From aa0571b4a8afd88067ee60e1607eb45cd786b5ed Mon Sep 17 00:00:00 2001 From: natjms Date: Thu, 13 Apr 2023 12:45:53 -0700 Subject: [PATCH] Finish final report --- analysis/analysis2.ipynb | 345 ++++++++++-------- .../graphs/bars-parades-decomposition.png | Bin 0 -> 28138 bytes analysis/images/graphs/bars-parades1.png | Bin 0 -> 21641 bytes analysis/images/graphs/bars-parades2.png | Bin 0 -> 19948 bytes .../images/graphs/queer-tax-decomposition.png | Bin 0 -> 54200 bytes analysis/images/graphs/queer-tax-rate.png | Bin 0 -> 33771 bytes analysis/images/graphs/typical-tax-rate.png | Bin 0 -> 32397 bytes final_report_group44.md | 55 ++- 8 files changed, 241 insertions(+), 159 deletions(-) create mode 100644 analysis/images/graphs/bars-parades-decomposition.png create mode 100644 analysis/images/graphs/bars-parades1.png create mode 100644 analysis/images/graphs/bars-parades2.png create mode 100644 analysis/images/graphs/queer-tax-decomposition.png create mode 100644 analysis/images/graphs/queer-tax-rate.png create mode 100644 analysis/images/graphs/typical-tax-rate.png diff --git a/analysis/analysis2.ipynb b/analysis/analysis2.ipynb index e615008..25a7668 100644 --- a/analysis/analysis2.ipynb +++ b/analysis/analysis2.ipynb @@ -301,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -404,7 +404,7 @@ "max 99999.000000 9.566490e+06 6.00000 1.557123e+07" ] }, - "execution_count": 32, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -418,7 +418,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -503,7 +503,7 @@ "max 98686.000000 24560.000000" ] }, - "execution_count": 31, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -518,7 +518,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -552,85 +552,85 @@ " \n", " \n", " count\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", + " 2184.000000\n", + " 2184.000000\n", + " 2184.000000\n", + " 2184.000000\n", + " 2184.0\n", " \n", " \n", " mean\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", + " 48935.203297\n", + " 26691.730769\n", + " 4373.997253\n", + " 596.719322\n", + " 1.0\n", " \n", " \n", " std\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", + " 35451.335807\n", + " 17960.713867\n", + " 3054.620840\n", + " 615.174358\n", + " 0.0\n", " \n", " \n", " min\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", + " 1730.000000\n", + " 160.000000\n", + " 0.000000\n", + " 0.000000\n", + " 1.0\n", " \n", " \n", " 25%\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", + " 11360.750000\n", + " 13337.500000\n", + " 2110.000000\n", + " 217.000000\n", + " 1.0\n", " \n", " \n", " 50%\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", + " 60023.500000\n", + " 24070.000000\n", + " 3900.000000\n", + " 434.000000\n", + " 1.0\n", " \n", " \n", " 75%\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", + " 80227.250000\n", + " 35640.000000\n", + " 5902.500000\n", + " 777.250000\n", + " 1.0\n", " \n", " \n", " max\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", + " 98686.000000\n", + " 114420.000000\n", + " 24560.000000\n", + " 9166.000000\n", + " 1.0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " zip population gay tax rate overall tax paid income\n", - "count 0.0 0.0 0.0 0.0 0.0\n", - "mean NaN NaN NaN NaN NaN\n", - "std NaN NaN NaN NaN NaN\n", - "min NaN NaN NaN NaN NaN\n", - "25% NaN NaN NaN NaN NaN\n", - "50% NaN NaN NaN NaN NaN\n", - "75% NaN NaN NaN NaN NaN\n", - "max NaN NaN NaN NaN NaN" + " zip population gay tax rate overall tax paid income\n", + "count 2184.000000 2184.000000 2184.000000 2184.000000 2184.0\n", + "mean 48935.203297 26691.730769 4373.997253 596.719322 1.0\n", + "std 35451.335807 17960.713867 3054.620840 615.174358 0.0\n", + "min 1730.000000 160.000000 0.000000 0.000000 1.0\n", + "25% 11360.750000 13337.500000 2110.000000 217.000000 1.0\n", + "50% 60023.500000 24070.000000 3900.000000 434.000000 1.0\n", + "75% 80227.250000 35640.000000 5902.500000 777.250000 1.0\n", + "max 98686.000000 114420.000000 24560.000000 9166.000000 1.0" ] }, - "execution_count": 30, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -654,7 +654,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -805,7 +805,7 @@ "[2184 rows x 5 columns]" ] }, - "execution_count": 29, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -816,7 +816,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -956,7 +956,7 @@ "max 47.916786 -70.758184 " ] }, - "execution_count": 28, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -992,7 +992,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1016,8 +1016,11 @@ " \n", " \n", " \n", - " pride parade index\n", - " gay bars index\n", + " zip\n", + " population\n", + " gay tax rate\n", + " overall tax paid\n", + " income\n", " lat\n", " long\n", " \n", @@ -1025,38 +1028,53 @@ " \n", " \n", " 0\n", + " 1730\n", + " 13570.0\n", + " 3260\n", + " 150.0\n", " 1\n", - " 15\n", - " 34.093828\n", - " -118.381697\n", + " 42.499295\n", + " -71.281889\n", " \n", " \n", " 1\n", - " 0\n", - " 17\n", - " 37.758057\n", - " -122.435410\n", + " 1731\n", + " 2450.0\n", + " 550\n", + " 0.0\n", + " 1\n", + " 42.456748\n", + " -71.279484\n", " \n", " \n", " 2\n", + " 1742\n", + " 17170.0\n", + " 4220\n", + " 297.0\n", " 1\n", - " 5\n", - " 40.742039\n", - " -74.000620\n", + " 42.462911\n", + " -71.364496\n", " \n", " \n", " 3\n", + " 1760\n", + " 34350.0\n", + " 7880\n", + " 468.0\n", " 1\n", - " 10\n", - " 40.734012\n", - " -74.006746\n", + " 42.284822\n", + " -71.348811\n", " \n", " \n", " 4\n", + " 1770\n", + " 4310.0\n", + " 1060\n", + " 46.0\n", " 1\n", - " 9\n", - " 37.773134\n", - " -122.411167\n", + " 42.231947\n", + " -71.372963\n", " \n", " \n", " ...\n", @@ -1064,65 +1082,96 @@ " ...\n", " ...\n", " ...\n", + " ...\n", + " ...\n", + " ...\n", " \n", " \n", - " 2323\n", - " 0\n", - " 0\n", - " 45.528666\n", - " -122.678981\n", + " 2179\n", + " 98682\n", + " 57010.0\n", + " 11080\n", + " 703.0\n", + " 1\n", + " 45.673209\n", + " -122.481745\n", " \n", " \n", - " 2324\n", - " 0\n", - " 0\n", - " 47.606211\n", - " -122.333792\n", + " 2180\n", + " 98683\n", + " 30700.0\n", + " 6470\n", + " 358.0\n", + " 1\n", + " 45.603287\n", + " -122.510170\n", " \n", " \n", - " 2325\n", - " 0\n", - " 0\n", - " 47.449678\n", - " -122.307657\n", + " 2181\n", + " 98684\n", + " 27630.0\n", + " 5390\n", + " 371.0\n", + " 1\n", + " 45.630556\n", + " -122.514839\n", " \n", " \n", - " 2326\n", - " 0\n", - " 0\n", - " 47.604569\n", - " -122.335359\n", + " 2182\n", + " 98685\n", + " 27540.0\n", + " 6490\n", + " 298.0\n", + " 1\n", + " 45.715211\n", + " -122.693165\n", " \n", " \n", - " 2327\n", - " 0\n", - " 0\n", - " 47.649339\n", - " -122.310294\n", + " 2183\n", + " 98686\n", + " 17800.0\n", + " 4120\n", + " 215.0\n", + " 1\n", + " 45.723392\n", + " -122.624397\n", " \n", " \n", "\n", - "

2328 rows × 4 columns

\n", + "

2184 rows × 7 columns

\n", "" ], "text/plain": [ - " pride parade index gay bars index lat long\n", - "0 1 15 34.093828 -118.381697\n", - "1 0 17 37.758057 -122.435410\n", - "2 1 5 40.742039 -74.000620\n", - "3 1 10 40.734012 -74.006746\n", - "4 1 9 37.773134 -122.411167\n", - "... ... ... ... ...\n", - "2323 0 0 45.528666 -122.678981\n", - "2324 0 0 47.606211 -122.333792\n", - "2325 0 0 47.449678 -122.307657\n", - "2326 0 0 47.604569 -122.335359\n", - "2327 0 0 47.649339 -122.310294\n", + " zip population gay tax rate overall tax paid income lat \\\n", + "0 1730 13570.0 3260 150.0 1 42.499295 \n", + "1 1731 2450.0 550 0.0 1 42.456748 \n", + "2 1742 17170.0 4220 297.0 1 42.462911 \n", + "3 1760 34350.0 7880 468.0 1 42.284822 \n", + "4 1770 4310.0 1060 46.0 1 42.231947 \n", + "... ... ... ... ... ... ... \n", + "2179 98682 57010.0 11080 703.0 1 45.673209 \n", + "2180 98683 30700.0 6470 358.0 1 45.603287 \n", + "2181 98684 27630.0 5390 371.0 1 45.630556 \n", + "2182 98685 27540.0 6490 298.0 1 45.715211 \n", + "2183 98686 17800.0 4120 215.0 1 45.723392 \n", "\n", - "[2328 rows x 4 columns]" + " long \n", + "0 -71.281889 \n", + "1 -71.279484 \n", + "2 -71.364496 \n", + "3 -71.348811 \n", + "4 -71.372963 \n", + "... ... \n", + "2179 -122.481745 \n", + "2180 -122.510170 \n", + "2181 -122.514839 \n", + "2182 -122.693165 \n", + "2183 -122.624397 \n", + "\n", + "[2184 rows x 7 columns]" ] }, - "execution_count": 27, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1133,7 +1182,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -1164,7 +1213,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1196,7 +1245,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1227,7 +1276,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1330,7 +1379,7 @@ "max 24560.000000 9166.000000 47.916786 -70.758184" ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1343,7 +1392,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1365,7 +1414,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1407,7 +1456,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1612,7 +1661,7 @@ "[5 rows x 29 columns]" ] }, - "execution_count": 36, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1628,7 +1677,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1731,7 +1780,7 @@ "max 1.000000 17.000000 47.916786 -70.758184" ] }, - "execution_count": 37, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1793,7 +1842,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -1802,7 +1851,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1832,7 +1881,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1864,7 +1913,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -1891,7 +1940,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1994,7 +2043,7 @@ "max 1.000000 17.000000 47.916786 -70.758184" ] }, - "execution_count": 21, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -2007,16 +2056,16 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, @@ -2039,16 +2088,16 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 23, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, @@ -2080,7 +2129,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -2105,16 +2154,16 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 46, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, @@ -2144,16 +2193,16 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 47, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, diff --git a/analysis/images/graphs/bars-parades-decomposition.png b/analysis/images/graphs/bars-parades-decomposition.png new file mode 100644 index 0000000000000000000000000000000000000000..86c7920794d9c21e63adeb505d62067fa7e3dc11 GIT binary patch literal 28138 zcmbrm2{@MP+Bg1$5|S}fA(YBIG{~F`g%lYg6s1y$B=e9EBAQGUGL<38Smv3c5{imU zC1at8WcYqpt+n6ve*4|;@%@kgI*#^QTaV|SuIoI1(|HH))6-(4=b@)iD2%&zsT)uz zOUCi%+wx`j3H#AIU+}N(P8tWC_S+wGaq3p48ayV`8blTQ>t+S2eIa~WPvJzV* zWX0B=aB^}uCod^!_pc8~*gGDVY?>;Y!k5rF>@qz^p)gsIKTA?o?%Pr*b|$;kcNn_f z`SQW#0J}-YvT=`1#X1&-MS=$&`EAs^xJ7eCVs`DPEp;2)*!_5dw`8wAnD{pFt#z<; z^R`ZYayh;+8$8Dtv=Gv$WEWwz{#g@x&LS^G3?P1H#drQ3h%L z#l;F2{rs{|zmr+FVS|ZNP*ZG#sEPH*x+|-AHPg&XTv_~RnKVn?ryeuoz|Ko|^EiO*N z(a|wE=iZ*%m&14!I8txN#)`MJwrV&#J8#!ajeq)d*Ams5y1HRQpBJ~bRCRWmKY8*b zXnfou``8PfY{!0WX~$2ydi(kW#l*!mjE#-CwKByQl^5Tb913nySv22l_ui1gTt4?r zr?Bou`Ykn@hL1g_zgD%j=Du!pAMf#{ zti884-tw^7v19jk?cLj+QChw*t3zR4z4i1)sXa-}L7}0c2AbMGO$|Fu0vpz^TSt>= zmVdo#Z=51``Qn0trPq|v7s}WKrPtoxvzKs#uC3D{z4PpWUmUemnvKyLzdQFIhnfZcUM}dH# zAl28eUsJ-Qg@mXb3)dVw7BOP|De91Su)jae8YOpjyZ3p`x9%Bd2t+kDu3yQ(z;NII zm*k!UW@bE@;(hBUtxNIE(emd-9v&(W%PLE{*~yoRdxrx_-?egFJ6&-R9~ListEPnFl%B+S*+EBTO7V)-f&@kn;F(`gOVy0~W*Jn+#4qCHLevm+-~p z>gRCq@$cXL4ARtZ2=5u6pYG-i`ZfF}!}a5pZTm{y&mTB=@MA6Kp&IOK`qu}`Jh$K4 zYDa(S)G5OZV@5ots%_n#LVKEgm^vF985S3QNv`CTUuVJLg=Irw_u`)@9xL-JFIU0B z?im~mdfe^3`tg|$E$OnZkAf8W=Zd2sMU@wU@;cD$gwAZ9i@+d&yHOo;{<(K9)W9d}B^&jO=kW;Tu+sk>X3QZ=>Mh zJ&#j5IKuD}dwRTXwf$Wz(R~})$H&Jj-ew;md+W`+M^@A*RMytk^m*G|zM4nhzRmeo zxyZr6fh;dyrqKWf&cr>px2EbREhFcR0)bt^8GT6jhJcvZih~8GuN8dkD)m@GIr#WY z04@%T{;<706F)z{m_<>Z>grC@q%mXz^{ z315`#8#mbSU6-+I58k&iwq4~#cQ>)$Qg3b~tDHX88*6ciYRSUvh`~FQKY#5M);+g2 zvoLUoF(2}r2pD{o;CJ=e(Y{|}0aodzZ4X zu?hJz3yO>H*?gw+0JhfU>?8G;Z5ktke|+g+pjbbQi-Eec0 znnY9x=OIsh&$)?u@_en|<=9wH4mM-?1fy%5$PBrE|Ne@oJ_-<4m(e{Ups6o90d%PG@czmjzBs*BxS(B?okGZQgyr)RazAQgUKu z;z*k1i4&GF#714pCiLPEXI;7$wPRWo1QL zK*@L&gIZGauI%ZdRxJwiwQJX`acUY}mb>@tS;fJ@A-Hj4YK_gnmXohHHfJ8(CXIEU z?LKu<`t(~VQc3d{)83r4vawmOJUf^~^?jRdi#jQSwGu)uw-gy~# z*Z0AtTl|saashSh{~8oWlm|~#MnUzFw#=oJAsH75N+Py$)w5^2pQEomIFPMYQ&ST} z?jeO4HJL-y_yIHdgLCh@vaRdYtwTx8%h7r#@J+jH5)u-s>gw)Q$bVYkm#{3^hy^35 zpJk~eZQHW$_c@$~DZ6h2}KNmR;5e;Rr?*W;k@{5XyG##K-!O zdHxr%3b^B|x1A9y=t7|unVXyQPfAL1QX~&kE$Dbu-G|OjbywFXXkP5`UO!?^ynU4L zC@=4(vX6m*L2`$h*X-oA_fJ1$oeK{!A9xwdhJ)pue4~vDVfer-UpsX5Ha(}oS38zZ zjOHF`dtgd+!F3?kCHY5RUtjX#@rA~Dv|0{|`mS9;2Xc-EA9&)BfXW?3Is-;@ z$YT)ADoH%QI3FTe#!RW1of=8W>14`7wPNr1jIv2XndlAV=ZO9>-n(-G2yJL;a%jJ; z8UFE|#kyyciP1GL_qGrj=`JsKaB*qBJpDRtzebnGbJ1y^>x(J-Hq!6m`gx?~#O6eR zvZZAkDa^-?9qa4%S$reHFMBNX(c{OG6PAm<)U@=YqJ?ydE(a|N9W|a~O%S{`G9ros zBqWriS{^(zY?(owzAtdZU~i> zmTEXSJThJk&&%7ae_xNcIYlSR`f=@tVwZp$H*QeY0wS;L@)%Q^c(JYf1n;lH%SE(t z5fLf*_H+U@AM3*dLPA2gQ(9HG`%;5x+P``|R1XUAnsJ*4Bc2%AP?zJ%@oJwWB0mM&J5k z*Cg$YS6=%5d8t^w$Ml&eMMa4|iwiBA0op_Plz0Gk<(vkuwt3o@Oe`}LiI`MgyOu&3 zM`<`^F}q^<@(Y?tn;bU1`S8I)ln*<31<&T?($dmTJfg`Tk*7_J`mB>!uY^H>)z5Vy$W^#zZy()&|oUcY{< z|1r7n<#G4j<`d(1_9s6u@Jd_LjDGpTV4=7B^~o(4j(3Qc7o8s=Wyih0bn5za%h{7B zMOfL`n(ysdy<8wqB8CZP_1M0GJvM1N}?b|iZ zFmQ5m-r0U`*;wf`AD@bMs8NP-Z|38!i@CY7=#-2C>e(Hvu5F9!rY+s{^i~4$`GZ@a z0;RwDk{Hri#;-Czxj%bi3^W?G4(iqMtP=L2+XPgar=<`Hf3(A<}qYX5z` zH?z#nj*i!zt2)E<&YnGc0`)4}?ohcmZ&z2>Qu$`mhi}E1e0iUr-!&k7j)^H;t&v~F z`+<>Vx%WKPbRN&<6BJ5|*YHStRuZuHQtKD|tu?`HRzMcOf7KlwtNA_0ef6fNog#|w zR9V};PSy9dyWz1YmW9(@^>$g2gqB2964_mmNg&HGS7kbYQZ6ME#fm1?EN?br- z2_b`1!*5c4&G0HX(@@r}U%z{*$Z3db+qP||-{mZ=$YmO|FQ4Z?aT1yI_OLR0eCEpC zyK8BdF14z-u;gw2Db8D)Z7)80Bz0mlPg>W@ScQqc5J@#)Y~XSSM@O}zN0W^e3$X(B z-#z{5={3NFC2DGF`!bBhSMbUk7Hx|I$SZzT>M>2#ubpBrn|O9++^X}*S!%#DjSofV zQ_deMag|01K(PQ2UcO<&hC50g#sggE?LMNo1@P_sIUW1cu0lVY%(wt={L^&U|Z>42j*=4w~3AGQyBz5R3vspfNC? z$k}%qL+x4ogam=7RfFw-s0uIq>RybL&#nVj{P2PIO@@i&V;kkYZy8Eyw%K>78yK(- zw`Va?TJ&UrRB32wIpz1B`H-{EF#Ky`!}*{0EX}U0-d0CW;@p7V=!arX^n;3q2vKRY z8T9$w=aC25Ej)^&0&zjrRaI2zdZJR|+XM#2#3Ey3uSi%F^`IC<%bgV@VgT@GXVG~E zJhryk3Yl%&>JQqN2IQY=x9)F|D42cWOFnn^`$a%b5it|_~u zb%ozO!OH+CMf3EmOpenF-FWuu?ha}I3<@fE;N!