGfDnjBrcW2RqPRaDSayYOZRoTqEF31CEAKQzUiJmMIpKpu+yqRBRWDp4DEuzDadqhqtt2L9FeTDsyEZATLrn8h4p3KdoLA9FeD058fWEM2maRs/45b3xs9x687/eohY1SWlgNb2E5GtNjWaDQajUYzOYh1qmp2Jq9aWhyAmRtOI50+zMDMIeL8UqqJsrspc7wNMzADHD6MhvcwGtcrO4rTh1m6GLNsrsrpbt6ohLU0weqcHHF+AqTDl/FZBzPj5fdxTUKoSnJ2dP04YUqTxUsXU99d32v7I+c/woenfTi/QdtINBqNRqPRaPYD6SSicw9GuAVQ1WxpsWNkfdaGFRmYptIzBiParoR6WuVum54SpL8auhuxbn8tl6dtFpSRrl4ENhdG21bl7bZ7kN5S0sGZYLHnxpqLSOv+HVRjc2Wyu4OqeXM8mjGFUAN4xpG/bXmGbeH6fkX0H739c56fddbgHu4DFC22NRqNRqPRTBgi3KIytDM+adPqQKSTOaFteopVA+SgcX4JRMdujEgbANLqUF5uw4ax6w0s7Ttz29NVxyMLD1FNl23bEFIqYe+vVraRjAiU3lI14AbUhMlws5oymfGPjyXS4VVDczzFYPeM+fn3N6Y0uWvlXQO+tqJ+Ba/veZ2PTv/o/l3UBKPFtkaj0Wg0mv1Pzzg/VPUaYahR6/QQzU7/oKcQ4WbVBGmmkIAsKEcWVCBatmCpf0/F9glBuvAQzOoTIJ3CaFrfw5biV9cYajiN3aNi/4Iz1dCbrnpEV0OuiXJUWGyYmbUeCAK7J3/b+jc2tG4Y9PU7V9zJKdNOOaiq21psazQajUaj2X9IqaL4OmuUfxqU2E0lEGREs68S6asc3KOcimO070DE1BRJaXOrbOxEBOuWvyPCrQCYzgDp6SeCp1jZVLJebsOKDExX1eSR4PBiOg6DwlmIUD1Gx27I5HAPC6sdMzATWVA+eRNO9pG7V9095Osr6lfwr9p/cXL1yft8rccff5yuri5aWpT9aPny5TQ1qe/xZz/7Wbxe7z5fYyzQYluj0Wg0Gs3+oW+cn2EBRL4h0uFVlebBPMUD5W77qpCuQoz6dzFatyBME2lYSVfMQ5YdrZouG9b28HLvxZYyHDIe8rSvAqN1OyJUu9dDpL8as/CQA1ZkA3QluljXsm6v+71V99aYiO2HHnqIhoaG3NevvfYar732GgDnnHOOFtsajUaj0WgOEqSpBHI2zg8BFqtqjESJbunPNEAOZi/oK9QdBZjBGYhQA9Zdz6rtQkX5patPAJsL0bY97+W22FX1ewhbyogxrJglcxBOP0bzBoh351+LdYHXoUa8lx01dHPnAYLb6uaIwiPY2LZxyP0WlC0Yk+s9/fTTY3Ke8UaLbY1Go9FoNONH3zg/w6rEd6bSLF1BzOAMsNgHPl6aKnc7VNdbmBtWLLveUNulxHR4MSuPQwZnKS9361aEmc57uX1V41ZVlnY30urEEm7Kb7TaIFNhH1OBP4mxGBb+fMGf+eWaX7Kzcyf/2PmP3GvTC6Zz8rSTOWPGGZw6/dQJXOX+R4ttjUaj0Wg0Y0/fOD8E0rBgZKczWmzKMuIKDn6OWCgj1DMRgK4gprcco20bluZNarvFRrpoNmb5fACM5o25mL+cl3u8mhCTEYzOGkS0A4RBOptgAmCmSJfPPWiEdpbpvuncccodPLrh0V5iO+AMcN8Z903gyiYOLbY1Go1Go9GMKSLSquL80kmQEmmxgZnCyKaGeMtUBvZglWYzlWlobAYywtw/DZEIY9m5TMUFCoHpLVXVbG+ZsqiEajNxfiIT51c+PkNTUgl1rXCzqrYnwggzhXAX5naRBeXgCoz9tTVTDi22NRqNRqPRjA2pOEb7LkSsA8iMWhfkMrSHVWnuO5zGW4K0eTCaN2F07EKkk0i7h1TpkcjiwyCVwGj8AJGMqGvsbcrkvmCmEKF61aQpJSQjkIohbB4VEdgjmUQGZoz99TVTEi22NRqNRqPR7Bv94vwkCCvIFAKRGRxTNXSlOZ1QQj3ark5pdWAWlGOEWzDq1mLEOpAWG+nCmZjl88Dhy4xmb1T7jzbOb1j3Z6qhNqE69eCQjEIyrFJTXIWqku4pRfawjMjxEPuaKYkW2xqNRqPRaEZP35QQIUAKhEwDAukMqAbIIQbHiO4mROeefEOjtwQQGI0fYITqETKN9BSTLj1CVYzjXRgN76uhNYDpLkIGpo/9eHMplSWms0ZdKxWDWAhsLnAX59YqC6ogFcNo2Zy/p2RUZYhrDnq02NZoNBqNRjNy+sX5SRAWhJkGIZTPOjADeviY+5GMqeE02YZGuwfpKEB0NajGw3gX0lFAOjAds3gO2JyI9p294/yCM8fHGx3rVGtIhCEVh1iHSkzxlGQq2cUq4QQQnZlx8ZnEFQDpLhr7NWmmJFpsazQajUajGRmxkBLJ2Ti/zP8ITJV17S1Rg2OMQWSGlP0bGl2FiFQMo2kDItwEwko6MA1ZPAfpq1QV5tatvUezj0ecXyKsRHasU02HjLSpTHB3MRgWTHehuq7VofzbXSp6UEJvC8tBNI5cMzRabGs0Go1Goxke6aTySYczKSFSgmGoZkEhkDaXqjQ7CgY/RyKM0bYj39Bo9yANK6KrXllGUjGkpxgzO3FRWDBaNvcfzT4WcX6ZNQAqYaSzFiPalhfZwlCVecOKtHswfZVgd0OkDaNzTz4r3OHF9E/rLbBjnfu+voEYbLqmZtKixbZGo9FoNJq90i/OTwDIfGXaV4ksqFACdSDMtKpkdzUo24kwlGBORDDCTYhwMzgKSPtnIwtnIT1lKvWjZ/XbV5W5xthUjb33Hj8m5xnw3A+cNi7n7f7PDeNyXs34ocW2RqPRaDSawekb5yeVVUQgVDV7OFF7faZImjYXwkyrxsjuBiXe/dOQvgp1LpnGaFo/vnF+0hy7c2kOaMTtgqcueooLj7hwVMdrsa3RaDQajaY/feP8zDQIA1VTFpmovWlIT8ng5zBTiI49eduJMJCGDSMRhnALItaBdBerZsPgDOXb7ln9NiyZOL8hrjGa+wo3I0K1RD/+K0S0DZJRpKsQHF6k3Y3pqwKnL7Nvi1qTmVaHOwOYgWnKPhNqQISblI0GkE4/pr+aQEk5HR0dY7dmzZRGi22NRqPRaDS9SUaUrzob55etZgsBCExPsWqAHCpqL9KWG0KDlEjDqirW0TZEVz3Y3MjCQ5CeEhUNmIj0ifMrzMT52cfuvqLtuYQREWmDeEilhviqlCfbX5UfHx8LYXTsVtV1w4p0FGAGpoOjQD2EhOqUALfY857tjFdd2D1gSwyxEM3BxKQU242NjbzwwgssW7aM7du309LSgt/vZ8GCBVx99dXMnz9/WOdZsWIFn//85wd9/cc//jGf/OQn+23fsWMHP//5z3nrrbeIRqPMnDmTiy++mEsuuSTzD41Go9FoNAcg0lQiMlSnKssZq0XOMmJ1qAbIHsNb+pFKYHTsREQ71Cmlqc6QTkC4CZGMKX+306/OZfciOnZjRFrV/ha7Et9Z0TsWxLtVQ2OsUw3NiXYgXQEIzsw0PlblIwpTcTUqPhsvaFiQvmqkpwQRbUXUv5dvjLS5MP3VY7vWgxBTmtz3zn3877r/pbarlhJ3CVfOvZKvL/w63/vX93hu23PUdddR6i7l04d/mpsX3Ywt86B37UvX0hnv5E/n/Sl3vluX3cq65nX87VN/A+CZLc9w18q72NGxA5fNxbySefzpvD/hsXl4p/EdfvDGD3i/+X2SZpK5xXP54Ud+yEeDHx2z+5uUYnvp0qU88MADTJ8+nSVLllBYWMiuXbt4+eWXefnll7n77rs599xzh32+RYsWsWjRon7bjzzyyH7btm7dysUXX0wsFuP//b//R2lpKa+//jq3334727Zt49vf/vY+3ZtGo9FoNJOSnnF+UgKmGk5jGCrWzleJ9FUO3gCZtWdkh9NkRrQLYUCiGxFuQroKkd5yzIJSpH8aItqBaHg/N87d9JYh/dVjF+eXjKpKdqQVYh2ISBvS4cuIbLdquHQXqYZLafaP8vOWIH3VkOjGaPoAkYyqW7XYkP5qpLtYR/yNAd9/4/v8cd0f+eFHfsiJFSfSGGlkc5saEOS1ebnvzPuo8FSwvmU9X/3nVymwF/CV478yrHM3hBv4wt+/wPeWfI/zZp9Hd6KbN+veVEk6QHeim0uOvIQ7T7kTieT+d+7nor9exNavbKVgqFSdETApxfa8efNYunRpP4G8evVqrrzySr73ve9xxhlnYLcP76OlRYsWcf311w9r3+9973t0dXXx29/+llNOOQWAG264gauuuoo//elPnHfeeRx33HEjuyGNRqPRaCYrfX3VGW+yMCxKgzq8qgI9VORcMpoZTtOthHo6rvzdQiBCdWBYkIEZqoocnAVWB0brNpVlTaZCHJwFDu/Y3FM6kfF+N6lqdqQFaXPn1iD9Vb2FcqRNWUYyFpacZUSaGK1b1H2RrXJXIr1lgz90aEZEV6KL37z7G+485U4uOfISAGYFZnFi5YkA3Ljoxty+033TubbjWp7a/NSwxXZjuJGUmeL82eczzTcNgKOKj8q9/pFpH+m1/89P/zkzfz2T13e9znlzztune8syKcX2WWedNeD2E044gcWLF7N8+XI2bdrE3Llzx/S6O3bsYNWqVSxevDgntAHsdjs33HADl19+OY899pgW2xqNRqM5IOgd52f28GZblLD0ZxogB6veSjMznCZTDU5GVQOl1anSS+JdSE8J0uZCFlSo4TThJkTLZtV0mYsMrBybCrGZVs2VoTpErAMRblGean810lGgKtme4rxQTkZU0kp2gqXFphoybW5lO8laYYRAesuRvorBB/VoRsXmts3E03FOmXbKgK8/uflJfvveb9nZuZNwMkzKTFFgH37F+ZjiYzhl2ikseWgJp804jVOnn8rHD/04AWcAgKZIEz9884f8q+ZfNEebMaVJJBlhd+fusbg9YJKK7aGwWq29/n847Ny5kz/84Q/E43HKyso46aSTKCsr67ffypUrATj55JP7vXb88cfjdrtZtWrVKFeu0Wg0Gs0kIZVQUXzZOL90CgSIjJCUrqDyTQ/VnBjvVtXsZBTSSWQygrC51CTJrjqkzQP+afnKOGA0b8w3XToKMhVz177fj5QqRjBUi4i2KZEthJoy6fRnqtGleZGdTqp9u5symd8CWVCp0lC6G1TVHTJTIUsyEyPHsFFTk8NlHfz7v7J+JV/6+5e45cRbOG36afgcPp7c/CT3v3N/bh8hRM4SkiWVTuX+22JYePLCJ1lRv4JXd7/KA+89wA/f/CEvffYlZvhncM0/rqE91s6PT/kx1QXVOCwOzn7sbBLpsWtwnVJiu66ujjfeeIOSkhLmzJkz7OOeffZZnn322dzXVquVyy67jJtvvhmLJe8L27lzJwAzZszodw6LxUJ1dTVbt24llUqNSOxrNBqNRjMpyIrSzj2ZOL+UEseGAcJAWmxKAA/V8GemVRxgdyNCmhALIQ0LwuGDWLsS3t5ypMWa8TWXKB90zzg//zQlfseC7DTHcKsajCPTSE8p0h1U1XRvWd4D3lOUZ3zi0hXE9FUiIm0YTevyMX6ugEoYGYuHAc2gHBI4BJfVxet7Xufz/t6hFivrVzKtYBpfX/j13LY9oT299il2FbOxdWOvbe+3vI/NyCflCCE4sfJETqw8kZsX3cy8B+fx7LZnuXbBtaysX8lPPvoTzpx5JgA1XTW0xlrH9B6njGJMJpPcfPPNJBIJbrzxxl4ieTAKCwv5+te/zqmnnkpVVRXRaJQ1a9Zw991384c//AEhBLfccktu/+5u5ckqKBj44wmPx4NpmoTDYfz+gTux/X4/hqF9XFmCQd2hrdFoNJMBmQhDyzZkugvpcSHSKRBOsFgBgfBVQHA6YojmRBlpR7buAhFD2oBkHIrLIZVSmdnBEoTNhXAGoPgQSMWRLduBKBR4Ee4iKDoEMQZVYhnthPZdmF31EG6CdBKKqxCeYkSgCnyVCIu11/6ybQekw+BxKg964QxEMorsqAFS4PWoh4bCGQinb5/Wd7D//vN4PL2+tlgsg74n31jyDW5/43aCviBLpi2hOdLMB00fML96PjVv1PD32r+zsHIhz215jud3PI8QIneuc484l3vfvpe/7f4bJ1WfxJ/W/omNbRs5rvw4gsEgK2pW8MqOVzhr9lmUekpZUbeC1lgrx08/nmAwyGFFh/Hktic55bBTCMVD3PTKTUNW20fDlBDbpmlyyy23sGrVKj772c9y4YUXDuu4ww47jMMOOyz3tdvt5owzzmD+/PlccMEFLF26lC984QsUFRWN2Vo7OzvH7FxTnWAwSHt7+0QvQ6PRaA5u+sb5pZMIJBg2ZbWwuTELZ4Hhgc7QwOdIJ/PxfOkEItqOtHuUYG2uU5Vtpx+ZAOkqRtqCiN3rMcItagnZirk9CF1hIDz6+0lGMDpqVLU83AzJGNJdiHRXIj2VyIJywAYh5cMmFVfNj1H1+0gaFmRBFUgDsePdgWP8ommIjv73l/79B+Fw7+9xOp0e9D25bt51JBNJvvXKt2gIN1DmKeOqY67ik7M+yZeP/TLXPnctiXSCM2eeyddP+Dp3rrgzd65FRYu4cdGN3PSPm4ilYnzuqM9x0eEXsb51Pe3t7ci45JWtr3DPm/fQlehiWsE0fnDyDzix+ETa29u556P38LV/fo0Fv1lAVUEV3zrpW+xs3zmm74WQfY0ukwzTNLntttt46qmnuOCCC7jzzjvHpHL8rW99i8cff5xf/epXnHbaaQDceeed/P73v+e///u/Ofvss/sdc/7557NlyxbWrVs3qI3kYP/L1RP9j41Go9FMMLFQZkx6TI0nN5NILAiLVU1z9FchveVDNieKcEumiTIBkVaVNuIpRiZjapujQKWNZHzeIhZS++fi/EozcX77WN9LJRChmnxySiKMdAWQ3lLlt/ZV9PaYDxblZ/NidDeMa4yf/v0Hj254lC+/9OXc1/NK5vHaJa9N3IJGyFh+MjGpK9umaXLrrbfy9NNPc95553HHHXeMmUUj+yZGo9HctpkzZwKwa9eufvun02lqamqorq7Wfm2NRqPRTG76xvmlE8qbbXWo6rYzoBogrY7Bz5GKq6SOTKqIiHaoJA+LHZJhhGEHeyBftba51dTJsY7zM1NKNLfvxAg3I+JdqrmyaLZ6WCgYoHlxoCg/VyFGtBWjO/Oe6Bg/zX5i0qrGnkL73HPP5a677hqWT3u4vPfeewBUVVXlti1cuBCA5cuX88UvfrHX/m+//TaRSIRzzjlnzNag0Wg0Gs2Y03NMuplCyjRCWMFiUcI4MCM/LXEgejZRJqPKqmF1KmGbTigbSSZ6zfSUIP3VKkKwdVufOL+KfROx0lRNmG07VSU6FkLaXKSDM5GBaSou0ObsfcxAUX6eUkQyjKVDFdJ0jJ9mfzMpf8qy1pGnn36ac845h5/85CdDCu22tjba29sJBoMUFub/AVm3bh3HHHNMv/3/93//lxUrVjBz5sxeWd2HHHIICxcuZMWKFbz++uu5rO1EIsEvfvELAD7zmc+M1W1qNBqNRjN29B2TnoyBYSAsqnptekuQ/mlDC8xkJFOdDinLSDKq4vMsVkQ6ibDYVWqJ1aGq1oYFo2Vzjzg/r9q+LwkeUmbE+3aMrjpEPKRGuPurMYMzVAxf3/MPFOXnLlbJKaFaHeOnmVAmpdi+//77eeqpp3C73cycOZNf/epX/fY544wzcuPWH3roIe677z6uu+66XpMiv/KVr2C1WjnmmGMoKysjGo3y3nvvsX79enw+34Ai/rvf/S6XXHIJ1157Leeeey4lJSW8/vrrbNmyhcsuu4wFCxaM781rNBqNRjMS+sb5pRNqmzUjjG0uZfMYavR01t8cqlUTF8MtSHcheEqQSOXTtjqUYC2oQPoqMn7o+t5xfkMNwBkO0Q6Mth0qyi/WgRQWNcI9OAvTXwX23gkXA0b5OXxIiw0RaekT41fdbwpmNLkPjZpD4Ezax+3cLptn7ztpJhWTUmzX1tYCEIlE+PWvfz3gPlVVVTmxPRgXX3wxy5cvZ9WqVXR0dGAYBpWVlVxxxRX827/9G+Xl5f2OOeyww3jsscf4+c9/zuuvv04kEmHmzJl85zvf4dJLL933m9NoNBqNZqzIVqITYSWIU1EwrAirY/h2jnhXpprdgehqBMNQUxQtNjXoRgoQZEatzwQzjdH4ASIVBzI51YEZ+1YtToQx2rarZs5oO1IITHcxMjhTecv7imxQzZ8duxHJiFqH1YG0uhGJEEZcjZyXDq/Kyh7kQeP8pbNHv+YJ4uV/a5joJYw55z9xPseUHMOPP/LjiV7KuDDp00imGgd793FPdDe2RqPRjBN94/xScTVgxupUcX5OH2ZgZn9Pc0/MNKJzD0aoHrKNh94ypNOvsrfTCQRCiXZ/NdJVhAjV5psuhzMAZ2+k4oj2HVhatiKibapy7gwgC2cNXo3vG+UnDFWxTsUR5gAxfkNwxu/7F90mO1NFbI8kjaQ91o7VsI5oDPt40zeN5LWdr3Hq/55K+zfac6Peh8ukrGxrNBqNRqMZhGwlOhUDMw3pOMKwKZuHYVXNg56Soc8RbVdV5HALorsJ7B5k4SyVnS3NTPa0yIxUn4VIhjGaPshlUg/L/z0U6aRKS2negBFpA2liOn3KLlI4C5wDDI4z02oKZc8oP6sDYZqIhBpKN9IYv79dvm106x+EWDLCZ/6sesEev/h9nH1sK5qBCToP7AFAWmxrNBqNRjMVMFOqEp2NrktFQQpERtCZnmIlgC22wc+RTqjhNJ21iO5GMNPKauIOIi12RLy7twfb6c/H/wHS6lRieCj/95D3oBoWjaYNqkJuppU9JTADs/jQwSvRfaP8hAUEGFkryyhj/MbT/2y3OLW/epj0tJHMf3A+lx99Ods6tvHstmcJOoPcecqdLCxfyA2v3MCymmXM8M3g3jPu5biy4wB4eP3D3LbsNu4/836+u/y71HbX8qGqD/GL039BdUE1ADs6dvCt//sWqxtWE0lFmBOcw7c/9G0+Ov2juXXEU3F+vOLH/GXTX2iJtjDNN41bT76V0w85nVP/91QAgneqn9Er5l/BHy78w7DuTwdLajQajUYz2Ym0YTS8r4R2OonM5FwLmxNpdZAuORxZeMiQQluEmzHq3sVoXI/o2AU2F2bhbExfFUgwskLbFcQsOwakxGh4XzUqAqavCrP8mNEJbSkRXQ1Ytr+KdccyjK4GpGEjXTyH1OzTMKtPGFhoJ8IYTRuwtG5FpBPITLSgkGmEmVbe7oIKzIr5+x41OMZIzIlewpTlV+/+isUVi3ntktc4a+ZZ/Mc//oMvv/RlPnPEZ3j14leZ5Z/Fl//xZXo6oaOpKD9b9TN+edYveeEzL9AZ7+TqF6/OvR5Ohjlz5pk89cmneO2S1zhtxmlc+rdLqemqye3z5Ze+zBObnuCOU+5gw7Ub+M15v8Fr9zLNN40nPvsEAJuu20T91+v5xTm/GPb96Mq2RqPRaDSTlZ5xflKqKD4hEDaPslH4KpG+yqFFZiqO0bZdTXUMN4NhQwZmYBaoyZFGNiow68G2OjBat/aJ85vZL8lj2ERasdS/j9FVpx4UDBsyOA2z9Cg1JGcgu0ffKD8zBRiZhk05JWL8TDM90UuYspw540yunHslADctuonfv/97jis7jgsPuxCArxz/Fc5+/GyaIk2UecoASJpJ7vzonZxQfgIAvzzzl5z4pxN5u+Ftji8/nmNKjuGYknwc9DdP+ibPbXuOF7a/wBfmf4Gt7Vt5esvTPHnhk3x0+kcJBoMcEjwkt3+hS0VLl3pKtWdbo9FoNJopT984v1QMYabB5kIIY3gCWEpEdwOiZavKq07FkZ4SVaF2BTAirXkPtqcE6a9S12zZksmqzqSSjDbOL9aF0bA2N2Ana00xy45GeksHPmffKD8zDWYKDAsiM0F6sBi/yUZCJiZ6CVOWo4qPyv13qbtUbSvqv60l2pIT21bDyoKyfDzznMI5+B1+Nrdv5vjy4+lOdHPnijv5x85/0BhuJC3TRFPRXGX7/eb3sQgLS6qWjPn9aLGt0Wg0Gs1kIhlRzYvxbpAmJMKqemv3DD/POhHGaNmqRpzHOpB2N+miw5D+akjFsHSpRIvccBrAaNqomi7JCNrAzNFVjRMRjMZ1GK3blPVDCExvGWbF3KGtHrGQEubJqLrvZBRpWBBWpxL/e4nxm2yEE10Uu6de2slkwGbk7VAi83M+0DZTDt+q853l3+G13a/x/Q9/n0P8h+C0Orny+StJmOqhyGXdh0FMe0GLbY1Go9FoJgM9B8sAMhFRcX52L0II5aUOzgDLEAJYmojOWoym9YhwE4KMp7lotqqKd9UrrzOZ4TQFZWr/nnF+exvnPhjpBKJpPZamjaqKDpjuIszyechA9eAiu2eUn5TIRDcCAXaPuu9hxvhNNjpjrcBhE72Mg4aUmWJN4xqOLz8egC3tW+iMdzInOAeAFfUruOSoSzhv9nkAdCe62R3azRJUJfuo4qMwpcm/av/Vq2kyiz3z9y49CnuQFtsajUaj0Uw0veL8UpCIIGwusNiGn2cdC2E0rVfpIakY0lFAOjgL01+NEW1FdLYCIG1ulSiSiqvhNPsa52emEM2bMRo/wMgOmHH6SZfPRQZngmEZ5Lg+UX7xboSZRDgKwLCOOMZvMpBM560jnbEW0mYKy2jjETUjwmbY+Mbr3+COU+7Aali5+bWbOaH8hJz4nh2YzbNbn+WcWecgEPzorR/1qoxP903n4iMv5vqXr+eOU+5gyewl7OrcRVO4ic8e/Vlm+GcgEDy7+VnOPexcXDYXXrt3WGvTPwEajUaj0UwUPeP8pEQmw4BAOH2q+uwtU9aPwQRr9hxt25XYjYXAsJIOzkCWHAkyrawZmRQP6atCuoowOneppksycX7BmeD0jWzt0kS0bseofw8jm3NtdyuRXXTo0KK9Z5RfMgqJboTdCw7vqGP8JgOtkfzAGVNKWiL1lHmnTeCKDh5cVhc3HH8DX3zxi9SH6zmx8kTuPePe3Ov/9eH/4vqXr+ecx8+h0FnIDcffQFeiq9c57j71bn7wxg+46bWbaHuxjen+6dx28m0AVPmquP2jt3PLK7dw1TNX8fn5nx929J+eIDnG6ImJefQESY1GoxmCSFuueZBUXP2xe8Cw5KvPA40p73MOS907yn4iTaQrSLrsKKS7BCNU0yNRpAAzMBMRD+WbLhlmmklfpFRZ3fXv5pNMrA7SpUchS48cOuc7EVYiO96l7jfaDjYXOP3qYcBbjvRVjH5YzgRiSpMVu1/m2698HoBvn/oAfmeQ+eVLch7jg4mRTJDcV7I52zv/Y+eYnbPvBMl9Yer9NGs0Go1GM5XpFednQrwbaVhVNVsYSH8V0ls+tHUinVCV7KaNqgnRYiddNBuz9EhErBOjZVPv4TQOL0b7DtV0CWqQTOGskSd6hOqx1L2DEW5R57HYMEuOwCw7GqyOIdbbI8ovnYRIqxLUnhK1xkke4zccGrr2kDDjvbZFkxGawrWUeasnaFWayYAW2xqNRqPR7A+kRISbVWXZTCMTYYRMg8Or4vycAdUAOZRoBURnLZaa1WqqYzbpo/JYpM2d932Tjcibjoi0YjSsy8f5+acNHr03GOEWLLXvYHTVq3MLA7N4Dmb5PLAPkeLQM8ovFUdEWsFMqjQVi33KxPjtjUiymz2dWwZ8bVfHZvzOQpzWqX2PmtGjxbZGo9FoNONNzzg/M6U8ylYnWD3DTwBJRrDUrEK070ZIE9PmVEkfhbMQXfVYOnYDPRJFLDaMls158e0MZIbWjKB6HO3AqH8XS/sudQ4hMIOzMCvng2MvHu9slF8irJJG4t1qiI3dM+Vi/IYinoqysXnNoDF0aTPFxuZ3OKp0IXbL0A9SmtFx6VGXculRl070MgZFi22NRqPRaMaLvnF+8S4EgMOfqUoPIwFESkTzJiz17yJScXVc4SzSlQvATGI0beg9nMZXgeiqV02XKPEtA9OR7qLhrzsRxqhboyrlGRFp+qvVNd178bJmo/wibRDvRETakM4ABKYj7e4pGeM3GKF4O1ta1pJIx4fcL5qM8H7DCg4vORavfYSNqJopjxbbGo1Go9GMBz3j/NIJFedn96g4P5tLVZn3VtkNt2Ld8xYi45E2nX7M6oVIb4lqUoy0AdnhNDNBmv3Fd2AEcX7JmJr62LJZTawEzIIy0hULoKB06GN7RvnFuhDhJqTNpYS+zaWSUEY7jXKSkTbT1IS2UR/ayXBTJhLpGOsa3qLKfwhVvkMwpljSimb0aLGt0Wg0Gs1Y0ifOj3hIpX24Apn4vcqhJykCpJMYde9iNG9UySGGBbPsGMzyYxDRduXBNlP54TTuYozQnh5xfpnJkMON80vFVUZ3T6HuLiJdeSz4h9Hcl43yi3Uiwk0gM+tyeKdsjN9ASClpjTSwq2MLiXRs5McDNZ3baQ7XMyMwhyJ32dgvUjPp0GJbo9FoNJqxItquvNnppMqPTsWUt9mwIJ0+NQLd5hz6HB27sO5ZlYvtM32VpKctBqtDjUCPdQKZ4TTBmYhkBKN5fe/JkP6q4YnbdBLRshlL4wdqTDpgOn2YFceqgTR7q0Jno/zCLYhwsxqx7i1FugJTOsZvIDpjbezu2Ex3IrTP54qnomxueY8CR4AZgTkUOAL7vkDNpOXA+Bug0Wg0Gs1E0jPOz0xDvBMsDnAFkYYVGZimLBRDEe/CsmcVRuceAKTNSap6EQRnIrobES2bew+ncQbUNXvG+QVn7j2bGzKDcHZgaVibO960ezDL5yKLD9u7UE8nEaEaRGcdRqQFYiGkuzBXxZ7qMX496Y53sqdzGx2xljE/d1e8g3WNKwm6SpjmPxSPfeo3jGr6o8W2RqPRaDSjpW+cX7xLeZ2dARAGpqdYNUAONejFTCMa1yvha6ZU4kfxHMzK49QEyKb1fYbTzFBWkqYP1JhzYaix5t6yvVeizbTyejeszQ+ksTlJlx6NLDl86HVm77e7CdGxC6O7CRFtQ9q9yMJZSG/pARHjl6Uz1kpdaNe4iOy+tEebaY82E3SVUOmbic9xYDSQahRabGs0Go1GMxqS0fygmHQS4iGEzQ2OgnzDotM/5ClEVz3GnlUYUTVtV7qLSE1bDJ4iRKhO/aHHcBqrC6NtW87yIZ3+TJzfXiLlpInorMVoeF89HADSaiddcoQa6743awuoKL/2HRihOkSkFWlYMf3TkAVlB0yMX9pM0RKpp6FrD5Fk936/flZ0e+0+Sr3VFLsrsBiW/b6OfWFbxzbuffte9oT29NreFmvjCy9+gdNnnM5FR1x0UE3V1GJbo9FoNJqRkI3z66pDmCZkPNS4CvMNkHsbgZ4IY6l7F6N9B5hpJXzL5yNLj1A+6IZ1vYfT+KoR4SYs7TvVNsOKDM7Ye5yfNBFdjRiN61RSiDTVtMnCQ9TUR4d37/ebimO070J07MQItyBlGtOtIgbNwPQDIsavK95BU3ctLZH6QfOy9yfdiRDdbevZ1b6JYk8FpZ4qvI6hH9wmA2kzzaV/u5Qt7f0H/NR01VDTVcMTm5+gyFXEmTPPnIAVTgxabGs0Go1GM1ziXaoBMtv8GA+Ds0BNQxzOCHQzhWjdhlG/FiMZUeI8OIN09QlgdSqLR3cT0GM4jRBq/Houzm8Y1pSMvcVo/EBVx80U0mIjHZiFWXYMuAJ7v9dslF/LJrWmVBzTFVQPE4HpUz7GL5GK0RyppzlcSzQZmejlDEhapmnsrqGxuwaXzUOpp4piT8WkHY4TTUUHFNp9Wdu8VottjUaj0Wg0PTBTiM4aJTqlCdEOsFjBU5S3eAwlPqVEhJsw6t/D6GoAKZFOP+nKBSoHO9aB0bKldz52QTlGZ42avgjDs6ZIiYi2IZo2YHTsQaQTYFgxA9Mxy49BuouHJ5AjbRjNGzFCtYhERCWfFB2qvNkF5VM2xi9tpmiLNtEcrqcz1jrRyxkR0WSYXR2b2d2xGb+zmBJPBUFX6aSymXjtXuaXzOe95veG3O9DlR/aTyuaHGixrdFoNBrNUPSM80t0QzIOLj8YVqQriBmcAZYhkjcSYYymDRitWxGpONJixyw+DLN8LgiBaNvWbziNyORe94rz81XCUMIq2o7RvFmNSE9GwbBg+ioxS49G+oYpkBNhjJYtGG3bEfEupGEj7Z+GLD5sysb4mdKkM9ZKS7ietmjTpLCJ7AsS6Ii10BFrwSIsBN2llLgr8DuLJoUP+sZFN3L5c5cP+vqSqiWcVHXSflzRxDP1/tZoNBqNRrM/SCeUVznaDmYKou3KIuIpUhaP4Myh/crppErtaNqAEW1HIjALKjArj0V6S1U2dcfuHsNpypGuQozOPYh4FzDMOL9oB0bbNvVAEO9WIttbill6lMrbHo5ATicR7TvUWmOdSFR13SyegwxMn5Ixft3xTprCdbRGGkiZyYlezriQlmlawvW0hOuxWewUu8sp9lRO6Ej4cw85l7nFc3m/5f0BX//G4m/s5xVNPFpsazQajUbTk55xfukUMtap4vzcRSpmz1uG9FcPXmXOHt+0ESNUg0gn1aCYkiORRbPVSPXmTX2G08xAxEMYzRt6xPlVIb3lg9s+YiE1Dr59JyLWgchEDZolhyP9wxTIUiJCdSoKMKwmXkpHAWbJ4Xv3n09CTGnSHK6dsDSRiSSZTlDftZv6rt147AWUe6dT7KnY72PhhRDcvPjmAavbS6qWcHL1yft1PZMBLbY1Go1Go8nSM84vFYdYB8LhA5tLieLCWUNXmePdqsrctgMR60RaHaSLDlXJH06/Gk7TWdN7OI29IN90yTDi/OJdmXSQXYhIq4rxcxeSLpqtRrTbXMO712gHlro1GKHaTCKKA7NwNmbpEVMyxq85XMfuji0k0vGJXsqEE050sa3tA/Z0bmNGcA7F7vL9ev1zDzmX6oJqarpqem0/GKvaoMW2RqPRaDSZiLz6THJHWllGhABPaaYBci9V5nRC5Vi3bsPobkAiMb1lmKVHqOSQdLz/cBr/NESkFUvzBrXNsGZSPooHvkZ2NHr7LkSkRQl2Z4B0cAZm4SHDF8jJmKpkt25FpJNIw0AGZpCumAfuwpG+cxNOykyytfV92qPjP3xmqpFIx9jSspY2dyOzC4/Gsp8890IIrj3uWm5ddmtuW5m77KCsaoMW2xqNRqM52Il3q2p2MgqJMCIRRroCKs7PGVANkINVmbMTFdu3q2Ev8W5Mpx8ZmI5ZPAfsbpXJHartPZzGsGG09kgfcRcpb/RAcX7JCEZHjapkdzcjZEolmfiqMItmDz/n2kwjmjdhaXwfkYwpX7a3FLNiPrKgYkrG+EWS3WxqfpdYanJG900WWiONRJLdHF58LC7bEJ/MjCFfnP9F/r7j7yyrWYbX5uWh8x/aL9edjGixrdFoNJqDk55xfmYKIm1gdSC9pfmM66EqvfEujLadiK5ajO5mNZimcBayaLYSrwMNpymoQnTXY8mmj1jsmUbLQP/zJ6OIUK2qZoeblUB2+kkXVKgIvhHkXIuO3Ri1b2PEQuq6jgLSFfORhbOmbIxfc7iO7W3rp3y6yP4imgzzfsNbzC46hiJ32bhfTwjBk594ctyvMxXQYluj0Wg0Bx894/xinZCOK2FtWDG9Jcr6MdhH7qkEonOPqmR31UM6gektRfqrlZ3DYh9wOI2QaYyWjT3i/MqRvqr+jZapuKqEZx4ERCKsxHFRlRLZ3vKhIwB7Em7FUrtaZXujxH267Ghk6ZFDD8WZxKTMJNvb1tMaaZzopUw50jLN5pb3KPFUMit4xH6zlRzs6HdZo9FoNAcPPeP80glVzXZ4wVmKtLlUlXkw77OUiO4GRMcejHAzItKas4zIwkNUpTnWgdG8sfe0R0+JGg6TrSoP1miZSiC6ahGddWoATiyEdHhVtTwwQ+VsD1cgx8MY9e+oRs1MuolZdBhmxXywD7OBchISirezpWWtboLcR5rDdYTi7cwpmjclxsBPdSal2G5sbOSFF15g2bJlbN++nZaWFvx+PwsWLODqq69m/vz5wzrP6tWrefnll1m5ciW1tbVEIhGqqqo4/fTT+dKXvoTP1z+H8rTTTqO2tnbA8y1atIilS5fu071pNBqNZgLoE+dHtE1NgvRmGiB9lRnf8iCWilhnTqSLrnoQAjMwA1lQoQR63+E0GXuISEaU+JYynz7S1x+dTihfd1edyt7O5HmbwZmY/iqkrxpszuHdZzqJ0bAuMxAnBYDpq1Lj4Iczon0SUxfaxe6OTciJXsgwkZN8ofFUlHVNK5kVPJIyb/VEL+eAZlKK7aVLl/LAAw8wffp0lixZQmFhIbt27eLll1/m5Zdf5u677+bcc8/d63luuOEG2tvbOf744/n4xz+OEIKVK1fyP//zP/z973/nz3/+M8XF/bu+CwoKuOKKK/ptr6qqGpP702g0Gs1+JBnNDHzpUj7oWAfSGVBxfk4fZmDm4GI2FVee6UgrorsJ4iHl6XYXI4MzkO6igYfTOAPquKRq3BvwOukkoqtB/Qk3I6KtYHGqBkpfBaZ/2tAxgz2RJqJlG5aGdxEJdU3TFSRddQL4K0f7zk0aajq3sadz20QvY0hMEzrb8tnmoQ4bJYMEy0wWpJRsb1tP2kxT6Zsx0cs5YJmUYnvevHksXbqURYsW9dq+evVqrrzySr73ve9xxhlnYLcPHdh/xRVX8PGPf5yysnwjgJSS22+/nUceeYT777+f7373u/2O8/l8XH/99WNzMxqNRqOZGHrG+aVTEGlVI9a95UiLDRmYpqwfQx5bj4iFEN0NSLsXCmdjFpQpT/dAw2kC0xHRdlXNJhvn1+c6ZgrR1ajOH21DdDeDxYb0VSM9JZj+6uFXoTNDaSx17yCyVXWbm3TFPGTxnCmZMNKXcKJrUgttKaGr0057i5NoPD+p0u1JAVNj8uaujk0EXcX7LankYGNSiu2zzjprwO0nnHACixcvZvny5WzatIm5c+cOeZ4vfvGL/bYJIbjmmmt45JFHWLVq1ZisV6PRaDSTjJ5xfvEuRKIb6S4Ci135qP3TBvc/R9tVVToRRnQ3Qjql7B+uQMbT7RtgOE0l0ubGaNuOSCcAMN2FmTi/jOAy0+q4rgZlRwk3AwJZUIF0FyL91WqNwxXI4VYs9e+qZkopVSNmyRGYZcdMyfHqgzGZY/3CXTbaml0k4qph1WLNe8lt9knuI+lDPBXVYnucmJRieyisVmuv/9+Xc1gsA3dzJxIJnnzySZqamvB6vcydO3fYPnGNRqPRTCBmWiWFdDdBOgnhFrC7laC1OpRYdg7SEJaMKZEd61CTIyNtSHcR0unPJ4f0G07jxfRVI8LNWDpVv0+/OD9pqizurmyVvAlkCukpQToDmYE5ZcOP4It3Y2lch2jdpnzZhgUzOJ10xbHg7N+LNNUJOItx2dxEk5NHdMeiFlob3cSiSk8YhkmgKIbLH4I9E7y4UeCxF+B3Fk30Mg5YppTYrqur44033qCkpIQ5c+aM+jxPPPEEAEuWLBnw9ebmZm699dZe2+bOncvPfvYzpk+fPurrajQajWYcycb5pRIQy6SNeEuUlcNXqdI8BhK0Zjrjna5DpOLQ1aDytgMz1KTHQjUCfaDhNICaxJj1a3vLkP5qFc0nTeXnDtUi4mFEuAlScaSnOCPgK5C+isEjBvuSjGK0bFHWlWRENWl6y0lXHgcFpWP2Nk42LIaFo0pOYFPLe3QnOid0LYm4QVuzi3CX+uRACIkvGCdYFMNilSTSE7q8UeFzBJlTPB9xAFiOJitTRmwnk0luvvlmEokEN95446BV6b2xYcMG7r//foqKirj66qv7vf7JT36S448/njlz5uB2u9m5cycPPvggzzzzDFdeeSV//etf8Xq9g57f7/djGFNzQMB4EAwOc7KZRqPRjBKZSkDrdmS8FWkzIRECfyHC4UU4CqB4NmKQRkMZbkW27UKaURAxhBlGls9G2F2IwDTwV0G8C9myFWQUCrwIdyHSV4noqEHGOsDjBLsHUXwowuFFSgndzciOPch4NyTbINkFhWXgCmAUlEFwOmKwqZT97i+ObN0J9e8jI21gA/xViKrjEEWzEMPN3J7ilBSXUde5k93tW0iZyb0fMIYkk4LWJgehDjtIcLnBF0hQVBrHZjMANwDxVP574fG4cViHmSIzAVgtdmYVHk55wXQttMeZKSG2TdPklltuYdWqVXz2s5/lwgsvHNV59uzZwxe/+EXS6TQ/+9nPKCzsPxnsuuuu6/X1kUceyV133QXAM888w+OPP85VV1016DU6Oyf2qXsyEQwGaW9vn+hlaDSaAxjR3ZSJ80tCuBkwwF2ITFkyFeQSCCfUn54koxnLSCekYupYhx+chUjpxHTPhLQNsePd3sNp/NMR8QRi64recX6uCggnEC1bEZ21ymYSbUPEOpHuQnCWI22FmN5qsLqhKwLsxRZhphCheoymDYhwI8I0lW2laA5myRw1Qr4zNB5v66TFQ5A5vgU0dO+hoWv3uOdtp1OC9lYnoXYHUppADE9BgsKSKHaHSTwO8R5L6LmecDhC0jL5St0Oq4ty73TKvNVY0hY6OjomekmTkrEsFk56sW2aJrfddhvPPvssF1xwAbfffvuozrNnzx4+//nP097ezr333suJJ544ouMvuuginnnmGd55550hxbZGo9Fo9gM94/wS3UrUugpVnJ8riBmckW9M7ImZVukkXfUIaaqhNkgoqERa7Sp2LzecZkPv4TSuQjWcJufXLsAMzlJxftF2jM4aFbsXbVe+b6dfDbtxFKgYv+H6qaWpGilbtqrrpeIqYaRoOmbpkQekL3skWAwrVb5ZVBbMpC3aRGN3DZ2x1jG9horxc9DR6sQ01afVTneSotIoTtfkE9DDIeAsprxgGgFnsa5k72cmtdg2TZNbb72Vp59+mvPOO4877rhjVBaNrNBubm7m5z//OaeeeuqIz5F9wolEJk+Dhkaj0Rx09IrzS0J3M1jtyIxYVo2JA1ekRKRV5WGnk5AIqzHozoA63hXEDMzIDKfZjhFR4k1a7CrOL9GN0bK5l19beksh2oHRtk0J8FhIZWXbC5DBmUibK58wMqx7k4hIC6JtJ0bnHkS8C2m1kw7ORJYcoa6nRVIOIQRF7jKK3GVEk2GawrU0ddfuk8VESgh12GlvcZFOKb1hd6QpLIniKdj7eU0z/9+xqIF9cNfpfsFucVDiqaTUW4XT6p7YxRzETFqx3VNon3vuudx1112j8mn3FNr33HMPZ5xxxqjWs3btWkAPttFoNJoJIxvnl4hArBORDKtED4u9d2NiX5IRNf0x3gVmGmIdYLGr4TQWmxLZ7sKBh9PYvcpu0jfOLxlTqSTxbiXcIy1gcyP905FWh7KWeEuGnzASbVdrDNWqhwLDSrqgAll8mLqv4Y5pP0hx2TzMCMxhmv9Q2qJNNHXX0BlrG9E5ukMqxi+ZUD9DVluawpIYXl9ir884WZHe1JT34aeSE9e/FXAWU+atJugq0VXsScCkFNtZ68jTTz/NOeecw09+8pMhhXZbWxvt7e0Eg8FePuys0G5qauKee+7hzDPPHPK627Zto7KyEpfL1W/7T3/6UwDOP//8fbgzjUaj0YyYnnF+qXjGX12gBK3NrdJCBmqANFPKP93dqCrSiW6EmVaVb2FgekqQgWlgpvsPp/FPQ0RbsbRuVdssNlU1N2wqSzsWglQMEW4Fi1WtxWJXCSMF5QOL/oGId6sqdmeN8p8jkZ4S0v5pg9+XZlAMYVDsLqfYXZ6rdreE64f0dkfDVlqbXcSzMX4Wk2BxDF8gznA+TI90W2ltcpOIW0ibsdx2ry8F7L/mVbvFSam3klJPFQ6ra+8HaPYbk1Js33///Tz11FO43W5mzpzJr371q377nHHGGRx55JEAPPTQQ9x3331cd911vSY/XnHFFdTV1XHssceyadMmNm3a1O88Pfd//vnnefDBB1m4cGFOdO/cuZNly5aRTCb50pe+xMKFC8fhjjUajUYzILk4vzgi0oo0U1BQroStvwrpLe9vrcjaMTprlGXETKkx7VYH2O2ZvO1Z4CgYcDgNhl1ZQ8wUAKa3VPm1uxqUFzudVNMoIVcdl94SlcM9kE98IJJR5fEO1SmRnYoiXUHSBRWYhYeAu38Dv2ZkZKvd0/2H0RFroSlcS3u0WaXFAPGYhdYmF9Gw+tRAGJJAYQx/YRyLZe8DaRJxg5ZGd+54wzApKo5A/fjdU1+EEBS5yijxVOJ3Fukq9iRlUort2lo1GCASifDrX/96wH2qqqpyYntv53n33Xd59913B9ynp9hevHgx27ZtY8OGDaxevZpYLEYwGOQjH/kIl156KSeffPIo7kaj0Wg0IyadQHTsxoi0ZWwarSrVw+5FOgOqAXKg6LxEWInzbBNjMgoChKMgYw2pQPqrIBXrP5ymoBKju7FHhduF6S3HiHVgNG9UFpRIG8i0EsOWjNfbXw22YVYS0wllFQk1IMJN6loOH2l/JTIwc2RVcc2wEEIQdJUQdJWQMpPUtTewcWcbTS0JkgkDhKQgoLKyrVZJOiVIpwYXramUoK3FRXenHaSAHlnbafK+7kRcgGXsrSR2h4nPEaTYU0GRuwyroS1Gkx0hs494mjFBR93l0dF/Go1mNOTi/LKWEWGAuxhpc+b81f1IJxGhGozuZgBkOoXAVANjhIG0e5QNpO9wGmGo4TQyk1KSrXC7i5S9JNoO0oRou6qQu4JKZDu8mP7p4BhmB5yZUoNzQvXKkx1pVh5vTymyoBwzMH3ghwfNmJFMShoaoaVFeawT6Rg33jjG77k1gvPSQwGIPbwVUmPflPjyyzHd7LgfOKii/zQajUZzkJCMqQbIeJdqgIyHkO5isLkwvSVKFPedtiglItysrCBmCqREIpW1xLAr4eyvVnaTRBij8QNEMqoOdQYwPaUYXT3i/KwOpMWumiWlhLjyZuMMqKmSNpeqZA+SeNKP7Kj2UB0i1onoblTi3z8N6S5WIvsgj/Ibb9JpSVMTNDVDOpPa5/NBZYUTmHr1Ri20px5abGs0Go1mYpEyE+enMqXpblRVX1810u5WFWlHQf/j4t0YHbvyQlnVqhHCAAHS6cMMzASLDdGxKz+cxrCqxshkDKM1E+cnTeW3TsUxUnGId0Mqqq7r9Ctftq9KZXAPxxcrpapgd9YgEt2I7iZIx1Ul2xVUDwDDPZdmVJimpKUFGhohpez3uN1QWQm+AvW+v/RC72NSZoqWSD2NXTXE0xHVPNnkIhFXckkllKgYwIG+dd2RBPe8rf771ruX4XUP08PfB6fVQ3nBNIpc5Vi0rWjKo8W2RqPRaCaOeHfOYy2ibZCMqhg/qwPpq0QWVPSPz0snEJ01GOEWAKQQICzKqiGEysEOTFdiNqr81rnoPk8x0uHHCNUoYW+mVMOj1a4q48koJCNgc4OnRJ2roALpLRu+lzrajtFZqyr0uSmSxUhnFbKgLNNIqX2244WUkvZ2qKuHRGZwqNMJFRUQDPRWyC5XX8Vso8AznXJvNRt3dNDS1oiU3TicKQJFqnlyqIQSezoftG13mNgd5uA7D4DfWURlwQwCruIRHaeZ3GixrdFoNJr9j5lWgrm7USWFhJuRTj/4q3tPZuyJlBlLRo2K8ANMqxNhJvLJIdkcbASidVvv4TS+akQihKVtmxLZ8RDS4kDYPUqMJ7qUCHYXqWZKb5lKJxmuMM7G+GVtMJEWcAbUFEmnX1lGdJTfuBIKSerqIKKcQthsUFEORUUMK6kjlZLUN0BLi0DKIIcUBrF720k4NxMz9z4aPhHPK/Fo2Ip3mI4Pr93PjOAcfI6x8wlrJg9abGs0Go1m/5Id4JIV2TKtqthWJzKQGZfel1hIWUayfmurEykMjKSa6pvLwXYF+w+n8ZaBzYUR2oNIxhDRNuXrdhUhkBALIQ0D4QoAYLqL1CCZ4TYsZmP8ou25BwesDmRghsrsDkzXUX7jTDisRHZXt/raYoGyMigpBotl7yLbNCXNLdDQkPd1+/1QVQlOZyFSLqaheze7O7Zgyv7V6ljUQkerk5aW/DZp7v26FmFhRvBwSj1VOrbvAEaLbY1Go9HsH3rG+cW7MnF+xeDwKnuHf1r/KnIqoQbaZCvUhhVp96rx6T1zsP3VmeE0m1UWNpnovoJKjEir8oRH2yHepcaeWxyQiiKFgXD6lG/b6cP0Txt+9Tkb49fdrCrr4WbVoFlQrmwwBZU6ym+cicUkdfXQ0aG+NgwlsMvKwGodnnhtb5fU1uUtJ24XVFblfd2gquIVBTPwO4vY2LyGeEo99EXDVtpbnbmsbUjkjnF6EsDgD2xOq5sjSo7DZdOfdhzoaLGt0Wg0mnFHhJtVtTkZUw2QFptK5Mg2QDr9vQ+QZmbgTC0iU0k0XQFEOoWRFdNWZ2bKojcfF5iN7st4vY22bYhIm6pmO/3gnwbpBDIdR9g8yuNtc2MGpvVfw2BkY/y66hFmJhYwFQN3kapou4I6ym+cSSQkDQ3Q2qZi/ISAwiCUl4PDMTyR3d2tRHZY9ddityvLSWHh4JYTt83LMaULWbntXeobZW7qJEJS4EsQdIUgU93u6gbfIMmQLpuHo0sXYhvuECTNlEaLbY1Go9GMH8kYRsdORLQTYu2ImKosS5tLWUd8lf0bIGOdymaSUqOvpc2tqtnRVoSZVtaQ7LEDDafxlmOEahGhOoxIq6qG+6epkDczhbA6lci22FUqiLtomAkjPWL8zBQkuiHepUS6uzBvGdFRfuNGKiVpbILmZjAzbo6AXzU/9m92HJh4XInsbDXcYoHSEigtHdpyIqWkowMaGx1Yu48lFVuPECkKAnEChXFsdpPuSN5i0twEVeX9z2O3ODiq5HgttA8itNjWaDQazdjTM84vGVXVbLtXpYQ4vKoibevTPZaKY3TsVnYPlA9buosR8RBGOBPbZ/eoY61ONSCmqw4hpRpO46uCdBKjdrVKKpFpTE+pEupIhGEDIZT49lUqO0lfoT/YvWRj/NIJZR+JdSKtTiioyIh5HeU3npimpKkZGhvznmqvFyorwOsd3nueSkkaG6G5RQl1IaCoUAl1m21okd3WBo1NEFPPf7jsDhYcNpsWVmNY0rl94/F8bndDoxqk0/PcFmHhiJIF2K19mn81BzRabGs0Go1mbEmEMdp2qHzpcLPKl/ZWIO0uVWHuK0qlmRHmGeEMSE8pGAaiuyEvpv3VqtlxoOE0riBG8wZV0U4llKD3lCIMq7IECEPZS7zlSF9F/+E4gxHtUM2PyYga1x7vUlGD7uLM+Up1lN84IqWktU01LmY91S6XEtl+//BE9kB52wUFqvnR7R78HKYpaW1VIjt77WwVvKQErFY/pdF5bGpekxuNs3tP/vhUCnbthkNnq6+FEBxeciwe+wCZ8ZoDGi22NRqNRjM2ZOL8RHdjZpBLM9IdBG+Z8jEHZ6jBMT2JtqtqdkrFqklHAaa7CKO7sYeY9itft2FVDZbdjWq7YUX6qyBUj7VuDSIVQxpW0r5KZeWQUolsQHpKlCi2DvOj+54xfqAsI2YanD6EMNQ6dZTfuNLRoZofs9Xk4XiqBzpHbR3EM6l9LpcS2T7f4MenUpKWVmVVSSbVNptN2UyKi3pbTYKuEg4tmsuW1vdpa1PX6qmsdu2CkmJJwC84vPhY/M6ikbwFmgMELbY1Go1Gs+9EO9RwmmQE0d2oBG5gmkoEyUTy9SIZUyI72+yYmdBIMqrOQ3bS43Skpzh//p7DadJpLDuXY8RV3pvpCqr0DykRCGUZcQYwA9X9LSuD0TPGD5CpuPJnW51gWFVet47yG1e6upTIzjYuWq1QXgbFxWAYwxPZkYiktjYfBTicvO1UStLc3Husu90OZaXquMGuXeypYHdNmjXvfUA6aeSUVTplYNok76wxuGDJPIKuASItNQcFWmxrNBqNZvRk4/zCrWqQS7RNjSR3eNVQGH917+g7M60sI131ectIQQXS7lHiOyum3UWZ4TT0H07jKMDSvDlf4bY6VGSfxYYAJbLtHrVtuM2KPWP8AMwU0kwpT7fdk0k4qVQWlOH4vDUjJhJRA2U6O9XXFouya5SWDD/GL5FQQr2tTX1tGKoiPdQ5kklJUxO0tOZFttOpRPbequjRqOStlZJ1H1SSDJt0xXZBlXotnVI/957UHFYsK6WzUXLC8cNPS9EcOGixrdFoNJpRoeL89qgkkK4GsDnVIBdHQSaSr4/FItLWS1BLpw+zoBIRacHSulVts9gzlfCAakps35WfDmnzYETbsDa83yviTzoDajgNPYT3cCvPuRi/BhUxKCVSmoBEZJrYTHehygDXUX7jQjyuRHZWIAuhKskV5UM3LvYknVYpJU1N+ZSSwkLl7bbbBz5HPK6OaWvLH+N2QVm5SjgZSmTH45I170pWvw2hEJgSbFRjozW3j92ZxEkVXqEeGjdukuzYKZh7jOTIIwZfl+bAQ4ttjUaj0YyMXJxfByLSCvFuNcjF7kH6q5De8t4NkMmomv4YCwHkrBgCidG6NS+ms5XwvsNpECDTWJrWqZxuIZRlxFuKEAYCmbOhDDsRpG+MH6ipkoAwLIBFR/mNM6mUyspublH2eoBgUAnk4VZ/pVRNjPUNeX91gReqqgZvfozFVCpJW3v+ul6vqmQP1XQppaShUfLee7B+Q34kPIDVovzgLmsF63oc42dOr3PE40qgr31fcOihksNmD3+UvGbqosW2RqPRaIZHzzi/eLfyZjt8EJyZb4DsWf0102rfrgblwc5Wol2Fyhfdc9JjUFXCew2nSScAmRH1bQghMO1e8BSr6D8hVEpJQcXwJzX2jfEDpDAAgZBpEOgov3EmnVa2jZ7e6OGkg/QlFFINidGM6HU41DkCgYHPEYlIGhrz+doAPp8S2QUFgx9T3wA7d0o2b4H2dlXFBhCZa7rdytstBEST+Sk2ToqxioF7BRIJyfr1sH69ii6srpJUVKhq/nDzwjVTBy22NRqNRrN3snF+8VAmzi+J9FUjHR7MwIx+tg0RaVUTI9Oq3CidAUz/NJWZ3bQ+bwPxVappj6k4RvMGRLwb0glIRhDSRETaEekE0uYm7SxA2AvU9EnIxO5V9k84GYyeMX6AFBawWCEVVw8DuXPqKL/xIBulp/Kn1Ta3Gyore49G3xuRiBLZXZmgmL01UHZ3K5EdCuW3Bfxq2mRPcW+akvZ29RDQ1AT1DaphMhLNrxd6VLFdylc+GHaGZ2Xq7pZs3AQbN6mvsw8AWa95MKgr31MdLbY1Go1GMzg94/xinYhIK9JdCAUVmN4S5WXumVmdjKjpj5nIPGl15EaXG23be096DM4CqyOfsZ2KQ6RdVajTSYxYh2p0tLmQjgKEQ+UTS1dQ+bJtwxwM0ifGTxoWlS6SjPWOHAzOGH5qiWbYZCcv1tXnI/gcDmUXCQSGLySTSUl9vWpkBNX8WFIMZWUDNz+GQsoukk0kEUIJ17JSVT1WPm9lZWloUCI7kZAkkxCJQDSWt5kIVNOky5WvYu8NO6OLhQyFJKEQbNmaOY9dUFYqKS/PJ6oMN5VFMznQYluj0Wg0A5ON20t0I7oakIZFxfk5fKqJ0dFjOIeZQnTWKlEO+aq1twzR1Yho2ZLZbmTi/Eryw2liIeX9NlNIqwsRbQOrHdPpU0LeXYwwLEoQ+6eBwzvIgvvQN8ZPCKTDh0gn8qJfR/mNK6GQpK4u728eTgRfXwaynQQCyjLS19stpaSzU1XPI+oDDAxDNUsWBiWhLsGmzdDQqIR4KqXUtGmqPO/RVrEHwsA1sgMGIZGQ7KmBPTXqa5tNUF4mKStTDw7FxcNPa9FMDFpsazQajaY36WQmzq9FCd9oh4rxcxbkbR/Z+DspEZGWjAc6YxlxBZWATScxmjb0nvQYnAmGRZ0/VKtEdiyEdBcizCQi0a2q2OkEOAMqds/mwvRX98/qHnT9fWL8ANMZAKSqzoOO8htn+uZcWyxKGJaU9B4KMxTZMen1PaZHejxKZPcd0S6lsoA0Nqk4vlhM5XQLQ1Wlt20TdIYEUspex41VFXsgLGJ80muSyd7iWwhBICApKoLCoPoTDKr1a/vJ5ECLbY1Go9HkyMX5xbtUNdvmyjRABpTto6d1IxHOVL4zVWKrU1kx7F5E5x6M7ia13WJT1Wx3kaqWt27D6G5ARNpUw6MrAMkI0uJApMOqiu2tRlodqlHRXTw8xdM3xg81fVJaHIhoK8JUZVEd5Td+xGIq5zrbhGgYaupiefnIqq+hLkldbb4ibrcrkR0M9j5HImGyYwds3a4i/Lq6lci2WZUwN3LPUXmRPWQV2w0u58ir2BNJ9kGjvb33dqdTEAxIgkFV2S8qVJ8I6Cr4/keLbY1Go9Hk4/wi7aoBMhlVcX6OAmUd8fSYfpdOIkI1GN3NQMYa4q9Cessg1onRsDZX5TY9xUrYAqJlC5aWLWrwDQamuwRkEhAI0wQzgvSpATe5hJHhVJ0HivGzezCdfoxoO0ZMTUnRUX7jRyKhmhBbW/MV4qJCJbJHMsQlFlPNjz0H25SXK2+2