>J3QoVfh?~u+&`pX608^67SQnRy zw<0tHV5~5(H310;y{xHcHa0c^)qzYOL8Qsb`|RlErk|%YHMX|09dC-$(9;WRGo1l^Ng1lU>9JH`jJu}4 zF=~k_mj2LCFoB}cj~_*!K7IOC)*+S2k#;7YE6cJUrLl^6$o?w%0zP}KEej8xTTZoAG&brK)&B&}$t>u1+>R{HzCPvV?v?6Xf+QD$amtJ>Q+(X*=|K8=6AZO=3L{0w-k_xzN}(|*Sx=itJ^ z?MG!|+LBxeu?<&QNIh5lbD9lO41SmD!lciKQjcwxZv7Dkwf1MuSROv;J^jJOT}k`? zsnw{2)#Rf2k^n12r3B-_o^k5}al#z4qi6W2yNMtulh5XZNoUZYMmcjw{8uv zWR*PaBkw);r0p!DVsRjo>ir`!i%DseWYHCci#jMKu^l70@BYjImf4M04o2A+8!1vR z`jESU&2cRvA^?h1?{v3MJy;ABx8Qi61=Eq!jc=5&*+ zFzhA)Wo14BwI8yVd}|POIDcNFqreWl^CEg(5Ad)m&M@RkM|U?rSl-NJ>t6kGZ!bs$ zoO0F6;w<_PJUYDO(hBa2czOiEJ#iW1L-C{syA0)3XxrFPgBF1uRQEhawmJWl2~pOf zBrK{>$S0~8ByY~KqYx(iFFU#02`p)s15d2&Pk@HLl+Dw6}1TuwI0 zld~TkM%u*Rc630l;;rqf=HGmRx$eqpT8evpOmP!+)2yB6_ZQoOu3V{2-hG1zB|WBr zl|ezvoxZ$ZWnVhQ@wK}=e3hv2UGMo>IgcL?^cuO9J>>{sK^5W7Klz3T7}=gb9cO<2 zOaQHff>@7Tntk$(NNHcw6t<2v>Jc=F;25GO|m%Ya$z@ype>MBQs3Gk^zlrq<;HzpG(69i5Vc9kmhef&ty zbu%dSh)w_`WCAo$?i0|EQY}m6Z*4hcd}1*cJfwHLx0?J0DQjRsq`BepuRn}?ongYX za^*_w@Kr=>I&#GC!i5WJzxYrO>8NQ}*5ueUG6O6Efe3EcKuh`~#84n!C zrY)a+@=4Z|h+;s20qfw*b{aAml72V`vRQL?ho65&Mh03aJE{$PR@rPi)^D+KX&@8- zW#A#gw86(T!1dK3On^V!9PTW3*}H;UMqN%`p1#mr0-J|k@#3{#T<-?reI6Rc{W|g7 zrQ6G7(7oSF@g2l)B<5v}9=NZZo5UlyhA z`9ubS@^%RwA`vCsdTwSyaMPwV)irMXj76XmxIx8_a&y@z$yyDUdBPm=0HE%2s3q(R z!Y&M1LcJ{L_BQ*IZ#E6P_0EM?vJVgj2`a&g23l2Ht5E`x(yZy$fZg7BEi-6<mOphNEy_h}rR$qjPB?}5R z(W5|yLdd;>tfB=eAX_y?R~UrAG5>Hd=kOyd%cS6AVYp3a8?py45Hqdrl$|)s-$i+p^o{A;Sz?HpUze;>^ECluD zoc}e=86|nB?c~_~c<g!UMKa+ZL73eCk$BXFnssteP9Y_NFh|H%ORPp;X%2puRjsc(jAiuZj zSXXIC>;@4L`rh8&8MHV2%NJ7e;qjizepX2q?)De;w!2J6HltFjFr6&o!08@hHZ{XwFZ%s!4~m$iS`}$p0l^- zsUa_T;R@GjkEE_NN$mJQBc1;J%@w`KNQHqn>*Kg@!1K+00ab0CA0`8+`Fk8(s@(~fkN zxJ7S2cPuS3>gv@CH8oX>*_RxhoJgf=OtwqBoH#OZPp?VL+1>HdkI9?|SuZzs9B8<% zoIO&?IMpd}ui<8UYci{=tu8z?EQuBm+#>LD)&ZSeyHt}jufPZ~7CvigYWlISmO-~~ z(!6=fHTQ9jSOKp>3i&?!EV2LL`<`TEh@v{(H-bE)gnP~D{)3T1A3%koFlMt}SXfX= ziE+u!`_)}9GB)>e?DiVq3CoHP#)cJkaDRx~^lp>*tB2lS9+T>z5UFI*HPK!%*-*j%-%eZz8}u?{!LbbQCx?Ryw3(HuaS1K1n;hwW+JDy zV+Cl?+G}MN;ZWIkv+R9W>dw~vbCKV~BKJtRpPbx-+E2N_A#MgkoGMoSyc%kxezCJ1 zxtVaUs!R@fE$w-Cz4kR68t4q1JrP*|h!liFG6qe_D0wJtO0x zcZz)L&8rr+?{xU~X?Nb~cP*)QY(~QCdF>0E3^p7;TBY}MH0G#99CdrX_gC4b!l^Ik zT~{hTewdVbrpb4N=f5o-bFy?6aL6QxGcCV5J&r?7dJF#@WXKOrq^`VmeAh>zG2 zqZJX_8`$jE6Mqb^Roe%|W;+UqkqlBI^DV>I@iPqJUR zp-nbOi3kcNHZ&!FCHa76+5gM_|4-HLf6Wa1fBB_dV>EHsuIYcuL*e6MUjfQCq&Y^@ zm1CoGN7<`L^(W9SRFG4l(Lq5$sWk2z#)?g<}c7Q_JwP#N)$hNdYk1BD0G?}jA zWAr(%TrMF}kce){1;~k(M#?Jj=QilwQO!N}qCrp-wnl^27|luwFuLoP{B~w;ZaUby z@J1wcyO4nB-!-N)2u*A`mM1z?wtcsq+ulKE4y!SfI&fc zBaG-BK-}X)_v49`K7&StNWn->&^4UYw`K+3EC4@ZEdm=Ewn4jud2$#2mOJeu2$imG zZadNp1);v;BsUf;TwkyA3J?QgW@U9XHF}o#kLIm-R0G$#=+KRQDU>UkepmwnqM{6x z!^e*Yf(II86@ZRjLS#TUUYQqIQ4K(sWzCvUD4?8Xi?{8|Dgo7{yk?yU-aX{~b3Hy@ z*EOcDZrDEG7c7FTPj7QfA&@7T*bY3Iz<4c!&Hf*QiRj`x7`U&zfp=lkvTYr{-`OOC|E zL@DS=1ij()^9lkB`ThcVQYld;=?+wed zg`Sd}T#C&KYihVNEGbC{VTZG*x0&CtPAlKM$$#ZW)DhG|Ylzeo3T)@(d-wVX4TUL5 zC7XM(TMLN+0|Tppo_r% zt%Pz#4~IuxORKuO`%qRvRdsbXk~yc}=g}d#Q2|>w9Crw`frcV=;?-IdQ`7Wrs6LS5 ztnrwG!ovwQmp(si2v2sW_9tvEqaA5=YFQ>(d~FXcPK{Unni>g&19TYAohT~6+mBqv zEYpr0R8zay#yx#=)Bd$Lo=Mp>uoGcXPfri^m=^Hvh=Ulu>z?|3nukqEYeDYZmx3D^ ze_H-exCFP9uDZtc_=krxfu;Jv z?fR&-8>eG7`89x#m-h-(gjE~uA#>NS1F96+fHFb!bC0`O2OqEGCPcjSB_i6R(KJ-CF_m>ur%zAhtejM>@QQXjW2M4JI)V`dc0360Cd0J^4*y0HI9)acHl!t9?)3%gC zngui*YgFU| z#m<>+lGpN4i&3CjGBTmXgmOt!5fua__z}bkJg6hEumaj(@+gsY#P2i5g8E6)NMN5q z(7i_f^}XIhE$d-rC#V)`r&M7bIi1l;YVP^;>;@tVvxlUP9mBuXoSd8zzR%5lZz7En zpos$eYV)bK6+rXiKR93gTg{HGu&}T=3on4GANP`WxGgi|oI-GL@Y9zsFTn^kE({4_ z_}W!^a8S`C%d!^955n~z#2eI(RZAI=|$+!Q3qY#4&@$3@zP%bbJ@^9>5nIl5a=|hP&`g5DCMgxJmVn=XwOv9`MCs3Y%R0p9 zUfQetlLou13j22)dJ9QrL@Rj|SpK7g8<@iKTe(K=0&ue0fNe*C_(Su;i+ApiP49 zY2Ip}7p&ZBbR-z;WaU~vkCuj8l=!l7ouHsQ-{8#(BlymbnW>1QYACV_0{>EqoZGi` zAcBb|iA{*PTzd5Ak=lI?4UJVB8L-YkmeZykQ9I%`$gdxV-LT7NFM^wkKbw5WDo>L& zMeElLTSMpJ@hd0zIzE^;=*8rTmCv>9%pK#sxKro+0|Pm?U*tg(;Ew8|Qv`}a?GW4N z4HGG|tCv&>=SlCCo=>j|aBV%!1x1bANlFE5V`-lS&$MY|W?3S{Q3G)|dxwWf+N2i? zgc8U2NCx6E(VG5(quBkoV`8kT{OO{ltS(OOTsm5Uf^Ap^WaK7&7SGEl)L{KM*6PRd z#d%3qR#rISdH05X-6l!gWR+5n1j&O1EAXIvu{QwO$%#P1rN#!)07x^f*@e&j1b&0B z8w{=Q@Xv4kkX>*vD#EGY%?Uwh6SKzMPV~e<>FDTAwBBQ+R5UcuV?R(X0CMzo*q3iP z<3uidV<{WqgQyNPlvIo2g3S_c&;$G-{r;}jDK1n#Kl`I5zBj2*yKYTw#B(LmBiTxb z#z?zgAm4GdtMpa-15+W!nAu8N{=1r2c;uW%x!iw@2168U|GTTL9|r`3{=^A?j!+p2 zh0y;lsLC>Qe>y|^dMAK#&mZrOKW%6b$#BJ!+(nCSFxFWpi$J0wM>d-AwXn%DT0U0R zi@R?K_hM=I!hC?Um3MD?^j+(TN<1h1UR*ZRBpM1%jy+oV#xwXNcCLoxRK?J-&M-Nl z&!o%!-DgbF4+-gjT7Ur3&u_`W9bCO$N^mwF6l|TaaOCceu&^-P8t0h2J?b_nJA7C?eN zDVhJ#!6kc47thu(<-ZZ|##FnEG4tw)DcNh$(N7_1S>w_mTGRn5TOB*L3@cmFYnC0l zYwhuPuS>usB|qMuvSHbvA8~x_bHH%^YGX)chPwwp1ixr$VLf)N>DW1EXH7LVDvD}~ zK`+F$6nblzC*$9~T|^2=Rh7VzgjP?&TXcnYLYC6WH^uB?M>7!o@MeH2@9&HKmpS<^BkgdPi41D1=O zNlk%+L5qG?O`s*gh2Z1vv;=jr2x%V1hCI=dOiDIMNHeC1{ zj~G1IdwM`HSX9>+5U;L-5~x$^0LFweXZ`KdGXun+xS;?u^YU7J@&qL$`3hLgm#|9M zi$ifk`;gQi@`}ZEjueC4k^q1Pwc6_IKTc>GdgHNS^Kr>JtcC3wOiUec zJm{+R*ojw?laq6TvMX{>e;Ks2v|>NUD7wiYp_Oc6tMHyh|CwtEO9X$ZWC9{2YY@kI zTX=2*6*ct|N^^5Fmd%PTuW5_ZABv0y3fA!Q5{nv8#5SV4*oEog!-q?U>uYO!@c@7& z0}Ue;wiY804HMrVi3r;lN&7b5-M7&xEI3FzyneO*PtaCuHa1l7oyZ>~=OA1}x(F8k zn+)+n^OfkLYvdeM-Py(di&^;2LYJ?CmzHF-6{sC4|09T!mY8b+`CsayD?vGc`Mb2i zNMu#IQ3h5Dl&s~9j2hSjq_&Bf=Fngp5$A_;7!Gu*X|6DU32lmjX^;LEAb85gH$tb$ zBi6?L!2wXpkAUd5*nEZPMvMgr$mv~6NJ#>TtAH))fP^P(CMzsogZcuZr1WrM5xZjp z@^NzqBY;Wr#4T^1p*F&xa2@YiVw`0u{zeI^xt`snfPhu*&(=`D058Y7U{FC`+%G6- z&@Iu0YT!`{PGr?yoCvC4P7r<`G+A-G5kLH|8H#^^Ov7QChhV)xR!41YxMlfp5-q-H zKd2mtmip!AZ$UcxGER_E0kcF3ohFHvl=r1Wu@xKk#)V?UV=Y8sL{UVT=;^CK-$QxU zpu(-v8ylzqpwc?sQNT##5g56KU3s?qYiet`x5(izB6t3c(?XQ~UB0@~jYLP^=j*t~ z-_C2#Jh)+A`LE_Cnb3sl426Us_ne%ZNAQ>KsQB<qYM%oQ(u3&>G~Y18&aHF7VJFqoxEoBNzj_^mO)l zFE6hvtX$;b?zyis=^wZZGKRB=i7BI4~;EwDax4j@FpXe@A z!p6FU%M;kRF{rdVI4HHDd1!?q3~12jmhL*}HCxH9L6s#823iv{R3efpnJxaPudhGY zU9JK)PL1%RA)dAj8Y1AI559yP`0cUJ& zZC`8EZsuVmcF5hkcNdo)J$4C^E(j1KuQf4ofsh1A@+8&bNQUo*=DAFMCg3>_7>MO`TQH$F1Y6@!Qmv4s%pu7dFkuh6U&PtGo{M_UH_4|Q}E?g+SE zKwHcooyhczG>ehVADxJ9u2Hhw-_MVloGqHm$vvQ)?&}>;wK0D{#tF>&;p_WlWSq+W zE@A$J8R|?uvH`}UNv8FemP+RzkRD+9KqB?vP za)$9IPb8ALiL-?a)T-HP5w}h3^c&gflWKLP{RIUDn6TP%^gQ;S?xn8S zw@7q0-`;X+S&9K2)&p*p6$!r4-vx(6epvuHwPjF1iDHB{6Cq!KL7yHVVS{-LG$C9- z1_RL6Z&;E@-^ZfQUCPWHE%6@)cJ^A&+Y6uQ$Kv5!x8G};u z&M52cbkyW{JruLg)U?Xj))x-W730MpH=Nd`9M_)uk}1~v^{|b@hn&cp_jXucUN#)6 z`}Uw|RkP;Gi2RbLvk{w|y#|Zp?mZA|%dcW{C5r@kkKgN-WOIn<3MLo5+19{!mY5&_ zNz!0klnO-rvLTvyBIJTdg;8Oho_dPQyp@RZLNEWC(r^1jP7%X!a>DmG<88;xEc*_d zA)FJ;L=G)$wv?QeU18DP?T=q2o5xtU2bPW4HZ+{H5S?T#!h8)24cf2Zf2WBcYi_O^s%`uy7Mo;Dnr zpS*dGFOxe(Zq4nW-3l)SH|vi#Sv94$mQ`)+{Qrl7D|LPElqSl|MYm{*+HsqLncz=^<_k&HRiH3XQ%o%oPEDIF#geTbm7 zjDSAW(ZvPP;{^ZdI+9!ctjynryU0R>;qMbUK^4{5KR!KOkA0b(0}%r_lH%*@iyO@B#G)^PHznRp{AT?eoGG&z>@JV~tln-+1ef z;m8o%2GQm`d9p3Kwf?^9w`X6JVi%j?L>4O?Sandv zzUh$HaO9SV{59Wy&2r3CjP-m8f)~x8=xq4UCp;&egE&+#(RQ}l@j&QeKRbp4x0L zq{7M$rlzJ+*^n4q7bXK`!Y&6jn4R@|#FbPA)Ba_!ZhVo=9-GYWKo6VC7W}^#L&*8e zah*Zb+GLeK!^DQ0Bod-F2+&Y&%H7q0l1y1U^x5dsQJd9UE`2I)UqV4`xE^^#7gZS` zLE62zzqu@}z#{U?p)yZy)puV*FoGb@=y>$_aoQN&d*^-?K@&^f6Ln;duw(cmkv`zN zHO~W5Z-V_yy0hN^Cm9-ad|-s61r)iC$M#V(Uoo z%cmrMK-Y?%*TBH$%J)ON(fWQzgj6j0XbC>hdqPx;*1lftK91*~B<_*O#-iU}K@%6) zU>5chOMcx1D(Qh&?NQ;^(GgQB>z{r*>+-1T+k*Jj=)@h4n!=+uBOUVk&yfQbO8IiC z*}U)v`iodCnedNm|Nq|#_oZm}Anc|IQMKpm*Oic1v77Wy&4NA%+<2B}iAItceK=Ux z95I=*)BBlkjB}l3GPrv4UfSSQ^zMk^_NQbxqr~kTMgiCnxH3yPPo^M=-Z-|3Uc)Uw zYqImn{}^|{Ftet5QMw_WBCI*^r`k6CjqIdg-iKzXvfK6+)w9(UlxORfu-pS(tPctn;Xki=EW7oFPPFBk-}1AtKl3VH zbt{a{de8LIqMH{#l_%OF66xa*BN8Cx2ei4(PHqBt7AZB!cmrCbilG8HMpt;Z>ZfqJ zs4R^YTDfZbysE3#>vIL-MjgMg@$OjP0h7mPERZH7sXGmF4={k$?hf!AR^aF~?kwhH zhUA9a`^bfbZNxA=(n2?f{q8z5F3{Q8DI(7L@6R~^h>+3&)cM{2sq-^0bCt~!6WNXdM*N`^^z@ipHXo)IGSVrmVN@H@fS@&;7 za>_rpg%xKZY%j=WkoMJAOG6_8D%H}4ojZ48Dm55AKuB1489JLU-dBLs^D4|AlfEo3 zxiiyvXNti@+#3DuJy3F-MU1EW5`qN&Ww{`XMCvOfX>_nb!$bPjcp5ov_E zMj`6p+c8WgPW(oodTycLp@{mP{~U_2dD`>8hazl4|5$^5Y)|lp23R(J5G?Kjq>(uD zSs1OJi}TYbJ{09k|52k?=#g`(L1eeLr)O$2*ME(Q;_pq+OU8B{(M$>;C}9KJRUGzOnpR6DsQtTCNH4OrLBhquD5IsDvrMx z?Oz|{arGh)phh6+owc}=*jNzom%ofx35O7l2~u{r`1L^84uh`*j?^4@ct&M+eGTvN zv+K6%i;MtJpt=G%8~I*iQ7XUnGynBaI|HUw9llPc!3;_LCfji2C?YG-Dn81XQ}Bar zi#QT1VZY(w;nLQd)BE^N?bdExJKDjO`6)I78!B?zehDyliQ0M@w<2Xt1Sznvi(YB~7bC203n$Tk{e zeTOhZvIP+IWc6H(Px5|7S-(R0Hz3J|8Nhmolf%NPD+LPU5T}@*n3@)@8^r4|aP7ome1Pm_G)6wmKj*-yn&x{#wx_i1Y7ZG@0 zLLvPbZ*=LY=l7{W6w5YGE-3E!zhi->nqb`v&pN5GXY1i6{HC30hJ=h`e5mN@&woi+ z=?&;)ORu{;{1ZdHS!74rdHqq=8T{H3%HJHaC9jIGb&&{dcQ;qpo3?keaZ6%UC$V^THQH%_8Pnm@NUf9n|@rl*j} z6SU{#-?^oxrmUwwf5(zEOarx!%B->LA4H|94lvgQ1zN7v(bB#6nfM*LpI4M%02i&f zmJmLfe6uTLBuGl?5tWdTjQBr-oZtR}kGyY#bp0!j_drz&K$`+@qoo|kwq8n}JPDz} zrAjr7B3OHejkuQ5@q;sO9$s>PS%6@na2@tOP7_ljG?Yh2 z>Q|P`4rdUH9k(U`hZ}m+hJ+@Kfcmvo8yRkNWurl+``Ft?>zBp*HugIrvbBWb{p-s% zGD1YT0MqX~_dZBBGS=hVu4q~;(EMNu^kEE_2sxA<T+iw8hJ-L=j)%KMbb_`$-+1+Y$<B~hEfrwMXJ5$2LD2{c3)xXt9QOvo^Iy4Q=z1!bcKbMB|->S51PY?TWTxj}k{0k|jM3rv-(-$TiBI6=WkPfJRL)7b&S|i8G_QO>3hX$!o1JnAgrF z9eEqVm33gWu6EO>cXTl&HSBwQKgEvVOHkoJcN@2h2)0C3(s|--FNpjur98j2g@MSA z@Q=eWcC<@H{G^Cn%{rr{!>m7!d>v4~SNXeZiOpMJgpTMq;DBl%{>gEJ_b%?#H847S zsLK2K{2e?`PbNi@+U$XJ1r|~CY`r}Ns%4_ZJWqfg(F+aNuX7dL-}B!&uVg%143!_7 zD-xH;Y?8P3z=I(P-V_5Xoa58yn=^IJ0!{puiddVz1ibv!J*kK*kuFC-eO(viDTdkE zZwuS51xwAa&XVeZ$+C~=K06N|UVGtqc;t&{X=;!^GI&(EBXR?l+RW(G=Uv)OH!npS znwrYEwVtc}P)U!`2370Jn(v!d00*6(_Ra35`0QRe>;Q|tZxMt4bNzS{V+R~3|;1E3r)a6$HHD8&Y zW*CZOPQ$Z!<385gt3MkgvTyfJU5T;oi_x9xy4Zax{n`9im$QF9MupW1yD1#k)QcAsX=-X-lD1BFK!*WLtIBfT z0*-3)O&GuxT*n)MJIt>MqM*YYcf~~OS=f3w9T$yaQQPC_tzHITtmylsilFhJ~B`p(5q{`~M^H0*$dPa6T&BEmo%@lpXY?+%p%Uv7MY7a0^!1a>Y-kih9eJU+2? zYe9`X-g1WFf`9zf1lHPL;iCp(J?1aR70&vgT#*b0F7<7(i+w^X>Hwn!4Gz|S#6fZr zpo|&HuN+=qg;#2k*e=2DU0q!>KL_Hk`~_oyiE+7M@!qp^2xMGD@&c2PBs4^3OCd#* z(Ld=v5>HYj3~tY!04N}oyU2mHJUs_ zE2QzFK6sLuCK!bYEn7o8jpra*5OuFz+8qnjNc0==g9WM*QAcpwz|T^_?)oq>eWUB( z0j^A0CH;uA-_Pf<*NI2Y7b@Eg693n&9Z^>A3)BlZ^QU=*9n)m}$q$EgIIX6x@#)IMY!l z1)GW1kZPiup_3z`a*oJ4$c`JtAbo}C==i(i@x-r&Jz0%|FYTGs~yol*ai*ob#hsIk@0Z{E<8$9qsE$acG@2=aG(-q|EA>~;& zCu+F%25?d+KJ!zY=v09qLe#&5;<#R}qK%XaY=&m|a*Cca%&_=Le_xpUz89|);ZE^N zOvh**Bbk$eD|a2!fcNwKc`@xMvk99U%Y?jx&K0BF*CM7KOsAuYfk1;LSyRYF8JREI z$+?t5L=ye?0_nri4}x`XSJHK2oCZmbTCm--Q^Q6SRn#W({)0CY-@nT`Nuzk(3~XNJ zn2ncp0+nUo%Gd{(Kr9L#>z1wtRy4;|yd2l`*QeM*750@EV*6nXRruOY8}Y2cM?t%^ z)~GA;qt_T!e%UY-{p6!qSdFl@4Ol!nsATyA)|lmf9tkRY!Nw$=gPsAqh;Eb-{0Md9 zzl+^xK$^c;R_1v#^r`x|bdIOuskc3USvEY@2DJkfL)$-oJsi+K ze-P|d=*vJ@f#=FQPj5mUuli7VneKL+hsY`6(}Mf!emgJ1LC1RndiJFouIeQ7o|=() z@g1AQ_uWu&P&+Dvv+N~*<)E@b#;e3XjyBLBCA|kg+xFaN(*m9Vv$!}+xfldscy?LOYo9MST z(ct5H61-%qksViqU3%%0;!fT77-bEK;uzXq4S1F(?K@B{Ae<)BgZn@0N~aWld;JP& zw;MZkTh9G`Ug4iuFGcHqX1+1G2A`Vr>{&la@Pg4&BP*5P#j?-XTIqMO^h!rZkWv1F zCw~7uUJ$w?>Ror#0sF<*?F|Avm@Lv6bbA{iRg=sc7@a&onLd{|K#iM~ugztBJ^byf z?|+VZDF6G!11mr1ao6q~hnK6&uhYa$aA!EKagI4D9Ur@9dj#s3h^B0LB;Hq|7d-Vg zDYjuXf&lu`2s&2teKFi5?aO)bi28nVzyDmSbRxObg-{9VGE5dbUcTq#R9X`s8M*S* zNS}{z%;P1x#E@Bk1^Qo>WYfN?wP{CVbeV?X@iyM`|8V2 z4pjd+FFb2&%h0Ki*e|0QbgYF}a&y8RVSxr0*2Kb|63cYE6p8BuFqqJN7B zcr802&0(>uU`eP-kB&y@Hv3T<;~IGkN=x`t_WcahT9+OQlLGTSP7kw2CWQS}osA3h z?2OfwEQXg0gw7Tk=yxQ`WMxQ4of@^_DOR!w+Y<9ssVbek3jisFq{QmAGQc0ZiLX$o zj1t_^+~m{K-x2%PZHW`IU@KTyZvl+xjo{s?BU47vGnu? z<;E#7pQ1IgMqgQrfJ~5?N;&6+JR1F?mhqNY}-K?8#YDox7MX9yuw<#qpUENwzmfyNeOjIKe$t_!s2+cfQ;46bRM zb;vgxbAn_zfRxAQuUqh_{Cg?l`k(#oyIH1t%4sc)_m8Ixm&Px<6$pWRwu>K?3!NvE z1a)g$Lqs>X8UI;S#s%=PNOm!GUqlB^7aWiWgBKlx984t2^%+mA;g)?I z>c0fVj#gOO_20xPAd`?&SGslUmJ7>v`4Rs&7BxNi33TxQ^Qhyo37b2#gzz>iJ%B0F zXhfOEUCIA#F;jYMi;Rg!92~(#EZwBH+Pt%afv&N~iWPa(^A=IB2R)mOCaVFYo!boc zuT6goj5Ok>-s4pq^HR(|Fa6YT8XH{y;*BC)2f2sk~CAwMk>fW9@o_L zMztUb9o`JTAocRq{K4 z-{Zv8>fL>ge%V|3m%3$Uf5ErRe3S3~BIqJLj&M z6C50@ZSUGDIw7)Y>H|yYi31G`cH!GGwzfW(Fl*f8bNTPOJ|Bs^^e^X=J`Xm>uJ-#i1YyI9tEwAXJa0rWw(@WYzzJBK~ z^eZ!Jw_B!h4VvE+Cs`CmwR=vN_%yyipWXnXJLl?EP3oo8XJ-#ZFQiF`rzF01%eTKb zMQ`1+g>|^oz_#Oly#ds=TsUIm9(A5c*j((omo!)S98=%B{|c>W%ZEW#`Z6y=J_4}P z3p216)B0Cdj-Ub)K&IxX>qKi5=|-leb1)|NQm`?1;aw@Ebqv+Wt-eI8e%PgxlIzmFd+xOV zSE8YrDHK?gjuG5ix0~iJ^T_)nc>=nSdMi-A!l#`}-zgji^3qM~dW?NHB*r!*TS&Zs z3ik*XNcg8mol|zg|4DmX(CmCa*c3=Gg>x7q8eS$#X?GT52rsXzn_y*SWp1-+g6q_+ zI)=IQHtp&23gLx2G!#To$`lRp$Y{zGm#;fQI@>&j<06n7viUqh!xd|<8!1IoJ3+lB zpQk^bfLOPJrqqxDr)q2hpB`2$ejN2(91~!BG`%{7l~q+{z)p@XKXalKEB3kk6?chY ziwK#$q2nOiAIl0cqs(_IUM0~9xUmDcIaiwey?9(UAO12PUA;^C%xF9R+L(R&Ol6D= z4|@#8u+L!<~!}v}(4fA{R$x_C&+@&cFWe$??;w92^F0o*USKjA~`1$tFPA z@?_}JAU$Q^L^#vFi(kg7D6rX?zRI++X!HK6pKC8)QXSd&I4$z^o=T;1L)A5X9uYJZ z(;CdapYGVfjB@5XR)K{s{pLS5U6@!*xqPrGO>6a|Te7{CFfkWyeOhvE$~=n?{ufC#iafCm5`8U|?Vl#hHZf-Fx?rxz$R4 z=Q@o9zP??u(^owEF3!z#y1X#7s?mO91cDGh5_OS^XUKcjk3NMM>jl`mJ{xi;I_U2& zUep46l_SpnkTH+ZqOnaZ@=g&Bd-j&i>1D5XK7rt~4ReVUZo=|LGz`yuttRND2icxm znukC-hwC}+mVx!gF?1x=85tQ~mC4~zv9aPu&AEKJ2Ry^KP>`<-t}*!t#I92u+h`&) zW1vTq2W5B5bNW#E$MAwv3J4H}YP#G5h)di+ z$2xiE6&1MS?0OlpB8<52xs--^KnwFoPzbOSa%o9LZ1>|;1p_@tFw_!jM%rwedo#_` zGqd^ja;G?`SE1aO2(-eXD5WF7iuT4)iuxtlMxmzn^wx!svm|=mN%I^wV#ge$%L`sK z-|?&!r0(sk&36o z!;+SS6ug?}q<VPovramA=1v%>&aGHD;O0A)nN@dSPMC?1rcg20gJ>TL+`#B6@NGQXF zaCC7I?Bx-JpHLQ`AQ2kSsfY3*Lx$_@in+42ccyL)hW2%EKv3mHUNHqaF#;-fR!dXU zU}E|01C}A(=%H-f+W!j-&ffat1$|zh*|^g!4)as5$&ZitdU?fY#~(ayo&0Ycfa=UgJ551M%~D zk-^xXmQ)QPk%g#2zd^q)9SxJ}7o(JcqZM;)H^;Uu6Wq8an69K3CfU5Sk47oinD<<1 zm-dcm$H~lVw$R7p5#d{&5XE&JFP)0)U%GIbZzMBl0TXhOoLv5L7TV!RdTXTkMrG_z zQ`u9F-FlB)iwD=eYtV}HSqt76W@i?nv5AQ`xt@F7;M4u!tbaluGB!3=NdDM9=Qf&{ zn1}_{y>|7gRbSn@1_EXGzJ1&HQ|mN$=o%*n3|}%VJ3G7N5ot4lB-&!@i1lr5ocACk z5HdFr*a);fP4CzXkZnT{JBwDw<%rWUiI|#TQij<~QWnF^DZP7F!mVO-T@eRo(7~Nf zdfZCHSm zuwB(dA}q>UAokIo%V+)Jndmcp`t+=dq$_6lr7`A<9-ihc5LBpU-Qnr3*Y8P;$cM2Z zLByx@q!t1E#=L9EQklV4^CC&1$Lqjz#d_dY(eN626Mj$Z)z1lDlW?<-chBfWZB`O= zSGnejK~c`Qm>0ck$r%wgyhc|w;JrjLqG|pWv$uZm%o_)Sh=#~Mh6Voc~LTnSl z-@NzgpPfj0v+iC79uaN)sE*rP2^k_T#u**PZ4oe|``WAKQGM8&+{?_c zK=Xk2KID*q?$nOFXxg`bpvKPC+q62hZZnvd@o$|}aKMa?Y<5G3uF23l<|AZH2z<|3 zUP<4e9{?q}EI0%cwLBIgxC8TKX$jZNpOPk13pPS_W+@dQOSo4&D?+H$)U>IlU7WAW zmoI0Be@sm)paT(3@H)$d2flcoey#Q=CRxHHBU^o)^9+n-)?5|jNG{_uaqChmzOYaf zm<>Fo_VU67Et}d(UxB;`r4llpKNCxVR>D+Dbc-XdRbXExYx({UEH@*HW4ZqT4^0X= zSQaV_2mxGx*z1fOrD}wlN!2IGwN#&wGvs8Eut^BiD`lWVVB668Y_;TowX<{;;-YVD ztf~~j2e48(zDF~2H0=&KF+>nf6gqb36v==-XP;D&rJnay>g%c6$beO(^`gXKt2oI< zj;~LXJF3woonId?VnjIav0#Q}IxNf{u*Pqm$@ac;qVGA6o&2pz_Cp!Lz_k6jn{Uj) zgDM6%`)P?ICfD(Bve=HNf&Tl3ju$~}O)oP5a3FCjEG%5Caer0JFSvt27IJTc_{pwdCZWg9GdYv6R58CuB$JL^(BSeSqFTyHIpep#-a5yalUNDq}{M z5p{#DC}Ko{E9V~xd~ol)po9T zP6iOJ%YqMXIeOLL5XYL(9hi9USAC92k&Ty6aB3&93FBU`5714z;-GO8u)8Ca4Iy$e zBQpd?J^`%?nJU0tb#!zzeIhxdL5LaJJC_)$C6`fT*sL9D!q!if?~kHi-YB(;tSeCY;R7NJY@JE>IV=jGo}S zUwBz~2Yd8i@|K$%UPUt{z0`1d*zp5Udv2yK8zg69@hUVOXki{%jj^6qnbxpj(N^KR zB|CDg2*^!znEXRT~or=W}+(6oqpRww5*ymgeVoI~m*Ao7-3m z@(S|`9@uT>;9zSn%ExE*A1~mwu`}hXoh+Hehx}|Sqis*2FrOoTRwPO#m{TaKQ`D2k z)Lb47ce;DjO!h2&?YDG#TK(>+_8ar{_S;1EUWnE@aO1Ye%X=!l_Y_|y?2xnnrsfyL z#kl|T#y}>ytQ|(%_9mE1KNJjKC)hqWeOjs|H+fxQpH<779dbq z#og}u>#v{NvXVl1zLV?xD6WTcZABdJ`uPv{x$%$RlxX;0`J+jA1^<8di=%1R{`iBF zo&9B(z*z66x)?iK+qYL%|6*NeHQH6I{_Om#!pNk@&lo#aRQRblvQlMa-tJE?ineH? zC22i7&#jU2z@j-N>GG;I7I^tgq-jIE0zToXn~S^q(32axRMgbeO8U9Xjvqgs5fLtZ zcbj=vk!w{|Rfcnshvu{Mr;^8&_U zcQX4>AAR0QnK7yk6B=wz4S)3LQDe+$=GAM~B+CT+E^7PUMe__#>7{ETzk#Db)WBD-BeMCgR$VGY8n)Pp{#aC1F?HDW@HteB_+V}Zx;?ari zkMcISv3_TLEH!9MqIPz2Xnf&;w`RJ5#KK(nQV4s*kxR!}J-%Ena2SZj_Y_am%jI_D z;;Rbm7`Jb4;t69_wrAP8m5Z5~IW9ilVqtbN?8v3)lBGp=tJaKD>({S$qOX3={v%WI zw{I?Got>ROF)!`0E3Yw;bI1kjn zx_7~{vtZKCK#FfvfaB+%f4J~8w3%aTqNEJ{C1(?>?sKti-n_XfMO!r>AfRR~MH=x5>fTTJJ@Bx_I`*7L8<$)C`{5 zs;c@`%;Jv|qP*HNEC=f2EZ#o8EG{9TUgUDADM|HoLxN)N%#IFuEboc8Cz!c#W2QBa zl+T}!{&DS=$AeAD^y+E_Nl8h!zK5m`6Q7im7Y-ggc*twsMLktVJuNM5?CV!$T*1bj zJFQy#dMkql8xs7hg7VtW7HFkeBTB+Ohg&o4z~RG(g{(WYq!z#R?CeY+L-+XcZY*V)*;4l_i&%daZCU0tmAKn_ zdU_M>Hl>{tUQg7MHIkf$+w2@2)rZ@%ZQMiz_V1U&&Qry@=p7v7HZ(Mx9PKvT%&S+S z>O^&$s5`xP!O?uNE&Jj&K@;C?hs<{K@$uys7ABv%v#BlbQcRO%uA6_p=Q?VE%hzbP z=@B0MI+#=W_=gW4@RRd?BFsCEkg?S1>gpn2T6TS1w%epdvX$Mq;Eya$dW(h3DcYIR zmoHzoz#dAQzUAlFJX*SxCh0j_QCq7xH#OXFgVih1b8gBUe@A^#l99Pt70Q>Mn8@ik z($Q+MgukdKshm;>7cL%t#;actn`v4r8;FIGzE>{fQ;VT@Q#q@*Ww!o>3$Z9YaU4+| zDre4|nH@|{KXmpv#Tfq;%Da4df6Q^TOMhW*y5$$XA~KB^yGuL=-#)pDx{>_zZ~H1< zy*l;v>({mnV>-_`R+R#FTtj6L2S(jgyToCu)D z9^FG1D(?L^%s5`Sl7+xY9R(cNBi z3a@T&44P<>kl3(c!(dB#6pCBQ{rfDKGr2!o<`5yV{-^-7pR(rD&{bzeQd2H3QE{ z^_>!KY7wH2DwTnI)zkFy#Ut+c`mWt6<)w#ptU>RujY?0}Odou;+3^0IJ9mnTi|vb; ztx&4S_p4=^D4aTZ@)Oyx=Vuhj0HOsnCMdG5+a<1rVh|>DF~n_Q0Dp zf?|{~T88g4qw=nU?RV+kOCBs-DlZ=#xpY2f*uJVU$4WQGj!~sS=T=KRD|4_pP5)x{ zJSMpI>#uKycZj>Zy?5cwBasG+8J`ua)}q48rR_O!eaovmn-8ZMmRdIqb<5L3cnES2Tu zwWJ%`$Yd1EPxtssZ430peoJoAD|E8*qc07-W|UrC!@La@P~g{JfAwXS{Px`T(j@^8 zPtUtqS%-Si4_kRZkOBWPIVm(dH5@+d**mezer_9T?Lqdfs`2vA+Hz4!T5FVtnp5xM z&bFX=W*?weRUO>r_3c~?wrq%T?%dW@BWv^)_xD=Q8wcFDaXQCw&z?Qp`UP1G0rx3O zx+p3ky#;S=uow3W4-bD75s_`)5HGG@LwW@M z#Z#-BWwvJ^U0H~VdK_94A(pV&z~#kYhPD4L3AKz1m3pkE*p?yV8+PnSK`oM(aG%QZ zUEB4gQB^U?VW2+OBNe^<)vH%r;^KM+1_mJve~Bpq!pyUWu@?5BbW2RVGZJ;5N@3JJ zKDG)Sve(6xhodQ3QxlC4Rdz4w4XD+#vqS0XDOv&|qM|xA=QK1zNVy$qNl!+v)##?{ z7MFLFyguCR!N$SCQ9M6J*O*(6RW>+DUWV#!pkL^e?aPTirqN#$q1v8f<@oK(xrLej zs6gu_!5=%AIn}Q{N=Qgx=MoYUYA?X5I$Bp(r-SvGlppd=DZ^Cn;sg)81`VYafRMU&L^5I)1mIhxCew~!^!S>vARD+I`tj-qbsr`E(+J&~rYa3ehxD!v=91SQWYo zF&{pDj7HNLLNgCePfy?F+PgvF;lWe*&^PKeK0cJ>{=>KH?_LRc@PL!r>a`EW%QB3a zhE5PN{>*VmBLV|{XA@5bcc@BD_mX!(KoS;kYqNT~LFeEMz9ATW;-GPr)`Gtb<~ukn zj0UvR&%LzS(Bla&}7@_ds&p>7|RJ?X}aXT}IXh zYytwxK%3Q5Qo2hX-FVZ%wI^au``1jBpqTHchD>`EMhU$4dM<&94h;>h3gJmM^j^SR zZ=cp$7>_rhlKIN9?xf+WNGTfo@Dj4b=qKPCp7|72pq!K%ANKhvbT zAf|(KT?{Vjxl|H%ny6jxO`TlpR8-hc#nWA?Gh+%&?<{a^Kwp?>HH|X=^!ABPiAR1>QBh->z8GED zxaz*Lp57z0@dTUF1r0Rr)IPLJT(S9wKd-rpGLMXmSTw{}E3`19Ndp15ynS+_Da%~d z)z!7~#fxKPWi^So_6D4G=&jh`Il~CmDfKEQjj?!XaV|{I)DM@zLER?mkchsJWzocq zdpv`Y)Hr$a4?+`~(hZkFL~NW!&@;*kOY&9XWIM+^I_@=0FP*tyY@8(j@ZjMHsbQy> z^M}R9D%e7f&nsemX@GG7%yO(_mDIy61jNL|{Qmpz2c``c^v{geHMitNY?nHbUOc6f z6VScgnuXCZ@4Mn!WO2IG#}VxEs6CZn0H^(iY&v2t^>~HhwzdcQe(fpOwQ~OScFzfw z9QU}IM<=%4roP3066MCC|K_lrrtlRz zdl!6nh#YLs5xUr%Rghru+-Jr0m>8qTgucAi`%K;~7#D&Gq_J3=#(-Skans3$Fzf+( zIz+&PTqv)$RW5K!vc1D#BiD&Q0q{+|l7^+A@F;=DPd|)xd!BuHa|5Br=$FYrEXKMv z^G1h0yiP2W3RMgj<|%LCL!~%=;zTw8_Nh~+l2A<#FO+`m(8)Bp%g%M=$hY{1fk8n+ z-iz~krF}Ew{h2(4Ut5$01_p9FOLcRt+e$nO`>MkefRlCfXM-*Xb^gJ=kxS(yDp|JM z0zrO9Y>!f@)chLH{eFIattENK^0gap&H zn(E<0mhY4R7{kPz(+IxN-nDU~<7w4jJ8l6p(@2-hvwhMO_Y8$(VXECmqa8Fv{o%uh zZbPZL8O1e|LoGI<8!z+N&2H@mMpbAC?41&dbouzReyLZdg>2xPH}cg4OckO)L320> zR(;G*D$~1E-1~beVU*4tZKA1XU#R?*fJ!v2+&78VTdo6_WZ`GH!Gy+B{N9jZZS zzE}!Jv6yq;tiB(FtJChgST(>JsXOzvoRw$kag>y|0YGmvv()@!^hOOKi^hBG5@1?( zPEHzHS`TKYN7EY{)v6=JG_ipy9gjWaKX>K)`SXn>p6=?2O2>d5o0k@+r3iPc4nJHv zyogz9x|m)Z-(ujd05a6ddjhwtNZMJ9za$N7h6^>5jC8TvBnt}*J9QSYWg~FImoK)e zl7^`#Zmgf}4N~l7Fyc_-EYLJ(M+!$X6a+(s zQ3n}R42_mFeRaG{L`1|KydN;@zH!w}u@9(*mwH~CzkPg+FukVii<*QA{IcnQQZTpr zXW?)cRGGG1n{+IfWSj01QSZeflbT0KI@uQ5oj2ZP7|Rhn0ETk=&YcFJ!?fsAcLu+F zD4PYPIRtScd8TSC8rQA!?EE!R=aH1D;r9J|_8hbCd!r0R#=eMS?2G~1fdlgRM?*yb zntKR1^FRTt2J@Gto{s6H%XI)jk16XI2|2@f|H}{(MCC zy2mC~R+}O~4e7IIAAcAew8+cP--=1&H*g!+%f`!FW6=(tTn3(!sSNU8MyJzVz|aqb z%Grf+?~#z`OCMia3SLJ|Z%fq8O(UPJmZDYn zK-@J$z^1E6&v3E*>A9f!@hT~c254Kfj+0u_3PN2Lzj5<^3DQ{mvdsXquQOz zvTAQ8U=kwC>SUuL>>+7z(7RxgS|y|2QsscGLO-tGVFn;nX6x*H7(L2&pF-Fch(EO< zTzsKR)(-@Xu9J6{0RozJ92@8Lt$CNgqPLC~jr%d?8`BNDwXoE3 z4ty5|aQlF{TLDE6-QLV+?c(aX{C7~o{vEY-0c@vzvH7-od3j0KMV}(|`8j&*)vp*P z-JJZ++AX$Hw)|^@M%iC^4xkl|O;2lTX=&w9#V&_eR#mA0rZmOLZN@fi>AFOD?`NyH zQT`daWQ2&lH1<)3GYg9nctN$(QVZ6m17s<2Z~1i;7It5?4}PEDJv-q(J<_CWQyhn$ z!ZcFUD=3r)J}Rpzl(Sck z8`3~-!Gi~)jzMAm;(V<{O~1f_3SlnT&3f2z)JK@cVoruxMOttd;}@WF%*$F6~T|WGZ@u zLf9cHbeje&-==(fQ^$e&Q&RI^$`q#W+`M@YScRcn;xXfaRY@7qT%DtatwaqJb^4sB zY3QkrHAE_7(~}cxsvipW$Isy|Wuaw+lml*!?>|VP(-AW8x^%mo8mGH_r_AN;KQ_Xtfp3i{qYmsp1-K`JVhgU1r~xvTcSlCeWJk zDJ#geE&ZdC6fP+Dwaou#i~S!r)N>5OzJ1c?&YeTy3%z>vsz$1gV}q3;dK%dVn1Y!Q zW(s9@E_O(LeLV|!Ke}eOT_IqH1;hlrt2W^RZYSr`f39!3)#CiPA`uNCxv1h*<6K*@ z1+17RB-FLFwFg@>6UdZfDj610|GB1*)HMqP&K}{lAi=%w-#-SW z2n(#-(>^u69YO= z&tBfKV~1UFH@Yp>u%+t`yn{FX2bgV@6%|iiqX6EM;TSpZQCQ@B8aIg5)JUYxzx{1D zpu?cepqfR#tC%k3XxFL7ZHu#@COpChO(+ z2Eax`9ATfR|K%vmeEXJ&Jw<4z@dCI710#cPCAJHZzSY$3|N7f+8#ir=58Nw+82kvL$-U&!a6nOX= zgw+bUd^wA1M-7A{#SWoyr=-Wbj0K`e#7M8xM|BD5{~X0+nM9^`YNRtcFYgE)V8yWP z26Ib+;}DE8_>b$h3(G?ztAqAURAi8AWhl)#ZTr~RPS_MrhD?2Kje&bG0HbfPvoJTd zlt~5>Iar2AvM1rZr+2xYgfw(mVhV$r<-O!Z<}d-c zRbp=vNQiQp+_Dww?e(==qoE!rLuA`_#P%^fr;We;7Gvl&b1H~KG33UL8w&l#^WVM_ zU4YyIN2JSf3Ac&2pf`J|<^HUip}hKN5b?M*0;}0h`(?E)p>kTZq(wx!4RQ^47HUG! zYXFj+tlFP06Nq|b?Ai$eFf^22+I*VTGZw;T`047;Zi?y_7BqGHGcqztn0?6IWTmmP zvL+8hJK>g+l7e0$Q5v(7V%wsJcKyp{-bPGlV}avEs(0`c?=yQFb8QUiE!cw1zFP%} zE`_>URaSNaR#!7H*s?qU*j-go@fL5)xNEQwl$n`HC>eHD61I34xCGgPxm|8@r*5;< zsVYhsXD^_l6N!qDCz^g?j`0kU5&(Ya<52tuk`f|Spy3~QXw_8cY(p4O;6#nssM%}Z zt+N9OQADmdB`r-uGjp5nblyuP{OEq}c9dsgiPCQxVvPwIyRZ7FkveiIw;+<@&+@j#`H+1dcK|UMm~cMyX`f1d%E5}J$E9xAC;yVf>*`8$>RMUl2(T_+xOD9s1gvb7uG)gsp3#L>G*r%*chP;ZF?fUD6{R#tAyw@=VW z)8nFQOiPgk2%6tSP3dE zDbrMO0m8DyyQfdUvdkNvVZB*QcD#78r`@<*m#UzkzO=ZIYR%D>Y3je8RWb#Fp;peF zTepaO6BrnHU|P48w%jS7FGPb+a_eLzI*oLgYllGALtWC2WCgK@;MxGQx-t6HF91Vj z2hWc?D~f;p1Ln!bty_~|gX-uXEP9CH`2?ROq`y7aCKQ{GIBtOP1F&t~#;XrEVX*@e z5Bz!UmwYc920gSzj;}ZtT;Wsq(qe93O+@&Rrws=ur;OCXL{L-4aC@$vmi+-M2c%0dQJw5i;I)%zYS>Y6XELS#tn&@lqamAY*<_pOY`HTWEkr_ zfy@aMbFuHuLo#T@Oe~&k)@?PQ*VQSL9fmG~;@M;wT4rZA+$KccIXj%&JyCtQ+YHOY zjS;M=7AvzM_<*(w0RAk*o{g-m%c?ZW61{1TXl+E#`{R!vhP#S&w;#4vQ&PHT#nHcs zP)U?lEplBiuC9U75NN4cXyCozXw_Muo?bL|`{T!t4p6d*ju-L~iu>Nl&#kIhpBiRn ziBP7qEL#tHg7^sc6Ck5RDVpwbhew-4oNA&|YiF9k;0jDmPL3_@vn7pDa_+Mrp~P6Z z1q16o)k-ZDf#1i&9qk=_M~FRk?PLX;KbWbt+gK$B{NN*0m4M$*WjPF}puy50vbX`P z34yTb6))N7o#|fq*gCP%qL{^nxglI!7MK6kb6c*9*rcA7rBVX` zZXrZH%w(FruiB8yFqi7yle<)^^4`GCp{-JUSo2b1R3&vx6P*FF+=}A4kwQ0&j#b+< zTD%&-iR1jYOEa^xU2%VWOIW!eAVjtu@e+wZb$9z=4LiGxeew@>QwJeOrWvwHNa(|e zs>_3m^+vE(DRFFT=n_D{ZqmxR!35Bdl<{3&^IuOx-r#PT^G0Q)!4u;(C`yDs+VLv3 z;%7GS85Rn*u%@Nu=bgpUP)d0OQ`nXSmPy;cMtaUhg0nF_6AZXBKCBgI=vC9_3I1}( zagbmhZZ0k=5-V!ZGTtzUGA}bjr=XCK`1kM6R!2&-cPWo-As6x78WJD)h{foZ__MK0 z|1DXYpJb&_o`$1TzA7)*jpSfw=j7!*1C@#Cr=Ol09c))dqQ|H6Gt6Vy{2Ah`!j=!% zi3tRy=cy{KXn8f>WEh8x&$Imc>+fa!pLdqAbP&jW_Fuc<{{{W~_Fx+s10%u6np~sR zYZp8EJke{i&c9+JvuAB>?e^`%4I$UD3+Sc`yzE7V-v?qGsTH&L&o2{^GCC%Pv=J-@ zJ$PwTekOv2AvCD3A7_2Pq>sLK-$znhr#=*e8Wckh<^eI>=m zBQQ8P?#YQ8G;DCvx{G_>eU2b&bZG2g}Twp9m zKa2zBm_fq1ee0GoQcItAawv}6DqV!GtpqjDc*}K!4Q%p<{{eK1N2wt4rMva|6HNox zQ&^*o)7{?bKn$&7Dv=w%1<Qj~~B+s@gj|oQhu#0?9N(TFW-6-ezoKqSKa~o0|(~ba>--ijTXr zfr&`1;`MXy#IBfw5TW$N0ZeH}G6UHLvh3QGMzl^a>Ohh%&>qgc)FX{=?$wmX=4j8j zn8ft+&-unDc;tt{^;oP|&yrp2g_D>kE+Nu%Jy8`9zK1`*H;Z{ zk>4%}ZYoVZIRuC-=IvXhpoUJ*Wj&>kOEc{el)Bh=@3ct1gXEbA|A&LsDi&7#eP8^x zX_LvM$H$kqZu|N+LPrG>=Mjsm+D=3m&c7WL6r6-TMZ!q%Gqas{gfH)S{be|T29st` z%ne?Us+X@qd<*9T;g=Ng#;3^u`}Y27+?2nU3GA%kOvcoA&4 zh~k)5Us6Or_d(Xg7l#6~5H*`XOn^1F&(F%qI_zwRGpv;T{N zBpLrBl(f%R72EpSpUqAeWilU&JY*h-d_)`q8H7dm{ZV!L`&_gG$4P#BzY0cgOPBK4 z_Y3A05>h8*10ffZJaaFv6eQ#RG#QJYSo(1I?iR;%Y#1RbpHn7UFF_7s&LdgQ_r;`_ ze|QP4Y~9v_C*flQT4y^y`s?Q#wr@|ypbouQ!dGJKUzRwKrBJMeH@Fxe=b&Xb0d{({&p$5Fjamy<#q?ebUCVzJp4{z0@A(W8{ ziYgOGauR6lq?!QZ)`KQlx}{=I6l3*~>|c)K^>buima!(3bnUZ2H++DahKbtJ$v`<3)^%68Ww!LTX*VU8wO9bB&vfWDKMKQe=pNrT>_NH zZ?_eVxkOHd*X0*gQhlzx!kbAx4kOtBXh+mF`WW!%5WwwWo(EA;QS1YaNvaxj#RySj z?a&~ocL=Dojvet5w<(<`($3Q)HRB5xDxkTL)CwVGu@y_hU2seZz|T4htP_Zj5w?7H zRy!mxFd7jV03F?!e_ zurxuPBn?8kZ4|J9O^PA9Rhd^?LV*%WVwp!k}bi=BwS^DK=%@i+|)Lw2H^! z*Z8SxEVrPbD%}4Pe96w2+C_TX7$iY4hDF>q;-pQqC zxhv`R?c4QO)=e-6fm_dX7CLKUR@8E>^+|XE1fgWR$O_8QJ&fL72fCtMzUDh|700n& zDuFbCy&pb2L6fAaz)zY09taOd!)0*;BMu=$qnVb1o%{(9c*^fShj8e!l?aR(s1_%? zG1aitATZ0m|4e>f-h<`$SwN1iLqv}(GzbFR*e1aBZ=q|E;wx;pI0TCfYvnOI5*(jn zZX@~q6YxZb@CAfPj7m%6CS{Ox(J4s-IS4ys9?i6o+YB-k0q?^P-ZMTQsR3_2gIN>xBr3mwrjS@{55MU)K8eQH?o`jcq2;;*lvSAdSz!bIQ+xHW} zMaZU04>XuWpoTF-`Mm0E(!NU2T39x2j3bL2+(-#BDq;52`p3tv9x|_IC;efy%rYQB zWy*H`p`o`xjdW0;r(%*R1={xn0^Y`d*5@|M%tejsFyaP~a45KV4E2pEL$6lVadF<2 zZke!a*Dg|H0j_w45pu{b;Cx~sEu+T$+v7rhGwYdw-uDJQwg<)d(BHJuOUxqW3R)Qw}rxO9f-jD4-ri{0tqbohlHWU%+_M3F<{~$c7`t1BElwcEG zN#tt@qw&?6dEFPV94#Jh*9<>wQ?lI^bjI@n<`rl+LmWVVFSS;D+&3bqwWd#naV$;k|<4a_Ui%o)a+JEg)?oMxyN3{%vk< z=Y0XsiXc?+jFAqEma`(K0h;# zTrDq0f_V4C3(mqEOYTod#sf{sB)bG6nsX!oU&mpRWJ3#)$KYiH-UKFWZ9;SkT3d-8 z=98X7LOJ)(;@fMM3FQ>-m(IV|y*$rISTTwJ{L7y_mlmdhVo8>m1f4)%4A4Y$vdro_ zD}KUadfzIpfAt`YP*&0u_{0{CxIt(e5vNAIF*oiF&pFDJ; z<)`NEe%iq@OdFBIz}L*7xrM>&kC%TKjRa?y8+L||Sa5t*VNOd^PUiUXWPixnv9pkubJuXAl(~ z$6ko$59mnx+;1FbiWt>j{%*olUM-9%>sNMdv#D;FSN>r)W5KzC>V<7TVuRvKuvZ<*l%NFCK2@50SfOa%t(qIkH6ob)${wyoA?=Z#c1E_pJ z`0H(`g*H0-Fiww9^mz30lt{KNP7NDY4j3yCP6qn`?i)-!w?N!w*=>S9I|v37%uZS! z*7@z5H}lMs?3Vq@JLce26g##S?}g1Mxriv#S+qhq&jNuX$vtGGvgh|c*5)-VN%{R$ z3Y#eIe*b=YV-Mcdk)-EOM3H0|S0Vj4MWJym0bQL~3`rjlsXK)86{~;v0f$|5W|27{ zd%tr$YTXZ%qh6Im63(sxq3-&Ef`UX>BNYRP@;+{v$O&+6RKebz_b@txhEyECems@z zo=9SE*^>Bji{h;$DFYYiA|hf0NFo)|RJvSEUN2wST%G_20|F{xa)kDI&Q1`)jD)~P zU4$zglhD~8c`Zz861$;%5guj|ff@;LGCe?~0 z9&$!N8i?b{_yfbxOHKo&z~Vu;;zZzuhd~Dq9crwpv;yE}L6n0RO8Kj6JI z7lq%B>L_6=f9o|qQ+1^(erwZyby_SsF4>?2)3IYWSGBj#rTu{&aZPvmW5*^0gn$<< zkW6XSCjB8Ex8+(MwE#SLPxG4j8QEph75?WTj=kXIKF1I6Wj^Xpz(0-C`U%N;Uj4u5 zQ~!q}ZTvB!@=ab0weaan_m=c!R#J{G!g8i4-E^GwI8n0mVpBt^RaZY8NK!~3@F#(+ zB_qibCh1v#T&ct6U%T}67I70!4e5qbP=JPl6ea7B!;dDi6%@xhbR*KAVu*EJn1^Fu zCEq^&LQ=c_;$t_#I>^$(XmB4qSl{*4@-McyFzX0?qY4|(A|KmD*rv-eLCy8_GL`%Q zc?EMnn3~%~2+{qA50k*zE`r{WW(ubDUG4LL9E{X0v-lSuoc}olYloOZr*3z+Z)9}I ztp&!oi^BK`^+t&RE>@{Dlqo6>43MK(|H0L3{&G$c_06*G6m|UkuC6P<^0l}+hT9r6 zg`th8a^?V0IP;~l5~gcWnOjAJPqQfqHWSMi0~z_0Wc`!#eV<(_Gcyz zyf)*K0s;bIqK>rlMn=K+@5jR8K|bwF$RzkG%mo5YiI@xq&vo#i3bwY8K)wjm1fvvo z8wtmgQ(TtG@Px1CT1upiR*!Ovj1WuR`PV3N8VqQEs_x@qrX(A&Ghz$zAhTDPu= z7-TpwV5)1n6tGke|EFP~BqZyW#7 zFcU{>m>iM_2_cY*TpUVC3mU=1ha0R!EuHd%-aB#-=#W|uOqLQ7CF)p}k+z%bZ5&pn zv`)TVoaDlUY7=NCakR-efI7VsgHoMGCny2$w0idx`QyENPeBt?0xubUaKLo6TO>D? z90r3?b9QtKE}B>7pY=%}9}0p6YRG}-ARR=UR`ZEZb)?CK(P@u4zYraf#ef*680iDG zH`Z<6M`dDWCg-IN0T#i)A3#XBk?1c-Dy8ZdYM@Hr!A0^)h`gvMNMxuX#0d<1o!s!q&xG>8#!rJZOzhq%zo2!n zex6_O)W|`6ZCor}NaSZFmkSpzB%;iqD8k^zYuJ{>)3??vw3jbW5>&d{?!GLk{yr-| zOFt3y`1X{XK!x+~e!76`d++&YhlN`=CneHr)|@DQ7n@U*VX>Ww6z8HMJQV_0zxaIr z&1KQk1fn~sJ&c*B=gQcrpkm~_vPQZA4;76!vdN1WjWRMaUa#J4B;R#SYnePQyU#uG zLpIrIkI#{y*1uO6|FQc$FK0q~?I=r{)xtA|rnnArG08~XKkhC|zB<*Gx z?YbzJS#1f}#jsC?BVG&b{O(EpL(0e@911%`u*$J-h%}4~oE!PB0Pj0=NbSj!C!iQG z2)w*<{I4($6E*qhWg@o`I)Y-@LgZ#tKv)ZYBS|XI=h#W23Gigf53PLc7`_#Z;CF1t zW2nl@Icx}oXo_uOI>OU$7^Mix3|?iHR6+$C-id+f4I<~+#vDP+iLgS@KI)MQ#5`=_ zLih8r|D@ugAv>ucPyi`L7DrS-=c*-?X{232U{8jEm)j})pE{q?k$K1<$gDiVX_bqk zoUJV1=-$NUCw>I(M9+$K!-gk_<#jXEru~>D&BGHGW~cQ`?S6gVbw8nd5A&MwtCVYM z=(SCWs{i3?@E|Bk7?7gG1OK&OZ$T$-F$NA&A0 zxG5(NI*M`BrX2-9e*Jn7qP!a{dLBB=1QNYLujInr;{<@lTwY!tOT};NC_WOs|7j9h z7kG6Rxc664(ThM{o5|tB>=eZ)NrD1k$W2;aL&bY;fSNrvF`)*Gn;L?X!;pkI+U>BA z-MQZ`3;P}WnI>e^&wvbF7zO{MwDSK;Rcs`m3)|%ANJLl(Pq!aKEH>$XyPn04^vdd2wslTk3ZQE#X z-@Xk`n;y?xJo*W@sRA!i1r>4B>CiIRdM@z+5-m9tmkk*JWoZL3o}Wvc!xkt<{ z@7#NuY(`tf2M9&FO?=v;sj2z*S024g&Q=bh-;tAqa1vO^W_$dcXa(e?6{Poeu_}eX zwinC@tk#fz9Il0y9|Q*sA{#puJCWq>Cm;~C?KeqN!jAjjSibkzdGrg^uAfT;r+gb%N=P5PcLy<5|BrLOoEU}w z`W;tR8q!E)385;4L})nOM8xOyyTr{#weVUECXb|9fPq7{?~f8?6>bYjS&^d&a4_6Y z1E)VlzSE~&8=i2}`08IaCE_Dc{+ihQ#m^_G;Uk*KM&YXCqm8$LO|}%Q@}xq*Z!hmY$$6(N=mZ zHg&JtaYU(faW*-GSKqC{>K`}o%!9vyr>2iQ44@JEMVbhDFW8%N!!VG0@5hgU{*}10 zk;^J@ZIQqts1x3f0!=L`u$T>1?1Jihxh4>5a`uH}Pq5}15yRX|qU4AOX4;ElEtIl+ zbEm=0A&2~sfyBcGn#Z)3mm5Aoi{)DYH}U=P_xCwW^Ca&2y!d-i{r|#oBMt0djD|n2 z>{>CRZuji3FOK;>geuF@;kC^MO3_yv$FH<#Y$X zNf93oZ5a=~G()SNJ95FGrs3I}#mKH2L>I=g3}tWIM@|(w2=OS+D=2xXxMC8_>k_ctyzx^2t!N8a z0^}qU*GOa^Akm@h-&i`q=|dDMJop1X+oPp-6xZjYZ;Q*Y$GSGyhHm_%g5zXd5U;SQ zzdK%grKC!C5W0XE`<d16f;* za#9wh;?;aQ;WwNlryrm|vM&hfdJzU|_ICH(9U}EL13vCINN)T)v}+Y(vNZ%Vce(@x zoW#Qbazcy|F;xasB0i1SzEzanHn@yC*a?sj1>4_zD=8@vbsdY1P+38_=lpj-d3JN0 zY;YighX9Pm+4GpMvGMUtRdl#9Kb6&mI0p4UPslNnOfbTUg|XMz1hz~6-JBe~9E!uo zc;*d#95Fl`S3=@O7v7|k{Er=_4^&n-K`1|<5Fx4#J&v50BkBeqE~j1Iu73kQ zN1j5fe=XxdWO`HVuhzKCU@NDL#>$bKWj&sf5}|o*5v4voGZQiF$Kx zx0fzCeT>S3{BQy!;J(3MAHnDY5N^a)U6?Lif{v4rWmLXi&hNh@>DBx~mr$VDAs7G$ z3_|;9!H&(`*^jf7Du`=hyQxD5Ul{dXDopNQlCB~83p51?$~dW4P8?D4r~`2R`-H>d zBqR7+`(Pdvp=LmV-vQ1@>=O8)HG@O~fUec?hyW5p0wWzn20mnxunU~PV_=Mkp$WV! zD=%L(?Ea&Yi!#lp^b(#q1jUn`N)p^iIFKi`5G|Y-fH*pLuGI;O1)?*WX!c$+jLjqo z3#%_M7Mk%8hNc03l97nt4+<1G#nd8MjA zJ;DLD-%U+TNzfUmJ?p^DttShhE#lZ}DjudZ2}DLbD{`zKM9%@$2*-T&vEo$l(`@Ha z19VmezLIaz*nXC7r4**EtMU{P9M}%c>d@LUe)3c+93&JUkB6 z;-L>lzS|G;mRptm`KK>Q%I5LnO!>VF^YG;G+_Tr%y?9iLbGN5yYacF5n0+fbCyoz= zm3@Bgjw5de9f9jieps`ndtzZ>{0N?f#1GnM>EhzDg(ON+q9DFEd7-C~GnNNxu?{TO zZsC7!5snq9wX+by&ufTMDLJk<+3X9Esq0X8MC1}|Rh*IslM3He#=n*gF4>ofi9;my zj(-|~#a<5z3i=9urjs*+3>GdC5O5uiPlCF=Of)Di2*Ac|-G`&9w)Xad*yyH@#GGsJ z?5(z}fspbaZM_l5n$AXHtiVwNC`TlOm22I3h$Mo&JMWP53FJvRgpa^e!n2b^NPZ^p z5YCQ}*bUMa4`G`pBSNiXFwF=xY=-DftOr6zVP_Rvg&?S%rVtvUg|Iq6z!Zu(1357iwEf^dz#f@JQK(Av?ry2_X*Me8n=+z; zSXMlv<>(Vc3_>j-dlki)U^HUS;ff*HI?$(?9)F2Z`%uzMQ{Ru(GXO?Np2fC_SC12h zIXV7J?0iheB*ZvQVPOq4!jK8?&>B*ruy^$ljc+9SKERCyLg<09kR@Pu55lo*0$?KJ zTs+lwG53v1mYFiWKnvRe|atx-fF=6+7iof+6&t%l=K5{6d^fpIxb0AkKS^ zNC#w?07{I<-B&BQKtk!=jj;1*@pR-q#mE%2jQzM+IKdk27feiuSdRNwLG2~qO*ec+ zj#PkE(~#&PPn7`%w?N*-wWa}Wot!zv!