YajKdHMz7Ngp2bYN9tTmBbNhgMetmh+NAX5shqxiu8ExzD7bqUIsppJU6hvy2ywWQXGxpKIcZsxQ3yNd/R5/tNjWaDSag5mecX6xkIrzcwYgODPfAJlN5pBSVb47a/LZ2O4itY8QiLbtGBE1mURa7GqwjdOP6G7CqH9PTXw008rSYXMjZRqRTmHEOzA9JUh3oRL4BRXDSwMZKMbP6sT0lmLEu7CE6tQ2HeU3bqRSajBMc3N+MIzfr5ofRxJhl0opYdiSydwWQnmRK3pUxBsaJW+8oSwU4Uj+ehZDVbFdrv4ie29VbPcAxxzIpNPKq97YCO++ByUlgg+dKCku1n8vxhMttjUajeZgJRvnF+tEdDeCNJH+6UhngfJWO/35fePdajBN1jJic6nIP6cPEW5RMX9mKjN+vVzF56WTWHa9idG2PdP86MAsqFLCPNaJEesAhxezcBZmQYUaaDNca0ffGD+LTYn0dFIlj2RHwesov3HBNCXNLSrFI9u06PUqkd3XT7238zQ1K/GXa370qzhApzN/nm3bTJ59Abq781VpqyUvsvs+Qx1sVezR0twsefZ5wZlnSKoqteAeL7TY1mg0moON7LCZUD0i1q7i/DwlSGdANUD6KvP2jXQC0VmDEW4BVGye9FUjvaWQTmA0b0L0tGkUzgKrC6NpQ8ZOksiI3nLVBNndiIi2I4SB6atCBqap5se+o90HY4AYP1lQAYZV3VO2SVNH+Y0LAzUtulyqAj3YMJnBaG9XlpHsedxu5cvuOWAmkZBs2y55+q95MW61gtejhHNPka2r2KMjnZb881XBJy+UeDxacI8HWmxrNBrNwUQ2zi8eUg2QFhsyOFMlhRTOyotTKZUwDtXmGws9JUh/FRg29VpnTY/hNGpMu+iqw1L7EiKaEeCOAtKFszEizRgtm1X12+knXTirf/V8KAaK8fOWIR1+jK66vPjWUX7jRkeHsnpEezQtVpSr5ruR+H67u5XIDocHP088ruwOrW3Kvy2lig30elRGd8/LTYYqtpTqoSHUDdlZNrEYuKbIBypSQio10as4cNFiW6PRaA4GcnF+zaoBMt6lxKorgPRP6+1njoWUZSQb2WfPTIl0eJX1pGVLj+E0BZiBGYhkGMv2V5U4lxJpsWGWHAlmEkvTelXhtthJF81Glh6JdBUOzz89UIyfpxjpKUVEmjFaNukov3Gmu1sljHRnYvysVjVIpmSQiY2DEY8rkZ1NKhkoDjAazY9UzwrnqkrB5z8n2b5DsGOn8ndPhiq2lJBIQiwKsbiqrMfTPdYyBRSWzSY45BCYN3dkUzw1I2MK/ChoNBqNZl/IeapjHaqabfdCcBbSU6ysFtlx56kEonN3vsmxZ2MhUlWyQ3VK3BoWJdINK0bjOjUdMhUHw4IZnIHpKsTSslGNXxcC01uGWTFv+AkjA8b4BTD9VYh4txLZOspvXIlGlcjOJoMYRn6E+Eji41IpNaWxuUfzY1EhVFQosQcQDiuRnb0WqEbL8jIy1gZBdTXMm2vywQewaauqZidT+7+KnUyq6n4sBmkzv90wwNXj+pNVbDscgmnVMH06VFflvwea8WOS/ihoNBqNZp/Jxfm1qQbIVELZPZyZCZDZITHSzNhCanPC1vSWIH3VqrEw3qUaKVMxtbsrgOkMYnTVK0tKtB1hWDALyjEDMzE6dmBt267OY3NhVh6HLJzVe6z7YAwW4+efBkgl6rMVdx3lNy7E40oct6pnLiWOi5TwtdtH1vzY0qL83Vm/tc+nfNnZpJJQV2akelf+uOxIdbdb7ZNKqXHvLS0QiQpcbjh2HtjtqsId6oLaWkF3t2SkpGRkWPslU0pcx2OQ6lG9NgTYnSqb226HWCp/vhQRUiNf0l6xipH3IRQUCGZMh+nT1KcSetz7/kXIvuOUNPtEe99U+YOYYDCo3w+NZiKQEtHdoIbTRDsQ4SakqxDpKVbWEX81GJmpHbFOjPZdeSFt9yghbvdkRrDvyedpW2yYrkKMZBgRylad00hXkHRgOiIeUmJYSqQwMEuOwCyfB7ZhVJwHi/ELTAObG6Njd96vraP8xoVsBbqlNR+rFwiohJGeySDDob1DjWmPx9XXLpcS2T6fOk9np6pkZ33bQqjJh2Vl+WtFIkqst3fkxbphqDUVFfZupJRS7btzF+zarc4/HB6RlSO6r8nAJaJuWPsFg0pgz5wxcl+9RmmYsUJXtjUajeZAIjvVMdKG6FLTLGQgMwGycFY+9SMV7y1gLbbe0xqj7eo82eE0Ng9CgCVUC91NGPGQEtnuUqTFgqV5AyKpBLvpqyBdvUhNhhwOA8X4+aqQrkL10NC6VUf5jSPptBoU09iUF7UFBUocZ6vLwyUSkdTU5v3dNpuyixRlmgbb21UlOzsZ0jBU1by0RNkbUilJS4vMVLHz53U61STKwsKBLSxCCEpKlP974QnKjlJTC/X10NCoqvUHOi6XoKxUxSZWVWkP9mRCV7bHGF3JzaMr2xrNfiQX51eHEWmFaLsSpq7CzHTHciWipZkZYlPXQ8CWZVJGrCrOr31XXoRLCRabsnTEOlVzpd2LdAXVGPRwY97jbfeSrj4eGZw5vDUnwkrw94nxk94y5S/v2K2j/MaRbDW4oTHfZOh2KbGWrUAPl3hcJZW0ZawnWX93Wan6sWtrV1na2Uq3xaKG1pSWKM9wOCxpbR24il1cNLLs7oHus6NTDd5paoaWZnUd05SkZARTKotILAbJRH6wuwBsdiX0nU5lGdkbyRT8+TH13xd/Vo2NH2uswo3FIggG1XtTmnnI8Pt19XosOeAr242NjbzwwgssW7aM7du309LSgt/vZ8GCBVx99dXMnz9/2OcyTZOHHnqIxx57jF27duF2u/nQhz7E1772NaZNmzbgMf/3f//Hb37zGz744AOEEBx99NFcc801nHTSSWN1ixqNRjN2xDqVpzrajuhuQFqdUDgL6S5RAjXbOBhtV+I2pRRPXwErupsQnXsQZhqZ2UdYbJCMKs+3MFRTpBCQiGLp3APppEoZKT0CWXbM8CrOg8X4FVQosd+ySTVWoqP8xgMplQe6rj4vfh0OZRcJBEYm2AaaIJltfrRa1fj2xqZ8lrbVqlJMSkrU1+3t0NoqR1TFHilCCIIBCAZgzmFqWzxusnMX7Nzppq4eoklIJ8BAVeNdGYFtsYzsWhIgE6FnBcZg+YB6+MmK6pJi5Wsfi/dGs3+YlJXtn/70pzzwwANMnz6dRYsWUVhYyK5du3j55ZeRUnL33Xdz7rnnDutc3/rWt3j88cc57LDDOOWUU2hqauKFF17A4/Hw6KOPMnPmzF77P/PMM9x8880UFhbmrvH888/T3t7Oz3/+c84555whr6cruXl0ZVujGWeycX7djZk4v241vdFdqKL6sgI1GVMiO9YBZGwagelId1GP13ciYiGlOBJhsDrVn1gHpGLgKkSaKYSZUhnd8W7lnfZVkq48bniWkcFi/HxVIAxEqCb3mo7yGx9CXcpLHcn08dlsqvGxqGhkTXNSqkp0XX0+n7nAq+wLdrvyfTc35yvmNpuqdBcXqQpySwt0dI59FXsoTFMSCqmqdmdn/uEAVEXf6ZTE4tDSIqipVQkpIyWZhD89rP77skvVfY+GAq+gqko9tFSU5xtKNfuPsaxsT0qx/Y9//INAIMCiRYt6bV+9ejVXXnklbreb5cuXY7cPnfHz1ltvccUVV7Bw4UJ+//vf5/Z//fXX+eIXv8jJJ5/M7373u9z+nZ2dnHHGGVgsFp5++mnKy8sBaGho4MILLwTg5Zdfxuv1DnpNLS7zaLGt0YwfuTi/SCtGdxOmowA8JZi+chWDZ1iVtaSrXv3JWkYKKtSESMOSb6TsrFHV7kgbWO3gDCrRnQyDzQNIiHeBNDFinUgpkZ4izJIjkYHp+WbLwRgsxi9QDVZXJn2kRkf5jSORiMq4zqZ+DJRxPVw6O9W5Ysqij9OZHdOubBrNzXkRbbcrMe/zSzo7BK2tvb3YLpeqhI9VFbsvUkq6ulQFvae4B1XNDwZVxbuvmJVS0toGu3bB9h0QCg1PKu2L2A4EBLNmqobGYFBbQiaaA95GctZZZw24/YQTTmDx4sUsX76cTZs2MXfu3CHP8/jjjwNwww039BLmp5xyCosWLWL58uXU1dVRWam6kV988UVCoRDXX399TmgDlJeXc9lll3Hvvffy8ssv54S3RqPR7HdScdW4GG5WDZBmCtNfrarZwZngKFD7RdpUNTub7OH0KzuGzaVezzZSxjoR4RYwk0hPGVhsSDMBSITdC5FWQKi0kmQU0xVEBqZjFh+29xHrQ8X4OX3K/tK6TUf5jSPxuMrKztY9hFA2hPLykYvbvoLdalVVV59P0tIi2LU7L2adTiXmHQ5Ja6ugplbkKsmGoQRu0ThVsaWUhMOqgt3e3nsyot2urh0MDt38KYSguEhV2hccp+5h6zYlvKPRsatRut2C2YfA7EN0YsiBzKQU20NhzaTEW4eRFr9ixQrcbjcLFizo99qHP/xhVq5cycqVK3PieeXKlQCcfPLJ/fY/+eSTuffee3vtr9FoNPuNXJxfDUakBSItmTi/UqS/UvmdhaH80B27lCWEjOc5OKN3pnZnrYr0i7RCLIT0loCzHGmxqcE2woKItkIqARYrItaB6ShQCSFFh+SbLYda62Axfq6gemBo2aKj/MaRZFI1LLa25icxFhYqcexwjOw9TiTykYCgxLLyDUtaWgW1dXkh7XZBcYnETENTsyAazV/L5VLidbz8xpGIpL1dieysRxzUQ0EgoES21ztyQSuEoLhYNXQuPEGyp0awcRPU1o5edE+rFhxxOFRX68zrg4EpJbbr6up44403KCkpYc6cOUPuG4lEaG5uZs6cOVgG6HCYMWMGALt27cpt27lzZ6/X9ra/RqPR7BeyVehwi6pmC0PF+XmKMYOzwOZUlpHO3cqqQQ/Pc0F5j0ztEEbrVoyuekSkDdPhhcKZSIcfKQQi3oURbYdoB9LhVdVoaWIGZiALyjADM9W1hmKwGD9PSUbo1/S2tegovzEllZL9rBx+vxLZI43xS6clTU3KGpI9VzAIhUFJe4dg02aRE/JeL/gKJPG4oKZm/1WxY7G8wM7aWkDZZAJ+td6CgrGrGFssgpkzlNWjvR3WroNt2zKpPXvBMASHHQpzjwG/Xwvsg4kpI7aTySQ333wziUSCG2+8cUAB3ZOuzOdcg/mrs9u7eoyt6s4EgxYUFAxr/4Hw+/0Yhm7myTKWnieN5mBDmmno2IPZvQdiDZDohJJqhLcUUTgTUVCq9utuRrbtBBJQ4EW4CqFoJiJjGZHpFLJlG7JlPXS3qgp4xWEY/kqky4/sboGuBog1IW0usBcjUlEIzkK4g72uNeha493QthMZ7wSnAe4Awl8FvgqEYcmscRfIOHg9CGdArXFvVhTNsDBNSWOTSX29SSoFbrcSt9VVBj7fyH4nqUhASU1tmmQyf66iIoOukElTsxKWXq/6Y7cLolHoykxw9HiUB7q0RB0z1lXseFzS2mbS1iaJRNQ1bTblwQ74BYWFBoGAGPeKcTAIhxwC7e0my5Yn2bUrRTRmAplPc6Qdl0tplRkzLJy8xEbAr/XBwciUENumaXLLLbewatUqPvvZz05qG0dnZ+dEL2HSoBskNZp9INaZq2Yb3Y2YNhd4yzGdFUjPNEjZoLGmd0611aE8z44gdMeAGHQ3Y6l/D6O7Acx03nNdUImIdWPUvY0IN4GZRjoKELEQ0hUARxmmrQjpma6uNdjf5WQMo3NP/xg/TwVIGzTXK1tL3yg/ZyGEE+qPZtRIKWlrUyPRs9aJbMNiICBIpwf/1g1EqEtSV5tvYrTbIRCQhMOC+vr8fna7xGqFxsb+VeziYvB4lNDdS31q2CSTKq6wvSM/MAeU68jnU9f1+/PNnvvrV7FpSjo7oaJcsmkjZD4gByAUSmC3wzFHCxYtBGmKEX0vNBPLAd8g2RPTNLntttt49tlnueCCC7j99tuHdVy2Ot3d829lDwaqYvesXvd9k4eqems0Gs2YkU4qP3WoXmVbJ6OYBeUZy8hMcPpVukf7LkR3Y94y4uvh2wZIxrDUr8Fo3Q5mSonckkORxYeBlBgtmzBCdYhERCWZWA3VHOktVf7q4Myh4/yGivGzOtR9tO/oHeXXd42afaKzUzU/RnsI4/Jyle4xUttELKaaH7Mi1WIBr0eSTEFTkzqXaUqEARYBiYTIifvx8mKnUmoYTXu7Etg9nRoFXnW9QOD/s/fnQZalZ3U3+nv3PvM85JxZmVU9aWwJqekWyDIgIUUAHxhLlkAiAIHDhmuHdAlf3+CaCGMbBxHYGAEKRAAKO4QNGIcaJJoQfIHNZywssNRSt6aWuru6qyqrKuczz+Pe7/3jOTv3OZVDZVZlVmV1vb+IBtXJc/bZ+2R35dpPrmetu5M33W5LWkm5LDaWalWm/PbYv9qJpFh3HnuzWXy83znTYtt1XX7u536OP/mTP+H7v//7+Xf/7t8d2aIRi8WYnp5mbW0Nx3H22E487/W4P/v8+fM899xzXL16dY/Y3u/5BoPBcJKoVlFEdLuA1SzgRtLo/IOyPJhaAJSkkFSv++ke0axMir2YPNcVIb35VdSwJ77o1Dzu/BvR4QxW6aIsJ/YaUkYTy6KsIEQy0uCYmEWnlw6O8zsoxi+9KOkkWqMa2ybK7xRpNkVke7Mk2xaRPT11/GW7vYuUmnBE/netLsfyqs4DAbBQuHr/KfZJ4DijLOwK1BuTWdjxuLxnJiPWlTvNcKhHJTximanVJE5QKUglRxXpafib/yPPty140xtN+YzhDIvtcaH9fd/3ffzyL//yTX3aN/LEE0/wZ3/2Zzz77LM8/vjjE1/73//7fwNMPP7444/zmc98hs997nN8y7d8y8TzP/e5z+0e02AwGE4UL86vuS0LkNrFzSzLNDt3QRoevSXJfgsYpXtkV2TSDSJy6+vY68+gOlV5KJzEWXwMnV5CNbawL/0lVruE1ho3koZQXHzddkhi93IXDo7zu1mMH4j1pXrNRPmdEp2OZnNTBB6MUkGmJWLvuILOdWWRcnvbW37U8hsKC3pdheNoWi2NUjK59o4fi8qy40lOscfLZur1ySzsaNSP6jtuispJ4OV0F0tybp2O2FmaLfGyz86I+J+elqjAXk/zS/9eXru0CK961R0/ZcMZ5EyKbc868id/8id8z/d8D//hP/yHQ4V2uVymUqmQzWbJ5fxK3x/6oR/iz/7sz/joRz+6p9Tm6aef5m1vexuLi4u7z//e7/1efuVXfoXf//3f573vfe9Eqc3v//7vk81meec733lKV20wGO47vDi/ynWs1rakgMRyYuXIrEiChztEVa5gNQvyEmWh04voxKzYMbSGdhl78yti69AabQdxZx/FnX0tDDrYq5/Dql4D7aIDYXR8Gm2HUIHwyN6xOLJ37CNmDorxSy/5DZXDnohsE+V3KvR6Er1Xrsi3WymxiszNHX/Cq7VMZzc2xeOttWYwEOEeCCg6LU2zqbEDkE6JB9q2/USRk5pia61pNKE6ShI5atnMnUKWMKFclujDZlMsNo4rU+ypKUkUmZ7yK+7bbfk+eTzyiLGPGIQzKbZ/8zd/k09/+tPEYjHOnz/Pb/3Wb+15zjvf+U5e85rXAPAHf/AHfOxjH+NDH/oQH/7wh3ef823f9m28733v48knn+Q973kP3/md30mhUODP//zPyWQy/Mt/+S8njplOp/n5n/95fvZnf5Z3v/vdE3Xt1WqVX/u1Xzu0PdJgMBiOjDep9qbZVhCdPY9OzsnE2gqKZaS2tjtJdmP5kR1jVNLVqWAVX8YqX5bSGcvGzZ3HWXgzBCJY21/H2v4GyhmISE/MoSNplGWJjzqSOjzO77AYP6X2b6g0UX4nxnCo2d6GQtG3U2QysvwYiRxfxDWbmrV1qWp3XU27I1aHYBAaTWg1NbG45HHbtpLM7KmT9UU3m5pKVTzOXpU7yDl4E+yTtKUcB8eRqXWpLBYdx9HUG7LkGY3IZxGJKLJZsezE44p+X35DUCnL59kYWxOLx+7KZRjOIGdSbK+vrwOSlf3bv/3b+z5ncXFxV2wfxr/9t/+WRx55hE9+8pP8l//yX4jFYrzrXe/in/2zf8by8vKe5//gD/4g2WyW3/md3+FTn/oUAK9//ev5J//kn/DWt771Nq7KYDAYEIFa35AlyOY29JtSTBOfwc2dl9KXXhOrctEXucGYCHCvHdKza1RWUe0ySlm4yTnxZSfnoLZG4PoXUb1RsY3nqdauiGzLRmeWRTTvR78lCSNeMY5lS817YnbXy63aJamLdwaj90iNGiqNwrhdHEdTKMD2jj/xTSZgYeHWhGivJ8uP1aocu9GQX4oEbKjVodcdifgFCAbViU+x22292+Z4kmUzJ0WzKYku3oR9MJDFTGcI8YTYQUKhUbFNXjzytRpsbslnORzK5LvRlNd4mKG2wUPpoySxG46MibrzMdF/BsMNdGtY5Suo5g5Wa0dEdHJOpsXpJdAOqraG1SoCI5GbWkInZuQnd7eOVV9H1TdHC4oOOprFmXoYnXsA+i3xbNfWRFTbIdz8g2AHd0WxG8uhM8tgh/ae30Exfsl5f1Ldb+0f5RfL7T2e4VhorSmVJMbPm/rGoiKCU6njK7fhUGwNhaKf7DEcyjS71QKNTJJTSYjH1IlOsQ8rm0mnRWCnUndPYA8Gvk3EO792R9Nuyf1kMgnBgCIaFV98Jq1pdxSVsnjmHUfTbo885i4k4nLD4Djw//3/yfH+x/+t7poNxnD73FfRfwaDwXDP48X51dbFMuL0cUeTYm8BUjW3xXPtJXjEp9HpRRHFvaaI7HYJmjtYvbqI7MQ87tRDEAhhbX0Nq/CiiGpl4WTOoePTWP0WOAPxcWfP+7XtE+d3kxg/7xrqa2PecRPld5JUqpqNDej15M+hkNhFstnjC1LX1RSLItq73dFCXxPsgEyWQ0GZXKdSkMuKyD5uu+R+9Pv+BLvd9h+3rFEWdlZ84Herntx1NbW6COx6XfzvWmuaLRHJ4RBMTcm5pdMisoMB8cq/8KJEHfb7Yi3pdSESFctNKCSiPJeDaMTMLw17MWLbYDAYThGJ81vFam6j2iXcSAadXRYbR2IOeg2s7ef8BI9QHDezAuGE7+vuVKFbQzV3IJzEzT2Im15Cx2dEAO98E6tTBaVw49O4uQdQg7YIbcA9KM7vZjF+MFri3DFRfqdEvSEi2xOngYBUq+fztyZKPdHeaMiUvFQRu4htQyAox56agukpdSJTbC8Ob7+ymWTSL5u5m/F3nY58FuWKTPZBJtP9vky1IxG5AbFtSCY1mbRkl1+5LOU+jiO/CWi15PuTTEJyyrfB5HKa2GiC3Rmb4ne6pyO8zbT83sPYSE4YY5vwMTYSw32NF+dX30A1twAlvufkvPivUajaNax2GbghwWPYlcXETkUmys1tUBY6PoWOpHHT51C9Bqr4ElZjE+UOJeZv6iGUCqD6I4tHMIqbvSDCfZyjxPiBifI7Rdptycquiy0e24aZaZiZ8VsQj0OrJb7sUkniAYtlCNoQjcmiXn4KlhZOZoo9HErGdKUqy4NnqWzGYziUiX6xNDlldxw9mmiLP/3//c/uPQn0uf9lfpN0JzA2EoPBYDiraC2WkNE0m24NHcujk3OSNhLNyiS5vrE7TXYT0+jUkixPli/L8qHW0KnAsCdRfcHIrmXDKryIVV9D9ZroYAwn9wA6Po3qVlG6O2bxWJjc0jpKjB+YKL9TpNcTke3NIZSSSfPcrIi/Wz3e2prm+pqIy2h4NH1NwtICLC1JgsatiHiPw8pmYjE/qu9ulM14eHGCpZIsMPrnqLFscB2xtHi2nHj83hPahnsTM9k+Ycwk18dMtg33HZ7to76B1dxB2yGJ8sssie2i1xQRO5TfNetQXHzUVkDEd2vkmR52YdCGYBwCYXQojg6nRCg3t1GtHbACuPEZdGYZNez60+dwUo4ZjE6e281i/MBE+Z0ig4FmaxuKRX8SnMuJreNWylqGQ832Djz/gub6NajUIBaBZBryWXjggojs25liu66kbVSqo4zpsSzsSARy2btXNjNOrydpIqXyZNpJKCgiezAAx5FzVApiMU3Ahk5X0WjoXZtIpyse7URSbCW+TYRdm8hRyWSyVKun8/PP2EjuDGaybTAYDGcJ7aJq66jqVazGFgw7IoST87IAaYckhcSbFNtBmRSHUyJsWwWZZGsXPUoNUdGcZGNH0qhBV0R8YwvlDnDjs5ISEoqiOhU/zi99bu/0ed8Yvznxi495uE2U3+kwHEoOc6Hgi9VUSpYfb0UIa63Z2tJ8+Stw7Tq02rLYNzMtEXUPPwRzc+qWp9haS4xdpcJueolHKORPsE9iofJ2cByxspTKYmXxsG1IJERAdzqK/ijVRSlNMAhoaLUUoGl3NK2WPJZIyG8YLEvJ4mju9pY5YzFFr2dEsUEwYttgMBhuh1GcnzUSzTqUwM0/NFqAnB2ljGyMTYpn0YkZVKsgAno05tTKFpvHaOlQ22GwLPF0t0uoThmiOZzYFDqWRfVbshQJ6GhWfODjcX6DrixPep5wpSTPO7UwOaU2UX6ngpcIsrXtC9Z4XER2MnlrImxtzeWZZ0Vk9wfiyZ6Zhlc9IiI7m711L2+r5S86nrWymXFaLYnsq1QmJ+3JJITDml4PajU5T9fVuK7cU1pAv69GbZAixiMRaeK0LD9NJJe9NTuPwXAYRmwbDAbDreDF+VWvS5yfO8RNLaJTC7KUOOxIe+NQstx0OImbXkR16/K4l/4RjKIBa9ABpdDaRVtBLKcH3Y4cOxRD5x5AR9JoZWONTcj3xPkdJcbPO38T5Xfi3FiHDiLq5uchm7k1u8j1Nc0zz8L6OgwdsJTYTx59vYjsSOTWvl+djqZc2Vs249WzZ7Ky8Hi3K8cHAznPcllSQjxk0q5RSgR2o6HQWtPtyhKkbYvFxXE0tZYcx7blNwuBgNTQ53IiuO/2pN7wysaIbYPBYDgmql1Cla9g1TdQnQpuNItOzcsCZCgpvuxuFfC90bgDrOJLu/F5OhjDDSexOhUspw/uEO26YNvy53YRXAedXkQHY+hwAtVrYnnV7YmZUZzf6K/xo8T4gb/AOZ7pHcuh08t+DbzhlqjVZFnRE4ShEMzNiZg7jmD1Fv021jVf/brkZTuj5b5zS/Dmb4Hz59UtpX30ev4Ee1y4jpfNJJN3LwvbQ2uxiZTL0nLp+dwtS3zUqaSm04VSSTEcSv51qz3yZEfls293oFTWKMQmkk4plOJEbCIGw3EwYttgMBiOyrCHVbm6W7WulYWbXcHNLKOTC6h2cdca4llGsGxJ//Ai9oJR3MQsqtfAbm5LRMKghbZDqEAE+k3oNSGShmAUN5xAua5vGQlGZZrtVbcfNcYPTJTfKeHF7nk507YNs7MwPXW8BBCv1XBrS/PyJX+SHQrCuUX41m+FpcXj+7EPLZtJjlokU7eXVnJSdLt+Jva4nSUel5uWcFhTKiuuXlMMh5pGQ9PtQjgi1+K60GzJ9yISFVuIUkosI/m7n5hiuD8xYttgMBhuhjcNHnmz6TdxY3l0alEWIF0Hq/C8v1wYTqKDMVSn7D8WCMsk2nVlYdEZQLcG2oVoxo/6s4OQnJO4vVBc8rS1u9fmcdQYPxhF+V2VchxMlN9J0e1KgUy1Jn+2LBHYs7NHz5gej6srFiW+b+06DF2J1FuZlUn20pI61hTWy5muVKBxRstmPLwq+VJJUkE8gkEv8UTT6ysKBcklb7UlJUW7ftNjqy2RhAHbn1jbttxI5HN3zm/ul/w4xKL6rie1GM4GRmwbDAbDYfRbkiQy8jfrQBg398BuZvZk0kdQ7B79FlZPIhK0HRIrSCgpgrdbg14D1Wugo1kIRtHDrkyoIxlpgQwnUU4fqysqTocT4gP34vyOEuMHJsrvlOj3NVtbkoShtXzk+ZxYRo46NfWm2CIwvaxs0Ej03NQUPPo6sYsc1YIyHEoWdrmyt2wmkRj5sDNnYwHQSz0plaFa9TOxlRKxnMtJDna5orh8RVGricButuQmJJcFV4vXvNmS4p5AQO3eTORzIsTvhE1Ea/ncS2WJSNQakkmXbAbCpmTVgBHbBoPBsD9enF/lisT5OT3xSaeWcLPLqE5FFh0RgaSDMZQzmFhe1KlFdCwvySPbz6H6LcnIDiWkTRJQ7gBlh6Qh0g6hAxFUr75/nN8RY/zARPmdBsOhZnsbCkVfHGbSsLAAkcjNRZ03xS4WRZT1+5KVvbExEplpEcOvegQefABs++aLj66rqXllM/UbymaikM3JOZ6VCavnGS+VodfzH/dsHrms+NMLRXjpZaiORLY7mmLPz4m9pNeHSBgyabX7ei9N5E7ZRNptyfe+McElFoOVZUuiBg0GjNg2GAyGvXTrWKVL0tLYqUicX2YZnXsAUFill0XEao22LMDC8qbMVkDsHokZqV0vvIBql1GtAmgHnZhDByIyWXb6oIIi1sMp1LCL1RsJ6WgWN7MiS4tHjfEDE+V3CjiOplCE7W0/bi6ZEJF9FHvC+BS71xORXSjKnz0RmYhLsshDD9188VFrEaDlyv5lM15U31FuAO4ErutnYnv19MAem0e9obmyqllfF0tItysZ4pm03EsqvKmx+LDvlk2kXJbFzfbYgqlnecnlpHQmm7WpVM7G52+4+9yy2P7Yxz7Ge9/7Xubm5k7yfAwGg+Hu4QxQtTWsyhWJ3NNa4vwyy7jxaazGhi9inT4oC6UV4IymzPOyFKmULCxWr0lhTa8hleuRjJTUOH2/RTIQQVu2L7LH4/ycPqqyKguQo1N0Y3nxfgfCe8/dRPmdKFrLst7Wth+NF41KVnY6fQRBPDbF1tqf6jYakr0djcoU9MIKPPywOnT6vFs2UxXbxVktmxmn3ZabjHL5hkzshEyx02mZ6BdLmm88rynsiPdaa/lc8jm5NqXks7Ksu2cT2S8ZxfttRD4nC6Z3OyLRcHa55br2V7/61di2zd/9u3+X973vfbz97W/Hssxf6Kae3MfUtRvuJVS7hCpdlml2t44bzcgCZPY8qt/cFbx60EGhIRAR64eyRGQnZyWGr9fAKl2SaL12GUJxKbKJT6GtgCxNai2vC8VRg85uioibmJZad0A1tkde60Ni/MBE+Z0Slapmc1OmqyCib2FeRO1hourGKTZInnW7I8fqdmWanUjA4gI8+IA6tOTGsypUa5NZ2MGgWE6yGUnqOCtC76DJbyjkZ1qHw1Iuc+26ZnVVbh4cVxZMo1H5JxgUv3MwcPdtIuXK5M2NdyOQzR68YGp+/t37nGRd+y2L7d/+7d/mj/7oj1hbW0MpxdTUFP/gH/wD3vve97K0tHRiJ3ivYf7j8jF/2RjuCYY9rPKqVK23dtDKxk0toLMrYIdF8LpDGLRh2BOxa4dkcpyYQyfnxMrhDlHV61iFF0W4A25yVirbY3msVtFfaAxGAeX/ORCRVJNQ/OgxfmCi/E6BRkOWFb1UjEAA5mb9Ku/98GwdxZI/xQaZZA+H0vbYaEC/J8uPszNw4bw6ULh3On5U37iv+ayVzXjstyAIIp7TaZlie+dbqbhcugzX1/ybB9sWMZ1KeiJb7T5+p20ig4H89uFmNpGbYX7+3fucCbHt8bd/+7c8+eST/OVf/iWDwQDLsvj2b/92fuiHfojv/u7vJhC4v2zh5j8uH/OXjeFM402ES5ew6hsw7KBjeXT6HG5yDqtVQPVbMOhAtw7huCw27vql5/169E4Fe/NrMl12BuhoBjd9Djd9DjWUFkjFqJI9FIV+W+L8QJYok3OoTuVoMX5govxOgXZbRLbnKbZtiZSbmT54ejkYiM2kWBqfOmscF9yhTGvLo2zrVEpE47lzipnpvcK91/MF9njZjCdYsxk5xlkqYen1NMXS3gbKGye/g6HLtatweVVErIc9urZYTMS2d/PgfVZ3yibiuqMUl30KdLxzOa5NxPz8u/c5U2Lbo1Kp8Cd/8if80R/9EZcuXUIpRS6X493vfjfvfe97OX/+/Em8zZnH/MflY/6yMZxZBm1ZgKxeQ7VLImxH3mzcAVarCMMutEtiF4nmRpPsaXRy0bdnOH3U9jexiy+iBt3RMuI5dP5hdCAsgnhU1+4GYyjt+PXtobhMs4f9o8X4wcFRfuNNkoZj0etpNrd8EaiUTLHnZvePyDtoim3bGktJCc1wKMdrNESkZbMwO6uYn5s8pjdFrVQn86V3Ww7PUNmMh+NIfnep7Jf4gPwGwJv8xmJSm14uay6vSm54f+C9XmL6ksnJm4ezZBOJx71871vPITc//+59zqTYHufZZ5/lv/7X/8pnPvOZ3TvBJ554gh/90R/lXe9610m/3ZnC/MflY/6yMZw5tCsWjeJLWM0tqUiPz6AzK+Kfbu2g+m1Uu4gGSMxIdnZ8Cp1cgGBk91Cqeg17/VnJzVYKNzaFO/coOjGDqm9gtUaLipYtcX791mi6bUmcXyi+6w/ffd4BMX5govxOmsFAs7UtC4zeT8FsVnzZ+y0q7j/FhlhMY1vQ6crjtZr4q1MpSdHI5RQL8771wCtwqZT3ls0kEnIOmTNSNjNOs+nH3HnLjvtVn7fbms0tzeUrfn62F0eYTonP3EtJ8WwxuRwkEnfOJlKuyOe/xyYyEvtHsYncDPPz797nJMX2iY9Crl27xl/91V/x+c9/fvexubk5vvCFL/D000/zute9jt/4jd9gfn7+pN/aYDAYDqZbxyq9JFPkTlWKYnIPokfV6Vb1KqpVhGFPlh2DMVk0TC36ZTKj49hrT2PV1gFwgxHcuTeg8w9Cr4m1881dQewGoyh3iNWXsaWOZnATc6jWDnb1qjx2WIwf7B/ll12RtBLDsXEczc4O7BR80ZhKici+Mcljd4pdnLQX2DZkMvKHel3RHkCjKYkVsRgsn4NkQrGwCKmkwnFkylupik1lfMTlTVHPStnMOP2+CNPxZU+QxUUvEzsUkmXHnQJcv+6yte1Xwg+HEt2Xy4mo9qbY42kid2Jq72WRl8uTn/+upzznxwkaDKfBiUy2B4MB//2//3c++clP8vTTT6O1JpPJ8O53v5sf/uEf5vz583z5y1/mt3/7t/nsZz/L29/+dn7rt37rJM7/zGHuZH3Mnb3hTOAtLpZexmruiPUiOYebOQcorOYOql2CXh0dm4JoFh3L4qZuSP5wBlibX8MqfBPlujLNzj+EM/8msGys6uqYhzqIDgSx+r41xE3Oo4bdo8X4jd5vMsrPQqfmTZTfLeK6mmJRYvw8y0AsJlnZqRvSQPp9meLeOMVOJERkD/pQKiuGQ+h0RWRHIyLaQyHF/DxkM5pGQ1E+oGwmM4rqOytlMx4HCdMbp9CenaRQlNSWWk2KZrwbmGhU7Djx0Q1MOCyiNpe7szaRUlk85TfaRPI5ucE5rd8gmJ9/9z5nxkZy6dIlPvnJT/LUU09Rq9XQWvOmN72J97///Xzv934vodDe2Kkf+qEf4vLly3zpS1+6rRM/q5j/uHzMXzaGu41ql1DFl6V1sd+SOL/0MjqSRLVKWK0dVKeCG05DYgodm5KlxHGRrV1UZRVr/dndCbWbmMZZegLiUyKea9dRrjPWJNnzY/iiWUk1ae2Mxfil977P7vuZKL+TRGvxRW9s+sI5HBaRnc2oiecdNMWWBTlNo6koFkVQDgaaekO8yqmkiLbpaU00ItPu6g1lM+Gw7wM+K2Uz4xzkX04kfGFqWeJDL5WhWPQn9YMBoMFSkErLNYZC6q7aRMrlyUVTL4s8n7szn7/5+XfvcyZsJB/4wAf4yle+gtaaRCLBBz7wAd7//vfzyCOPHPq6hx56iK9//eu3+rYGg8Fwc4Z9rPIVrMplVKuAtoI4ufPoxByq38TeeQHVKaMDYdzMCjoxI+I3nPSPoTWqtYO18RWs5ra0RQZjOItvQucfgkEXa+d5VK8hT7elfWO3STIQQgcTUr3ujircD4vxAxPld8LU65qNDd+bGwxK3Xc+71sGDptiT+UhGtUUS4rLVxSuKzaUTkf8yvlRUEw0AuGIplhUe8tmMiLyzlLZjMdw6Fene9YP2CtM223N1pYI8UZDJtrNpj+tDwakFj6VFFuIsYkYDJPcstj+8pe/zGtf+1o+8IEP8P3f//1Eo9Gbvwh43/vex+OPP36rb2swGAwHo7VMmosXR3F+Xdz4FDq1hFYKu/Qyql1GK4WbmEWnlnAzSxBJTx6nU8UqvIhVvoxy+mgrgDv9MO78G8EOyZJlfX03EYRgFIa93Tg/glGxnXRG9eqHxfiBCPfaNRPld0K0WiKyvQVE25Zs6+lpEX/SCCgLj/tNsUWMSz371WsKrWXyPRjIcxMJRa8nojschk5X0RmV3wQCfpvjWSqb8fCaLUujNBVPMHttiFN5EaaDgSxDXlnVdDp+e2WnM6pNB2JxWeaMx0WUe3F/d8oac1BD5Z2wiRgMx+GWbSTPPfccr3/960/6fO55zK+NfMyv0Qx3lEEbq/gyVmUV1amgg1FpXAwmUI1NrHYR7TroaFbq1/dbMuy3sCqrWKWXZYnSstCJOZzFN0MsL18vXxmL6RNbx242ttZg2b5d5LAYPzBRfidMtytZ2dWq/NmyYHoKZmdFdN1sip3JSMPj9o74fH00riv2imYTuj1J1vCKVmxbRGc2e3YnqL2eL0wn0lSioxSOnPwrWqvJpLvRkCl+re6niqBFZKeS8lnFYupM2US8NJGzYNMxP//ufc6EjcQIbYPBcCbw4vwKL2I3t9Gug5ucw41PYbXLWOUr4DoivqfO4+YfEpE9LogGXVlGrKxiNbbR2sGN5XCnX43OXQBloarXRRQjCSIEwvI6QDt9lFIoFQDt+suMB8T4gYnyO0n6fbE5lMoyeVZKRNfcnIiweh1KJT0xxfZyoaemRJy1WporqyI2PSJhTacrE91mQ8R2Pi9WFNtWE1nYZ6lsxsNxZHmzVJqMGbRtvzo9GpWvra3LtTuOfJ7Vmlyz1uBqeU06LTcZ2ay68zaRsZuAcZtIJiPXcpYaNQ2GGzGjE4PBcO/SrWMVXxpF4zUkzi8xhxp0COy8IDnaVgCdPY87+zp0LD8psp2BCPXaGlZzG9Vr4EZS0iI5/SrxcHfrWJUrfjlNIIxyh6hBF4Z9tNNFBSJgBW8e4wcmyu8EGQ412ztQKPh2iEwa5udFHJZKItDGJ7nJhAhmWfhT1Bua69f1rhhVCsJhEXfX12TSrZSXmS1CM5u5c0LzVmi1/BSOcXvFeDNjryfT4ctX/M+n3RaR3emIwEZLdF8mI5/Z9JS6ozaRg64jkZDvxVnMIzcY9sOIbYPBcO/hDlGVa1ili1jNAlpZOKNIPKu6inKGfsTf/Btkwjwusl0H1dxC1TZQnTJWq4AORHByF9C5B0QsaxdVvuKX0ygLbQexhj1wB9Cpoe0QarS8eGiMH5govxPEdSXXeXvbF2GJBMzPaVxX7dauj0+xPS92JOJ5tmF7R+82N7quxrahUYeXx8R7Mgnnl2FmVp1pcefZK0oluUHw8CL3slmZBJcrcPGivzTquuLHbjREgDuj6/Z8zwvzinz+ztlEvGzvcnnyOjybSD539uISDYabYcS2wWC4t2iXZXmxdh016OBG0mg7hNUqoFyJgtCRFM7Cm6R+fVzIao1qFWS5sddENbfAdXFTC+jErNSnB2PQqYj32yunCYRQzlBysztlUWLxPMoKHB7j572nifI7EbSWSefWlj+NlTxnzXCguHpNHTrF9irEt3dG01tXlhytUQNkteqL92wWHnkIFhbUHcuFPi7eTUO5PLno6dkrxCaiqdcV19cmLRiOo2m2oFaVKnU9iu7LpGFpEebmFJmMsYkYDCeBEdsGg+HeYNjHKl8aLS9WJM4vksbqt7GcKiglUX7zb8CdfvXeaXGnglUVga46ZehUpYY9kkFnzqETs+AOsIovoTqjqD5lS2HNoAudKqpXl2XHUPzmMX6wf5RfdmUyYtBwJKpVWX70pp2hkCYeF3G8tqYOnGLDqNCmpNnehk5H025L1F0gKM/3FibDIZiZhlc9ArOzZ/e3DZ2On4k9GPiPx+Ny3emUptNVlMtQrakJC4bn465W/Sl2MCiLpBfOw/S0MjYRg+GEMWLbYDCcbbw4v53nsRob4Axw7TDK7WN1Oihlo+0A7vSrcefesHda3GvIFLzXhEFHcrdDCchdQEezuNnzEAhPltNoLXYQZ4BqlVHtIoSS6MzyKOXk3MExfmCi/E6QRkNEtmf3AE0oKL9cqFT8zzKZkGXHdNpfVnQciffb3hGB2WjKRDuVFEFXqYpYTSYhk4KVFcXU1NlcdhwOJd+6VB7/LEQo57IisrUWAf7ixckJv21rul1/cuwRj4tFZnkZkkl1RybHxiZiuB85s2L7qaee4plnnuG5557j4sWLDAYDfumXfon3vOc9Rz7Gj/3Yj/H0008f+px//+//PX//7//93T+/4x3vYH19fd/nPvHEE/ze7/3ekd/fYDDcJoM2VuGiLCh262g02nVRTgNlh8AK4mZXcBbetHdaPOiIyO5UQbvQLgJKovgCYRHO8am95TRWANCoThnVLIBCXhNOHh7jBwdE+c2i04smyu+YtNuazS0vHUSm0YGA/NMfyOe/3xQbRJgWCppr10dJIk35lmUz8k+zJZPtqdHrpqckueSsTVG1Fj91qTwWv8coEzsl4jQW01SritWrk8U0tg0BWwT6TtG33SgFczPwwAMwP6/uuE2kXp88R2/xNGFsIoZXMGf2b/+PfvSjrK+vk81mmZmZOVAAH8a73/1unnjiiT2PD4dDfud3fgfLsvj2b//2PV9PJpN88IMf3PP44uLisc/BYDDcAtpF1dZRO89jt3bQgw7adVAKlB0BO4CbmMVZeDMkpidf6/TFH90sSCxfvyXJIZEs2EFZZMwsgxUQUVxbGwljDXZIJuHNHfGDx6fRsTw6vXBojB+YKL+TotcTkV0uy9JfoyECMZn0xfB+U2wQkX3tuubKFajWJKrPE+SZjCRs9HsyCQbxJC8unL1Jaq8nNpEbk1SiUc9eoWm3FaUyXFn1LTRKQSyq6fUlocWLQgSIROD8Cjz4ACQSd8Yi02zKdVSqkzaRpGcTyZzdRBeD4SQ5s2L7F3/xF1lZWWFxcZGPf/zjfOQjHzn2MQ6agv/FX/wFWmu+4zu+g9nZ2T1fT6VSfPjDHz72+xkMhhOg18DaeWG3nIZhD4VCB0IQjOBGc7izr0dnb1h+dIeoxpb8o11whzDsoqwAxPNoOyiWkWhW4veKF1F9+X28tgLy3PoqVreODsUlmSR97vAYPzBRfifEcChZ2TsFmebWG34leiikDpxiA9TrLi9f8qP6YOS/nofFRbAtOd5goAiHxT6xuHDnEjaOgjf9LZYmrR62LcuauaxGa0WlAi9sTfqwo1FNwJZrvPiyP+H2Sn0eeECWHm379EV2r+dXwPd6/uOhkHz/csYmYrgPObNi+61vfeupHfuP/uiPAHjve997au9hMBiOiTtEVa9i77yAamxCtwFoCEQhFINoFif/IG7uQQhG/NdpV6bY9XU/jcQditc7lJBDJ2Yllk+pyXIa7//W1lCdCsqycVMLuLkHDo/xA/Fz19YmowFNlN+xcRzNzg6srUvGc70OoaAvqpNJsXvcOMXu9zXb25pLl2CnIM2GANEIrKzAuXMiVDc31a74DIVEZGcyZ8eycFDleDLp+Zc1tbpi9eqkDzsUgmhEM3RgaxvKJUkVAWmFXFwUkZ1Jn/6/i7vlOeW9NwrGJmIwnGGxfVpsbW3xuc99junpab7ru75r3+f0+30+9alPsbOzQyKR4NFHH+WNb3zjnT1Rg+F+ol3G2vkmVvmy5Ga7QxHUoQQ6lsdNLeJOPQzRjP8aPfJV19Z2C2e0sgEt02yQZcbsBQgn9pTTaEC1C6hWCaVddCSNM/WwTL8PivHz3tdE+d02rqspFjWXLss0t92WTOjZGUilJNt5Kj85BR0MxIO8taW5vj5qOBx9zZ/gKoZD2NgQKwmI6JudlaSRs7D8OBz6NpEbK8fzOUilxCZSKEKr5Z+vbUM8rlFKRO2lyxL557pil5meEqvI4uKdSRQxNhGD4Wjcd2L7j//4j3Fdl3e/+90EAvtffqFQ4Od+7ucmHnv00Uf51V/9VZaXl+/EaRoM9wfDPlb5Zaztb2JVr6EHXbQdRIdTkJrDjc+gcxfQybnJaXG3hlVbm7SBBMLQb6MYLSamFtGpeZl8V674ZTJaj3zZW5I8Yodwcg/gzrzm8Bg/731NlN9tobVme0fz4kUoFmDoSKLG3Kw0P05PqYkp9nAoU9NKFYpFSRdpjtI4olGpTn/4IchkLIZD8XsXi35t+9SUHDsYvLuiT2sttfFlWfocz5JOpyGb1bguVCuKre1JH3YiITaRwVCm+JWKLH1aFiTico0ry5DPn/7Co7GJGAzH574S21prPvWpTwEHW0je85738Nhjj/HII48Qi8VYXV3lE5/4BE899RQ/8RM/wZ/+6Z+SSCQOfI90Oo1lmV8he2Szxrdq2IvWGhpbOOtfgq1vojtVlB2AaA6y51CpOazMOcidR41ZOXSvBZWr6G4FwgoiaYjnod+GfhPCcVQ4BVMPoEJxdKuELq2C6qMTcXlebROcHkTCkF5ELX8rVnLv7sbE+Q46UF5Fd8sQsSGWRWWXITlrfjV+RLTWXLvm8Nw3h5SKoiSjMZibtXj4YZuZaXvXi+04mmpVUy671OqaZtOlWNK0W5pIRLEypTi/bLG8HCAeV7iuZnvHZWPDxXHEspDJKM4t2USjd/f70+loiiWXYtHdzcROJCAeV0xPWQSDngXDnWjDjMcVkQi4DlRrLqWyplLRdLuaaFQxc0GxtGSxMG+TTp9ubJ/jaCpVTbHoUq/L9y4UkpudbNZiKq/uWHTgvYT5+WfwuK/E9uc//3nW1tZ44oknWFlZ2fc5H/rQhyb+/JrXvIZf/uVfBiSO8Mknn+Qnf/InD3yPWq12cid8j5PNZqlUKnf7NAxnjUEba/M57M0vo5o7gJKUkPSMLCTGcrjJZQimodEG2rIkWV/HahUBsQ7o+JR4sLeuSJqIsuT1kRmoN7Eq3/DLaQYtVLOANZpIu+EE7uJj6MwKDJWMCvfjoCi/xCI4AcljMxxKr6dZW9dcvCgLfCBNhUvnZCKdyyosS9FqyYJkpSqTX8eR0hPPopBMwMwMzM0qZmfFz93vw/a2Zn3DT+2IRWFhEVJJRbc7meV8pxBxKj7sZtN/PBCQJJREQtPpKC6+tHc6nEiImK1W5TOp1cQqApBKSUTh7IzkgcdiMgE/rX8NGw2ZYu+xiYz85Om02EQcx/yncCPm59+9z0neLN1XYvt2FiN/+Id/mKeeeopnn332ULFtMBgOQLuoylXsq3+DVbkqIztloRMzuFMPocMpdHpRIva8CZkzEKHb3EaNfq/uxnLoSAarsenbOSKZUTlNaLKcpt/Gapew+qOkEMvGnX0d7uyjYB/+159qFeU4Jsrv2Hg14usbmtVV3/YRDIrd4dWvgnjcQmtNownVih4TdJJG0mj4zYbRqCKXEz+3Z1FotTRr637BSzAIC/NiY7hbE9ZmU2wu1ZovTpUSkZxKabQLlapipzDpw06lxCbS7UlRT7erqdY0rSbE4uI3TyVhZlq87KdpifFiB8uVyRuBcFgEdjZrbCIGw3G5b8R2rVbjf/yP/0EqleJ7vud7jv167w6nPd4aYDAYjkangr36N1jb30QNu4DGjaTRM6+BaHaUfX1Ocq5BhHljS4T2aAlRh5O4qUVUp4JdviyPWQF0dgUdy0s5TeEFVLcOTh9aRaxubZQ3AjqzjLP0rTf3V5sov1um15Nkja0tSRjxJrKxKKycl0l2NGKJUF7Tuw2OghTXDIcQDHmFK7IkOTPjC8xeTxolvaGhbcvi48zM3VnG6/f9ZcdxcRqJQCajCQag0VSsr6uJUppkEiJhSROp1RTDoVx/tSq/QfFSWJJJxcy0LBue1nKn2HZkEt8Ym8TbtpQASZqIEdgGw61y34jtP/3TP6XX6/He976XcPiQOK8D+NrXvgaYYhuD4VgMe1jrz2CvfRHVrYHroIMR3OlXQ2px74Kh1qh2URJGvImyV48OWOXLKEf8Am58Cp0+N1lO4wygVUD16ijHAaVwYzmxjKQWDj9XE+V3S2gtkX2lElQqYjuo1iTbOpuFc0twfkXsDuWyPGc8ws6yNGjoDcQDrJTaFdDT036RzXCo2d6GQtFvUpzKy1LlnV5+dF1NrS7X3Gj4y46eOA1HNP2+oliUZBSPWFRsIlpBo66o18VvXq9rWm0R6DMzkiueTstncFoi12unLJcnJ/Gw1yZiMBhuj1eE2C6Xy1QqFbLZLLlcbt/nHMVCcunSJRYWFohGo3se/5Vf+RUAfuAHfuCEztpgeAWjXVThIva1v8FqbIPTR2Ojcw+h8w+ggxF0agmdmPEtI52KJIx41hA7iE4vocNpVO06Vrs0ejyEm7sgy5FeOU2vgWqXoF0B7cg0O5zAmX41evpVh5fSmCi/W6LX0xRLItZ6PbGNlCsiGOdmRTROT8OgL1Xi4xF3tj0SnVpsII6rCAZGtpFpsY54Ik9rTbEIm1vsCtdkUvKyY7E7KwTbbd9iMS6ikwm5HleL17pY8s8rGJTGRzsAnY6iUJQbj8FAU2/IjUM87sfkTeUlXeS0rBoHtVMam4jBcHqcWbH95JNP8swzzwBw8eLF3ceefvppAB577DHe9773AfAHf/AHfOxjH+NDH/rQvs2Pzz33HC+88AKve93reO1rX3vge/75n/85n/jEJ3j88cd3Rffq6ip//dd/zWAw4Kd/+qd5/PHHT/pSDYZXDtpF1Taw157GKl+W9A9c3Ni0WEbCCalATy/5Arjfkji9nmzPactGpxbQiVlUu4y1/RzKHYoVJDmHTi365TT1dVS3imoWfZEdjOCklnBnXzeZy70fJsrvWHhT7GLRm+hKnXqtJskiy+dkOh2NguMorl71X2tZ4jtOJqVOvFTyWxBDIfFj5/OTVolqVSwj3pJjJCIiO52+c2JwOBxF3ZWgfUMmdjqtsS1othSbW5M+7HQaIhGZ4pcr/rV2OvKYsqTwxbal1XJmWuwapzFJNjYRg+HucmbF9jPPPMOnP/3piceeffZZnn322d0/e2L7Zhx1MfItb3kLly5d4vnnn+dLX/oS3W6XbDbLd3zHd/AjP/IjvO1tbzvmVRgM9wlao1oFrK3nxDfdLqP1EEJJ9NTD6MSMeK4zK1IwAzDoouprWO2yHEIpSfpISja2VXxJrCeMRHDugpTNdOtY5SuoVgHVKoDTl2xtO4STmJX3Sy2CZR98voMuVu0aqlOV41sBmaLHp/1Ju2GX8Sm257FuNjXdUYLiwoL4lW1Lvj4cymfoeZOzGSljKZUUG5u+8IxERGRns5Miu93WrK/7wjAQkOXHfP7OLD96NxFeJva41zqV0oRDMhUulXwfNsi1ppIaR0OtqiiX5VxdVwS2Vz7j3SwkkyKyU6mTv67DbCKplG8TOQslPwbDKx2ltec2M5wEJurHx0Qf3Qd4LY6ll7GKF7FqG+D00HZISmWy59Gh+KSQdfqo+oakhowO48anRCDbIbF01Nak1VEpOU5yXibXtetY5VWJDBx05HhWAB2fQicXcPMPHN7+eFCUX3oRrDM7e7greL5kb4rtMRxqBgOZzPZ7Mu2NhEXAecItkRCBncmIwNwpyGTYE6axqCRs3Fib3u/LJLss919YlthKZmd87/Zp4i14lm+wWMSiEI2K7aXemPRhR6O+TaTRUNTrvodba3nN0JEKelBYlsT/TU9zKhngB11DJCIT7FxWPOGG08X8/Lv3MdF/BoPh7tOpiAWjcg2rfAnVb0pdemwKN/cAOppFJ2dHIjooQrc+ShjRorp0JI2bXhKBPGhj7XzTb4UMJyXOLxiV99p5Hqu+geo10SiwLHQsj45NoTPnRouMB4sIE+V3NPabYgOEw2L/6HQlO7rTFoHt+atjMZlQZ9Li+e12NRsb4m/2xGc8Ln7uG20gjqPZ3oGdHV+Q53LSDnna/uHDLBaJhMZS0OkqSuVJH3Y2IwK83ZEov/HJcSAwEtlDuQEJWX6M4dTUyd84HJTrbdvyPcnnpCTHYDDcHYzYNhgMx6NTEdHbKqBKl1GtHRlzBmLozJJMomNZsYyE4qMFxB3xV3tCNxSXhJFIauTzXpNpNyPPdvqcTMLdgVhTSi+hunW0dtFY6FgW4lNSgJM5D8HIwedrovxuykFT7GBQBGe1ClevyTKj60I6BeeWIZlQZDMi6Lz2x3Zbc/mKnig5SSZFZCeTk4JPa8ml3txiol1xafH0lx9bLXnvGwtb4nHJvPYi+Ty8WvVUUjMYSh72eF52MKgJBuVYvZ5vo4nFOJXoPi+jvFz2S4C89xxPEzE2EYPh7mPEtsFgOBrdmqSFdOvQ2MCqXpWRpRWEcBIn/xA6lh0J5Sl5TbssrxnKhpsOhMVSEs2JKug1xH/tfT2aEfEcCKHqG1gbX8Zql9Cug0ahIxlITKODUXRmWQT5QZgov5viTbFLpRvSNZKSD71dgIsv+V9LxCVqb3ZWRPa4IG42ZTo9XqKbSYtdZL+par0uzY9eSkk4LMuPmczpicPBQFMeLTuON0uGQuLD1kC7fYMPOwGZrEYpEd/XrqvdSb1lyWelFLTb8lqQf7VPK7rP2EQMhnsPI7YNBsPh9BoimHsN6NZR5UuoYRelQSsbnTuPm5yTBJHUgnifew2xmHiWECsgE+/EtAhdd4iqrmE1d+TrdlAm4bEc9FrY1z8vLZPaReNCKCExgcGoxPJllv0CnBsxUX6H4roS01cs7Z1ix0a+5PUN8Vl7ojOVhAcfhIV5tUc81hua7S3fgqGUTLpnZ/b3JHc6IrLro8KbQECm3lNTpzOF9dosS2Um/NS2LaUyAL2+FM94eMI1EtY0morNzUmfdjwOyYRMuKtV30LilfCcdHTfcCgpMMYmYjDcmxixbTAY9qffGk2yazIlrq+h2hURysO+RPjlLkjdenZFvM+DthTPeCkfypK4vuScv4DYqWBVVnctJW58WtojUVhbX8Pa+jrKGaK1C8EIOj4L4cTR7B/dGlblqj8pN1F+u/R6klddKk9OsSNhjWWLjePadfm648jUdnYaHn5ERPb4IqMnYLe2ZaILIrLzOZlk7yc0BwPN5qYcX2t5/sy0PP80lh87HT9Pevx6QyGNbYMzhFbbf99AQKbCyaSm21OUy5KL7b/Oy6DW1OuK7R1/wh2JiB/7JKP7xm0i1Sp72ieNTcRguHcwYttgMEwyaIvI7lRFFXUr4rkedKDXgGAEd/a1uMl5vyp92Ed5cXyM6tET07sJI4CkkFSv+VF/gTBu9gKEk6jaGvb6l8Sigvi23fg8apST7SZmJZv7oDg/E+W3L7tT7OLk8h+I4FTKX3j0RHY8JhF7Dz0IudxekV2pwPaOb/+wLL9SfT/7guNoCgV5jTcBzmTEMnLSy4/DoXjFS2Xxl3vYtiYw+mnn+am9c0+nJU0EJA+7cGXSJpJOQzajcRwoFBXb2/7rTyO6r9sVq8uNNpFoVMR8NmNsIgbDvYYR2waDQRh0UPX1XTHMsAedEqpTw+pUYdjDTS/hZpfRmZVR/bmWcpnmFmqkUHQ0I8uPQb+JVbUKqOo1lOuMymnmJW6vW8O+/FdyDEZZ27EpiOVRSklVe/aCn819IybKb1+6XVn+G5/qDofiLfb+cRxFuy3+38DI/pBOyxT7xnIZ1xUBuL0tedogFgav7XG/unStZbK8ueWLxnhcRPZJ+pgPmgCDLDoqa3JpEWQJM5eDcEhTqymur+21iYg1w/+6t8B5GtF9B98kyHnmc3e+LdNgMJwc9+9PI4PBIAx74m9uFSX3WrvoYQ/VLGC1C6hOFR3J4M68Fp1dlri8QHiUMLKBckWl6HBCRPa4ZWPQxaqu+hPrUFzi/ABr/VkprnH6gEJHs7ixLMoOTeZrHzAxNFF+k+w3xXYcvVs2Y9m+XaPX07Q7GsuSsphQSDEzLdPpcRuE44ho3yn4gjkQkGnuYRF2jYaU0niNi6GQiOxs9uQE40G140rJdbkuDB0Fo2m6V0eeTGpaLUWxAO0xm0gw6Atb15XPcW3dX5Y86ei+w4tz5FzSKWMTMRheCRixbTDcrwz7qMY6qlnYLZfRdhCaBexRtB+AO/UwbvaCFMZEMqh2CVV4cSSSQQciuJlzk15qrWXaXVuTibNSYusIZ1C1a1iFF2RarhRuJIWOTaMCIZluj+dr74eJ8pvgxim262rabXC1TKyjUd/iEApp+j0RzNmMQikRkHNzkwJyOBR/907Bn4yHQiKy8/mDfcndriw/eokkti2e7JnpkxGNrutPgMeXO7UWga0AV/sLi4GAl/2tcRw1mrTvtYnkcxJx2Ggorq9NHvuko/u6XfltQqWyv00kl93/NwUGg+HexYhtg+F+w+mj6puo1o5v/QjF0cMedvElrPoGDNq4iRnc/MPo/EPo1LwkjGx/AzWQjThtB2X6fKMvut+SBUgviSSSwk0toNplrJ3/g1XfRLlDEdXRHATDKGX7+dqJmQPO20T5edw4xdZa02qJ/zpgi03CE2yxKMSTml5XGg5Rvj3hxtKY4VCzU4BCwfdXh8MimHPZg8XmcKjZ3JLz8ZYfp6bk+CcxBW63JaKwUvHPy3Xl313PFqO1QiMCOpWS8w0ENNWq4srq/jYRabAUC8r1NbVrkTnp6L6DbCLezYCxiRgMr2yM2DYY7hecAaqxJbF4XoNjOIEbjGMXL2KXXka1y+hgDD37etzpR8Qv7Q7F7tGVceWuyE3MTS4sahdVWxf/NKNymtSSvH77m6jGJla3jg7FcaLzEIygRr7qQ+P89o3yy6PT5+67KL/JKbZMsJtNmWInE+K7VkoRDovYTKU0tbqiMNZwmE6LCB4Xd/2+ZmdH4gA9O0M0KvF92ezBy3+uK+J8e5uJ4y8u+CU3t8pw6NtEvGVMrTVDB2wlS7jjE/ZEQq45kZC0kK2tfWwiWbnJiEYVvZ5me1uu+TSi+4xNxGAweBixbTC80nGHqMa22DpGYlWH4rjxWaz6OoG1z2LVt0APcTPncKdfgzv1MASjMklul+Q1jJYPUwtSvz5Ot45VuYIaymhQRzLoYAzVGDVNNrfBDuGkFuW4lmyuaTsolpGDLCAmys+3TpSg0dR0OjLN7nZlQpvNQTCgJJou47U5QqEIly77E914XPzZ4y2OnuD04vhAbBNSqX54wkalIpYRzwoRi8Li4t6WyOOgtaZel2utjWViDway3KmBYAAYGZ+8m4psVtPtqt0J9bhNJJWSybGXGNJsSsNlrcZEdN/MtHx2txvd1+nIMqmxiRgMBg8jtg2GVyquIxPhxpa/xBiM4aYWUcMO9rW/xS5dgn4THc3gTL8aPfs6dCwvrym9tGszcWM5mVLfWIvuDlHV6761wwqiIylUv4nV3EE1t8AZSPqIHQFLoSwR6m5iRqbT+8X5mSg/ul3xTZcrUi3eaECzJd7pdMpPAclmRWTH4/K6chkuX/GFXiQiInu8mbHT0WxtS3qHJziTCZidg9RNxHKzKSLbs0OEQjIpz+VuPf7O8zGXy35t+3AoU2wLsAO+CPaKXMTWIq+5+NKkTSQWE4GdzYqNxXVlSl4o6t1ccBABPjMtEX63E913mE3Em6Ybm4jBcP9ixLbB8EpDu5IU0tj0kzoCEdz0EgQiWJtfxd76GqpVBMvGnXoEZ+GN6Mx5VKeMtf2cPwGPpCRhJBTf+z7tsiwqeuU0wShKa6xWETplVKeCjuXRobhYQewg3CzO7z6P8vOm2MUSlMsSaddoiCBOpWRyHAkrMmkRkuMisVbTbGz6lotQSBYf82MiuNWSSXa15r9nOi12kZt5k3s9EdnVqvzZtuV109O3Ng12HE2lOtmK6LqSnmIpseFHRlYOpeQGI5uDeEx82GtrftoJ7LWJgFekI37viei+nNys3E503+4UftRMOW4TSY9sIiljEzEYDBixbTC8ctCuxOHV18dEdliWGKNZKZS5/hfYlavgDHHj07jzj+LOvA7l9LAKz/uvC8ZEnI9KZSYY9iXOz5s6o8EKYA06ktXd2oFgHD3ye4OFCgRGcX4LBy403s9Rft4Ue3tHBGizIRXi8biIwkRCJtPZzF4B12yKyPYEq22LyJ4eqz9vNGSSPZ6ykcmIXeRmE9fhUAT6TsFffsznYH7+1uwQjYZMmas18Uprrel2/Qn7eHpKPC4COpORuL5yGVZXfZuIt8g4bhMBWagsFKBS9UVwKCRe7Kn87S1tes2U5Yov4EFsNLnRNN3YRAwGwzhGbBsM9zpao9pFWU704vjGk0J6DezL/0tq0Ht1dCCGO/9a3KVvRQciYtcYdEavC4ldI5bfa9fQWvzXtetSTjN6L2UFwBlAuyQZ3alFtNZiXQmER3F+CZlm7xfnd59G+XlT7K1tzdaW78MOBGQyupCGfE4Edjq9d3rc6Uj9uTeltiyZMs/O+GKyVhOR7VkblBLxOjt78wVG15UbgK1tP/4vlZLlx+NOhPt9f9nRS/zo9/Wu1SUa9a8vFPK9zVrL5PuFF9WksL3BJgIi2qtVEdnjbZnxuB/dd6tWkeFQmjNLZSZsKMYmYjAYjoIR2wbDvYrWqE5ZRLa3QGgH0ckFdGJaJt07z2Nf+xusxg4AbmoJZ/nb0Ml5rOYWVm9NXmfZMnVOzO4fozfoSJxfrwHuAPodEdKBMAza0G9DJC1WD6cPKgCBsB/nt5/X2umjauv3XZRfp6PZ3tFcuw61qtg+NP4C4+ys1KRn0vtPYHs9EeflyuSkeW5OymmkUl2m0e2xSvV8XkTnUVI2qlWxjHjCOBoVkZ1KHV1QevGEXia21mIdabflf4dCvnXFtseXO8Umsnp1UtjuZxMBv3inUGQiui+TkeuNx29NBBubiMFgOCmM2DYY7kU6Fazamj+RtgIiVOMzsnDYKmJf+d9YxYsop4cOp3Dn34Az8zqsXh2r9JK8Til0Yk5ytPfzRGst/un6OsoZQrc2MtOmUdpF95sy2Y5PoZ2exAsGIjLNjmZlQn1jnN99GOXnuppSSbN6FbZ3oN0SgR0IiGibm4OZaXWoBcGzcxSKvvDLZESgRyIiskslzfaOTMjBj7KbmTmataHdluZHbzIcDMryYz5/9KmwVwFfqfglO602OEM5n3hcBOpuBN4oorDZVBSKUKvd3CYCctNRKIgYnojumxILTSh0ayL4ZjaRXO5kssMNBsP9gxHbBsO9RKeKVV/3C2MsG52c8zOvnT7WtS9hX/8CqlsFK4Az9TDuuScAJXaN0aHc+JQkjBwkcPstrPIVVL8JnSo4PYjlwQ6htQN6iAolwB2iB11ZgLTtw+P8OlWs6rX7Jsqv1XK5eg2uXZfprieS43HxSy8uQi6rDp02O46Iyu0dX1QmE7CwIFNb19UUCiKyPVuGbctUd3r6aMKw15NSmnJZ/mxZItBnZ462/Lhrsyj50/ROR9PpyrJjPA7B0RQ7FvPi+kSMl8tSi34zm4hHoyGfx/iS5+1G9x1kEwkGZeJubCIGg+F2MGLbYLgX6Nax6mu+r1lZIrKTczKR1hpVXcO+/D+xKtcAFx3NMVz+NohPi9faK7KJZHAzSwcvHrqOTJ0bW6huTVJFolmIzaMtC63B0hrsMHrYBRRqFAnoJqZHcX43/NVyH0X5OY7L9XW4uipLhZ7ADgREvK6syBT7Zr5nmVTD5pY/YY1FRWSnUgrH0Wxti/D0vh4MikieOqRSffJcRaTv7PjnmcvJtPxmk2GvtKVY8m0W/b6m2QLtjnKlswCjDPCsCOhAQKbely7vbxPJZvcKW9cVMVwoTCaQ3E50n9ZicylXmMjcPmyabjAYDLeCEdsGw1mm1xSR3a0Dnu1jVnzNXrFMv421+jfYm19GDbvoQBh35vW4U69CDRpSKMOoyCZ9DiKpg9+vW5NpdqeMahVEUKeX0MEoBCLyXtpBuwNwXZlmW7ZEC+Yu7J1Q3ydRfp6F4/IqrK9PlplkM7CyDEtLEI8fzYteqWo2xjzToZAI4GxWptubm9Lc6E26QyER8vn80TzE+wn5ZEIm7Teb4PZ6fiZ2vy+CvdGQ43gZ4LatsG3IpEW8x+OaRkOxsXmw/3m/Ep3BQJY0TzK6r932bSKHZXMbDAbDSfHK+WlnMLyS6LewautiBcFrb5xBJxd824d2UcUXsV/+K6x2EbBwU4s4C4+hFFhd8QToQFhEdix38Ps5A1TtOlb1ukzBnT5uYg4dSUnJzaAjy5Faw7ALlo0KRuS8Uovi+b5hqfF+iPJrNFyuXYOr1ydj9SJhWDoHF1Ygm1VHno7WGyKyvYlvIOB7ph0HNjYm68UjERHZxymUqddl+dHL4w6HZflxvPTmRhxHklPKZfFzu64sOrbb8m1PJeX1SsmU2ZsK9/vymtWr6lj+55OO7vOq38vlm2dzGwwGw0ljxLbBcJYYtEVkdyrASGTHp6UiPRD2n9epEnj5L7EKL4J20KE4ztwbID6D5Ywq03eTSWYOtWqodglVfAnV2MTq1tHRLE56SSwqypZlRu2inf4ozi+KUmoU53d+r3h+hUf5dbtSlLJ6DYpjy4q2JYuOF85LBrVlHT1Rpd3Wu1Nf8D3XMzMyfV1bF6HovVcsKm2PmZtUqt/4Husb/k2BJ+Snpg4+RrMpIrVSFYHf6WqaDXBcSMTFE66UmsiYVkpsIi+9fLyYPM/WcVLRfbs2kfJk9ft+Fe4Gg8FwmhixbTCcBQYdVH0Dq13afciN5dGpxcmKdNdBrX2RwOrnUIM2KBs394BYRtDg9EZ+7vmRn3ufKnSPYR+r9BKqdEnEfSCMmz2Pm15Cx7JY9U1ZxNTuaJodgGBMjp9Z3uu3fgVH+fV6mlJFc/2q5E53xyLmslnxYZ9fhnD4eNfZ64nIrlT8401NyfKk48Damh/xB1JuMzsD6fTRBaK0KMpEHEZ53FMSMbjfhHgw8G0i3a74sBtN6HVlku7ZLDwfdi4rj9frcH3t+DF53tR5p+Dbb24nus/YRAwGw1nDiG2D4W4y7KHqG2LdGD2ko1nc9OLeiXFtjcCLf4HVWJfnhTMMZ1+LiqRQeH7oaRHoN8btjTOK87M2vzZ6X42OT4loTy+hujWs4ssS3zfsorT2p9nRDG7m/GSCySs0ym8w8EtnvImw64JCpq1LC7C8fDybyPixt7ZlMu4J6VxOJs2OI6LVq0UHsWbMzUIyefT3cRzNzg4T3u5sVrzfN6afuK6mVheBXa+LAG42pQzHtr1JsPiw0yMfdjIhYvxWY/JOMrpvMJAFSmMTMRgMZxEjtg2Gu8Gwj2psoJo7vsiOZERkh+I3PLeL/fL/xN78itSfKxsn9wA6s4w1WpIUgb60f0PjOP0W9vqXUdWrKHeIDkZx8g/i5h8CZcly5LALrgPDDsoOQyAocX6Zlb2+7xuj/EJx8WXfo1F+w6FYD4olKY6pVv0pdiwqk9GVFZiZUbdUyT0cymJjYUwAp1IigF3Xnwx7ZNJiTTlO7JzWMtnd3PInxfG4+LK9EhmPTkcWJcsVmWC326ObCi1T9Lk5WXZMJOTa02m5OahW4eKm30wJR29TPKnoPteV0hljEzEYDGcdI7YNhjuJ00fVN1GtHZkYM1ocTC1BOLHn6Wrr6wRe/p+onigTN5LBnX41Kprxa9DTy/u+dgLXwSq8IJXtwx4oCzezjDv3KDqSRtXXsZrSMqlHRTkqJMfcN87vFRTl5zgi2ioVKBQ1lao/xQ6HRQQuLMD8vCKZuDXxtl/1udcYqTUTRTKeNWV25vjT2HpDs7HuT3dDIRHZ2ax/nOFQJvbFkniqO11JE+l2IBaXZcxQSEl0X07SVIJB+UyuXZeYvOO2Kd4suu84zZQH2UTicRHYmYyxiRgMhrOFEdsGw53AGUhu9WjZEEZCObW0fxRfq0Tgpb/AKl0adXJbOPmHIHcepSx0MCqT7KMsHdY3CKx9cVcYu9EM7sKb0ekl6Faxtp+TxBBnIEuQgYgf55c9P3l+riO2l+bWPR3l57oiMMsVqSavVmWi3O1BOCQCc2oK5uYU+dzR2hf3Q6rTYWPTnzJHIjA3p7GUYn0secSrXZ+dPVql+jjdrlhdaqNpsW3LVHp6SgSw1uK7LpdlKt3ryfU3miLIU0kRvcGgmsi67nY1haLciIzHGUajvv/5sM9mv+g+25bXzUxL8+VRGAw05ZFNpHOjTSQn53LUYxkMBsOd5t756Wgw3Iu4Q1RjW8TpyM+sQ3Hc1CJEM3uf7wywrv0f7KufRzldcIbo+DTu/BsgGJWEkdTi0SbI3Tr2+rNY1avyvnYQZ+4N6JnXgHZQ5UtY7bKI+UEbrSxUKD6K81uQBJSxxcZ7PcrPE5zViqRrtNtiGWk0xXqQTIrQnZlRTE1xy1Nsj1pNlh87Y1Pm2VmNpWB7W+0+bll+pfpxK8aHQ2l+9Lzf3oLl/JxMd3s9TbksC4+djviwG01xCaVSsLQoYjmTEQtIMin2lmoVrq/pW7KJgB/dN77cedzovht95OM2Ea905lbKbAwGg+FOY8S2wXAauI5MsRtbEpfHqJo8vXjgNFqVrhB46b+jWtsyZbaDuItvgtTiqJZ9Hp2YPTxhBGDQRRWex955HuUM0ICbe1COFYqLaK5eE8/2sIdy+hCMoSxbbgRyFyYF9D0e5ddqyXS5UvUnurIEKL7kxQVJ98jnua0p9vj7bWz4thCJ8dNYFuzsqN2iGtuW6LyZI1aqj+O64v3e3va935m02F1CIRHLpbKmXhcfdr0hoj+RkGl3OKxIJkU8ZzIiYBsNWL261yaS8kpnDrGJwMlF97XbcnNQMTYRg8HwCsGIbYPhJNGuLD02Nv0JcCCCTi+io7n9p9G9hixAbn8DnB4Me7i5C+i5R2WSHZ+RKbPXGHkQTh9VvYa19RxWd+Txjk/hLD4OyRkY9rAKL6K6NYnz67fBDkA4KTF96XOTmdz3cJRfuy3ea8/+0OuJEGy1IR6TCWs0Kl7mfP72p9ggVo6NDX/xT5oONQEbSmW1a8MIBER8Tk3dmmisVMQy4h0vFpMbBsuS5JFKRQR/oyECOhyWSfDcrEykvbi+UEhsIlvb+9tEcjl53s1uPk4iuu8gm8h4zbuxiRgMhnsVI7YNhpNAuzIxrq/7ItsOiciOTe0vst0havNrBK78tTRF9tvoSBp35a0QzY7i85Ymy2z2w3Vkgl54AbuxCa6DDidwZl+PHqWMqMYWqrYm5TSDjlhaQnGJ84tkxJu920x5b0b59Xqj+LeKRNJ5vuxmU+4pkgmZJEciYhM5ipA8Cv2+JJeUyr6VI53WBANQqard6WwoJOIznz964sY4zaaIbM/aEQrB9JT45tfWFfWGL7BdVybR586NBHbGt394C5Kl8l6biCdsj5J+sl90XyDgW0VuZokxNhGDwXC/cGbF9lNPPcUzzzzDc889x8WLFxkMBvzSL/0S73nPe458jC984Qv8+I//+IFfP+h4V65c4dd//df5/Oc/T6fT4fz587z//e/nAx/4gPmL3zCJ1qh2EVVbFzsGHMlXrWrrWJf/Crt8GfpNwMJdeBM6d8GP8bsxAnDPe7uoZgFVXZWa9X4LHYzg5h/CnXtUXj9oS5xfvyVG3UEbZYcgHN0/zu8ei/Lr9/0Jtrdo2Otp6g253Hhc2hxtW3zJJzXFBpnobm9DYaxFMhHXBILQaKhdARoOixc8lz3chnEQvZ6IbC9327I08RigpFlSBLam0x3ZRKZlep/JyLJjarTf2mjAlVV9yzYRj/oous9bxgSZhE9Py2LpzW4kPJtIeUykg5x7Lid2GGMTMRgMryTOrNj+6Ec/yvr6OtlslpmZGdbX12/5WE888QRPPPHEnsdf85rX7Hns5Zdf5v3vfz/dbpfv/d7vZWZmhs9+9rP8wi/8ApcuXeLnf/7nb/k8DK8gtEZ1yiKyPWG6W48+fbDNot/CvvZ/sNa/jGqXpfExfQ538c3oWB43cw4i6aO9d/U6qrGF1SqgLRs3vYQ7/SoptUHLudXXJSJw0JYUlFAClMKNT6MzY3F+91CUnzeZLVdkag0yJW02xePrLfLZtiIclklr/pBylePiOJLQMe6XjkTELtLuKNzRtDgaFevGcWvGx69za0vEvNZitbAUEJAIwUZTrj8cljSRuTnIpBXZMcHa7foNlbdqEwH5fMuj6L5xm0c6LSI7dZOynX7ft4l0u/7joZB/HsYmYjAYXqmcWbH9i7/4i6ysrLC4uMjHP/5xPvKRj9zysZ544gk+/OEPH+m5/+bf/BsajQYf//jH+c7v/E4AfuZnfoaf/Mmf5Pd///f5/u//ft70pjfd8rkYXgF0Kli1NdQoj1pbAfEyx2cOXl50BqjiS1KzXr0K/ZakeSy/BZ1ZQWfOoWP5IySM1OS922VUYxOcwa5wdnMPSKlNr+GX0zgDmWYHY2AH0YEwbvaCH+d3j0T5eWUzXga2ZznodjXDofw5HheB7fmFp/LHa1y8GVrLRHZrrCzGtkVk93qK7uic4nGvUv32MrmllEZuIhwXggGJJmw05HmpJCyfk4xqL64vHB7ZRGpQKk3aRGzbj8k7aknOYCA3FsWiv6zoHWd66nCB7LryPSuVJ79nliXfH6+F0vy20GAwvNI5Oz9Nb+Ctb33rHX/PK1eu8MUvfpG3vOUtu0IbIBQK8TM/8zP82I/9GJ/85CeN2L5f6VSx6utiyYBRQsjcKCHkgP+UtEY1C1hXP4e19XWsTgWsAO7M63DmHkXnzo+WEm+ycNhvicjuVFDtErTL6FhOliezKzKB1i6qsirlNFrDoIVGoSLpfeP8znqUn+fprVTE0+tZH1xXBLarZYrtCb5IhN1EkZO2IVSqms1Nfyqrtca2ZbLtOPJeyQTMzt18ynuz91lfF7HcqEsBTDgEgyEM+n6yh1Smi8iOx/0c7c0tmfrfjk0ExOrhLVuOR/dNT9/88221/DQRYxMxGAyGMyy2T5LV1VV+93d/l16vx+zsLN/+7d/O7Ozsnuc9/fTTALztbW/b87XHHnuMWCzGF7/4xVM/X8MZo1vHqq/50XfK8kX2YQkhvSbW1tfFNlJbA9fFTc7iLL4ZPfNadGr+5tPjQVfaHdslmVA3NtHBOOQfkPztzHlZWuxUsCqrIpyHPRh2ZQHSCojvOnve94DfGOUXCIvIPgNRflqP2hyr4gkeF2ugcV0Rf97ynbdMd9JTbI9GQ2wY3oR4OBxZORS4rrxfOi2T7Bur0I9Du625siqCvloT/3kgCLbl149LU6Pvw7YsydHe2JQ0kNuxiYB89tVRdJ9nzwHfB545ZFJ/M5tIPnf8oh6DwWB4pXBfiO3PfOYzfOYzn9n9cyAQ4Ed/9Ef52Z/9WWzb/7X/6uoqACsrK3uOYds2S0tLvPzyywyHQwKB++Kju7/pNUVkd+sAaKXEYpGcA/uQVA5ngCqvYl3/W+ytb8Cggw6ncGZfi3vuLejM8s1TPZzByN6xjXIdVKuA1g46dQ4djvuLjc4AVbokYly70G2gA0GZZitLfNeJWRlxntEoP63FKlGpyhLgeLZyIKBRFjhDEbfW6DRPc4oNIn43NmWiDtDtadDSWGiNFgC9SvWjWjL2o9NxufgyXL0qk+BOR0R2MiHiOpWCqSm1m4cdCIhNRIStnhDFt2ITAbmBKJVFZI9H93ktjwcdy9hEDAaD4Wi8ohVjLpfjn//zf87b3/52FhcX6XQ6fPnLX+YjH/kIv/u7v4tSin/xL/7F7vObo59cyeT+yQvxeBzXdWm1WqTT+y+xpdNpLOvuCZezRjZ796elx0X3WlC5hu6UIQgEk6jUHKQXUYfE8GmtobGFs/ZFuPw5dKsAwTDMvh7robdjLbwedZOEEe06UFtHNzdAOeigRvVa6KlFVCiKSsxKZbsdQDcL6Poq2AN02EI5Djoxj7IsVDQH+QuoYETOq76Jrl8HawjJBCo+DbmVQ6/ntGk2XUplTbns7lZ5R6MiaCNhhetqur3RdDssIi6bVUxPWaRSp/PfmNSeO5RKohwty8V1IZtRBALiB8/nLebnLKLRWxeRtZrL8y8MeeGFIbW6pt3WRCKKC+ctcnmL6SmLmWmLfN4iEhGbSL2hKRZdKhWZ8HsWkVRKMZW3yGbVsdJOul3N9rZLseTiOLJoKTYVi5kZ68DovmbTpVjUlMru7m8eEglIJhRTU3IexiZiMNybP/8Mp8MrWmw//PDDPPzww7t/jsVivPOd7+SNb3wjf+/v/T1+7/d+j3/8j/8x+Xz+xN6zNp6HdZ+TzWapVCp3+zSOzqCNVVtHdeScNaDj0+JztsLQaAPt/V/ba2AVXsBe/Vus8iVQFm4sh7v4GM75vysLia2+/LMfWo/KcDbECuIOoVeXCXoohXYCuJFFCKShXBTLSLcm+Xa9pkzKg1G02xcPdzgPzQ50NveP8gsmD7+eU6LT8aP6vCZFkKlsKqlByXS3XPbFWiQiNpHcaIrtOPL6k2QwkHIXqT0fJZsMIBYXy0qvJ4JyZlrsEN3upF3iKMgEWfPSRXjpkqSJDAYQj8LSOUkumZlR5HN+EUy16sfkjdtEIhHfJuKJ4qP+1XNYdJ8XT9hqMbFceZhNJJ+Tc/FsIt4Cp8FwP3PP/fwz7OEkb5Ze0WL7IKanp/nu7/5unnzySb761a/yjne8A4BEIgFA44CfFq1WC6UU8fhN8o8N9xbjvugRbiwvEXrByOGvdfqoyjXsa/8He/MrMOyjwwnc/CMMH34XZJYOf/1uhOAaaijqUw86KO1AJCvWleS8pIOgJstp+k0pnYmkRnF+U1I8YwfPVJSfVzZTqU7Gxtm2TGYjYU2vB7W6n03tWRGk2OT0ztdxNDs70n44HEo+d78nZSqJhMK2JTpwZvrWCnC0lqKZnYLm0iW4es33QydT8KqH4aGHIJ9Tuz7s4VBTLIkP+0abiFc6c5RWxnFuJbrPcSZtIuPnkUmLwE4Ym4jBYDDclPtSbIN/x9IZ+8lz/vx5AK5evbrn+Y7jsLa2xtLSkvFrv1IY9sQX3SrgyQUplFm8eSKH1hKXt/FVAte+gGrvQCCGm11h+OA70QtvPHqMn5duojXKHYq1Q1noYAw3d2GfchqZeqtgHEKJUZzfecnndh3J377LUX79vqRiVKqTE1LLksi6VEqPJtSKSuXgKfZp4bqaUkni9QYDWcpsd8QnnU4pAgGJtpuevrXz6PU0haLUt29uwvoGdLpikcnl4OGH4JGH2bVceGki5fLeNJFkUgR2On38Upx+X1MsHS+6r9kUoV+pTi6oJr00kcytNWAaDAbD/cp9qxq/+tWvArC4uLj72OOPPw7A5z73OX7qp35q4vnPPPMM7Xab7/me77lzJ2k4HYZ9sWs0d3yRHcmIyL5ZayOISN55Afv6F7BKL4swjk3hnHsLzoPvuPk03Ivx68rv8TVKhLDTlyxspUaLjXPsKafp1kXDj0+9Uwtg2Xc9ys8rm6lUxCLhoZRMQLNZCAY0tZpifWPvFHsqf3uJHkdBa5myb2yKpaVWl+SPdBrm5xTBIMzMyLkcV1A6jlz/xuYoVaQqtotOF2IxOLcIDz8sIjseF895r6fZKexNE9nPJnIcjhvd5/32oVSetPfsZxMxGAwGw/F4RYjtcrlMpVIhm82Sy/nV08899xyvf/3r9zz/P//n/8wXvvAFzp8/z6OPPrr7+AMPPMDjjz/OF77wBT772c/uZm33+30++tGPAvC+973vlK/GcGo4fbFhNLdRIwWiIync1BKEEzd//bCPVXoJtf5lAltfk5SRUAJ36mGGr/oeSC0c/vob7Coa0OEkatiTqnelRgL5vAj28XKaYQ8GLVQoKYJ8PM6v3xIPtzchv4NRfp7VoFKV5A5P2MFIYGcgmdQ0GopiQRoWPe7UFNujXpdJc6MpEXfNhoj8xQURknOzci7HnR43m5qdHc216xLb1+mw22YZi8O5ZTi/Ag89qAiHFY5z8jYROH50n7GJGAwGw51BaT3+4/Hs8OSTT/LMM88AcPHiRb7xjW/w5je/eTeW77HHHtsVvr/xG7/Bxz72MT70oQ9NNEW+4x3vIBAI8PrXv57Z2Vk6nQ5f/epX+eY3v0kqleI//af/xBve8IaJ933ppZf4wAc+QLfb5fu+7/uYnp7ms5/9LC+99BI/+qM/etO6drMQ4XNmFkTcoYjsxpZUloP4qlNLfpPiYWgXVVvD2vgK1ubXsFrbYEdwk3M4D3wX7uKbDo/OG4/x804pmgEs8WszKshJn5OCG9dB1a6Pymlc6NXRKoAKJ0Zxfosy9XYHdyXK76CyGYBYFDJZEdnDIZRKk3aEOznF9mi1RGRXqjJ5bjTFLpLJSKzd7IwIy+OISrFnaK5dE4tGq+09LjGFmawfnbd8ThGLiQAul0WQj9szUqlbt4nA8aP7jE3EYDh9zszPP8Mtc18sSD7zzDN8+tOfnnjs2Wef5dlnn939882mzO9///v53Oc+xxe/+EWq1SqWZbGwsMAHP/hB/uE//IfMzc3tec3DDz/MJz/5SX7913+dz372s7Tbbc6fP8+/+lf/ih/5kR85mYsz3BncoQjcxpYsEjJK40gtQjRztGN0ytgbX0FtfQO7ugqug47P4cy/AefB74Lw/jGR8v6OeKfrm77Ij6RxI2ms5ra/EBnN4mZXJHlkvJxm0IFhB8IpKaeJpGWabYfkuurru9flxvKyHHmz/O5bxFv0q1T2isVIRMR1NiuNjpUKXLkiHmiPaNS3I9ypWLhuV7KyCwVJQGk2ZClx+ZzE1M3OHV7UciOuq6nWNGvrsLEuot115QYiGJT/Pz0lHutoVLG4KDcf5TJcWT1Zm4h3fYWiHN/7fgQCstA5lZ887kE2kXBYzsHYRAwGg+H0OLOT7XsVcyfrc9fu7F0H1doRkevKVpgORnHTS0e3Vgw6WFtfw9p+HqtyGdWuoKM53Nx5nAvfgc4/ePBrb4zxYyTyk3Oobt2fRNtBEc/RrEy/q9f8cppOBQJhWYC0AujMMjo+JZXx+0X5HSb6b5HDymZCIV9gx2KKVktTLMpzvUm3Zclz8ndwig0ydd7akury0siq4U1ts1mxi6RSRz+fdluzuam5ek2uz/scolE5bniUAR4KSXrJzLQmEIBqVU1412/XJuJxlOg+ONwmks14NhEjsA2G08BMtu997ovJtsFwbLSLahYmRW4gIraLaO5okXfaRe28iL39NVT1OlZtDR2I4E6/Cmf+W3CXvvXQBUjVLk3G+AXCsuyIkor00Xm5iWmZRFsBWWysXkO5Q3SviXL7EMmAZcvEOrMMroNVvHhHovzabT+qb3waGwiIWMxmpPzEy7u+ek1PxMlFozJZlUn3nRNzw6FmeweuX/dFdjwO55ZgelrsIkeNERwONYWCZvUq7OxAdzQNDthy87A4z24mOGIEIh4Tkb1TUCdqE4HjRfc1Gnpfu8p4qomxiRgMBsOdw4htw72P1hLfV1/3RbYdEpEdmzq6GK2tE1j7Iqq5jVW5inZ6uJlldGaF4cpbITV/8GtvjPGzg+jkAjqSxqpdx/KKcgIRifMLJ2HYwypdGpXTDKFbQwVjEM6h7ZBMvcPJkd/7dKP8DiubyaRFOCeTYrlotcSrfBam2CBCdKcAq6tiq2i3xaaxtCgJI3NzR6sv11pTq2uuXoX1dT9RRSET7MUFWFyE3gCKI0E9GGhAEwxCq+2/Rzjs22Zu1SYCh0f3eQU7IDaRchnKlb02kXxOvn/GJmIwGAx3ByO2DfcuWqPaRRGj3iTZDqJTi2K5OOqSYLuCtf4l7OoaqrUFzW3c+Cw69Qju3KO4898Clr3/a2+M8VOWxPEl51DtEtbON1CuIyI5tSAxfTeW03RrUmITzY3i/ObQqUVUp4La+tpYlF96FOUXvb3PbUSvJwK7Wpn0V1uWTD+zGSaLVopQLJ2NKTaIOC6V4dIlmWh3OmJvWVyApSWZZB+lUr3X01xfE5Fdrvg3EOEQzM7CyopcY7Op2NgUr3SzqRkMIBqD2Og9TtKecZToPsfRlEapJnvsKid0HgaDwWC4fYzYNtx77LYurvveZTsoIjcxc3SRPehgbX4Fq/gSqltHVa9BMIaeeR1uagFn+a0QO8CzNexJQsl4jF9iRsS064rloydG2YmYvvFyGqcv5TShJATCfokNYBVeOJUov8HAt4iMl80oJcI6m5m0GTSbIuj2m2JPTd2e9/h2qFRdLl6UUppeTywu83MijOdm1U2nuNIcqVldhc1tqU0HubapKTi/DAsLimhU0WxqLl+WqvV6XSwl2ayfYHJS9oyjRPeBl2qijU3EYDAY7hGM2DbcW3QqWLV11ECy1rQVkElwYvbg6fONuA6q8Dz25tdRgw6qtgbDLjp7XpJBFr4Fd/rV+9tP9ovxi+XQqSUIhFGNTbGzaD2K6VuScxsvp9FaFiAtG6J5tDV6XjSHqm/cEOW3gE7O3VaU33AowqxSEaE2vhKdTIpwzKT9yfRwKEK0VObMTLE96g2XF1+AtQ3xk9sWzM7AAxdgbk7d1LJRq7msXoXr1/24PoBEHM6dg5VlWZ5UStHraV540WVtDeoNifTLZkX4RqPqxOwZB0X35UbvFYvJuWxtybLjuI/+pOwqBoPBYDg9jNg23Bt0qlj1dX/aa9noxBw6OXt077LWkvix8SxWtw6dCqq5g05MQ3QFJ30O99wT+xfc7Bvjl8JNn/OLZba/4d8EeDF9gTD0mliVK6hBBwYdVL+JjmSknCaSws2soLo1rO3nTizK77CymXjcTxIJBn2BJlPs/b3Yd3OKDdBsubzwAly9Jt5lS8k5PfKw+LIPE/+9nsu16+zaRLzPIhiEhXmZhs9Mq91pcK/n8tJLmiurvr0mnRLhOz2lTsyecVB03/SUXJtlSQrM+rreN9UklzU2EYPBYLgXMGLbcLbp1rHqa6ieqA2tLFkQTM6BHTz6cVoF7PUvYzW3xAJS3xDrxtTD6FCc4bm3QHZl7+v2W74MxSVGMJIWEV69Jh5smIzpcx1UZdUvp2mXIRBCx6dHzzuHtoJiYzmBKD/XFZtDpSqxcAeVzYxPYodD8fzeOMWORWXZ8W5OsQHaHZfnn4fVVRiOBGkuB69+NczPHiyytZa4vtWrsLnpv1YpEc3nl2FpCUIh/zcG9brLpUtwedVfRozF4MJ5WJhXJ2bPqNdFZI9H98VG0X2ZjKbVVqxvyNdPOtXEYDAYDHceI7YNMGjf/Dm3gO6Hbv3YvZZMsj3fs1Lo2DQ6NSvlL0cV2t061vbXscur4AzQ7RJq2JUlykAIN/8w7uJj+06QD4zx82IEuzUpoBl9XWL6zo3Kaaqjcpo+9Jsw6EqRjhWQ58VnsBqbWN2qHPsWo/wOK5sJh/2ovhsXBZtNSbmoVn1R7i3W5fN3d4oN0O26PP8CXL7iC99sFl7zahG+B4neWs3lyhW4tjZ585BISJnNygqkkr7A9speVq9KAY7n3U7E4VWPwLlzN/d/HwXHkfcpFCfPKzOK7guF5Ibn+RfUiZffGAwGg+HuYsS2gcRvPHYqxx0C+xgyToTm/+f5w58w6GAVL2IVLqIGbfSgg+rVZBkxPoWOZBiufDskZva+9sYYPysg4jwxLd5pZyB16q2ifP3GcprSJVmcdIfQrkh6SHxK4vwyy6h+C6v4wi1H+WmtabX8shlPIMLesplxvCl2sQTdrv94LCq2hUzm7k6xYSSyX4TLl32RnU7D614Liwtq34lut+dy7RqsXpWbDo9gUJJJzp8Xm4jXFDle9rJTkJSVbldsG/kcPPywVKwfp779IPp9mWKXSpPRfeKz1rQ7is2tyYXIkyq/MRgMBsPZwIhtwyuLYR9VvYq18zxWt4p2HOg3ZJkxPou2A7izr8ede4Ooq3EOifHzli9VuyS2kd1ymplROY09WU7TraKcIcRyI3/5LAQiE8U2x43yO6xsJpMRkZ1I7K0fP+tTbIBOx+XiS3Dpsn/zkE6JyF5a2it8Xddlc1Nq0Le2wBldl0Lyp1dWZOExEPC/x82m3GxUquKXLpZE5MaikmTywAPi/z4Jq0irJdF91eoN0X1TmlAIanXFxZfU7vdDqck0EWMTMRgMhlcOpq79hLkn61lP2kYy6JD47bcB0Px/fe5wMTkQ/7TVKe8+5EZz6NT8oU2NBGOTf3aHqPomVuF58Ui7Dtp1oN9BhSJi30jO4Zz7NoimJ197WIyfPbKXDPtiC/FsH8EobvaCLFMOe1iVq/I1py9JI+EUBKMS55eYwWoVbinKr9v1Bfb4NHq/spmJS7oHptggk+yXXoaXX4b+SGSnkmIXWV4G64YbokrFZXUVrl6fLG9JJmB5BS6sQDy+1yZSKsvzPTtHqyWfWzIpUYHz87dv09BaU63CTmEyVjGZgFRKM3SgUjE2EYPhfsDUtd/7mLp2w8lyo3A90WNH9z/+aElRtQoydQ6EJXYvvXi889EuqrmDKr0sHu9BF20FJKdND1GRBDoQwll8DD31yORrD4vx84S+tyBZvSYFNCCWkpT0davGNqp2XVJEuqOoi/i0TLPjM+A62JVVOdQRo/wOK5tJpURgp1P7Tz8bDYmR22+KPTV1tCbFO0G7rbl0WXP5sl+FnhyJ7PMrk5PsTtfl2lWxiVTHlgpDQVhcggfOw9SU/3mO20QaYvlHa02zKYI7HpfPIplULC7c/mcyHPotj56QtixIJTXBEHQ6ivUN/z2MTcRgMBjuL4zYNtxZnL4vske/VNGRjIjsUPzox/GKbUpXsBrrqE4VbYdwAmHsXgOsIKgATvY87rnHJwX8zWL8PAYdiezzklBCcSmdCcYmy2lGfnAdycpNQyiBDsWl3fKIUX6DgUxFK9VJ/+542Uwqtf80+l6ZYoPYK66saq5c8W8kkkl49atgZdm3cAyHmq0tzZWrYhMZt1vMTEtCyOLiwTaR8UVRhabXF5GdTCoiEfFyp9O395l0u2IVKZf98wsENNGInGe9MWkTSaVkgm1sIgaDwXB/YcS24c7gDKTwpbk9JrJTuKnF48fcdWtY1euo+hpWq4hG4UYy0KtjuwOwQ+hQguG5JyBzzn/dzWL8dp/njsppNsbKac5JO6VXTtPYECHdLoEVQI/84DqSkQXI5rZ//AOi/A4tm0mMymYyBwvle2WKDVBvaK5dk0r05shikUrBQw/ChfMS4ae1plx2ubIK6+vQGbtxSCXFh31+BWIxX2D3+3504bitJBSCWEzT7UC3pwiH/ZbJqam9tptjXUtdRHa97j9m25qALd7xRtM/djTq20TGM80NBoPBcP9gxLbhdHGHEp/X2PKnyOEEbmoJIqnjHctbYGxsohrb4PRxo1mUM5DFRctGWwHc6VfjLrxpMh6wXcaqXT84xs9jvICG0dQ9u7K3nKbfQvWa6FgO7CBuKI7S+L7vA6L8HGeUhV2RVsLxLGyvbCaTOdi/67UNlg6YYmezZ6uqu1bTXF/TrK1BrS4LjOmULCOuLEusXqvt8tLLmmvXJFvau+cIh2UCfeEC5HP7p4l4NhHwfeyJpMQhlsvyfMuSeL3ZmVuf8Hte752C/7k7jsZScnzHUbvTdNsWgZ3Pna0bHoPBYDDcHYzYNpwq1tbXUZaIXh2KyyQ7mjneQbwFxsYWqlWAbg0dzaKjWax2ETXsg2XjxnI4K2+FWN5/bbcuIvugGD8P15H38CbSVgCdXUHH8qNymqvyNXco0+xABJ2cRSsbHYigBu0Do/zGy2bq9UmLQzTqR/UdlufcaIgveLysxvP+TuXPlqjzFgXXNzQbG77POpOWpcfzKwrbhs0tzepVTbHgl87YI2F84TwsLEyW1hxkE0kmRNwmk5piSXH9um/fyGalJfJWs7JvjO7TWtPricC2bVCWQjNmE8kd7Kc3GAwGw/2JEduGU0W5LjocFavGEdI3JvCsJ40trHYJ1SrihhOQXoF+XRYilYUOBHHn3og7+zp/inyEGL9dxgtoADc+Jf5qOzj5tW4Nhj0R81YAbYfAdbAGIyE/FuUnZTOaamWvODysbGacA6fYMRHYZ22K7bqacgU2NzU7OzK918ikfnEBlhah14fnvqnZ3PTLXZQSH/PKORHj42ki/b4cs1ye/AxCIS+r2i+EefGi8ktpEvKet7qAeGN0X7+v6fbkZiAS8T93YxMxGAwGw80wYttwqri5C+jU4rFaEcUzvSVCu1tHNbfACuJmltFaYzU2xHOtLNzUgsT5RUae6KPE+Hk4A1T1mv9cOzQqp8lMltM4fZlmh5KQmBGbg1K74nw8yq/V0pS39Z6ymWDQn2DfTADeS1NsEDtFuQxb25pSSYSv1iKyZ2fk/zea8PkvTFpnolERxCsrkMv6hTWu69tEJn3RMh3P5fw88XpjctkyHIaFBchmjv8Z3Rjd5ziSYDIcynFTSQBFIOCniZy174XBYDAYzh5GbBtOFR2MHl1oay0JHqP2RtXckYr1+Cw6GEG1SjLhVgodjOAsPY7OPSCvPUqM3xgTBTSATs7JTYFli/+7IuUzqlNGuy7EZ9AKuREAwNqN8mvZs1QqFpXL+lhlM+N4U+xicXLRLxYbebEzZ2uKDX7k3c4OVKty/q4DmaxcbzgogvmlS/6NRzAoAvz8ecm3Hvemt1pyjEplf5tIJuN/Bp2OZn1D74px2/aXH49r4RiP7uv1NO22LHEqZOIeDitjEzEYDAbDLWPEtuHkGfjh0KpZFN/zzehUdivSVbssvuz4FDqcgkFXYvbcIVgWTu4B3KVvhUDk6DF+HsPeqJxmZC+ZKKfpY5UuSTnNsAudCjqSkeVIdwDYqJEFpRfIUXTOUV4P7SmbSadFHCeTNxdl9YZMg8ebBs/yFBtEnO4UoFDw2ymHQ5n8Wpb87+1t6HbkNwu2JTaLc+dgaVGRSPjXdBSbyLjfejDQbG6JtUZruY+bnoK5ueMvP45H93U6slTZ7kAiLp+9bSuiUTmPrLGJGAwGg+EWMWLbcOJYtQ3/fze3cKYfPrjEpdeUBcZeA3pNVLsgAjt3AY2Fam5hdaSFyw0ncZa/DVILMgVv7kzG+AVjuJlzkzF+HlrL1Lu2JuU0So0KZhYAxsppRguQSkFiFj3siTUlEGE4hFo7RtFZpjHwo/zGy2ZSyZtPoAcDEZj30hQbRBjv7Mi0ut2Wm4ReHyJhmUSXy/KxeQuD8biI4OVzkMv5GdrjNpFGw7/JsCyZXudyMs0e/02A68p7b+/4U2/PC36c5Ufx0otVpFKR/11vACPbSz4vojqXlfM4izc7BoPBYLi3MGLbcKKoVgHVWPcfGHSwihdxp141aScZdEVkdyriiW7uSD52elkWD/st+bo7BMvGmXkt7twbwA4cPcZv973GCmgYRQ9mL0i75XhxTb8l5TTRHGBBr4lrR2m0AtTbASr6HP3QlPi1lUyusxmZZN9sqqq1ptHknptig1grtndETPd6IrLrDbAUtNpQQzzNARvCEZkEnzsHszOKSOTmNpGEZxPZ53PUWiL3Njb9dsZYTJYtxyfkN8OL7tveEX95vS7nHo/JZDwWU6RHNpGUsYkYDAaD4QQxYttwMmgXVb2KVVn1g5JHqPom1qCLO/MaEar1DZlKaxfVLqFdR6bIdhBtBbGrV3dtHm58WqbZsZzE+BWPEOM3fk71DfkHpEI9fU6yr9EyFa+Pli1bRRH78Vncdo1mN0Sjn6TdVnRDM3QjEuV3lLKZcQYDP1FkfIodj8sU9axOsUGsFdujVBFpdJRklcFAhK8CEkkRv6kkLC3BwrwimfSn0ofZRLws6oMm042GZn0D2m3/NQvz8vkftZTGi+5bX9dUqv4kPZWElWVIpxQ5YxMxGAwGwylixLbh9unWsYov7taa74dqlwi88OfoUBQiWeg3Uf02OpqWzOpABLoV7MoLkldtB3EWvgU9/RqZTBdePFqMn0evIdPsoSg8Hc3gZs5LXfp4OU23juq3GEZydBod2tsV6k4GV9sMg2k6yWUiySiLo6i+g8pmxvGm2MXiqKRlbIp9L5SdtNsirKs1EavrG1IFP+zDwJEJtpfGMTMjPuxczr/5cF29uzB5VJvION3uZD63bcPsrNS0H3Xi3GppNjb9Mp1eT5Yzc1k59+kptWgF8wAAOBpJREFUZWwiBoPBYLgjGLFtuHU8C0Zj++DnaC1Z1Z2SLDPWB2jtorPnJQHECqAtG7t4USbWSuFmzuEsPQF2EFW+fLQYP49RY6XV3JHX2EHczIpMxsfLaZw+ulmk48RpdDL0rpfp2ylcO41rhdG5ZdKzWc7fpGxm4uO4h6fYIJPk7VGySLMJGxuwUwS01JCHguKRnp8Tm8j0lJoQq7diExnHm54Xiv7yYz4v73eUqbNYTjRXVmFry6+Fj40iBufnpYnS2EQMBoPBcCcxYttwfHoN8Uw3t/dYRm5EVa/KBFO70O+AZaGCUVRjC9d1UFpj9Rti8wjFcBYfR6cXxd7R2kGNxqKHxfjt0qmMCmhkYdKNT6Mz56TJcVROw6BLt1Kh1ehTH2TFo02PQWiGQDhAbHaB5MIcsfgBE/MbuNen2AD1umZzS+wW9Tq7U2Xtyi8OYjERqw8/JHF96bQvVr0bjFuxiXi4rrz31pYv0tNpsYwcVvrjMRxq1tYlb7tUlmMoJRF9c7PSRDk+eTcYDAaD4U5ixLbhaLiOLD/W11Hd+s2fP0K5w1GLiYZQFJSFDsbAGWJtfQ3lDsAO4sy9AefC21HDFtbmV48W4+fh9EflNGV5TSAs5TSRtORvly/TKxVoVbp0K2V6KonlamyngBObIZEOE5vJE5lbFpvJEThsij2Vn8yEPotoranW4Np1zc62eLG9xUelIBySifSFC/DqRyCfV7ui2XU1laq/aHhcm8g4lapYRrzPMBaFhUVIJW/+2kbD5dJluHbdb6MM2H6O98y0OvM3OgaDwWB45WPEtuFgXAfVqYjIbhWkseS4OH1J/VAW2gqigzGs+ppkWQOEEjj5h0FD8Bt/hA5E0dEsOjmHm39w/xi/MVSrMCqncUblNPNiM7FsuqUi7bWrNGt9VKsEuDh2gsiwRDidJppfIppJoLMrEE4e+j7gx8Z57Y734hRba83Ojubly1DYkQl2vS5iNRCQaXAiCa96CB5+GNJptSua221/in0rNpFxWi3xgjdHNv9gUCbZudzhIt11XdbW4fJliQH0iIRl4XFlBTIZdeQFSoPBYDAYThsjtg0+2pWFwW5NRHZ35CW4HewQKBsdSUO3hr3zPOCAsqV+PZZHtcsy4QYY9sR33aliFV6EaBYdzcjrx33agy5WdXV3yq6DMdzcBXo6RmWzT3f9ZZxmFWvYIjisoINJksE6sfiAcH4RFY5JXGB8+qYNl94Uu1hkoiHyXpliAwyHLlevwsuXxBPdakOrKV7saFgWHXNZeOABsYtEIpLuIpngelT84h/Ps4nkskzE+92MXk+zsSm+bpAblZlpef/DPsNG0+XKZVi95p+HAvJT8OAFWFpSxiZiMBgMhjOJEdv3K1rDsIPqNlC9OvTqUiyjb2LCPu7bhOLoQBSrfBk1GEX2RbK46XOoYUeWFUHEdywPkdRujJ/qtyT7urYmzwlG0eGkCPJeAxUIoy2bfnSB8nCe8mUYVreJdK6j3AGRQYFIVBHPBYlZRVRqBh1OoROzuGmJ8jv44zl8ij2VP5qf+G5Tq7lcugJXLst1tNoS3RcISk54OiU3CysrcH5FrCKH2UTSaZngj8f7HYXhULO9LULfHd2/5XOytHhQwossTGouX5Eptve6UBCWl+HBByGTPqAsyWAwGAyGM4IR2/cLgzaq24B+A9VrSEyfOzz1t1XdGlb7CuCCFRqJ3CBWdzTaVJbYRqLZg1smPToViQAcdnEcRXWQZEc9QsMdotQ6keEOMTUgEWiQitSJpEIE+nUIJ9HxC+hYDjezLLaWAxgMpLSlWJqcYicSIg7vhSl2rydWkUuXYW1d4vc8m0giIQU0mbSUt8zPSzZ2LKZotzXX1/Qem0g87l/7cafHWmuKRdjckhp3EKG+uLC/5cZ1NfU6rK1prl0Xm4nXSOlN3leWIRAwIttgMBgM9wZGbL8ScYe+HaRbk4n1HRDW+6GaW2AFcaN5iGZRTm/3XHQkg47lDp0wyxNdVLuM2yrTbAeod+KU3HkGdha0S2T4Amlrh2SkTcoqY6sIODa6GUbnLsgkO7MM0ez+h/em2EXJZB6fYudzEj931qfYw6GmWpWGxKtXRdw2mjINTiZgYQEiERG6qSSkUoqFeXmsXIGr1/Qem4iXpX0cm8g41apYRryUkkhERHY6vfd47bamWNJcuyY3Ot7CZDgsXu4HH5DKd+PFNhgMBsO9xpkV20899RTPPPMMzz33HBcvXmQwGPBLv/RLvOc97znyMb70pS/xl3/5lzz99NOsr6/TbrdZXFzku7/7u/npn/5pUqnUnte84x3vYH19fZ+jwRNPPMHv/d7v3fI1nSrDvkTltQojr/XJ2kFuGSuMm5xDKQucUb16KImO5w/Oyh7D7bVpF0o0Gy6tTpy+naIbmkPbAeLBJjOB66RCTYJuU6b3WNApo8NJVDAC3QaEU6h2GW0FIZzYPXa/L1Pce3WK7U2By2XYKcjC4dY29LoiUqdGzYjhiKR8RCKKSATm5jRKwU7h5Gwi47TbmvV1EfsgE/WFeblpGT/mYCAV6jsFydeu1WX67Vl1Vpbh3JI68zc6BoPBYDAcxpkV2x/96EdZX18nm80yMzNzoAA+jJ/5mZ+hUqnw2GOP8YM/+IMopXj66af5j//xP/IXf/EX/Lf/9t+Ympra87pkMskHP/jBPY8vLi7e0rWcKp0KVm0d1S7cNPP6bqDjUyhLfuWvgzF0bOrwrGxE/NUbilaxRrfWwNUWWoXphOawY3Hmkl3y9lUiblmi/ToVpHllCHYQnZhFx3LyXnZQyneq16B6DTeUoG4tUujOUmtY9+QUe7w8plrVXF8TL7Rti6ien5Olw2AA7IBkYodCkE5rtIa1NbVr6YDbs4mM0+9rNjcl6xpEvE9PSxTfeLvk+A1CtSpxg+PnsbIM09Nm4dFgMBgMrwzOrNj+xV/8RVZWVlhcXOTjH/84H/nIR459jA9+8IP84A/+ILOzs7uPaa35hV/4Bf7wD/+Q3/zN3+Rf/+t/ved1qVSKD3/4w7d1/qeK66CaW1jVNRi07/bZHI5SaDssqR+h2IFP0xqaHZtKPUSj0iXU3ULpkd0knCE6lWEx7RCztlDNHZTTh14d+u3RaFajI2l0LI9OzOzxZfcHilItRKmm6A+2wCpALE9iZpqp2RCZzNluFez1ZApfrniWC1hfl5bEWBSmp2Rpc35eRHe/712LJhTWKKBQ8K8vGPTjCm/VJuLhONI8uTO2xJjLiej3srn92EAR29UqtDsS2Tc9JWkk83PqzH8fDAaDwWA4LmdWbL/1rW+97WP81E/91J7HlFL803/6T/nDP/xDvvjFL972e9xRtCtV5NXrkl99D+Am5qQq/QBLQqtjU2kEqdRDDAcOkf4WYaeObWsSCZvYVJ5YKoTSXbHI9OqSRtKpoFwHcCEQRcfyuMk5CKd230trqLcCFKshaq3g7uTftjW5VJupTJVo+CX0cA7XuQDW4RP3O43nwy5XoNnUtFoywd7ZkWuLxUTQzs/B8jmJ8avVFMOhptPRBGxJHen35PM4KZuIh9YioDc3JeEExIKztCjLj4OBZntHbhJaLfHFV6py7smECOzpacXMNCQSRmAbDAaD4ZXJmRXbp0kgIJdt2/tXcvf7fT71qU+xs7NDIpHg0Ucf5Y1vfOOdPMV9TqqFvfV1GHRu/tyzRDixR2h3ehaVeohKI0ivLxaT4LBC2tkmEemTjA+JZtIQz0lCSa+B1drxLSP90TTfstHRPDq5gI7lpVuc8Sl2iP7AT62IRx2mMz0yyQGW97AG1djCbm7jTj0ihTh3kV2bRUX81N2upt4Qf3WvI5eYTovQPrckkX3NhqJckec2GuLHTqUhOLJhnJRNZJx6XTzi3lJlOCxLmOmUeK83t+Q6+n1NrSZWkehoAp9MwvSUYmrq5lXuBoPBYDDc69yXYvuP//iPAfg7f+fv7Pv1QqHAz/3cz0089uijj/Krv/qrLC8vn/r57Ydqbt97QnuM3kBRqYco10N0e74AtnWf6eA1MrE6sYiDCkXQiUUIRERctzZ387Zpl6Rkx7IhGMdNLqCTcxAIyRS7edAUu890pk8kfEhBj9ZY1es4d0lst1qackV82P2+ptEUse0Vz9gjkZ1KSRX54gJUq4orVzT1ugjbYFA856GQ2rWJ5LIn60HvdERk16VLCNuWyXospqlUFdevy5JjpyN18M5QxPXKsky7Z6blvM7y4qnBYDAYDCfJfSe2n3/+eX7zN3+TfD7PP/pH/2jP19/znvfw2GOP8cgjjxCLxVhdXeUTn/gETz31FD/xEz/Bn/7pn5JIJPY5spBOp7Es68Cv3yo682aozaIrV6HXOvHjnyR6GMSTtc1ehnI5QasjU2dlQTQG6fiAqfA2abawlAYVgcS0H8/XqUJ7B6366F4FBi0Ih1F2EJLzqNwyKpykP1AUKkEK1SCDgQi4aASScYepzIBcysGyAhz6r7odQKUWIP8AKnDzhJSTotfTlEouxZJLtwvttkutpml3xGNtWZBMQTyuyGYUF87bzM1ZlMsuL73sUi67NFuaWFTxwAMW8bgik1ZMTVukUycbk9cfaNbXXYpFF61F9GezinBIKt9rWxqtNf2BptnQBEOKlWUpyUmlFHOz1kT1u8FgMLzSyWb3j5s13H/cV2L7+vXr/NRP/RSO4/Crv/qr5HK5Pc/50Ic+NPHn17zmNfzyL/8yIHGETz75JD/5kz954HvUarWTPekJ4pB5LfSa4l9uF6Wc5qwx7OGtJ7581cW1+qAgGRuSTQ7IRBoEO1uobo8eo5SSxAy4QahVUM1t1KAtrZatkih0OyDPS6/gRnPUK0EKVU29ZYN2AAfb1uTTfabS/hS7fdD+aCAky5Txab9Qp9ECTvdGZjiUiW+lLNF4w6FMpRtNybYGyaW2lAjtTBrm5xXTU9LA+Myz4nt2HAiHZJI9Pa3Ij2L+AgGFdmUB8SRwHE2hIA2OjiM2l0BAbCPXrim0luc0GjB0Rjc6SZlcp5KSRhKNyvNO6pwMBoPhrJPNZqlUKnf7NAy3wUneLN03Yvv69ev8+I//OJVKhd/4jd/g277t2471+h/+4R/mqaee4tlnnz1UbN8Rwgl0OIHOXYBhD9WpoDpl8TMPz9biZDziks50yKYGBG0H1S6hml57pI0bn5aKdq3la+0yDLuoxiY4A7GTBMK4mXP0IouUmnGKm2EGQ39CmogNmUr3J73YN6KsUVpJDh3NTeRtnzZa+z7sWk3Eaasl3maAeEwWBhtNKX6Zm4VkUiwXmYy0Ov7l/zOZW720KNaMfP50cqi1lsXGzS3JIO90NcOhCHzLUnQ6Ynfp98Sx4wnsYHCUjDJ1cv5wg8FgMBjuZe4Lse0J7UKhwK//+q/z9re//djH8O5w2geOSu8SgTA6OSfeZZBil04F1amiutW7Lr4fXm5CIAz9Nqq+jXIltkKHkujEtLRHDrqo5hZq2INWQQR3MALBGE58mnr4EXaaWerbgQkv9o1T7Ak8cR3NoCMZEfQ3q4M/YdptEayVqqR19Hoiuns9iMUlqq/Vhk5XBPe5JYnhm57SBIKajXX4whf9BsZAQAT2gw9AJnN6loxGQ3zZtbrerXpPp+SGAERku67YXBJJOYdYjNHNgYnuMxgMBoNhnFe82B4X2r/2a7/GO9/5zls6zte+9jXgjBbbjBOMid0iNTrPfgvVrd498e06qMaWRPYBWAHcxAyEEhJl2CrIRL7XRNU3JLkkHGdoJSgEX8N2Y5FB1RfJidiQqUyfTOKGKbay0JEUOpq9a+IaRq2Uo0XHTkem2M0mNEc2kWRSFgRbLcmZTsQhlx2VzqQ0Gs3V67C97VtgolF48AI89BCEw6d3Td2uZm1ttADZkCbKTFbaHz1dP3RkEVMphVKytGmi+wwGg8FgOJhXhNgul8tUKhWy2eyED9sT2js7O/zar/0a73rXuw49zqVLl1hYWCAaje55/Fd+5VcA+IEf+IGTv4DTJBRHh+K++B60d4W36tZg0D3Vt7dq13ZFr45k0PEp+XO/Ld7sYQdV20D1m+hgnI4TpjB8hG39EPRkqXLfKbZly+Q6kkFHMxBO3hVxDSKovTzsRgNA0277to9EXGLxXFeSOgYDP+c6GNKEgxrHhfUNaV9sNiFgS5LI+fNwfkURDJ6emB0ONZcua1ZXRWRrV0T03KwIfTT0BwCKgC0JJFN5THSfwWAwGAxH4MyK7SeffJJnnnkGgIsXL+4+9vTTTwPw2GOP8b73vQ+AP/iDP+BjH/sYH/rQhyaaHz/4wQ+ysbHBt3zLt/Diiy/y4osv7nmf8ef/+Z//OZ/4xCd4/PHHd0X36uoqf/3Xf81gMOCnf/qnefzxx0/tmu8Iu5PvUcTdoDsS3tWRX7p3su/nOuhQBJ2YlVbHUful6tagXcZqbjFUEVrDLOXePOXwa3FUHLhhih2w0ZEsbjQr4jq0N7/7TqK1WCzKFVn8c10YDCQTezgQ7/VUXnzMgYDebVYMhxVaS226bWsGfei0/VzteFwmyUtLsDCvTlXMdrsuL1+GS5d8q4r3/qmkTLE7HbVbaR+JiB/bRPcZDAaDwXB0zqzYfuaZZ/j0pz898dizzz7Ls88+u/tnT2wfxPr6OgBf+cpX+MpXvrLvc8bF9lve8hYuXbrE888/z5e+9CW63S7ZbJbv+I7v4Ed+5Ed429vedotXc4YJRtDBGzzfrZIknXSrux7pW0XHciK0x8tpuk1U7Tq9rqbh5Gk5SWrRV9OLzWHbmpl0T6bYiQhufB4dy+FE0ndtcj1Ou62pVEQcDwaSztFsig/btkWkBoMK25bsacfRu4K139e4jsYOSBb2YCAT8U5X/NAXzkuc3sK8ZFKfBq4rJTNXVjWrV/3mx2gELlwQb3arDfWG//6plFhFTqJ10mAwGAyG+w2ltb5NOWUY5xUV9eMMJCHEW1rUh5TCjDPsEf2zfwZA5//6NVDWyJtdxalt06vWaTgphjpKM7JCI/IQySTk033SU1FUYkqWJ4OxU7y4o9PvaypVKJf9xsROR+96qmNxiEZEhKZSEI1qOiPB6sXiua5YMqJRhevKawcDWSwMh9XuRDmZPB0x22p51eqarW1/kp1KwvkVEdKVqtoV35YlE+zpqZMtxTEYDIb7ARP9d+9jov8MdwY76CeduM6Y8C6B6xztGJ0aqlujXakyLG3THYYYWlP0gnmaydeQyYdZmgsRzk2hY1MyaT/dqzoSjiMTYM9DPZ4n7bqy7JjNSvJGOCx16MGQplJRbG3JcmO9LtXp2aznbdYopXEckF4kRSQC8/OQzZy8oO33JQ1FvOSaUkl85IGAiOiFBcnLrtUUnYK8JhQSL/ZU3kT3GQwGg8FwEhixbTgalo1OzIzKZ0bCu7ElwvsQatc2GdRKMGwztJMMg0mc3IOkls6xtDiDSs1IfOEduozD0Fpq0stlLw9bHmu1ZLHRsvw8aduWwplcTkT4TkFRKkG9IbaSWNSvTo9FIRjUkk09kCzqYFBEdj53staM8ZuERkP+XKnI4mM8JgI7k5YFzHZb+dP5GMzOSHSfsYoYDAaDwXByGLFtOD7jwnvQwapeRzXW9/V3O8XLuFYCN5QnmJ8l89DrCS4+4teynwE6HT8Puz9KRuz39a5lJBr1o+3icRHR6bSm2VRcvabZ2RGR3e+LjWRpUawXuSyEI5pqRVGry+ttG2ZnZbJ8kkuGzaZ/DY4DIKK73RGRvXxOpvOBAAwGYhdRSsT1zLRUwhsMBoPBYDh5jNg20Onczlw5AomHIbSItfM8atCCobVb194P5Allc4QXLsDy4wwTMwwBbus9b99HPBiM8rDLIkiB0TIjuFomz+m0vEcwKBPsfE5sF6WS5stfhkJB02qLaE2nYHEB8jlFLgfhsGZzU7FTkGNYlgjs2dmTs2f0ejK1LpVlQdOj39f0R37wWEz82Y7jx/TZtlhFpqdk8m4wGAwGg+H0MGLbwLu+9yRMHFHgzQBE7Daf/7/k0Q/8539O1xlfdDwZw8jn/tfxRaLjSIOjZ7GQ1WBfYIOIU8tSuwI6n5dptdawvq55+ZK83nFGS4RZmJuDmWkR2a4LW1tQKksCiVIi0ufmTkbY3mgT8bBtEfi9rtwcDB2ZckfCcv6eP3xmWjzkJrrPYDAYDIY7gxHbhlc0WouHulyGas2zWMhkezgUkR0J++IzGhVxnM1KhF+v5/L8i3D5srQ+gvidZ2ekcGZmWhGLKYZDzfY2FIrsZmpn0uLLPok0j702ESGZgGRS0+7INTabUKvLTUN+lIdtovsMBoPBYLh7GLFt4H/83ycrwHpbOzCKSP/jj75A6MHHTvT4R6Hblai7SsX3YWutd+0WluWLYNsWcT2Vl3xrrTXlsubSJc21NV/cBoPifX7gAcikFZYl0X5b2yK0veclEmIpuV0f9EE2ES/9JJXWVKuKtXUR4bWaiOy5WbGMmOg+g8FgMBjuPkZsG05ejOVmdv9naGbhjom9wcAvnPFSNkDqyF0NaBGq3nQ3mRTRmsmIdaTT0Vy95nJpZBXxJtTJJDz4gORRh8Oj6nmtKZY0W1u+mI9GJSvb83rfCrvV72W/7h1GNwQZ8Y7H41AqwTe+CcWCJKhEIyLwk0llovsMBoPBYDhDGLFtOHnGrApuMHWqb+U1Inp1515Fk+NoRpZsLAsClpxTKCQCW5YYxf5RLsPmlsvGhlgwtAbbkgnxww/B/LyasF9UqprNTb8YJhQSkZ3N3ppN4yCrC/g3BOm0WEJqNZcvPiO+8E5Hpu1zszA7q5iZNtF9BoPBYDCcNYzY/v+3d+excdXn3sC/Zzbb43W8L1kcIJMVLhhiQWQ3EMKlFARNuOSqV4SqLaKlTUJTFVRE2z/SIopeFUpDVVGVqmK5KI4EjUqhvC8VISSAfUngotCCkxDb8RaPPeN19pnf+8czZ47H6yT4YI/z/UgR4zNnZs6JkObrX57f85Cp/AEgd467/Onh1OebWMOskqvRmgZYLUYnkKIiCdj5efL8yAjQ3aPg8SSGvYzI1s3cXAmvl14CuFyp4+FHRhS6e8bVbtvk3NJSWRk/X6GQBP0Br7E6DhhlIsYwHGB0NI5//kuhs0smT1qtUoe9fJkEbbbuIyIiWpgYtmnOxeNGx5GhIaCsem7eNxiUdn3eCeFUJjNK2cf40Ot0SjlFUZGUVASDEpZ9iYmKXp9sKHQ4pOtIdTWwpEabNDLd75fXDQ/Lz1YrUFYmYfd8SzXSKRPRe3oDesgG2jvk/jTIPa28DKis1Ni6j4iIaIFj2KY5194GVCQenzwNXLpaXXBpQzRq1GHrK8pCwWqVACqr2dKuz2YzykRycqRMZHAQGPDKJMhAQME3CAQDQF4+sHQJUFmhoaJi8obGUEihp1eCMSCr5aWlspptt6d/P+dTJqIbHIqjtdUI2YDc09o1cr1s3UdERJQZGLZpTn1+RqH5A6A+8XN3F3D0PeDaepX2KnA8rjA0LANnhsbVYWsaYLXKD7EYEIsZZSIFBYkOHQVy3sgI0HtO6rnjccAfUPB55bn8AqCqEigu1lBZMXmDaCSi0HsO6O83PtvlkrpsvawjHdOViWRnS3/u4uLU3tvxuILXp3DqFNDVLSPiAVl1X7dGVrJZj01ERJRZGLZpToRCCs0twMlTCoilPvfZZwoej4bGBoXSkunD4uhoYqqjL3X112GXMpFoDIhGjddnZxuTHe12KRPp6R3f7k9WlMf8gMMu0xvtdg0lxfJ4YnCOxWT0ep/H+PyCAgnZTmd6ITcWk5Vz31RlIi651okr6JGIQn8/0HFWNl6GwoBFk3KRtWuBqsrU2nEiIiLKHAzbBET8s58zg55ehSNHZPXYBgAqkHzOpgKAAoYHgNf/quGKy4HL1xu11XovaZ9PQqbOYVOwW2XoTChohFO7VYbFFFc4kZs7uUxEKPj9sjLscAAV5RosFgmv5eWTJznG47JJsqfXWE12OqWGuyB/9pCtlLTf83qlRn38Lwr6inth4eRNlH6/gscDnOtT6PNImYzNJrXgbjdQVald0MZLIiIiWjg0pZSa/TRKl8/nm+9LOG95T6yZ70s4b933/hMDiXCr1zQD0k87GpHQarFosFqlzrq8bHKdtVIS9Lt7jDKPrCwJ2a6i2UNuKCSDcyZu2NRX3Itdk4O9UlLa4vEAg0MqGdCzsmTlu7YWqK7S2CObiCiDuVyujMwDZHC55q6VGle2KSOdOm08djgULBoQjgCIa3A4jBXi0tKpO4YMDyt0d0trQkD6VVdVSn30THXR0ajC4JAxGl03U5mI/jqvV0pUQiEpNRn0ATlOoGYJUFWhoboayM5myCYiIlpMGLYJo7uOpXVeOKzQ0QG0ngQ8/dP/g0g0ArzUJI//YysQiQLB0PgVaMBmlYDqcEh3j6pKIMepGZsdXdItJBaTlV+fDxgd143EagUKCxSUAkZGNYQT5R8Oh4TskhJM2bFjbExCtl5PbbUCFeXSym+6Dh/jy0QGB5HSy3t8N5GpSj5CISkVGfDKveh16c4cYOkyoDBfQ00NJrUbJCIiosWBYZsAu3PapwIBhc5OaUHX2SUbAAFIw+dpRDQgmKhb7vXJKjMgXUMcdnkcjgCxMIAw4B0FTrYDNTXS2q6gGFA2oL1HSw23NgnihQUKwZDCwICWrI/OypJNj8WuqUOv3mN7cNC4lrJSec10JRsXUiaiGxlRiVIR4+9xZBTIcgBLamQFWzqicOIjERHRYsawTSmUks4YnV1AZyfg6ZdjF0rTJAhrGhBLrHDrLBYgJxvIyZEyjrEx4PA7wBv/V15TVqZQVio11BUVGnKdCoODGjq7tGQAz8mRlenpRqWHwwq9vbKyrJRcR7ELqKycuo3fhZaJALLR0ueTemy9PCUSUQgG9YmPWlor6URERLR4MGxTsrSiK/EnGJy7PbPZWbIqrMYtiDsc0u0jK0uOB4MynTEcMV4XDEpoHR2V4J+dpZCdDZSUKhQWSCu+ygop35gqZEejCuf65D30YF5UCFRVTe6rrZTCyIgMzplYJlJQIKvPhQXTj2TXW/d5+o1uJuNHx+fny8CdkmL5/PMZiENERESZjWH7IqMHy3PngHN90u5ueNi8hjSBoJSR2KyyCp2TIyva4bDUYgeDgP7pehDPyZFSjWhUVrvHn+Nok9C6fJk8Hw4DJSUquUocjyt4+oHeXqMFX16e9MoePwYdkF8qBrzj+3KLnByjTGSmYKy37vP6jF8mbDYFmzXRK9ti1KDXVE8O+URERLT4MWwvcsGgserq6ZeV3rlcuZ5NTg5QkC8hOhoF/H4gEABiEzZL6kHcagUiEVlhHl9ykpUF5OXK+wBAe4dCe4c8tlo1lBTHkyvlubmycp6To6G6CigsNEKu0Zc7dfy71WoMyJlpgM341n3jh9bk5QFZDqnLDoa05L3XVAMFBQzZREREFyuG7UUkFpP2cnr5hKdfNurNp/w8CdkjI6llIhZNVq9zcowAHUqsdo8fbpOdJUHWbp/+M8bGpC47mljJtlolNC9dqhAIaCgtjSMnGxgd01L6cqdbJgJISB/wyt+rvgquaVLHnZer4PNpGPDK6+12KRcp4eZHIiKiix7DdgaLxaSMobtHykL6PBIKFxJPv4RfYHKZiJ5Dg0FZZdbDuAYgO0dWsm0z/B8aCkuIjyReZ7HIqnauU967o0NGxesr6fl5CsXFUlLiXglUVmqz1k+HQjLd0es1ylJsNunfnZ+nMODV0HFWS35+eblsgOTmRyIiIgIYtjNOMKjQcVaCZHePbM5byJSaXCaiHw8GZQNkJLGpUIMMecnNlddMJxKREo5QosxE0yRg5+bKz4GAdAOJjF9Jt0jgHhsD2tqB9g4NZaWy+r18+eSJkcOJ1n1DQ8axnBzpIlKQr+Dp13D6c6Mrir75cbpWgERERHRxYtjOECMjCh8ck37XyV7XGUBqoI2flZJNk2OjRtmHpsmQl9xcI4xPJRoDRkfk9UAinCdeF4tJR5OJGy6zsuQcvf2gcR2yYt3nAY4dl5XqK/9NITdXg8cjgV1XWCghOz8PGBgAPmvVkkE+P0/6g89U501EREQXL4btDNFxFvj8TOaEbJ1ea62UbI4c8xvlGBYNcCbKPiyW6d8jHpcVcL/fCNI52RKgIxHZ7JgyndIm4T07e+bwrovFgDNnpO57wzVyTN8wWVYqA2iGhhQ+/cwI4dnZUo5SVMSQTURERNNj2M4Q69ZKX+nWk8DnZ77cjiJfhB6Ux/xGINZrq505s4dsv1/GtOut9ew2CdPRGBAYV+IxcUBOOiIRCc+5eYDbLbXWDoesYpcUy2RJv1/h5ClplwjIZ1dVyko4Nz8SERHRbBi2M0hJiYbrSoD6DQpd3RpOnpLa7Xh84Qbv/n7AklhdtlplFdvpTC3pmEhfBR8dk8CtFAAlr49GU2u8pysTmem9QyEJ5JUVMknS4dCQlychuygxJCccVujoUOgfkNelM96diIiIaCKG7QxktWpYthRYtlQGq3z6mYbPWuXxQhNXgMMqq8c52bOHbH3TZDQmwToWlbBus8l7AbK6PX5ATlrXEZeQXVgEXHqJ9N7WW/eVlxk117GYQl+f1HPr5S4ul5SMTDXenYiIiGgmDNsZzunUUHcV8G9XKHScldDd3S0bABcCV5GUjMy26hwKJXpxh+VxJCqrz/qK9YWUiQAS2C2JvtvV1bKKrbfuKy0xuocoJT3Ke3qNPtq5ucCSGiA3lyGbiIiILsyCDdsHDx7EsWPHcOLECbS2tiISieCxxx7Dtm3bzut94vE4XnzxRTQ1NaG9vR1OpxMbN27Enj17sHTp0ilf88477+CZZ57BJ598Ak3TsG7dOnz/+9/HddddNxe3ZgqrVcOKWmBFLTA6qvD5GQ2fnwEGBuY3dM9W3hGJSBeR0TEJ2dGobD7My5MNlOdbJqKzWGVQTWGhBH5AS7buK3alDrAZHlHo7pJ2gYDUbdfUTG4HSERERHS+FmzYfuqpp9DV1QWXy4Xy8nJ0dXVd0Pv8/Oc/x4EDB7By5Urs2LEDfX19eP3113H06FHs378ftbW1KecfPHgQDz30EIqLi5PB/rXXXsO3vvUt/OY3v8FXv/rVL3prpsvL03DF5cAVl0tJRle3rHb39AKBwMJY8Y5GAZ9PgnYoLCUkWVkSjrOyjFXsdMtEbDYNZaUqOW0yKwuQqm6jdV9Bfmp4DgYVurqNXtpWq9Rwl5XOPE2SiIiIKF2aWij1BhO8++67WL58OWpqavCHP/wBv/71r897Zfv999/HN7/5TWzYsAF/+tOf4EjMBX/77bdx3333oaGhAc8++2zy/KGhIWzZsgVWqxV/+ctfUFlZCQDo7e3F17/+dQDAm2++iby8vGk/0+fzXcDdfjmUkq4a5/qAvj7pMe3zzX3JSSQCvPDf8vju/0ot+4hEpFf14JDRZzvLISUbebnpl4nk5mooL5d662KXQjwOeH0aoonNk3rrvvKyybXWkYhCT69ch1KyYl5aKl1GuPmRiIi+KJfLtaDzAM3O5XLN2Xst2JXtjRs3fuH3OHDgAADggQceSAZtANi0aRPq6+tx5MgRdHd3o7q6GgDw97//HcPDw9i1a1cyaANAZWUl7r77buzbtw9vvvlmMnhnGk3TUFAAFBQAKy+TY+GwTEPs65MQ7vHIsbmklLTY83plJVtviZ1lB4qKgPz8mctELBZNgnM5UFEm/83Lk7Z8fR7gXJ+WbA04sXXfePF44vxzxubHokKp5c7OZsgmIiKiubdgw/ZcaG5uhtPpRF1d3aTnGhsb0dLSgpaWlmR4bmlpAQA0NDRMOr+hoQH79u1LOX8xcDg01FQDNfL7BuJxBZ9PQ+85oPecBNMvUnoyPCyj1f1+o5tIdraE4cKCqctErFYN5WVS0lFRIavTdruxkXFwCGg9qTA6arxmYuu+iXw+KRnRNz86nXLP+fkM2URERGSeRRu2/X4/PB4P3G43rFOMEVy+fDkAoL29PXmsra0t5bnZzl+MLBYNJSVASQmwbq0ebjX09Ejtd0+PlGGkq7s30U1EkzKRkmJZyR5P0zSUlkr4ra6S0DxxVToaVRjw6ivv+usmt+6baHRUQvbYmPzscMhnuFwcSkNERETmW7RheyQx8m+6+mr9uH4eAIwmlkrzJ6bBac6fSmFhISzp7urLEMXFwCUr5HE0qtDVFcfpz2M4/XlsypITm00BCAIAnDk2FORbUFKiwenUkgFX04AlNVZcdpkVtcut04blQEChry+O/oE4YjEpN8nNBSrKLSgrt8Bhn/p1waBCZ2cMXp+CxSLlKlWVFlRUWGC1MmQTEZG55rLmlzLbog3b82VIb22xiBUUAFddCVy+XqGtHfjXv4A+jxG6IxHj3JKSKAoLJFwHg7ICvXoV4F5p9K8OheTPeMMjCh6P0SkEkPHuZWWyKm2xaBgbBcYmXFs0qtDbC3j6jc2PJSWy+dFu1zA8PLd/F0RERBNxg2Tmuyg2SH5R+ur06PjC3nGmWsUev3o98S95plXvi5XNpuGyS4HLLpXykv85Bng8qSvduYnR7NnZMnxn5WXTd/yIxxW8PikVCQSM40WJ1n0z1VfH4wr9/dLeUN/8WFAgpSk5OVzJJiIiovmxaMO20+lEWVkZOjs7EYvFJtVt67XX4+uza2trceLECbS3t08K21OdT4aqKg23fU2h+X80/O//pgbukmIN/37T9HXV4bBC/wDQ34+U1n0lxRKyZxuT7htU6O42VsdzciRkFxQwZBMREdH8WlzFxRPU19fD7/fj+PHjk5575513AAAbNmxIHtMfHzlyZNL5+rH6+nozLnVRsFg0XFsvGxZ1ViuwefPUQXtsTKGtXeGTfwK9vRK0HQ4Zkb5uLbBkiTZj0Pb7FVpPKpw5I0HbbgeWLQNWr2LQJiIiooVhUYRtr9eL06dPw+v1phzfvn07AJlGGdZbWECG2rS0tKChoQE1NTXJ47fccgvy8/PxwgsvoLe3N3m8t7cXL7zwAlwuF7Zs2WLy3WQ2TdOwZrXx85IlqZMblVLw+RQ+a1X4rFV6bysF5OfJJsx1a4Hycm3G4TKhkIT0Tz+TCZkWi7QJXLsGKC3R2GWEiIiIFowFW0Zy4MABHDt2DADQ2tqaPKb3wr766qtx1113AQBefPFFPP3009i5cyd27dqVfI9rr70Wd911Fw4cOIBt27Zh06ZN8Hg8eO2111BUVISf/vSnKZ9ZWFiIn/3sZ3jooYewdetWfO1rXwMg49oHBwfx5JNPzjg9ksS431+wYlwXE71URP+9x2IBXEVSKjJdicl40ahKDt6JJybjlBQDVVXSL5yIiIhooVmwYfvYsWN45ZVXUo4dP348pSRED9sz2bt3L9xuN5qamvDcc8/B6XTipptuwp49e7Bs2bJJ599xxx1wuVx45pln8PLLLwMA1q9fj/vvv39OplpeDGQAjdRtl5UAHWcVfD5j46LdDpSWyIh0+zSt+8ZTSmFgAOjuMWq68/Mk1KcT0omIiIjmi6aUmtvZ3Bc5tvqR3tg33SL/W/2fXxkbHCe27kvH0JAMpQlK225kZ8vmx8JChmwiIlqY2Pov87H1H2WUdFr3TeT3S8jWZwjZbNIru7SUkx+JiIgoczBsEwKBuf3HjUDQeL8VK4DCgvQ/JxxW6D0nGycBqesuLZUOJzablljhVuydTURERBmBYZuSJR9m+I//BPT67S/OeJ8jhxi2iYiIaOFbFK3/iIiIiIgWIq5sE/7f6+asEhcVuTA4OP0GkZFRhZ5uwJ8YzZ6VJW38irj5kYiIiBYJhm0yrf7Z6dQQCk1+70BAobsHGBpKdClxylCastL0u5QQERERZQKGbfrSRCIKPb3AwIBMjdQ0CdiVlZhxYiQRERFRpmLYJtPF4wp9HuDcOWOwTVGhDKXRe3ATERERLUYM22QapRS8XikZ0Ue0O50ylOZ8em4TERERZSqGbTKF36/Q3RNDb6/87HAA1VUyPZJDaYiIiOhiwbBNpjjbCVgsClYrUFEhQ2m4+ZGIiIguNgzbZIqqSsBms8BuB+x2hmwiIiK6OHGoDZmioEBDTY2VQZuIiIguagzbREREREQmYdgmIiIiIjIJwzYRERERkUkYtomIiIiITMKwTURERERkEoZtIiIiIiKTMGwTEREREZmEYZuIiIiIyCQM20REREREJmHYJiIiIiIyCcM2EREREZFJGLaJiIiIiEzCsE1EREREZBKGbSIiIiIikzBsExERERGZhGGbiIiIiMgkmlJKzfdFEBEREREtRlzZJiIiIiIyCcM2EREREZFJGLaJiIiIiEzCsE1EREREZBKGbSIiIiIikzBsExERES0QO3bswKpVq+b7MmgOMWwTEREREZmEYZuIiIiIyCQM2zSr5uZmrFq1Cvv27cMHH3yAHTt24KqrrsI111yDXbt2ob29PeX8zZs3Y/PmzRgeHsbevXuxadMmrF27Fi+//HLynE8//RR79uxBQ0MD1q9fjxtuuAG/+MUv4PP5vuzbIyIiOu/vOgBobW3FAw88gOuuuw7r16/H5s2b8eijj075XdbW1oaHH34Ymzdvxvr161FfX4/bb78djz76KPT5gqtWrUJLS0vysf7nJz/5ibk3T6biBEmaVXNzM+655x40NDSgubkZjY2NWLlyJU6ePIm33noLLpcLTU1NWLp0KQAJ2+FwGGVlZfD7/di4cSOsVisaGxuxadMm/OMf/8APf/hDWCwW3HjjjaisrMTp06dx6NAh1NbWoqmpCYWFhfN810REdDE53++6Dz74APfeey8ikQhuvvlm1NTU4KOPPkJLSwuWLVuG/fv3o7i4GABw7tw53HbbbQgEAti0aRNWrFiBQCCAtrY2NDc346OPPoLNZsO+ffvwyiuvoKurCzt37kxe25o1a7Bly5Z5+XuhOaCIZvH+++8rt9ut3G63eumll1Kee+mll5Tb7Vbf/e53k8duuOEG5Xa71be//W0VCARSzvd6vaqurk41Njaqzs7OlOdeffVV5Xa71d69e827GSIioimcz3ddLBZTW7ZsUW63Wx0+fDjl3Mcff1y53W718MMPJ48999xzyu12qz//+c+TPtfn86X8fPfddyu32z1Hd0ULActIKG21tbXYvn17yrHt27ejtrYWhw4dgtfrTXnuwQcfRHZ2dsqxgwcPYnR0FD/60Y9QU1OT8tytt96KdevW4W9/+5s5N0BERDSLdL7rjh8/jo6ODnzlK19BY2Njyrk/+MEPUFRUhFdffRXhcDjluYnfiQBQVFQ05/dAC4ttvi+AMkddXR0sltTfzywWC+rq6tDW1oZPP/0UGzduBABkZWVN2broo48+AgB8/PHHOHv27KTnQ6EQfD4fvF5v8p/fiIiIvizpfNedOnUKAFBfXz/p9bm5uVi/fj2OHDmCM2fOYNWqVbjhhhvwxBNPYO/evXjvvffQ2NiI+vr6ZEkKLW4M25S20tLSKY+XlJQAAEZGRlKOaZo26dyhoSEAwIsvvjjjZwUCgQu9TCIioguWznfd6OjojOeWlZUBQPK8JUuWYP/+/Xj66afx9ttv4/XXXwcAXHLJJdi9ezduueWWOb0HWlgYtilt/f39Ux4fGBgAAOTn5yePTRW0ASAvLw8A8Ne//hVut3uOr5CIiOiLSee7Tv8um+5cj8cDwPjOAwC3243f/va3iEQi+OSTT3D48GE8//zz2LNnD8rLy3H11VfP5W3QAsKabUrb8ePHEY/HU47F43EcP34cmqZh9erVs77HFVdcAcAoJyEiIlpI0vmuW7t2LQAk2/SN5/f7ceLECWRnZ2PFihWTnrfb7bjyyiuxe/duPPLII1BK4dChQ8nn9RKWWCw2h3dF84lhm9LW1taGpqamlGNNTU1oa2vD9ddfn1aN9Z133onc3Fw8+eSTOHny5KTnA4EAgzgREc2bdL7r6urqsGzZMhw+fBjvvvtuyrm///3vMTg4iFtvvRUOhwMAcOLEiWRJyXj6anlWVlbymN76tqenZ07vi+YPy0gobQ0NDfjlL3+Jt99+e1Lv0UceeSSt9yguLsYTTzyBBx54AHfccQcaGxtxySWXIBwOo6urCy0tLbjqqqvw7LPPmnw3REREk6XzXWexWPDYY4/h3nvvxX333Zfss/3hhx8m+2z/+Mc/Tr7nwYMHsX//fmzYsAFLly5FXl4eTp06hcOHD6OoqAjbtm1LnnvttdfijTfewO7du9HY2IisrCysXr0amzdv/tL/LmhuMGxT2q688krcf//9eOqpp/D888/DYrFgy5YtePDBB89rR/X111+PV155Bc8++yzee+89HD16FE6nExUVFdi2bRtuv/12E++CiIhoeul+111zzTXYv38/fve73+Ho0aMYHR1FeXk57rnnHtx///0p/9p72223IRQK4cMPP8THH3+McDiMyspKfOMb38B3vvMdVFdXJ8/dvn07urq68Nprr+GPf/wjotEotm7dyrCdwThBkmalT9XauXMndu3aNd+XQ0RENOf4XUdmYc02EREREZFJGLaJiIiIiEzCsE1EREREZBLWbBMRERERmYQr20REREREJmHYJiIiIiIyCcM2EREREZFJGLaJiIiIiEzCsE1EREREZBKGbSIiIiIikzBsExHRrDo7O7Fq1Srs2LFjvi+FiCijMGwTEREREZmEYZuIiIiIyCScIElERDPat28fnn766Smf27p1K371q199yVdERJQ5bPN9AUREtLCtWbMGN998M9544w2UlpaisbEx+dzVV189j1dGRLTwcWWbiIhm1dnZiRtvvBH19fV4/vnn5/tyiIgyBmu2iYiIiIhMwrBNRERERGQShm0iIiIiIpMwbBMRERERmYRhm4iIiIjIJAzbREQ0K7vdDgCIRqPzfCVERJmFYZuIiGblcrlgt9tx9uxZxGKx+b4cIqKMwT7bRESUlu9973t46623sHLlSqxduxZ2ux11dXW488475/vSiIgWLIZtIiJKy8DAAB5//HG8++678Hq9iMViHNdORDQLhm0iIiIiIpOwZpuIiIiIyCQM20REREREJmHYJiIiIiIyCcM2EREREZFJGLaJiIiIiEzCsE1EREREZBKGbSIiIiIikzBsExERERGZhGGbiIiIiMgkDNtERERERCZh2CYiIiIiMgnDNhERERGRSf4/7rSMmrAK3rwAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = result.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "===========================Difference in Differences============================\n", - "Formula: y ~ 1 + group + t + treated:group\n", - "\n", - "Results:\n", - "Causal impact = 0.41, $CI_{94\\%}$[0.29, 0.53]\n", - "Model coefficients:\n", - " Intercept 1.05, 94% HDI [1.00, 1.12]\n", - " group 0.20, 94% HDI [0.11, 0.29]\n", - " t 1.01, 94% HDI [0.92, 1.10]\n", - " treated:group 0.41, 94% HDI [0.29, 0.53]\n", - " sigma 0.10, 94% HDI [0.08, 0.13]\n" - ] - } - ], - "source": [ - "result.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from causalpy.pymc_experiments import DifferenceInDifferences\n", + "from causalpy.pymc_models import LinearRegression\n", + "\n", + "result = DifferenceInDifferences(\n", + " df,\n", + " formula=\"y ~ 1 + group + t + treated:group\",\n", + " time_variable_name=\"t\",\n", + " prediction_model=LinearRegression(),\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = result.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "===========================Difference in Differences============================\n", + "Formula: y ~ 1 + group + t + treated:group\n", + "\n", + "Results:\n", + "Causal impact = 0.41, $CI_{94\\%}$[0.28, 0.53]\n", + "Model coefficients:\n", + " Intercept 1.05, 94% HDI [0.99, 1.12]\n", + " group 0.20, 94% HDI [0.11, 0.29]\n", + " t 1.02, 94% HDI [0.93, 1.10]\n", + " treated:group 0.41, 94% HDI [0.28, 0.53]\n", + " sigma 0.10, 94% HDI [0.08, 0.13]\n" + ] + } + ], + "source": [ + "result.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = az.plot_posterior(result.causal_impact, ref_val=0)\n", + "ax.set(title=\"Posterior estimate of causal impact\");" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.10.6 ('CausalPy')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "46d31859cc45aa26a1223a391e7cf3023d69984b498bed11e66c690302b7e251" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 } diff --git a/docs/notebooks/did_pymc_banks.ipynb b/docs/notebooks/did_pymc_banks.ipynb new file mode 100644 index 00000000..c7285852 --- /dev/null +++ b/docs/notebooks/did_pymc_banks.ipynb @@ -0,0 +1,338 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Banking dataset with a `pymc` model\n", + "\n", + "This notebook analyses historic data on banking closures from [Richardson & Troost (2009)](http://masteringmetrics.com/wp-content/uploads/2015/02/Richardson_Troost_2009_JPE.pdf) and used as a case study for a difference in differences analysis in the [Mastering Metrics](http://www.masteringmetrics.com) book. Here, we replicate this analysis, but using Bayesian inference." + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [], + "source": [ + "import arviz as az\n", + "import pandas as pd\n", + "import pathlib" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [], + "source": [ + "# %config InlineBackend.figure_format = 'svg'\n", + "az.style.use(\"arviz-darkgrid\")" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load data\n", + "\n", + "The raw dataset has a `date` columns which is just some uninterpretable number. All we need for our analysis is the `year` column. We also have columns `bib6`, `bio6`, `bib8`, `bio8`. We know that the `6` and `8` represent the 6th and 8th Federal Reserve districts, respectively. I assume `bib` means \"banks in business\", so I'll discard the `bib*` columns. The data is at daily resolution, but we will convert this to yearly resolution. And from what I can tell from Figure 5.2 of the [Mastering Metrics](http://www.masteringmetrics.com) book, they seem to present the _median_ number of banks open per year. Let's load the data up and do those steps." + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [], + "source": [ + "did_data_path = pathlib.Path.cwd().parents[1] / \"causalpy\" / \"data\" / \"banks.csv\"\n", + "\n", + "df = (\n", + " pd.read_csv(did_data_path)\n", + " # replace date with something meaningful\n", + " # .assign(date=lambda x: pd.to_datetime(dict(year=x.year, month=x.month, day=x.day)))\n", + " .set_index(\"date\")\n", + " # just keep what we want\n", + " .filter(items=[\"bib6\", \"bib8\", \"year\"])\n", + " # rename to meaningful variables\n", + " .rename(columns={\"bib6\": \"Sixth District\", \"bib8\": \"Eighth District\"})\n", + " # reduce from daily resolution to examine median banks open by year\n", + " .groupby(\"year\").median()\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's visualise what we have. This matches up exactly with Figure 5.2 of the [Mastering Metrics](http://www.masteringmetrics.com) book." + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df[[\"Sixth District\", \"Eighth District\"]].plot(style=\"o-\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As a final processing step to make the data amenable to analysis, we will convert from wide form into long form." + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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yeardistrictbib
01929Sixth District141.0
61929Eighth District170.0
11930Sixth District135.0
71930Eighth District165.0
21931Sixth District121.0
81931Eighth District132.0
31932Sixth District113.0
91932Eighth District120.0
41933Sixth District102.0
101933Eighth District111.0
51934Sixth District102.0
111934Eighth District110.0
\n", + "
" + ], + "text/plain": [ + " year district bib\n", + "0 1929 Sixth District 141.0\n", + "6 1929 Eighth District 170.0\n", + "1 1930 Sixth District 135.0\n", + "7 1930 Eighth District 165.0\n", + "2 1931 Sixth District 121.0\n", + "8 1931 Eighth District 132.0\n", + "3 1932 Sixth District 113.0\n", + "9 1932 Eighth District 120.0\n", + "4 1933 Sixth District 102.0\n", + "10 1933 Eighth District 111.0\n", + "5 1934 Sixth District 102.0\n", + "11 1934 Eighth District 110.0" + ] + }, + "execution_count": 126, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.reset_index(level=0, inplace=True)\n", + "df_long = pd.melt(\n", + " df,\n", + " id_vars=[\"year\"],\n", + " value_vars=[\"Sixth District\", \"Eighth District\"],\n", + " var_name=\"district\",\n", + " value_name=\"bib\",\n", + ").sort_values(\"year\")\n", + "df_long" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run the analysis" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from causalpy.pymc_experiments import DifferenceInDifferences\n", + "from causalpy.pymc_models import LinearRegression\n", + "\n", + "result = DifferenceInDifferences(\n", + " df_long,\n", + " formula=\"bib ~ 1 + district + year + district:year\",\n", + " time_variable_name=\"year\",\n", + " prediction_model=LinearRegression(),\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = result.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "result.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ax = az.plot_posterior(result.causal_impact, ref_val=0)\n", + "ax.set(title=\"Posterior estimate of causal impact\");" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.10.6 ('CausalPy')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "46d31859cc45aa26a1223a391e7cf3023d69984b498bed11e66c690302b7e251" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/notebooks/did_skl.ipynb b/docs/notebooks/did_skl.ipynb index 7d40e852..bb32560f 100644 --- a/docs/notebooks/did_skl.ipynb +++ b/docs/notebooks/did_skl.ipynb @@ -65,6 +65,7 @@ "result = DifferenceInDifferences(\n", " data,\n", " formula=\"y ~ 1 + group + t + treated:group\",\n", + " time_variable_name=\"t\",\n", " prediction_model=LinearRegression(),\n", ")" ] @@ -91,7 +92,7 @@ }, { "data": { - "image/png": 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hk08+4ZNPPvF/7Uuheeyxx/wLOpOSknj99ddb7JwKhaJpqMq2QqFoFgkJCcyZM4dZs2YxatQoTCYTP/30E4sXL2bHjh307t2bhx56iGXLlgXYPm644QZef/11evfuzc6dO/nmm29wOp08+uijdYReTTIzM/nwww8ZNmwYNpuNb7/9loKCAm677TZmzpxZJ0cbZBXy1ltvpVOnTmzfvp2vvvqKNWvWkJqayt13382CBQsCPprPzMxk3rx5XHTRRZhMJr799lu2bNnChRdeyPz58/1e5KMZi8XC22+/zVVXXcW2bdtYunQphmEwZswYPvvsM38l28eh3JPbbruNDz/8kBEjRmCz2fj666/57bffMJvN3HzzzQwYMCBg/yeffJLLL78cTdNYvHgxn376KZ9++mmr3IdDoW/fvixYsIBRo0ZRUlLCkiVLKCkpYdSoUSxYsICTTz75sM0lNzeXtWvX+v/zJcZs377dv62mVUqhUBx+NNEWlpArFAqFolX55ZdfuO666+jXrx9z5sw50tNRKBSKvwyqsq1QKBQKhUKhULQSSmwrFAqFQqFQKBSthBLbCoVCoVAoFApFK6E82wqFQqFQKBQKRSuhKtsKhUKhUCgUCkUrocS2QqFQKBQKhULRSiixrVAoFAqFQqFQtBKqg2QLU1xcfFjOExMTQ2lp6WE5l0KhUCgUimOLY1FHxMXFHekpBEVVto9SdF29dQqFQqFQKJqH0hGHD3WnFQqFQqFQKBSKVkKJbYVCoVAoFAqFopVQYluhUCgUCoVCoWgllNhWKBQKhUKhUChaCSW2FQqFQqFQKBSKVkKJbYVCoVAoFAqFopVQYluhUCgUCoVCoWgllNhWKBQKhUKhUChaCSW2FQqFQqFQKBSKVkKJbYVCoVAoFAqFopVQYluhUCgUCoVCoWgllNhWKBQKhUKhUChaCSW2FQqFQqFQKBSKVkKJbYVCoVAoFAqFopUwH+kJKI4tnE4nM2fO5KuvvqK8vJzOnTszbtw4+vfvf6SnplAoFAqFAsDtRNhLj/Qs/jKoyraiRXnqqaf44IMPOO+887jrrrswmUzcfffdrFmz5khPTaFQKBSKvzYeF1rJbvTctYjc9eAoP9Iz+kugCSHEkZ7EsURxcfFhOU9cXNxhO1dj2bBhAzfddBOTJk3i6quvBsDhcHD11VcTFxfHrFmzjvAMFQqFQqH4CyIMtIoDaGX70QwPAFHJmZRYkkE3HeHJtRxxcXFHegpBUZVtRYvxzTffYDKZGDVqlH9baGgoF110EX/88QcHDhw4cpNTKBQKheKvhhBotnz0nHXoJXvQDA/CEo4ntj1Epx5TQrstozzbihZj69atZGZmEhEREbC9W7du/tdTUlKOxNQUCoVCofhrYS9BL92L5qoEQJgsiMgUcDvQS3YjPEUQlgmhUUd4osc+bVJsHzhwgC+//JLvv/+eP//8k4KCAmJiYujTpw8333wzvXr1atQ41157Lb/++muD+zz33HMBldjBgwezb9++oPv269ePOXPmNPo6moIQgqqqxu8fGiqw21veAWS1gqZpzTq2sLCQxMTEOtt92woKCg5pbgqFQqFQKA6C04ZeugetqgwAoZsQEcmAkDYSYQCghceDJaKBgRQtRZsU23PmzGHWrFm0b9+egQMHEh8fz65du1i6dClLly7lxRdfZPjw4QcdZ/To0fTr16/OdrfbzYwZM9B1ndNOO63O61FRUVx//fV1tqenpzfvgg6CEILbJwn+WN+Uo4paZS49ToJpU5snuB0OBxaLpc72kJAQ/+sKhUKhUChaAbcDrXQvemUhAELTEBFJoJnQbPlohltuD4nAiG2PltIe2tjar2OVNim2e/bsyZw5c+oI5VWrVnHDDTfw+OOPM3ToUL+Iq48xY8YE3b548WKEEJx11llBbQ3R0dFMmjSp+RfwFyU0NBSXy1Vnu9Pp9L+uUCgUCoWiBfG40Mpz5AJIb+aFERYPIeFoFXloHvk3WJitGLGZENY2FxEey7RJsT1s2LCg20855RT69+/PDz/8wJYtW+jRo0ezxv/0008BuPTSS5s9x5ZE0zSmTaVJNpLY2DhKSlr+ifRQbCQJCQnk5+fX2e6zjwSzmCgUCoVCoWgGQRJGhDUaIzQavbIIzS4/ARcmCyI63Vvlbt7fd8Wh0SbFdkOYzeaAf5tKbm4uP/zwA0lJSZx99tlB93E6ncydO5e8vDwiIyPp0aNHo33izUXTNMLCGr9/eLiGw9G2fmiOP/54fvvtN2w2W8AiyQ0bNvhfVygUCoVCcQgIgVZZgFa6r7pqbQnHCItDd5ZjKt0rt+kmRFSaXBSpUkeOKEeV2N6/fz8rVqwgKSmp2cLts88+wzAMRo8eXa9gz8/PZ8qUKQHbevTowUsvvUT79u2bdd6/Aueccw7vvfce8+fP9+dsO51OFi5cSPfu3VUSiUKhUCgUh0KwhJGIJHDZMZXJcAehaYjIFERUGpjqrqNSHH6OGrHtcrm4//77cTqd3HvvvZhMTX9KE0Iwd+5coH4LyZgxY+jbty/HH3884eHhZGdn89Zbb7FgwQJuuOEG/ve//xEZGVnvOWJiYtD1wxNf3tbC288880zOP/98pk+fTmVlJR06dGDevHnk5uby7LPPtrn5KhQKhUJxNCAcNijKRjhKwKpDeCxEJoPhgYo8MAuIikSLTIbYTDSLtf6x3A4o3oPYv5fY5BPQzA2vf1McOkeF2DYMgwcffJCVK1dy2WWXBUT1NYWff/6ZvXv30q9fPzp06BB0n4kTJwZ83bVrV55//nkAFixYwCeffMKNN95Y7zlKS0ubNbem0hY7SAJMmTKFhIQE5s+fT3l5Occddxz/+te/OO6449rkfBUKhUKhaLMESxgJTwShoe3f7o/xE9ZYjJh0MEdAhR2w1x3L8MiFlOU5aEIQGRVFaVE+WMIP4wW1Lm21qNfmxbZhGDz00EMsXLiQkSNH8sQTTzR7rENZGHn55ZezYMECfvvttwbF9l+d0NBQJk2apNJcFAqFQqFoLkETRuLAHIpmKwiM8YvJBGt0/WMJIVNJyvZVHxcaiZbWA+zuVr8URRsX24ZhMGXKFObPn8+IESN49tlnm23RKC0t5euvvyY6Oprzzz+/ycf7npYqKyubdX6FQqFQKBSKBgmWMBIahQiJRLMXodnlJ8TCbMWIyYDw+IbHsxfLNu3uKu9xoRix7SEsDs0aBXb1ifPhoM2K7ZpCe/jw4Tz//PPN8mn7+N///ofD4eDSSy9tVt7zunXrgNZrbKNQKBQKheIvStCEkTAMawy6oxy9PEdua2yMn6MCvXQ3mqNCHqeb5XGRyeC2o+dvxagwgzUdzKoHRmvTJsW2zzoyf/58zj//fF544YUGhXZRURHFxcXExcURHx/8Ka8xFpIdO3bQrl07wmpl8O3YsYN//etfAFx00UVNvRyFQqFQKBSK4ARLGAmLR3NVYirPlds0HRGdhohMbTjGz1UlW7X7KuCaJuP/olLBMNCKs9HKD6BV5GKYDUgNheh2Kn+7lWmTYvv1119n3rx5hIeHk5WVxfTp0+vsM3ToULp27QrAe++9x2uvvcbEiRODeoXXr1/P5s2b6d69O926dav3vIsWLeKtt97i1FNP9Yvu7Oxsvv/+e1wuF+PGjePUU09tuQtVKBQKhULx18Rpk8K4qgzw5mKHxYPhQq84ILeBjPGLbtdwjJ/HJa0nFQfwyWYjIgkRnQ66Sfq/C3dg3v415h3foNuLEUAkYMRk4up9Da5uoxr2fiuaTZsU2/v2yazIyspK3njjjaD7pKen+8X2wWjswsj+/fuzY8cONm3axKpVq6iqqiIuLo6zzjqLq666ijPOOKMJV6FQKBQKhUJRi2AJI1a5Lkyz5VeL5fAERExGwzYPYaCV50ox7e8iGSPbspvD5Hhl+zBl/0jIypngcdUZQivdS8h3zxLy47+puuhVPFlK67Q0mhDeZa6KFuFwxdu11eg/hUKhUCgUQQiWMGKNBZMZrbKoRoxfjFz8GBJR/1h+j/deNK+AFpZwKbKtMdULIysLMO3+Gcvv7wKgUb/kE2igaVSNnnHUCm4V/adQKBQKhULxV6O+hBGzFa2qBK3KK5ZDIqTItsY0PF5VqRTSNT3eMZmI8ARwVaLnbZLVblsBVJViWfcR0LDQ9r0uBFg/vwPbLd8pS0kLosS2QqFQKBQKRUsjBFplobf6XJ0wIiwRaM5ydEe53GYORcRkSL92QwsVnTa5kLJKNs8Tuql68aPHhVa0Q75uyweXHREWjyl/k3ztIELbh4ZAuKqwbFyAq8+1h3b9Cj9KbCsUCoVCoVC0JMESRqwxaM5K9MqC6m1R7WQcX0Mi2+1EK9uLbvMeR41Fk0jPtVacjV6Rh+a0YVhjEAkZiKhUQn/8t/eIpmH5fQ6u3teolJIWQolthUKhUCgUipYgWMKINRbN46wWy5peXZFuKMbPcFcvfvR5vMPjEdEZYA6R1pTCHejluWhOGyIkAk98R0RsJiI0Dr1wK3rZviZfgoZAK90DVSUQ1jY90EcbSmwrFAqFQqFQHArBEkZCYwGjehsgIpO9MX4h9Y9VT3t1I6Y9hETITpL716CX70dzlCPMoXhiMxFxHRHhCWi2fEyFW6Wd5BDQnJUIJbZbBCW2FQqFQqFQKJpD0ISRGNB0ufixdkXaYm14vMoiWRl3OwBvW/bYTFlhripD3/8bevEuKbJ1M0ZUGkZCZ0RkCpq9CL1gi/+cnqjUQ7o0ERJ+SMcrqlFiW6FQKBQKhaIpBEsYCYlAmELRHKU1Mq+jMWIyG47xA3CUS5Hta69esy27uwo95w/0ou1oVWUITceISMRI6IKISUdzlEmRXSPpxIhtD5ZwjJhM6elugm9boMl8b2ts0++LIihKbCtajMrKSt577z02bNjAxo0bKSsr4+GHH2bEiBFHemoKhUKhUBw6wRJGzFaEJQzNWYHutMltNTOvG6JOe/Uafm7hQSvYgp63Gd1RhhACIywWkdgFI7YDmsuOXrAtIOnEiMmEsNjq4XtfQ8h3zzb5Ml29r1WLI1sQJbYVLUZJSQlvvvkmqampHHfccfz2229HekoKhUKhULQMwRJGQiLRXJXoPrHc2Bg/j0t6sivy0PD6uWu2Vy/ejX7gD/SqEhBCerYTj8eI7wSGG71oZ62c7QxEeGKdc7q6jSLkx38jXFWNqm4LdLCE4up2cXPukKIelNhWtBiJiYl88cUXJCQksGnTJm688cYjPSWFQqFQKA6NYAkjIVEyYcQnsnWztH1EJoGm1z+W4UGryEUry6nRMTIWIzZDtlcv3Yue+4eMBxQCYbFiJHTBSDoBIHjOdmRK/akm1miqLnoV67xxCNGYDpJQddHUFm1os7FgIykRKSSEJbTYmEcbSmwrWoyQkBASEv66P0wKhUKhOIYIljASEoUmPLLiTE3bRwroDUiqYO3VQyKk7cMaDRUHMO38Ab0iV4ps3YKR1BkjuTuYQurP2TZZDnoZnqwzqBo9A+vndyBcVUCg6BZ4q+EWK1UXTcWTNbCJN6qe8xoe+s3px87SnQA8MfAJJvWd1CJjH20osd1WEALc9sbv7gwB70dILYo5TPm0FAqFQvHXJVjCSGgUoKE7vNVtGhnjB0HsJyFe20cCVJVi2vEteuker8jWEfGd8KT2kDF/ZTmyEt7UVJPal5R1BrZbvsOycQGW3+fIHG0vIiYDV+9rcXUfBaFRTRq3Iab9Ps0vtAGe+fkZbul1C1Zz0+Z+LKDEdltACMI+uhrT/t8bfYgbiGyFqXja9cF++btKcCsUCoXir0XQhJFwhG5Bc5Q1XfAGs59Et5O2D2clevaPmIr/lCJb0xCxmXjSToawWOnlLtxRI2fbmzBysFSThrBG4+pzrewMWVVCbJiZErtbpo608N98j+Fh5tqZAducHifvbniXm3vd3KLnOhpQYrvNoMStQqFQKBSHnWAJI6ZQhDkUzWVDN7wV6cYKXrcDrWxfjY6RmrR9RKXJxY17VqEXbvULeiMqFU+7PhCRKOeRs65WwkhGy3Zy1DQIi0OLiwOKW27cGszfPp99FXW7V7686mWu6X7NX666rcR2W0DTZDW5CTaS2NhYSkpKWn4uykaiUCgUir8KtS0euhksYTKSz2cZsYR7BW9sw2MZ7uC2j5hM0DT03PXo+Zv8nm0jPAFPeh+IbgdVpeh5G9F80YE1c7aPsr/JHsPDC7+8EPS1HFvOX7K6rcR2W0HTwNL4bk1aSARYnK04IYVCoVAojlGCWTws4WgeB5qjXG6r6a1uSPAKw9tefX9d24c5FC1/K6YDf6B5FyeK0Gjc7U6G+I7gqkTP31KdMKLpiOg0RGRq/QkjbZz52+eztXhrva//FavbSmwrFAqFQqH4axAsYcQSgWa40H0iWzd7vdXJDcf4Qf3t1UOj0Yr+xJSzDs3p7QoZEoEntSci4ThZBS/6s1bCSLLM2W5EwkhbZurqqQ2+nmPL4bOtn3F1t6sP04yOPEpsKxQKhUKhOLYJljBiiUBDoPvEsKZVd29sKMYPZHv1kt11bR9h8WilezHt/B7NXiJfM1vxpHRHJJ0IGt5mNoeeMHJIGG6Es+UTzTyGh42FGw+63/qC9S1+7raMEtuKFuWTTz6hvLycggL5tP7DDz+Ql5cHwGWXXUZkZGtkqCgUCoVCEYRgCSOWMISmozlt1d0bI5MQUelgPkiMn8vuba9eIsfy5WxHJqOV52LatgTNli/HNYXgSToBkdIdTJbgVpOYTAg9jH8X3U750GHLR0SGQ3iHQ0s4qYVJN3F+x/NZuGNhndc0NIQ33/vCThe22DmPBjQhxMH7dyoaTXFx66zsrU1cXNxhO1dTGDVqFLm5uUFfmzt3Lu3atTvMM1IoFArFX46gCSMhCJMFzVXpryqLsDi5+NES1vB4Hqe3Ip1fS6CnodmL0XPXy2q1YSBMFoz4zhipJ4ElHM1ehFayp3oePqtJSyaMHAxXJVp5LpqtQGafCYPIuCRKw9u3uG3F4Xbw6dZP2VCwgTfWvOHfnhqRysQ+Ezk9/XROTj65Rc/pIy7uMN7TJqDEdgvzVxfbCoVCoVAcUeokjJjAHAququoW6Y2tKtfXXj0mA81RgZ6/Ea10n6xWmyx4YttjpHSXQrqqTFbBj2TCiKMcvSwHzdvxEsMNHhdC04iKS6I0okOTwhmawuKdi7ny8yv9X7ePbs+aG9a0yrl8tFWxrWwkCoVCoVAojn5qJ4xoOpitsirt9Sc3OrdaCGkHKdsX2F49OgPNcKLv/10KencVmCwYMZkYqSdJIe22o+dv9Qvcw54wIgRUlaCX56A5pB8dt0P6tHUTmiVMVrfN1oN70xUtgrrLCoVCoVAojl6CJYyYrGiGu1aL9HREeOLBq8r2EinaXfYax2aAEOj5m6ur1boZIzoNI7mbbNvucaMVZ1d7tmlCS/eWQBjSOlOeK+cuBMJlk5YZU4hs/458aBBRqWjtOkNr9OtQ1EGJbYVCoVAoFEcfwRJGzFY0IdC9TeICWqQfLMYvWPZ2VDswmdGKd6GV7kGvKgXdhBGZjJF4AiJWNqzRyvbLuQR4wTMPT8KI4ZECvzxHVuGFAc4KWZ23hIPJIoV/eLysrlusaOUHIH8bmOJUdfswoO6wQqFQKBSKo4dgCSPmUAB0t7dxjKYhIlMR0WkHF5PBKuMRyQhLGHrZfmklqSxE03REZDJGXEeMuCwwhwRJGInEiGl/eBJGPE55/ooD8j54XOAsBzQIjQbdJB8YIpLkw4ZuQis/gFawBc3wIEQkhIdDiJKCrY26wwqFQqFQKNo+wRJGdDNCM6G5HdXWjYgk2RzmYDF+hlsK5ZqV8fAEREgEekU+et4mtEqZ3iHCE/HEZmLEdYTQSDmPgi11m9kcjoQRVxVaRY5MFhECXHbw2lqwxoKmI8yh8mEjIhEQ0lriE+VI77qWfCI4D1LtV7QISmwrFAqFQqFo29ROGNF0GVnndqLjrSqHxXqtGweJ8auvvXpoNHpVCXpxtnzdcCPC4/FEpWHEd6xOGDmw4cgkjDht0ipSWSRFtrNcCm1zGHhbyovQKIyoVCm6hafaZlNDZBvR6RAWhxYRD06VanY4UGJboVAoFApF26ROwogGukVWpX1V5dBIb4xf1EGH0yoLAzOvLWEY1hh0Rzmmwu1SmLodiLA4PJHJiNgOsm37kUwYqSqVySJVZWB4oKoUzeNEhEZBZIrXj50gO1+GRHgr9vvqFdloGlSVIspdICyHL4bwL4wS2wqFQqFQKNoWtX3UvkQN4QkUyo2J8YPgmdehMWhuO6bi3VCZj+4olyI7JhMRmynFq2EcmYQRIcBeLEW20wYeJ9iL5eJHa6xc7Kib5VwikqVlxuOSFpv6RDbIBjvluWhOG6IqEqwZYI1uvetQAEpsKxQKhUKhaCsESxjRLWgYaIY379pkQcRkNC7GL1h79dBoNMOFXpELtgJZrQ6Lw0g4DiMqFRGdAbouRWmdhJFGdJs8FIQhvdjlObJy76qUIls3QVg8mEIQZisiKhURniC3H0xk+2wzFbnVnwZoGlp0O9AO/mmAArQnNOZdPo9RJ45q1vFKbCsUCoVCoTiyBEsY8aaI6D6RrZsQUWmy4nywGL9g7dVDImQsoL0I7MVolYUQGo2I74yISPQLaa3C28wmIGGkcTaVZmO4q5NF3E5wlENViRT2kSmgmxHWGIzIFLDGyIcMjwutNEc+FPi6W1rCMaLbSZFdcwGo71p0MyIyBRGZjJaQDKoT9WFBie1jBCEEpaVgt0NYGMTEgKZ8WAqFQqFoywRLGNF00PRqgdiUGD/DU6Mi7RWg5lBAR3dUgKMMzZYPIZGIuCx/63XCYqGyCL1w++FNGHE7ZcW5Ig/N45JVdkcZIjQGotMRJjMiPBERlVLdVt3jkgK6PpHtcaKV7PKmlXhfN4XIB5WIxMPTxVIRQJvMfDlw4ABvv/02Y8eO5eyzz+akk05i4MCBTJo0ibVr1zZ6nF9++YUTTjih3v/mzp0b9LidO3dy55130r9/f3r27MnIkSN5//33pWesjVFeLvj4U8EVVwtGjBL87Ur57xVXy+3l5W1vzq3F/v37GTBgAAsXLmzysatXr2bAgAGsXr36oPtu3LiRW265hbPPPpsBAwawdetWZs2axYABA5oz7QA2bNjAGWecQU5OziGP1ZYZNWoUTz755JGeRqvidrsZOXIkn3766ZGeikLRNrGXoB/YgF70p1zwhyar2cKQSSCAEZGIkdpLNo9pSGgLgVaRh567Dr1sH5owEJoJYbLIWMDKAilAnTZEbHuM2EyMpBMwUrqDpqMf2CAXSLodCJMFIy4LI7VH6wltlx2taCd6zhr04l0yz7t0j6zex2YholIw4tpjpJ2MiO8ohbbXLqLnrJX7CwNhCceTcJy8DnMoWtEO+XpFnv91I6EzRlovKdjbqNA2hMGrq1+l7+y+pL6WSo//9uDFlS8C8PiPj3PqO6eSPi2d3m/35pmfnsHlcfmPnfD1BK5ZeE3AeJO/mszZb5/t//rTjZ/SY3oPwp4JI+H5BIa+MxSb17+/ct9Kzp1zLonPJxLzbAyD3h7Ebzm/tej1tcnK9pw5c5g1axbt27dn4MCBxMfHs2vXLpYuXcrSpUt58cUXGT58eKPH69evH/369auzvWvXrnW2bd++nSuuuIKqqiouuOACkpOTWb58OU888QQ7duzgkUceOaRra0l++VXw8KOCKkfd1/bnwNTXBbP+A08/Cf37qSp3S+B2u3nooYcIDQ1l8uTJhIaGkpqaGnTft99+m44dOzJo0KBGj//GG28wbNgw0tLSWmrKzaKqqoo5c+bQp08f+vbte0TncrRiNpu58sormT17NhdddBGhoaFHekoKRdugdsIISBFoGNXVbGssRmxGdTW3IezF3lhAb9dIBKCjCQ84bGgV+bLBS3Q76Xf2pYh4nOiF2wL93D6bSmuJUkcFevl+eU6nDc1eBIZH+q8jU7yt1FPk1z6rzMEq2Y4y9IIt/vsJIKzRGFFp0nJyFPDkiid5Z/07PHPWMwxIG8CBygNsLdoKQKQlktfOfY20iDQ2Fmxk8jeTiQqJ4o6+dzRq7JzyHK787EqeH/o8o7uOptxRzv/t/j/v9wmUO8u5vtf1TL1gKkIIXvzpRYa/N5xtk7YR1ULWoTYptnv27MmcOXPqCORVq1Zxww038PjjjzN06FBCQhq3Erhfv35MmjSpUfs+/vjjlJeXM3PmTL9IuvPOO7nxxht59913GTFiBL17927aBbUCP/zo5L4HBULIRcu18W2rcsB9DwpeeFYJ7pZg79695ObmMmXKFC6++GL/9htvvJHrrrsuYN/Zs2dzzjnnNFpsb926lZUrVzJr1qwWnXNzqKqq4s033wRQYvsQGDFiBNOmTWPJkiVcdNFFR3o6CsWRpU7CiCGr1cKo9mmHRGDEtm+cP9ppQy/ZjeYol8caHtk6HUA4wVYAwpCJHebQ6hQRAVrJ7loJI95GOK2VMGIvRi/PRasqlVaWymIwmaWotoTLh4uo1MBkkIZEtjUWraoYLW9jdcIK3pbsUWkyAvAoodxZzow1M3hu0HNc2fVKADrGdmRAO/lp8b397vXv2z66PRNKJjBv67zGi+2KHNyGmzFdx9AhtgMAPVJ6+F8f3HFwwP4zL5pJ7LOxLN+1nBHHjzika/PRJsX2sGHDgm4/5ZRT6N+/Pz/88ANbtmyhR48eQfdrLjt37mTlypX0798/QCCFhIRw5513cu211/Lxxx8fcbFdXi6YfE95vUK7Jr7XH35UMPcTiIpSgvtQKPYuJomKCvxDYDabMZsP7cdp4cKFpKamctJJJx3SOEcCu91OWFgrrtBvBm1hTlFRUfTr148vvvhCiW3FX5faCSNCYOgmNLQavuom+KPdDrTSPeiVRfJYjwupsHU5vr1Iti4PTwBzaHWzG5PF6+euIV4b2winOfj86OU5aI5yNHsx2Etk9Tq6HcIShohIlFV2i7X6uPpEdkw6hETJMXPX1fC4a7JrZlQamI++T9C2Fm3F4XEwKDN4YWru1rnMXDuT7NJsbC4bbsNNVEjjK869UnoxpOMQekzvwXnHncewTsO4tNulxHm/1w5UHODhbx7mu13fkWfLw2N4qHRVsrt0d4tcH7RRz3ZD+ARNU4RNdnY2b7/9NjNmzGD+/PkcOHAg6H6//vorAGeccUad1/r27Ut4eDgrV65sxqxbli8XQ1XVwYW2DyFkhfurJa07L59veffu3Tz22GMMGTKE888/nxkzZiCE4MCBA9x3330MHjyY4cOH895779UZo6ioiGeeeYYLLriAs846i2uuuYYvvviizn7l5eU8+eSTDBkyhKFDh/Lkk09SUVERdF7Z2dlMmTKFYcOGcdZZZ3HDDTfw/fffN/n6nnzyScaPHw/AQw89xIABA/xf1/ZsDxgwALvdzqJFixgwYAADBgw4qEf5+++/p2/fvkEXtq5YsYLx48czePBgBg8ezI033sjixYsD9lm2bBnXX389gwYN4rzzzuOxxx4jLy+vzjWcc8455OXlcf/993POOedw/vnn8+qrr+LxyMrS/v37Of/88wF48803/fP3Vdx9Y+zdu5e77rqLwYMH89hjjwFS4L7yyiuMHDmSM888k8suu4z33nuv2esdSktLefzxxxk8eLD/fd62bVsdb/6hzqkhv3/Na4fq9zo7O5u///3vDB48mGHDhvHSSy/hcNT1dPXr14+1a9dSWlrarHugUBy1CAOtPEf6qMtz0YSQwlDT0YWBhmiaP9rjQivZLcerLAKPE+GyAwJNM6M5ysCWL6vi0e1k98fkrhgJXdCqytBz1lV7nUMi5GuJx7e80PYu0tRz1qLnbZKe9KI/EcKQizLjOkgfdbuTEXFZ1UK7Pk92YheMxOPRnJXy2kt2SY+7bsaITpe+7riso1JoA4SZ67//v+b8yrjF4zg361w+uOgDvrvyO+4+9W6c3gcNkGEQtf/G1PR0m3QTX1/7NV9e/SXdErsx9depnPDaCews3gnA9fOvZ82BNbxy/iusGLuCNbetISE8IeAch0qbrGzXx/79+1mxYgVJSUkcf/zxjT5u4cKFAX9EzWYz11xzDffffz8mU7UvKzs7G4AOHTrUGcNkMpGRkcH27dtxu92HXMVsLkIIPpvbPOHy6WeCS8e0fkrJww8/TFZWFrfffjsrVqzgrbfeIjo6mvnz59O3b18mTJjA4sWLmTp1Kt26dfN/UlBVVcXtt9/O3r17ufTSS2nXrh3ffPMNTz31FBUVFVx++eWAvAf3338/a9euZfTo0WRlZbF8+fKgYvbPP//k1ltvJSkpiWuvvZawsDCWLVvGAw88wD//+U/OPvvsRl/X6NGjSUpKYvbs2Vx22WV07dqV+Pj4oPs+9thj/POf/6Rbt25+u0lGRka9Y+fl5ZGbm8sJJ5xQ57WFCxfyzDPP0KlTJ6677joiIyPZunUrP//8M+edd55/n6effppu3boxfvx4ioqK+Oijj1i3bh3vvPNOQCXeMAwmT55M9+7dmTRpEitXruT9998nPT2dSy65hLi4OO6//36ef/55Bg0a5L9Hxx13nH8Mj8fD5MmT6dmzJ5MmTcJqtSKE4L777mP16tVcdNFFHH/88fz8889MnTqV/Px8Jk+e3Oh77Zvnvffey8aNG/3v8/fff1/vQ8vhmFNN/v73v5OWlsbtt9/O+vXr+fjjjykvL/eLfB8nnngiQgj++OOPoA/yCsUxR7CEEQC06sxqX4xfZCMW7dWOBfS4wFOF0C1oljAZk+cqkSI7LE5aRmIypEWjsgg9d11gwkhMBoQH/919SHhcMlWkPBfNUYpWWQTuKkRYHMR3RlijZT52WHxgPnhDlWxzmEwrKdxefe+OsWSRTrGdCDOHsXzPcq6LCbRj/przK5lRmdxz6j3+bXvK9gTskxiWyObCzQHb1hxYg0W3+L/WNI2B7QcysP1AHh30KB3+3YF5m+dx92l38+OeH5k2fBrDu8i1gHtK91BQWdCi13jUiG2Xy8X999+P0+nk3nvvDRDJ9REfH88999zDOeecQ3p6Ona7nd9//50XX3yRt99+G03TePDBB/37+yqjtS0CPiIiIjAMA5vNRkxM8EUHMTEx6HrrfWBQXGywb3/TczGFgH37QddjiY1tnfn5PrLv3bu3XxDdeOONDB48mFdffZW7776bW2+9FYDLLruMM888kyVLljB4sPRLzZ49m+zsbF544QVGjhwJwNixY7n22muZMWMG11xzDZGRkSxdupTff/+d++67j5tvvhmAm266ye+ZjoiIIC5OVkimTp1Ku3bt+Oyzz/we/5tvvpkrr7ySN954g9GjRwPV73lUVJT/2NqcddZZhIaGMnv2bAYOHOiv/ta8dt+xV111FS+88AIdO3bkqquuOui927xZ/qI4/vjjA85fXl7Oyy+/7F/HUHORnRACTdNwuVxMnz6d448/ng8//NC/z8CBAxk3bhzz58/njjukty00NBSHw8GIESOYMGGC/96NHj2aRYsWcfPNNxMXF8fo0aN5/vnn6dGjR535h4aG4nQ6GT58OPfcU/0LcOnSpaxatYrJkyf7K/633HILd9xxBx999BE33XQT7du3B+TDa2hoaL33GmDJkiX88ccfPPTQQ1x//fX+ud54441s27Yt4H0+1DnZbNLzWHPMmoSFhfm3+97rDh06MH36dP8+TzzxBO+//z633XYbJ554on97t27dAMjNzW3wehWKYwFRWYwo3g0uG4SHIEQImqYjhCH1paajRadBTDqaydLwWEKArUCO56lCWC1ojipEaAhaSBzCaZfpItExaCFpoFvQYjMgKhWcFVCUjXCWQ5gFTBFosZkQldLiBSfhqoKy/Rhl+2UDGnuhfLqIT0ULj0eLSICYdmi1OjUKjwvK9iMqckB4IDIcQuQ8hSkUrWwfwpYLmoDICPlaTDpEJLbYNbTm76TI/MiAr3Vdr/d8Dwx8gCdWPEFcdBwDMweSX5nPhrwN9Mroxd4Ve1m8bzGntjuVL7Z9waKdi9A0zT/W8BOHM3X1VD7f/TmnGafx7rp3WZ+3nt6pspD3y95fWLZzGcM6DyM5Iplf9v5CfmU+XRNlSEaX+C7MWTeHU9qdQpmjjPu+vq/BantzOCrEtmEYPPjgg6xcuZLLLruMUaNGNeq4Ll260KVLF//X4eHhDB06lF69ejFy5EjmzJnDLbfcQkJCQovNtbU/Ks7JObQov/37SxCidSrbdrtcCX7eeef5vc0AJ5xwArm5uZx77rkB29u3b8/OnTv925YtW0ZCQgIDBw4M2G/MmDE88sgjfPvtt5xxxhl8/fXXmEwmLrjggoD9Ro8ezapVq7DZbBQXF1NaWsrPP//MLbfcwr59+wLmesoppzBr1iy2bNlCcnIy5eVygU15eXnAmLXx7ec7R+1rr7lNCIHD4WhwPB979+4F5NN3zf2/+eYbbDYbV111FZWVlVRWVtY59o8//qCwsJCxY8cG7NOrVy86dOjAsmXLuPbaawH8Nofa9+6kk07iq6++8m/zfR/b7fY68/eNMXz48IDXfO/LRRddFLD9b3/7G4sXL+arr77ib3/7GyCr0Ae7N0uXLsVsNjNs2LCA/S6++GJ+/vnngPfgUOfku97a76uPmvfB915ffPHFAfv6IkIXL15MSkqKf7thyEpVTk5Oo74XFIqjktoJI0J4q7cC75JFjIhEuQhRC4Wy4LY/PzXbqxsuqCpD6Ga00GhwOqC0RC6uDIlAOAUiJBIR2Q4cLvS8lXUTRiJSwWOCkpIWvWafB1yvKkGzF8vulmHxiPA4RESyrNybQ8HukUIcGq5ko6Hv21orWSTGu3gyBly02DXExcW16u+k2tZOwzDqPd/EnhNxOV08vOxhcm25pESkcONJNzKm4xjGnzyeCV9MwOlxcm7Wudxzyj0898tz/rH6JfTj3n73ct+S+3B4HIztPZbrel7HH3l/ABAdGs33u77n3z//mzJHGR1iO/DisBe5oMsFALw58k1uXXgrfWb2ITM6k38M+Qf3Lrk36DybS5sX24Zh8NBDD7Fw4UJGjhzJE088cchjJiUlMWTIED755BPWrl3rr6xGRsqnMJ+gqo3NZkPTNCIijtwq30Nd7xXeiBSlQ6Wm0ABZLQwNDSU2NrbO9rKy6l8oubm5ZGZm1vlkICsry/+679/ExETCa12Mr2rqY+/evQghmDlzJjNnzgw61+LiYpKTkxt9ba1Nbd+ZT4R36tSp3mN89yWY/SkrK6tONn2winJUVFTAe3EwTCZTnfvme19q/3zUfv8ai288q9UasL0+O87hmFNNMjMz68xL1/U6Gem+91Q1mVIckwRLGKGmyNa8jWPSG5eQ4apEL9krm7sYbrCXyAi8sDhpo3DZEJqO5o20M8ITEDEZMoWkdE9gx8jWShipKkMv93ZutBejOcr8KSEiLF5aRSIS6+aCN5AuogkDvXQfmksWS47WZJHmoms695x6T4BdxMcTZzzBE2cEar/xvccHfD1lwBSmDJgStHLeNakrX13zVb3n7p3Wm5W3BK7Hu7TbpQFfi8cOrdDZpsW2YRhMmTKF+fPnM2LECJ599tkWs2j43hBflQqq/wDv2rWrzv4ej4e9e/eSkZFxxPzaIDtDpreTOdpNWXOmadAuDaKjD77voRLM4lPf+9aajYJ8Y1999dX0798/6D4N+agPJz5bUn0Pei1JS/wMhYSEtKpdqjkcypzqE8K+RaOHgu89rf2wqVAc1dRJGDEQ3gq2/HnSZIxfTGZgnF294znRSvfJOD7DLavAQkhvtabLxZACtJBIKaZDo2REoNlat2NkaySMCAFVJVIQVxyQ+djOSunDju2AiEzy5lrHBvqxffcqmMiOSkUz3DK+8BhJFlEEp82K7ZpCe/jw4Tz//PON8mk3Fl+1Lz093b/t1FNPBeCHH37we4t9rF69msrKygCf7pFA0zQuGSMb1jSVSy/R2nR1LTU1le3bt2MYRoBo8i1c9TWPSU1NZeXKlVRWVgZUt3fvDozpadeuHSAXxAZratTaNOVe+6rS+/fvD9juexj4888/61RSffjuy65duzjllFMCXtu1a1e9TXcaojnfJ773xWazBVSSa79/TRlv9erVVFVVBVS3fdX+lpxTtPcptPbHng1Vvvfs2eP/HvPNyzCMOg2JfO+p72FeoTiqqb1YUQhvcxCtWmQ3ZRFizfbqHpeM7TPcEBYvY/sMNxhuNLNVimxLmBzbGiuFecFWeRxNzOhuyvXaCtBK98uFivZiMFwIawwiIa26CU6w6nN9IjsyBc3tkCLb18RHNyMiUxCRyXAQL7vi6KNtlaa8+Kwj8+fP5/zzz+eFF15oUGgXFRWxY8cOioqKAravX78+6P6zZ8/ml19+ISsrKyCru1OnTpx66qn88ssvLF++3L/d6XTyyiuvAPg9p0eSC84Dq7Xuw3N9aBpYQ+H84PHlbYbTTz+dwsJCli5d6t/mdrv55JNPCA8P96eWnH766Xg8HubOnevfz+Px8MknnwSMFx8fT58+fZg3bx4FBXVXFre2f9ZqtdYbR1ib5ORkUlJS/AslffTv35/w8HBmz55dJ1bOV7nv2rUrcXFxzJs3D6ezOqpoxYoVZGdnM3DgwCbP3bfIsrHzh+r3pXZ78g8//BBN0zjttNOaNIf+/fvjdrtZsGCBf5thGHz22WctPqeIiAhiY2P5/fffA/Zr6Fy1x/R9/9W+zs2bN6NpWov3BVAoDitCoNkKZHxeyR40w4MQHgQCTdNl/FrNGL+DCe2a7dVLdqNVHICyfVK0RqUhzCEIw4Omm9FMIdVjp8g+BHruH+jF2WgeF8IcWt2yvKWEtuGWsYV7V2La8wumvPVolfmyM2PSCRjt+mBk9EMkdK4rtOuL8IttjwiNRC/Jll0kDTfCFIIR20G2U49JV0L7GKVNVrZff/115s2bR3h4OFlZWQEr/n0MHTrU3279vffe47XXXmPixIkBnSLvuOMOzGYzJ510EikpKdjtdtauXcvGjRuJjo4OKuIfe+wxrrzySiZMmMDw4cNJSkpi+fLlbNu2jWuuuYY+ffq07sU3gqgojX+/GMn4id6uWQ0UuTVN/vfMU1qbb2hz8cUXM2/ePJ566ik2b95MWloa33zzDevWreOuu+7yVybPOOMMevbsybRp08jJyaFjx4589913QYXhfffdx7hx47j66qu5+OKLadeuHUVFRaxfv568vDzefffdVrueE0880R+rl5SURFpaWoMNa84880yWL1/uTxkBKQInT57MP/7xD8aOHcuwYcOIiopi27ZtOBwOHn30UcxmMxMmTODpp59m/PjxDBs2zB/9l5aWxhVXXNHkuVutVjp27MjSpUvJzMwkJiaGTp060blz53qPOeOMM+jbty9vvPEGOTk5HHfccfz66698//33XHHFFU227AwaNIhu3brx6quvsmfPHrKysvi///s/v7e8MdX3psxp5MiRvPPOOzzzzDN07dqVNWvW1Pm0pCb79+/n3nvvZcCAAaxfv56vvvqKYcOGBSzKBpnf37Nnz3oTjBSKNo+9xNsO3esnNtxomoaGDt7cbH8L9MZE0dmLpWB32sBejOasQITHQ0QSQtMBgWYI2WK9Zgt1VyV6/iY0h/xdL3QzIjpdVoNb6lNbjxOt/ABaSTZ6Rb6cm2aS3vCoNNmMJjwh+HXWV8kOi0VzV8mHCu+usi17kBhAxTFJmxTbvuSIyspK3njjjaD7pKen+8V2fVxxxRX88MMPrFy5kpKSEnRdp127dlx//fWMHTs26MfaXbp04eOPP+bf//43y5cvp7KykqysLB599NFGRbgdLs4YGMILz2o8/KigylvwrCm6fT+71lAptPud2vZ/mK1WK9OmTWPatGksWrQIm81G+/btefjhhxkxorplqq7rvPDCC/z73//mq6++QtM0zjzzTO644446LdM7duzIW2+9xZtvvskXX3xBaWkpcXFxHH/88YwdO7ZVr+fOO+/k2WefZcaMGTgcDoYPH96g2L7ooov49NNPWbt2LSeffLJ/+8iRI4mLi+Odd97hv//9L2azmQ4dOnDllVf69xkxYgRWq5V33nmH119/HavVyqBBg5gwYUK9UZYH46GHHuLFF1/klVdeweVycdNNNzUotn3vy8yZM1m2bBkLFy4kLS2NSZMmNetnx2Qy8dJLL/HSSy+xaNEidF1n0KBB3HTTTdx6663+KMeGaMqcxo4dS3FxMd9++y3Lli3jtNNO4+WXX+aCCy4IOvbTTz/NrFmzmDZtGmazmUsvvTTgYR/kJwO//vor9913X5OvX6E44tROGDE84K1ko+neRYgpsgV6YyqyjgrveKVgL0GrKkGExSJi28vsaE1HcztklVzTqhc4Gh70oh21EkZSpQCvvQixubiq0Mr3oxXtRK8sRHPZZdU5KhURk1G/Hxu8/vVcr3+9hsi2RqG77JjKqu2BAckiCj8XfXYRJyWdxD/P+ueRnkqroInWXKH2F+RwRXv5InvKywVfLZENa/bVsPumt5Me7QvOg8jIti+0FZKJEyeSmJjI448/fqSn0mZZvnw5DzzwADNmzKBXr16H/fyzZs3izTff5KuvvjrooscPP/yQd999l08//bROqopC0WapnTBiuGU8hqaheSu6/hSQxizic1Whle1FtxVIkW0vgtBoRHgCwmwFk1nu4219I6yxGLEZoJvRyvYFJoxEeAW4uYUSRpw29JI96MU7pR/b40JYrBgRSYjYLER0KljqifEKJrLNYYiQcDSXvVaySEL93u4jRGtH/y3euZgrP68uCrWPbs+aG9YE3be4qhizbm5SG/ZgtGZu+HfZ33HO7HMofqCYWGtsk45tk5VtReOJitL42yVw6RgoK4PKShnvFx2tosaORm677TZuu+02xo0bV2eh3V+R2osjfd78iIiIoN022xJut5sPPviAG264QQltxdFBsIQR4QF0NK/lUlhj5ALFxohGj0supKzIRbOXoNkKZC52bAdESIQU6i47mkumgvnTS0Ii6iaM+AR4fcK3qdhL0IuzpbWjqlRea0gkRmwH2VI9Mqn+yMBgItsUirCEobkqqx9SNN2bLJKqkkUOQpz12G74pcT2MYKmacTEyGhAxdHLSSedxA8//HCkp9FmePHFF3E4HPTo0QOn08l3333HH3/8wfjx49u8gDWbzQGLOxWKNkuQhBEMl7R1eFteSyGc0Tj7g2+80n2ybbutEMwhiNhMRGgUIiRSVn4d3nVHphDZXj0sHq2yAK1oR2DCSGPjAw86L4FmL0Ir2I5ethfNUYEADGu0PH9clvRja/VkRwQV2SEIU4j0ZFeVyG26GRGVgohQySKNpaaNpNdbvbi2+7XsKNnBwh0LibPG8dyg5zg19VTuXHYn3+/9ng7RHZg6dCq9U2Rwwvsb3+eh7x9i9ujZ3Pf1fewp3cOgrEH856L/kBkjk7x2FO3g7iV38/Pen7E5bXRN6so/h/yToZ2G+ufhcDt49NtHeX/9++TZ8siMzmTKGVMY0mkI58w+B4C45+SDwfW9ruftUW836vqU2FYoFG2WU045hffff58ff/wRp9NJRkYG99xzT5tIBVIojnqEkGK4dG91zrNX5GqmEGndMIf6hfBBF/LVHM+WJyvZmgkRnYoIi0NYvQsFvZ0UhW6SCw4jU6CqFP3AejR3lXzNHCpFdmPiAw96nYZc9Ji/Bb3iAJq7CqHpGGFxiPhOGLGZDT9EBBPZmglhsqB5HOi+e2cORUT6Gtq0XFTxX5Hpa6bzyGmPcG+/e5n++3RuW3Ib/dL6cXW3q2WTmx+fYPyS8fx0zU/+T/HtbjvP/N8zvDPqHUJMIdy+6Hau+OwKfhz7IwAVzgqGHzecZwY/Q6gplHfWvsNFH1zElolbaB8jm+JdN/86ftrzE6+e/yq9Unuxs3gnBZUFZEZn8tlln3HJx5ewZeIWokOjm9TSXYlthULRZjnvvPM477zzjvQ0Arjlllu45ZZbjvQ0FIpDo3bCiMcp+z3qFpkwYrIgoto1PumjqhS9eLe0jNgK0BCyPXt4IiI8CQwHui1fnosaCyvdDvT8zUESRpLqrzA3Fo8LrXw/et5m6Rc33AjdhBGRjJF4nPScN9T4JpjIRkPoJtmMxi2bXqlkkZbn3A7nckOPGwC4r999/PeP/9I7pTejuowC4I6+d3DeJ+eRV5lHSoTsWu0yXLx2wWv0z5BN7GaPmk3X17vy675f6Zfej16pveiVWr3O56nBTzFv8zz+t+V/TOw3ka2FW/l4w8d8fe3X/mp3p7jq7s3xYfLBLzkiWXm2FQqFQqFQ1EPthBGPS1Z+TRaZMFIzaq8x1VlXpRTZpXulBcRwI8IT8EQkyYq1MNBsudIDDhjh8YjoDEDInGxflVvTapz3EKWJ2ylTRQq2olfJTpRCtyBiMjESj0dEpTRs7wgmsoUBmo6GqG5Eo5JFWo1uid38/58cniy3JdTdVmAv8Itts27m1PRT/fucmHgisdZYNuVvol96PyqcFTz+3eN8se0LcspzcBtu7G47u0tlxOua3DWYNBODOgxq8etRYluhUCgUimOd2gkjHqe0fegmMIV6q83J3hi/RiR9uJ0yKaR4p8yj9jgQYXF4IpNlWgi6rHL7hGloJEZMezCHeBdN5rV8woirEq1gG3rBNnSnTZ7XbJXRfYnHS3tHQ5Xn2iJbCJnEomlo3geAtposcqxh0asfhnw2kWDbDO/DUGO4d8m9fP3n1/zr3H9xXPxxhFnCuPTjS3F6bUBNsYU0FSW2FQqFQqE4VqmdMGK4pYDUzWgmKQH81WZLIxYdGx45XsFWdFs+mqsKERoluyPGtkeYQ9DLcmp4r63SEx0a3XoJI1WlmA5sRCvJRnN7/dMhERjxnTASuxy8q2QdkW2A2yEXiHpTRFSySNvHbbhZtX8V/dL7AbClYAslVSV0TZI9WX7c8yM39LqB0V1HA9LDnV2S7T++R0oPDGGwfNfygEWTPkK8D6Eew9PkuSmxrVAoFArFsUadhBGvgNTNaGYpqoU12h+1d/DxZHt1LX8zekWuFNmWcDzxnRDxHRGWSPSK/ehltbzXEUnSXpK7rmUTRoQAWz6mvA3opfvAK4CENQZP4gmIhE4HF8W1RbbhrhbZljBZeVfJIkcNFt3CpC8n8er5r2LWzUz8ciIDMgb4xXeX+C7M3TyXi064CA2NR759JKAynhWbxfUnX8/YBWN59YJX6ZXSi12lu8iz5XFZ98voENMBDY2FWxcyvMtwwixhRIZENmpuSmwrFAqFQnGsUDthRAhwVyE0rVpAWsIPnsBRE3sxet4m74JK2VnRE9sekXCcTBixHfB3SQzwXjvK6ySMiJgMGa/X7Osz0Er3oB/YKBdcCiHPGZGMkdJVLno8mOe7tsj2OMFVhdB1tJDI6hSWqDSv9eQQF2oqDgth5jAeGPgAV829in1l+zizw5m8OfJN/+svnfcSYxeM5fQ3TycxPJEHBj5AmaMsYIzpF07noWUPcfsXt1NoL6R9THseOuMhANKj03ni7Cd4cNmD3LjgRq7rdV2jo/9UB8kW5nB3kFQoFAqFAqibMOKyS4uyyepNGPFmXTc2NcNRgZ6/Gb1opxxTN2FEJGEknoCITEaz5UvB6t3diEiUdhSPE710d62EEV+ySTOFq8eNVrRdin7f4k5dR0Rn4EnuCpEpB7+m2iLbZQe3fHjQvBVKERIhW7OHxR3zySJtqYPkoeLL2S6dUtoq4x8qqrKtUCgUCsXRTO2EEXcVmjCkXUTTmx6n56pCz9+CXrgNzWkDTZMiO+kERHQ6WlUxev4maU+hRldJzYResiswYSQyFRGd1vyEEZddzqVgC5rLWyE3WTDisjBSujeuOl9bZDsrpNA2WyEsXlayVbKIohVRn40cKwgB9mK00n1gl1FHfzX279/PgAEDWLhwYZOPXb16NQMGDGD16tUH3Xfjxo3ccsstnH322QwYMICtW7cya9YsBgwY0JxpB7BhwwbOOOMMcnJyDnksxbHF66+/ztixY4/0NBRtCbcDrXAHpgMb0KrKEG4HwlkpkzMs4QjdjBGdjpHWU8bdHUxoe1xoeZsxb/kCU84aNKcNIywWd/sBeDoPAWuMrHSX7EEzPNKznXQCRnxHNFs+eu46v9A2IpIwUnshYjObJ7Ttpei7VmBe/xmmnLVej7gVT1ov3N3HYHQ4/eDC2ONCK9mDnrMWvWw/mr0YrTxH/n2MSEKERmGEJ+BJ6Y6RdIIS2opWQ1W2j3aqyrBsnI/l93fRS/f4Nxsxmbh6X4Or26iWaXOrAMDtdvPQQw8RGhrK5MmTCQ0NJTU1Nei+b7/9Nh07dmTQoMZndr7xxhsMGzaMtLQ0/7ZPP/0Uq9XKiBEjDnn+xxLr1q3jl19+4YorriAq6iBpA8cAV1xxBR999BHff/89Z5111pGejuJIYri98XnehBGPE2G40DQLhIQ3PcZPGGhFOzHl/oFWJT+GN0IiMJK7y4WGbgd60XZZ5UZWlkVMBsIah2Y7gFawreUSRioOoB/YIO0w3qKRsEbjSeqGSOgMpkbIlpqVbMMN9hI0tx0RGi192CpZ5Jjjqm5XcVW3q470NOpFie2jGFP2D1g/vwO8H63VRCvdS8h3zxLy47+puuhVPFlnHIEZHnvs3buX3NxcpkyZwsUXX+zffuONN3LdddcF7Dt79mzOOeecRovtrVu3snLlSmbNmhWwfe7cucTExCixXYs//viDN998kwsvvPAvIbYTEhI488wzef/995XY/qtSO2HEl56hm9EsMlGkSTF+QqCV7pGV48oiuclsxZN8IiLxBMBAL96FVlUiX9N0f3t1rbIQ/cAfLZMwIgRacTZ63kbZ6dGLEZmCJ6U7xGQ0zj9dU2R7nLLK7qpChMUiwuNVsojiiKHE9lGKse1brPPGyV9S1LWM+LYJVxXWeeOoGj1DCe4WwLeYpLa4M5vNmM2H9uO0cOFCUlNTOemkk5o9ht1uJyys9YL5/6o4HA4sFgu6fmSdd0OGDOHvf/87+/btIz09/YjORXEYqZMwIhf3CU1HC4mQnuPQKIzY9o1vtFJ+ANP+39Ar8uQpTBY8iccjkruByYxWuk8ugITASrnThn5gQ3XCSFMXXdbE40Ir3I4pf3O131zTMGLbYyR3h8ikxo/jE9nuKvng4HYgwuOlXUQliyiOMEpsH41UleH58KZ6hXZNNARCgPXzO7Dd8l2rWkpmzZrFm2++yccff8ybb77JDz/8gMViYfTo0dx6663k5eXxr3/9i9WrV2O1Wrn66qu5+uqrA8YoKipi+vTp/PDDD9hsNtq3b8+VV17JhRdeGLBfeXk5L7/8MsuXL0fTNM466yyuuOKKoPPKzs5mxowZrF69mqqqKjp16sTYsWObXB188sknWbRoEQAPPSSjgHr37s306dP91/7zzz8D+P3bixYt8h8zfPhwHn300XrH//777+nbt6+/MxbAqFGjyM3NDRjTd86FCxfy9NNPM23aNJYuXcq3336L2+3m66+/BmDFihXMnj2bLVu2oOs6J598MhMnTqRTp07+8bdt28YHH3zAmjVrKCgoIDIyktNPP51JkyYRE1PtX2yJ99bpdDJ79mwWL17MgQMHiIuL49xzz2XcuHGEhFR/1D1gwAAuvfRSTj31VGbMmMGePXvIyMjgjjvu4LTTTguYD8CYMWP8x86dO5d27drVe48//fRT3n//fQoLC+ncuTN33HEHM2bMAGD69OmA9O9PmDCBp556ih07dvDFF19QUFDAkiVLiIqKYtmyZbzzzjtkZ2djtVoZMGAAEyZMIDk52X+e8ePHB4zp48knn+S3335j/vz5gFxnMGbMGCZNmoSu63z00UcUFxfTrVs37r33Xjp37hxwfL9+Mi/2+++/58orr0TxF6CqVHqkXZUy5s5lQ0MDSziapskYv5gMCItt3Hi2IvT9v6GX7ZMpIroJI64TnnY9wRxWt/FMWJwc3/CgF+5Ac5TL7YeSMOKqRM/bjF6wFc3tkOOZzBjxx8lFj6GNyy4OENlOG5q9CDwuGS0YlfqXShZRtG2U2D4KsWycD077QYW2Dw2BcFVh2bgAV59rW3dywMMPP0xWVha33347K1as4K233iI6Opr58+fTt29fJkyYwOLFi5k6dSrdunWjd+/eAFRVVXH77bezd+9eLr30Utq1a8c333zDU089RUVFBZdffjkAQgjuv/9+1q5dy+jRo8nKymL58uU8+eSTdeby559/cuutt5KUlMS1115LWFgYy5Yt44EHHuCf//wnZ599dqOva/To0SQlJTF79mwuu+wyunbtSnx8fNB9H3vsMf75z3/SrVs3v90kIyOj3rHz8vLIzc3lhBNOCNh+11138eKLLxIWFsYNN9wAUOecL7zwArGxsYwdOxa73Q7Al19+yZNPPkn//v2ZMGECVVVVzJ07l3HjxjF79my/IP3111/Zv38/I0aMID4+np07dzJ//nz+/PNP3nzzzQDhD81/bw3D4L777mPt2rWMGjWKrKwstm/fzocffsiePXt4/vnnA86zdu1avvvuO8aMGUNERAQff/wxU6ZMYcGCBcTExHD22WezZ88elixZwuTJk/0PBnFxcfXe488++4x//etfnHzyyVxxxRXk5ORw//33Ex0dTVJS3Qraf//7XywWC1dddRUulwuLxeJ/wOnWrRvjx4+nqKiIjz76iHXr1vHOO+80286yaNEiKisrueSSS3A6nXz00UdMnDiRd999l4SE6kziyMhI0tPTWbdunRLbxzq1E0ZclWiGgRYSLhNGTCHVmdWNEZJVZej7f0cvzpYiW9MwYjvgSTsZrNGyil2wLdAWEtsedAta2V50n83kUBJGKotkdF9xdnUbd0sYRtIJGEknNt4/XVNkO8pkJVt4EOGJEBrlTRZJU+uVFG0GJbaPNoTA8vu7zTrU8vscXL2vafUn/G7duvHggw8CsjI7evRoXn31VcaPH+/3NQ8bNowRI0bw+eef+wXZggULyM7O5vHHH+f8888HZNVy/PjxzJgxgxEjRhAREcH//d//8fvvvzNx4kSuueYa/34TJkyoM5eXXnqJlJQU3nrrLX/19JJLLuHWW2/l9ddfb5LY7tGjh786e/LJJzN48OB6973gggt4/vnnadeuHRdccMFBx961axdAnarsoEGDmDFjBjExMfWOEx0dzWuvvYbJZAKgsrKSl156iZEjRzJlyhT/fsOHD+fyyy9n9uzZ/u2XXHJJnQr0SSedxCOPPMLatWs5+eSTA15r7nu7ePFiVq5cybRp0wLG7Ny5M8899xzr1q2jZ8+e/u3Z2dl88MEH/geUPn36cO2117JkyRL+9re/0aVLF0444QSWLFnCWWed1WA1G8DlcjFz5ky6devGa6+95rf8HHfccTz11FNBxbbT6eStt97CapXeV7fbzeuvv07nzp2ZPn06oaFSGPTq1Yt77rmHDz/8kFtuuaXBedTH3r17+eSTT/zV8QEDBnDTTTcxZ84cJk+eHLBveno6O3fubNZ5FEcBbgda6V70ykLAJ7I9aJYwsJibXlF22mQaR+F2/4JDIzodT3pvCE+QDWsOrEdzyQd1YQ6V3uvQKLSyfbJrpHcof462uRGLLn0IA638AHreBrSy6oq5ERaLkdwNEd8JdFPjxvKJ7PJctKoSKbI1EOGJiNAoRHiCXPTYWCuNQnGYUOalo42qEm/qSNOi/TSEPM670KU1GTlypP//TSYTXbt2RQgRsD0qKooOHTqwf/9+/7YVK1aQkJDAsGHD/NvMZjOXXXYZlZWV/P777/79TCZTgH3AZDLxt7/9LWAepaWlrF69miFDhlBZWUlJSQklJSWUlpYyYMAA9uzZQ15eXotff3MoLZUJAM2pjF588cV+oQ2yWl1eXs6wYcP811xSUoLJZKJ79+4B8YY+IQnSl1xSUkL37t0B2LJlS51zNfe9/eabb8jKyiIrKytgTn379gWoE7l46qmnBnwS0KVLFyIiIti3b1+T7w/Apk2bKC0tZeTIkQHe+vPOO4/o6ODVr+HDhwfcn02bNlFcXMyYMWP8Qhtg4MCBdOjQgR9//LFZcwP5UFXThtK9e3e6d+/OTz/9VGffqKgo//eL4hjCcKOV7EbPXSeFttuBcJSjaWZZrTVZMKLbeWP8Ug8utF0O9L2rMG+Yh6lgG5oQGJHJuI4/D0+XoWC2oudtkq+57DImMLY9RnI3NLddCnSv0BbWGDwp3aUwbqzQ9rhkLOGWLzFtW4Jeug8NgRGVirvzEDxdRyISuzROaHuc8t7s+10mlRRuQ7MXISISMeI7YyQch5HWS6aVKKGtaIOoyvZRhuasPOTjRVj9H7W3BCkpKQFfR0REEBoaSmxsbJ3tZWXVrVJzc3PJzMysswgtKyvL/7rv38TERMLDA6Ol2rdvH/D13r17EUIwc+ZMZs6cGXSuxcXFASLnSNOchq61q7p79sgIyGCVfpD33UdpaSlvvvkmX3/9dZ1OYhUVFXWObe57u2fPHrKzs/2fWNSm9rlrnwekyCwvLw96/MHwfe9kZmYGbDebzfVGN9a+r74xOnToUGffrKws1q5d26y5BZsXyO/nZcuW1dmumv4eY9ROGPG45OJHcwhaaJR3cWISIiq9cULX40TL24Qpb1O1Hzo8Dndab4jN9Gdz+yvnPltIVCqar8odkDCS0bT8aZcdrehPTAVb/RYYdDNGTDqepix69F1LeS5a6X50eyGavVjGDkamIMLiVLKI4qhBie2jDBHSzOzSFjq+MdSssvqoL8WhNYWDb+yrr76a/v37B92nIR/14cTnOW6OmKxZZYXq637ssccC/L4+ar4/f//73/njjz+45ppr6NKlC2FhYQghmDx5MoZhNHisj8a8t0IIOnfuzJ133hl039riOth5ao/Z2tS+r01B07Sgcw12T5tKeXl5nYcbxVFI7YQRwwMuG0IzoVmjZUXZtzjR0oiEIW+yh35gPbq3KCOsUXhSe8mKtPCgleyuzuYGjPAEREyGXLCYv7naStJUPzjIVvGF29CLsqvbxVusGHEdpR+7Kf5pn8gu2YteWYBWVSLtLd5EEZUs0rZZmr2UB5c/SKU7sDhYaC/k+FnHc1q705g6dCrRoX8dT70S20cb1liMmEz00r00xUoi0OQvVWtsq03tUElNTWX79u0YhhEg4LKzs/2v+/5duXIllZWVAdXt3bt3B4znq0yazWZ/isPhpPbiwobwVUtrWi+aMw7gj4SLj49v8LrLyspYtWoVt9xyCzfddJN/e+372BKkp6ezbds2Tj311CZfT0vg+97Zs2eP37oC0oedm5tbJ/WjoTF27drFKaecEvDarl27AirkUVFRQd9LX3W8Nr5PI2qye/fugOZGPvbv30+XLl0OOl9FGyYgYcQAR4UUtSFR8kEtNMrrm25EKofHhVa8S4psb0MaERKOJ+UkROLxoGk1KufeRYnWaDk+oBf9WSNhxORt695IP7gw0CoKZCv1sn3+SroRGoWRcJy0iTTmQcF/LV6RXbwL3ZaP5qyQIjs6HRGVqpJFjgI8hoc7l91Jjq1uF2Sby4bNZePzHZ/TK7kXd5969xGY4ZFBPRYebWiaXOTYDFy9r23Tv6ROP/10CgsLWbp0qX+b2+3mk08+ITw83L/Y7vTTT8fj8TB37lz/fh6Ph08++SRgvPj4ePr06cO8efMoKCigNrWtCy2N1WoNasUIRnJyMikpKWzevPmQxgG5uC4iIoK3334bt9td53Xfdfuqx7UrsB999FGjz9VYhgwZQn5+PgsWLKjzWlVVlT9FpSn48sQbc2+6du1KTEwM//vf/wLuyeLFiwPsLgcbIy4ujnnz5uF0Ov3bV6xYQXZ2NgMHDvRvy8jIYNeuXQHfY9u2bWPdunVBx16+fHnA+oENGzawYcMGf9Shj4qKCvbt20ePHj0aNWdFG8NpQ8/fjCl/C5rThnCUg6NciurQKCmSE7tgJHc9uNA23GjF2Zi2Lsa8ewV6VSnCEoY77WTcXS9GJHdFqypBz/0DvWQ3muFGWMLk+LFZaOU5ss27o1xmW0elSd9zY/zgHida8S5M25dh2r5UCnaPCyM8EXeH0/GcOAKR1rPxQtvnyc5egWnPL5iK/gTD5W01fzKejFNlJGB4M7K8FYcVXdPrVLSD4fA4DsNs2g6qsn0U4uo2itAVryAaGf8n0MESiqvbxQfd90hy8cUXM2/ePJ566ik2b95MWloa33zzDevWreOuu+7ye43POOMMevbsybRp08jJyaFjx4589913QUXXfffdx7hx47j66qu5+OKLadeuHUVFRaxfv568vDzefbd5yS6N4cQTT2TlypW8//77JCUlkZaW1mDDmjPPPJPly5cjhAio/p544onMnTuX//73v2RmZhIXF1enslqTiIgI7r//fp544gmuv/56hg4dSlxcHLm5uaxYsYKePXty7733EhERQe/evXn33Xdxu90kJSX5owBbmgsuuIBly5bx3HPPsXr1anr27IlhGGRnZ7Ns2TJeeeUVunbt2qQxTzzxREC2uD/33HMxm82cccYZQZv6WCwWbr75Zl588UUmTpzIkCFDyMnJ4YsvviAjI6NR1Xaz2cyECRN4+umnGT9+PMOGDfNH/6WlpQXkvI8YMYIPPviAO++8k5EjR1JcXMzcuXPp2LEjNputztgZGRmMGzeOMWPG4HK5+PDDD4mJifGn7fj49ddfEUKoDpJHG7UTRhwVaIYbLTQSdHN1+/PwxIOLSW+rdj1vk2xIIwyE2YqR0BkjpZtsk+4ol4sIa7ZXj05HWGNlhnbFtloJI+mNi91z2tBK98m8bXshmuHxLtxMx0g6Xja9aUocoMcpE0oKt6PbCtDcVQiLFU9sJiK2g0oWOQrRNI2LOl/Euxsb/tt6YacLG3z9WEOJ7aMRazSmK97EPedqhKBBwS3QQIOqi6a2+cxRq9XKtGnTmDZtGosWLfI3tXn44YcDWpXrus4LL7zAv//9b7766is0TePMM8/kjjvuqNMyvWPHjrz11lu8+eabfPHFF5SWlhIXF8fxxx/P2LFjW/V67rzzTp599llmzJiBw+Fg+PDhDYrtiy66iE8//bRO5N7YsWPJzc3l3XffpbKykt69ezcotkGmbCQmJjJnzhzee+89XC4XSUlJ9OrVK+BePvHEE7z44ot89tlnCCHo378/L7/8cou3htd1neeff54PPviAL7/8kuXLl2O1WmnXrh2XX355ncWtjaFbt27ceuutzJs3j59//hnDMJg7d269HTT/9re/IYTg/fffZ+rUqRx33HG88MILvPTSSwFNdRpixIgRWK1W3nnnHV5//XWsViuDBg1iwoQJAUkyHTt25NFHH2XWrFm88sordOzYkccff5zFixfz22+/1Rl3+PDhaJoW0NTmnnvuITExMWC/b775hl69erWZtQaKg+AVxn6ftKtSCm9LBIRGem0bsv35QavJhkdaLPK3YKrIlc1bzKHV3RbDYsBll41i7CWAt716VBoiIgmtskC2Vzc88jVrjPSDH0zMCiFTsEp2o3lbt2tCyCp5bBoi8XhEZFLT/NMepxTtBdvQKgvQPC6vyG6PiO8kRXZjM7cVbY67T72bDzd/iNuo+8kqSKHdM7ln0NeOVTShlra3KK1tTfARFxdH2e+fY/38DnDJtrk1Rbfw1S0sVqoumoona2CwYRRtjIkTJ5KYmMjjjz9+pKfyl8AwDM4//3zOPvtsf1fQw0nNDpK1885rU1hYyJgxY3jqqadUZbutUzthxO0Alw3MYWAJa1pjGMODZstDy9+GXp4jq7+mEERMO4ykbnKhoOHyivq8Gu3VkxBR7WTTl9K91QkjlnCM2MyDJ4wYHjRbAVpxNlr5frSqshp+8gwpipvaot3jRCvZg56/Bd1eBIZHLqKMSkMkdFbJIoeZuLi4VtMsdyy9o97q9ndXfNdqYruhxmZHElXZPorxZJ2B7ZbvsGxcgOX3OWil1YusREwGrt7X4uo+CkKb19VOcfi57bbbuO222xg3blzQxXGK5uNwOAgJCQmwjCxatIiysjL69OlzBGfWOD788EM6d+6shHZbpnbCiMcFzgqEyYIWFi9FcESS17ZxkE9ThCHFc9FO2VrdaZOWjZhMjOQTZfVXCCmEazSLEdZYKabdVbLK3dSEEbdTPigU75Q5204b6CZEeDyeuA4YsR2aFgUIfo+3nr8J3V4i285brBhxWbIyrpJFjjnuPvVuPtj0AR7hCdj+V6xqgxLbRz/WaFx9rpWLJqtKZI52SLhMHVELSY46TjrpJH744YcjPY1jkvXr1/PKK68wePBgYmJi2LJlC59//jmdO3dmyJAhR3p6B6W+3HRFG6FmwojhAUcpaCawxsqKcJhMkjrookFhoFXko5Vko5floFWVInRvQ5vEal+0VlkQWLEOiZDj6ybZDj0gYaQRVhVHhfRzl+6RSSAuWUE3olIw4jrKNKum+qc9TrSiP6W/3FFeLbJjO2AkHq+SRY4QQgiKqooo1Upx293EW+NbPCUqKyaLQZmD+Gb3NwHb7+t3X4ue52hBie1jBU2DsLhWb1ijUBytpKWlkZyczMcff0xZWRnR0dFccMEF3H777Vgs6qNrRTNx2tBL98gGLsIAR5n0cVhjQdMRoZH+9ucNIgSaLV+mcpTnyg6JmgkjKhUjvhMitr30MdtlF+GAinVsJsISgVa2F72ySG7XNNn8paFFi0LIdu3lOVK4VxaheZwyFSU2ExGXhYhqBxZr8OPrw+NEK9iKnrcZ3bdI02KV3R4Tj2/z64eOVUodpXyw6QNmrZ3FztKd/u0dYzpyS69buLLrlcSENvFTiwZ44own+Ob9arHdObbzX7KqDcqz3eIcTs/24TqXQqFQKGpRM2FECISjFM0wpJDUzQhLmFyAeLACiBCySl2yB60iD72yQPZFCE9AxGZixGXJinJNUU+NinVYvFw4WXGgOmHE16ymvkWGhlsK+7L9aOUH0OzFaMKDCI3GiEhCxHWQWdumRrZmr3lP8jdjyt+M5l1LJOMGj0ckHS+TUhRHhGW7lnHDohuo9DUcqrHGS/N+54Rbwnl7+NsM6dByn/R9vPljnv/leVIiUphz4Rziw+JbbOxgtFXPthLbLYwS2wqFQnEMUzthxFEBnioIiQZzSHXMXkRSwxYJn7+7bJ8UvhX5MsYvPAERnSq90WFx0kNdthfdJnsF+CvWkSny+PKcGgkj3mY19dk9XFVy3uU5cvFjVTEamuxUGZGMiM2QixT14B1c68VlR8/biJ6/pYatJRxP0omysY5KFjmiLNu1jCv+dwVCCAzq72Kro6NpGh+O/LBFBffhRIntvwhKbCsUCsUxSO2EEZcdnDYpbC1hstIclXbwpjBCoNmL0Er3yX8r8sDjlCI7IgkR214KdeGRCx8rcmu0V49HRKWjuSrqJozEZEBYbPBzOsrRy3OgIg/NVojmKAVTCCIsHhGZjIhJ9y6cbOIiRacN/cAGuRDTJ/hDI/Ekd5PdI5uSua1oFUodpZz035Owu+wNCm0fOjphljDWj13fopaSw0VbFdvqJ0GhUCgUivqonTDidsiuj2YrRCRWV5qj0hqOrfP5o8v2odlL0Gz54KqUgtfbWMYn1LWKPFnx9rVXD43EiGkPhhu9aHsNv7YFEZMZPGFEGNKDXXFAVrErC2W3yJAImUoSmYIR3a55i+kdZei569GLdkjrDLKq7kk5CZHQWSWLtCE+2PQBla7KANtIQxgYVLoq+XDTh4w7eVwrz+6vQ5usbB84cIAvv/yS77//nj///JOCggJiYmLo06cPN998M7169WrUOKtWrWLp0qX8+uuv7Nu3j8rKStLT0xkyZAjjxo0jOrruIo3Bgwezb9++oOP169ePOXPmNHhOVdlWKBSKY4SAhBE32EukoA6NliI7IhERnXHwGD97MXrpPpl5bSsARxkiLA4RHo+ISpVRgKYQqCySvmy3bGUtzFYZ42cKCe7XDpYw4nF5bSkH0CqLpch22xHWGG8lOwUjOq15kbD2Ytn+vTi7utoeFocntQfEZalkkTaGEIJT3jmF7NLsRottkB7urJgsVl23qsVTSlobVdluAnPmzGHWrFm0b9+egQMHEh8fz65du1i6dClLly7lxRdfZPjw4Qcd584776S4uJi+ffty8cUXo2kav/76K//5z39YvHgxH374YZ0ObQBRUVFcf/31dbanp6e3yPUpFAqFog1TczGi4YGqEikkw+Nlwog1FiM24+AL/uwlspLtKEerLAJ7MSIsFuI7I8ITpJC2hIGjAr1wO5qjAqjRXj00Gq1sX3Wb94aq6C67tJxUFMguj5VFaIYbERaHJybdm0yS1rxFirZ8TLnr0Ur3VIvsiCQpsmMzmz6e4rBQVFUUkDrSWASCnaU7Ka4qbvUFjX8V2qTY7tmzJ3PmzKFfv34B21etWsUNN9zA448/ztChQw/aYvn666/n4osvJiUlxb9NCMETTzzBBx98wOuvv85jjz1W57jo6GgmTZrUMhejUCgUiqODgIQRQ1ayhSG90LpZZlnHtj94VbiqFL10rxTPVaVolYWI0CiI7+htk54pU0tcVbJluV1+Sik0Tfq+wxPRbHnoJbtq+LXrSRipKpVRgZVF3nMVeZvQxGFYY73ivBntz4VAK89FP7BeLqgUAjQNIypNiuxo1XSrrWNz2Q7p+ApXhRLbLUSbFNvDhg0Luv2UU06hf//+/PDDD2zZsoUePXo0OM6tt95aZ5umadx+++188MEHrFy5skXmq1AoFIqjmJoJI4Y3K9vjgNBYmTDis3McLMavqgy9zCuyHRVolfkIS7iM0rOEyzzssHh5vuJdgXF9EUmIqDS0qmL0vA0NJ4wIQ/qwKw7I5jX2YinYLeGI6DRpGYlM8cb3NTFD3vCgle2Xc6jI84psHSMmXYrsyOSmjac4YpiNQ4tajLREttBMFG1SbDeE2WwO+PdQxjCZgscbOZ1O5s6dS15eHpGRkfTo0aPRPvEjha8jlM1lI8IS0SodoRQKheKYonbCiLNCtkUPjQZrTONj/Bzl0i5SVSZTSioLQLfIhYhmqxzDK1K18pxacX0xGDEZaK5K9PxNDSeMeJyyu2TFAblI0rvokdAo2YAmJFJWxiMSmx7f53HKqn7eZpn7LQToZozYdDwpJ0FEXculom1iswkO5EFxcTztrFnkVO1qlmc7zto2/c9HI0eV2N6/fz8rVqwgKSmJ448/vtnjfPbZZwAMHDgw6Ov5+flMmTIlYFuPHj146aWXaN++fbPP2xoc7o5Qivr56aefmDZtGrt27cLpdPL1118TFdWMRUhtgNWrVzNhwgRef/11+vbte6Sno1C0LLUTRlx2Wc22RMiKsC/GLzKlYdHqqPCK7FLwOMFWIBcsRqYizCHVHRw1U+D58Irp2EwQAr1op1yEiS9hJAMRnlgt8J0274LHQq/ILpL7h8Uh4jshQqPkQstgqSQHw1WFVrobPX+rjCIUAmEKwRObiZHcTfrUFW0eIQRlZXAgDyqk9R9N07ii0628vPHvTR7v1l63qoJdC9Im00iC4XK5uPHGG1m5ciXPPfcco0aNatY4mzZt4sorryQ8PJyFCxcSHx/4i+S1116jb9++HH/88YSHh5Odnc1bb73FggULSE9P53//+x+RkfV/tGIYBrp+eGKPFm9fzCUfX3LQjlCfXfYZ5x133mGZU1vlwIEDfPzxxwwdOpSuXbu2+PjFxcUMGTKELl26cOmllxISEsLw4cNbtA34b7/9xo8//sj1118fNEmnJfnll1+47rrreOedd+jfv3+rnkuhOJwIewmiKBucNoTbAZUl0s8cFoum62jRaRCTjtaA/UI4KqB4D8JehDA8UFGAhkCEx6OZQ9AikiCuPZrFirCXQNEuhNOrgEyhaHHtEZZwtOJdiKoSuV03o8WkQ3Q7NF1HeKMCKc1BVJUgnJVQUSBTUSISwBqNHhYr5xre9AqkqCpHFGUj8raCvUh60y3haPEdIPUk9Aglso8GDENQWCTIyfFQJZt2ommQkKCTmqLj1EvJeCmj8Tnbmk6YOYy9d+8l1hrbupP/C3FUVLYNw+DBBx9k5cqVXHbZZc0W2nv27OHWW2/F4/Hw0ksv1RHaABMnTgz4umvXrjz//PMALFiwgE8++YQbb7yx3nOUlpY2a25N5dfCX7nw/QsRQgT9eMi3ze6yc+H7Fx7VHaFagh07dvDaa68RGxtLampqi4//008/YbPZGDt2rH9hb4WvvNBCrFixgtdee43BgwfTrl27Fh27NuXl5f5/VcSk4pggIGHELYWspksftkfHEFZERDpooVBWz8+u0+bPyfYvoDTcMqvaHIIwQjHC24MlAooL0Uv2onnFtL9abo1DO7C7OmEEZAU8oh0ICxQXVfuxXXZpbbEXyQWaYfEQGoawxGGEp0FoJDgARxN+Ru0l6KW70YqyZWqJEN4c7yyMxOOlbcUJONXPfVvG7RYUFEJ+Prik8wiTCRITICkJQkI0HDJBkreHv80V/7sCXegH7yCJxuzhsxF2QbH96PseUNF/zcQwDB566CEWLlzIyJEjeeKJJ5o1zp49e7juuusoLi5m6tSpDBgwoEnHX3755SxYsIDffvutQbF9OCh1lHLJx5cctPUqyIB6XejcsOiGo7YjVFvGbrcTFhbmF6RHq21EoThmqZ0wUlkoFW54nBSw1liMmPT6W5wDuCplTrYvNaSqDM3jgNAYKbItYV5/dZz0PhftlFnX+MR0smyvbsuX6R41O0LGZMrKutuJVrIHzZYnfduOMjR7KVisUqSbQxHhiTJZxBLWtHvgs82U7JZWlqoSObfQaGkXie9cf/dJRZvC6RTk50NBIXik7Z+QECmwE+LBbK5r/RjSYQgfjvyQGxbd0OAn4WGWMGYPn83gDoNb/0L+YrRpsW0YBlOmTGH+/PmMGDGCZ599tlkWDZ/Qzs/P59///jfnnHNOk8fwPS1VVlY2+diWpi13hMrLy2PWrFn89NNPlJaWkpiYyIABA7j77ruxWCzs27eP119/nVWrVuFwODjuuOMYO3ZsgH9+4cKFPP3008ydOzegghvMRzx+/HhKS0t55plneOGFF9iwYQPR0dFcdtllXHvttQHHATz99NM8/fTTADz88MOMGDECgPXr1/Of//yHP/74A7fbTbdu3bjtttsCFsbOmjWLN998kw8++IC33nqLn376ibS0NCIiIvj9998B/A9iw4cP59FHH2XNmjV8/PHHbNiwgaKiIuLi4hg8eDC33XYbVqs14N5lZ2cza9YsVq9ejd1uJyUlhXPOOYfx48f7zw0wZswY/zFz5871b6t5PT4GDBjATTfdxC233AJATk4Oc+bMYdWqVRw4cIDQ0FBOOeUUJk6c2OrVcoXisBKQMOLNyvY4wRovBXJIRHUEX3247N6c6yL5tdMGHgeaJQKs0YELKIUhW7CX56AJb1fFsDiM6HQ0Ryl63sYaLc2jZIRgSIT0Yxfu8eZiy3lqzgrpw47NlOeISEZEpcjGN026Bx4p+kv3yNbvVSVoaN7s7UyMuCwlso8S7HZBXh4UFctmpABhYZCcBHFxoOsN+6uHdBjC+rHr+WDTB7zx+0x2l2f7X8uKyeLWXrdyZdcriQ5tXYviX5U2K7ZrCu3hw4fz/PPP15se0hA1hfbLL7/M0KFDmzWfdevWAUe+sY0QgllrZzXr2JlrZ7bqoof8/HxuuukmysvLGTVqFB06dCA/P59vvvmGqqoqysrKuOWWW6iqquKyyy4jJiaGRYsWcd999/GPf/yDs88+u1nnLS8vZ/LkyZx99tkMGTKEb7/9ltdff53OnTtz+umnk5WVxa233srMmTMZNWqUX0D37NkTkPntd911FyeeeCI33XQTuq6zcOFCJk6cyBtvvEH37t0DzvfQQw+RmZnJbbfdhhCCzMxMOnTowPz587n11ltJS0sjIyMDgGXLllFVVcWYMWOIiYlhw4YNfPLJJ+Tl5fGPf/zDP+a2bdu47bbbMJvNjBo1irS0NPbu3csPP/zA+PHjOfvss9mzZw9Llixh8uTJxMTITyia2kl006ZN/PHHH5x77rkkJSWRk5PDvHnzuP322/nwww/rPAAoFEcdNRNGPG5wlKO5bAhrLITFyxi/mIyGF/65qtDK90s7B8gW7W6H7BQZEo/QdBmxF+ltr27Ll+3VfUkiXiGveZzoBVtrLIoM8wr8GNmNsWSXjAk0XNKS4nbIFJSY9tULLCOTQW/in2qPU8b2le6V/1aVoGkmREQSnuh0KfSVyD4qKC8X5OVDTYdqVCQkJ0N0NI3+ey6EwGOLZpB1HKf2upUydzGWCEHnDI3UaJVe1tq0SbHts47Mnz+f888/nxdeeKFBoV1UVERxcTFxcXEBPmyf0M7Ly+Pll1/m3HPPbfC8O3bsoF27doSFhdXZ/q9//QuAiy666BCu7NBpyx2hpk+fTmFhIW+++WbAIsRbb70VIQSvvPIKRUVFvPHGG5x88skAXHzxxVxzzTW88sornHXWWc365CI/P5/HHnuMCy64AICRI0cyatQoPv/8c04//XQSEhI47bTTmDlzJieddJJ/P5C/gJ577jn69u3Lyy+/7P+FM2rUKK666ipmzJjBq6++GnC+Ll268OSTT9aZw/z58znttNMCrn3ChAkBAnbUqFFkZmYyffp0cnNz/f7xl156CSEEs2fPDvCU+yryXbp04YQTTmDJkiWcddZZAVXopojt008/ncGDAz8iPPPMM7n55pv59ttvA+6NQnFUUTthxGmTCSMhUdKG0ZgYP7dDinSvBQTDDR4HQjOhWaO9lpCk6vbq9mLZzt0tV6YJc6gU07oJvWR33YQRa6ycY062nKPbCVXexYnWOIhIklGBUakyvq92K/aD4esiWZ4rIwKrSmQEYWQqRnSanJsS2W0eIQQlpXDgANT8MD02FlKSISKi8cLYMARFxXIsn4fbbNY4PjWe44+Pw1ZR0qJzVwSnTYrt119/nXnz5hEeHk5WVhbTp0+vs0/NVIn33nuP1157jYkTJwZ0frz++uvZv38/J598Mlu2bGHLli11xqm5/6JFi3jrrbc49dRT/aI7Ozub77//HpfLxbhx4zj11FNb4YobT1vtCGUYBsuXL+eMM84ImvahaRorVqygW7dufqENEB4ezqhRo5g2bRo7d+6kc+fOTT53eHg4559/vv9ri8VCt27d2Ldv30GP3bp1K3v27OHGG2+ss7j1lFNO4auvvqqTMDN69OhGz62m0Lbb7TgcDnr06IEQgq1bt5KamkpxcTG///47l19+eZ3Fmy1dbag5H7fbjc1mIyMjg6ioKLZs2aLEtuLopKpUil5XpYzxsxdDSLiM4NNN1VXo+mL83E608n1SoIIUvx4XQtPQLBHS3xwWK8WqJUwulCzcITOuAaGbEdHtECER6GX7ZRQgNRZFhsWhVeShF++SFhOXHRyloJkgLAFMFlkNj0qTvu+m/tw7KtDLc9BseWArlCLbn++dUjevW9EmMQxBUZGM7/MJY12H+HgpskNDG/994fEICgshLx+c8oMVzGZpO0lMlII7xKJxaIpC0VjapNj2iaTKykreeOONoPukp6cfNMLNN86aNWtYs2ZN0H1qiu3+/fuzY8cONm3axKpVq6iqqiIuLo6zzjqLq666ijPOOKMZV9OyRFgaWMTTCFqrI1RxcTE2m41OnTrVu09ubi5DhtRNRMnKyvK/3hyxnZSUVEeURkVFsX379oMeu2fPHoA6leqaVFRUBETtNcXbnJuby8yZM/nhhx8oKyurMy5Uf582dO9aiqqqKt555x0WLlxIfn4+NZM/Wzo9RaFodWomjHicUClTO4hKlVYPX851fTF+bqfXLpIvFy0KgRAeWSU3h0qRXbNFu9uBVrjd7+EWmoaITJWRfxUHMJXsltvxJoyERqH7qu3gbZpTgTCFQkQyaLpsahOV1rB3vD7sxbJVu72oWmSHRCBi2yMikqTItqpF8W0dt1sueswvALdbbjObpShOSgSLpfEi2+0WFBRIke0bKyREiuyEBDCZlF3kSNAmxfazzz7Ls88+2+j9J02aFCCafQSrZDdEv379/LFtbZV4azwdYzqSXZp9zHaEqq+aaxjBk1fqsxg1JkLet8+kSZPo0qVL0H3CwwNb3oaGhh50XACPx8Mdd9xBWVkZ11xzDVlZWVitVvLz83nqqafqvZ6mUt/98viWqtfgxRdf5IsvvuDyyy+nR48eREREoGkajzzySIvNR6FodWomjBhumTACssuhbsYIT0DEZMiUj2B4nHLBoC3PnwwiQIpsrz9amEO9zWUS5GLLkt3SC+5PEklARKWiVRbKxY++7WFxMq+6qgS94oBczeYol+3fLWGIiBQp0r3HN5iCEgxhSCtKeS6ao8wrsku9XSQ7IsLjlcg+SnA4pB+7sBB8v35DQmQVOz6+acLY5ZJjFRRUp5SEhkJKCsQ3YgGlonVpk2JbUT+apnFLr1v4+/dtqyNUXFwcERER/Pnnn/Xuk5qayq5du+psz87O9r8O1fF5tSutubm5zZ5ffdftW/AaERHR4g9aO3bsYPfu3Tz66KMMHz7cv/2XX34JOoeG7l1D+Krujblf3377LcOHD+fOO+/0b3M4HKqqrTg6qJUwolUWIgy3tGKYQ/ytz+sVsB6XTAupIZqFbpIiWxig69WWkJrt1X3t3AFhjZYJI84K9PzN1dstYbJRjaNMRgQKQ4psww0hkTK9RNMQEUmIqLT6HwTqvXaPfDgoz5V2GVuhFNvWGNlFMixWieyjhMpK2U69pKQ6WSQ8TArj2Nim2QedTplSUlBDsIeFScEeF9fyVkRF8zg8rQ4VLcqVXa8k3BKO3si3T0cn3BLOFV2vaLU56brOoEGD+OGHH9i0aVOd14UQnH766WzcuJE//vjDv91ut7NgwQLS0tLo2LEjgD/JwxenB7JKO3/+/GbPz+dVri0qTzzxRDIyMnjvvfeCxjoeSkMXn8+7ZoVdCMHHH38csF9cXBy9e/fm888/ryOQax7rW7hb+xoiIiKIjY0NuF8An332WdA51a74f/LJJ0Gr4ApFm0EYaOU56Dlr0ctyZExeeQ4iJBKi0hDhcXiSTsBIOiG40Pa4ZCU8Z620XQiBMFkwdIsU7cJAaBpGVBpGWk9ZsbYXo+esk15ww4OwhOFJ6IIIT0Qv3FG9XdMxzKHgdkjLiKsKqkq9izMjIDxBWlGi0zHSTkbEZTVNaHuc3rmvQS/6U2ZxF+9CM1kQ8Z0xEjrjST0JI6W7EtptnLIywbbtgs1boNgb4RcdDccdByeeqBEXpzVaHDscgt27BRs2SsuIYUB4OHTqCCeeAPHxjR9L0fqoyvZRSExoDJ9d9hkXvn9h4zpCabIjVGs3tLntttv45ZdfGD9+PKNGjSIrK4uCggK++eYbZsyYwbXXXsuSJUu46667uOyyy4iOjmbRokXs37+ff/7zn35x2qlTJ0466SSmT59OWVkZ0dHRLF269JAEoW8RoG/hbVhYGN27d6ddu3ZMmTKFu+++m6uuuooLL7yQpKQk8vPz+e233wgPD+fFF19s1jmzsrLIyMhg6tSp5OfnExERwbfffuvvzliTu+++m3HjxnH99df7o/9ycnJYsWIFc+bMAeSDAcAbb7zBueeei9ls5owzziAsLIyRI0fyzjvv8Mwzz9C1a1fWrFnD7t2765znjDPO4KuvviIyMpKOHTvyxx9/sHLlSn+UoELRpqidMOIoQ6sqQ1hj5eI/n9UjLD74okLDjVZ+QCZ0+CrQ5lCEpqO5q9B91o+IRJkwYg6FqjLpA3fKpWP+FBNTCHrp3uqEEY9Dtlj3VcU9LnDbEQK00CjpxzZZ5ALJiKT6F2fWhy9ZxFYgr91WiOaqRITFyyY53gq7EthtGyEExcWQlweVdrlN02TVOTkJwsObJojtdkHugcCqeFQkpKRCdJQS120VJbaPUs477rw21xEqOTmZN998k5kzZ7J48WJsNhtJSUmcdtppWK1WoqKimDVrFq+//jqffPIJTqeTzp07869//SugqQ3AE088wbPPPsucOXOIjIzkoosuom/fvtxxxx3NmpvZbOaRRx5h+vTpPPfcc3g8Hh5++GHatWtH3759mTVrFv/973/59NNPsdvtxMfH07179yYljwQ75wsvvMBLL73EO++8Q0hICIMGDeLSSy/1N9zx0aVLF/7zn/8wY8YM5s6di9PpJDU1NWBBabdu3bj11luZN28eP//8M4ZhMHfuXMLCwhg7dizFxcV8++23LFu2jNNOO42XX365TrrIXXfdha7rLF68GKfTSc+ePZk6dWqArUShaBPUTBhx2sBeJH3J0ekygzqqHSIyKXg8nuGpjsDzi2wrwhyC5rSh17SExGTKCrTLLjOx7SXyNV+Wdkg0evl+9KpSEAbCUYGmm9DMVpkm4nYgDBegoYVGy0WVljApssMTmp8sYi+W+du2Qun3DouXiy6tUUpkHwUESwMxmWSXx6SkpiWLANhsUmTXDM2KiZF2kcjIpqWUFJdIb7fV6iItVTR5Loqmo4nGrCJTNJpDsR00BV8zk1JHKR9u+pCZa2cG5G93jOmoOkIpFIqjj5oJI+4qufjRFArh8dJPHZUmFxYGqxQbHunHLs9FM2QUgzBbpZfaWVG3uUxYrHexZHXsnz9LOzwJzZaHbiuQvmt7MaBDWIxs8+52oAmPTD/xdnYUoZHV8X1NQQioKpEWF0d5tcg23LL5jiVcjq1Edpsn2EJFi0Wmivgi95pCWbngwAGo+YFoXJwU2U2pildVyZSSwqLqecXGRpHervyYEtu+bt9tDSW2W5jDLbZ9CCEoriqmwlVBpCWSOGuc8mspFIqjh5oJIx4n2Apk1ToiUYrsyGRvjF+QluW+rpHludVdHM1WhDUazVFRt7lMeKL3mFyZSuJvrx6LEZWGZi+Rr7mq0OxFcp1DeKJchOmukp8b6ha/4JfHtYPQJkar1kwWcdmlFcXubXITFg/mUCWyjxKqqqrbqfsWKlqtstNjc9JASktlJdvmDcLWNDlOSgpYrY3vGllSCgX5UF5jqU9oqBT+nTvFUXGMNbVpq2Jb2UiOETRNIz4svtW6QyoUCkWrUDNhxOPyJox4/OLWCI9HRGeAxVr3WGHIinT5/hoiO1Q2kXHZ0Svy5LbGtFePTpc+7vytaFWlMrtaCJlKYraC4UZ4nGimUNA0WQGPSJTJIpawunNr8JprJIt4XF6RXQKakCLbZFEi+yihokKK7JIa9o6ICFl5jolpWhqIEIKSEsg9AHavv1vXZT52chOsJ06noKBQRgq65Lc4mgYx0VJkR0XJeTUlv1txaCixrVAoFIrDj68aXbbfK7KLwF0lfc6WsEA/dbBjbQWBgtkUIhciuh1SxOKzhNSoiNtLpEXFZa8+JkamH+mFf6JV5kuRjTeiLyRCWjwMD5rJIsfUdDlmZCqYg1TZG8LjlAs2bXnSS+5xQVUZaEi7iG5SIvsoQAhBaan0Y9cMh4qNkZXspnioIXhLdZNJCuPkpMY1tRFCUF4u7SulZdWLJy0WKdYT4pvuE1e0HEpsKxQKheLwUTNhxO2AqhI0R7lMFIlIRFjCMWIzg4tNIbxV6f3V/muTRQpfwy0zsf2WkDiZO+1rr170p/SB422jHt0OYbaiF++SKSNVJQg0Wa22xsjFj8KD5rOKmCxekZ0ifdpNwWWXDwCVBTLf2+MCp022gw+Pk8klSmS3eXyiOC8PqqrkNl2X9o7k5MbbO3w0pqX6wXC7q6vYPqEOMqEkMUk+AChL6ZFHiW2FQqFQHB5qJox4m78IawwiJlPaP2Izg8f4CSGFatl+KdDxid800LyNZ2paQvzt1Z1oRX/KRY742qunIKwx6EU7MRVnoznKEGjSrhKeKNWT4UFDSBFsDvXG9yUGTz5pCEcFevl+f8IJHhe47AhdR7PGoGmaEtlHAT5Bm59fbctoauU52Hh5edUt1S0WKdgTG9lSvaJCjlFSUu0R96WdJCY2XfgrWhclthUKhULRutRMGHHaZMKIJRwRnSHFbHR68Bg/XxW8bD+aW5YS/dnVJgt66b7q7eZQaTsJj/e2V98jFzn626vHI8KT0Yp3YN79i8ysRrZXF5EpCJNF2lmEV2SHRCCiUuvP8K6P2skiAB4XwuOUfnGrNx5Qiew2j8MhyM8PTPAICZHRfY0VxTVxu2VSSX5+4HipKbI9+8EWUXo8MrM7v6Da0w2ymU1iIsTFNn1OisODEtsKhUKhaB1qJoy4HWDLkyke0e2kXzoqDREVxJYhBNiL0cv2VfurdbNc5GgOl7nXXiErt6d726sL6Yku21cd/RcahRGZgl6cjWnvqurKeGg0nph0NFMImscp99c06RWPSmu6CK6dLAIIjxuEBzQNzes9VyK77VNZKUWxr8sjHFoLdF9L9ZqivSnjVVbKKnZxcfXxPvtKYmLTIgCFEJRXQEkxFBS4iY0VTY4jVDQdJbYVCoVC0bLUTBhxO9BsBbLpVkSKbEjTUIyfvdjbqdEnsk2ywmyNRSvPwVSyR27XNERkKiI6TYr1yiJZPfeJabMVIyIRvTwH89bF1R7vkEg8MZlo5hB0jxM8TrmQMjxeJosEW5B5sGu15QfGDhoGYEiLi0m2Zlciu+1TVi5FcVlZ9baoSBm3Fx3ddEHqcMiM7MKiatEeHi4r2QdLKjEMmUxSUBi4CNNqlVX1+PjGZ3YLIbDZoLhE2k58VpgopyA8XPrEFa2LusUKhUKhaBlqJoy4HWjeiraISJIJI2Fx0uoRLMbPXixtIb5MbN0kxXR4PFpFHvqBDfikhWyvniHTQBwV6KW70RxSkQiTBREajVZZhHnncjS3V2SHyng/TGHohldka94FkZFpwefUELWTRaC6h68Gmmb2nleJ7LaML27vQB5Uym89NA1iY5veOMaH3S44kBdYGW+saHc4qhc8+vzcmibFeWJi01qy22zSdlJSWr0AE6S4jo2BTp1MuN2qqn04UGJboVAoFIdGQMJIlWw17qiQMX6RKdLKEZMZvOmLvUTaRZyye4fQdFnJjkxGqyxEz9tYLWatMTJhJCQCXFXoBdvkuUAmiVisaA4bpoJVaC7p5TZCI2XF2hQqOz4aTq+QT5HWk2DV9YaonSwCCM0kFZHhQkNT6SJHAR6PoKhIimyfEG1OpnVNbDZZya6ZuR0dLSvZDcUB+qIECwoDq+ohIbKKnZDQ+EWYlZWyHXtxcaDANpmkwI6Lq87Z/n/2/jxWtvws70ef71o1z1V7qD2doUcP3Z7TbdkyEDPkZyNCsLHBRmaKEqJEthBKLoKIoMDlioSLE5AtBYgIJIQocYPByGGKpdzGHWK33e2pPXT36TPuuea5ag3f9/7xrm+tVcOeh1P7nO8jHbVP7apVa9U+x+dZ737ez5NOGzinHr77Xtpsa2lpaWkdX4owYnWAfgOiXwPF80DuMpNBsmtciz7tdc0NfyItDM8AFyEGTRg73wjUqwdwgK4NUbsJ0d7lRUPp8mKlO4BZvw1htQEhIGMZnqibUSaLkOstVy6BkovT69730zhZBACZUZAAT/EJADRdZNblOLz0WCr7k+NQiOvUFxaOXqcOAK0Wtz0GK9VzOTbZ+03GbZvRf+XKqDHOZNhkH7YUp9/nCXat7iMJATbYmQwvTmYyR2+x1Do9abOtpaWlpXV0WR2PT90ABi1ufoykQNnLoHDcq0WfmyR59JueyfYWHBWOL70E2D0Y5Zem16uDOJ7S2vIKYSxG6QkB0WtA9OsQRggylgXFc2yyDRMAcXV7Ztk7nyPg+4Zkka3hTQEAUDjJJtvuwlDTbW2yZ1qDAUc7qlUflReN8hS7UDgexeO4leqtFqFUBhoNP2YSCvnYvsNM1QcD32AHySSGMWqwNZ1kNqTNtpaWlpbW4RUkjNhdoF0CQlE2xaEYl8WkFidN7aANo7nuF8sIr6UxswJIB0b1Bht3qKXIZTbgEF5E5Q4vIFodfl8zArgWn4cZAcXzoHAcCMUgQoGlxPQyEMsdEd83hSwCgKJZAARhtbTJviDqdNhkB41tIsGG+DiFL8OM9w7QPUKluuNwbKVcGZ0+p1I8xc7lDp48W5YfEVH5coD/aAcN9kHTeRVb6XZdWBYduVZe6+jSZltLS0tL62AFCSN2H6JTAgkBpJdB4ahvjscxfsEJOFSF+gIovQoAEI0NpnkMv1b0SCXhQESlzSU4gxYokgKECdHe8WrdC4AhgEiK2yIBUCwHmVnmYpujXuM4WUQYoFgegAvRb/g57WgKMrMGxDLH/EC1zkpEhGaTS2NaAZJHJsNLj+kjLBkq7VmpPsdlNHtlqrtdQrkMVGuj5TP5PL/2oAVM22ZzX6uPUkmEYKOez/NNw2HiL60W4S/+CvjjTxI2NgGgDgBYXQF+8L3Au/+f4302WgdLEKl7Pa3TUO2ctg3y+fy5vZeWltZ9rCBhxO5DdMtc0pJc4LiIMs6hsUVDq8N0kX6dDwP4k2wjxHGQ1pZvXoOkErvLJrtb4Yz0oMFTZTME0a0CoTjICEG4FiiWAaJpD983xyjAcOJo1ziNLGKGudBGOhC9qjbZF0BScrRit+RHK1S0Y3ERiMePZ7IrldFFStPkKfZeGW/XZYNcKo9OoONxzobncvubY8fxDHYNaHf8iTzAVJNcjn8dpbny888SfuEXCX3vRiF4TDXUjkWBX/llgbc+eXENdz6fv9unMFXabJ+ytNnW0tK6JxQkjNg9xvjZHc5PR9OeOV4bTpOHsrtssoeUEDBeL70ChKK82DhSOpOCzF5mUolj8dca6zB6VaDfAMVyQDjOGW8zAoKAsDugWBaI5ThyklzgqboXHzm0ppFFQjHOdruMLvRNdtqLi2iTPWtyHEKlys2MQUM8P8eGOBI5unmcVtF+UKV6v89T7GB5jWGwMZ6f259I4jgc7ajVedEy6MySSY6I5HLHu5bPP0v4f/0cgWj0uOMSgn/9f//NxTXc2mzfJ9JmW0tL68IrEN8QvRrQr7MBjWa5YXEaxs/uQTQ3YHSrw4dkYo4n2eE4c7TrdwL16jEmjMTzgHR5yl2+BqNbhrA6oGiap9nuwMPquRCDJhDL8gTbjIDSRSaLmOGjXd80skg0BRmfg7C7o+Zbm+yZlWXxomG57JvbcNivUz8OWeSolepEhHqDzyFII4lEeNlxv/NwXY671GpAs+XHTAAgEQdyeTbZx8EQKrVahPe+nyfah3F7QvCE+5NPiQsZKZlVs60z21paWlpaLJWv9qIbolsFRTNA7qo3gV5jcxyU3fdMdmX4EE+9VznOMWgzK1sh/kbq1QHR2uavt3cgHAsUjsPNrgHC5AiHdDjvHcuC8ldB4QTnw5PzR8P37UUWiefYZFstLsfRJnvm1etx02M1UBoTi/HUuZA/HuLOshgJWK74JjsW44x3oTC5QGhZfvmMmnyrRcWFeZ9lPS4pCQ1lsJujBjsWY3Odz+9PMzmK/uKvcGijDXh/TQbAX/418P4fPJVT0II221paWlpaQcLIoA3R2WVTmwti/OZHiR52H6K1CdEpD5sdKZ5jgzqtdEaI0SXK9i7Mra/CaG8DkhnYbmaFza3VZZRfv8GRlfxVpo1kljlHfRpkkeQCKF6A6Ndg1K5rk30B1G77ZBGlVIoNcSZzPKLGNCTgXrQSIkKrxVPsRtM3sOEw00jmCtOn0FLy62p1Pndl5gHGD+a9CfZxMuX7iYjwx5+kQLXp4fVHf0x433s1peS0pM22lpaW1v2qIGHE6kC0SyAzBMqsgSJxD+NXHMX4OQN+jUcQATz6R9Yz2a4NUbvFx1Rvk1wAZbwlynYJ5taXYbS2ACLOXGfXOA7Sq8Kor0NYbTb7+SugVJHxfdOKcQ66tnGyiGGCkougWB6iV4ZReUmb7BmXimns7vo8a4CNcLEIJJPHM4PTKtVTKY6LjFeqq0x4ueyTSABeVpyf5/KZafGSVhuoeyzsoMGORPwJ9nHq4A+rRgMedeRoIuLXNZt8bVonlzbbWlpaWvebgoQRqwvRKfF0ObUIiiRAqSWmegQxfo7Fk2yvuRHw6tMzq5zfJjlaOqO+nrsEhOJAewfm9ldhNLf4a0KAcpfhpldgdHZhlL4JYfdAoQhkdg2Uu8wme1rF+37aiyySKoJiOYjOLozyN7XJnnFJ6depK4NrGBzpWFw4fsyi2yVsbx+uUr3d5qhIvT6K7VPlM+PnQERot9lc1+t+QyXA0+9cjk12Mnk+E+Ng2c1x1O1qs31a0mZbS0tL635RkDBidRjjZ/eZFhJNe2i+MYyfa0E0t9i8KoMay3gmO83H7JT4mGqCrOrVIymI1hZXr7e3+fVCwM1dhsw9ALN5B6GtL0E4A8AIQWaWIQsPe/i++LQr2Ft7kUXSS6BoBqK9DWP369pkz7gch4keuyXfrJomLz0uzB8NdxdUq8WT7GbTf2xapbrrMj6wXPZLawCOlszPs1keJ5F0OvyaemO0dj0U8g12KnX+kYz4Ef8KjStxRIKm1t7SZltLS0vrfpAijHjV6hg0eckwtQRKKMZ14F9n12Lz2t7ZmzGtjjmsV49wJCSSYnN75/P8eikBw4TMrcEtPAyjcRuhW88w/k8YkOki5PyrQdkVboY8igYtXnocJ4ukl4FQAqK9BaN+S5vsGddgwAuKQWxeJMJT7Lk9UHuHUaPBJlsVwuxVqd7r8RS7Oobty+fY6I/HPbpdv80xaLBNkyMu+fzeS5JnrX6flzAbdcL8HC99HkVCACvLPPHXOh1ps62lpaV1L2tIGKnxsmKvzozq/AOgeNbD+AWaFl07YLL5Z+cUSTKJRFWSj7dCGibnu8NJiPYOzK0vQ7R2IaQNMiOQ+RW4+QdhtDYQuvH/43iHEJDJBcjiY6Ds6mTz5H7ajyySXgbMqLe8eU2b7BlXt8tmuF4P1KnHmSySzx/PrKqc9872aKV6ocDLlGqJUUoujylXRtsZYzFG9hUKo9i+Xo+GEZFg5bppjtalH4eGchJJSWh3gGaDFzf9XLnAt38b4ZN/evRjvu8HhV6OPEVps62lpaV1L0oRRjplxvh1ylx1nr/CxnMc4ycdNtmt7VGTnVn1lxMdC6LpHROK6rEIhGMQ3QqM9rc4bmL3QZEk3NQaKHMJor2N0M2nhxlqmZiDXH49KLs2unx5kBRZpLnl87oBv9RGmBCtDSakaJM902o22WQH2dTpNE+cM8fkOxP5OW9lhqdVqg8GPrZPRVWE4Hzy/Pzo+w8GHBGp1Ucz0IbhGew8kEkff/J+XNk2M7obTf4MgwuYhsGxlWwG+PEfBf7iLw+P/1Oc7Xf9vbM79/tR2mxraWlp3UsKEkb6Lcb4haKg7GVQNMmM6+SCj8+TDi8Utrf9hcJwgukiyoxLhw2uyl0DkLEsT5D7dYhGixcn7Q4omoGbXgWlixCdMszb/ydgsgtwl94A5C4dDd+3H1kkVQQANtntACFFm+yZE5FXp77rT5yF4FxzcfH4ZI7DVKoTERoNLsEJ5rYjEV54nJvz2xkHA56M12qjdeuKo53PsTE/b4Pd7foGO0hmAXgBM5vh80uPmH+BX/llbpAEDtcg+f/5f1/MQptZlm6QPGXpBkktLa27oiBhxGNlg8CEkWjKZ1yrSbJ0+flBekg47k2y8/yvLkk2sMF6dTMMMqPctOgOgE6Zq9Tjech4HhRNQfRbMOq3IVx2PhQvwFl+PZC/crRrciw+x3GySHqJbxik1Cb7Ash12QzvjtWpzxXYDB+3IdF12TzvV6lu2/ze5cpotjqT4edkPZa2bftLjsFIiRA8Jc7nOYt9nFbK40rxuRtNvkEInj/AC4zZDF9DPL5/5ObzzxJ+4Re5SRIYNd3qZbEoG+0nn7i4RntWGyRn0mzv7OzgL/7iL/A3f/M3uH79OsrlMrLZLN785jfjH/2jf4Q3vOENhz6WlBJ/+Id/iE984hO4desWEokE3v72t+NnfuZncOnSpamv+exnP4vf/u3fxte//nUIIfDYY4/hn/2zf4a3ve1tB76fNttaWlrnqiBhZNBijJ9rcbQilmHkXXrZrzSXLpvX5pZvoEMxUHZ1tDCmW4XRuMOkEAAkXcAMc8REukCvyrXqsRwXzxgm4Aw4R233ON6RKEAWHwflrx5tkr0XWSSzzLXxrqNN9gWQbftmeKROfZ7jGsc1ro7Dy5S7Y5XqxUWeUBuGQKvlY/uUywmFfGxfNCrgOJzZrtWAVnv0PdKewc5mj09AOY4sazQeEmyYNE0+r0yWoytqEn9YtVqEv/xrLqwJ8rdXVzij/e7/ZxJ/eNGkzfYR9Ou//uv4j//xP+Ly5ct48sknUSgUcOvWLXzmM58BEeGjH/0ovvd7v/dQx/qFX/gFPPXUU3jkkUfwHd/xHdjd3cVf/MVfIJlM4n/8j/+Bq1evjjz/U5/6FH72Z38WhUJh+B5//ud/jlqtht/4jd/Au971rn3fT5ttLS2tc9OQMNKE6JQBq80Yv1iO/5tZ8zF+JDnq0dryoxihKMdKEnO+GR602GQP2gBJkNOHEAZgRr33rANOH4hmmF7i2iDpwOjVIAYt5mfHC5CLrwXlrxytUn0/skgs5y1vapM96+r3Cbul0VbGaNSvPj/uAqFtc037XpXqrsvvWa6MLjAmk2zwczk+n0aDM9it1uiEN5nkiEgud3Qje1wREbpdb3rdGMUNAnwTkc3yBDuVOp3lSyI29OFwFrbdOHb75ixKm+0j6K//+q+Ry+Xw5JNPjjz+xS9+ET/xEz+BRCKBZ555BpHI/oioz33uc/jxH/9xPPHEE/hP/+k/DZ//9NNP46d+6qfwjne8A7/7u787fH6j0cB3f/d3wzRN/Omf/imWlpYAANvb2/iBH/gBAMBnPvMZpFJ7lyxos62lpXXmUjSQbhWiVwX6dVAsD8TzoMQcZG4NCHuQXBUFaW36JtuM8CQ7WMFu99lk92qAdIB+kyMn0TRgmCCrw7GQcILJIVYHEOBSnH4dJAw22fOPsMk+LMLvILJINM3Lnq1NbbJnXJ0OYWdntDAmmeRYx3j1+VE0tVI9DhSX+Li9HnOxg02NpsmT6fk5NvqNBk+5m2PT4kTCZ2EfN85yVDkOt0sqekiw/EYI/swyGTbYp13hHtS96CNm1WzP5ILk3/t709dg/87f+Tt461vfimeeeQYvvvgiXve61+17nKeeegoA8NM//dMjxvw7vuM78OSTT+KZZ57B5uYmVlZWAAB/+Zd/iWaziY985CNDow0AS0tL+NCHPoSPfexj+MxnPjM03lpaWlrnqiFhpAT06hDdMiiaYYxfLAuZu+xj/EgylaO5ETDZ4ckFSdfm57R3OTLS8/7xTcwBZhgkHQinDxGKsoEeNAAYENKB6NVAwoBMLoLyVyHzl32Tf5DU+bW2fbKIEKDEPGfLw3G+3toNbbJnWGpKGmRZAzyNLS6eLJawX6V6Msnm+cWXRpcY43GVxSZ0ugLbO5x3DhrseNyfYB+3ifKoGgwIDc9ct9ujE3WFDlQLjueZC9c6H82k2d5PoVBo5L/76fOf/zwSiQTe/OY3T3zt277t2/Dss8/i2WefHZrnZ599FgDwjne8Y+L573jHO/Cxj31s5PlaWlpa5yJFGGltQ/QbEJ0SKBwH5a5ym2Pukk8OIeKsc2PDX1A0w6D0Cii1MLYguc3Z7UETolsFIPg5oRi/RrowhAFAAJ0SAAMwTBi9CsgwIdNLoPQKv/9hza902Ni3d6aTRUIRbbIvgKQkVD2yiIpsqMKYxcWTTWS7XcL2DptppUyGzXs4zFPsGzf9KbYimswVCEQCtTqwuSVGcHjRKE+687mznRYrqep2lb8OxloAjr8oc3032iW1zlcXymxvbm7ib//2b7GwsIBHH3103+d2u12USiU8+uijMM3JzOCVK7wVf+vWreFjN2/eHPnaQc/X0tLSOlMFCSP9BkS7BAiDp9OxzOiUWi1KNjf8pUYzzBSS1KJvspUZr9+G6FQ4hiIE87IjSa5tJ0DYbRhWF6JbAQkBhGIQ/TogPJOdnOdCnEThcNfiWGzu27s+xztIFjFC2mRfADkOLx4GCSCmyUuHC/MnyzrvValeXCRYNk+pg1zuSASYmyNEwkCnI3Dj5qjBjkTYXOfzx8cKHkWO4y83Npuj7GtFNVH0kPOKrGjNhi6M2bZtGz/7sz8Ly7LwL/7Fv5hqoINqeX8j98pXq8dbgb+5be9nYOl0+lDPn6ZsNgvDOEJJwwk0q9kkLS2tk4mIgE4ZVLsN6teA/g7nqItXIRJ5iOwqkFmGMEz/ufU7gN0D4mHASEDkVoH0EkRgQZG6NcjSNaCxDnRrbMAXr0DE80BqkR1BpwzqVoFBCYAA5RYgBg3+Wv5RiFgGIn8JSBUhDvH/dWR1gcYmqL0LgIBUAgjHIbJrQHIewjBAdh9obIDaO4AgIJ2CiOWA3BpEPHtmn7PW4WVZhO0diVJJwnV5MpvJAMWigYV540TRh3pDYmtTotXmbEUmAxQKAvNzBtptwm5JDo19Os1mNREXcFygVqNhfCWR4Ml3oWBgriCQSp39v8XdLqHekGjUCe0O+S2YCaaf5HIGclmBTEbMRDyEJ+6Eao1QrTm4cjk3E+d1r+tCmG0pJX7u534OX/jCF/BDP/RDMx3jaDQaBz/pFHQvLjZoaWnBJ4z064zxs7qg1AIotgCKFUHJZYDCvIXWq8FobkDYjDAgI8ST4lQRkCaP2ABeqCy/BKN2C2LQ9LPRqSX+JUwYu7e5OKZbAYgY6ef0gH4FSMyBwjFQtAhKLQFuiDfO9tNBZBFHAJXdycXHWAYyvcKT7L4E+vr/5+6mej0mgFQDuel4nAtj8nmF2Tv6cfeqVM/nCYk4UK8J3Lrlv2c4DMTjBEMAOztiaL4BZWp5iq0iGbbNWe/TlpRs7htN/iswwb6OM5ovm2HDreIhx/mMTksq0lJvAOUyx39aTSASSQDUQKFwPgPC89CsDiFn3mxLKfEv/+W/xKc//Wl8//d/P37pl37pUK9T0+l2uz3169Om2MHp9fg3bL+pt5aWltaJNSSMVBjjN2gy97qwBJkugjKrQMjD7/VqMBobEDZvhpFh+ibbCPzfut2HKH0LZuVlCKsLEoKLZ3KXOQJihGDUbsJobnKchAgUzzFHm1wgVeSoR3LBe/8DCCOHIYsA0+kiQZOtddc1LdKRTnEeO5s9/iR0r0r1XI5gmkCjIVCp+M8PhQjhEOC4QLPpv69pMokkn+dp91lmnm2bhmi+VnuyGj2dZnOdTs9OPISIiSfMEeflzGYL6Hb4B1rJJLC2aiKZnI3zvdc102ZbSomf//mfx5/+6Z/i+77v+/Bv/s2/OXREI5FIYGFhAevr63BddyJ2orLXwXz21atX8cILL+DWrVsTZnva87W0tLROrABhRHQrQLcKimWBwoOgxDzXpkeS/NxejY2xxV3NJAyvGXLMZDsDGDvfgFF+cZjflrEM5PyrQLnLnsm+AaN6nYkiymQbIY6LxAuM+4vlRjGCe+kwZBF1rdpkz6yIuORlZ9cnfAjBsY2l4slyz3tVqqdSHL2o1cSQGOI4bLyFABxHDNF4psnnks+xsT0N5vQ0ERF6PQzpIUHaCcBZcEUPSaXOv7Z9Lw0bJxs8xe50OEPe8ugnqSSwvKzy9QIPPBBGqzUb536va2bNdtBof+/3fi9+7dd+7cCc9riefPJJ/M//+T/x/PPP44knnhj52mc/+1kAGHn8iSeewKc//Wk888wzeOMb3zjy/GeeeWZ4TC0tLa0Ta0gY2YLo1WB0ypCRJGP8EnmePCsD2m/w1DtoslNFNrKqGRJgVvbuN2CUXvRJJNE03OJjXoujAVG9AaP0LRj9OogIMpoFoklAmEAkwQuYkeTo++93DXuRRdJFn7W9l8nOrPrTbq27JtflafNuCRh4dd6GwUUxxcWTTWtdlxcqd3eDC5W81MgFM3xsyyK4Dt/vhUP+pNow2Njm82xuz8pguy4bVbXgGIypADwJVvSQ81i2PKykZENdb6hYC6HZ4piI4/ioxGyWc/BzBR93qLPa56eZLLVR0ZE/+ZM/wbve9S589KMf3Rf1V61WUavVkM/nUSj4m/HHKbX5ru/6LoRCIV1qo6WldTZShJHGBkTPy2UbIVBqkeMWQcJHvwmjuT6MZJAQk/XrADBoQ5RehFl5CcLxTHYkBXfpdaC5hwAh2GTvfh1Gr85xkUgKMjkHiBCEGWYiSSgKyq5xo+R+OgxZBNAme8alas9LZb9YJRRiqsjCwsnM2LRKdSJCKMQmm0jAtgmdDmAIIBL1TaAQnsHOsUk8q8nxYODTQ9rtKdXoad9gn2dl+0FyXTbU9TrfHDgOf47NFt8sJZNsspMJIJdjg62iNqqxst4Aksks0qnGzEzmT0OzmtmeSbP9sY99DB//+MeRSCTwYz/2Y1ON9nd/93fjNa95zcjzP/zhD+MjH/nIyPPG69pLpRL+/M//HMlkEv/9v/93PPDAAyPP36+u/d//+3+Pd7/73fueuzbbWlpaU6XQfI11iF4NorPLpje5AEoURjF+gxZPsge8VUUemo8yy/60mIhjJdXrMKqvQNgc35CxDGTxMVDhYTbZtRswtr/GJhsAhWKQmRUgFPUNsBHi9w9yuKfJ7nJUpFP2XxuOs8lOzPmv1SZ7pjUYcJ16peIbzEjErz0/ifkar1QnIjg2YHixEFeysbUGbLAzaX4/IdgQKoN9FlNXIjalCs3XG6tGj0Y9c53lyMVZTdGPI9flG4Na3S/pUTcL3R4vZqZSTIlJpdhg53L8OaqlTjX9tm3+PsXjKTz0YOeeym3PqtmeyRjJxsYGAGZl/9Zv/dbU56yurg7N9n765V/+ZTz66KP4xCc+gf/yX/4LEokEvud7vgc/8zM/g8uXL088/x/8g3+AfD6P3/7t38YnP/lJAMDjjz+Of/pP/yne/va3n+CqtLS07lspwki3wpNsZ+ARRvKg7AoTPgwTGLSZLtJn0gcBPPFOr/jLidJhakj9tmfI24C3+CgXXwsqPMCmt34L5tZXYXiNkGSGuWEykoZwPQ63EF7me2k08z2uQQtGc4s5255GyCJqOU2b7JlWt8tLj/U6RhB1xUU2ZidZMhyvVLdtwsACTINJIu02/zICuWtAIJ3iiIgyhqctx/FyzE01Bfa/JgSbakUPOa82ycNKcbuDNfNqqt3r8eeaSnMGOxoVyOcxjImo6643aMj8Hgz4ZqPb48n9yrL/V1frbDWTk+2LLD3Z1tLSGkoRRjolD+PXBsXneJKdXgZlVjgOYnWYLuKZWTbZC57J9ggkdp/jJ60t/m+vDmGYbLLnH+FMthGCqN+Buf1VrxGSp9aycBWUmIPoNyHU8Q8ijOxLFlkBooE4nTbZM61mk7Czw4tySpkMk0Uy6ZO5rX6fj81oQDZzls0mmwhod3iSmkn7VeTJpF+XfpISnP3OSdFD2p3JavRs1qeHzFpu2XFoOIFuNvnc1efa73skkQQbasPga1ExEdvGML/davHr+n3+DPp9IBLmiEk8zj9NuLSWQS7XnLnP4CTSk20tLS2t+0WKMNLeYcJIr8bc6sJDkKkiKLvGJtrqwKjdGLKofRMcMNmKV92pAL0qm2ivGVLmL0PmrgBmGKKxAWPnazA6zE0jw4QsPARKLkL0azD6zHA7kDByWLKIuk5tsmdSUhJqNc5Mq7iEEDxFXlw4+ZJfsFLddWnInBYG4DpAp8vRhmyW4w2JBE9ec2fQniglod1hc91o+kueSvG4Tw9JJmevGt22+fOr1Xn6r24OBgPCYMAT7Xic4yEAX4OKiTgOm+utbaDTAQAmqbTbgO0A0Yj/fNMUyHilQNkssLAQQq02W5/FvSpttrW0tLROS4ow0tyC0S1DdKuQ0RSQfxCUWoDMrjHGz+7CKL8MoSIeACgxx5PmcMw3vO0dnir368zeDkVB2VVQqsiLlOEYRHMTxu63IDq7EESAGYbMXYHMrLLJ7nnm+yDCyGHJIoA22TMsxyFUqlynHkTszRV46fGkRrfdZpPNmWc29L0+x0Ncx6OHpPm9MhkxrEs/bYNt2/5yY6s1yb5W1eiZzOywr4OyLDbY9fro9N11CZYNkORl1UyGzz0S4c+xkCdIKVBvAC+9zBNrhSpsewzwWIzNdCQiYJr8GeRyfj5e6/ylzbaWlpbWSRUkjHQrMDplkBmBzF0GJefZZMeygN2DqFyD4UU8AEB6y5EIxwHXZrOuDO+gBdEtA6EYKHcZFE2DcpdAoQREawtG5RqbbOmCQhG4ucuQmUsw+nUYnV0+NTPCr4kXpgc0D0sWAdhkNzc5FqMuXZvsmZBt89Jjuewbz3CYTe/83MnjEs0mm+yGlwHeKQGOzUY+FGIzOJfn/HChwCY7Hj9dY9ft+gabp7i+wmHfXKdn1FQOBjRkYAf79ogIUvrLqvGYjz3M5bjwRwBoNAWuvcLtmFIyVaTbBSQB8Rgvt4ZCYlj4k8udLY9c6/DSZltLS0vruAoSRrpliHaJlxXTS6DkPGP04gU2qdXroxSPeJ4La8IJNuG1G/x1Iv59rwaYEVD2EiP5MqugSBJGaxtG/ctsjl0LFE7AzS9B5q7CsFow29t8fCMEyqyAUovTCSOHJYsA2mTPsPp9v05dmbVYjPPYhfzJjNawUn0HqFY5m10q89cSCY42pNOMClxaYoN9mgxq1/Wr0ZvNKdXoCTbY2Syfy6zFQwA22HVvgj1+g2AYXOgjJd8cqCqRVArIZrmavt0RuHVLwHX58+h2ecFRAIgn+ObGMATfbCiDnZrNz+J+ljbbWlpaWseRIox0Sozxcx1eakzM+xg914ao3Rw1qfEcm9RI0jvGi0P6CFwLGLQBw2DTa5jM1Q4nYHRKXFbT3oGwe6BoCm72Eih3GcLpw2xt8fGFAKWWGBM4jTAylSyShkwvjZJFAG2yZ1jtNpvsesN/LJXiPHY2ezKzRcTxkI1Nwvo6hrGRWIzpF8k4MDcHXLrETYSniY6zrNF4yAT7OsX0kEz6bJYrT0P9Pjdx1utsjIOKxQgE/qmA6/oT7EgESKe5ObPfF9jcFCDybjg6wCCwHLngGexIxEclzmIWXcuXNttaWlpaR5EijLR3INq7gNNjwkjSM9npJUC6EPVbY5nmnDfJjvM0uXodwvb+JZYuSHJQU3iFNjJeACIJiG4VRu020C3BGLRA0QzczApHT0hyBMR7D5mcB2XWJgkjiiwSqHoHvOl6enmULAJokz2jIuIYws7u6JQ0l+VJtlqgO664Up3w8jXg9m2OikiX8XiLHoP78iVgbVUgdUrTU1Wyough4+Y0EvHpIanU7EYiej3PYDdG+d1CAMkkwTB4mbHXE8N8tmEA8TgbbMcBKhW+NlVSY1mchU8m+OZCCIFYzIuWZGeryVJrf2mzraWlpXUYKcJIa4uXFfsNUDzPBjvjYfwIEA1v2u39i8omlQ2waJcgSi9CSIb9EoQ3SZYQoRg/FklyJnvQ4Il5p8yT73gOsvAgZKoIGGGOraiMdSzrL18GdRSyiLpGbbJnTlL6dep9/jZynXqeTfBJ+dCuS7h9h/DC14GNDSaJGIKn2IU8cPUq8MAVIJ8Xp2KwHYfQavv0kHH2dTLp00NOO/d9mup2/YiI+r4AGBb0RCIExwFaLTHRommafA/c6fD12Tah3SG4LmMTk0kgm+WvJRJ+BnvWWOBah5M221paWlr7aUgY2YDRKUP0apDRNGP8Mks8STYMiOaWTwSBF83IrgHC4Cl4t+J/zQx76L8eBLkcGzHCoHAMwu7BGLSAXo2RgLEsaO4hNvbhBESv6tNCIkl/+XL8nA9LFgG0yZ5ROQ6hXOactM3fRpgmLz0uzJ+8QrzVknjxJeAb3+TMt+vy8fM54KEHgQcfAFZWANPcp1X0kFLLgaoafZx9rcy1YnHPqrpdQq3OBjuIGDQMNtjJBMGVQKMh0GzydUjJpjsU4psY12XzbVmETodz2yoio66dc9tng0rUOn9ps62lpaU1TYowUl+H0SlB9KogMwqZuwJKe+g9M+KXzAxNdgoyvQpAem2QTf+QkSQonISw2sOiGAI4Wy0dZmEPmhC9OiiWBhUeYEMdzcAYNGG0d/g1exFG9iWLLPLPpIPSJnsmNRgQSiWgUvXJIpEI57Hn5k5G2uj3Cbslwje+Cdy8wbENAhAOAZcuA69+NZvsePxkBpuIlxtV/jo4+QU8PJ1nrk8rknIWUoUyKiISXNI0DD7/TJr/7tcbAlvbfta61+PnGCYQiwKAwGBA6Hb5+SFvqdEwuK4+leIbnUxmdvPoWseTNttaWlpaQSnCSP0ORGeXMX6GCZleZr517hIQTnhtjtu+qY0kIVNLENKBUb/lxzYAIJ6HjOdgdGs+ks+1h+ZXSAewOhCDJiicZMxfKAKK5yGsLkxlsvcijByFLAJokz2j6nYZ31erBerU4xwVyeePb0gHA57Gbm1xHnt7mwtPVNzhkYeAxx4D5ubEiTLRql5c0UOC7GtlJhU9ZJantepGQTU5Bg12kFttGoR6Q2BjkyfVtkPotBnFFwpx1to0OcNdrwMEQjTiG2w1Dc95JTOzPNHXOpm02dbS0tJSUoSR9jbXq0sJmVrg+EXuEiia4alx5RqEZCdBkSRkch7CsWDUb/qPGya3QcbzEN0yjOoNrkq3exAkIUJRNsFOH7C6QCjCFe7CACUKgOvAaHvGfC/CyFHIIsAeJjsLmVnRJvsuqtliskjT/yEI0mmguOiXmhxVlsULe8pkr69zHIUIiEY5ivL4Y8DDD4kT5aJ7PRqa685YNXoo5E2vs6MRiVkUEefI63U22Cq2A/gV77ks00TqDYGtLaaGWBbTQqwBEI7wImM4zPzrdgeA93krQoxp8vc2n5vNunits5E221paWlqKMOIZUbgDJoykFkDZy6BEgafctYCZDicg4zkIpw+jdss3r6Eo4/riBQiF65MuYLUBaUOEk7yYKG2Q3QUgIBIFr0WSSSTBCbX0KCfD+vajkkUAbbJnUERshnd2fAKHEDwxLS4ejzQxrP2uAY0moVIB7qzzpDkaYdO7ugy8+jXApVVxrDiKlD77enzqC/AkPuPRQxKJ2Y2HAP61qIhIcFEzWAyTTBJaLYFyha+532eD3esCkag36c6ywe73eZIdi/nfQ3WsbJafe7eIKioSo6rhEwkbqys00z9luFekzbaWltb9K0UYaW4y+WPQ5kXE3GUuk0nOcyPk9td8gkgoBhlJwnD6MJubw0MNJ8rRLE+yd78O4QyAQROwe7zEGE2DVIsFASKcGL6WzAhEr7Y3YWQvskhyHpSaQhZR16dN9kzJddkE7wbq1A2Ds9iLx6hTdxwmYtRqvHg4GBB2doHNTY5xxOPAyjJwaQ149FFgceHoWWzLIjRbTA9ptSer0dNpP38961ljKQmtlm+wg9cSCo02L3a7nJu/foO55u0OT++jESa1ZLOAbXFNfderSVeT6mHJTJaPdbduOvab2CeTe75M65SlzbaWltb9J0UYadyB0S5B9BuQsQxTP7KroNQyRL8GY+frvsk2wkA4BjgDmN0KPwaAEnOM0YskgV6NTfagDfTrEBabd3jxEBghLroRBMAAhROgSBKiX2cCCbyJee6STxjZiyySKnJ2e5wsAmiTPYOybUKpzHXqaoIaCrHBnp8/WpxAZaNrdY5vSMkTy+1tNpBqcS8R56XHVz0CpNOHN9lEvNyn6CHd7ujXIxGfHpJKzWY1elCuyzcL9fpkljwc9rnVqRSb0WoVuHmLUK0BnTZfv2Hy9a4s+6+3bb6ZUZPqSCQ4Db97BltKLzvfmLyhCEZiLl8ODYkpWmcrbba1tLTuHw0JI7dhtHchejVQKA6ZvwrKrEBmViAGbRilb/rGVgjACLNJVobYCIFSi0z4CEU4hrL7TYheFejVIfpNnpCrqvVQDMIZQLg8yqRQFBRNQ1gdGJ0SP2ZGuN49Mcd5gj3JIsug5MIkWQQA7D7TUbTJnhmpSXO16rchRqMcFSkUDh8pcN1xg80Gvt4AGnWgNwBCpm8ar15lqkgsdjiT7bo88VULjsEJKOBxn73p9UUoUwl+Xq3WqOEcN8VSsjH95rcI29s8ve56JJFUEigWvfUHwSmuoMGOxdi8nnZV/VHlOPz9m3a9wYl9sBho1m+S7iVps62lpXXvSxFGardhdJh5TUYIMrPqmexVzl6XX/JNtuv4tJChSY75hA/D5Aly5RqM5jbQq0AMmkAsD8pfZcxfLAthtf2ptRECxXIQTg9Gp+w9ZnqEkSIvTB6VLALsY7JXp2e4tc5cnQ6b7HrdfyyRYOOWO2SduppQKoPNBoqn2L0el8/YNv+EJZXk4z74ALC6Kg4V5xgMfHpIuz2lGj0QDzkp0/s8pCb+9TrQHKt6V9XmuZyfJW+3CS9fI6xv8OeruNmJODBXACIxwPR6p6JR/3uWiHvT4dzdLd1REaJGY7LaXt1QZLOzjVa8X3Rss/3xj38c73vf+7C0tHSa56OlpaV1uuo3YNRuQ7S2YHTLICLI5AIovQKZW4NwbRjV62yoiUBOD0KYEGZ4SPOgWAYytcTRDiF4yl3fgKjd4ibHfpPLZ/IP8KJivMBTa4XsEwIUywEkYXTL/mOpIjdPGqH9ySLx/PRr0yZ7pkTEZm93l7PNStksx0XS6YMND5E3oayNRgAUt9lxOOvd7bHRTsSBfAF44CpQXBT7xlGGC3IePaQ3Vo0ejfr0kFRydqvRg3IcGsYlms1RGko0yoY4OHXu9yWu3wDu3OGYiJrgh0JMTEkmmTlumKP582TSj5vczYVCy/Kut860k+D1zsqUXWtSgij4rTq8Xv3qV8M0TXzbt30b3v/+9+Od73wnDOPkLVMXXbVa7VzeJ5/Pn9t7aWldSCnCSGOdlx+lw4SR9BIoewkAsVF1BoDHuYYwgUgCEEag1rwIeIuMwxhK+SXOelsdnmCnFpnBnVzgwppAyY2MZblFslebJIyYkaOTRQBtsmdMUhJqNV567AXIIqpO/aDpZ3CJrV4fpWI4DkFKNt39AX9dSjbFhQKwtir2zXyreIGih0ywr5M+PeSiVIEPqSv1yTbKeNyf6CrDadsSG5vA7Tt8I6Q+A8Pwlx1jUTbc6nNUn00ux8e6m4ufipPeaHDEJahE3D/Ho07Z70Ufkc/vMZi4yzq22f6t3/ot/NEf/RHW19chhMD8/Dx+8Ad/EO973/uwtrZ22ud5YaTNtpbWXZYijDTuQLRLgN3l/LQy2Ybpm2xnAAxaPFmOZdhkm2HmaqcW/OVDIohOGUbpGxzxsPugUBQytQjKXQGlFiGsDi8lqoXKSJKz2v26jwtUhJFw/OhkEUCb7BmT4xDKFV56VGQR0wTm55hjvZ9BU1NmVf0dzEgbBnFs32XShYpGhCO+yV4qij3bJPt9j33dmJx+hkL+cuNF4jzvN9GdZjgdh7C1RbhzB9jaGb2BUfzveJyn32qCL4T32XgLhHfzs+l2/Yn9+E8gTqvK/V70Efec2Vb627/9Wzz11FP4zGc+A9u2YRgG3va2t+GHfuiH8F3f9V0Ihe6vWLg221pad0mKMKKWHwctJowkF0G5y0AoAtHaYXNrdYB+g9nVsRxgmEwGSRcnc9G9Osztr0E07nCe2wzDTS6A5h7mCIjVYWPvcOCTQjFQJAExaPn573CCTXY0dXSyCKBN9ozJsrhOvVwZrVNfWOCs734mrdvlKXitPtlMGIsRXJcftyw2lq02NxEyo1mgWOSJeTDiISVj6ZoePURlj5Xicd9g301KxlGlinnqDZ5gB5VI+BERZTgti6vo19eBrS3ACtzACADpDEdFYrHgkqDf4pjJ3D2DTUTodn0kYfB7GKxyz2ZPLz9/L/qIe9ZsK9VqNfzpn/4p/uiP/givvPIKhBAoFAp4z3veg/e97324evXqabzNzEubbS2tc5aKdtRuwWjvQPQbTBhJF7n1MZxg8211gEGTvx5OAPECm+xYDjJd9FF7SoMmjK2vcN5bOoAwIFOLkAuv4SZHpw+jfnsY/yAzDIqkIeyuP61WhJFIGqKzczSyCKBN9oyp1+Omx2qgTj0e5zx2Pr93xrnb9VnYQRPFRo+n2FyGImDbHBno9320XiolsFRkc6mMsm37y43j9AnD8KvRM5nZrkYf12DAn1W9PhmZmJab7vUI1RphY2O0IEh9f9JJIJkezaAH8Xfp9N2jcqj4UKMxWRBkGNxGmT3DKvd70Ufc82Y7qOeffx7/7b/9N3z6058e/h/Dk08+iQ996EP4nu/5ntN+u5mSNttaWuekIWHkFozWFkSvyuY2uQDKXYaMpGB0mRAiejVg0ARFM0C84EVF5pkAMh7ZGHRgbH8ZRuU6G2MhIJMLkMXHeZLtWjzJ7tX5NIQBimYhpOUbb0UYiabZYE+QRZZ9xN80aZM9U2q1CLslNkRK6RTnsTOZ6ZPift+fYPf7/uOGweYpmSAMBkCtLrylR57iSlIRB4FkkhGBquq72/UN9rgRDYd9c303DeRx1O/7Bnuc6Z1K+di6SESMtCBubRPKZZ7+S8m/BIBY3H+dMth74e/OW8FSnUZzsrUyk+FzzJzD9/Be9BGzarZPPeNx+/Zt/O///b/xuc99bvjY0tISPv/5z+PZZ5/FY489ho997GNYXl4+7bfW0tK6X9RvwKjdgtHcYIwfBGSqCMquQcZyMPp1mJVrzL0etLhYJncVFI5xZCO5AJjh0WMO2jC2vwajcm04fZbJBcil14OyqxxTadxh8wyv0CaaBQTB6PM/WEPCSDgFo1uGUb8zPDyTRZaBeG7v67L7EK3NUXOuTfZdEREbwN3dUWOr6tSTyUkjpBbZ6jV/wgr4U8pcjkAEVGsC6xti+JpWGzC9FknTFEinGRGYTHB84s460GzSZDV6gg02Z5UvTjwE4Im0ikwEM8nTIhPKoG5vE8plpog0Wx72UAIQTBBJ5dhQq5hFJOJPsO8m/m6/Uh11E5D1puwXgQCjdXSdymTbtm389V//NT7xiU/g2WefBREhl8vhPe95D374h38YV69exZe+9CX81m/9Fp5++mm8853vxH/4D//hNM5/5qQn21paZyirA6N+B6JxG0anDCKXCSOZFchEAcagxbnsXhWwe2yyEwVQLMsLkvHC5DS534K5+wKMynWmkgCQiTm4y28AcpcA6XK5THPLj4BEUiDD5Km5oo7EC6BIEkavejSyCKBN9gxJSkK1Cuzs+pEPw+ClxOLiZCRDTaRr9VFTLgSbJ8awEep1gUrVjwr0+gTbZpPNtdnCw7YRpBTDeMgE+zrl00MuAvs6KBWnqddHp/3qs1IRkVBI+MzsBlCv+4U7IzcxAkgkvZuNGJtphfvLZX2e9t2QQhI2GtOZ37NwE3Av+ohZnWyfyGy/8sor+MQnPoFPfepTaDQaICK86U1vwgc+8AG8+93vRiQyuezzQz/0Q7h+/Tq++MUvnujEZ1XabGtpnYEUYaR2izF+zoAJI5kVUGIOYtBms9qrAq7NX0vMAckF5lRPa0/s1WCUXoRRuwHheKU1iQKc5TeyySZihnZjPbDoGAeZUQir5RNGoilQKAExaPhLkkOyyDJXvO8lbbJnRo7DS4+lQJ26afLS48L8qLG1bd9gBxf3hlPZPJDNEHp9gXKZDZf6l9ayeAkyFFLHJMRivLRnDcSImQR8Y6by2xdt8tnt0pC4EsyrG4a/mKgyyUPiiLcQqWIz7Q6bVUPwT5Ri0VEWuML93e2Smf2QhLNyExDUvegjZtVsHztG8sEPfhBf/vKXQURIpVL44Ac/iA984AN49NFH933dww8/jK997WvHfVstLa37SYowUrsJo7UDYXeZMJK7AkouQNgdmDtfh+jXQSRBsRwov8iZ6PQS00aCUjnv6ivecmMXBJ5ky6XXMbVECKBXZ0a3zQFSMsLM37a6MGx2QxSKgswIN08O2t7zDkEWAbTJniENBpzHrlZHySKqTl3lZlVbX602aaRU7IEXGIFKFXjpZTE0l2qmJSVnq00T6PV5ih4OA/2+GE56heBJt6KH3E3zeBwFqRrjxBU/TuOTP3o9zl3XG/w62/am2C2+6RGCP2uF60un+SYlmfSnw3eTD64WOhvTiCkz0jSpdfd1bLP9pS99Ca997WvxwQ9+EN/3fd+HeHwPLuyY3v/+9+OJJ5447ttqaWndD1KEkeoNGK1tiEELFE7ALTzIJtvqwNx5AWLQ5EbIeA6UXgXl1kDJeeZmByVdXjas3YbR2oDoN0HCgEzOM10kf5lfo4pw+rwJR4YJiqQgnIH/GAQ/17FgqEn2YcgigDbZM6Ru169TV8Y5Effq1HM8eXQcQrVKw7r0EbZzgifY+Rwv7nU6hM1NNpgqMmAYBDMEuDYwsDhm0u0BkTCQzQHhkE/HUOb6buLnjisiQruNoekcRxpmMj5azzD4c9jZYYM9GHjowjbHZgYDAIKz2AJ8I5NJc0FNKumb17tZMtPr+czv8Z9EzErTpNZs6dgxkhdeeAGPP/74aZ/PhZeOkWhpnUDDyfMNGK1NxvSZES6PSS5C9FswmjxxJsCbZF+FzF3iSvPxH826Ni80NjcYC9irgYTJOer5h0G5q0AoAjgWRHMdRserUgcvNArp+tNtaXPDJADhcbgPRRYBtMmeITWbbLJbLf+xTMYji6QFL7M1eYI9nrVNxIFc3mc7uy4b8XJp1HTFomyy63Wv9a/LU9qsR5oIhQRXa3vm+m7mdo+rYOtlozFayjOO1hOCP++GxwHn53L9fKvFC5JSMolFSv6cFRM7mxVcWHOXM+oqDtNoTObNFfnkbjdNHlX3oo+452Ik2mhraWmdqvoNGNWbHlavChImE0aSixD9Ooztr0G4Fsc+4jnIuUdA+StAJDl5LGfA6Lz2DoxulYklwuDj5S5D5i7z66TDmezWlr/oGE0BBBgDdmNk9yAACDM8LLs5FFkE0CZ7RkTk1anv+qZYCJ5MLy5wXrrZBG7cpAlaRCzG5jqf9+MKvR7hzjqNRE8Mgxche11gfZNNmZS8AJnLqYZDMaSHXMSpp5pAK4rIOLZO5abTab72ZhO4dXuUA27bjO7rdNh0u9KP1+Q9rvRcQYxETe6G1LReZcjH4zDp9Gw0TWpdDN1f9Y5aWlqzJ6sDo34bRu2mh/EjyMQ8k0QGTZi7Xwe8ZUQZz0MuvgaUu8IT6SnHEq1tNreDJkSnBBgmZGoJlCpC5i9zeQ0RU0uaG369ejgGMiLe8qPkGndyISLJYf76UGQRQJvsGZHrEioVYLc0Wqc+VwDmFwjWQKBUYjMVNNiRiB8RSST4OygloVbzuc5KRDzFbjeBa9fYPAKcMS4uApfWgFxeIJ26mKYsyIUe/5zG2dWOw+b0leujuXYpCb0+G+xel2vo1cJjyiO2FIvi3PjSe+mgmwlFl7lINfdasyFttrW0tO6OFGGk+gpEpwy4NmQ8D4okAasDs/Ly8F9rLpV5DJRdm56J7je52KbfYMPd3uV2yPQSk0mya6DEvLf8WGN8YLDlMRyDsDowrC7XuDsDNuXhzOHJIsAeJjsHmVnRJvscZdu89Fgu++YwHAbm5wjRGNBuCbz0khgxU5GIP8FWBhvgBbhKFahUeBIrJaHf91NDnQ5HI1TcJJ0CrlwBLl/i5seLFg8B+Cal1fIz2EGDHQ77uel0iiMVjQawuTVeSENwXDbdrSZn1oPZ+HweWFsF8nlxV/nSioHdmHKtalqfHebNL973Ums2pM22lpbW+UoRRirXuEbdGUBG06BYFsLuwahXhwZFppfgFh8HMiuTmWgiNs6tLeZaOwOgveOb7GjKp5IIg0trGrchFDlEmKBwAsIdwOjWgF4Vwu6BEgUgnj88WQTQJntG1O/7derK/EajhJT3LShXxEi2OBxm05jP8WKb+nNHxHGScoWjEJZN6HZ4eS8c5gKZVotNNsDLknMF4IEHgOLixTXYzSYveI7Xv0ci/gQ7kSB0uwKNBnDnzijODwBM058Od7q+wQ6H+TNaWwMWFnjSfzcZ2M2mVzIzlssfv5m4iN9LrdmTNttaWlrnI0UYqVxjwojVBZlRyEgKwu5B9Jv8D5thQGbW4C69DkgtTD9Op8xxEafPqIduxUMXLIFCETbJmRVuibT7vPzYrfLLhQBFkhCuDaNXAbpcQkPJOVBinl9/GLIIoE32jKjdZpNdb/iPmSYhEuEoQKXiG6Zh9CE/aaZsm6fYpRJPO7tetni48JdjM9possFeXgLm54HlJTGsVL9I2s90qkl/LgfEYoR2W6BaBW7cHL1hMQwgEuEcdrUONGq8YKy+VigAVy4BKyvirvKlFQO73uCbiSAaQl1rNjt606WldVqaWbP9qU99Cs899xxeeOEFvPTSS7BtG7/6q7+K9773vYc+xo/+6I/i2Wef3fc5//bf/lv8wA/8wPD33/md34mNjY2pz33yySfxB3/wB4d+fy0tLfiEkcorXK8+aPGyomFCuH0IpwshTMAMQeYuwy2+DkhM2SiXDpNF2jtcMiNdoF/nfzWTc4AR5kx19hLHPVwbonaLn68OEUlCSMnUkW6FJ+KJOVDhAVAkeTiyCKBN9gyIiM3TbsnnGw8GNKzuBsSwBlzFAfJ5RccY/f6224SdXcLGJtBp+xPZTBpYWuL/3fcyx7ksT6/TKaC4xASTiyTVbKhMZ9Bgq+IVxhnyVJ/JLWIiXhGP8zJorQaUKqPHURGRS2tAOm2c16VNaDAYLckJKh73FxyDsSEtrbPQzJrt3/zN38TGxgby+TwWFxf3NMD76T3veQ+efPLJiccdx8Fv//ZvwzAMvO1tb5v4ejqdxo//+I9PPL66unrkc9DSuq/Vb8CoXGfCSL8OcmyQN/cShoAQIeZn5y5DFh/jnPS4XIuXGTu73NpIBFhtBvHGchwbiaYgs5fZ6JJkukhz0295DMdBEBxb6VYYHRjPgwoP+kuPB5FFAG2yZ0BSEqoeWaTf50bGTofvjxIJH72m+M753PS8reMQtrcJt+4A1YpPKYlGgfk5hXHj95CSSSIAP15c5Dz2RZEq5KnXJ6e6sViwJp1zyxubk8U9kQgb7IEFVMrAtVdGFwjTaTbXVy4DmczdM9j9Pg0XHEcz5PznQ13r3SzC0br/NLNm+1d+5Vdw5coVrK6u4nd+53fw0Y9+9MjH2GsK/ld/9VcgInz7t387isXixNczmQw+8pGPHPn9tLS0PFkdGLVbXIXeqYCsDptswwCMMIQRAkVTcLOXIBdeDcQyk8ewexwV6ZaHWD5yLQhyGdsnDFAo5jO2idgEN9YhXK9+3YyChAHRLsHsliDsPiiWgVt4EEgV2SRPQwdOnIs22XdbjkMoV4BSiZnHrTaTLdQ0NhQSw4bCfJ4N9jjVgohQKhFu3eaFvmBrYzbD1ezFRQFhEjptoN0WEIKNez7PJvuiTEFVpXy9znXnI4U8gWZDgA327TuT5jQe54iIlFxj/8r1UcZ0MgmsrQCXLwOFwt0z2N2ufzMxwcD2inAuKm5R697QzJrtt7/97Wd27D/6oz8CALzvfe87s/fQ0rov5QwgGndglK/BaO+A+g2eNJsRkBGCCMdAsRzc7Brk3EPTJ9lWB0ZzE6Lnly2QMDhGYoQBwceizCovLwrBNJLGHY6FgJsfYUYgWtswOiUI1wZFEnALD4Bylw5HFgH2NtnZ1cOZdK0TazAglErA9g6h0fSX93JZjniEQmJkgj2OZHMcQr1OWN8A1tc5IqIUiQAryzyRLRS4Xn17B+h0+BhCAIU8t0pehEmoZflT3YnqcG+qm80QXJcXHK/fmFxwTKWAcJgNdqXKRJdOmwtnBNioLy+xwZ6fF3eF0EHEP81oNCYr4YXgKfssFOFoaSnNrNk+K21vb+OZZ57BwsIC/u7f/btTn2NZFj75yU9id3cXqVQKr3vd6/CGN7zhfE9US+siSToQjQ2IysswGryMSMpkh+MQ0TQQz8PNrEDmrkyPbPTqTBYZ+NV+FIoz69q1eJIthE8YMUKA3YVRX4fo1/n5EKBQGEZrl+vZpQMKReHmr4DmHj4cWQTQJnsG1O0SNjcJd9aZa93r+fzrdArIZATy+emlIr0eG/NymbC1xQuNKnMcMjlrfeUSsLwsYJo8Eb1xE8OMt2EAc3NceDPr09DBwJ/qdjqjX1PV4Zk0wbLYYF97ZXLBMZUihENsqGs1xhw2WxwTEQJIJnjR8fIlJoncjZbE/RorDWO0El4zsLVmTfed2f7jP/5jSCnxnve8B6HQ9MsvlUr4+Z//+ZHHXve61+Hf/bt/h8uXL5/HaWppXQwpwkjpJRjV67x4SC7HNyJJIF4AJQqQqSXI3BrHPUZeTxC9KkRzy69FB0DxHH+t34BQjyUXQJlVLrNxLYjqDTbU6usiBKOzA6NThiAJmGG4uSughVexyT6ILAJokz0DqtUkXrkObG2x+SVwnGFlmYtPFCEjOLFUZSSNJtBocLNjo+nHIiIRNs+XL/EUOxIxhtnvnR1/umuaTBdZXJjtiehgwNXh9fpk9ENVh6fThF5PoN4AtrcnFxzTaTbYrovhsZotjmEYBhvsTIYXHRcWBJLJ8/88pGRailpyHL+GYCX83SrC0dI6jO4rs01E+OQnPwlg7wjJe9/7XrzlLW/Bo48+ikQigZs3b+L3fu/38KlPfQo/8RM/gT/7sz9DKrV3RjObzcIwzie7ls9PITZoaZ2DiAjolOFufwPY+jrQ2gIRQcTjQCQBpJcg0gsQyQWI/GWI5Nzo66ULtHdBjU3A6QMxA4hnfdRfp8y0kXAKIp4HClcgIkl+XWMD1N4EDBdIp3jdslUCWrsAiH9enr8MsfJ6iHTxUBgvsntAfR3UKQEGAekURLwA5C9B6Ez2mcu2JW7clLh2zUW5ItlhC2CxKHD5konVVQOFvDEyUbVsQqNOqNclmi3iCW9dot4guC6QTAgUFwVWVgxcWjORzTL/2nUJpbLE9raEZbERTySApaKBxUVjZqei3S6hVpOo1QndLgew1RJoKiVQyAskUwKdNqFWJ2xskl8ik+DrzGR4km9ZhEaDMYeNhkSrTVxfnxPIZASWlgwsLpjI588/JsK0FL7WRpOGBjuR8CrdcwZyeYFM+u5EWO41aR9xPrqvzPbnPvc5rK+v48knn8SVK1emPufDH/7wyO9f85rX4Nd+7dcAMI7wqaeewk/+5E/u+R6NRmPPr52m8vk8arXawU/U0jpt9Rswdr4Fc/cFiNY2b16ZYUbnJVd5Ah3NgFKroHgBsARgeX9WXZupIq0dvybdCHnZaxNi5xZj/QBQOMHLj9Es0B5AdNa5Xl193bUgenUY3QofWwjI7Brc4uuB1Dzggsd1++mgSXbXBrr679lZyHW5/vzmLeDOup+7FQIoLgBXHwSWFsUwxtHpMP+60RidWnd7/Fi/z4ZMTWQXFgTm5zgGQsSRknKFKSaKohEOA4uLTB8xTYFWa8qJ3kXtt/incsnRCKHTEbh+Y/qCYypJ3Ok0AG7fFuj1uB2y2QJAQDLl4/7m5gQKeZ/ock7/nA1pKY0pOMJgoY5iYJM8v3O7l3Uv+ohZvXm4r8z2SRYjf/iHfxif+tSn8Pzzz+9rtrW07llZHRg734C59WWI9g6j94wQZCwDyl0BkgugSIIXF8dZ1c6AySKdEkc84NWkp5dBZpgXIlWMxIx49epzfr16Yx3C7gFEILsH0W/AHDT49wAouwZ35Y1AYm7yvKdJx0XuilQsoFQm3LkDVKuA6xmreJyxcQ89CKRS/NNB1+XlxmaTzaEy5KpOfDAAQmE2irGYQCrFxjmX81F/jsPV7aWSH0OIRIClIueQZ2062u36EZHg8qJhsMHOZgihEC9xcgRm9PxTKTbYBKDfF6hUBWybYzbNFsFxOPO+VOTn5vMCcwWce0yEp+vTaSlBHOFFob9oae2n+8ZsNxoN/K//9b+QyWTwrne968ivV3dL3fHRgZbWvS67D7HzdYQ2n4No7bLJFgZkvAAqPAAk5kGhKCi7CkrMj5psu8t57G7FN7XhBCizDDKjMJobMPo8oiLDBGVWQKki16tbHRj127wwSRIYtCAGTRhWFyDJy5LZVbjLbwSS84e8lh7zt4Pno032mUpKNsa1Ok+m1fIdEU+WFxaBB64Aq6sCpik8+ggvOLbbo1NO2ybYNpvmVArI5cQQy7cwD8TjgZiJxa2SlapvsuNxxvfl87PTEkhE6HbZdI6TNRTKMJPhmEenI7C1PbngmE4DiTjHRjodgZ1dASkJvR4Nb1KSSc6ix2IC6TRXp2ez53uzobLmjcbkMmci7hns3MUgv2hpHUX3jdn+sz/7MwwGA7zvfe9DNBo98uu/+tWvAtDFNlr3kZwBjO2vwdh4jhcfpQsS4DKYuYeA5DxPoTMrXG0eNC+DFozm1pASAgAUTXN5TDgB0VyH2Snz48BovbozgGisczxEOkCvDlgdCGcAQS7IMEDDOvfFw12LNtnnqiE5osYGstMh1Go8wVR16YuLwJUrAtkModsV2N4Bmk0aEkGUQiEeeVo2Z5TV4mIizsuM+fzoctxgQNjZYZMdzCwvFTEzleoKXacwfUGDzcuLTBAhAlptgY3NyQXHbBaIxwguAa0mm3CAbzJansGORjGMhcRiPMkPxkTOQ92u3+I4/r1Npfwlx1mnvmhpnUT3hNmuVquo1WrI5/MoFApTn3OYCMkrr7yClZUVxOPxicd//dd/HQDw9//+3z+ls9bSmlHZPRg7X4ex+TyMTgVwvdbHxByzsRNzIDPMcZHkPE+hAa/TWuH7fMgvxfNc/hKK8pS78vKwpEYmCqDMGjOvpQNRv810E2cA0auBrDaElIzwM8KQmWXI4mPe9PsQ/zhrk31uUgZSRSBs2zPZdcC22FitrXoZ6XkAxCi6O3fESBOhEDyFjUYJtgV0umw0DcFAmVyOoyLjDY69HmFnl9F1ymSnU8zIzmTuvpHbD12nzHMiQZAuG+w762KiwTGb5Yy2bXOFerXK1+W6HBNxXB+DFw77U//zjIkEJ/X1xmgURggvupLja5ll4ouW1mlqZs32U089heeeew4A8NJLLw0fe/bZZwEAb3nLW/D+978fAPCHf/iH+PjHP44Pf/jDU5sfX3jhBXzrW9/CY489hte+9rV7vuef//mf4/d+7/fwxBNPDE33zZs38Td/8zewbRv/5J/8EzzxxBOnfalaWrOhfgtG+Vswtr4Ko1MCHIujGok8aO5hxviFvJx1ajFgsiWb2eYWhMNbXPy6eeZhh6IQ7RJE6UV/KXKiXn2bTbHVhuhWAbsDEGBIh1si00uQC68CpZcPifDTJvu8pKbWakKrMHzNFhvEQoGn0KkUT1qtgcDNm6MZXUXVSKd4mluvC1QqvhGLRtmgzxUmGcrdLmF7m99fKZNRmeS7a+aIeMqsjGfwpsI0VW04EzeaAfOsFPeaHiNhwsDjZJf6Ynjsfp+PScQ3KKEQN15mMjzBPq+YiLqRaHhLjtOiMKrFcVZpL1paZ6mZNdvPPfcc/uRP/mTkseeffx7PP//88PfKbB+kwy5GvvWtb8Urr7yCb37zm/jiF7+Ifr+PfD6Pb//2b8eP/MiP4B3veMcRr0JLa8alONeVazB2X4TR3gHsHjcwxvOg/AOglIqLLIOSAV61dD2yyLZPCDFMUHIRlC5yeUy3CqP8EoTD462RenWAzXBjHaJbhehWGAMIwZPsSBJuYhlUeJD52mb44OvRJvtcpJb4arXRpcVOh81fLMZcbMsGImE2XO22GGk1jMW44Y+nsIRqbTSPrCrU5+c5VjEe/2i1CNs7GCGI5HJssu/mUp3KqCuDHYx/hEK84BiJ8OfUbPECY1CpFGe0wyGg1xOoVgHL8p/jOGzOpeSbGZVTj8f5xiafO5+YSPA6G83JG4lMRhXqaAa2lpYgCs4XtE6q88Lo3IvIHq1zlHSYDFK7BaN6A0ZrCxh02GTH0qDsJVBqERSKgdJLHNtQJtu1INq7HPeQ7CTIDHPuOrXIzY6DFi83qvr0YezEy3YPWjBqtyDa22yybYsdGbmgaJqn6JkVyOylQ9aqa5N91ur3eYJdq49i6KRk8+c4vPDY7XJ0IBJh46iMlooQZDPetDbCRrlUBppNf9IdDnMBzfzcdNPYaJBXqY7hce92pbqirCh8XdBgh8NcIBMKAa5nsKctOGYyBENwbGY8ZgLwxF8ti6rP1DTZYM8VzucGw3X962w2J28kct70Op2ePcqL1qTuRR+h0X9aWlp3X3afDW5zC6K1CbN+B7C7IGEC8RxPr9NLoHA8YLJDgdduMS7Pc0ZDM66y23YfRvUGRI//D5yEEahXNzkPXr8FUbvFcRHXBhkms3OVyU4W/IjJgdejTfZZajDwDXZwuc0wvEy1zYa51wM6Xe4hyuXYLBuGQDjs0TSy/oTTcZh3XS6Pxg3SKWB+gQ3b+BSbiFCvc9tjd0Yq1fcznnyjwebZcYBGY/qCo1qCbLcFNseWIA3Da3iUqjadM9jDmEiBb1zO2tRyyQxf5zQGtlpwTKVmY/lUS2sWpc22ltb9oH4TRnsbolMB2rswGrchrC7ICAGRNBfRZFcYy5de5hiIMtlWB6K1xVEP73AUSTJZJJ7nf/1dG6J5myfe2KNevXIDRuklGL0qyHVAZhjC8Ex+PAeKpEciJvtqmsmO5yAz2mSfVJblR0SCpFNl8kImNw/euo2R2Eghr0plBDJZNoKJhG/A2m1CucKm2Z/Q8lR2fn76VFpKNvs7u/403TR56r24eP4Ldo7jGew6Z9LHjWcqyYg+ywJqtekLjukU/ySg0eQlyPEpeCxGkJJ/OjAIxEdUTKSQP/vrHjKwG4xfDF5HNBpkYGuDraV1GGmzraV1r4okG+TWNoTV5vx0/RaEl8mmUIyXH7OXQNG0P8lW2eh+g8ki/aZ/yFiWTXYsww9I11tu3PLLamI5yNwaEE7w16s3YOx8A0av6vGxTVAkDkSzoFgWFI6NRkz2kzbZZyLbpiHnOZirVtGPZIIX4G7eAioV33wlk8DKCrC4IIb562D0w3G4JbJcGZ2MJxIeti83Pc8rJfO4d3b96bdp8hR7YeF8l+z2m+xGo2yODcHGuFqbvuCYShJsW6DeAG7eEhMmPZ3iD7TXZ8qI0nnGRAYDv61yGgM767U4BlnmWlpah5M221pa95pUJXp7F8KxgEGTYxuKFAIBiqRAuSugWIZNdnqZTTYRG9nWtp+3BkCJOY6CKENLBNEt83KjWo6MJDljHcvw1+u3YGx9zTPZxHzscBKIZYFoxiuxWQallg4mjGiTfepyHM9g1yYb/FIpQiwKSAK2t4CvbWNkcXF+DrhyhU12KjUZZeh22WDXan68wjB4Kjs/v7dxVBGTUsl/v/FK9fOQqg+v19lgj052CaqqYTAQaDQmFxyzWb5B6fXYYO/siInpcDbLOe5eT6BW9w34ecZEej2/xbE7xsBOJv0JtmZga2mdTNpsa2ndK7J7nMdWmWqrDdHYBOwOhJSAOwDCSci5h3minVoCZZaZGkKSzXlryyeHCMFRkPQyEAoUQfXqMBp3uD4dXr167hIoXmCnUL8Nc+trMLqqtEawuY5lgGjaK7FZ9EpsIgdfkzbZpyY1pa3VJ01kLEYIhwEBNt+3b7MJU3XqySRw6RJw9TKQzRoTx5aSzXu5ggnqyPwcm8e9JtKzUKlu2/5nMxmd4Pw0BBvspv/DHr9GPQvEojRccNzYGD1nNR2OxQjdnkCtJkYy6+cVE1EkmUZjdNFV/RRDLTmeZ/GNlta9Lm22tbQuunp1GO0dCK/2HHYP6FYg+k02zlYLCMVAc49CphjLR+kVzlJLB6K5wUZ7iO8L+WSRIG7P6rDJ9mIlI/XqEEBzA+bWV7htEt4EPZ4FxXMQIS6Konj+cIQRbbJPTWqRr1abzBmHQjRcuhsMBFotNszNJgABJBM83bx6FSguiqmT5cGAUC5zY6PCvwnBhm1hHkin9zZtlkUoldigK5Mdi3GleqFw9nlgy6Ihoi94gwCwwTa9e4qBJUbKWdSCo2Jgt1oC5RLQ7Y2er5oOp1PcklmpYtj0CDDBQ5XOnFVMhIi55yoKM87ATqd9g60Z2FpaZyNttrW0LqJI8gS7vTOcMMO1QFYHRrcKMWgBgwZghEGFhyDTRY80wk2OcCyvrXHXz1qbEY8ssjAa6wjWp8ObeKeKw4IZ0diEsfNVGO0Sfx0AxedAiRyEGeGFyWCJzX7SJvtUJCWhoQx2M2iwefkuZAIkAMfh9sbBgFCtESyLDfbKCpvd4qJAPj+dDtJosEkOTnkjEZ5iz83tP50dDLjtsVr1zy2RYHzfNBrJaWq/bHIkQvxHX7LBnrbgmM0ChiA0WwJbW0C/75+rEEDKM9iZDGEw8Az21vnGRFSx0F5lOpkMf87ptDbYWlrnIW22tbQukoaM612/jRHEOe12CWavAtGrsyHOXoHMrvDyoVeXDrsHUb3ORt07JGP+lkGJudEFRenw4mN7e7RePXsJEAZEawvGzjc4H04EGCbcxBwQy0EYJpvssRKbPaVN9omlSkZUREBNil2X4Dh8/yTA5koSAOLMbn/Aj88VODqQTvNkeVrFuW3z4mK5MjohzWTYZGcPMMrTKtVTKY6LnGWl+mBAwxr5IGEF4EIdIfh8guUxgL/gmM0QyKuXv3179HnKPCsEnm0D1Rrw0sujPO2zjom4LqHZ8lscx1GDOW/BUTOwtbTOX9psa2ldBFkdnmJ3Kz7jWi00trZhtLYhejwmlNlVyOwaKLvG6L1wDBi0mUTSqw8PSdE0ZHpp0gir/HZzM1CvnobMXQaMEJvs0ssQHS61ITMMmZgDxXJDozVRYrOXtMk+kVRNdt1jYSuDZVmEgQWYBhut4IKbaRIEgL7lNxAKwUasuDg9ztBscVSk0fBNcijkl88ctEB3NyrV+30vIlIfX/7jeIgwAJKAbU9fcMxmCJYtUK8D129MFtGo6XDGA/PU68Ar10en5WcdE9kPRRgO8/eUcYMa0aeldTelzbaW1qyKCOjX2UgP/E5qCidBZgRG4zaM+h2IXgVwbc5j5x+AzF3yTHYc6NVg1K5DDPxAKsVzkOmV6ZGObpVz2eP16maECSX1W3w+rg0KxeCmloBYFoLXICdLbPaSZ7JVNGV4XtpkHyiVwVWTWsfhx3o9ZjMLwbSLVNI3WIk4kErzhLvd5slsyPQ51wtTimEch1Ct8hQ7uEiXSrHBzuUOnpC2WjzJDkZNzrJSvdv1MX1B1CARwTAAQzBhxZUC8IxpcMExnSL0+8Ir0BET8Qs1vebpMF/XnXW+CQnGRLJeTCRzBjERtcipUITjUZd8zqOhJLXB1tKaFWmzraU1a5Kul8fe9k0vAEoUQOEEjOoNmNXrMDolwOnzVDn/ACh/lfnWoThPiivXfGIIvJKZ9BKb8HHtVa9uRnj5srU9zIdTJAk3vQREMzwF5yDL4Qgj2mQfW50OF7yoJTfXJbQ7wKDP9zUJb5lRCOEbyAzTL5otgVLJL1AJhZhZPT8/mdntdnmKXa2Nls/k82yyD2OSGw022Wrp8Cwr1RVdo17HyBKjlGywBQAIgEjAJf96VP46mSB0Oozo29gQUyvIczkMEYe9Hk/pqzVMxETmCvw5nXZMZDAYLZkJSkVduGRGm2strVmUNttaWrMix2JD29mFkPwvPhkmm+RICkbtBszbn4fR3gGsLpvUhVeD5h5kwkcoBtEpQbRegnA5UEvCYBOcWmL6yLjsHk+yvXgJP5+fKzolGN0an4/VBkXTcJMLPBGX0l+sjOchs2vTTXzgfbTJPrqUkazVvGjIgGMKvT4vOaZSQGaBDXYk4mWHM/y4bQO7JWB9w1/Oi0Z90kdw4uq6/D7l8mimOR5nokg+fzDjmogXD3e2RyvVedHy9FjNRIRuF8MSnmB23JX8E5ZAohpq8BtccIxFmSBSqwK3ppTMjFeQOw5n1StVGvl8QiG+iSicQUxkGINpTObM1Y1VLnv6Ny9aWlqnL222tbTutgZtnmIH69BDUeZgR9MQtZsI3fq/MJqbgNUGRTOg5ddBzj0Kmb/MEY/2Lht1lbE2wz6+z5jy19y1PORfya9XT8wBZhSiV+EJd6cM0a8DsRxk/iooFOdJNhEghEcYuQRE03tfmzbZR1avF1zmY3PX7bKBjcV82oVhCCSTGDY3KrPX6RBu3RrNRyeTXAwzTvro931sX7B8JpfjKfZh8tREHDc5y0p1IkKn49M1ggbbcdhOC8G/1E2EwOjUNxzmuMfODtBuT5bMjFeQE3EeulKlEaLLWcZEul2flDLBwE76Nwu6ZEZL62JJm20trbshIs5Tt7dH89RqaTGSgqjdgnnzGZj122yyIwnQwmsgF18Nmb8KmGEuoemU/KXJUJQz08l53gAbl3TZ2Afr1SMpUCgK0W/wRLxbZWZ3LAOaexhkhOBRs9lkH4YwYvcgmhswulX/2rTJ3lODAUdEanWg2WSDrSIi8TiQSnPkIxwWw3hIJuMbWUbxjUY3ADZmxcVR06wm0OUS0Ao8NxLh95ifOxwO7qwr1VU2XZlPFdkgIv7f3uFD5qjhVQuOuSz/vtEA1jemxy8UXzo4le71CNUqTcREEh5N5DRjIvvdRAjhMbBz/P0+y6IbLS2ts5U221pa5ynpeFGPHT/qAYCS81wOE46zSb3xDC829puAGYWcexhy8TWQcw952L3tUYJHJAmZXmYDPG0piojft7nhl9eYYZARgbC7MAYtrnXv1UGxNKjwAK88CuVpxOEII9pkH1qK91yrEipVoNMFuh1g4LGu02lgeYljArkskMnydDNoLKVkU7gbmCqrfPTiIpNGlCyLq9ArldHq9WyGTXY6fbiFOtcllMpnU6lOxPjCcT60lExXUZceifjnGlxwzGZ4Ql9vADduHj5+4Th8s1Op4sxjIsNr9BB9QUNvmn7JTCajGdhaWveKtNnW0joP2X0vj13yJ8pGyMtTLwJGGKK9C+PGZ2GUX+LJshmGzF2GLD4GOf8oAMBobvpNkQAolmGTHcvu/d69GozGur8sSRJkhCEcC4awudZ90GLKSe4yyMM0DE32YQgj2mQfSrbtmboKG9Z2h82d67IRzGbVYqNAJqsWHCcNl+OwcQ4aXtNk07ww71dtK2NXLgONpk+uCIcZ2zdXOHwkwXG47XF3rFK9uMjHOm6cQvHBlcEO8sEHA89gCyAW9Q12cMExk+bFyHoDuPbKKIUEYOzdtPiFHxPBmcdEXHfUYI8zsIOUk5PcrGhpac2mtNnW0jpLDVowWlujfOtwnPPUKurRq8PY/BLM3W9AdGuAEJDpJcji6yAXXw2Q5CVGRQqBRyZJL+9vZMfr1Z0+hDC5cIZcwB0AVg8IRdhMe0uZEAaEt1hGqQXGCO5FGNEm+0A5Di+6be9wzKPbYUNI8AkW2SxQKAhkM/u3+k2rN49EOLYxV/Bfp8x4pTJK6EingPmFo7U02jZhd/d0K9Wl9PjQY+bTdgiWd76GwTcg6rYvuOCYShJ6PUb0bW6OXuNB8QuOiUzSRFRMpFA4nYmy4/glQ63WqMEOh0eXMHXJjJbWvS1ttrW0TlskedmxvTM0yABAsSxkqgjEc/yA1YGx9TWYW1+C6PACoUwUIIuPQxYfgyCXcXwO5wNICC9ussxFNXspWK9OBFgcVhXhBGCYIOkAHlJQJPJssklyZESV0sRzvPy4F2FEm+x95TiEWp2wuekt5HV8YxeLAnPeBHpujg32QUzkXo8NbzXQvBiPcz46n/fNWrvNJrteH8X2zRV46n0UcsXUSvU4UFw6XqW6ajis13mSrMznYMA18RCcv04mAWWwgwuO8TiGGe7bt8VIvtkweMLNNemTZvm8YiKOQ8MbiNZYyUwk4mMENQNbS+v+kjbbWlqnJdfmmEh7x89FCwFKzIPSRSCc4Oc5A4jdbyJ051mITgkgFxTLQRYfg7v0OIR0YTRu+8cwTJ8ssh/DWjrcxtjegXAdoN8ApAvEs4AZARENnZoIx/l/e5EW4S1TUiTJTZF7EUbsrkcX0SZ7XK5LKFcIGxvA9g4j+oLIvYV5YGkZWJgTyGQOF9+YVgqTTnE+OpsV/vuWmSoSbEpMJNhg53NHiyacZqX6sOGw4Uc1iAj9vr8MGInwJFoZ7OCCYziMYQwmmOEG+CYik/EM9pT4RTAmEmy+DMZEDqqXP4wsy2Ng1/mmKkg5icWClBNtrrW07ldps62ldVLZPSZ8dMojVeqUWgQlFwEzzM+TDkTpZZh3/i+M5hab7EgKcuE1cJdf75nsdZ+xbYZB6SU+xn5tjMF6dacP9GqAYwGJAhCOg4QJmCHG/REBIsTTbQiOlAimmMjsJX7N1GvUJnuapCRs7xA21oGtndG8cCTCU+e1FWB+Xhw6jzvkVe/4U1ghfLJIMsnH6PU4912rjWL78jmOlRzV3HW7hO0dNo1KmQy/Zzp9+GM5zmjDoZT8OfV6gGXztcRj/s3C+IKjYXD1+ObW6AQc8EtmVLZ9Wvxiz5hIwi+dOWlMZDBgPGOjMVrPrt5HTbA1A1tLSwvQZltL6/jqN7i6PLiwGE6A0kVmViv0HkmI2k2Yt/4PjNptNtmhGOT845DLrweIYLQ2A/i+GCizPHqMPSS6FYj6HQirzcg+p89Z8OQCyIyAwgkIq+s3UXpGXnjsbTb0Kzw1nzbh0yZ7QrYtsb3NOLntnVFcWzjMRndtBSgWBeLxw09OXZdN4m7JzyCPl8JIyVi6cmUUZReLMQnkOHnjqZXqWWBp6fCGXcUn6nW/Qtx1CZ0u4Nj8xzgR928Uxhccibzq8ztstIPxi3DYy19neao/7fNU1fLV2mhMJBzmmEg+f/LJ8l5V8ABP49VNgGZga2lpjUubbS2to4ikV6W+M6R7AJ4BTS0BsUzguQTR2oJ547Mwqq8A0gHMCNzCw5Arb4IgcOW6eno05ZFFcnuj9ZT6TV5+7JSBXhXC6nLTZKoIiiRBsSzEoAWjX/dO2zPZQgDCOJgwMtVk5yEzK/elyR4MJDY3gfVNYHcHcALT1miEIxara0BxUQxJIIeVonyUyn5MIhTi2IniVQ8GhI1N5lqr56hp9/w8kDnC5Fmp2eRJdrBSPZ9nYx9EBu4l22bzWavzMYh4wbHT5s/HEGxCI+nJBcd0iq+j0WREnzLoSpEIT+hzOb9kZlzMFudMeZC0oj6XOY8mctyYSLCpst7YYwnTux7NwNbS0tpP2mxraR1GrsVti8GWRmF4C4tLkwuL3QpC1z8Lo/wtwLUAYULmrsJdegNEKAwjSCeJ5SAzy/s3MSrZPRj1OxDNdV7CtHugxBxobpkNf3wOYtCA0driYw8JI4AQ5sGEEW2yAaiyEcLWNrCxwZlhNzBtjcWAlWXg0hqwuCiORZMYDAi7JSaGqEmuQulxnTrHFMoVGpk6RyI8xZ6bO7rJO2mlejCfrApxBgMuZnEcvklIpXz0YHDBMZEQsCwms+xsT+abx5+7l7pdf4odzHCfRkyEiNBqY3iNwRjKQUuYWlpaWntJm20trf1kddhgdyujeez0Epe7jFeh91swbv0fmNtf9SgiBmR6GbL4OiCSgOH0AWvgF9mkl/zFyf3kWhCNDRjVV/hcnAEoloObWRlmw0W/DqN+k8+TJIgkVC4bOIAwok02o9rawPY2YWOTzZbr36sgleKSmUtrnME+7sS02+XYRr3um81Egs1uLscGUuH9ghGVTIZN9nGW+varVF9YwL7TeFW+U69zPlktOLY7vH8bifKUVxn/4IJjNCqG+eY763TsfPMwJlIdXQJVMZFC4XDT+GkKcr4bzcklzGDcRTOwtbS0jiNttrW0xkUE9Osw2jtDRjXApA5KL4HihcmYh92Hcfv/wtx4DsLm0Cgl5uAuPg5EU8y1dvreNHyBTXYoevC5SJdNdulFJp1IGxRNwy2sgrJroFSRTXblZV6sJALIAUH4uez9CCP3uckeDHhSu71L2N7mOIMyW4bBJmtlGVhbBfL54xtsgGMbOzujFemZDJNFMmmBVotw4+YoOSMU8rF9x8kCc8Z7NFtummywF/epVFcGuV7nDLRacGx3GGATiylaiJhYcAyHxXBJsd6gY+ebzzIm4rqjlJSjLmFqaWlpHUXabGtpKUnXz2MrtjUAxPOcpY6mJl/j2hAbX0To9ucgBi1+TTQDufAqUGKOYWbkcltkujhKJ9lPXt7b2H4BorMLIV1QOA43d5mr1FOLEIMmm3BV++6hAoUZhsABhJH71GQTEdptNli7Jcbltdp+XCASYRO3vAysrjDq7iRmi4j5zju7/lKdykYvLvD7VavA+joNJ84Ac5gX5nnie5z3Zwwh17gHK9UXFniaPc1k9/sc8ajXeXqsFhy7nsFOJP3inGkT306HYzH1Ok3km1MpzmAfJt98VjGRaZQUJZUnVyUzmoGtpaV1mtJmW0vLsbwq9V0fu2eYw4XDqRNo6UJsfxWhm89A9Gr8mlAMsvAQKL0CYZpseE2vnTE5vz++L6jWDsytL/M5EYHMCNz8ZdDCq/g4Vocr3VWjpGtDgCCMMCAEG/vM6nTCyH1oshXrudEEymU2XK02T3oFOCucz/EEe7EoPPzcycyWMrul0uhEea7Ahtd1OQderY2Wz+TzbIaPS844aqV6r0fDBcBez19w7HhEj1SSz9c0xcSCI8CLkZtbQKNBU0tm1PMPMseqxv60YyLDjHnDX+JUikaDDGxtsLW0tM5O2mxr3b+yOhCtLV409B6iUNSrUl+Ybo6JIHa/hdCNp7mQBgQSJmTuCih/BSIUZZMdTjC+b1rkZC+1d9lkN7f4fAwTMncJsvhaUGIecPqc2faWK3mSTRDC5GZIYXDMJb00mSW/z0x2r0doNHmCXa9zc2G7zUQJ0wSSCTafS0Vgfk4gmz2dPK5t83S3XPbNrpoo5/OEdkvgxs1RPF08zgb7JIt9+1WqBxsmAZ4cqwx2v+8vOHa6bJJVgY1piomlRSn5JwN37uxTMpPl/x70earK9vGYiGHw648bExnPmAeVUNeTO37GW0tLS+uo0mZb6/4SEdCrwWhvQwz88CxF05Dppf2xe9UbCL/yvyGaG/ACJpCpFdDcQ0A0ySY7mubIiapkP4zauzC3vgKjucm/FwIydwXu0uNAYo6XI+s3mYYCcCENuYAwIYywt2zpEUZCY4SR+8RkKxPYaHpFI13+fbsF9AeM50um2HzOzwOFvDjUxPWw6vf9OnU1qY7FOI+diBOqVYFvfUuMlM/kcmyyU6njn8M0okkiDhSLfHxlVDsdnmDX6vwateDY6/LNQCrFk33TFBMLjq7LC4S7JZ4SB/PNpukvOB4233wWMRE1oW80RifjAEdy1ARbM7C1tLTuhrTZ1ro/JB3OY7e2/YwzeImR0kv7G8/GOkLXn4ZRu8n4BemAEvOQxdcAsSwf66gGlgiivQtj+2swWpsAEQiAzF+GXHoD56ylC9Hc4Ek3SQ7OShuAAWFytIViOcjc2iTR5D4w2ZbFE+vmMBbCBrvV5oltIsGT0aUEm+t8nk3XaSLb2m022XW/1wipFLCwQCACKhWB27f994tE2OzPFU7GZu73edmyGqhUTyZ5Ip3NCg9dyFP9eoOfrxYcez2OUKRTfgZ7fMFRRW82NtloBw12OOxPh/cqmRnXWcREul1/iXNaRlwtOR6Ve66lpaV12tJmW+veljNgg90psWEFONOsqtTHJ8FBtXZh3vwszPKLgOsArgWKZSGLjwHJeZAQHmd7eZKzvZekyyZ75xsw2luAdPk4uUtwl98EJPJDIy6aGxCu7dXxWUwYUTGVSJKXH4MlOsA9bbKJ2DA2GjzB7nY5G91us4m0bTbY+RxHMzIZMZy6nqbhUpSMnd3RmEIuC+TyhH5fYH1dDBcThWDTvzDP09+TZIOnVaqn02yyUymOytxZJy8iwguOnTZP9+Mx70Zgng31+IKjaoFsNGjqAqFacEwmD3cN+8VEFE3kKJ+HWm5VGezxjHiwZEYzsLW0tGZJ2mxr3ZsatGC0toFeLZDHjnGmOTG3/7Jitwrz1t/C2Pk6U0nsPrc7rjwBpJZAZgiUXASli9OLYabJtSFaOxCVl2G0tiBcm5cws2twl98AJOf5eb06N0N67ZTk9CEgADMCIcTehJF71GSrCINacLRtLzLS4YiIlGyw5+c4IpBIcAzhLCIDUhKqNSZ8KHKIYQD5HCGeANotgVu3xNBUhsOcC58rnPxc2m022eOV6ouLBEkCtTo3Mfb63oJjh6e9iaRnxpf4HIILjkJwyUy1yhPw8ZKZWCy4QHj4898rJpL0aCZH+emCigepJc6TZMS1tLS07pa02da6d0TEhS/tnSGpAwAolvGq1LP7Lyv2GzDvPAtj6ysQVotNdigOWn0zKHfJX55MLU4uIO4lZ8BLmLWbzO22+yAjDJm9BFl8zCeGWB022R7Xm5wBE0bMCNerDwkjC4Aw/OPvZbKzq4cry5lBDQY+PaTdZkMtpYeh67IhVLlktcSXz7HJPotMruMwIrBU9jF6pskm2wgBjbpAxf/4kU5xVCSbPTnVZJzNzYxpQjIB9PsC128wcq/T4em+4zBBRNWcJxJiopVR5bzr9SklM3HPYOf2L5kZl23zjUi1ihGudjjMEZFC/vAxEdfleFCjgYmMeCjEUZejZMS1tLS07rZm1mx/6lOfwnPPPYcXXngBL730Emzbxq/+6q/ive9976GP8fnPfx4/9mM/tufX9zrejRs38Bu/8Rv43Oc+h16vh6tXr+IDH/gAPvjBD2o81CzKtTkm0t7h2AXA0YzEPE+fDzKd/RaMzedhbn4JolsDnC5ghiGLrwfNPQCKpLzGyPlRo7ufFOmkuQWjswsxaIPCMaaLzD8KSi/zdN2xIJrrMDplPm/XAkhyIY0R4utIL08SRuwujMbGEDsIXFyTrfLFih6izJqUhG6X4wJEQDzBbGohBKJRNtccGTmbv5ODAWP0KtVRjF4yyXnsak2MYPsKBZ6wn/R8hpXqO0FqCSESBSJh/oy2toC2Z7Kl5HjI/Dyb5VRKjCw4ArxAuL1NQ4Z2UOMLkYeVlEx8qVb5nE4SE1EZ8XodaI5FWMJhNtfBibyWlpbWRdLMmu3f/M3fxMbGBvL5PBYXF7GxsXHsYz355JN48sknJx5/zWteM/HYtWvX8IEPfAD9fh/vfve7sbi4iKeffhq/9Eu/hFdeeQX/6l/9q2Ofh9Ypy+5BtLchOhU/j22GOeKRWjg44mF1YGy/AHPjixCtHcDuAEYIcuG1oPmHQYkCxzD2I5SMq9/gmEi3yjcA/QYonPDLaDKrXGojHYj6HT5/Il66dG3ACEGEYnsTRu4Rk+04HA9RBlvFA1QuW7qABBCL+rSOSMQ32MflUB9G3S5PfmuB5cNolBCN8GS7VvPfO5Fgk5vPnTzGoApwtnc4piIlU0NCITawanrd6fj18cVFtQgqRhYc1XVsbHK+PFiYc9IFwm6XUKny53OSmIhtj5bMTDCws/6EXhtsLS2ti6yZNdu/8iu/gitXrmB1dRW/8zu/g49+9KPHPtaTTz6Jj3zkI4d67r/+1/8arVYLv/M7v4Pv+I7vAAD89E//NH7yJ38S//W//ld83/d9H970pjcd+1y0TkH9BozWDkS/PnyIwgluaEzMHTx9trswdr/F1er12zyFFibk3KOQi68GpZcY3ze+fLiXiCB6VaaGWG2IbgXoVkHRFCh3BZRZgcyuAeE4T61bO7z8KB0mjDgDkGFChON8uGmEkXvAZPf7Hvu6gZF8MBHBtpkOI102Wsq4RiJsuvJ5IJk8W8PVbDFZJJiLjkQIpglYlhgSLzinzSb7NM4pWKne7/O0utvjH3yETQ9n1+Xfp5LA8pKaRouRBUf1E4KdHTr1BcK9YiLqBmiucLjYyWAwWjITVDzun99Z3kxpaWlpnbdm1my//e1vP/f3vHHjBr7whS/grW9969BoA0AkEsFP//RP40d/9EfxiU98QpvtuyGSnMdu7UDYfiMIxXKQ6eIQwbev7C5E5TqMjS/CLF+DsNo8yS48AGfhNTx5PggDGJSqd29tQTgDoF+H6FZAkRRQeIDNcO4yEE3z87tVzmU7A3aadg9kGBDh+N6EkQtsstUiY9OjhwTxbETE41niiEYkAsBbZQ2FeKKZz519dTYRRyt2doLxCoJh8D2bZfnvHYtxTKRQOB3ahWqZ3Nric1BT63CYzfFgwJ9FOgWsrgam14E4BRH/hKDeYBOrMuUAR1vSaf4c0+mjn/NpxUSGNfCN0TIfgKfhKsJylIy4lpaW1kXSzJrt09TNmzfx+7//+xgMBigWi3jb296GYrE48bxnn30WAPCOd7xj4mtvectbkEgk8IUvfOHMz1crINfiMpfObiCPbXjIvSJPiw+S3YOo34ax/kWYpRd5Iu4tKbrFx0CLr+YM9bRa9qnnZDOar73D0+lBC6JbBUUSoPxV3zQrYsigDaNxe1iiQ04PggCE42yYzAgvYAbbJi+oybZtf7lxnM9sGIBpct7ZdQEiAQg2lLxwCOTy55PLdV2eJu/s+hNg1yUIwd8CKQUg1UIiT7Ez6dM5J8chbG0Rbt6Ch9pjkxwO8+cgBJvQ4iKQy00uOEpJ3vIgT7DHS2bU8zPHrJ0/C12hYAAAWA1JREFUjZjIeEulkhD+AqdmYGtpad0vui/M9qc//Wl8+tOfHv4+FArhQx/6EH72Z38Wpukj4G7evAkAuHLlysQxTNPE2toarl27BsdxEApN/+iy2SwM45BLdCdUPp8/l/e5GyKrAzS2QJ0SRy0SUcDMQGSWgHQRwgwffAy7B6rehrzzRWD9S6BulfPSCw9ArL4JxqU3Q2RXDnUsdTw0t0DtHYAkKCyBbpMBxoXXMAM7fwlIL7GJtntA9RaoVwEiAIkwBDmg5ByEYQBGGCK3xs/3/syQ1QFqd0DdCv/tTKcgEnNA/hLEjCL8Ol1Coy5RbxDabT94m0iwgYzFuObbsiYnr7mcwFzBQCYjzoUsYdmE3R2J3ZKE43BMhIhNoGn6JjISARbmDSwsGKdmCDtdiZdfdnH9uoNKldDtEhybEI8LLCzzZ5BOG5ifM5DLC+RzxnDa67qEep1Qq0k0mjQ02Oozzuf4NZn08T5HyyZUKhLlMqHX4+9hPM6fw9wcn9N+i5/MwCZUa4R6XQ5/ihEO8zGyWb6eXE6cqMxHS0vrdHUv+4hZ0j1ttguFAv75P//neOc734nV1VX0ej186Utfwkc/+lH8/u//PoQQ+Lmf+7nh89teiDCdTk89XjKZhJQSnU4H2ez02EKj0Zj6+Gkrn8+jVqsd/MSLJCKgX2dEXt8PzlIkyTSQeAEgATTb+xwEjNtrbMDY/irMzS9zhtoMQyYKkMXHIdee4LiIMA8+FuCTRbpVDjq4FmC1+fXRDIgMkJkDpZYANwRUSpzJbu9yUsK1ANdhU2+GQVYPlFriMhwZ8kabB0yyOxb/mgGpIhm13GiNnVYiAcSiBEkcG6hWfXNlGDxxzed5mc8wmEt91n9tBgPCzi5HIqTka+j1+HxiMX8CnE5z6Us2y9P1TgcTeLyjyLIIuyXCK9eBW7f48+j3+X3n57kiPZMB5uYmFxxbLcL6ur9AOF4yo/LNKmpD8mif41FiIv3+6IRavb7dHp3OK6kIi5qwq5uY8Zy2lpbW3dO96CNm9ebhnjbbjzzyCB555JHh7xOJBL77u78bb3jDG/D93//9+IM/+AP843/8jzE3N3cXz1IL0vXy2NtcIgNelkM8D5le8jPPB8mxIFobENsvILTxJYjODmBGQckFuMXHIK+83TPZh5ys9eow2tu+8ZcO4FggEEScIyIyOQ/KrDExhCREc5ONuVfrDmcAmCGISMJ7/hhh5ILERSxrNB4SNH6mydGPWJwnrp22QLU2ZrDTbLDPu3yk02GTrRoXez3CwOLoimpCDIXYWM7Pnw6nWy0Bbm4RXr4GlEtAz4vpp1LAQw8Cy8vA/PzogiPAMZxSiYYLhBOEjtzJaSwqJlKtjkZQDhMTUSVDymDvFWFJp3XJjJaWlpbSPW2299LCwgK+67u+C0899RS+8pWv4Du/8zsBAKlUCgDQarWmvq7T6UAIgWRyNn+cf+HkWJx77pQ4+wyVx15gU3zoDLXFJJCdbyC0+TxEa4snyPE5yOJr4Vz9NiC7erhjqWKc1vZwEZNIsushgogkeFodyzJhJJLkxztliMYdr15d8vKjMCAiSe/5Y4SRKSZbJgqgzMpMmGwiZlwresg4m5mjAUAiTrAdoNEQqG/75koIfznvvOuzifjGYHeXy2DUJN52eOqey/K5JJO88JjPn7wcZTAg1OpAqUTY2AA2t4F6jW8aIxHOX1+9Aly+LCZ40YMBoVxhgz4++U3EPQObOxm/ez+aiCqd2WtBccjAbkzm8MNh32CnUrpkRktLS2ua7kuzDfg/augF/uW5evUqAODWrVsTz3ddF+vr61hbW9szr611SFkdNrPdil+lbkb84pjDtjO6Fh9n5+swN78Mo7nhmew85MKr4Tz4TiC7crhjBckiLuciCAJkhiFcG0IQABMUTkDmLvn0k34DRv0OG3MikN3hevVwgn+0H0myKVfPn2GT7TiEVtunhwSX49TSXibDBtuyBGo1oFQaNVfKYB+lkvu0JCVzqndLbChVEyUET4+zUcGLmHk22SfFyynKxs4OoVTm8ptyheMWUe9mZHUFeORhYHlZjLwfv3Z6yUwy6dekn2TSrhYpq7XJmEguxyZ7r2VUx/EXHMcZ2CrCksv5Px3Q0tLS0tpb961r/MpXvgIAWF31J55PPPEEAOCZZ57BT/3UT408/7nnnkO328W73vWu8zvJe0kqj93aGlI5AICiKa5Sj+cPH+9wbW5m3P0GjO2vwWjc4UrzWA7uwqNwH/y7QO7y4Y8VJIsAXI0eSUDYfRjKeJthUHYNlJjn87S7bLL7HJIluwshJcdFhDFJGLE6MJqbM2eyVeRBVaMHTZVpsrnOZoBEgtDusMHe2hIjz0ulfIN9N5bfHIdjEaUSX0+rxRPtSITpJuEQV7qrKfZJbgJ6PUKtRtjaAcplznO32kDbSxrF45zDvrQGPPwQkMv5y9LnRejodHyaSHAKnUqxwc7t8ZMGy2Lz32iMctABzrWrGwDNwNbS0tI6mu4Js12tVlGr1ZDP51EoFIaPv/DCC3j88ccnnv+f//N/xuc//3lcvXoVr3vd64aPP/jgg3jiiSfw+c9/Hk8//fSQtW1ZFn7zN38TAPD+97//jK/mHpN0/Sp1hxEFBIASc0djWgPcutjYYJO98w0YjXUAxJGO/ANwHvgOYP6hwx3L7nvtkyVucARAoSgoloOwOjC8nDYZpl+XLgyvXn2DXwcmlAjpQoRjQDjERj2zAkoteqDm2TLZTI3AMH89vvQWi7G5zmQ4g91qCtTqwK3bowY7kWDjetLp60lkWVynXq6wCVblL+kMsFRkQ5nL8cKjaqE8jrpdpmxsbvL0utNhE9vvAZYNhExg7RJ/bpcvAaurAtGoGBI6Gg2gVh9dJFUxG2VgT/pTAMvyYyLB7+lBMZF+n4b56/FFUI7c8DlqBraWlpbW8SWIgv+Ezo6eeuopPPfccwCAl156CV//+tfx5je/eYjle8tb3jI0vh/72Mfw8Y9/HB/+8IdHmiK/8zu/E6FQCI8//jiKxSJ6vR6+8pWv4Bvf+AYymQx+93d/F69//etH3vfll1/GBz/4QfT7fXzv934vFhYW8PTTT+Pll1/Ghz70oQPr2s9rs3fmt4idQSCPzeM1MkyvSr04WkF+kKQD0ViHsfMtiMqLMOu3AemCohlQ/jKcK+8ALbzqcJPxcbIIvDKZxByE1YXollXXCihVZFNshvmmobXFsRWSTCRxBoAZBUIRkBBMGMkscwxmhky2ytwqekhw2qmqu7MZla3m59Tq/N/gImQi7i3o5e+ewQbYWO/uApWqR0VpAI7rl+DEYgLz87zsd9xJO0+HOX9drbKJl34PD6TLZjmd4SjG4oLA4iJnmFttDCfEQUKHIrGMEzqOKxUTqVRHox4HxUS6Xb/FsTcWYQnWuN/N77GWltbZa+Z9xDGkaSRH1HPPPYc/+ZM/GXns+eefx/PPPz/8/UFT5g984AN45pln8IUvfAH1eh2GYWBlZQU//uM/jn/4D/8hlpaWJl7zyCOP4BOf+AR+4zd+A08//TS63S6uXr2KX/zFX8SP/MiPnM7F3csatGC0toFezTezoRjnsRNz3Dl9WEmXy2h2vw5Rvckm27FAsSwotwp37a2QxccA8xB/jMfJIvCWHJPzEHaPmx3VhDue51KacIyXH9u7PM12bSaMWF3OcnuUlBEiidWB0bxx1012r0dDcz2+dBcKedNrb1HPMPh5m1uTZjwW8yMiJ1nQOw21WoTdElCpeDcPDSAcUXQOZnbPz7GRPWqOWFWdl0qE9U1eblRZaiH4RiMU4l+xGMdFQiGBhQVgfo4xgltbk1l3RegYp46cREeNiahlV9XiGGzyHE7YvXPUDGwtLS2t09fMTrYvqu7LyTYRRK/KU1/L/1k0xTKQqSIQyx0+jw2wya7dhLH7DYj6HV4otNqgRA4ytQy5+ibIpTewGT7ovMbJIvAiLKkihNVhE62y2tEUZPYyEGUqDXo1zmU7fSaMWG2PMJLyri9AJLnLk2zFPG54JnSCfR1nc835a36s1WLDNt5CGInw9PqkiLnTEBHHHHZ2COWyH3dIJjmPnUkLFAqcxz7qJFZFarZ3OCJSq/tG1DCAZILNaywOOLZP2giFgLk5QjQKtFpi4gYlFPLjF6dF6DgoJjJXGL1+Il52bXgZ8YkJuxdhOY0Ju5aW1sXUTPmIU5KebGvde5KOv1w4rFIXQzN7pDw2wJzqyiswd77Bx2xuQPTqoMQc3NwlyOJjkCtvPJi7rXLirW2fLBJECtpdGNXrPtM7FGPCSNz7S2p1YNRvQwz4Z/NktZkwEklBCGOUSGJ1YJRfvism27IIzRbTQxhx53/NMHhiqfLXkYgYGrA762zAghNYRZjI54Fk8u6bLym5Tn1zi0kfjQafbyYNXL4MzBU4KpLNHs3MEhGaLcLWFrC5yTcayoiqz6y4yL9cyUhDx/Gr5mMxwDSYwjJeMhNE4J0GoeOoMREpPQZ2/Xwm7FpaWlpah5M221pH13C5sMz5ZXgEj1QRlFoAzCPksQE2x+VrMHdfgOjVIZpbQK8Mis+Bio/BLTwAufIWIFnY/ziu5Zn/3VGySLoISi4CzgBG9ZUhDYXMMCizCkou8OTdGUA07sDoVvnrVtsjjCQBw2TCSHaN4zB299xNNhHHFRQ9pNsd/Xok4tNDUik2VCoesbNLExPOcNgvSZkVhJvj8AT79h1CpcI3EUKwiS0UgMVFjoocJdIiJaHZ9PjXW14Zi2eUDYM/r+UlYHmFqSC1ukC5zDcvrkuwLY6rEAGdjv++qmSGCR2n9/kdJSbiunxt9cZkBOgsJuxaWlpaWkeXNttah1e/CaO1DdGvDx+icJxNdnKe6RtHkXRglF7iuEi/xY2P7RIongcWHofMLMFdefPBrGy7D9He8sx/gCySXubzciwYtZtDY0xCeISRZc6QuzYvP7Z3+PV2j417OAFEwrzYmVnhab3dg1G5dm4mWzX2qQXHoFkG2CSr6XUw8tHtMqJunIJhml4GO783Y/luaDAgbG8Tbt5ik6laHufmgOUisFgUyOcOP5Fl5jZh3TPY7RYvOAIYsrZXloGVFSCb4en1bomn3YMB36DYNuezg5PqeNzPN59mxOYoMRHHIVQqdOgady0tLS2tuytttrX2F0kv97wzzD0DXiNiuuiXtRxFrg2j9C0Yu9+EsLpAtwLR3gHFc0DxNaB4Ae7yG0CFB/fPeu9FFkkvcyREOhD1O2yi4eW1g3XpJPn1zU0mprgWG20zAsSyo4QRZwCj8sq5mGxVxqLY1xPV6IF4SHChTXGca7XRJTgVIcjn+LWzNOHsdgm3bxNu3fHpJ9GIz6peWBCHjrW4LhNE7qwD29uji6Ehk/F3qyt87HRaQAiBfp8n3lvbHLFpt5k4ks/zZyaE8JYv2cSeJgIvGBNp+nu7w+9XMCbCmMOzrXHX0tLS0jobabOtNV2uDdHxIhnBPHZyHpRaAsLxox/TGUCUXoRZ+iaE3Qf6dTbZkQxo4VW8oFh8HHLh1ftTS/Yii6SXgVjGN9GtLR87GMtyzjqc8Bcn63c40y0dwOqADBPCu3lgwsgqT9+rZ0sXUVEPRQ8Zx7FFoz49JJUcNcv9Prcm1uqjE1HD8A12JjNbBhsA6nWJ69eB9U3/ehMJoFgErlwWmCscbnHPdQm7u2ywd3ZG2xhDIWC+AKyuAsvLQDI5WjBz67bExgab14GFYfFNIiGQTvkZ59NG4O0VE0mrmEiOJ/iDAdNX6nWaZGDH/RKcu02J0dLS0tLaX9psa43K7vIUuxuIZJhhLyqywMzpo8rqsskuv8jFNlYbor0LhOOguYdBZhRy8dWQxdftzd/ejyyiynGIeDGyse7fIEzUqzcZ82d1mDAyaPH0PJrhenVFGAFg1G9B9OrDUzhNk+04HA9R9JAJ9nXSp4eMT1MHA46HBPF0gE+ZyOfZYM/aEhwRYXuH8PI1YHfXv+ZMGrhyGVi7JA4VbbFtie1tYH2DDfYgEJMJhXi5cXWVc9ixmG+wiQilMuGVa8DWjh/JSSaAxSKzss8KgbdfTGSuwCY7GhVDhnijQWdW466lpaWldb7SZluL1avDaO8M68cBjmRQqsgLgcfJfvZbMMovcsbZGQBOH6JbAUQIlL8KMkzIwkOQK28CInsY2IPIIqGo914NxvQpIx5cZhSCs9b1O5w3JwINWhAgIJLi5Udlyo0QDI+CMjyFUzLZ/b7Hvp5Shx0K+cuN6fTkVFdVadfqo01/ipOcz6lSmtkzYY4jcesWcO06kzIAwBDc7PjQg8DysjiwotyyJNY3gU3PYDtjqMKlIrC2BiwVxYhRVni/9U3CzRtAs+W/LpMBrlwClpbEmSDwXHeUJqJkmv7CZyrFi67lCk+wxxnYwZKZk9a4a2lpaWndHWmzfT+LJC8VtrZ9DB4AxPOQ6aWDEXt7qVeHUXqRlxKdPuDaQL8BCPBSojAY5bfyZiCem36Mg8giasJudWA01oc3CSPLjMLg4zQ3INpevfqgDSFtiGgKMMK+KQ/FYLQ2T9VkS0lod9hcN5qjOWqAYwvKYE+jgdi2b7CD+WNlwlRd+iwabADodiVevgbcuOFPn02Tp84PPwTMz4l9p9j9vsT6Ok+wS+XR7Ho8zpPrtVUmlASn+D4Cj7CxCZRKQN/77E2DlyIfeBBYnBdnMv1vtxlbWKtPj4lks4ReT6DeAG7dHl1gVfhBZbBn9XurpaWlpXV4abN9P2qakVXT4lTx4LKYaVIxj/LLMBq3Iew+SLogp8u56UQBEAZkagHuyluAdHH6cQ4iiyjiiWNBNNdhdMr8HEyrV9+AaG4xntDuAU4PIpwEoinflEdSMFpbMCZM9uqxcum27S83tlqT7GtVjZ7JTI8COI6/5Di+CJdK+W2Os9z0Vyqxyd7Y9A1yNMpT7IcfAuLxvak17TYb7I1NngiPXH+SlxvX1oD5+VGj7rrMHOcSF/8ztCx/knzpEvDAA0A8tvf7H1eDAWfnK9XRmyoVE8nlCJYl0GgAG5tigoEdrHGftfiPlpaWltbJpM32/SSrw1PsbsWnd5gRrlJPzgPGMf44SJeNcfllngzbPRAB0rVgSIunwsIExbJwVt4E5K/seW5Gc3O05j1IFlHGSjpsoNvbQzPO5nhter26awFWGzCjQLzgEUaKoGgWRmcHRv2OfynHNNndrm+wxxfZwmHfXKf3KBNxHH59rc4LkkGDmUj4bY6zHCNwHML6OuHaK2w4lfI54JGHuYjGNKeb3HqDDfbmFhvkoDIZnkRfXgPy+dHXq8+tXud4iMrB1+ocx0+lvIXLSzz9Pu0blINiItksQRIX47z0sphgYGczfOM0a4QYLS0tLa3TlTbb97qIgH6d+dgD3xFQNAWZWho1skeRa7OprV7nY9tdzmALAeH0YZghIJQCheNwl14Pmn+UR7vj6tVhtLZGzy1IFhk+KDkKsm+9ep2XH+0eE0b6TcAMATG+RpmYA8XzMLplGK3t4aGParJd169GbzanVKMn2EgxKWL6wh+XkbC5bI6xkhNx5mDnc7O/CNfpSNy4Cdy8CXQ8MqRh8AT60UeAhYXJ7zkRoVojNtibozlqgG8uVlcY/ZfJjL7etjn3Xq/7rYpS8mOdNnOxl4ocyykucsvkaUcx9ouJZLMEIbjG/eat6S2T2exsMc61tLS0tM5W2mzfq1IT5/Y2LydC0TsKjO5TBvWocgY8Ha/dgtHZgbC6ICMMGYpB2D0YkEAoCjLDkMXXQi4+NkkwOQxZJKhulU20uo5p9eqNO4wCJOnlww3OgwsDFMtAxudg9GswKtf8j+gIJnsw8Okh40UipsnmSdFD9pqgcpOhP8EOGrVYjM11Pn+6LOezkJRcqnL9Bptly6N6xGI8RX74YSCVMiZeUyr7BjtI2hCCkXsrnsEOIvoAfzm0MbZY6rq8UGjZfIOSzwlEIsDiApfhnGYcY7+YSCZDME2g1xPY2BSTDGyvxfE0Wya1tLS0tC6OtNm+1+QMuMSlU/IZ04YJSi5yHnsvtN5Bsrsc32isw+iUIKwOm95YjqvLrTZghEAiDDn/COTyGyZN7GHJIkqDFoz6bcb0Ya969XUY3YpHGGlCkAtEsz5hJFGAYbVh1m74p5GY8xYf9zbZRIRuF0N6yDiGbTilzOxfhU3kRx3qY4i/SMSPiFyEMpLBgLCzwya7XOFrEeDP4cEHgKtXRqkijsMM7PV1Ru0FkXemyTSStVVemIyN5agV3rDRmIzmRKIE1+H3TyQEEmBTW1zkBcTTimTsFxNJxAlmiPGB5fLo+51Vy6SWlpaW1sWUNtv3igZtnmIH2xRDUW5ATM7vXxKz73FbMJpeQUy3DDFogyJJuMkFCLsP0StDiBBghuHmrjBhJDZGMRkuZO4EbgCmkEWU7B4TRob16oZXr77E1yEdiEYgt221GSsYzQBmhE15vADh9GE21oeHPchkOw63CCp6SHCJTQiOJih6yH5FIkR8nHqNDXbwOJGIP8G+CEaMiJcNt7a4OKbZ4NrzUAhYWgIefhAoFsUwqmFZXLu+vsmIvmDEJhxinvXaKsdEwuFRg93r0fCmZLzYJ5UCkgmeZDdbHM8wTTa2xUX+PE9rarxXTCQS5gk2AWi1R98rmWRzfdotk1paWlpaF1/abF9kEUH0qjwptvzxH8UykKkiEMsdL4+tct7NTY57dMoQgxYomoabvQRhd2B0diEgABGCTC8xYSQ1P3qcw5JFlFzbw/TtjtarZ1e5Qp0kX2tzk3Pbdg+wO0A4CSTmeYIfy0FIG0Z7Z3jY/Uz2kH3dnKR/KEqEWnDcL/urWiBrdZ5iq8IUgJckVZ32NMTfLMqyCJUKsLHJLYZqsstZaKZ6FPIChsFFLHfuyCGiL3jtsSgvKXLJjJj4DDsdNvP1OqYypvM5IBYjVKsCuyU/opFIcDZbVaqfVHvFRIjYYAsAli0AO3B+Sb/FcZaXV7W0tLS07q602b6IIglqbMDYeikQxxCceU4VJzPPRziu6FY4LtJvQHRKgNXmhcX8A5zJbm5yVAMCMlGAu/ImwGtcHMojiwQrzqeSRZSky1NqhekDQLEcZG7NZ1wHc9uuxcuPoSibbCFA0QwEuRwpUYedYrLV1Hkv9nUs5pvr1CGW2Lpdvy49OMUNhbysbv7iLMOpz6ZcAra2ufGw2+WbDn9pUSCd5unvtVcIGxv8vOD0XhnhtVVgYWHUYKuSmUaDJ9j7MaZtG9jeAe6s+yY7nQKKS0AmffLPc1pMhIhg23wuQnDuW+XzhfBuvrKzzTfX0tLS0potabN9ASXqd0CiA+FaHMdIFUGpBZ7+HkfShejs8tR40Ibolj2TnQcKD4Jcm82z6y0oRpJwl98Imnto1Dgfliwy/CJxNCVYrx5JQmYv+c8P5rYVYcQwAa8ZUoYTEAIwAs2X4ybbcdhUTWNfqwmqoocchv7R7dJwgh006wr5ls+zabwIBhvgz6dSBUolnmbX6nxdo8UxbKg3NggbW2yWlcFWLZbLSzzBnitMlsy0235u/SDGdKdDuH2bn6uUzfJEPZU6+Wfaavk3SK7L56diK4bB+W+V+zZNv6FzWrOnlpaWlpbWQdJm+wKKYlkIIwoZmp8exzisgllquwfRKQN2FxTPA6klELkwWju8/AiOgLjFx0ELr2akHhAgi2wxcg8HkEWUgpg+eLzv3CVQvODVq/f5670aE0ZU6UzMW340w4AQMMZpJp7J7nYJzQrtyb7OpJkekk4dzkD1+75BG1/0y2TYjGUyF4uX3OkQymWgUvWbKqXkz2Z5ieMf0QgvQ/7t54BW069JNww2yMvLPPHOe5ESJdf1WhwbbMyDNzjqpmScMd1s8QJmcBkxn2eTfdJ8+2DAOexqjW8kpOQFWFV6k0j4FBmfk33xvqdaWlpaWrMnbbYvouI5iHweNN4AclgFs9TOAKJbAewem+z0EkgYEO0dmF1uJyHDhFx4FeTS631iyJAssuVPpfcjiygFMX2YVq8eyG0TgQYNCNdhk22GuU7eMP33BJtsN7WMVj+OxjbQbNIk+zruo/kOi2BTRIx6bZRGYhhsSPP5i9f457p8TeUS0GpzXrpR59hLIQ+k0pyztgbAiy8CrbZvlNVzVlcY05fJjBrsYclMY/InCOGwF7/ITcZqGg3C9o5/UyQEv0+xeLJlQ9flm4hqVV0HodPl5UvD+4lGoSAOPD8tLS0tLa2TSJvt+0lWx6OKVCFcm0220wcl5niSHQoD7TIMRfkQAm7hQcjlN/pc7mlkETMMSnlowb1aKIOYPsBvckwvM42EJC8+trb4uFabp97RNBCLgaQLgCAIgHRBAKxwAQ2soN6Io7U+yr5W+V+Vvz7sAptlsRmteXllJZXXVRPsixYn6PUI5Qobz16PTXa7xQuP8/PeDxMcoLTL5TTqs4xEfIO9vCwmMIeqXr7RmOSPRyL+BHt8MZSIjfDOjn8jYxjMx15cOH6Zj8qEV6ts+gcDXlxte0Y+k2bkoGGIIRkmm704i6taWlpaWhdP2mzfD+o3OEvdb/LkuFsBpONPskMxoFeFUXmZja4QkNk1Xn5MFPgYRyWLKE2tV58DZdd4+k3EE3KV23b6nMuOJHhK7tp8Y2CYIAJ6A4GmW0DVXUHbGqWLcMEIG+yjVGDbth+jaLf9x4dEjPzFXIiTkrPq5TJPdlUUZjAAojEgnuBpcqsDgHwSSyzGBlktOI5Pei2Lj1uvj5bMBF+b24MxLSUvVO7s+Hl302TDv7iwdyHQQVIxkUoV6HTZcHc6gOvwnwV17IPOT0tLS0tL67Slzfa9qnEsoHSAbgWQEhTPAeE4KBQHrDaMna8PqSYyucAmO7PMxzkqWWT4JMkTcIXpA0DRNGTusp/j7jdg1O9wi6RrAb0Gl+4kF0DuAMLuQYoQuv0QOh2BhlNAO7QCafomO5n0p9dHMU9qIlurTSL/FHIulzu++bubGgz8KbZtcza7VgMGFscnOh2g3gQiISAc4W9hIu4TR+bnxcSkdzDwEX3jGfhE3Efg7cUfd11evtwt+QSSUIhN8HEr1YMxkUqV0O7w99K2OQoyV+DzSST8CbtmYGtpaWlpnbe02b7XRJKnz60txuRJB+hV2U3G81z6EkmAHAtm6VvDunQZy0AuvxGUv8ruaypZJAeZXppOFgnqoHp1u8smu9/wCCN1AAaQnAOcAexOC+1+FJ1BFL2ewCBcwCC2AhmN8/Ja2qeHHMWkKSpJrc6Rh6DBTiZ9g30RmcmqqbJc4UiHmmor7rVl8S9hAKkEkE7417y2ytnl8Sx7r+dPsMcbNFMpH4G3X+TDcdj47+76FJJwmOkm88eoVA/GRLZ3Cc0GT9ctS1W2q/IhMVxyPG4kRUtLS0tL6zSkzfa9Iulwjrq9y3EMhckDgHiBq9TDCRAEzMo1CI/uQeE43KXHQfOvAoQxnSySnOelR8W83ksH1qtbvPzYKTFP2yONUCyHfsdBb6OOthVD300DELAiBQzSKwgn4pjP8IJjKnk0OoTrsgmt1YDmWKY4EWcOdj53cQ2ZbTO2r1xmwzkYELa3gWqdlxyl9IxokqvMs1n+78oyl9KM/zRAYQ0bjVHqiorUKAN70A2J43AZTqnkL0pGIszfPk6l+mBAqFQIG5tMFGm32bwrskw2y0QUdX4X8ScSWlpaWlr3prTZvuhyLM5Dt3fZwEoXGLQBkI/JiyQhjTDM2nWYLW5WJDMMufBqyOLjTPfYkyyyzNGO/WT3PExf3X/tSL26y7nt1haElMCgCWn10XFz6HQkrFYdNmJwQ3kAAna0gFBhBYW5OLKZo//oX0rPYNe5GTJIxYjF/Lr0ixwpaLcJpTJPnft9Qr0J7GyzSRZgRJ8wPKrHIpM9ikUxkVVWzZeKgb1fycxhfopgWYTdXc5Oq8/9uJXqrkuo1Qjr68D2Lhts1/XOK6XY2wK53MVcWtXS0tLSuj+kzfYFFVldiOp1jowAbLKdHo+iYxlACFA4ARlNwazeQKhxhxcUDRPu3EOQS28AzNDxyCJKrjepbpf8evXUAiij6tXJy21vQLg2rFYbvWYLbTuL/iAC065CGjE4oTmYIQOJQgHxpRWk8vEjGycpmc+sprJBgx2N+kuOF3kpznE4e10q83/bHaDiZbP7fX9HNZkALheBq1eApSUxkaUmGmVgB+vVj1viMhgQdnbYZJ+kUp3jMIQ768DGJrO9Xe+nESpXvrzMsZdM+mJhF7W0tLS07k9ps30BJdq7oHoZRqfNhS+uBSKCiDCej8JxyFgeRv0WQltf9gkjucu8/BiKHY8sojStXj2e4+ZHVY3eqwG12+g1++g2+7DqdfSRBIkcwnYVhhGFSC8inTIRnysgVlyBiBwQUxmTqhevB9oAlRTWLZ+/2AYb4GjHbokjFM0m/Bx1l41yOMJkkVwWePBBNtmFvBiJxqhpv6pJHy+ZUfnro5a49HqEnV2O6YxUqhc5N334a5S4fRu4vc7cb+kdKxIB5nPA2hqwuDCJHtTS0tLS0pp1abN9ESVt5k5LG0SACMV4shyKgZLzEM0thG7+DUdChIBML8FdeSMQTvLS41HJIsMne5g+b1I9fH2gXv3/396dB9lVl3kD/56771vv6SSdoHQIBoXERM0kAiEO4oaEgamZl2UWBgYlMFjDlLxaMyVioVMjiIGa0lfGKYFCwisYdUDeYkpARNOSwFBBIBLopLuTXu/ed7/n9/7x3HNP397SnfTtLd9PlTVwtz4nzVR975Pn9zzF0RSyfceQjaWRHS3Amo9BWRwoa0E4yyNwuu1wNDfD47fDFqxdqz4TRtuDsS59bFXWbpcDjsYhuaU8N1nXFYaHFbqPyezrZEraKNIZoJg3tx5GIrIi/f3vA1a01Qbsar96fJolM0GcUoDNZKQ3fOxK9UBAKtkzXamez+s41gP09MjBTiOsWywySWT1KqCtVQL2Uv5dEhHRmY1hewlSDj80NQpY7JWQ7ZS2j8wIrN0vVQ836u4w9LYPQTkDsqgmf9T8jJlOFjFkY7Akeiddr57JAsmeLHIDvSgno4Aqw1GMwgoNyuFD0BaF252Bo7EZFruzulZdzSJkG+PrxvcV22xmwF4OoSyV0tHdDfT0SkjOZGXjYbEgIdTjAVwhqdivXimV7EDA/JsIY+KKscVxsiUzweCp/1mlUrLtcexK9VBIQvZM/gYhn9fRd0IC9tCg2SJifM7qlcCqVYDPd5K/XSEiIloiGLaXGqWgxd6DKsWgShaoxk4gn4b12O9klB4A3eGF3noe4ApBGx2EJV05FIlZTBYxTFivbkPJ24akakZy2IJUoggteRzO/CCgyrAXY3A5SnBGPPBZ43A6MlDeZii7G8rTAH0WlWxjMkYsVhuwrVYJjeGw9BUv9YCdyejo7QWOHpNlL9mcBOxSSQKy2w1EQhKSAwFg7RrZ5mhM3CgWzZGG42eGO53ml5HTaac5nZXq+bzC4KDC0R65P2MEICC/v1UrpYodDDJgExHR8sOwvVTkkrD/4aewv/oILIke6AA8kG2Metv5KLeeB+UKoNx4DuBrknaPSvhWmqVy6LH15JNFDOPWqxdKGpKqGSPlFUgP26CXdTjzJ+DMHYcVJfjtSXicGbj9bthLWUAfhvI2Q3f6qpXsmYTsbNbc5jh29JzVWrsufSn37RqtMEPDCj09chAwnapUsMuVRT0hWTrj80sVOhKWloqGymzqfF5hYFBC9titl4AcJAxWlrhMtWRmptd5qivVZT28Ql+fLLLJjpnT7fVI60vHaiASYcAmIqLlTVNqbB2MTlcsFjv5i2bJ2v0SXD+/FShK+tRg/sqq/2R1In/R/4be+L5xk0VaoHzNJ58sYtBLsvUxNYBcVkd6FEiUGxDHSiirrFe3F0fgL/XB787DZx+FW0tAszmhFbPQynnonkYoV1Cq6DMI2fm8tIjE4rWhzGKpBOwwlvzkCWNaSiIB9J1QOHECGBmWEFvWzS2Mbhdgs0sg9XoBv09Dc2VsXj5fGdEXn7hkxus115Cf7sxwXZffx8Cg+YXHapUlNM3Nk8+wVkohkwHicYW+EzL3e2yV3ZhM0rFaNlQu5S9LRETLQTgcrktmWUjhcHihL2FSizZs79u3DwcOHMChQ4dw+PBhFItF3HPPPdi1a9eMP+OVV17Bc889h66uLvT19SGTyaC9vR2XXHIJbrrpJgQCE/uVd+zYgb6+vkk/b8uWLXj44Yen/Zlz/R+utfsluJ66SdpHMPWvSkEDNA2FbV9CeeWHZz5ZpPoBOsrxAeQG+pBJlzE6CuQtAeRcq1C2eaFpQMCRRAQ98DtG4bTmZeIINGilArRSVtpEPBGpovvbpg3ZxvrvWEymahg0rbaCvZRnJ5dKckBR7lNG4/UPykQRpVdmfodlG6bTBVgrPdlWqwa/X2ZT22yorkmfsGTGa65Jn4utl7ouK9UHBs22HatVqthNTRN/F8Y2x3gCGBqS5TrJpLSJaJrcS0NEerCbm7QluZmTiGi5YtieP4u2jeT+++9HX18fwuEwmpubpwzA07ntttsQi8WwadMmXH755dA0DV1dXfjBD36AZ599Fj/+8Y/R2Ng44X1+vx/XX3/9hMfb29tP6V5OWS4pFe2TBG1Aqt1KAY7fPojRv/sV4A7O7EfkFNKDI8j39yI/modSQNnqRs69CsoVQiAAhNwZBFUv7MUEUC4CmREZ/6eXJGS7wygHV0D5W6H8KwC7a9KfVSyaLSJjWx+M7YTGLOylHLALhbEHFKVC3D8glV4FqVw3RCTAhkJy7xaLtMVoGhAMKvi8CsWihmM9tb3qmlZZMhOa2z8nY6X60JA53WWqlepjK/QjUVU9iJnNAhZNNlUGAzKqr6lRg9e7dH+XREREc2HRhu27774bHR0daG9vx/e//318+9vfnvVnXH/99bj88svR0tJSfUwpha997Wt47LHH8OCDD+Jf/uVfJrwvEAhg9+7dp3X9c8H+h58CxdxJg7ZBg4Iq5WB/82cobrx20tfoukJ6FEgmgPRIEpZED6ylynp1ix0qtBLepka0BTX43AVYUsdlaY1elpBdykHTy9BKOekRD5wlk0WmCNmlUiVgV5awjP17FH8lYC/19drZrBmwMxmp9g4MAYODQLkEuNyVVekB6VX2+aQlpFSSe7ZYFFwuBZsNGB3VEI+bn2200hgzsOfyi8hMV6qXywrJlFTXE4nKfz9J+cJk0QBvpae8uVkCdjC4tHvqiYiI5tKiDdtbt2497c+48cYbJzymaRq+8IUv4LHHHsPvf//70/4ZdaMU7K8+ckpvtb/6MIoXXFOdm10sVhaaJKUKqQpZuLI9sBfj0DTA5bXA1dQGb1srnG6bVK1TJ6D1n4Cml4BsHFo+Ceg6tHIeyuFBObxGRv9NErKN8XPGfOexAdvrlRaRUGhuWh8WgnHA0QjYuZxCNgtEY2YLhrMyZs/llI2HK1dKcB4Z0TA6Kp9RKCjY7fJrymTMPwtjyUwwWJ9e9UJBYWhIZlsbIdvlkraVSET+f0S2VcrvMZmStp9kSkI2IL/HFW3yZamhQUMkvHR/n0RERPW0aMN2PdlscttWq3XS5wuFAp588kkMDg7C5/PhvPPOw4c+9KH5vEQgF4cl0TPrt2lQ0BI9yMbiSBRCSCTHjGvTC3DljsNTHoLHo+Bt1OBuaoIWnmS9eqkA5JPQMlE5NKmXoGwOlIOroCJrJoTs6gKVmISzsfOdPW4gFJaQfbqH9xbK2PaJeEK+wGQy8mVieAQoFQFocrAxHATCEaCjA2hpAmJxDdGofAnJZBTyBakgez1SAVaqMi+8MkGkXlsSZYKJrHc3fj8eN9DSKj+7VJL177G4VOdLJalip1LynNcLtLbKdUciGhoiYJsIERHRSZyRYfsnP/kJAOBP/uRPJn1+aGgId955Z81j5513Hu69916sXr267tcHAFohc/IXTePdt0aRd4fkX1QZIfQjbDsBb7MOlxOAJzxhvXp1aU1hFEgPQivmpDhusaHsb4NqeB9UoL0asnVdIWEE7GRtwHa7zQr2yeYwL1ZjDzimUmbANgJouSxtIna7HAb0+6Tau3q1VKcHhzS89bbC6KhUwnUdCASl5ULTNDgctVsc6zUvfLKV6j6ftIs4nXJ/f3zH6KNXsqQoKYt0PF6gqVF+h4GA2Q7DNhEiIqKZOePC9ptvvokHH3wQDQ0NuOGGGyY8v2vXLmzatAmdnZ3weDzo7u7GD3/4Q+zbtw9/9Vd/hZ/97Gfw+XxTfn4wGITFcvqzg5VDR+nkL5uSN9KC5gY/wrYhBFUvbJYiAC80px+IrIFW2Ryp8mkg2g2VT0BZi0BqACiMQtk1aE6vzOxuPgdapAOa3Q1dV0gmFUaiOuJxVW1D8HqlZSISsSASsZzWApWFVCgoxGI6YnGFVEqhXFZIp+Wf83kFWdkJuN0KdrsGv8+CcFhDx2oLmpstyGaBYz1l9PfrSKUlaHu9GlaulD8TlxMIhS2IhOXwYD0X8oyOKhw/XkYsLgnb5wOCQQ3hkIZSCYjGZFa3cd+5nI5CEXA5NXSslukhbreGxkYNDQ0WOJZwXz0REU20WKd3LDdnVNju6enBjTfeiHK5jHvvvReRSGTCa2655Zaaf1+/fj3+9V//FYCMI3ziiSfw13/911P+jEQiMTcXqzR4gqugJXpnfEASkBGAZf9KdKxMwZp6E1ouhxxkpbseXAW4I0C2DKT6zaU15SKQ7IMlGwesdsBihe4KQW9YBxXqgLI5kTqRRTyWRSxu9vkC0g4RDknvrhGw83n531JRe8BRWmIyGVRaKaT6W9bN0Xs+nyydaWoEmpo0BPwy1u9/XgdGouas8IBfpnmEQlp1TbrxZ1QsouYg5FxKpaSSbfRXA4DTqeByAcPDGnp75bFyWSruxZKMHfT6gIBLqy4QaoiY1zuaBkbrc7lERLQAOPpv/pwxYbunpwfXXXcdYrEY9uzZg49+9KOzev+f//mfY9++fTh48OC0YXvOaBqKF1wDx/PfnPVb9XV/ClvsHQCyXl0FVshiG81iLq1JD0Arl6Q/OzMiS29sTuhOP/Tm9dDDa5DOuRDrl1A4dsW23W62iHi9S29d+vgDjvm8GTyNiSket9xbJish2+MBwq3So9wQARob5T3vdiscPWr2xVss8mfT1iZBPBScvzaaREJCtiyTUcjnpZ3FZgPyea3yBUgOc5bLcp9erxzANOabs02EiIhobp0RYdsI2kNDQ/jOd76Diy++eNafYXxbymROr5d6Nornfh6O33wHaobj/xQ0wOpAuX0TlKZB+VqhAm0SpJUOLdUvQbtcAFL9sCSPV0K2C7rdA715PdLu9yGWciF+uHbGs80m4Tocqm9/cb2MP+BYKklYTo8CmUpQNpaw5HJSnTa+VDidGjweqWQ7nArRKLD/98DgAKBXfi02G9C+wlhBrs3bQVClZNb1QD+QHpUgnclKpdrvN0cqlssKZV36xh0Oc8KJuzKWMBJe2uMXiYiIFqtlH7bHBu377rsPO3fuPKXPef311wHM82IbVwC5z34XrqduglKY2QbJrbuhhzvkIKPNKU9morAkeqAVc8DoICyxY4DFCji8UDYHMv51GLatR3TEVROwrVY5vBcOS3BbagF7/AHHcrkSsNMSSI0lLC0t0taRy0vIdrult1mq1Aoer0Ihr+HoMWkXSabk8zXIn83aDjkU6XSefq/+TCklof9Ev/zf9Khcu78y81rCtILFoqobHY2ea5utMrJvTJsIERER1ceyCNvRaBSxWAzhcLimD9sI2oODg7jvvvvwiU98YtrPOXLkCFasWAG32z3h8X/7t38DAHz2s5+d+xuYRnnNNuSu+B5cP78VqihNw2NDt0IlLFkdyF/0ZZTWfxZweOWxfAqW+DFohVFgdASW6LsAFODwoaDsiNnOxoBlA7IJ836NGc/hkATspdZOMHaDo7RTVEbYpSVMWyyy5rxVzoeiXJYKvsUCBANyr06ngsetoGlAKq2hp08hHlMYzZhr0ltagLVrpIo9n19CdF1hcFDh3fdkuohxTeGQVN6dTgnTuq5QLAK6Ll8a2CZCRES0MBZt2H7iiSdw4MABAMDhw4erj3V1dQEANm3ahKuuugoA8Oijj+KBBx7ALbfcUrP58frrr8fx48dx/vnn4+2338bbb7894eeMff3TTz+NH/7wh9i8eXM1dHd3d+PFF19EsVjETTfdhM2bN9ftnqdSXrMNo3/3POx/2Af7qw9DGzN/W3mbUDrnUyh86H8BoZXyYDErlexsHMjGYRk5Ak0voGALIJO1Iaq/H8PO86DrXkA3txSGw/VZolJv4w84AjKmLz0qFWurRXqTQyG5L7tdQdellcRm02CzSaXYalNw2IBiSUM0Ju+PxSS0ej1AWyuwYgXQ1jr/a8hzOR3vdQPdR82DjzYr0NAgIdvnNQ9x5nLmtbFNhIiIaGEt2rB94MABPPXUUzWPHTx4EAcPHqz+uxG2p9LX1wcAeO211/Daa69N+pqxYfsjH/kIjhw5gjfffBOvvPIKcrkcwuEwPv7xj+Mv//IvsW3btlO8mzngCqC48VoUL7gGWv/r8JdiSJcsUE3nQHmbpHRZLsqBx/QgtFwSlug7KGczSKogMnkvErY1SAXOR9nuh6ZJhTMckkr2UgrYkx1wBCRgp9KAXpYKvddrbjX0ehWsFoViCchmternGFscLRagXNIwWpAxf8kU4LCjsrgFaGzU0NI8v0t58nmFkahCdzdw/LiEaUAq122tsvrdogGZrIb4mCE4bBMhIiJaPDSl1MznytFJzcsYnXIRIbcV8ZyS3mu9DC3dDy15AlouCTV0BPlEAulyEPmSA1n3KqSC56PsDMPvl4OOoaBUdZeKyQ44AtI2ksnIwT8jYNtsWrXdw+OVWeDJpIZCoTJ1JAOgsrXR4wEArTqNpFSW1eUet3xOU6NMHpmvqnAuJwceh4cVjh8HEmOWBQX8wJoOINIg690TCfM5tokQEdFscPTf/Fm0lW2ahtUOzRsG8lFoo0PQEr3Q0zHkjr+HYjyKjO6Hbm1C3tWGZMMFcDU0YkVYQvZSCtiTHXAEpOKbzUo/ts0uIdNikYDt98sXCc2ikEhoGBzUUCzKcplsTiaMBPxjw7OCrsshwkAAAGSzY0uzBNf5qPhnMhKwEwkgmVSIxaVVRClpA2lsANpXAjYLEI1pqPyFDQB5viEilWy2iRARES0+DNtLlMrEoI4fwujQCIr93VCpQZSsXpStTSh4mlFsOx/+tja0hcxWiqUgnzcDtnHA0Xg8lwMUpL0jGJTpKEZFNxSUVpFkUsPgEJBKA+m0VKs1yGtamuU9bjfgcCgUCtLfbLHIwUKPR14TCtV38srYNphYXA5oFgoK0Zjcs9uNakXd5wUKRQ0jw+b7bTbpwY6wTYSIiGjRY9heggrDJ9Db04N079twZk+gbHWh5GiG5m+EveODCLevhNM1f2PoTtdkBxwBCdfFogRuh0PG8QGVA52VdphAQMLq0BBw5F0gmVIYTQOFolS5ZUKHzMkOBQGLVSreiYQZUgMBoLkZCPjrG7BTaVkQlEjIfQHyJSIWl3YQn0+q2A6HBOpSSUMsLq8zeuwjEbOST0RERIsfw/YSFD92Ap7e/bAXSlDeRrgiDXCu3QB78xrp4V7kpjrgaGw31HWzgu2vBGCrVcJzOGS0e0hV+I0/KAwOSUW4UACcDql6+/1AICAbHAMBhUxGw8CgeThS06T1ormpftVhXZcqvXGfY9fcFwpSWVeQazDCt6bJuD5j3rmnMk2EbSJERERLE8P2EtQQKsJWaobH4YR1xXqohrWA1bHQlzWtqQ44AtJLDQBKN6q6ZsAOBCoV7MpIwlxO4cgRhZ5eOTxYLFZmX/ukBaSpSatOWLFYgOER4J0jZni1WqXHuampPpNFSiW5z1i8ts8ckGq1zaqQK8g/W63yJSGVQqW1xVw6wzYRIiKi5YFhewmyrjoPwbXrES/Zoezuk79hgUx1wBFQUs1Wsu7c6TTbIoytlaGQuVSnXNZx/ARw9KjCwKAZ1O12aRNZ2Q40NGgIViasFItS7R4eNn+m3S4Bu7Fh7g+JlkrmAcdUypwQAhjtL9J4nk5Lm0wmI/9sqdyr3a6xTYSIiGiZYtheiuweaOGwrBBcZKY64KiULIfRIAHb4TAPIdpsZsD2+SRo6rrCyIjC0WMKvb1AvlKZ1iBV7lUrZcFMMKhVJ4bkcgrHj8tBQyPwulzSjx0Jz22ArW6qjMuq9LEDNF0uqayHggq5nIaBQQ2JhMzuzozKeMKGSuhnmwgREdHyxrBNp23yA44SsMtlAJrRImKGSXtlokgoBPh9ErzLZYVEUqGvT6GnR6rERoZ1OKSC3dEBNDZoNcE5nVYYHETNYhefT3qhjaklcyGflwp2PA6MjtY+53HLvQSDUqmPRoF3jgAjIxKyi0V5fuVKaV9hmwgREdGZgWGbZm3qA47Smw0NgKrMwTZaNqxGS4VUsX2VgF0qKcTjwPCIjp5eCbLGYUGrFWhpAtasBdpXABaLpeYaEglUD0caQkGpZPt8cxNis1lVnSCSydY+5/OZ9+N0ypeFoWGF996TsD2akVXxwZC8JhLW2CZCRER0hmHYphmZ+oCjBF+tErABwKJpErghAds4sOj1mgF7JAokEgqDgzL6zmg5sdmk4tuxCli1CnC7LROuIxoDBgeBXOVgpcUibSLNzYDLdXohVinZSGlUsMd+kTAOYhr3Y7R9lEoK772n48i75tQRm036yVtapBIfiSythUJEREQ0Nxi2aUpTH3AEAAWLZWyvsgRsiyZtFKGQhFKjTaJQUBgeBuJxhWTKHImXL8iIv3BIDjCuXCnTRMZvbiyV5P1Dw7WV78ZGaRc5nX5npRTSaVQPORqTSwBzpncwiOoBTEM2q+Odd4Duo2bV2+EAWluA1aslZLNNhIiI6MzGsE01pjrgCABWq1SwlZLgretmkHS5JGCHgmbAzucVBgZVtcc5n1dIJCW4221SJW7zA60tGpqmmHedzysMDQEjUTPsOxwSsBsaTn2d+nSV+slGDhqUklaRd44AfX1jDmI6pZ98TYcc2qznBkoiIiJaOhi2acoDjgBgtytYNKCsgHJJqwnfbrc5RcTt1qqf1d8vATuTNavGiaQckvT5ZJJIIKChsQFTtldkMjK+LxYzA7/bLbO0w+FTO/RYLsthxXgcSCYnzsAOBc2FOON7qrNZhRMnFI68W7mmyuOhEPD+9wEdqzW2iRAREdEEDNtnoOkOOAKA06mqI/oKhdoAaUzdCIXM/uhMRqHvuAR2o4+6WJQKebEoVe+WFsBhl1nYjY1Tr0ZPpmSySDJpPub3S8gOBGYfZkslua5EAkhOOgO79sDm+PdGo8DxEwp9x82DmFYr0NYKnP1+oLm5tqeciIiIaCyG7TPEdG0TFkslYGtS7c3na0On12u2iDidWjWs9/bKKDyzx1kOFxZLAJS8x2rV4HDIMpmGhsl7q5WSSvjAoFlZ1zR5f0vz7MfjFYsSsMcevDQY/eTS7jIxYBtTTqJRoH9ADnIa1+Tzyui+950F+HwM2URERHRyDNvL2HQHHK1WwO1WUADKJSCbrQ2dPp/ZVmEE7FQaGBiUMGocUgQkoOploFiWMGuE40BAQvZUs67LZakcDwyagd1ikVDePMt16sYM7ESidhQgINX44Lh2l/EyGbmWaAxIJhViMWmDcTrlWlatAtpXaFO+n4iIiGgyDNvLzHQHHB0OwOVSgJKwnE6bwVHTpHJrLGZxOGSLYzIJ6cFOTAzrNptCqSRVcqtNg9Umvc8NEWkVmSosF4sKQ8OyTt2osBuj8pqaZj4ir9prHp84A9vrlfsIh6a+DqNNJBoFMlnpLY/G5Jr8fhkl2NamoaV5dsGfiIiIyMCwvQxMd8DR7ZYWESggX9CQTI4L2OPmRpfLErB7+9SEarjdDvh8CroOZLNmu4nxOY0NEtanWtgi00kk3Bq9006neehxJpNFMhmZyz22P7x6DeO+LExmbJtIIin/nkpJy4m98kXB75exfc3NU38OERER0UwwbC9RqZSOvj416QFHnw9wOBSUAjIZDfF4bcAOBMwWEZtNqx4ijCckeI4/RBgKyudls0AsrlWft1olJDc2TN9XPToqITseNx/zeOTQZOgk69Sr00wqXybGz8D2+81DjtNVxMe2iZRK8rnJpFTE3S7ZUOlwyAjC5llU14mIiIimw7C9BPX3K6TSZaRS8u9G6LTbFZQOpNJaTYuIsZglFJKgbbNpKBblUGIsrqY8RBjwK+QLGoaHgcyQ+Xlut7R8hEJTh1IjzA4OAqkxPdTBoIRZ/xTTSAA5zJlOSzifbAa23y/VeL9/+lBc2yZifvZoRvrU3W6ZiW2zSctIYwNDNhEREc0thu0lRimFbFYhldRhsyuEwzK/OpnSkEiMC9gBCaWBgLRo5PPmmvTpDhFqmvRTv/ueVm0jsVjkucYGwOebPijHYsDgkLSaAPJ5xjr1qQ4YGjOwjTF94/vDjUp8IDB1m4rx85PJsW0i5p9buQSUdGk30TSZktLSLLO+T3U5DhEREdF0GLaXiFRK4ZlngZ88KTOfAUnLjQ3Ax7cDW7Yo+H3ahM2HuZxsYIwn1IR+7rGHCB0OqSL39tZWoh0OOex4sqpvqSRBfmjIbPWwWuV9TU2T9z5Xp6XEJ87AttvN8O+fZAb2eOPbRMzrl3aaYhGw2TXYUOkTb5EvANMFdyIiIqLTpSk1toGATlcsFpvzz9zfpfDVf1bIVXqzx//GNABOF3D314CPfsSCTEZ6uePxkx8iLBQUhkeAkRFznJ/R193UKK0a0wXdQkHC/PCIWY222yVgTxbQi0VZ2R6PyzjC8dNSjMOaXu/JA3axKFX0sW0ixs/3+WRSyuio2WPudgOtLUb1niGbiIjOXOFwuC6ZZSGFw+GFvoRJMWzPsbn+D3d/l8IdX5bq7HS/KU2T/33xZuDs99ceiPRX+rWDAZk4YkzgGB6ubbWw22XGdUPk5KPuslnZ9Bgds07d5TIni4ytGOfz5hbH9CgmrHw3DjjOZHnNVG0iFosR0hUyo3KQ03jO65WQHQwyYBMREQEM2/OJYXuOzeV/uKmUwq6rpKI9k9+SpklgvvtrQGurhlDQPBAJmK0ew8O1E0z8PmkVCQZP3laRSikMDklwNvh8xjp1s2Kcy5nV9fHtKx6PucXRWPl+MlO1iXi98uXA4VAYHtFqJp74/dIuMtVqeCIiojMVw/b8Yc/2IvbMs5hx0AZQ7U3u6QW2fswMmOm0tIrE46gZ22csnzlZ4FVKgvPgIDA6aj5urFP3euX90r4iVezsuCUzfp+EeWMj5UwUiwrRGBCbpE0kEpHrL5VkA+XYw6GhoIRs47qIiIiIFgrD9iKllMJPnpRlNLP15FPAlVfoiMcrY/vGBFWPRwJ2OHTyCRy6bq5TNyrhFosE3ZZm6bEeHQX6+mTRzNgZ2JO1r8yErktPdzQKJCdpEzGWzqTSQE+PeZhT08zwP5N2FCIiIqL5wLC9SCUSqEwdmR2l5H37fy/LWgAJquGQHFqcSRAtlRSGh2V8n9GyYbUahx4VcnmtUk02D1UaP8dYmDO2fWUmMhlpcYlN0SYSCsk1JBLA24fN1hRNk+dbWrhSnYiIiBYfhu1FanwbxmxlMhKwGxukEj2T4JvPSz92NGpOFpHRfwp2G5BOa3jzLW3CDGzjgKPfP7t51UabSDRae78OhxyybIhIi4tSMnVkYNB8ncUi98aV6kRERLSYMWwvUm736b1//TnAyvaZHz401qkbbRsOh4LXA+gKGBioDdjVGdhBORw5m1nVM20T0TQNuq4wPKxq2liMCntT48xbU4iIiIgWCsP2IhUMAu0rgOMnZn5AEpC2ihVtQPuKkwfRZFKCrLH2vVxWgAY4HUCppCEWN1/rcEi4DoVmNgN7vJm0iRjV93JZYWREquxGH7jNJmveGxu5Up2IiIiWDobtRUrTNFy5C9jz4OxPSP7ZldqUYdhoyRgclIOTpZLC6KhUlp1OackwwrDLZW6YPJVDhzNtEzFM1ivucEjIbmjgSnUiIiJaehi2F7HLLgX+zw9mPv5P0wCXE/jkn058TqrFEmRHRxVSaQnADrtUlY2WDI/b3DDpds8+3M6mTcRQLEoVe3jY7BXnSnUiIiJaDhZt2N63bx8OHDiAQ4cO4fDhwygWi7jnnnuwa9euWX2Orut49NFHsXfvXhw9ehQejwdbt27F7bffjlWrVk36nl//+tf43ve+hzfeeAOapuEDH/gAvvCFL+BjH/vYXNzajPn9Gu6+C7jjy5JYZ7JB8htf1+D31wbZoWGgt1c2L6bTQKksLSGtLVIt9vnMHuxTnehhtImMPVwJSE93JCKfPb79o1CQNpaREXClOhERES1Li3aD5I4dO9DX14dwOAyPx4O+vr5TCttf/epX8cQTT+Dss8/GhRdeiMHBQTzzzDPwer14/PHHsWbNmprX79u3D//0T/+ESCSCT33qUwCAp59+GrFYDN/5znfwyU9+ctqfV49tTPu7FL76z7JJEqgN3UYedTklaG/ZLA9kszqOHjNnUReLcrAxHJKxfIGAhnBIQvapHjScrk0kEpGq9GQLc/J5hYEBYCSKmpXqLc1yPQzZRERE9cUNkvNn0Ybtl19+GR0dHWhvb8f3v/99fPvb35512P7d736H66+/Hps3b8Z//Md/wOFwAABeeOEF3Hjjjdi2bRseeuih6usTiQR27twJq9WKn/70p2htbQUA9Pf34/Of/zwA4LnnnoPP55vyZ9brP9xUSuGX/w/4vz9RNfO321dIj/Zll0pgHRhUePdd4ES/2ffsckrPc1srEAppCE5SZZ6p6dpEQiEJ2X7f5IF5sqknfh/Q0sqV6kRERPOJYXv+LNo2kq1bt572ZzzxxBMAgNtuu60atAHgwgsvxJYtW/DSSy/h+PHjWLFiBQDgl7/8JZLJJHbv3l0N2gDQ2tqKa665Bnv27MFzzz1XDd7zye/XcNWVwJ/tkpBrtwdRLCbg8ymkUgrdR4GjR4H06Nj3AB2rgRUrNARmOQN7vNFRc5rITNtExr63f0AW0hiClTYWrlQnIiKi5WzRhu25sH//fng8HmzcuHHCc9u3b0dXVxe6urqq4bmrqwsAsG3btgmv37ZtG/bs2VPz+oWgaRoCAQVAw4l+hf95XXqeC5VNjlYrsLIdWLsWaGrUTutwYaFgtonkcubjJ2sTMSRTCgP95kp1QKaQcKU6ERERnSmWbdjOZDIYGhpCZ2cnrFbrhOc7OjoAAEePHq0+1t3dXfPcyV6/UHr7FPr6iujtkyqzzSbht2O1/M/ptJzyZ+u6QiIh/dSp1OzaRAAZLZhIyLbH0UqV3Vip3tw8fTgnIiIiWm6WbdhOVTa1TNVfbTxuvA4A0mkpwfr9/hm9fjLBYBAWy6mH3Zno6S0inS6jrc2LhogFHR0WNDdZT2vZSzqtY3hYYSSqV9tEfD7A79PQ2GhBOKxN+/lKKUSjCsdP6MhmVXXUX1OjBa2tllOeckJERET1sVh7nJebZRu2F0pibGNynQQDCh/6UAAWLYlwZQ71Sb4DTOpkbSINEXMU4FSfr+vyGQMDtSvVGxtlGY3driGTATKZ2V8fERER1QcPSM6fZRu2jeq0Ua0eb7Iq9tjq9fhf2HRV7/kWCGgIh22IxU5x6cxptIkYxi7J4Up1IiIioskt27Dt8XjQ1NSE3t5elMvlCX3bRu/12P7sNWvW4NChQzh69OiEsD3Z65eS05kmMhZXqhMRERHNXH2bixfYli1bkMlkcPDgwQnP/frXvwYAbN68ufqY8c8vvfTShNcbj23ZsqUel1oXhYJC/4DCH95UePuwuQ7d4QBaW4EPnAt0nq2hsWH6fmxAQvbxEwpv/AE4fkKCttMJrF4FnLseaG7WGLSJiIiIxlkWYTsajeLIkSOIRqM1j1999dUAgPvvvx8Fo9cBstSmq6sL27ZtQ3t7e/Xxyy67DH6/H4888gj6+/urj/f39+ORRx5BOBzGzp0763w3p0fXFWIxhXeOVILxcenHtlqlB/vs90vIXtGmzejQYqGg0NurcOgNoL9fwrrbDazpkJDdeJrjBYmIiIiWs0W7QfKJJ57AgQMHAACHDx/GG2+8gY0bN1bbODZt2oSrrroKALBnzx488MADuOWWW7B79+6azxm/rn1oaAhPP/00vF4vfvzjH2Pt2rU1r59uXft9992Hyy67bNrrnq/DBuMPNkzVJuI32kRCs2vxmGyluscji2i4Up2IiGhp4wHJ+bNoe7YPHDiAp556quaxgwcP1rSEGGF7OnfddRc6Ozuxd+9e/OhHP4LH48EnPvEJ3H777Vi9evWE119++eUIh8P43ve+hyeffBIAsGHDBtx8881zstVyLk03TaQhIiF7tiP3slnZ9siV6kRERESnb9FWtpeq+fiWmMspJFMB9PYmq49ZrXLIMRKRQ4+zrTyPjkolOz5upXpLM+DzMWQTEREtJ6xsz59FW9mmqQ0OAvmCfEc61TYRQzIlIXvsHG2uVCciIiKaGwzbS1BrK6BpVuj67NtEDImEtIuMXakeCQMtLVypTkRERDRXGLaXIIdDQzhsmfVSG6UU4nHZ9pjJymMWi8zHbm469eBORERERJNj2D4DzGSlOhERERHNPYbtZYwr1YmIiIgWFsP2MlQqKQyPyEFKY6W63Q40NwONXKlORERENG8YtpeRUklhcAgYGjIX2zgcsogmEgE3PRIRERHNM4btZaBQUBgclG2PRsh2uSRkh8Pc9khERES0UBi2l7CpVqq3tMiCG4ZsIiIiooXFsL0EFYsKR94t4ejRcSvVW4BAgAGbiIiIaLFg2F6CTvRLVVspIBCQdhGuVCciIiJafBi2l6DGBkBXFrSv4Ep1IiIiosWMYXsJ8ng0hMPWWW+QJCIiIqL5ZVnoCyAiIiIiWq4YtomIiIiI6oRhm4iIiIioThi2iYiIiIjqhGGbiIiIiKhOGLaJiIiIiOqEYZuIiIiIqE4YtomIiIiI6oRhm4iIiIioThi2iYiIiIjqhGGbiIiIiKhOGLaJiIiIiOqEYZuIiIiIqE4YtomIiIiI6oRhm4iIiIioThi2iYiIiIjqRFNKqYW+CCIiIiKi5YiVbSIiIiKiOmHYJiIiIiKqE4ZtIiIiIqI6YdgmIiIiIqoThm0iIiIiojph2CYiIiKiGbv22muxbt26hb6MJYNhm4iIiIioThi2iYiIiIjqhGF7ge3fvx/r1q3Dnj178Morr+Daa6/FBRdcgA9/+MPYvXs3jh49WvP6HTt2YMeOHUgmk7jrrrtw4YUX4txzz8WTTz5Zfc1bb72F22+/Hdu2bcOGDRtw8cUX4+tf/zpisdh83x4RERHNkdlmBgA4fPgwbrvtNnzsYx/Dhg0bsGPHDnzjG9+YNBN0d3fjzjvvxI4dO7BhwwZs2bIFn/vc5/CNb3wDxg7EdevWoaurq/rPxv++/OUv1/fmlzBukFxg+/fvx3XXXYdt27Zh//792L59O84++2z88Y9/xK9+9SuEw2Hs3bsXq1atAiBhu1AooKmpCZlMBlu3boXVasX27dtx4YUX4r//+7/xD//wD7BYLLjkkkvQ2tqKI0eO4Pnnn8eaNWuwd+9eBIPBBb5rIiIimq3ZZoZXXnkFN9xwA4rFIi699FK0t7fjtddeQ1dXF1avXo3HH38ckUgEADAwMIDPfOYzyGazuPDCC7F27Vpks1l0d3dj//79eO2112Cz2bBnzx489dRT6Ovrwy233FK9tvXr12Pnzp0L8uey6ClaUL/73e9UZ2en6uzsVI899ljNc4899pjq7OxUN910U/Wxiy++WHV2dqq/+Zu/Udlstub10WhUbdy4UW3fvl319vbWPPeLX/xCdXZ2qrvuuqt+N0NERER1M5vMUC6X1c6dO1VnZ6d68cUXa177rW99S3V2dqo777yz+tiPfvQj1dnZqf7zP/9zws+NxWI1/37NNdeozs7OObqr5Y9tJIvEmjVrcPXVV9c8dvXVV2PNmjV4/vnnEY1Ga56744474HK5ah7bt28f0uk0vvSlL6G9vb3muU9/+tP4wAc+gP/6r/+qzw0QERHRvJhJZjh48CCOHTuGj3/849i+fXvNa7/4xS8iFArhF7/4BQqFQs1z47MFAIRCoTm/hzOJbaEvgMTGjRthsdR+97FYLNi4cSO6u7vx1ltvYevWrQAAp9M56cid1157DQDw+uuvo6enZ8Lz+XwesVgM0Wi0+tdGREREtLTMJDO88847AIAtW7ZMeL/X68WGDRvw0ksv4b333sO6detw8cUX495778Vdd92F3/72t9i+fTu2bNlSbUmhU8ewvUg0NjZO+nhDQwMAIJVK1TymadqE1yYSCQDAo48+Ou3Pymazp3qZREREtMBmkhnS6fS0r21qagKA6utWrlyJxx9/HA888ABeeOEFPPPMMwCAs846C7feeisuu+yyOb2HMwnD9iIxPDw86eMjIyMAAL/fX31ssqANAD6fDwDw85//HJ2dnXN8hURERLQYzCQzGJlgqtcODQ0BMLMDAHR2duK73/0uisUi3njjDbz44ot4+OGHcfvtt6O5uRmbNm2ay9s4Y7Bne5E4ePAgdF2veUzXdRw8eBCapuGcc8456Wd88IMfBGC2kxAREdHyM5PMcO655wJAdUzfWJlMBocOHYLL5cLatWsnPG+323H++efj1ltvxVe+8hUopfD8889XnzdaWMrl8hze1fLFsL1IdHd3Y+/evTWP7d27F93d3bjoootm1GN95ZVXwuv14r777sMf//jHCc9ns1kGcSIioiVuJplh48aNWL16NV588UW8/PLLNa/993//d8TjcXz605+Gw+EAABw6dKjaUjKWUS13Op3Vx4wRwidOnJjT+1qu2EaySGzbtg133303XnjhhQkzM7/yla/M6DMikQjuvfde3Hbbbbj88suxfft2nHXWWSgUCujr60NXVxcuuOACPPTQQ3W+GyIiIqqXmWQGi8WCe+65BzfccANuvPHG6pztV199tTpn+x//8R+rn7lv3z48/vjj2Lx5M1atWgWfz4d33nkHL774IkKhEHbt2lV97Uc/+lE8++yzuPXWW7F9+3Y4nU6cc8452LFjx7z/WSwFDNuLxPnnn4+bb74Z999/Px5++GFYLBbs3LkTd9xxx6xOAl900UV46qmn8NBDD+G3v/0tfvOb38Dj8aClpQW7du3C5z73uTreBREREdXbTDPDhz/8YTz++ON48MEH8Zvf/AbpdBrNzc247rrrcPPNN9f8rflnPvMZ5PN5vPrqq3j99ddRKBTQ2tqKv/iLv8Df/u3fYsWKFdXXXn311ejr68PTTz+NH/zgByiVSrjiiisYtqfADZILzNgGdcstt2D37t0LfTlERES0SDEzLE3s2SYiIiIiqhOGbSIiIiKiOmHYJiIiIiKqE/ZsExERERHVCSvbRERERER1wrBNRERERFQnDNtERERERHXCsE1EREREVCcM20REREREdcKwTURERERUJwzbRERnuN7eXqxbtw7XXnvtQl8KEdGyw7BNRERERFQnDNtERERERHXCDZJERGewPXv24IEHHpj0uSuuuALf/OY35/mKiIiWF9tCXwARES2c9evX49JLL8Wzzz6LxsZGbN++vfrcpk2bFvDKiIiWB1a2iYjOcL29vbjkkkuwZcsWPPzwwwt9OUREywp7tomIiIiI6oRhm4iIiIioThi2iYiIiIjqhGGbiIiIiKhOGLaJiIiIiOqEYZuI6Axnt9sBAKVSaYGvhIho+WHYJiI6w4XDYdjtdvT09KBcLi/05RARLSucs01ERPj7v/97/OpXv8LZZ5+Nc889F3a7HRs3bsSVV1650JdGRLSkMWwTERFGRkbwrW99Cy+//DKi0SjK5TLXtRMRzQGGbSIiIiKiOmHPNhERERFRnTBsExERERHVCcM2EREREVGdMGwTEREREdUJwzYRERERUZ0wbBMRERER1QnDNhERERFRnTBsExERERHVCcM2EREREVGdMGwTEREREdUJwzYRERERUZ0wbBMRERER1cn/B8TaZZBjBCHHAAAAAElFTkSuQmCC", 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", 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