$87_B|x5(i0A_{jKwk254U5VG@uy@LBGag zTuwiLf2QUP;3*-*+^@#-`G8iGNmW1l;!3-pTBp2q%~G`ow6p>|&5C^FUuPt8!ko!d z8Hq@bXOKmsN@J$I!tgl6ri(25HRNHuAkD6X#)GFLTzDuO4WXAjC1X8#z+9x8EQYt? z4qr(k$z*yjExMAfv1ScwtNRVg*~0Q&?(*c6AD*D_8EWBf-lY}Oe~`WgdxbP5Vs#^2 zJO~^`zf>-0>HC?))q3K$aj`B!fgjGFYNS z5y?mtk(_ge9?PnJ@7;d)_1Cxh>(@Uj9N_G;&suZMIp!E+?njqp#dmH$w4H*2VyC3U z1qBLH@5>&L(p=STQpj#B=8C0$k&$J4B4xYa*|S_X6-kV%uG)T zUb?<9`onB&vTMt8ic8ad0V1w0eYKG~0jE^1bQe3@41PLNFz`83{|U?fCpFdO<>GRJ zQ}+Yew2T%6KgQwuL$760)U&g${{BO3Y%CvtL}viAa+QJO;?h#0%i6MfkwbQLv{2)- zGuKTryVnX9CR{f(9zA;G<+b%qj3zBDMV|3kTlR2kMzp4uR#U9hfd>yBFv&#-F3+{- zWE(XxU%Ysc3HSE<@4wsDa$kKz(UhbtzArslvM1z(kA51$t3^c z{!s>oW0D8hwHy78NzJCYu1Se|(>2}Swr4crMsJy?toR6BO}8tK0aPPQQ=rGt~pc|9}{!1AzqG0Hk@C-MKhGgoSTs< z(s@3(X7bxNz3AIhU(24#2?sNbNJ>d@nswy*GE`^A|G4weL2OF~RiMAWp8rYtx0AE8 zXU)2c$DZqX?WUnI$uerHGHCt$>c&nvIk{-3rRjxm_G8E1OUTN8tj|As^r**|FJDIA zefTt37rj%m?ERAirfxar-CaIB?`gB<)Qdp?E z{fo==KyBKIh}-8SB_;E3PrZG-j| zQ?&ckm6x9ur+SrNT-Zj|MkeH}yorfP{_3k6wO4{U^uP7=M73obj}%N4uV@U^ZTZ{Z z5)@)DJ$~}!>FmaU$=bxmdRm-JXk4a#bya7lmdM8HjC1XP`YQuZI>*s7FXk(&`CB4?QEyz*Mi^HA&|E~AR} zc8!RLh$NkoVs7&;6VBS-gs&R}9g$Q?(^ke-_Kl6DU>%r_9zBnr)SMo`Nk}@NefylS zuy9ond!$kG%S85))p~=F4^HJ2-&iO^h2J)(Y9;&l{Jkkr@kGPS1?*Bzw~L}TozULD z|NVKS%d#ZB)8t*3<)IT}T}2xEpIqEY&8<}FcP!g_NFm#}<)guRtW;2v$>+=@jhu1O z7Mrm)F0FiPNx!}H^lAFlfkWl=u8r>WE;l)~l$89DmR<}*ILfA`rs6cFHO9-)BdNp+ z6gqsX*ljc3p;qL$&|J-4@^bq==E3+#7lo1L6yTcd$taamKn0&l!_{;W}h&QA9m`BHD!%j*r_XX)>;XLo8;hl_XKk~|D zWsD~;H#gyO)cIxPs^oA1yClVUS!U!G*)ZNHBnmE**2~ziR|qrqp<1g{q@1Q?751i7 zEt1&UN?c1Q=>!vQMA(b@&92VWj*$D@SYN~8X41;FIEUckw;65}mFtQ;t$T0!TV*s) z*KN^l+qQ+AHT2839(p0_5Xb$jJhO*LO%-+ZT~ z%RC5^9cBlkaL!L6x4tr{sbA=JO~ab$jaZCM^_Cx#EG{m-BrV;zx-`?2 zXLX}!b-Fs=b}U4AbyAeeyi3z@VH~U8M7K=ES+Jw@G&vWhSm3nczkEk3ao@dmdChjqPZ z_;68!k70(Kg>sR?Vt0So@-pv7N}8K{SyVseS`Eks2D*yuJaqOn^Ocu3*OssZ>}7X0 zZQda%cKdd&?m;T^r&`B<7w{_noDSGnaF*aq`JmSQ(JR`8!dVcSv$q7e;>hay44*l|l2^ROv2} zgW>!(9E??1d3(Q~h6m5TP4mse6k$?YyvvNA3p z>X(6o7pjknC0yFGknh+!Tj9$m=y(;t3lMXpsY0$MiHxl12h75P+yr`(BMvj@9I}Rn4obXbN ze5xkjNV>Z-a)lsr#fx$6$}7)*y=&cjh}$Fq-%4Ev*L>|YGdY>QzJw4(eEUV*{<=-F z{`cRuru639jKrZNrfBBX^P2#BOj`d{5x8s#mOtR?v^wio%%?}ZO068 z;>nTIc3IL7E$zYm%A@Xb7Db>Us^^HSsy-858RbMaY|4+HNgarE)xP*-zw?*Oj}b!2 z&z>E;c;Nyvc{~4V@Qnz0R43E8wb56#-;ljYUI}8;$}C1njQU~AcD>uG91Q!Il`aF_ zDd$@olJaom$Px7%vv8824jecz!YwT&rRd~Th|P~i#cf+Q2H>QnbrBviF*NDWsw6c@0LI{i^#VsN-AnOUc}5a)u+dhl{+dueV#f$`UOkCvB5()uPQ z(vbVr0kP`ytOhs&I8UCe=wItRZ=3T|grL2GU%m4QfZkWuBH1VisyXFA95zGs$5_=e z-^IPVM76OxVZ)=CXW3WpnS43wUd;*ukLk#fb1p6}+#5Yi>RAZ{mi~NzO^QA=0%{87){8nKd>4;?Nr?)n`YsG6*g?-q}{KM(_`78L-S!{0{wcP?uuA`h;Pz)t4 z|ILAq;fMIG6OxpZ;}D7`Sy^RR)w3j2Y{|L4yLsy{%8H7mWv1;!R|>M)T1p3!NF88N zw%vp_&gG?YZ+aCh4{qe5Ofbhqq*DLT(9rdj?hT{i#>63x&K2*aPF)nf283X?Stoyr zPKkDP5W5PneD2DPxw(1v&APYzo&cZMu3gL0 zE&b7XZLWoEOSVPNc`Ss?lLPD@n{9!zl^Wt?CIpIIH`dj2EuxUMV{rRbz)=7*$iSJO zkK@#5dC`lcvKKF&r{*yuWs%EfSg9tMQyekq$B0ZMfwV&48$q?c4C2fj917hoD=A4T zY3pyo7TRsyboF`_yLEhzUZl$v8m}50*szOA zIo?^2j8aI}c6D|2+t;rzDk>yK@@}~X)ZO?n%t6;bZa3)3(*hMjt+Cf`Vt)Tqo1GlEEWuW>JaK?5*9`m;6W?UY>*!gz=Y^RB|O z7|Ev|8Q04X*#piu+UqYAC_mIaSoW>*DM}S$*XUr`Mr4}p^f$@Sp)Q9JR#Cs*2M*kz z4Xk55Hhu%mkQ*ZdKmT%610Z7i?XQnccmPjFOZXlYyKv#%=6E?787_x~aZ?EnFIs`X zL_yqr%K33XP*a3hsX=Q^D9_FV2ZFZt7XVwx7dhCF)@UKTA1#d7`s$J=n^u0SUe#b& zj-#vFLWIt19BWa(so%HKw@L^3`CZ$~rpendP$)Dy;4opgbT0T~7~gdX4!2$O5oT?u zXzgJ$&A^YP@82J5&k4)xPC37xgghe#aPE(kiR_+Gd!B6KB6B7^dm}%zs zAuA3P=d@Nl_9*UkoFA>MAG75s@VF7_d<7UHBdSl?R+1Uf-DNABGQI()cGwVd-m@ry{xGj7Rag*2i&G=?tMA^>bVgo{6<}#elox+SF5_lt^q<>z?NXWO zDzaHywn2c&AzKEsou4S2@dAE~yON^Lgbx1zo93sLiITKmj$Il=&*?C@ih}ov+PpA| zU~%+9LzLYBu2T3I(qmonKN$r~X9R$d1lR?P%P2{TAu7i)RO)XPGYmjQDc-`%5?x(g zNt$_?=!Rp>ic7CArb*+F?O!}<&O@XILj zedxV`okx&fnl++UY4K$aaT<6mFHEEX;w6i^Q}W;XdLQ8wgSL@>bm#}bdIDG?9EO?Z zMn5a!ZbSI2;?P80vx>O++mAaN3+&75ERtJLNrYFl-hiKw~h1?$yZXUCOh)MM0{`8 zZ{AEG7$<;9QEZ?#vL#ikU=}Mof|kx_b`obs^UIqem-MHtt*X7*E!v#t&!6`Ic|k=- zM<<3}z*9xXx#{7fM;XEMs1-c8jT?KJl`1CZ=ebFfKB61vVYbOHEX)Lly_NjbtgA3M zQIM*W`CUy-O@eC1i!&~(i`H^~Uqm!`q7EHGk>>=M)0Yn8ty4ub#qA0;Ys;#<*%0Ts z`{2Qwxp{e1ckkX6LkM~z8yYaD=^hkA5(lhL(=Mv_)X1}pt$V4)Sz23LYhh)@dGFpm zkFFv|>KnBY*|Js(J}sq`d56UMDMPjMEZ-whxy$3UNB?^F2Qg$&PaW5_rk^M&U#pe7 zuFud%BMQWT9bbwpl$iAbp;9@o%yW@;;TP@yfn_P=GmE2yqgTqTEKSnG*F&y*3G)FQSA)zyF$C>mIflJL9lUX)26PX)-2$5yjl?JR z`@JnYQ8>x}mti*|d${>sR&(o8G5L!nKFEIN`v4ifr4r~7~E@F z%0#NrDepaaFky0X(we7b%lHYP0bp9?mH9FBjDq6jno+GvNCU&<1t^mt&YCoQ)8_+!l zj#ZO=6V=Dc#3ZS!s~aNZXzSMN4U|O~I2?*bR0V60&z>}V3OLlStibkD415``2*^Qk zWz~3HII##ON~2bI<>hgi5Ix!}uT9h(FJMJ1F3CE6)KFIsK?#gU3zrOZGd(k-NZM(^ ztYwwT%1V$MS@zgdLFTa6g@lzscd2rH-2wc>c=9P~JsHm85E=H0; zirPwphW9DJyU+ql`hl8@Mkkw$Fe6P1x~>#HtNsqV;@u2lCyyNYeVN~RIjiU>Zt5Gq zd&JEAVYCpw$;rtm3MQO|UEnBu24t|OvL^=VIAVww7nzbOk z#$u^>+0H^K*vywzIM!XF<9UcHvzVSk?;#`M0iWz=RR91xd*dSwYK768JDZZwZ4iP+ zXs%Jw>+uc>iZ7S!;V4URa0)&#YuSq0h9>dX-=pEIAS zy@17+J8^Q6smR!s*D~}R{$l`Jv&H?5f+C$gp4GhDc_ExlGxz!P=ZA5@s-`Ao^pTAt zX(g$MP^Nlm+9NbUrd01Jw|8_r#n0bn z&sle70S@zPobLZwC{)EJ#gqo1a4AKI<-pdgoR+aK zuo(&La+;AL6#tf=_ZLoB1KJ)EuzgAUbkm*Qri1y68Z)%dI#}JGQdF46<+hy#`wh_S zqkHi283D{4^6tB&+GP1?vE~I)w;jHW=nZaucy@+#D#s+T zjIV;tff9{c)1!*6A(!*+#5>R$RGs!%@pAoyWO~Q-sG_DRxD%nxX4#rAvOX9>zd%qKy)_KQKgTGidHLoyr)z_ZuOJXlzhp;;~0 zx~>y!A4`4Xpc_%~TsKy_jc^la4wJxP4H6M}{u8qAs-j+AVQ20w(eGR-sNW=X098*< zcoPmhT+p7Q{NDTb?}yM_6PDBF8IUEpe+UbGtq!=K4~*4)tc;8o2xJ~=h|dO%MY>!+ z>z=n;kY`Vq-}@sBLFaRJba!|2voZVwxY2yYUy7BR71@{(IV5;H9TL+Eoc&A7R_vs$ zvl6^|h1C4f)(kJNO%w|@!{MJyY7U$owm>PrDyG&oGynEy_QA$PMWSjor|Fo}cEw2U zkqPJLD!&I^O~MZZh&ksfX;^PjQJuMV|Ce8Wd6@?3dqDL#ZeP4w!Cp#Ik^mlXIWZth zPsv4WL>6J~l2kLUd2KnRm7n#)4?koXHXI*GfA{VJ_M|*Nhn-=3e4JS|{dvvLNFnmR zv88c9aLSi2`zRAvXAt)ysjls{ zX(+=8j3K8(St4iVq27pVQdnw7D{?A7i6fYQzXMTQuvsI_k2*>L%oEV?w zvgQCiVZuD+07~@BOwBHXnvhuZwE(-!;1m!`+`YT#1fLD*6NS)Cx5KUwo(qAA!f3lL z`xD7$5D#>cYHa2-nMhC;VTiQ4Xz>9tV)D>CA85W08G&Zt-J?Cg3aEv76K6qS`{D}d z*v0~@>GJI+)^ofm0-2RBfv{ZBsJ57$ubGa>K`z3EC=)#z(w6ngylE(ifGNKHxNs}8 zT4oH96pmhe%*+3n3H&yD=hCvl(>@_{u*ppj#|S-sjFItXh0l@Zflx0h&f^D;;!Y&< zp($%>YC_~atkS|V;d*O3NEu2kS1b;3h`1Xp7GMbozlFUS0w)!OUFNqNf4MX>U<|b$ zfX2>D?{5@ed>hhrMG4&je+g-wK&-z2L)zByAPW2m*rhO1jqYvvc^D*Iq ziFDal=H0?VGaopa6=EJ178Nx;KlhupU3fZH_wnO;t6HHGFj9EZi)e%6T5c&>j|CrA z4Ko6?luyv=O#7u|WSV@Ah$=yNAiP;?y6({UW#7QSIKstRzJ2>P%d)R(tJ#9%u26NB z{WXyyI;3j=aS4`$&lznG_snYNSb<*UFZ)hj{uR{TE7@)klFBbt<$26HZeQ*4Kyo1G zH!8|iI4BJqLNom}2-@Je^H~tEUm}eloDzWs1O%7!vNfT|X9j9>g8N-J7F_r3-yb(o zvZ0MQm(KCPnM+1)A(bB`3oLLfl*V>xtJTF@Ai~erifj~;UK#;xjJ{^LC9Qk&%=@x3 zqQ?@Yodmb@#@fPgL%g@mDs=n3yLU$+T8!ZtK(7)O;XJQ~tW;ybhb$DY z@T4Fem(Tn%5ESMh4rp|D7qpyUX1+u&g4;hK+1y8%Bz_q^y%-|SpZo1cNk6b3@l>1! z33!26%Acs2Fz?KdMdnWcf$bLqJ{C;W6^DtU1>%vwy|hbjfVL){g0_5{WORw9wCf}% z4}(Cef&0KKdp*y3s2-$G5Y&q(?39EbDJ7AAL2NbqpS)i# z##WH;=N}Tn42e-v0j)lLu7{4x(navG8C13toNrtgd$t0kNr3pursUiqico?7MG-^{ zho&u(d3J86mKnNq2=OoO+@S~;an&Y@WVU|we$tWSSmxjAbt7ECt1u7Y($UYavSBhK z@Dc{CMg%7)aV|*(;67wHU^x6D0of0-lBH7CP?(g5na2F{x+ul4w)ju#WFqS3w zb1^{u(cYtsw$G|TJQtIH^LU+rnTH#YewKJtC)w7@a z##=K)i9%AdWCfKjXZ=N*LB7{o}3VH9oXm`Z_^z6Q#& zrrpSFMnnlkcA4!DHHRa~1q#Eh*Btsw_Z~pQ)7WqVS_c<#31__tw0=+uPU$LPX)Xah z*P%wtVn1$zbU(yvaWyb-3ReQZah<4QBxZ0#4N;A_8w!{DL)-GK;)zcI+Bv?Dw2sr% zdr@}P3Rs%pM45$|Vi5Fa1N<9}QKDN3bXlJ1NF{`Q$?EhIbm7tX))l3ty-~r{INUe@ zq}%3qm`xyE5RTwyX-QL_ozb=;um~7+7Z;KIN)RQ|K@(_ubJ~p_clu%E zHwOexO5Z!^lTpF2`=rc|wI?G_!3yO?{C}?w$ogr!uGzrApuBtc?q<j$A5>TXf|8sD|8rrGIS zG-bD)re~B?X7-28PYd*oi^JySI*t=h8uaG%`REYKYWTvk0Nu6`uNF@{ z4_E_b;>!S)J~z}LZa=-6HC_u3$tu!nhDZNnO!^Y#B z@cRliwfwf(w1pRygF<)}MwmDLx0^kwINfdp3M8@wYhY!>3H|nL>V?*OKcm{Z<_EB*7g+KjDZ+%{ng7~w%@8h9Dj<1i)MGylVY4?!}l(27B zyx}ty(-AzxT!@kms8#DJh|dUq4d2X8Dvk??pJuR}1aXioiJS293N%KN6kcDv4mLd* z6g{y)AZI?uHNS~*uiyQ))h-W|NL$XN|3tG?#&UQ%Z?r4zdF<8hGH_c&fh-(DwgqJe zTox&F>uC&rQUun5FJLzX#bH`73{460qM_WTnUqpeQdoshr5rP@t;egi(4yJSkE+41 zy>YkU_U+p@p{#$VL|ph#A&1I?AR~@W;0j|f)j-S&;F4)*SzCZS*HC}+ZKPlleodv5 ze)ac~NPM%yd(c`ZU>%6z7HB?OVm|fp59Ddi4&9d8OjGykSAGR{1kU!viO&fHIa1iC@xn+_zvM@Q7;* zny!8O_Qk@YG6XbOhnG-g8EeA$IK>IcaCN_$ut^&%UTc%3yNo_PzYC8+DpU?+W+|L9 z#Q7yJw{{dDq6R=kmGpxi6^r6|0hzO=j?5E0yBG*(^6$T;xI&DCFMdvime=A}Bw^q& zBQH0{>BVlk_2XtQ;+$MV*#IxL+(yG}99&%_GBs+CWOXhp;`#D-{qUMB1z zvOd*EPS|dcAl?zaSswWJLxwcIte5}L^y}MG*MQPLs(Mg3;M6e9pW^`{Sa z6ViGoy|5;OnZV<=iiTkLv5|Ev=DyDGYpvgv`M#Z{N8yySNr8KqezetKjwW{8(so z&)d>cE|=BYkW3P>QOoNq6I}XLdy)G7*zS6PIoZL|6IJKbgj#HnqCy1iGf}smqrET! zX#)GI>G*xCqrq(Euuy07m5+UW|Af1@p}yXvY~VhyztOh}U(!bro*W06U_?l>Ro~-a zMiOTbMaE%%G!b=2fZwYVAb>d1MAjFhN$%)b1RP3)>6~xBv|nLi;aStRv)Cb4@gR^P zABbhz2qiN5daG7kt-T|pd`LYfaga}S=3-$8mD3zLga-bwot{H&yM}pDEVMKN^hj=j z#hYD{khz4q5U?8`1Qk-1{TvHcao&DrVW9;Uw7E9pG{eQoo@Vz_4VL|+fp$P+2s2xx z@i`=8pZ6zN{6VikT~fgjgbZ~|5^)S`LuG&kE|eaSQht4DaWMfT4_`Pk5yh^loJhiH ze)$Q+O%B~Q{}`OY_wU|SK!XKxAxWGN+Hd^lC%V&sPt>}*onPDk8@He5O(t77{F_LI z0Vqp3aC!Zy-m)+mgs~9(-;Kch7i4KfIt6duA<-Z`<6=OBK8s%{?r>hM{ojnz{1?~x z3m^SY-Xg2hwZ7Q9i@e;=Q#&f&t&ZC;NMK9)g> zK}af(6TzKumlC%)ux_Uv-9HLP!_!yNw1sH-EZ-Tlf+Rzx8-4!gx9KyT{PH_d%etHw zv0jT|IGCDhenS!muSPRtya zM25NofJ#e?_q}1_o%=4Gx4!sG16TiQl-#nh2DxeZA1PM~!KD9x;$>o0I|OjO4ArwY zKOGhq$6i_d)Zm|kPQ&m|-XJ;}E63}>RMiedKxVawzY6WMtu+mP;eO_#{YZOG8VXu0 z5Q?yM8=T#6PqY={mvsA5y(lM7V;~@r3`gLi`bNv((J*|&9i(_9r}4YQlQJI?ma=qD zjP_%*6F%v&;)J~b^mCZ<6EH-A!srwna^u~@-GtsNmW>n+uV%t+j+Q4b6q0gETwUlT z%xD8cLXx0^8AAPn))a`sP$P)$6iiT#9nlI4EQY6>L1fbkn>eZ_V?qpU^b6=uHP-KO zn!d;nH1^e?ufqt=vzpUj2|@qGQG-sMl>5>+K!W2T`X0B-@3T3W-KKv7_2V|~Y6jZA2)5DmJvRt|{& zQ-hqy*mrr?3zrzvhHui3(DpmZPyD;kUB{M(3yl7*)W-_T5o~V?@N>(4uls*KWW%d5gD*MIGdobYrVN&F4uLa_Pb-=@`wwE`ad7n& zT5+FepnixD2Pdk(;-g=VjSGYW)53){_KYa@E@8!mRBqo@dLrgyT9RboK?(BZduRJn zKtho@x#GpIKZCp>f{z~~EG3Y$czOSjBiH!MF>Hv)zKj|Nj`+-oF*BuBmR*XiC|qW1mCJvs=FXArHOoN5ZW5>5p*x2VL(k z#Li!M3sMbfWeLoNnJ^K&7GXJ~8L*|i_Zxz82+a*aV%}4+DYL>i;_@Qru8W5-D$$eL=6RS1gRVU7K@a*k7 zL|oSkA=Gh%m4nnoD&;PPFT+81FU&hB%0T<#0Xhwee==VRr)qnb`8vDPvge@B>;t;i34qK6&dG*OZ z%b8=F{*#}LvU2x7&2v61IK6~ipZhTo%~Vs1j_a5Yiz}Dz+rPmG1Z}cne1r~WUNS_T z4E$qTD-WNpH6LE1DKTDvGLcA_Go%exj1~pJw+%_+DMP9^8N4Gy32=ZRT?_)zG{Q4x z>0GpHWex640OnX+uM+JQmbD2T_Gk!($}Ylv90w%XH#C%pCWP?Nh^xvenqAdLB|8i3 zs~zQw9=bhsDM=utO{SmmI}(M_RSa!`_l_zd(#UDDGAAo04|JU1;9yy)`3t< z<7&hey=~9&LGX}79)^%AKt6BK4F*CV580}3&C&E^e zFA7tXZ}Nz9>x8%D)8mHFIf$BsBf@}sO%6NA(o796VuVNAO;(m90#JO!Qs*$9H(+^I z)F88?34XuOi77H*xIp8owE@p55gD*$LKw*o||b4RHPg)OAGR`S~o97#I;0~C6LDPxb+n>!36j~EQs2UV_aIrPM?qP zjq@Y@5HqLi+K3Ki&8F3W1`*v&uhDuCtO|XcOiMo#<)8tXP7WV}mW+_6Xcwu2czo^X zMP|j}70#+&lG>$!&m~hzMCZkJbHPf|gsDB!e>&pHOSbvHCNKxC0oI9M0>_11`W0K6HYU%}d61P@8ZsNhE2w|lp43k$vTtS{j!Kyy^T ze}BEAGZ%^Jx^AZ#PsreXK66s_pQ1#Gpg<-? z;DH-%%T6Y84cd=_8%*RDaW&8xBUm{CBQO`LgeM*p+{in1`0%gwk?!Bthrc^q=B;yb zVcJnZHlqAI66j0L28`*HD+ROYeo11XTr2pS-u-EVAKY{kh~9;?0r!~(>?mz@z9ty> zVuCp{b;Jb2=alrqFQN8~BqN^=*T+7Ak%h+g;YB|((+2`C8U7ebwGA}$eFFnzG=ooX ztv*uaOn>F|l@WM`E<#PEyu^r+YT~5Hx9odNCeM(6d0C_oQN%gq*EsA^roLw@Zvi;|utq^M~J?TT6HA`GN`(2&>!J0W5 z82yh>R;~8Y)ckxP4tS@fL_OO5MiN$AwhSSM5yVTjAL43))`c$IxwGoKpP;S+PU0kZ}@6s77xWVQRUE0A=ulji-y{(Aq&>8) zmjBPTzL5!xz|v!u_cJTVW^XhP$z(VekG>$Y5a2}OFkprH(qYCozHSB+VOxd3%Gk|!T=$b}Ezb@y;DG|fB~OO3pv;m~kZsr?Ms!RJ z{@b)MDaM^VdsYc5CNWpx4bjLQQYfN+N*FgHqwEGt(1?BUL>Nqo*mmy#T;BfEPnUoF z^$rnJV9OzihCG$(%MvLUfOWhArf#KHT= zBTV2XPr`&c&1YMR$&(nG(QQ_a&4Jvbdxyz#lM7L=3Fz=2l@|cJP)J{7aT9}K%K)x z=lgtNNimEhd!Psjo?d}+03U&oYB$uaHZrGl3*}-Y9lt#2=K=9f&_a#k&PI6z&zt-6 z~6CS-|5z^{}B7Ce;*1b`won+#(TV<>@6HI{g{a@I}xkrmR5V&o4y=`i*F z0NyO9g%NLab9#!~{_y;s*#FBfN1wcZ0asV+4tB*j4-CxVSu(n`wiv&IGfW*2t%*!~ z zL^dHw&%ydJGM3XVYbXD<$lXOtQ*$q#xd4L$flkeEvXV(nthm0Z=%zO!umxLO!^1%w z`h#zrMU=ZoymLi+j9HkWqJ^%8J#vCkh{F+LfQ@q;iVY%CD#qGG$@5Z>%`?NQuVtJ> z8%+l584WRnx1Ex*89|wX=Mp5rVZ-g%NB8b4jvK*SVMC8`JpR2 zBK_mM3lT<}92CS;00v|MljKU)my^+89vP}FvL?zL8VHCzS%F_VTO8-t=v zC@Q#j$S514DfXqwQHsSIw`L{nDCoxV{ly@LdH_{XW6`+~3s(_P?av@3`QrIb;bssc zNdWIauNRHKD1)hShh!O++$1muE-XC815KTKs=(2sZ+-Nf!5L9uA31>Z3^_XiXLjPG ze4jdm4B!b*8<{3-o`O!#4PT;3{}RRoJ)x0NBkOUIB#%v@hBE(QdVbR#*I%CKTF3}b z%FWb?(;I?K=eO$jK&hai-AduJg@${}`Z-AE#7$@P_Wriv&H^5=qS6n4-hao{2fbDz zZVdVC6KehUckIMF$iv9y|8>^z59X(0W7CPwYzEh`Zb?H~o_&Qc literal 0 HcmV?d00001 diff --git a/analysis/images/graphs/queer-tax-decomposition.png b/analysis/images/graphs/queer-tax-decomposition.png new file mode 100644 index 0000000000000000000000000000000000000000..cc3cec3130ad6a42aef2b62c2d1c87c9c8872695 GIT binary patch literal 54200 zcmb4r2RN7i-|yEJ5@jo^NcISonJ6J-?~IU9T+e@n3D_I%aJL%gRp`Pj6TU%J!TbLTqIU3p8nOa%$a`1ETveCV=x3{)? zz{&agKVQIMWoyFOb5L^tZ*s|6O2ZC?x}uN#LrWJ;Gew~W7@tZ!RCbPApLEq$I=H~u z9^oHtc|Fflo}o=rMVIdUL`>9gasT;x#npa2@44kQBs-?o+zh2e(1I7lX*%U+-&XOAo=PQGrz^C z*TjUj;ZRZAc-0$T$Bl8LRWqT;F9KE!JUmx(v`Sl+5zW`&M*xjL0x`VE+DS|tPt2?+{WLsBv_ zja#)B??*?~%gW1VXX<^HM+;K8*Ct+>-la+(GJ_A>b{0Z;<>hg{YMRYefp*3;Aa76WI$#C^BzcA4je$Z)PsR;fE&YkpxN zkEZ+Of|8OJ8P00uP4QRDPAY2tm#O^|Ji^kYn9yl% zrS%NCZ?{Ot$hZ)@bmxJyo=N6 z3wSgKLux;}yE#g$MKap9GWm7NtkD7pZ#29kW!>%;+*;oFRc2!tKWRF6IQ>GWHnI53 z?@N4q=qFv5OYkB0>=p?$OD(%Lz6iVWi$8kA?S5i^e0rLqmZw|nvN`@CG4X|dxQ@1V z2>A;);+2(^O@Z0d8;>qf`ZtDgyP1=#<(M-nkpPO+CBd6wA%Lcbaxx`nsmS1+}xC9CMjI( z`ckB(`^Hb$Wj~NLG9jTmIXO8dCFSO|Ac<^PQj3vX9hcUpPoL_eMxW5SH}P9e{1g%v zj`j1yay|dEq+w>pGGJD0F;-}l{bp}bmW`~4T-W)nk&)5LjmF8zct1bC0(h4KsB7dZ z#!IbwYECyRZ4YYPPx)O}zJH2|kH1lrpRXtEdiWBaAd8x1qyOd3*46+Gb#*Q+Ev?~V zbF~tao&?)1D`{ywH5`nhn0Rm_q{Fw z7bC~@(Rx%qRO{O77X=1b7k&S>j@))`Zmz{prix09!0F+JA!-z=Sl6_iQ6`!qyEeB*&~aVw?Bu|(>ocDrTw$@* zbi(VYDvd1)zOz%LM~($^*8Gf%i;I!EWzh9Sz$E2Km@(3G{(8{dxAi?(83@qO(&DA2 zrXJ4G5~%KxRawfGl92G7npR)g3XvB*`&eu?^zM?MIPzo1^S^(j!3(!s3>ZkuiS#y33z{vLW|Ht?uTZp+7Z4@$=BG zO`ww)A(sm+k+h~Jujb?(njWiacKZ73UZu#bWY6#DvQg?Q~hoP`3t{1o&_Tbhn-{z*K{N?3W zOhmZq@D8!k-{)3EY=28(d%Yej^mG5S@M(Q@C`*Or3wPr~v0yUxQEIEIdZa3lYj)XR zu19^uFYzb5(GE2r^X!>XNR(R;uAex+&0G@|?N$e8?MsG;Kr9>_yRD0{B9nuuwf+}_ zLvLPCuwFvf*3r@Eh-M%AVpY?|Z#C6d1JHUiUwQg zyhhNaj8LO+hvg?r3k%#W6l+t}g25pnFU?1CjkvkFEoSQ85}=M2I@G()&p%2t?(Oft zgx$Li&DrEv$!kNIPaH-7UQC>}rrcAHU`69YTIac6ym(P!(2Q3CgNz@>+hIFvp7LoN zX$CXy_R*1vuC6Y!`z;Puhh&)|3!p%k&&~-}CMyN51vh7>r>8gYAWdU&aWOkTKb%{& zh;9aUyq*wE*k!7_fykp($x`J8JYj5Zo~4#sF)jlZEe$V;6c|UhVmVU(ol~;B%bN9332t>=rxq;TE%DXv@+Ocre{uDA=Hs>MVHHh?4%;sJ zGWzb`o<{5Y8?in<7_Lk4PNUFZ#@MczMYLtpQ}5J#@`Ij;{hKouB@~P2?>?`e0{t^KGZ)-nW&fEII46dD7nv-oJm}IWqF;^n-p#0lbDAWdWBpQ4$!4i|xg(RU*3; zbAEoF4Mh|+%zg8w5A1Dz>lv}?bo=?1Py*Di0z;hAXGe@`6^v;Q2(Zwwu&`XhR9Hy& z4i1dYPLD=@oo~-RGPbhnN$@;>ld8;uJPzm~hPLH@W8a$?8L4ncn`Hmp%4FJ-nXYl~ znB-%Ll3rY2?*u@6x%Q6yt76T~KXP(%7VD!076Ylz)&Z#9Q9Dct6X9`wV!C|5+oBG5 z*nB86YN}-Q{H(dPl^3<3sniYwD>gE+5gLekPlE8lc><;DiMzt29hKs9qM4bQIvP=r z&es<^t+bS=L+B(bE<(tt&QMB|?&yr+_CeDF)Ls@fL2DFX+^8|A$OywijA`4;GQ=|fs_M4rZ zJqqnPN6ivu8x*$n+fk$$+`9U-Sj&o4aqVV%c1}*Y26`B+XiLzw+uP7PZwd&I$HvC~ z?Cg|KRV4#(7V+_;ujj=XIcj^-X*vmp62*Pnm*s}5*myVY+hTTicT)&DvX%BsOk9U9 zDyFMTbACL3rFtopiVsgQI2?&ADN)UwXsvJz>3$@8nLnQF8_65eVr+(~zK zb^yQ6uMVa>xl%2{V{UFP8_R++?l^OH4~FdrWu8`!tfJ$pbj#J?-*FLuVdU^Ku?A_$T&*cK{I z+NX$wdH8d|783_&es`h6Wg#v;9>Lj7EiDZ9?op`aYS+KNAxIY?m9XMGq%v^SJU*^z z)#;%wA6|g8U(hJlT!$daK*SGx^%5ax%T_cPTBp9 zU*t}k6K}OS@`kyk2i&`nUxP)b60OY!s`7hr(EyfZ;Y7`08mHJ@4n-mCa(8`wy{xsq zz8V!Ozbh72UUyx5Ac*{L1g&dQiv{POprOnK04OTn^WRraewCi*?mlIlw(? z=M+%j`6aiHr0uayOGYw1n>)8MHxDj({i^|xJCI18((2d0O7e?~`Hm}N?%5+s8-W#3b$LlzQq}<-9Vchlso_&OIc!4$C`IuinU$G>U!_)!BO|5#h8KH1 zqT7du90FA3(9$Q)`zIzQ_G#8??rN4;m|D9!I+jd1a&qR`-i(6QjDec4F9xWD16Rwg zHd5&DS-^@0YPAoF#M#x=aQufUkO*1Eyb@#kC2r+Uz+j_Xt(pwDKl7QVmUeY_=T5jP zOzy#;{9!hfIq}AaOu@~ zKG1a-+;=zaOO`CJ%~`Fw5Ni`lcA9o42R`AvJ%a`)CP25^MgQXbEb#sNTvhj;xcdk( zQ`gX_A08$H>^F~1CDP$Kv$7HdBiRsUV|d$3+{>4np-vM1oK*qvM=77gEBso*Z1*%- zM)%J2;DmKn(VcKOy>a7)xpLaKZ?{ll@ctd{Vdtc3P-k4WwSizCsfM z6PAvJ1@B21P0r4r1XD*b$<687E9KhV&v1anpuB)hP$wlNVJ9l}4Hk?mJonY=b5uPW z`@lC`i3a;m0^IW+vLjBwZFt;Pyn!RQxvbF`y9p@A03xCCoZ0jFKz?|tw@cOFW*rC#` zS-w3^>2u9Kb$0_mX6@+6p{9FO=@Gs4YqfjMY$W#vU|1Wtep~Y4i%kBSG;`aK{+_(e zt*@DTgG@Q9!JwAV0N~*(d*O6*b$K}u7{ttIf#LC=rNkX5dqe0*&On$8T#q)*67y7j zybwJHRVG@enxl!vY+5)X$xUiHS;2>J2~$dFCEAsaITN2MI3B*MtUTo%nIzJAsdI8g zQs9cJz{tSlJnDcmmmuhNxSs*dM^)q#PLv8gM}e*Cc79XlMq z1ju7~y0&(zMyu3vXxvrlM5tn#Q{h7$6C>mI_UXN%&QVw>DmKyA z<9Ctnw9p=_YKzbdoX zY|lKb7G%~bvNh$4FWOpK!Vwh}Wz#Mr0tPFor$+}UgjSSBtc`ZVu17ckNFvDMFu9Txzfst$Ak4jtaH zQ0$n{553%3C_&dAXp4?d>{89yp_bd(!N~D;;}vetbGHymUTl1FjzJj%#mIS;BV<__ z@7%eRk&&@bvh@2m9R~*?3^#4N@0Q(8V<&5y#?m879G|EOyfaTvNb#@$bsUty40zkK zw00(}dgP3OL+BeCdRaABI|%frYWE5kwWBzP+2RphpQ0jO7{W@qo@MFjxYw9uQDLnE zm6ZcJ6AtcGVr@=O#wyEtdljT^U3J^8$HA^;wVzJm`%{yXfrv#O9v)E8ep62Ia+a1H zQ|?DPD2F2*WoqDm^hCJ(9ynr8Q#;3%`%L=6KfUmvw6U?d=eVw3?hYEj#I)O(IbLGV z($#~Z-&+^4n&=+qe@rH--dt;LZkCdlZ-tRZL`{tkyY0G=v%*%cBfvvMRZC2yg;5#; zTa#W`_y)WsA_3;=R^y>!cufeA2N?p`=K1sI%j3nYfCEE7957fL&RHJJxP}OzNX0}% zM3mXDTm|sFy-_+n*BQ&JUTUdRjFYRZ2DFvSW==vI1T(;;&?RvC2L=vm*p_+{!=RS+ zLGOf_guTA80qw%_+qZ8sz+mS!*{}((V5U}9r8w6$G=Su|Q^bF-nLfhETYux5c# z2U*p{`RVrVu6Ig`Vfiu@bI`e3j;7zGYfN9QrfU$82A@*^JI>kJSr5o%@ovIh^I-yD z1aAU(p5p@E^}BT1FjgdIax`~STC=xP603VdFX?!KT&4$^XJbxm|-&u3w{9S zZ59BDaXG9i@2`!7tx-?I<#?QK2uM7BJh#6xFthh(NQ6dV_xu82sygsa{BAZ5}C301Xh zrAaU#q@EinsQuQ|4WJ%Apu54UzVr4*U!SV39AC=Dhl)Q2RgL@QPa^x3{_ol?bwC95 z;I%G!4nTgb?d%$xg069!bYI8CLPfx!*kak7a)DXZ$>81%1j>F*SL zW+c!}>gIQPD;&(PKd?`q7!A6}Ozufe`Yj7=wZ7g5ha2c8Jndvyi=RC`PsGL1k>Z@F zb|vSDB>?c(Fy9*1SL^Bd<5eFzG>t3pe!b;(CYG|A#e*+d-daBJ-+aPM!UIKh2rZ=u z)ON8C`e00gakW zO-)T~>BC4~SUsH!=H#KK{$gv_MXNudxLJP$cJxv{Zv3jlWYe~?-N{G#O`z=@Wny@OR(n1jQ}t&#=D1_a<} z6`PTMvRKhLKL-`R5tJfzXc(~|)*c=nBEsML2;7SN))K7hKkOd#rAVn;*)Vb}fYtIn zNTZKp#Am@z_ejnHKc?`GQYx2#fB^FO?rN&aX&}860FLJYaSu@SD1cxVH%??Tl2K71 z!Vw~-fV9WP!}CF>%K3SownL3o7VqS*a9~0u&N~K+OG~Y6?Ci(|)zs8j)O%yC&o&0Q z7+rKYJ(o-*o;uGslP6C$x0YZ;upYUl zONR~sN7g*Ca0I5gJB%dp!eU~#5S$n``y9sC= z1)G<;_Uw=vgh9PQN-19vgy_gHgg)BX(t-_`g@W4v6DIk0wZ-zK1Pqvgr*B{$AGCv?!@$Ny01wpK-o7dB zzMX=$cDC9gfTSlN=+j*dLfS2`+^DP`r1#Fwq7|rzz+%sV4q1Hu`4U`zg<_tMm+1L1 z228L<=!!u=6~Xo*xPFfaX0*!!GR~kO*@|YVV;B3F< zU~)SnMMXt~3wfNK%(h3d#@x4KVtV%37j!`zBLw1fCJ0l@M6=Z|bbRW|P`d5w@6T}a zX5+CHCSrgRWTUnH{Hcc;rS<$<|9b6LDJPTYep-XJwUF>J9=85G=$lgpyNGP^jAo4i5H#F%Emb>@~0%1!j^mn|W+C zrdzipwqoELfx*ETC;-gb74}c_2oigqNJ-(UwGe?<<|m$X^awXYQ^(WsHx|o8_s>Ue zX8e|-?LJjvMuU6AiZ5bfE6|6&51DZT{X{xAC||!sKo2adtZW<_B85@h2&Sd=+AzD@ z#n}oK7XaUBV|Kk*H^+nKiNQd7bFuTHjrKt9m_~-PBzw1Ij z?=)3y<<2TAGL`0pl@ieUJNahiNX8GoB~miwVn;((8JhLZklKrt*NNZ@fJ!sFv=p#2 z-#QQKXdUb=>(j&6*M{~pu<*&mI6m2l!er%jh{81`T3s!=$*B;9k3!A7RAgH8bPCnP zlu8+)(?kdP(Pp`qK2GS(Rd&rE=|3#sv7({c+S*2B+lQkCXa<$9RQPws#XedlfOgeh{hgKw>78YzUTETHB z<7o|}9TAj+Z=j>2qfp{WM6e--SW||~Z2lhGV|EEzD@r-4<*Uo{>^_~JE6}Cp zTMR=~f2XrTWh!Qnz^1wy)HFCm|E->D(PZhN96glCGfpCSd1L1Gd+Vezv~LkvBkT}z zFtEriAq%8j3+ogjwGAH3C;kF&{|)W!x2IpBi}wG1%D$2;|2fq~SP$ktr|1(lhKePSd5%QMh!FJ{` z|4c7NMf=Y?dJQTDUTGAJ#>YHy?#O4Uy7}zdt+k<3S=sj|TLxvCWD#ktgx??OPacSSZ-h4?!Uq9#+lEj*Pqpc0w7? zcMQ~|$7D@=J2MF$2^krKpdd9>Xp3Gf0B14x_+{LSLa8d(xe&DBwAlz-#z7Tf`>(#qZU?7(*wttLg|LUr(LK!514qf)=OCDfIK1TMfTrUAkf+R7~ zQ|)?WcGz&qG24me!E+2&zlA?ge0n+JzZ8{?#4_ucdOd#`i@n4r|N zXGo|9MF%bL(xpo-DaVF}hV&6qGxPI}QFq)4bSNjefr&u6BU9~h*3cXPMs3PR5)8z* zt_DqAq5ozEcl;T-W3{|W4A>n0a2<24w4R7sF%rNTC9MxLEJOJnOd*TrL2NPonf=WdC~ zVC_?e5|a9^2;PX<)U9vW$U^lqo1dqq4RyZB@Jka}&o*GWovfrSln7W&#c2`7P{^;)J>1#m5E1#{WgKL- zY2(1L9EC;Ydl#G3eFxj+zMlBk+s5m`PriP_;5d)G%o?GQv)`)5hmy_8aT6ARCD`Fn zfhE91gY5$5)Wl)!#W^)7C%i3po-$_Nm|XUj3q-5noVqJXylL{O6Em>(lMm(T-0YTd z2Ns5C<*y-WPdAl$B0OcPNIv{)1H6*(X0pU?vwr0H7Gpf=LyVr=LNr%Exr_mi2yEX_ z8)>L(CPf+g@dq-!Eqzq)uM(qcb>v?Zqbwc8-byQ(5B$ia3ZN_IN>kaFiszA*sY46| zL~aC{#>~bh0hAlrD6qq_)e9OZ(qI~!9CD=*c}}&7Ymr~dmO%e~Cz!s7OyA_?71>dT z1oPyxyi8t{tl6D!$UAaN6VXLU6H`+MgOxr5>5iWr9gkozK)o1*3=oU|cTo!)m)UG6Pa8|9mOaoY-&cM&l$>7}7p(IQgWUVMLBsIFxi zD;|}q+HKUnpC5Y3NHtrymV+>aq3RkNF#ss|tFz^HHC_{!%8As(+tL1Fy!}xF&Fg#}Wko4Mu@bS36 z7lQnD2oDn-149Ev03$F0{dCjX>Y~dc6te+tD%?=qQtX|xuWpK~)?_xkb?fQhx5z}E zL~;5c4Ln1tP;8(o&ESMbeEy6VB`rEI4B}p>%{WuWx>#*flZ2N_f@fTKYIfoCg-v-) z4C%_q*cU513Ex*@cTs-@{`vH)m~1)~Brp^jwXCZBfMLvmht~`+a;Nc%s2*fCTJ9M| zsyKd~ZuGr3TC)0bPLo(sRJbGEHfZ#Ev^ZL_x6tf#KUup0d($Giwp>@s`+++SQ~R=Z z^D+v-(i>du<7lpj>-9)*xOB<|AG9e%a|Y|#AGC$}9?^^Jz5=-fp&xlEJy~*ceQLhc@s|l z@rPb}w%;i6*o~cxv6!+`hN)3I%IB3FbRvAzf((@-rUQFEapDqN!L43=o_fC*izv3+ zXp!l6#TIWZoA4kA!20m}VPxaL7ZQ{Z2CNL|8ryq&7$^YTj}R0HQLT540ar$r)qwya zNEHMPW&K!C&}TtXo9F@QaQ_hU7BryyiUFZT7#_s14B9{5negxve+%Tj0SrE97Y&d$ z^+iI|iSCD#YKtJ&APuL+c zOK}L;&B)r4@t;Lo{HTalQDOD3dN=YokpA%s;VTerX++#`K|uUrIZ1^CkwAU$1~*9T z*43e9b-?N^5TRyezX{qC2!z%z3=A0F(+IzVS0GRZzd#1tvW-prs&s zI1qElch*I*s^uGZQE{lN*LnzJU#9Yflp+cR<{FaFwwNeGtgM_qa|Yi*;WuybGFd*L z7v~q%z5ltXt#kpTOCS2why8l&xXi};D|ZDFD14r4qCb9rJqSu31C=VD_#Oyv{jXot z5Uyka%w=}w1|vlfm{4EIYb}UNlWJ(l-#jcUyEi&MZVP12*VospXK8+-+)g`I#Qj8! z+3f@k5Bzutx`#v5ChATlN)Zs&+}xbm*#VKb*$d+YyrnIX$N8T+XU_G2Fi&*Od_EBf zIcRP6ER0Z+WJoH+z*zW49%3EIQ5fJc>YH#jAb4zg39;A8F92*&LAV%_?QB)m)!Y`N z`I^Eb&_@vp)G#n`t<-9|MR2Ri2h`r1Kn&2|qM(WvhPk+Sd3~y@g#lrrKH9$kM7J7c z1B~Gi63q1M?4iF@D-e~1IZ7J-+bj@II+o9i3QujINW38#K_$*h6J0gqb3{1BT>5VM zgTBb|Lf(g-qTH2>;+mWpy*o{ZftCx{m}Ejv8MR&X^c;4_M9sThKU2$xBn|tZiZw$= zbX_k)d}EFyyV~VIJWsdU>{J=$#ckMPeQ~t6_Xy%*ePBiWJwM%ol!VvwZVjFPU<{f8 znG~8bUa6E_sn>Qbc_B{a?7RhFX-UM3m*u|wnmvVAGvt9Wv z85#;~aWC+(?ZUvogwV;Kb;tUk;0tydUwg|W-p?ihxgIA z^+g!oZqx1~fqit;j45kdg{-!P+g(7 zTl7A1qru)}7KqBrov8Js)zHwewz(6_LJo`qNE3*TL9BMb6Cj(mzdjbpYPb9QY5I^n zr*A<)!7IqSAQ>Q@3LC=j9iW9NtCL4aVFpPgA1TpBB^XEz5Il9)3+Z_ey@)|&0RsbH zI)`j|y1xX`C7ABxPfl#iD6Wdb<(>8$LCY@Kla(&lz=;Yy9O()b6{+O(a840;-?JGU zQ*iEbK=+LahEg4DCFrb;vAia|5H?rWSTULX%x(C%I4tVZr-0wT)1KQx@*GjNjfEI*&i4IHR4=bhxKyW-+fXU66lZ)(da zAvCc}+NMUfCY)=USnVmJRZZsA&qBTNLTe2BS-kzv!KK@bAy+ZMGPwbfJ1}5BOx?JL z0`x(Jg+|V)D*@UT*2-z{!1#ZL@hG?902NJ)47-!~>PKb-Ps!T-IVinFFj5iHtJ3D zZE=-&w?kENG_uPFZ~Y7Kv=~F~k53Oi4Ul#BNDlM%a*@kXy-831)>U@k2=~vH{n=_M z@9y?obP;yPUza`N^N}o+&zUxtleOSP4~MTp-4kAFViG?V)PmY|Hg}6h(gHqf#yDIp z`?h4t{NuI!Cw>23;S*-u^rfp;uWq-b`h=G`qrR@V`VOXMa!6sBU7oscedDbz;kHu| zBHRC+T<0pZ+oMX%vfy=oD~*r}V$$D10ttKGquQtp$!6BsAyv_ej7Y-RlfM#)&r@+f zj5FHoAa6+VP=)-KPVE_RNz5O%b-rTq6E5k_si`iHx@NFgF7qcywUoVH0t%65%~&<|6^Gg7vlBtZ$D}MMV2dK5lv;ARw5W6FV`F))2@! zl5|{%K4J7FQc8a%;R(Ep0bQ8;r0Cvp<(NUEy63&I!0nxMxgNKO51KL5okZy}kJt** z%T$s}PW!TWz4~Hcg?2yo?PC6gY}s+`#i=NS^I1?yh*?bug`Rr`}nj8^v|uR?{vw(&=%41|nYkbRC2L1+T4V0x{dc|QO_;fdKD z2^hZDoL<~5yRf$<+kN+LR{81S+&hjkf9(AzUEg%E?-{$tq>K!OBzXBZ3kAu}t#71# zNZfR-slEw?SYIiso#rd_O%Xl~+GxJ#g-6w1x1jSz@ra(WF>*?4?041)u{f^6x%X>! zo=1*YK5O=@XLo}6044et|0EDcqrLCPq8=>6aR}?YNJUXzyDKT$c_EUd?ODTt_FOsq z_6T3N&R20avy%D@Pf`ahHmX&hXSY8bfG_cCjiKHf;}U7EjM$|&f$#fLaa)?2kn<}D zaO2Ra@P#uBdJrR99t=t?B^H-`r2AFe@hw%bhZJ)pO3MF_&#x%f7k$#6Z*>`Yv06Ml z2%(#AKNjWGKDn*6Ren2?XGdQ3p&!Oc_bn58mfk(nNxUI#8Q&y9$46(&nl1S=r@pqW z9>Wfoqy`K>j-mNrUv2#cEo|4En;&3eD;F?6ZQN@&`mQui}1rgsCfMf+vTE9 zClz3!MaeOm%#EL2$8^2FES#1cbq=4UzZ6R%f%Rq%3?l=%Tl6eHuNf_nsEX*xmwJdn z@j-c5|6=`oa=Vx$xj2RILFHHyeA#VhGf+M(BhA>l^yYtY(z5zUq!f7pEA_s*Tjsby zRVtkbZZ{I3fQY6+|F@^0q~&tU$%IH`-Qj3cR(}UZUT4>x3>;I6O;L`zs;#^goz9NK z4o=ayz()f<`OB?q+U4z==`z!8pQ^J)9O!@i$gA4YdD(&p5=>ad4MV5*M``*l|0i*I ztm?7gv`%`N;_grdX7O7x@=PtL76U`W%a&L0@dsqy%24@Ng`6HAOA&u&jGho?rkQG9 zG!+9xF00Kep2@_ip#Lxy1#vCwJv7;s0lYPjXX4OZ2D8yYc4A=Zy#}9@?HlDO8C^3! zd{%2uj_!p=PLFpOT|ZEdCoHs4UuQkLX_$S=7xasEdBH2wVl^ z+g_O`*-DAmc6;Z<9rC&(vD#kxU$YB8=^F0~?a)k@(U+Ba6ds$_zjnd7p=?Wr{ln>Z z1=d~p;f4R8G=EqcyEYzt-zsys;GFc!pSQfA7C&7WVi%N|6Sf*0!B#ypM0_wDgBxp*lW|Ghz-2FP%U9TYdewOej9> zQ!aC+_4nHTv*Y?Ho|nH_(3YL(KkCwoja1CsDf0H}d6cAy!5Ts7Qfix?-+{QFJhoBl zj?0`rPOW}YM;sotTHXOFY|s)y`Hvv;@n#X3tsAd~p_?_U%ObPmwoQC_gK5OKKW z9wWUk#jRozgFn{O9~Qi{#;LA31pi#u5W7 zBmIWEvgwM*W+TLdJPYw6ve;UZ%&!#uO`|T0jSddD?-#CtUjQxACm1s-9uF5~VrfEO z_Ce(!lPYdBX7jzNO;Ux)$7nCmqi2BsB7O)YUv}W!(pT`FAl8pA!4SbM_Y{|&w6N%I zYw!EqeBxMon3#XH#*@`MW>|{73e|m{ypay<#GKi49u>;P#~Y*y?81_YB%cFflh4n8 z32KyXbGUFq7DH#GZt3>c%)yf8Lu2-a2=goZ*f$Y{62>e^MsZBZQK9anW1L*QJoJtI znakCJGyRhU&sH{L{@n!rO)^s;i5er~{^0zm_Cg;bmEb`%XKNINAi`osI3RB?)k6hy ziaDjC0@z&qzzYMOTsz=cuGi&}z;v0}u*yvq`~EQh6Gk-Qk!0FpiM3OHQzfY^A12CE zKu|sA%j_g=E_K5DpY!@V3bYoK)1>6*Z#voOl)v_S;V8Sz@_ytgax7Fj z2qodC7a-ZsZf?E@CAb0bI-C&&{S*eZB6OQ6(S34cCREg_`59vT(9@Q?P-@dq-=B8? zMDVat-B0PVL!0+*Vm98ZK+A8n{-(3WCU5gztofae`Q;aL1w{SK?#F-e3~F0TI6S-` zAT*K!08Hy2tI;;=3KIj2kfgFQirexD5^(A-#6}Z&5YcZd1Jwks>8-S?e4kSxGoRIN zrW1LSM0MJoW{{u9>)#wVTOv9=MZ8trizaEt4rT2VOrmnM8N;&~@tI4Ss5kG0sF2$+ z5vZ;%zra`nFA690v0=!-RdFf5U73Zkyl$-O_4!Q29clJXdY-(hke?x8;M@kTZ`8jo zBEjRT2%ui{FmcX)YZ;Nes@-&Fo+jhY{}deItSba)jY5==w}TOsF0C_~Rq^%HB#({~JU)sf9QO{|q) zKgGACxn@(#;(ndbYrxXqpuanB_$SPhQv2Jht#VJU+%!SZ&vCZz{>+D)D)YgQrm1*7 zJNLNapU(@8w+U;Zx+?;DD0nj{Ms_qfE0CY>JZ{ej@pU-TAe$gm4r-{Zmn!M4%R$i1 zA*zM)w9r_U-s1JG(J{*8L zP8K50fdu|%B9NMQo+gyV z?w%z=tOY}g8 z@C_W81k36Qoczh{1X~4(ZXoGcum~E#hwET}^A~JnJ)r$ae+NOOz-)*G^rzpVwJrYs z$W1>5$aoc>7a7JptajNTsRrzd;~ooD34RmCQ)YaF?u#x0v*gu+p5MinQ4BJ1UhSt{ zvjEtZ7cB#p#_#$B=lInJ8{~f?aJ_xh@NJU3tl1K95Cczd%FFhoQUWWXCBL9bPE`6B zO7iP!u=8u930BuuD|Vj7IoiAdb)UySnGMn5z>A`JYdZunftL}Hk~TXCd@OM}Faz}m z4J;!6w6xpM1brdu{1>7gM8VA{FC?%7O%V>#_-W>}_+GlkWz|_|SzKZ!*){chIR^ zl4Vo_Z}#O)@dC24Gv+Jr`3BHim4Ku;m#|yx;0SdFd4LXI-AdIiKV+LRapo<445jJth~>ij(W^uk7Hg%#Q#z z6s17dUn4j`&yQ9Zd27Y03DNgrP_ndAdAr#LjG?u|s5WNf`SBhoPgH$vAKdS$=ffq%1B*k5GPj=AJerh(;?}Mlk$k=vyL^m zmzpj6x=N;@rf1%%EzIUPgHd2(fSXSb2ZVpYAr;|%MpErR8y`s$%iT7a^N`d3-t&n(6Or`m2HyGsB6H>| zYH3Y*kW?Pes41wKQl5hanG_b?QD*R7&+IXpHT~Pov*m%HnLjbNcPz@X_Ivn<<%^Cr z)BRxAXGVOf2l$^qW8c7pyFx>Ouex6%c>li5DTtZv3#|WAHmh|hAGI>Ozkk=hd`Mkr zyC4k>Z8OcNBbv`W$oKBk;+?U+$)N|*O$!{kL$M66?vT_qtA>Eh8#3)k$oV?7@vB3c z^}Shop&QvOI+OA*TLKEzJ1(yo)>eR@VF|G56l-af1=;ewEMZS}R7Xh;h+Y=j6kr5Vp3rU-#` zZe3jLRrc=IBbd=6N0zd13Himn)6+2{oUd3A;SFRnMDqftW2aw+(*|ST>g@EYXIK>IR{n#$wSX`%=zi7ck8y9EDn z=_4=3;w~;dq@g&|xGv&ZtmSuhp7xank@m9Bif(NQ1_}U+sWEAQHo$ zMM9_^G!P5~0d^j;7Zd#8VL;8&LtFzz^nVvTMfLux;Q75Lg*8PG5*r>+1XLAkBVB)J zSC_nR@_O$yH_;%jjn7$J#CG0w7*@aiqFz`l(UR+Jesvt>&A81Uw&lG+JUO#v+{%c} z(sr!I03?;#Q)U<+<&~ziPP3H7Y7xsEuU0qezE!aq1i`QBjS4}J+d;>%EmYwr9n25K zAP2&~p*vP@p!vZ)*ghZ3H%Wbj5+VtuWFOiQAF|xqs zZGtpa7&s>k^z>+mEdjnrxi&hSTx$j0pX<%;%Q#U_8k6q0hxYb&ffFEtBdQKUsc>|M z8%~43;R*~S<%C2x5Q+N08N#zR`^(SWkUv55W{(Ns7TQ(L#E``)KCB@YHw)X$b!=TB zk;UC-bBfqlwG80cbaeih)%53MYv7bC<<|8w!WSbSzL^;8wUcA;kZ*G>7Ksu&-NskM zw;K)YB3_-xq*cq%wM6@Ri&jk1{T#%F=U@8~E8n|g@cBp~utw?lgX%S7^6QC{3>=R~Mj4!ErDJBsg+4#D=8d#;2%#csK8Hr{|5&!CzHWPNSca#DuGJWpyZ>}ua{ZdQqXuOAw`Ue()1 zIxli@EvrFr)d6jJ@k|Sk^&*p9(R}+*K#lvmJZtBT2|`LdMz0U5A^$Qma^+5^vMLSe zO^-vUFp(ug$_WlSW5Hkis5(3Rg{a?f<}wW7uW+nh#qpZZ(S)5|lr|# zMZINeDnW)oIRa$gIXJ!$6-@~TLLP@wshGxIut1GjSv(%B*?X<^R|pMCc2k(-+J#-Sy@ zRFgPP&7sJx^D*c-1tTspcO5q;g22|({~1mXrw}>0;0(?7AI9n{5LF#5HYbN*e~8Tq zw*1^&z0tgqP?h<3J5j%v5qUcO%nlKhB`95A*@oxhxoEx62nfKnjX9d+gG2#L7kmVM zCFZ5gu2x@%a<7}P%F~yhL!RCekZ2T%cZO&SUgFVmYjg{@Ug(M)QcNwO8HK< zoVP^6?F=y-6Yfw_EA)9wx>p(f{HbCahObPO%a;^Z8lt#+HHAl-C?9|+BzghH7d9+< zz_A2y5GEBKxpFdo6n~22%5>0h{F>2e7hNPw>x4W6xtjHR z@!s8ruXlDhOWSky1?YRPT^udxa75~YGW4{Pb0#=F;aE+#i4pZqzKi=F^+SOfxuXk{ zX9qGri{JvnKYmm;q68oV&V*rH!XUS%O8B7KusCm(9bHm`$_WUp`G0#aXX9-J0uHrx z+V4B7o`K1&D$cuaz80uuir193sO%i#rAnwB4y!2sIhkm3LfV*25-U0z^HulKO_uzZ z+Ty@-q7S3X&hxILW_D>6&#vyipm2~Cd-xCyBBDu(E4R!3`MX*2GOH9hEK;i}1d_zI zctgv-jRXD%W#1i+<@^4Bd+a^3v&+byB}zO-R)vriLPD7hLiQ>oD$o!pG@6UICe}8J%AbRjR7taa4~-5(h=$4;3PUKDt58L65{XB z9NR!mDGDvC->ugZ4|jkiJogZ~T-XHQ1~9;1AfwIhV;w%rE{-n4G2#vzX#OM4iTU%2 zpFDtJD@p94+zXUOr6h0`=iL~y{z80%!ib%W*f$~+2P_HzE1u+;M84jzlKPBmBBh1f zg~ki8cju&<62mj)U$Y)>`Cfat5eP}Uaep){X^B}yDo?yOvA6$d;MU{6MlCz z{&-ZT2@6pb|~5tBCH>GHGh}$a#78 z)D<6YaSYE_4>%!`T~1W)Jj4w3Y!E1yaB9OhxGu94WS?&yCmu4zm0_9cK3OTZ}k4$T-A z08Ohk%rMb$1jJJ0jfWrvvXw+9wT%t@v15vrUrntSbJE`)G5py@(VI&ivoCls&{DeA zyonL7Ykof3R-bb?tLVTuB+y8tc7lAXVHIuV(%LaWkH~K3e^E1@8U^#CwyCg zH{^t3ekh&)$++z6I_9Fgvl>-Dl&THuC%mg|+v+!klPSAf2d2#?!jIvWSEIu%3L62% z0DPhMT^DoDwtQA}0`>4OF}RnJl+wUHQk$<1aJ8as+)+_3E@S;F_>(Cy&7Kv;h#`W1 za5p+eM|28IPWFB-q`cquKJPZ}2B^gxyXARX^8i>8-5OU=sQTiOx}^=;^wT8X)>{db z?nZhj8*3k9|tKp8^E9#~BqdI(HWyM)J{z8Unn)-JcP|Iqe(hScS%9K1qT zk-EwD&u>ijyrOA3nYnfR3Kiw*=2yszT5(j%H#O{BX`xA^OI@b-mmt-zk;p83#91FT zcNb`i;<@${(EP=jrA$nz5_?46yClXiwo6|Ro1g^XvToBk1I<4gU|*->=8lD;Sv9*a z(|PDVku>~x?+$&Jwi%3UM zmbmTj-8lh*Q8cyM+ug7N5QY>yJ*3-awN7Tf=W$s4lx)tNN@v^u`_TnC5#{X55fs8z zdKuc?txpfU1HrK6izpZD8_>gsrEU&!bwmoEtS>W(1jqrvQJb|Z?m$YUi(UO#!jP2V zVX}T(S&L_RwCSM3wD9D*DFrba-oj8U*2AcTAypq!b_#{fN@;865csp;`QqJ%Kyrtw zVKlFIt^XsyEMXZ1q$&1^HJ}n}g2Dx+?Bx3$^uNSfa{bFtiAHq$onFzU5(aYXwrSOt za@JoziJ*izb~Q8YCH1S*H-ceUkso^e-T*r=vH$~eSx-(mmd6Qie9TFtxSUIDUJNxB z(bT;a=-@G*UDYO)K#0J&R%8$i4WcJ@N+-(qSc$Y5)trL$gD`M^iHeHyII|0FLl8a- z15>T9$>t^zbojkU$DRs}xd~hdj4CI5nP86GTy2$6?8FX(pcy|)A%m+`;(-X9`8gA` z?|iD~COLo;#tayUL%i~6_qxPGm;;ifOi~{iJtQ3a9KGgY%K%$!*3!G>f=7zVgVK`l zaetji3;J-mn&+&*Wt&mY!IIJeLpK6M?H(1Q8d0nSn7seq z2{2Uw@bv)xVJ7UMQ@%db7f0rsrU?$7JIrQ5<}l&<4lsAb0Eb~VP*$6_!x^f?aoE3b zA*%J8ZSg;8m;cNvVyvz9IA6CP5^8JfFdz&bEe)=-^S(%Sd9v_c=`}A>qNLlFUy4aN zFTPifdrQ}{PgSX+ysl10S+_gW-N7l93>tI?nOaLH_DBC9jZmuJ#z=(MhfLFcBL1%DL z;|#MMxK2Q;z`n{DLWjfNO30C&6UwW7c7AZc(p%eVmJQ4Ou$9bJa-ryQ#KI!+e)21z z{r>K!pB9lzq5DA)Fk68SDZd(475w$mIPKu?t=~5Zw~xmBJ`K2PmAaG5S8hy{eJc31 z>QJ+Vo`Hnw2L{4A4r~6RgvYKq@lP7K@S53~Lc&vf+^|yu=Ygb#2!SlO` zZ_Hqr+z8cqt;+nG2T7s}6C6Whv(}*!-xt_B86Ef;tecA|(XenZV>PH&uZx)O@_AOm zt*b=kx5_n4tDF2*a7<4(Hb??I9OIsCY=k}M=O5?mi2?1EW;PG~sa=I3cLm~u?SBZz zX61SwbkZy#{>ldJ1KHO@W+{jGdJh106x{GgtZmJ0f|<-rzWikW4{bQhgKFydlevZc zrA{S0Cguv@m$(7!aKh3mWmokkKof*@#SPP#u-s&P<&e3J!|4kyR6#I+h_c{6@k`9n z9{Y0+$%JJAdA`1|&;SFUwNWqKpM&g_Vdbam%UFTo0Yq7-I0BA;vz&a29ZiUk^qpXH zIlHf@`t?vr1tFZe(0nq(Q3%bLWO+6vJaS!QRp$h+0I_1}!uDqVe(7tnb6NZN_5+wR^C4n60AUE>%G{W;VlBHZ@5r^met7jQpvr{POzQu?VEd92{Qz$a73L|oWm zonmenm3NT^Gfc-cowV3+TJthcHCL~})(eE}*5rZRm&NRMg4f2apeKw?1FY=PjSDb^+R^S0~TB6T#_f7I^T1m%>2{h@*z zhwGncM(dkTNP6uavAFFa3h>tQhDXOFV=wuN#~8B|EGoWU`6bsc3eGg<83AV*pNvLfJ4i3g)fkM1M-{2 zz}c4=WJF$|=SE~$j#GXdpj``!jHCpa+RybjN0rM9c=9Qu2yk4qcZTG@XJ;RyXPYr~ zzn>;}o1knZqq}tQ_q+u6cx2#w+R{6T*K5p6!Hc`daLB z)-F@<)9%*m(T?DcY=X*~&W?;K0ja5MNTBQd;Qi$1`a6mU7y+g@A%=Q#VB{h4wHoj_ zmjIU;1MkCT_(LHmC z{`(O^3vA?v?k$fd#BbXAR9`T&G%X?qDf`eZh2xY*Qi(siZ_)4(o^*#Tb|J_gh+|{R zB@TJC%)S|oC)<0=@gt?9)T=7A=X~T%$fcl1P6#$vwYfwhLqPlGkCQ_=l~S<*VAUUd zTwLh+F}|DGO`fEfvVj2uplN*tMk2_U2Xr1-0E~`RfL#XQxyTT(z`^vH7kIQ79SaMx z8U&`$r8xX<{6iROQx{p+F` zoVgl>5Ad(c>Nl-XC)h) z2Cq5E?n@`>wPcOlZ#WfiAx#?SDT9E~3WB$914b<{f#FTkuF3!q3%NANlF9A<0uUVV z_umV9o-lR~QSN~n7HB!i(MxilUvvNB|L}7Nh7eT*ehS?TQg}uAOTOnkP40FA<-{tO zkOWSd%G!N*U?TQ*xP3a6X%`g)q)#Fk=>KuEs$0fp@9~Lx-KVK4|M1S#Yg!psK^C{4 z16TPnIO9G!^XRDN*|TAQmBX9}`A2o+JbQNCmJB^9UCg~FiwmOE_yR-K-(0Cez0A(VyT?YD)? zJ>zFM5B0t$&cA&&^T|kU* zDyhq)mrd_>!tO8ftHTcK?7m>cdIAP(_*+U{hk1I6^{J>t#lY$YF~-4yGziuX+I2uE zfu^R|*nbm9g3qwBh6V{R;R!In)l@TBNDx*eB0=+m=H$bI2R z!2N(6W#`KG%BKr21AqFZ$4i{{Gu5Lx1-l`JPvM5aB>5;Z<^nG!)Q5n{M4&QHBX}dh zdP49xa-M)D4?Yi~Wq=0&vhu?kp@4F1!a-^4?b(&!MHpeLP+IGo_}uti5^h}h@#i)aI-#Bv1 z>Yr{9+);2@gj-gPDO@hYc;y9}WIBpXH>o%Q zlXfk>Hqt}8OWlD)b;>+%-xF|0trbdo@#HALCI*QNK=Z6KKh9HlPsM|+N}HqM51DJY z6Oe<+p)?+@BmnRnvRx(f?gyWJ2g^?u7 zlD?tEAD-hQjLjf*04`A#rL>;3i?Zi*y<{h8i$e9-OtkEb3bZ(Bg#%FYG<^fn1+`7Pv+4G`%)^(Wk}tG*T)5CU_JmTyYR1 z2>5h>r>EP@E(Tvu;(z#L!IDee4L^UQ(pSyygm5D?-*rw`lN9egYT>-zR__Jfkw@1b z7!*}%wz5_)-w2%`E?Y55>3=3?zvdcDx`L1B+ys$kO9fS)968kO=dKddC4eq)psMUD zIaZ#I{c$aNW3T5ZTlq&h5G00Ugx)U+wPQcg0t)sk?Or=Iv}qpu)4}1d@k7?iih_rS zdzw~S?s|9qfelo7G{G^DDc&Td>2XhcqEcvVjHe%J4U%pr6acwG|WQi)(mUtV(5I@>UaJiIOSxdR(*Rz8ubTjWJ zS+IZ&T0tA&OJGI1E;u$IX!A(uwKP3lsqs~X&tt&yw|DS5Y9o^;N7e4C)V%yCmMZy= zqc;!N+sIy(=g-|n?*M@;M$mqSm^^pz5UNh{GL5}^j_5f`x^Jla%H^`~T~GQ)z1cFV z9g%WC%d5UlMpQkB!klu8)kHEPuDXBb6DY7{Px28obO`+RiKQ%ER+FYMdSjy0%+f@{ z%zTe*t@VoF;*7IMnjx8xsZ(VU?DiWkDW%{A5cLt-=Lq-;RB72aWkiIG%n$&|?V38e z`Y*SNXi^>lRWJjIBYB~Bp6agp8Kt1Q%O$Uw$Nh|Xp%#<^Uhy?Gd$0$Yjs8s9 z@r*|N&f|MAFAn??3(i&xIYdsoJj?A_GXK%V?e%Ll!02J-6K9@-b_nUKyu?^*&OaB5 z87Fh1Q=+vazTPb{qKZiQUz3QPk!$hALU=V-+NjSrG+tEgN8UYI^4mmuiq(P`Ujsi9#xM&$-{Ho{0Bz^+6hdg=z@ z1B2@&mx@l^O4sV^A(;_t2~m#qI7jJMCXQi07-wRSz-=dnL>FMEeRr>?0H+eoI~D<^ zyw1z(jkhck_L6+Qu(Gepn(Dcwjs=qJ#cxHCkTBrc%VBb0Eu=-m2x^D4D^x{%DT#N} zo-NvFXFNN!9bCsz;$TARqL7(YzlVHK?zg~jK+17LoodL7T_kpgIKB#7!83uD;^JcQ zJ}``7erD<)fPQ_98FZS|$-ptY{mruF5$`C5!G`HAhUKOK`WM7I-&a#XSQKJ!O@+3U zhg;OYe-i@zs-v4hNK4B1fGe%+@ox|ny)kE%Q0ec-mzvl z%{prb{j7dUiu{jGhYue%tjv%-b5F2}K+PTpMT+t@@x1cd=(kj-zG=36^f{jL>4hBN z-=%gYq(yh@E=xvQ18k`76g@i7)L%v^+AUFI>dzyZ>eO3gb>x1&hi`< z=OWoic&fGX1OI-408twYzH65ec)v$`Gz{c{IGduFCk7-{yXkyMnH=hsME1wp-VggE zV3Upv+e&<7VDgado0|?sO>&r;n3y1EG|x$&7iPI)3TkVh{D)dRkTyVK%yu$f4WWC7OCs_P;%77#}saO^nUCr zZhjN^OH`-ZO2I3$DIkY83pQt+%Qd772M!Rl>6#oe;MNigHQBeh}E-1xPvK1tsu^cz~(v zRePV`|0X>2CQ8FBx00tmYr>@?)PPI(pyL+p3EhZb=fblB#Z39GFe^wQ6vDZks-aVU zmsX#}hJ)T+CB4k96L43;m83U_Zp>RR?&bK?v`)ZZDI@&Bt912ao{F`-rMHu2{a{qc zE=&P;+Njz`d3mYWQABkv_c2Zm+8JgpO=Y{xE4i1|?R`xsbc|QcSMa1KI*+sh3=P=A z3lkc%15|G-FP?|h>}g&^aSBfL2H2sgr~{~ zWzDGXRq&7Kym|O+L|4U<2I=x^)2<;S9Pyo;zJJ#5n~CK(b3-cZGeV-;wg`K<8Ciev zw;bH9)yw%5AZ5L@^IX9hv=cgptlHi zN=6DgC`4qqXkBTqMg9r?^Hv-wZN|o}?`9OAY(#5!^xHu|jnwRY#S6ckilu~)MVdjI zvij%7#<_=#2n?c5uEKg90y*hN=vK|kMgtlF1X9~r#k<6_vn<-9Rr7<`sgAKRb|rC> zZ$TWuHI3`}tX=bBXV$dIq^RK%XDhQ2KN66#!l=1FubF#PsRskj97xNROuZPuTi^Y* z(+GxflF-7-tb@6Q-6y`FK+6#Abt7wZIapPaxk zU1pRWFu?S#s;EAA(a-a&YXQ=kU2ozlCWG;1S-t7BI z7#%y%%mEx6`k6^R7a-o=-#ndt8Fqs4x4*-O8=H6}NTcSy2HE4{1VCBm)B&c;8rgvf z2??XO04xAc+Ye*c!Bh|a+c3$}W37k@k!Ak4`zwWV6ADC*1L<~@qBRb^{VWPRs`??9 zTNHV&wK!t@flVFpehx0DWeCW!cp4*+T_H?=9#(_3hdlhW-Q*D|peC;aQw-YP;U_Bp zP>0+EWw;qikC&|^BFJ{?7PDJ?L_TpqoS=}io7}s<#y`+#|8xdU7$`(vHcgBEM|W*` z(J%>Wh3X8>tEI<*^Bf*q$harwTxCQ!v0!(p^NN2EX(RqE@X#{Xp8B->qw{_A_%XSKL0L zWp5{R&zhg1(ZC_>>V}8p@w^rFFfvCcw0?kRbqMAP5Qe1+gBrv|{V_d#{Ux#H?j@mE zjJ2?wO7D+)-7hM_hZn8A#eRt{?~z%F?u;vd4e?P!~*CD;Z0}F%*;?c+Sl4O zNIQYceQ%f)T5^p?--u2>IctHa!i*ZmqB0;Nk0qcGEoe#7*gCMH3-!~Fy9H%*>=cKE zDfv1qd*72VRbNjr9m-0*q8J>T|2~k;Mi)vF1MM?qbjg>6B7}SbB_4e>0mqk4{uu9R z(cMbn9%+-(SETa&0a|!=ad5t*^O2T(UY4VB`}Xa)Zw-XbrB8pjw>3ah>vkwNdN-x} z4>z~@kb8sT(~tPVk8>xDb4H%)b9#K(1MA2)V1^>H-;NstH{3SCZ)sskcivSd?zGQ( ziJTyF{#q_&vS*rc9(bbLH&htGGuvYFy7RSbjT1&`4GjtzocMf_Pn3}!*)N#MGGn za1PgfmOK!L1wjFIH}trjF&@ZoPm7s(bK;=}i1VI8j(&GMsevp~a3aT*WX;1=6uflSqX=9a^ zk%>=D)glig%O`^JdEn4JzMHw**9$+N)3yVz|Bqb_-{B9Rh{${7DmeN?3Vjbl>FwNY z=Yr4Y(iu#_aEur~cM?3Ja=7A6Df`;Z?cJ^;KY+i=C9ifs50Qi| z)HBBs{0z<1(HoZepEiVNZo?T^0V)mr9B)4V#Wix?w$sSm@Bfy|=xE4lTW*Q*epEv( zq5iv$j^-cH;aSEXY;-~lL*bWeW*;gqm%hmawwkC(`7dkYpF8EWq!Iv`8Bf$B!R3-1 zjM0$c20-qlwoxK2tSw;3HU9lOGE4)aKhKdPT8r{1i3Mo1Km`ICcqEvT@kvOWdx2yT zbQ~O1;QR{Ustq_(-dte^=T|yghb5Ip$m2o`He{>;w&0MD#{@o6(O}Y1+zIAG$Qd3b z90I{L7?R)s7uPp5Y)xW2<#)nmxH1qNIS|YQ%AVH5Bj+o3VI?9j_nI0-r00lL+9F%5 z+u(vgy_X7i>d+;0c3jdS&p7GB4Cf+Jz5SJffJmwZZ0!jW%W>!&2B(l#n4}P3$fpRn z;NXgJ${KQUz_z{>s8;S^F@>m47%B;PRl~+6Vo!w?7K(uX8X*|V0l2Iz#P|fH4V4~~ z6ksKo%_54-AgR@ZUC9yi6Yc#-JB+#go-=x^bcY>?wxDuJ<}s%zSw%cwy?ty9Dn) zZ^4}pxv&IZgs~Vv&GDLReq_8x*|4v{IERz~bZae;5$Oi_B{C{U9pni9*ABVAu)>rn9|7X2J5ZA;{(P|WMG!l220HyLNk#`1FR|tH6_N7ojlmj zK$=@?^uc3GAhAK-5>9y`=tbQ+J5WeE zlT!aTT5_m~=u`(%PXq57Tu(4CXat8b^hmih7z)3E7>^);o3ntM01m_`3*`*$;T(cq zF^OMeV;EQLmAN@E%UUv-9q?|=gCs6kmT>LmTp0`q<^KG#v$wbDJpE1O+9D2CPZ9f9 zc1+T_oqN-%I}(1|P5sMw_7IY93;4SvgP7kp|67d+NnC?YR{2b@sq3^?9ZQS!z zwtG6%bNnHR4oifDXjfRd_W#+B{+qvbp28zO6NPO{Bm2&jORW#lGe(rx!h@^_y<@pg zdWV2FK5$oX7>rM>9UaMm8T;4YFHS-4$_N1ruZDZzULsHV!vX@|VWD{KY)V0o*_W%s zB5GA%TU?+9CzGtB0Na5Qhd#d6)>fcFy&8T6rcgHU8YY!)Sx5f)mg53i2X`Roi;;!p z!BBCZ1FU10Aa;5@yW)s;5auAKf=`#!(g8yb!X>0S029#RS1<&;G&hh>MouoJo&*E% z$JLUwA2uu+3m^GU1`*&NDkKmQ0QWio9t21=A^{hbc+C)KKpG)F0dYvs51k2s3m9K9 zFz}HlXH-(lQyH*%H%OM*flxa{x5F~Q#1rxaqK_1)qK~2_a8bJwCQCQQfgFt2&FKz8 zjxx58^9s?h&9G2J#A?8mSD}CjZbSc#kEVzMMq6RlwcEfaYx4lEaQ?xY%tSlDlqcCg zr)euFp$CLDVladN7Qx#hIMXQ3Tol8TNzJEVc=npV4A2p|$J!k~Uj1H99&Z5)-iivz zOI_^T7rC&9d#5#jr;3t+PYU1q;y2_x2tG`8cVN<9ch^Z>b3UFWuLG1sZs1qD+E5b) zmM;T*dXbPBvotqlmDO<}v(m&CR%ky@%HeZ}q8i=Ce(RLOWSe8bv?aIZ&34v4oC7~&Wc`FT)^gag(qVp~I7ebfeS-;r}rDEPrb4FDG>m|5!xH%{Ba zb}jF<#G~}*$AQmZzI@#Df|L#kq%20P2^4d@y4nH`X;r&XQmADB-476wmBB#v{{8!F zG0U6FwrK4APsTE$Yk>-7t;3?`7B&1ls0batl<~uHzf1KZT~-c043ciWe8dTVoyU~P z@{j2z3o2*#L3#xt9KJ*t1kG53>OfMa&@`#+F1Z-i};Lzr^xx@>G30cO4Qjqw7^4h>tn-~N8P{hiE z6BsDGBH+;iGDu>`#e;9iO&(>k(M_z1rNghK9wtL}?3P~R#BiEs!IpppfLtUC_!r1D z7y!l_8}L4mk_Q+cVL<^TnWgp%*^Oaz zD^@8viq_yjfugJtNe)hCln__xxyS|X;3gB4b0A*q12rNVfrDxp5-i){%5~45)6zmY zK*+n-8Ek@J%CGisuD@VJWC5iITodpTlJ{KTxBv!bN^}$%eobLvVc!9~05^EQryGF- z(FM{Q?r`_tjE|L=ATKsn(00pSNu08lp{R{3kO23+wv0Ut$0MJP_5^fQrA!>p4A zj5KhruC5%4x2Rxr_y)X}N}#B~kR<>HJD=9#ZAhINt_NFsFoT|(Klayh?B9fWWq=?+ zPSPlCzE8B&bt_xyYd8K@2a;NJy-&{^gued4P;_-f;VWbRa(ph$fdjCQ;=8%+)8b%9+kyW&8_PeDt@C(4UdsNRxG& z9@dlDkZWsvDhufm2FGAiL}x?AEks7j0y+Y^y6DYLKtZ~Rf@|f-AVSo>`|(}yn&loH z9UW#=`B#Octo6PL#AcN)00jKYb}Q`t6=V~Od>>I^gn|inw{9YVEL1GdD+cjVst>AM zq0L*v1I zM8k%c@|5%_UC;fh7fRT82so)vK^p02h^pbLhyl=~E`~DNwb! zpB#XWObFx!O}GYZR7gY#rjg%~@j2ua!O0k*@;~-@M?+l&NxfVHmFzy)?Hk{`QJ1() z3nd6X>OE{0NPPypC{Wv?x&|c&pn!Cge+h2}oy<_H{D31I9WP3oV}y{0MTgY)pgD+z zu?L*DkIjFCqw=ur^8LU-$k5Y(0_yiG@Fhekh?}rJ(UAz)#5*Z19px`rW;t*&a%rx@ zm%wvez+7<*o^W&u{?!@fudPGSbDLTPUx@6jC@Fvm2rv!~4#+yvwK#;=ZHIRZwIm9q z&xB(Em0`Yj?zlsanPgipRF>xr?*hR#Z-ptPej3*aD#SMjdCMR2IQHxIb3zCl4vFlb zc>ojpHb`v@hm$D_1z^cJC8A=}5g%gA5K)x-w3vif;L3d-q%%i?O{}rAlM1pq5VsdH z7D~Wl0KE{nbbG)<2~OMY6BvXUqF@adEBmM8a>L|(P+z$z9-;*|QKYU1;N;^uK5$iv z(P|@FoBK%l>|BNhG{#aOg{y_Yb=1%xgJ|&5NPVK669^;ah}+*Tw&dqLYq9}Y1IiGx z3+9vuK1IQJkSn2_2=)LH*h`2o^!!4>(g-0z)L>bQ)M-%jP=j-i5ey0g60}lN_DAHL z=y^io*rnkH!2VgeZ*FRO3Fv%J^GF=6rB@9naabCBjeYjKbCJ6-`$sNE#@z}Z7 z<;ck$3ykY$RG-t{m^LoWpu9-TIXuAmGOC(*P56GjjURR2n1b zVV?l)EImEF_cmBN0{bQKoYJ2h@j^BB6wj8ghxlsf;Gh3B=LM$gB_prXsI23aGkm5J zU|dLyd4c6Q9QTRE35Jid@&kdX!I4T&rKoeA0wd%7!IomDs|>z{Fl78H{E*!XMEH^Z zwJuN0=<%8@aN`5w9_DoqAaG9ZG|Z|t9GrNhNJj2AM@gN(5K5N-aM^&5tXv#xu&`C& zppv4CkuFxU*0xGHGxl}o%y~k`H{i8sYkcKAk+ZXN)5Nl{SPLrz70INWDG>&w zmlY5rrTv}jC}wW>7Kj|+T((7SX5Si4Vb%Z-Aj0V0&gwa|_K{N}*wjhvfIU9AI^f}- zOMU-%bUr#pi|`~6Rv~{#m=TD_s=zbizP09vXizY~kt>$SXM^VeH244Fp98TG%(mI( zuuLXO*mN(Z5feb*(^>%iu?k4uX0B5yik*p{b{b z7U~|0RIuMb8!?#g20)NBe8XBymdN?)p)ApVB_-@hJm<*CQO_)1Auz14xde=ajx*M3 z2vT+#Fs18#?P`_Hxed5PGo&B^juq;G91i|P-F!U)ttDXokn2DY;L_k?b@?(h{SZ5I z>5~3lH&mQ|bADtR#BCJHZL%Eu5UQhp<*%1~!NphCGW;$>$sLZIFoCNFwSA9)T(&9T zHIRMLg(4iF*3Tuss#XyBl>Z^~UnmKBNyOqk!S$l!c$FOI0XJ}Shq4HHD-9n7vuxxn z4B-S2ipcse7Ni*=SO<(lf&+%Y9RN~(#}qy~saLK0g^d^rE1=ksm=j>&1gvtH!Dzc8 zZY%gdzZhU_tdo_n7b)ZML8GrwxFA$M$ao#FDsqSgMcik2l(7J)p?EA zj$>nEgNQ34>>nXdV|#nJ$aUzo>sH|l9_>8TvA`?%Pq8iD3R3~bqK89diQ!X1ywbtR zN^rh`9E^`c_Lnb1Gs6SdYxKC?o0LMJ_--*11{v#$L=(d&F;YHEC{ruNEEctmS^`~I`)_^%gC zU)J-=vHh`n@PPqYIYPgMT3^)5L8aUR2E>pxc^cBaN4MBzX#5TVcIHYH;R2;}Y=Vg#@H7QeZQH86ub(yc1Ae z2}e;99M9~TSDZgR0I_3s}RG1{sH>n5g+HDgcJnAvF?81_bjx zLhr}>ll?AqOn(9@Cd-zJyM_^RitDgTF8Fd zTI^`cd{nK|;Iip`COE$CT)O|)&;F^rSUw3jXaj}u2V=n{e#S;%%$QTI3QK$f{sPG2 zL6sBM+DvsT885HZI_!7eQdEbO8^*Z4lKr%c9GXI}C409I`7SR2OOhZs>0@d2Rl2yX zNU1PLdBg&Og9)Q`_|C+@bpuIk%J=dd3PcoI9J(r>w6pev86<17yLIC(R?BNu14X`~ z@^Jw&?@WhZ!LSjjZpx8Kkwd`)?i8xPTt&qndM@6+dq;qw7&k~k4m?sY@Z<7SKD>Jc zpsbEL9Fq3p1->@ClN&&UIXTNG+4ZJOpsD@kK>Q~jVBOt-77B$HfxrD>ets2Ezpt(* zpb`XUwSGn;rpnFlhQbn)C>a29AK#Bfm&VaEHW zfsC_XEUsK69P_^YT(!wX;%gJbS+5tkU6<0%zVt=h^UH4GZN7^9{QO??r%q=*FAjM6 zgt2&D;bCaCCPjkrhZ$RvIxe<-cFjY?Le4?K z<#&P^vh8s~k}sSd#73yOCowZscx#59s3iO2_CTTMz}O47rk$+uync3l{lf6Vl<@D` zVmbs^r_Y*xVDx)B)2zO64Ry}4;>1g{5t>EawIP!}6e+9j!o>E}6fKJ9NV98RJl3a) zVM*rQ9pe``(Nkt1F*u{2Et9En<;GmL+p#aC+(fdSari7*!LBDna4~;D@EsJetq^Xf zckyC0!1B4ff?xqJ7WI9FT@`QT;MwrXtQ-3>S_%I|)hiAt$I9?pO5Ku{8B7g*&n#;%m9 z2VramLWxs3rilTd7ifl>5E$tZv9Yc(yn0-c9{F^fCl7lGw^EMyPKtimU2c|sTxUrx z{veq0bwS$G?-eog=jIPYz)eghZe-VaR9?|e_sqZ=Ub41M>0l$jufpNsrwvzgr0(+7Cm#XcmcO5M3m zqvO_I$e6Nh!K!h`b(G6(YR%r6tEb*92448tL_fPO)@VY})=GNmPdaWUO5oAnT!Lw4 zTZ;Vk?J#K;CDG}+8h6VaJ)uO>GcQBPxS%hC(G{}X`TE*57R_40bT7!b&^cyY@39`- zRu3&|0XvTN^HzI-SytT5=dE@E@BV!0URV3+>27CN)vcGL-6Ibp{nfS!D--SwTCzT_ zxP1aHc6q|x$1&$x8&)ZpS|a*qpe>*INy*} z6m0uF$YhY^f}?W?ys$;KjLk->&EY)8DajV^)_lgd^=91)_VjbiGTyc;+$L`2`=fEI z>2Uij})DcFCNtIqv?Eqq$@L)i_vmkhv^_U9>6!2(p zQ9vXsldK&Sn#&&I88@-GVrIvZteP!T_Vwe225r+Ct4Y z`FLIZ?VX`rmeLz)hjlR>`n%_kEIC>9I&%joMr?vrBqJSV<*n_P0%vnEtVsKA&?oC4 zH3yoLMSbjg`aY-ij@g|lITpJmFKj0}QKjd*rV}&bOj0#4>x|xMy`wSz7&rw$=r+>y zzz7b~$|E5nT6Q|_D^d6Q#yoi;Q4+49mML6kj-AZQLV)TVyj$a*V!qX%hnZG>h5hCy z5-GK@qkUX!9J55@0nd8nlj6Wn)PW#ya(h`ulkcvQQpe8{X?f2rh3GAVP372Yna|hPnXjL)%vGLq zp2TO%JaH{y;O6(dx|FK0dc>_ft+%4C(`A|8>|P2y_Dt~D?`(hD*MN@#lo5Ich9LcH zjZ1KfLB;M6GhTj#<9OvA1z8RayyTq^jt4(%2jb+Wu63#BG>|4Q9#P(>lep$pcTBtB zX754riDilJ?)1+Lc>2G!xR_XdN|LVqZFhyE#^N4-O}9+@0YmMaR$`mIbs10wD3S%t zKXWO0#VlGlAwDW?A@SnPF@Fo|BN#bsUQ`qPo0$9ep{CkF#JFe{` zvC)e}yct(7R7T&WZC)sJyKKsy~{G?+|{!F`haA%WpUt^ zIYW#u1&6bs$qoyL%HQ`Ke&(ebDWnFX@B&&j0^m3*fk8MiiiWv5NCWc|6^L^zJah3P zXIm^cZ77}qux6@*N2wqhteowapCk*1VY6(xYDxZQaA(_r9>F2oQ8V z$m2O<;V|DM@qmK&`|8rC>IqGAAFB5ojGs3}y{hh-kl$O+kZ9W8mwU!GwOR@FhU(X^ zwq939+@nmdGkyu3`W0fp8_S<5r*KI4>dj3rH&1x(FFamAySSX97vc0_k*61M1cl6BV9()-(}%xzgD3r(R%*b)5n;W#`#|cFOn8TOtK{Z&H6IMVWqU z-dp7t8k~{xxgIkj8j?J%Z>3xlLFD#;qGY{yvL5^{zapz)fg`dk;2ZHtNyJ!QULK+%ElobK zdg8yo_iqgzbZg@vKqkUaatx6FTK0Fp?T;_FbGO4xQp$Do1ftd`q}`tU11_(~4GwXJ zV8jrHt|H)Dt-zAv{?&3jLf$Oi%yg7;uM9<~NB=gUk zgBiu?C?7v#epM6$rB~!XMQjVo@|^YlY^IlUd| z-)^vfSe&WeIheG0!$H1_UO7weVKgj%c)_Xk?b=9T#PF`Ou`W8FsGHMN`%KAJ=) zkiYz^1f0yV=`!7IsE(lm9?%jCu*hj6<~^HRQsW$FU7;WjH=FM(HCPv~Ok=IQcN*K0Mdelxff*gnYvr#SWs_s3F)RIz5kPlx{0z4CI`aQtmUM`r#p zD2qjbIskkZR2<||n1?PLDL&obb3x?$GSZVPg^Er}_iFry=2dSXuC#+Y2` za?REE)dbabU!!}go}CwkmD@h2kPu5tohs3o$df;R{(|^5>i@U~Q0!-wl%Q#L(F7XD zJbE;AazhaYUqCw;1A@|qVk>Dg%(9TXLA*E=;HqDp=J=^M4|b@YpSUJSP1gO{2b=?n+ivijKK?o@C%UX8VByPowq z&GP{L9v8ZdhHp=MJ4w*tOBUWT4ZRIs`d$PDXhLpyZpi3N3~&C z=oy{OTSAGilwS%FAT}Qo(1JxVL}XzY9MV!Z=L~^*^*w#-vE(HjqQdWPZy*EEPIs8g z&fHLd?eb+20h|R0Y5On*=$Os#D|fj{T+W|*G6o`6U@_f#4vaA*IX>QVXJ0a3q9m~x zFUtLea73{>yTF)M;uyWtO%1Q=dy>x9$J~xvcaAa3Djb3Xzj5Ux@#buo38Rt2@>ljYcSFvdh_Ou!(cJzUyK|s2`GFoe}x%N+Q$t5`BIh4*nblz_ZvmrwDqxF z_+$Z9Cu(CvN3N&y6G8i8Jn7YCxuU$U0G)+M zVQ7t702azPpH?(=uz*)NVH?VrPa1FqfJtX{=Qq<-Pev?oIWY`~*i`vz3kkU>xejpL z&$YK@z=|y8q%R^}tKs0#14aQjk+T6+13n{~BtqNSSL5l5HOlmy2nO8!Z-6dfu&_}` z-r2eVtd?}s=vqkfGpYAIj&>Q86NMrKfp}C3<8sn9!v*f2HyRmuY3cnI-c}osM0ZE1 zOK9-?)II`hp=p(kx4v9Zv*$sh8kyzd5c!DW+j#dM6kHqEU(;7ZYnm-;!bosMpU{Ap zHeDPLIg84>nMfPFco9~%1C2t5lby-q1H$#C2s9%X zTeYpIJ~JOFd+PT#<4rUD>~zfQPpO9twn#+MivP>S`a~0_jpDExUMK-VN{)GfW2!irClDtWpm|kbC&64X?*9ECpl?V!2L%No zH8(naHo;@0x77ADLZHM1P6MgPDY9g5tl`<%i@5JKL)*K|R}_3;gI_*t!y-C*v-{GP z)lV<)_XR`x-w#H%j6P_Xmf1+8xSf(dOua}wbI;t!%&X?^_&8sP#+3kaqMlo>u{0i1 z*>)z1ySd!8t!kLsR+a67y?|AW{4@1*;#XxUx4 zqUijAL;h=Fx2Rq)C5^P@&uCNQckb->ejj_-dDh=?IgLYrq@ZE0-qf^Rdez)`;oPld zy!vyl7j2&SkOtD19{Xv`)sDK zq^|7}ESL!VV0gt71HIV0UN_%bxt^)YI^mFRopdcc8G)Lxe_MoJ zJGX2+QYg__yYK=|sC%P;mN8NJs$`k*9(8WvP5NbCrWGD%9`{&X(MG5tm0PFzroD;# zzXxMDyOFaE=2j+y-!w{u7@#}_u){hr0RRaNzYRg?(0S#==`3CNM8BO6Am25*C3b+6 zVnC7r-3||O?izuOP-9nobT=6bJuRLKbymt+6*QOGIfb2mLtpE1K9tU_{-LK~e4N0> z?KQgUw>)%u?`bCc!i5Q9G3t4v3xlP^X)oyzP{z~PPaiKSXMNe7etEgSfmY@eG^@3v zuMa#uHAv0v+I4l{Xps8SRTs)@l*uQ3uuX46TCBTp;WBfc)O9_f2=YqPe08|iHUzZW zJ>QzY{7gzYF2tBNRP_X(-Ln3e53P$n9r~hX6@3CO>f)(IIa9h&d{((y9>Wq@Z?9#A zZgWe>p0I#zdSqN|tIH_1V2CUK^ d@ey%Z94S1td%TuK9yQD|{?`QmUukC=7|ZUmJ^MY_8|K;oVEe%|NH8RyeE zW9+dvvR$y&ec#u-{&QaQ|C?B^s<6+*ONl4g-CrKcKY1NSvQwKsNJn2R|FYF2Zh%%L zGWY}p81W**N{H%@o>B1l&24l3nx8KL zmypwUqi9j_o(o>1m@Dgi^^}^{YumY3v~y4J^M2DneC1pIp%*w72xXvH3x{K~b=ssi zfr(hJc7&6$HCQ#cD0;K7pQ1C8O1gih@4X{R6N(8DY9);G1Losw)eNbA0SJ-^cV6{l$wV9B8-H(agxu$b2`u?V%*NGQ%SM zykx3i?y+H1t${%Z-g@P({n2!S&Lb$)ehG-*6p7&9{j7t3n_wj9z}~$2X2F<9%I%!z z8ASyh9gYh8r|bHm0#X^`uhclwx&h2^x zl2wg_eF{f>H5SY`(oj9A;i-NY@HrTjb_F{3Q%IRCMZ;nxeT4QwsLTy#%nr~YHJ9 z*d0m+1N5p1sSNLRlI-6cwWdYvbZW2|s63V66%Ji)c+zvbZ0-+LIV(2V6D8zILy6#P zs(Z4MPi!qS;pGt@>-l5_+$k#)G^N5Sr*9_^75IePsMifcq!Z=)?YqaQ`g;$W_(x-PJddL zp;R-HU7G*fmdd)UzbhWkwpLS@pzaCkEP7Ft;uFdsZ&+lF9b3`C@)A0G8WhEkmT+EVDSipt0z~aA0UN=XFETu4-0_rmD_qW* z{>jJwfUzN}5elEhg>!@+PF09RZL}v+HITYKO?MMF{Ua#onN0qqS)MPiOfk{_AjPv_ z40#40sqaRcfcy^nOFQE?WnGw#df95@yif36F1~b-Zy0@q#m2wap_BehJH}Ig~$Pg>yA5_DVgT3;lOq{o- z3g{1rbLFlw3`=JpL*OaWt_a-hOeHDqcpoJpB~`wbo)Ty0e~T^Kd_ohomNb?l!x$eH zWTtX~npx)V1PSowxQIj=pZaWh=XtL6x_ak#&DEn=0&<^U!MmS*BSD<2&!d9{9T%lm z8&tl&p-OmuN&@-b67lBNoyP+{zGP6zV3pV>`>&k$d}fS9%C3)(nIPCaqGr*|k%b&k zx@FO%D_sq0xdGZOeuJ_$$C-3~T4n;Cgz&T(Z+L~X@U&p`$;-0#^ifj3FS4XStyg#? zOk80g+Th_Qej6|qNxtf5qnCYwO`){z%Y#;u&?_ndf=xQ_F3X6P)xG2`cf8ciEkDac z0d%DRaoJP1^jf8mYSYYF9)V_j^Y?}2Mn6rRO!nhK2f`1WyD#lRB0-m4Du;A6lx&=P zyuR*J`ShQ~hC`1Ibl!(l@x~`Tif7YlFD_B97fqoCS#;iDXWdtGW8Yy!_w;3*g*9t@YHBF+}`P& z4o=&o_4kc5SFVgE)EaintyxQDR7oORWI1~oKN)(Rthdjkhgz1PiIFo?V9~6T0Dong zWx>IpCpAu7r6ZZ&joLCoUS%^i_$zujkEJ$Bgn)vg(DQeP@c0PjJ%~wP*_@V#X&AAF z1{IjZglQvDLxT97CJd}s-tDakwNjz|wOObU!<1+KW+_t(YTmg_4Va{91aPOQNts~5 zCzO!M1nH+?D7+7OF2^*xZIy*Nk{0p&>15;#7OK%lxH^F_Y-7NPDJ-Ljyg(2(+AErB z4%mlx)75mZK}eB9YV}{giPQwpQ1|_z;`8lQxB9^tA6F+gQ2eFAA1U=Om#FR=o~1?< zJkaNF_;AlRmN((=Yu?|i@Wf6mx0iEPQ|ooQ)2R6GifBs;kgXnmW}xHYG^2gy+nelR zZSBbq1#{N3iNS}QFM7{YFX|a)uPz7`?SrE3_kU~Z`05rU;ZvNIGfTU+T&0EWU3X1v zGs_7LH^c+sJdACq|Ef3<&OWwtck$a`Zxi~T28toXp9=2ToNn8ZphKbhD}H2TAb!|) z3)^eTm_9{8+ao3dZpysz_fRZ6AMh*S89Ih!PW!#ov=N6S{n1a4!)eX4D=(>}|5b;& zco2JDSbc8|dg(>+bmSBM1)SHq^f8$4lM`$SV~djA(X%PHDi*Oa>{!n9o7k8%oMyXd zIU!S-{`dG1vW}KF(FNQ&%)sAG3g+G6d5&wQ0j&Ge|O?yL6v6Z~TO-}G=`(T?j1m3-PSlRHx_ zBqOUTI}W6o4P%}!?uAfxKC^OaTCfrBsec@N#f#G9SCFE6V~ux?o{q}wekyUhLXzcG z-kYR&81;XJwZs|INe&%97{OnPeX_3hG%qko8 zp^p2X1*`FFnipiN=@P($!2vtn&XGnd-{h24jV3BSBDA9}lLt-(h1L2)%Wi)pncz@QY3Uuo3 z*2MC<0jG+!Pjj#W+oj{ia3PACYW;lRcY_L_sjg$zrQ!LUeAuWSB|o(Uh6JsBle~FH zm8wXP7B`>QOW`vL-dZ(1%i)OI*Oed@aet9V6WvMC1h?6Rw?QJNL$PC7fD}*SY;u-$ zA>;E@WkJ6mMW)@VpYxd8&kO8t!KJxm*6#K6_f&6NYYh_m#wy@}N+5G#AbM4`bnF4a zZ%D()Q zD)x;RK5_QCbM5y7HSVa?Ap+Ae#^+BjlJ?zcB!9&RPHO&LhjTFG3i^k>iLXrYUjDf; zuC~j(z7LYt#o7oL3IS1v;zU&WkDc8vj*h;k=sYf5BP1He--eSg-4s$=9uCO~hmX&> zgSEJKRtId3uj?7z`NhLHR^`BQ%6EQ67acwLdI^)1D|?2L6hYS<=1abhM(ijS?}&Pu zUs_*t9MCFl-fw2N?2$^SW!;|fL!0C?f6d#+I?z6iflY2PaKAo7MrMo(yUssidg@`z z^kQ{!sP}434Q6r7CM5l6!Yzm(g7iXCfPbRH-Tmk{t;2qtshJ9@FY(rVzYLNE$8U&6 zz+-I?vb|8{^7wv0*jifIAl>fekV*O7=7hMS7Im?fsi``+ZTBq#iq;NXCZ;hA8_tA# zUpeF#-6Bkmp89(*gkrhVMAH*3R^{q&}!hpHyJp;W6zHjRx^6|MXbrt z{9t`8tWZ=Un^jUzPWn(=va!rKI(MdXx|w8^CH@6IC9Ty^~W>L z7yh0ej94tET%xi1C$e_W_Di@=&cOx;tu?UU>Aq_TBjn~t6^XOh zYH8ni29e5i25NYesqeq28PlkCWnc`AsGs$|_6i{WV? z`PEvmWA~!8zuv&dqW>N0cmF2}A2*%O8cLS&@xjq2td^@(wOk&p%lj7DsGLzyZ&dOR zs>4ZZv9ol@bdv#L)yL1xPxHv}b)YC5VT-cm65+PqyS~P}v~R@9*~5+wwU;V;@(Rsa zki|`mWGh!VzfOB%!x2Ic{6<_a;_NA^WYD*HrEytRx*^Zq@NLSazA2&UrNKgi3QlM! zUODLoZfBaF2vV_gRYBIb$FML zeJ*g>B5P$WF&{x-rXy<83$9G=!FFJJJ)CSyPFpwU&l}= zOr9K)U6+L2J`4J3A1H?;@>RPwFR=>p;zDSH06jwUl_54m|rAs^&nyfVvW zLE0^*95+9~#|?wTlGKMvNWv zWy?uQrkrd(?aAzm=U0cu8102|Bm*%5l-t|>X{s||U6^$-7I`;O%7mKGIj_mHu;Zps zy6(+`cGI7JvAR~h&?hMd?d+E2ZE_BwedYWM*_3<-CLa~LGc}9kWt!z1q;Eo{rtIWRw~qXv4Q5)mEe)gj z7YU>DO1zF-18=PL4WG-tn=&pqA|SjqI{V)~jCY#UTe|$0ZIO4c{V5Yvb_SA%xjX42fr(jFOA9Mkz)?r}%2R0O9tM>ZMWPrBaS8FD+)No1;Zl3ep|B|8_?dj8`1C8^{(KS znjxA}$U7c1=P%$}-#J-M%gWEkMUJsQzo7;1)^<^Uudal+o-C+63{U_mQ{FoL&I-^D z13R6JB(>YVb(<0E$_h*C*`_&z=4K^MV7t$g9#fSusO`a-T(W^_u!nOMegqT}P1U$Y zMs@Sfe-fls-krjXBTE5s3hgLsgq+!VN4`l3fz)me9iiVugl(D@zJG4pJjDVvX;*+k zQ>V@|MKNCKcT-xIS(zJ~xSy^@=MV3>6`73rCFa^Z7(k?98YT=J_07&^2WU|i^x*%Q zxP^m4lg`kE-ZN63JJ??@H;cbr96fvF^g@J4_a)cE$(Nr5TSKtEmsK2C^k2W%qVay( zE`)Ed{$5n-c!*BPk37#UG=eQMAJuvhzjo#sJ0m_)2of%J?`c>X&(QF!|9O=sPFNg* z@A~#_W>r<}3+n7Dx_mMlYNWZ@1)4y2;IslA)pW8%kF@QsuC5~1#jQF+a&PD*go0_- z2jz-y2K>qU98g5Kd+PMLPV(=ox?wYsz*~iuM@L^a?VY}zwJOE$ly1jeu6GD8E%Uz) zpZgnYFvFZi36C(F(baHs+K3_5j#vz;-8!z)V!wp`fHI6qamuOK_)t(!M2x%2c%QI0o=IabJL!eU->0;5gUlAblZDim< zQ7FBZT46QCCkWPCgv$O$S6K?B`Sf^id3AMl^sGT#Fz}Aq!oQLw+{U&9!6vA?nIf?d zN6ht`udJ{2&{C2Q%m@?8n^gMNBy8keb8Z(4)>qTZdCt)X2kb)6u=C0^XMSyMMlnn= z!pRCV<(|cI!?V^DW8uO6re{EZVMCEf2W%5 z2~hVx?d4x{(ns~VAO$7bFB!*+C6W$?sdJHCo??Xdq29-Q1t3c$9V_#fIF2R zK>66ebu{~~Y;Iym1;|_97!JK=T{g+rN@9|$ILWJX?IIX;Txf|PEjmI3~8IEXCQ-1F3I zOL;r5u@#409t|^@vxA z(7f?eNCkBzmc*H`OIkZ{4Tw-Ss5)6fHkKLt+Wh=cX>Czq+G-pg_sjqU_Fut`(0*cCJ9VZfL7}C z+}wA;RJB^}64}Qtiq0yR960m0!{@`UiO!y*vCP*(2?R@qif&j~Tskmk zefId$m0I-q+>dQ0{&6G#n~5y6LNj`u*+LUfdza3R0j^rD(FMV5e&Ox(!iU6Y5d>N+ z#G)B!IiuLM?@vhfP=<9hdq+>SHMmOfGC~MBC7H1Od>mDnN%)=z`@GXSj>pA>c2aoy z>&@Ey@rb@%{!v!IF}6!-WbEDKqEI48ud1ThK8w5}gByRAg#$jY7zf<+T(92t03I~( z*bk{_x8ci`+P#F)q|rn=*RiunIm);L?XlO6!T4x7@lhuD%B=Ic1h@8Lce>rM&7Lp<9l;TVIj|m zW~_8xf$!&BvW8v(68)>fx;KMLOTR=29?`{o@z*Uf#co1@^TBkfjr4u%qK!_s!QUm; zV{u7Iroj->Q;i=?SSa^9d^BliPK>CXlOO|>w^zxyU)j(pSczg>4aREW=rOyzkG;HUGn2UuZZ*FkE&Qg}loj78lr&%*5n5vL zEJgjn?+mp!78`%&36W0$ZAL)%a4u}riO$q(e0$jBRTsf}a3Y*nEs@q$YPM1{ESlcz zm%AvfjlSX}Mc%e(H&|iXEngk?#q5C14&6iYyX#0Q@wt;O^?~!i+w`ZH&`ld4W09rC z0sU>z;2?yLTvxB$F(%f6R;k8ow*_Te*6NlVwQn^>n}FFn+{rQj7AYU5lZWN;1! zca#1)qHVUR2O(4^|RUQ9`+SFWR5Jf7oLGp zx_IB81gxXvV4e(=WtE0~=zH3|{#P2%X9o?j(ws4^lap7W?=Zi#^hLFZ;~E7xz?i8* zW|x-(Vc6+-=pq0uWPuI>C=P@~1mlBoB&X|*fiki(T0{*!83?lqrlVt?oSYO3IXXHb zwoQ2Y07rr}Apk2fW;7StnxN|t`WBGBl-!3Yy@mS3C}=uFK#0(-ldfJ+{^A>5(r(q5 zb9r@meGcNWgZDqy41>a!+%=j)VmW=)bTI)E!Yq>!30R1ji3zdY2f- zJt{r^I_(WAFh!+#T_mEI!B=CFVhC==sJ_Jou(-1Ta*Q1s1I6+1@mZ^@t5uTFFt8(G z0OlSbHKM`3M-rzb2eYYKlgsk+nSpd*1_&4SYu5q+Uy!QEPPPZL@sccJfISC51Rdxr z`O??NHk|k98oG}+Fu_hU?qMiEzeUt&kyZ?NiR^%6vj+eLGA}PLb$$JBRj$x;8Jw2J z^sCYBt_b)eR{<;r!`O)Jr;PX_!G{?GQXx7eMfJ1w^h2=rBm2Yf5_EIO^29}h3X5rI z5dZY%mq6S6ZVyaeN)ReJy!xhO-YOUnHX&e2jiSG6#dm2n`A=uEb)j?AkONX4fJmqc zjkNt|Z|=|qgA*?Co|otC@U>PALp;7j6>tUwx+Q#a&j5m6Y$ms2L|E{zJiMf-%4}X9FIEzIcCTScei*KcuSFY0d?i` zeb*BV$egGiXk(Se<-bSZBPHbt<0o^!!4ynflpVmhWP)_Q%-Pjt=jR7mR03FpHRemg z@-B4cM3tBGjWxa_W_k!bnuN4x>ta83yC=yKVL(@KP*AyBDfhIT(y%lf%%Mb6h;(#x z05fA2Zd<2^AfbQ(_f7ayU_W3*)c`v8v0jf?0hH_QKhSN~4$nD60F@-T&Ng*=FrxxS z34y&9H$Wy=6*?nfKILOg&9177ridI><+ojwl$5BJ*!$mldwmVc%)`Xk*)cCJE{d1Q z85xN{D*gK!@DW8NCG}O=3jG;7CHg#OTVn>Rix^g)!`cX5mVB6uu`!Ext{XMCDpCwU zfwhK@F02@)&o?wS0v2yXCF>R4jeUEeKbe`V$b=)u)c$28%8hmzFpd4O8OhBNH-(t_ zAchkeI0H>zI7W<>|Jwv$T5#5a1Xx9e3lWPuz8_IcN(9 z41m1**l`x6cXyX z0eI5TzyME!N)iwZTFeAkI62>0RC--{t{lG2{RVw+gFparadF|ZEZ#P?7*6g_An^t9 zf{-*2E*^A2X)ph$wXTKE+0#=Jnv8Y&mthj&4LJ+&lK;1jPB_W!^?$B3!RY8{E%@cZ z<}z)z&6*QzVbw4DKJf~@5HcPeAbIxzoYVu&R}Uv9Cv^-ym&C!&h^%j*AmO3*V9`Wx zY`n1pDv(T&i0r`RWXhYVhQwr1$M=MATdabN%*@zD>=tlEfMS71MD!v6H~zy1a(M9e zdasv7LV)=MP&n2&B}*C16L(1+fXo4_j}VrLW@R95IQ`vlFg<;Ora?{Zc=;^jais69 zV|qFbxI}@#>Inr4bTptCml`;3tS6eMvcS9&W`GqjgCWkT{S$;}rSHii_ce>Pjql2q z3pV+cI8NM*0`N*CYyeT<_KpIVV01!)B19@~SnB?FChHX~MBy;V7s+jR|NOZIff{&u zF)($c^531Q-uV`q(f%zCjsOx9BJyN@Q|#TNBTm++Ao0Ty4fcEY(nbSyOE|&Hz+75d zD$5xY1r(9ECr_VNjDv+S8e$bWTvt(t6)CD4+D5nI0TvbwC=`+mHO02JwjMydF^)IT z`!z13dxQV_qlLz^XUd4*cy4x98cYMUq7Gbj0D&q>1ISX04+aidu&fLcW(A((53U~; z3jwx+1KR0@LFi@!$f(#&`(??t(d(_ z>`OE!?IUGS3b6{l(EA6QaCTkbY%Boc=Aqr)ddpai>klUU7@!6YO|-wf1GnNfbjkjJ zuXhL3+bDWHGKW_IC6EMp6}|^GGKuTW7E2X=K8N?7R6${3TmIv$nYlS%80lrYJJ%`n zqVDp~EX zY-(i04DUD)u`qzs8$4XrI|i@Eid&OK>}~cI9=r&JKcJxy8wIHBoxMF@70&xWh_MAQ zRK3@6ELDJJQRi>#<}eulCVhj7O;VB(<~?H>l{!Gbxk9mCU9_XBlao-b9&f2$9eVn# zbGwQDDcA-`DJU>u+$#$H7S7!KJc4BkknurA%77uZcDW7{8yg+ksZ82WX~m|r&mToee&f(%p*k@ zr&TmvGwqplu=)GPmPAouVGqn}Q^6*rX?Zd`{HhvYK5*$3pfCFiY^OcIfenJL`xB5f z39rla>*Zm>dQUWmG7xtf4u+K3MMcMRXMzQRzksY=V7NuW8p&;WU+HFXhfd&mF9jJD z)eERo@$*LkRWpb|;%#iQm~%Lw+5%vSWNH@C|NY5*GZJ}2$ET;!AXgEM2O2;Ieo?~o zdi{2jGTaKCAIK{li!+=}A;tn}BLJXJ-avs!Mxq3XOb^U-mc0PuSM>gJe+)!eftLf! zWQ>dtL*?06{39W9k)qhe#F9wt@_Mv%bP^})00DVBpahIEtxqV$VNNy#O6wjFW?!H^ zwg)zVVC@?(c>Kv^dZ2_Cq{n+rt5lB#x@|dNaP$IjIqZ%nZkVnD0qz7)M_<5~)MMW- zp#bYM_+cKKe?s$bketcTjv51f&5>{+$rvLPV2oMY!F~t%qw@Y~8fDA65k(Dwk&lP&waD z(;Y>xKIVxt1CA2WU&RLxSb$M$WfKZoSY#Cv_w}F9<3A1BT#%j10Q#T0ve9bZy^P;f!ftziIjl=w0?IC7R@LAv}*~aRPsET)P$n zyAR*JXV=jn(ZEEVz|NYm4<#TL)OZ7#6og*l&=BfdGG#y5L`6S}aDM1RHhj%`APXSF zyg>WQ>gdoy)dH0c$p~Oyfa@U#elmcQAcGeTz0N72>~*X0U`Rh=6+!%gaze1dPqeh! zjrhQtQ8A7@=0B?}$YKBS25rSEEL_{_nU$HjwQ6uE;=0FPSX2bLn|Al>*RQwx+?6d1 zAXK0l4I%&vyp$ltEal*E2liA9lnXfh5vU*HO7$a_Y=PVAGdE|lBw@W#Pf9|9f+5qI zN$~WVE`3cD1_c0TO4`%fKHiSTHZvo$|ige1cM67c42AB zw|(}`PiN@#-uD9J4IzbPkr`#pz%mB$3?Ep%V8qH0nK%i^js8@LL{o5| z*f={k2kP9@h5U6Wdt_t;K+$*)9y~x`hyb%t)7B1xDloV)awj1??t&UIg3Up@@vR_; z_N^TZ=MLB)`CpB2fd>Z%UI&IYFe+dm_(V-HK*Ycu0h&=VOgDJ!QD0j-G2FPO0gi0g zWNu3mjt$Ξx82Y!d4o8cK+)ZPL>)kGpHlAt*jr$q?&iAQJdNE(7-xY(d{oyBIMM z?gcV?5~7YYFv(b>5Fb}nT|cBvk2N$fct3{W3l7%S?DjVCza}#X1PF%*^+JIK>S6$5 zGk~>&Y!=|u+CG>9H-mgul;g%g#(i*`wkR-pbTCv3>*?HvFbFpYA?~>x{W6bAP7Vc5 z+4SfHz5OjW(~ZF_9PlatF`Cx=y3%?cSm1zb+Vl0REP_FnD*G`HIoS>KYEZl;K%Rlg zZfy|k{H>c#-ibJuZNCG28wl5?zgv*1u%l3*?p>zs$#5}+wynV!2#6?thZQx{i_S$L zyA=z8Tvt?8?S%K{4;RM>a$WG-3A2+05C1)fgNm=yQJ+2uK!hfOc?G6hVlapCY(MQ1 z)5xhx9H5dw_1-+9BqKxjYxRa3iV&Dkk!fj{ii>i!S}z??i$1eUOYdT1DG>M(NGkx# zBO@nU7VT*F(*T47JSNys-oc7B0ql#DsjI6vBk~RbumqU6N)^8&TtY&`tPejlB08E3 zR6Kk?3zjYd3WdT%xx=dZoAIh($4O9rK<^EQ&@>A$&n_S;M1i*fEOPZ9!QVm&ctr^M zvjFbl;^y|zEJ7;r;1oe1X^26v*8M~P_FM!!-cxEPYjG91nG?0P38IcXND>8Ecf-;6 zYv9emR1wp0ENtvdz-hwQeuFPNfLGU_T>rzly}ca+`bQvJz6mKzIgDflXUa*_G6no{ z$l2h~C+I}d*UxVkUN8^uL>Quld^p3GHxk3-Z;iN~i2km@tP0q-y&?I=fXzi(QttxXU=KN#*99gRaVBP!XSL;#Fhnb61&2z6RXcVQi{ZbFges~{+# z1+bYuKOJ0k$cDkS3y|eFxs-t~qyD?>_boZ#8aX9k0@r~u6`EzF;H*Z|0|Y6 z23Gz9@NYu<9jPmbsvdwBYKMFLnWL!%NPVVy0d89VHIOAL_khpMMi%T3wz(*PX;m`p zfjoUZ|HciNQ1AwNAOdYpbqmD9UJwTb6;jA7;EXP@2S?^>xG(IcoRF7fgU~XA#byz--r2@W~(4OPhh-Oge`ynu$L0-OTkbOrV$8VcFd z9he|)*H}#=^yl3n zw{drOb`#^_ar~bba67qL^9=5`?!q8foRtjRu&@Ztk$>lkqzi4aumbg!N5XZh_>r50>=(Kyw} zy35pTe!a_+@3r;a@m7=Y*3Mp)@b*Ue_ZDBb!<9mY7Z%~2@p4PoU)w%NqlfPqmo|4+qZmxy|mR zWvtF;yRiYsOq+l2^0ai87*wY^GDtlB^$f3AyJ4-Yss3aSLrT{r^|#mb^n=HkvEodt zU&B(W{ine}>&2dz$0u6>Ki`d+%m)%m{U~}JqvHN5H&9}K%1uA%n(yZRQN#Xs-*Y0f zL8Nm%H|P9X?VlX2HEp%dfA`&53?fw%G2@avvhRwbx|c2zr}@rj9K7_V>l^<4V+x}66^e^xyFc=hYouOt-9=z}Lx67=f19m`egp1x_l z$gG67J@kePR4qQeV0^OsO;3b2rrz)6%a>Oo-r6S^-px&+FnRneK}{??J)JgPja4=T zZ+4|HD~4m|Giz4%nwZy&pV!o$o{9G*)#14wr|HI*uyGQe#TLt7awN`)g;!7T7i)%tg8=2TF zBp6uE#6~P~%2x7|g~Yp!16ZYFc2AGC3atk->y5a(qG`JKX98x{Q-w~x3ptG6_Vg6O z0*iH8uXWMRDjPlgbi9*w_UO;@Q2jI-CS3pHId19+SE+GRlG}i2XmhiK5jTaT@7}_5 zT<+}J+FAp@(vM?guM2FCVPEDZth4e>+x+3|#)!;aUK-45!!#DCXAOA&%)ogc&YC&C z>bQLd=ZDsNAr2;UxVO;@M{uO1EH#z7tnJk2DlV=Itlid3mh|a%?8cjjv)4{A>|#^H>eBsRa%BI)eIxp<<}-MVag)8v^mvY93XT_YOpN??zg3O}cbI>FJdY12n%0P0FVf@a z#NTQ#v)`qgPBBZ$?*XTP%bZ-ny_65)Tg@G%b>AEHDlZ)WPHua2_-Dn)bHdUHo*^+Q z>Gwi{dX>%4jn?Dez2gCxvx9EwS14N&78aJ{?bv|Mt^J)p!|HD9mECYrZaq(x4N65> z`ARpvFDD$(tW*{==~_pOP>jTHB|AI2S8&P#vGE_Sjg~fpvp+cTrzOC-cI_Ii-=87) zrL1M|0X(|*_D2e2b9!i;n%f8c_p0l~7#{yPH-#3ioADQ)2{@As01sP%*;sB=^Y9P^ zZ!}+A-ue*c4QHp&VD9uIh3T(7j8pe1H$8k$P5Q(g-Lk8j>9fj?Y^=7ialb5~WanbC z=>RNY)!10eXYj~jWouJUcKSy~M}L2jC3Jx~?7(i;=}W;57iRgVB4;w|WZgR5Z*KxC zijpt)o5fVX*~#%nmDxV_bOmgzPqnG7~3VEdIhGvL&lyXB9TLM%OE*3Y`yGUj8YGfNHY zeuMqQo3!}wd2JeP*3T34^z=N2o!UEm;#pW!6gE+9U2WM*?z6W(QRcx=lPFT8njv<7 z<51|=(Mf;L%f!T@R==Yz$DO}V-UghV+JTF{MTz(J3h7O@^08te^b{qB0C=sJSy|<^ zPBZlTlepaVx8cFMVm!dDyagY=>2aLpfB5FSPAt8ojCXL975a3OFa`Ry|U(JBV@XcS#bUNk&U{UR?Mq3BiGL?Dq|jk0jI}SN1VM{D(oKM zP&sb0@Vf^6}$G zmoZuPe5^%xvHK8M954cd60fmdCMQ$uH?=}wAS2SNEhO$g zY7T~$miew?8LI_p=m^InhAsj?LjcJ^>Mq1CR7DqS&jy}ny5-LGS%RLV_SuryS*w*t=61O`Mdy@Gng2_g%SJ>IvD}VmX^yU8h_iyvr=@D0E^59PkHlESRiRVJ+vP!HKf4o{qE(_*4O{E-OVs#Hw}A= z<+5AH3@%OA)2Z(jU*O1yj+)fph5DKK<)PQgYHCXmF)o>nmKea1b)F5T=z1xD7YIJN zv*%>|zMk>B?s>zckA_YyAE~U<+h;==zB>dAbHzij%wmd_hzFb{RLdhOn!>JKP+{JI z-FmdyR6k}6cII-n9ZMyEolll*>hEpT03%j-?^xvy*-Y)Z%y)f!#~TfwK85JXy6H7k z<9Bkn>nkxfia2MNI;I%$&H9tFo$gbJx@HFCKeGb-r?$9xcw*08!0z<-Qsv?X=)~yX z)@B?d37-Dz@UX=oW^F12kBX!im)h_RHUTZA-WC{z2)G6%b@f>Bt?l`4i`1KdCMU`% zJw5&|CJVSN-BS~py?6?CwB0mw5(9=C1LO00ZBBVgj<(B?P!09LA;NPQ}Gc{dZawMGYmIq8*oV}V}DRRTS`(Dr(V6-*) z&OSxd&8pgsUfN&cixi!+*9nG;oqe{0P&yAHh^X5VvR2@VKLN<*rt{x__9u?m1#G;# z-esN=WkVDz@%wUcaIgq1!S{eOKYDm5tBe_$9E}n;Ku2rf=PUgQR4oI*h9HvUk;jg? zxA}t`DlutEMHUUxgWt%p1fLcGsff7H6Ze2u1)l-S_YGu-Bm0Kjgg!PDf{iP{Mo*=} zRzFBe24Fe^fb9Dq)b&FYzr#j0IbT!-duvubq2K6kTWl$lLsYC+zVwMHHp+1rg`cle zT~%P)C0WNA3EQFn{9SQ@TE6PoHpAHgj<>gWf6s=PO4o{e?ppX!Ko4(J%Vg`?yUDDv zx};aB1ru{?80z8HDo$M0;e#K6gbyTiU0q$*0V@3+H1b)=KL+bv1V=MBXmEhZxqf17k__oxv=cJRR@RQZZ|{eRkB>)=2lDSzPtP2Z ziUCxx+1=5qxko}p4370XBiYq$1Z<~qZJI?M+kq1bFY^M~^W;=WbYt*KaVWw%Xt;%gw#P+4~Uo&*f|bT&GWL`E(lPzqpm|y_C|IC7lH) zG6fJ0YLu^1P+3_yibgmlR{Hc+G>x#9j?PF)A4Fj_HnNE5KTo?l-{dbH85?pR?yhx1 z1celkmeeZ}t*2V5D=I4Lc$iUlA8@`&dGca!@>Z>prlw|OTk`#4-H&@-0 zACdkxv5id$hc76~%63S#nMOuLq)t~keEnnM(0f$2l4NUOFd_BPg%=Xb8*0M=ywaz! z$a#enGsj?}yzMkq`ea4jDBxsw%6(XM%C(nE;_pJjlheOHD;p8idkXnN-NB_l^X6UR zp6g+lpUxtb{EsfHu-}OLL_hBj_Bw|yMsR52%a<;zZwhODOjOwEAzDd}PU|RYKOcSM zq$se?-o?Pc!@&`WmK@@h8T7FE^Fe zEq!opze&I9k#aT02VApMf$eYbpJfv+uZL{baU1gTE|!n=GMxSjB@b}o!sl|rH69aP zE2(}A7NuWdcBlG8wQX!zO+4DE^>2vx&eF%dzfYtxf$Tt-jTelvdn*TYIgl?QDY%Pl z_l)2Ev}eY%hBqEH`9ZdN2!aeTcZTdx$o`6^%EwcMwbj+s-D}iRPedBaglTfW52Y^A z+V%c@w*<)5`g^nYlY`mN{=ILoo8n`}8J?524iiDqB(7tSBbKnBR!5U~i$IUA@ zs;vjnm6-*tuD-s#50oOK#y_$bra$kP{ShTF@B@-}7JPhsgw$AASm-<{B*Mc^fpp;l zHr@}wEjZLa-y)A#zh2d=U+X{xo&$&B$qRMqlSBx9&WkVg_#b^D^4y&I3`oBhu}5$- z7Tx{5z4NauVi<*mlV5V^AsGq3`G+7$PqRy(K7INzZV|g!)yw@lH}^TD9Z{zzM{Y3C zd0v|@*Ac7k7oO<@kGSpAatzKEJuG>EkS7que~)OZYZ@B%BB|8+M0HyKY-JmtP$g!= z$hrLzVo8)C?SSdV3l3u?_w>PcY9fiILKI~?Y`luUzf`eq=^W55vSS|Keb!3rKmUUC z-<95bff$0_D+zCYphb=W7$Mxo$hU7Fd+5NlkPK@9e304p+{bj+9`^AK&(SjDUI@dF zkGH!;VclS&5+{F#A)RacQPDv#59#uCNI_K7gto!`ASBH%Sb)uM9`?UOrH`M*N*#tF za38=0@8e%)0P!JP#6E*ZRl0k39vst8)3ZYgaNxJbOnkWjDI>H7lGh=dnp0Ql>GAQJ z-Y+2DekEib2ki_>XL+oRZVv{WRvVa>oXmPQQNfWZZ`q>`rFFdwU&o^nD*4!|09a%m z+^VG4lnV}UX+KJ;2X3&i1jAYQ{$xiLNh^_cM>5oJdZzu5#dkA?(#oKy7r~(`t}`TG zupKGVgat-^wX?T}+`Uq?VsbUf5IqY(d zhK5-VB10k>Tuvx`PYj*-W59a)txrUGAQ3WR-2kwi04~V6i^}>79LFb83=9Fsd|S;s z1d6mS7p;NT^EXZi{Q8Xc28&o$Qiy3AFn4yHVZ=R)u5W+>DMk+a>ffJPu{2UX9r(g* z9lRruz|-wdUcx13OY1KHSo3zgHX`DxAjIGM`uaudo=rWyz1n~cv=Nf1qz{4n0CI~V zpM5#Jq66!tT{q<#`L?ul+VNObR{IRX{TqOAvWp7~Y;~B@oA+K33Fkdv&j)xYF6e*! z_+@%}NmW%9lB>K);xzc`@OYuDL+hp1Euzas_T??Q0P=6ecE27Fna6tv9-@WXe>#aW z4Ki5as~Ux1TIe_K ze{~S1;U_r$UauZ}JM>zS17-xQ(#Wsbj&HyXyoDTobUpp9ii(b%-CNfNqqpFDRso9L z$0g?sdkH5z{`X@EUk@~mFj@x?dU(&kfUa7h_U;Bo4{}ODwEk~^8zXR7iXr_<>|NAS zr1#GA*`M}G`>2R38)o`=_R=L3&D`{#%p%C49WRWGywRTT5yWTp2gihQZ$?7-Tg6!V zo)!1E7BQj2H+-)6^}T5DJIrTw>R|M;efdzDd3`qa3J(7J4mC4K*?!oCY8Zb;|5 zUfDCh%?3+_jZd9dpqBAgx7?&OQOgdtWEBztJ!EURlkZwSdQ?QJE}`iM=dgcu^1gjX zxmSyc${V2*NA~;?$hQlT^}_22qluWFtXNJepe-sd*8}?xU7cxbgWKNX;J8Z%2x}Fn zN$sg$$D=xWdc{CL-q~FlR-D-IT-^2f2256w6krr9%YXZiWX!v3W9kjl=tb9t5pe7y zfGDVhADPx<6zGWWl9ApxCv~(gpeC^`XVv$r9TqTc*?F=*p5-p3pdA@v>{F%Le*d63 z;IlNKa(15XnF8^C;SQSX%Fq=_a45{Itld@?(+q7V8%`5IVnSXb-Qu(RuqTmygD3~M zc>>_(hr*k82E?Dhjz}D>S0e<{M(xu%$a|(8S~!8}Cjh2DmlPqhi;9YV)C{ZHC;xSW z;y_b^)PG9>VuSi}2-P3f!u;Q2KnZ$Av8##`Y)1h+V$(fqF685w!o=Lx*39S6pHHh< zO>B^+IAUrA4a0T+6&5;{`qR9cC~fQ1AEg%5%`|%pn3M~*5B)10aILPcvT<@w&GQRR zOU2nXW-RRbu>7k(G`^Dbz>OPd{r^yt_;>gJS=MMg>1z!q!Vi95^Tk03FH~}97WsS{ zKHp%Y#v`88>>s#RtWhBEx+OE!AZinWulJU9X!Z(n4Uq2}%+!~Oc8@Cicqd*fVrl%{ zP_b*9xo3BFLt~=;>!VUuxGYyvnIXlKsH~WEl`w}&DBaf9Mkw&MJe2_x0i(vd1jnp^ zjwQmj>pEjEmNkN5(a`cFDJNua_sL=+OEd#lc7_u!kBt(Q5k4)Td#{8%$>v>>6u(Eo zOnHCU^IF{n%BG%M9nr0%ywd#Q9{s1?PqXJkN@h3}fkm+4ruM&@QwvjgpH!9aRK1(q z<;|iTe_1N!U_X~d@*h0|todixQP%u986M+P+_eEsw3ewOWivqn{dZB6_uLPVxz$~V zZ-31oxJ6NRy`hLg`I7gD)3{0zcbJuzcI6LoPflZ5E%ePeABJ6;+Uymv%wwYur&v8T zBy_Dv-HYoJ$)%%DaqEm0%UHGk{Dd7V?^7}(u9aS|Z=rr_B25*^-*K_nGj~NS)x2X< z)#~SJ^dtO@} zxgI6JMWt9J-X4dG7+he@r*)hr*6=Alrq9&=mpy1|fk*r->2{8^WATIO{b+Pu0^dU- z{QK`j;*IjiuVt^qOJ9ZWZQKEiT2R^}y42kAn=jq7M2XDu85Q4<1GaZ}OwJPn_KCm< z=lsI#Gn)caxLjtP0Zb&Jz;;|ao^Oi#Ml06r;q^F;paohepx#(ut=x>i z`kQy%GdG7Q<`JQXxSdjuTKE5YK*T1A@Goi%T}~~4^V{qfS!B?Xq~s`B%PjmR5c|i# zpNH6iat_#@$pS-+|F$XqPu#@aA+r}|mZDZ{L0|E5J$7}T@WpB@dX{K}IeXyW-&vZU zX~cIB(qT?re(~=J!%bSuA@ZoAOpKMMNE{A+x8NFeAWRFuT%iKQ0xEV5b;8SLP z-*&vol6k@g9XJ*fj(LAJ!|P0)+?((PNN(;gGu>u?zIg5N5gE%N84}3Q`NK7z zBp{gEq;^52fC1zA;R-8iAoJ*TH`JbsJ1<=k(Te{L#10-1+%~maJsjl= zfD9ug)m2p1C*?z?WBTU{{5!}?7)Vl_jU`X3ZuOa67NC^z5?l7@anXiK?hEV^TnLCZ-ZVUsm1InU68L`(*d(t3`5kNupVvi6RMj7b` zLfK`33RkJrSg!_K%2!f9u?dNpb|unAtweJ8R1AE@fj*NZ6p6r=?}7JPo=)5Dp6xfPn?kHXV(Z`bK-Wa zbUHUJ2*tzmyI|Sex-;D0x;tukylySsaWF*DYMW}48dA0vB$HF`hb5I23oND8Ksrz` z%8|RZBR7C^R&sRYGAXaKQ2QsO*mzr376TlLq<;WwiM-WRy$j?!oM?eV2COfF)U6w zx}*K>m$=2N3IEZ`ltx@UFL&Wi^U2XuE&ZX(Se{N-4VZA^6SHJj z0;IcAlH{GcJrlKXP*VS0r`)i?Sbi=CG=UH7=ywD*$x|yW@S2@>jk+kC-IOlu26!^U1m=2Phh~}8So7Z}7 zdg3*pzF{k-u5){ zyQC&DDbr{9!GzdLw*{guP!}S?pP~MgSvJN1tb36**Dq3!OQLgIu{>jO3x%mvld*k> z)!8p4g$oG2T(!Jwp4`gwtjbYDOS>{LX4dne2wgT=XkW{lOdkQ!lz0tF@8i5R!@-Du#7kh;?n_Q`MMV?=aekh+C9h?|~t|Q+2OG;C+{3KCE7_UTQP4;cS z8IkH(#dGsMo5aSgF?0GKj}#zHVwCf;RHzhp94Rx3DOkz-L(`Wu;dbTzSXTry#qM>d zKDNZE2P92ZRBYPj5Z!d|*Xnm>rk{W6G>@HbU_eQLqs#1bo3$&!s|>71R)rlPL(azi zA{#RGtaISyBfFRt##|mJRC-UL9HvyhxsT_P4mo;$@W7`;Q&2G}YSvi^#vLAZ`4QlJ_B%4KpVApPSq-JIStd9- zXIgL@F`eZY)NSGS6>vi&_5U99dJv6txQr7o_Zz{|z337aABQ z9VT9m1x_<_Dc|a^&(sS0pF{a8ag!O8YOD<%S2a`V`mM5aiTjkuI=D^obK_>+&G&ER z?&6O)P25w-k{T)dn|a$?^w>s?N>5Fw_7S0{`qy)@n%_&o231#tXi_(?uR@|geC6Wj z^^E8o!||P}@R6}+R9&+kuf-kYE=W0KF35#)i4m&~SFo}OmQ~gW%IsEI<`GZ_afp)w z%0L;jHWU#Vy7GI*vNH0iAey!5#B1TX;tuOZjqy>lvY)9YanfX2YpO}An;CVvYhIHm zS`lncNmOw5*<9?fQa4-3t*-Qy$it_SsV@j=+-g(w5>Z;g;22in^z&ATW?YF>{kIqe zv?hdc*wW8>=#~j+P_Mu^hR42?I6PKlDJyZ{MDgAk!%x}J>#S@r8vp&<+0rt{|5baP z0H+J%mKN+&fqMrQz5_RF56UI)@#T%F?{pDy6)HXa&$f=@ z6$bvvxv=dxIVr+9%5TV3%t@+o(AyhuU=TK-{%<~A4r;8M>6|y7VW~WuP8+o|uvQ>v zt2oBT@lg|C+)Md)%BO8#h-LFoU)4iPrJAESa>b1)(S#6aAAC_p(_F4(MM8j_u=O~| zFuD%wtVm02uY3I9rKL*AUIEX-AA%6oPUHflW2}vI?ya|Jkr`jsS_}H`E0;n}H z&twjlJ9JpT)xdoOJ{9;Vt3Qkk6FuB#NS=z$p1?yHcT~|9DFx*n(~lcfEoteIZXanT z1((@JE59jwJ>j5VpgjIlcFf&j+MSCFak+EXXO+LFQ%lGdSvCWWU%EW0O;}G1b7QXq0xUJ14={s5hSxk{nl%C=tEiOwY93&qr z#0d^$0&@Lc4YBp0!biutSok(GgX^nz-t%i(k@bJMGaQcne0*wpO*f(04LtGng5L9S z#;FksLn!>S(f&$D+t&)OIl@q=>|Amyk>|4&7WL_r1Dkb!f|>&n;Ld$-_>Df^E&Z2JvAM3)5yIu*b7sNo@QPSq zw1)>9C~ZA5aR!fjXKR&r@aglG98>wmJe##c7ipW3F9Wq905vdqEYq0$H%)ligO zrVZ5}#~e)=|3e6oD6t1q-DkeGFkegvIcj6U9p?L9U5tS;va1LZ> z!aPIQnWvCbXR}8(3eFIhmPhtejF6~~HBKuD{)?1h-14)Snz(G~sQw`lU#IMchVx%9 zCI!z{BqU~hpW_g~+0SX>a^(JZ=b>=urltXLmEL9(qRSnP^fzya>MVV zZaJ`1Eei#v{dDZ|Zn_AFL*tGphd0-aes*9A6`v25 z`29x|>(1ZqBdt5q`Grgubr1CeXZn3oVwAbtuSHU)xb)=q_gPWxQLpM@C&>*{!*vaoQ|<_FJF4dNTAz3>2n@quiSHwQKR(=2W+zjfY}BLW z?GbV$B(I5bPcC|mRJmEQQ(d?kJ~CRPrDBdvJ>L3996QU0SupL^9rh`9?nJHSO=jv^ zhn&@7?;tOS?xj_eV&kp1+RXerKL>xNSZA6;jlc!t1c3Ux_fI;6l7-^l05F^)z?zbh zob%fLoy>rE|FUo0jvnHu4Ivio<(=6deQr`-JFGe~He zS`-%UWG|W$`bTaU)tAkn%D#H{Zup2!!q+;6vXXW5yW5ZMl4O2Dp-|3S z2FYj!hoo<-_I=I=SPE=G%a@aEAC7P6$6ao$-c2Gi)Z%Z?_;#^wD{m|=u(Dx&Sxs1l zJ>GZky4xS(`W;-}^nnYMeh--?;!?ysZXs$`kS)4kD7cN3m`TDhQc!CH1@6aY@0|yw zJY-ivEJ3kPl*ewP>>t8OpNJEjNsIoTH zipC@xwg?V^x{t03TKuWzvhun0{9ivW>pevaXcPo%QG@Bux<3@5#W}zuVaf^bgA#rZ zQX{-TDDlO?)Z1GW(wUl?n)(e8fF~v=*FE?NpWFt?;ku^2{`hxu+#&Nstr4dwgxPWU z{s^T?T=u3N5Btj4=#L(I?^B$P#jfS0{q|rH%KER`&eqmHW=v$A6$OWwS^@059J6nwi_=`zq&xf**fwTDY<1cvUlwHYNP8B(oV(;rhw#3kM+6 z0kx~p-gvXOThli#IYogBcM@$iMa(5qI&fb5*BdX)R9(}vB9EK2lV~|QG3|{inEmwW zM#Btakqzn@P<)fJs2_#D#);WbQF&zNuZe%b7v5}^F`AI9Xh_gZ%5|M}^~rRlZ5;kS zj#J<}m{(&RO`Cq3Q92DTk8-Hz2~tue!Mu0wSg+c4_+~_8 zBq?zf5nT^n=oQP4tQz!z&nJ@=4uOz}@cd1Z zLpiMXK1gl0XAt2wv70x_voxED*iC zet;Il`qrx#&*w_{j-#z3LasuF5j;?LQhL<>i#v&aQnAMt-DcP{8na4uhTn9<0;45A ztL_npR=KTQJ;wChVV8M{QC=|&;^2sWU)%rqi12&|R_~2f+&LxjdhtWA)qrWF3hizT zZf^i&Cz@JXAGFmaUoKY!Efd|M{^&fene^c>$LU^P>$8lzNeN=hMAcMRdeT zE+-`VI-gDVKDaC6PBPnwZ8us1WDd?XQ&iT&+jW>BIs$$L{0_Vj4J$I=2iW$fyXQ^@ zrLI^vQgkq$bU@9h&#Y+Mvr=oBo1zf`>F=W+x;0%9yvUZ;lxQ*^`(bt^vzM@D_egwp z2cRT16`IvbBnn+^v0s3~H~|WahkQonJ_afll`c!kuX3E{f7t__vn+&{4BWQNu=@=` zk5}zPjpna&azi|v0`AyYOSW`Huhc5{eP14_O9~Qs1<1^RDO97*mLnxJCfjvWczcc2 zmKuJ(?KQsrhy7vqYV<*GUBZ+AMThq<&p)KO)saCmHY)9ecP~*AD5fRh^U}t2h4zL= zq-NVc_FYUEts_d?`O%v3$KqejY+O<~@6V@?c%h%^d{H@X=`MP$zlY7{5V(-fDT9Bm z)~^=J)Zm&8^`&mQkbag@J{fnRq1!|#-az8qcHW*U-gWHSye@y9S|PP-;M=Zy-z`SU zYzchnYR8yb;_=#RhOYCR83k?UOta5<-Qj5sm}k-%VP=<(r0=GS;Sk_LxMfcO$CZ6- zx}D4##_A$OH>mOEXNGR;wmpgGr*UGa6HFm41u7y;O<~xB_B)x80n?R@aR^cpqLLat zH;n26We4bDt-P|`GxFS5-gC=Y12rH(^ug317@oq*hhN#?O}4F^{TipJuT*-Mx#3-H|Eh7#>rD9{qMN}1MBGurJ{-6lrkD=M@I;G z9)5H11U8#eh^bxkD&vEP@~_$MYPJ-RsiU#Yo_(#jhburLuN@I(9%wsWb4Atu_$vDF zi2Mji>W8jSsZrRyt z;;a`q$a0R0H z!?kU6@~fu5F?s${oaSeoZTrAtG2}H7a(9OB%!lqKcDDW_M1pKsduqPm)0{@U)$P6L zrDLIvrgb&eYrLe2X5XOr4{-K;=qAp`WKPRfl1$E#u<*fIh+F(ePv7kX&9Ec+|6~mr zqwv+YK$B z{ij9Y<;_=}G+Q~b8nW`d;*h#T%sQIFiY+QLNoFf6hE;3kDOJo|kJ3keE_c~(ey(`j zY6vPTOx0O=@(3krV?8iJhEioU+Uj<0a#_p+^BUKR=Vc;B3If2xg>q6iwC#z;8PuWa zfUKkdEf^!H8?c`IYR4(jugsl(z7~<#cL@k@97)w-XP<;^@@qeS-Lw!%w+RVBvMf4l zg_}ZkG}GL|3VUNxEc{skr=lI9gg-$OhfvFe`1sMdkGKq~f}nk)(D=go)kH11WB=pD zYa_`?T1O}QL2EQ&*oK+1P_620?^tqu=+)%R%sPKhxjiK*VmcuRUB@a`gEr41Nde_@ z2BLFA_~y|0GcooI_pi!`U~7ZiNRQa|7x84}g|j5CAg@s~x5mp`<9F(7lQfKFixX}j zgzLkzb?vlKXwrEMVy0Bb!Ox$~LEwBur=yp{3B23w{wm8LPhAUj^<|#LGHZZnq#$ykuRL4GxtUKGO^eS`p$kt&hMDw!{ez%eplAG`4=hi_c zfph^LY0D?)QwiyaL`5h(-~tCp#{APdmx|ho`MK3N@1tkD$SjO&MB@;UfH7JD9dng> zyE{vxx!L%}xc0F5P62r@l(WdpMAmI=iZm|Yt-JfLKe8r4h?PH*oGZfj6jVwTC_yx)^~qmXHPJ;fLT<2_z*k!f9K7$83L_T-`615KKjT*1A#DzoFmI8u1&^>zkc8|YV5xRhnKaFOp ze;wl-O^BlNGLZt#PDW7b2ENofJzH9H)mJ_)f(H*glLNp1i z>PsNwM~`7OomY&&>8)9I`J*J{Czkb`uR}wZOx0H3D$z#dxj4s#G|bEYmb@+7ZgxVa zOo`!`2$d1E4E}m7u|clyyRt0BubQY8WJkj*YcBI`H|XR}e3h1qPeLV26Q9G8pk*vl zO41O$PCDl;K@Z}>O6mLVG^qu%DtFs~lJYiUer+z|09fQdRhh<8IM9e12&HQ8afWm+ z4W9GxfNCHkoex3}U3dtN2lR~}C1d4oKwH@>knJMM?!B>hiZHz?Z;r=%Pw zQPk9_gU*NvT^=Idvpw*z_Xi>P4oE`ltY5-<2N9LpjmcSoJha}3zf&Li15TIJ^n*!{ zuj2V+pd;hduXs9hx>vVB@(Qt<&dhb~8}qw9^9o!mjRWtWU1->9JrY?=)Sl!Lf$z$M zO-~fcSwWlD25rc{>%U_PrTG1h_AI+&==y8NMn=BWInA69s33RB<$|eBRG42Vuoc44 zUkx4y0hvDz%fHEz`+C@~z=4T5IfiYDhZaCzbm~nIrWQb7&IWnUTO1 z9!!3BLFOW}{tk|qy2SQH?Sgyli>}a)rM_Of4z0XRGtUrbEwdh8kf`OzK3=HK01d^r zp%mwL_{X+IM%4n;WgFx_PTv+6GYJa5oSb~nY~qyL@vm!|2C#2aKNr7rYX&o*RhZHc z)%vgmKZvjxpl@Sh@AmcgAndK1x%2NHHS%drTqm#0DM79rmykeO=LgFMD%%a|~;#)$1r99v%jmr8+FK@IrPjo@y9n zYh&|6ukG-D6At^oDa5y^Jfinq=S$Qwg2t&SXwq@HO9l-DpgdM}adG+IFH22gLDo)@ z!4Kux)bhX9E_GrbTD)RUXd%H4?Ql8D*G3cyj08b`tLtmf=M255pFe+YpWl9wnMuEo zd=w-?1l!%Pm}GbW;?~E|=M9R`fBn*+dCkwxewu9J^QOgu?BC`Lfej)(O^-prjkHT6 z?f_BfBb}`B^72UPjTE^z=n9dcZZha%m>qg74_-ympuLRue&ks|yWZmo3m`w!(gjBa$rmU(5+XzG3m6N1M_7f+hruMKT8&#Q} zGf28Nmiyb{zXkVzwwNK~lv!RYw(~u?=JQs70+$KI--Q0@ewi6F8-Gz9tZTnYFT4+z zr};}6P8)PbiR_MOuY4<}fY^pq;h*eHSR>l{62rO}q|+0T^!N4MLmGk++ZnI4pyGQd z*VHvcC-=l31ZjyQr+!6;R*b1R2~zGvLh2+o)N!}5fPm*UJ>O z=|e3jeOdR-2Cdp%IqFE{d2qLWAhu4AK$MBF{bkbg02AJ{tBkJo0{Tn~~|KJ0~ymnZY&3nC*!m^l3cq^{Z53P};lzpuzi ze1{ohx8FZP!eH6$2ag&>Og%1eNE?&XInK{%9Y$|rR_)`fhKDwUa&vfv3SYmLC6l3D zIR3UP*Fg+r)($JPamQseD|f8;P);}+8Gx6A`eQ_@T*pxT#!TPAb0r;3=aCAl@*($( zR%vzxVfPhQrXXN{oP#E-=tdkdG3eBK2{l@@xKJVfbH-!A-B)qTnH(e!g_+}4KJ>vI z3KCM2>FXq^WBBI>C@L*2d6$p3^T?Lw?%idyw=oSdalbkgB9;q;hAQ;}IGygg*95)% z%3CQ{hKLGgLIc*w0i!+Tube=AXr1P{$k~~xbYu9X0Xaco`>UN;``X^9S5N-_wx(qN zynxS>yIgPn*iAymPcSR>rTrIo{N+)mtze=n3m8qsPKwTixvoDrzw{hln-43;SGN3N!Spxxy}F6Z4&^rs*&-9lr2@-MGGtHo9=OXEnr@pB zNLRmFEpNR^ec4Q14Le_>AiTgH)Gz$`%6gZFPCuMp$G5znx7YW9|FsQ4;E4YTuk0OE z$87-zl*9N_r(uODQBku8*H3mkrQ+oZa0QIi*6As-<7R{tvQC$t+|zzmjEg}0kK%3J6b~`6Lw-A{K4i9Ln;@c?AR|Sj9g95=Gj#nvCl1$ zHseL}JRD4K6bCymaWqOOgEbgdh1#^lf*FZ(P`TrOxy@ds5S#07&$8$gK)s*ZJg3Rl zD^vaX?YK9Lk8NeVr&Um!zpb*>dQgj&J*UEsQoXCxmunB| zXXEtgjjqf&+w>{5;rCiLjUk)v*%MGdZmpfL@A=7fa}_sR+1iv*PCOD@_7NUkSb_aG zt*4CmEko`iGAp**T6fNY2yXWhfkSpK=7n4V4U}x^U0taYC_?Et<(+*6@6VJu>wM3zDsy_>>iW~e98(i}9aKdBMi>8U-}FxHuu(7x)#b*R{@JHRR~kd0 z&bnQ9%AhtvahuvDm}o=Imf5l(mrAHa>EiUnp%&X-q7JD3@^h$udob@sH@h`50_`QP z>}^n*wEgE(hqDp`6{FnI*L5Mz07;cQBR{)eCd@n(ot|}QrYl=xQ%yeQdzhun8qV;l zK$)3D*`4x;i$qW}jyE-Do^CQWl?$U`b^L@cwg3Ha9czyB+!7jk_9;WACP{LeDn%VH z3T?dKRAtg=xZvfFtt=UNSvS#Ko?6Q8e_Ob zFQG0Aqh2`lvg%h}(^K$1@9=h#X+Meu<)~P>JMkovX6Tcov$6W)qC}&UyPts zOa-0a6`dsWLq9B$uV1$bD1-R9dML_ry7`z$Y2PjP5Uk2|q547Ao05{U>`ZVA?KS_l z4(JO&ai1J-GB#d;)Y>=x%9u_d0hKHcX-Qf8X8#TLHlpbj2M3;7G8$=9nbX-omjY%M zF^8dGa5~6nQ_Fn4meZJn4x~ed!>7|C%H1W0ZeQ3;zvsYC&+85wt~zW} z^fupmn^!{gtFXd)R-jm%?bi%6s|SngbntSk0~!&ozRtb*jw6Y9ygAOsSTeOggkM$b zw*b@}N$Cofu?bcU??O-zgG$Wo$^@yN8Ub4{&>hXOnalqF>cB%ec%dZ@Tw*bKT^W7Q zB-LYJo$+#+*V7&v$)l(RZw;9vXe$0w*cqwXkBi<&fC1X707(Q9!1h>z{`bxflAeen zsP6P|&B7A;Z~~kmfF{Jp%fRasD2&}T9nfU?WG6@aKaoBQqZWwO3d5*YXal$EPKP)9 z@U$M>K;9Jc59J;}KMNKjqeI{>>}sylOe^xnhUn-$O%*=qvVq0~jcC&D3c!c(9)!=( zuR6Udy00bN7$T_k|^kC zrG5(8KJuCrXx8n9F0cV;Q$bqlsl`X3-}w{t>wC|Ivtk{A7o zI0RK9xtp)VXlFQS!%9IKrI@=7XID5W>v?A=ZfY7BdQn{85|4G}xy?A~Vx=*y>wL55EW8;h}%!VDjv7yot7U&i`yE3pj9;Nj5 zr^kPju;yqYBQbMStBvXZigpzs4 zm?6oSAu>cVHX4%%WhTiyWgZKOgc34W$Q*?bQv1AnzqR%sdwqMYy*m!a+e`TUp67n< z`?}8QLMBOlXCb`)f1U8Q{nd96OBIOQd&a;ZaIVHx26l5}#2jtgw(XEn^=cBcL1Ih@ z@q0313$gy5uloT@G3f?#0BAEaGyBRUx>QU%9*VyD@me_&T!=cDnE7D+z7RCW1~b$0 zl?(%dF2ZeYF2J#F6(y{R9o_<@IG>O0)$5jpYBVHdYx#M80BnC*XZYw=4~R9L$4VJ@j@sf1)GX(97mdy5HbQw zl0cyid~r?Z-CC7};ThTG{+%*8#+ex`^5-WHRJzk0FTcsv^Ph&9V+9UX=%(Fp4jey(rrB}GFz6>bYp^YcS-70J)RVn8#OTwMGpuURyJ z_%UHtL_)&3DOjo)=#P`_z5^N5(i_m^QlTzkw*Jc#8CG zOHPyE4`_~s5PmQ>ni!M@X>q5ugQH_RaT@E0_uJ_NvWe@(c>P|?WJ^c-i1^ZIVpHL_ zDIEo_?bK`AMMk0%ffge&g=BmPmBH<$DJ69S&vRN%&KU!2(N?%xyljS|%dn7GDC>(Y zTPds@nwAsRI(t^u%IaW2K|zyf#@bs_3W|yd`q<3((7I?2Az}zrt3n{z#r>+W!v8-2T@UF9V71yCY$DV00*<{>RVU{f;CE;Y)@En_P8?Y@aO^tS@#0^i>_f& zTy8BbE%K9dIBv4tuDzm9~0!8+OfYYAyGhTFDpSJTj_0Vv#dBN(rH z%Q{XZloTD^DwFjby}}2ylp*>5JDrXkQU6Z?cM*J3NUh<ynnEBkualj zXL}jI63H!s|JtMnsRoE5+O}gy(ZBv(Jregyk3?~;Jryr$^n0e}+1Re}zkQ5_< zg^Qp6A}q*_(IR=e>n@OIv@As0TtY;>Ri1CW=j}y6AnztX5-!}^{3xiUAExm`j(i8s@+v- zlaT%Tg1hSyadF)iAL>1oW8^5>LM?yk_Ljget?@Bvn#8*T1jOmxo}I;Vo)1y?_kAl{ zTu9qwUK8`sXS`m@T zBZ~4{YlB5+&YYz2Z1k0n=euqsAZaO0MVTST=;ojAzR^C1sM3S&5+d~q`F}F>8F40g z8Ag{}>x_05RIbUn_KqNfzN-_ZtM{uthX~KlHqQvA-zz`Yg>DagOk~t!VjQapAGx)W z`cA5D?#8R0Y+My?bXn=OQ=lpmrI~*TUP`YH9;kW{cc;mwZn%)1=2(shH9HMt$yWn1 zkC-2$4!`qsVw6^PRda?%M8cL9@3qWFFGD732V-J0{|md4Ct3}EU#HDXr|v|M;J_pN!)nMJRFEUTlpeqW5e4hHs(`lJ5!M}1g{pq-BU;+>k?R%w=< zXZ)GgUzl}~o9bJqAF@us_^}dwjgf3#&pXcp**u&2re4^I4vdfUJib9e6D6GRSglv2 zm8|rd zBC}0eh90LDqxmg5%ad~VCDR|S+0%Gt3%GCXHuf_GtY!y8HoAsf8?_i04&Az8wWulA zHt@xSz1?8uSdx?cgec?`jZP~&XYttNX81?`Y)E_Y%=b3$&FwvE;oBjeVE=j4)?&JV zW~ahV`Y6|3=C}U%Jc-{bu#LmFTlhSN$L6lA_-2<`e1CdbxvQjp%-e zgfuyrdoJEN8Lt_Tt??9U37zn@-Z3wlnR~lREWA~kuD+4qd3=jtV0T!$$%AR9weTBU zZZ%im%p_UcyV&;7wtAxvR`2+SaP|4FbD>E&ZpWqFY5Zu<`ckQo-#RcR>fIA4Ai&yZ zUK9M@H7@8$uTrRb=hw9gsXt$uZBBIId1KnNGf!t_$wx=+&U@}BB zKey-{CC6$JnPnoA__HwFWNj3uj#}KVKZOeHFxGW5XISLl(Yrlbxizw$lxj$JTb11r z&@qvO10BhJy9*^4sgJ1GEi_a${l1Fluas4^w-3`4?TmU;yJtt7%oN?J+_IQZkEMM(Kdn6C-R1Rq zI3mtOW*ZmP(p7&o$zVy}3r@U|P51T+ZTHeOOE>d~DvXE9w&}y8-VOF!bJO70lzb0_KgM5wCEur_hFAtbWubS`F$yxzkcU zyPcSIdsHrR+;q%M zMrJKu&LI*f*45SZ*E$92pCUuAz`yF&I)Td{kKYp=PdVCt_CHG;mx_;h!g zEo+Gr#c-!2S@myy{9E!;6fZPgqrn^tib_F)qD*q$LPkZ3TMnDR~CGpGS=q0Y?$}98@`F7?{HC!5WF7aKg z&cZ>&K)tgxfj%ScWkgt@mm(8XpEkMfQ}!mF7O4(UbZxfFKY8VDpNH2Uo#e5-2oTGz zTsnw0W?;aW=ny%!8j*722y!0@m);m9oZaq6Ee(faDT%dix$vB`|Buc>RM-9r5b8*=H=Xc0u&Zw)OM518E=}Vv|?VSX}y87mJ z7#m8jc&;)Vg3n6ChbG}i%v(61ZZ=K6766c{^TVQBXie9m4 zky#o8UsY=!h4ST3Zd1tlGs2pqW;u5M*|Q^46$|H~FFh8{Z>VzZ+9F%F0ZO!UTU+y= zTYj2qfGV7B{c5{6UY?I*pzk-+6$}jz>CKk#c*|0EZ^)YKkGV*5{<)Khd?FYEDooS;*79(q3ZChGL(0TmYXwR&70@R85tp`Ht$r>mZJ6UlbL(AkCB$M zIr=ySdqMkcYwZVKjs2SL6~_`Z{^&pT>$i%|JT|^SpV56|Y*u4#P8fQC8$u}(XpC+= zeek|)OP|rHtDU(b^c^=jq}lf!4<@+l(quh$F= zSRoXdq_YyZkv7?+XY9OvPB`mBR9m%|`tl&6d;(XFg9!oda7s;$4h&u?2jk;6xv$ctH9-DF>t5KKH^u^nc-IN=APgU9{we;e*eTan`5t7KUyuH(bUgJn9Ql@~ytmTaes?A2Ow49|1%`Xugo8_&9qzG2yx?w; zqdK#(ub-nl&)!&aJ8hoH?^RcPAQ=`tuwFAXSk!K}_JQ@ly>4m3GAqJD3ry!Nq6M#g zzOjxG)jxcg$8hJ62L{3NK*L#0&HE1@c363+Bnuqfm^Rj;)+m`{@Mbb7KVOhmU%vZPz^UQDp45)Vm!MVW#r=-0(V2MIE-~*2@PnHfY?BSo`#JP3gC;T)RCq zJ3kCU$CFpdtSUt-G*M)vIQ_WC=C<_&y#wp@R}ubBG~CRm1tPQQ&F<8!e#5<9TQi>N zC@MB}{XPY=lUKYpsG2&P=`tXN8PuFfQBQ=poAaelwe+2?*l{)|*#%xDWAB^L?*;hlL0(0ls(6k)G4)kf zpj6G&^!>KHIZ7(|HH(jEXe&g2len zQy7SIXkE>r;_ua)dag_o^$o%stNA^rH?g^n?m^rT$sB(KJ%019%H43B8%_fgaKK^X zfapdNxcwa&(X$}X3ziqx8~r-8u5n&V{~b-tnMs+OVpfzyy#D&_%bYRPOdlKkI~wk8 z?aqyf92ey){;4#+!z+lBGv>xcwo`&z*C_Ah;*VnuV5n7oa&gwBo>2rT6zjvQW5eBF zG`pQGt&wth!_a%}nof9iOq8O_h{{c^p23D|n=Q*ThkFYBLVw@VOI7xr;!p5X`nS|2 z#eXSnuD?HMQ7VJuG}L2SE8XmwY|y2JdzBRWg_rsPkD5XN0rZum56_@C3y$gQ+;LI0 zqxlf^M~?*q5XyeqJ&aV z!{vRjrh8trcjoraUX>%>KlWO8QiL+?XQmF;JafIJ;mOq&NeXTj%q^zy8$eb&*q~Gw8(rM~M9847HIK9X&BF)1MY~E{ z<;UOcd2+jYb`okyc1nD8cRhG~jtW?ER$)zO}hv1N;x|6ni@JVtBE#?->h&AgA< zBKn@;)y@~sBwOLe=xZ+BnU$X4IeD=9HPfZuXH_$vRbT- zl$lqn4J<0z`lw#eZ!Hy`T#A^_&7wEkolFCdtycDtv!OY#Nmg%vY0V8=#h=AAaN+BZ z1P5RB5|f*1r&4{pYL!;cVJa!=qD@zwwSDqmuD3sAaqhC^H;Gv4P z_ZcZV(5H1vEiMRAGv-J2lq(qBImIY1zf5;+Ik%+OqEsp+ZI$dZnlb^VKjG>b7Pr5A zT-iAinA;;(>#*@8hkEkF*B&j)QW;TpCzqdsRXSR1R^X<^)XzN^Rm4^d2EBahCQ$(kRy4}d|;H1QQxH*RHYQtlQ((90JkxmLe#%=;){A#WjftkUg}1BMmN;pcsf`sCs*7BOA}mvHPk5k2D1P>g znKO2i&j#&qlckkojt(u8_r%Zg-5wSE`;9hCDq>K>Is~!a>UV%&#ccWPEM<(G0q>mk z*}0b9r1mz&eFc?lxK`$ zt=U5q=t87@r`?F1XS0Bf@QEUxO-l4lhqjh>7eI3=hwF9hz*s45$cyzYL$3{Ui8_W% zbtuh2*eHopJ9Fj?<|ULP^}v2POuZMt+?SD&LBzx%p%g`1AUBcP@Kyda284~=W2M;R z5x}~Oj}Uzbbci)W4lv}@6EKb^oJqi(r1T*do+xmk{J6X@OTt8)_xUM_sfC}OTgnXO zKd*@Yq);6aOF_mjhzpXFYGeNgKLNP=@hWf_!X(%iFf>54)wim2A_yS9om=~m^#>lZ z4-7X()P!@2n{lo(R_L3je9DI%J;O?KcJ*U*_XRS(o#-eN7E~StRR0A*c&nK8O%Pg9 z3{IsOP#`5>^nHjf1R&~&dOip7pkyBhIU|CXK>0|-aX*2>v8N@V;w4ezz|0@a%s8+} z+#M|jqJ53@4+UxV(-k0R24)vsAP_T|W^rm$1F7au1dN%lcmibpfn;|ChB8E~XqLE( zzd8T=0G}V_`t~KA`59SFKEt^C#lU3=@bwq}OHEBh>>x>(q&$Q!2f(kfJoO7C`L;O4 z5CxRBIpW82Io8G_z#Nb{V$)fC8?&EaS}^?&IHFZ}Zdu zm^Rh@sHmMq;=;nhh1no%qjwFrSQzJZA*<1syH%Z4;)IN~S>!wkI$WYdZs8#dn*fA_iY1v>Pgiq$0>mtUxY?v;l`Q(3G zWOexE?Y$PYeB(fEz>Qb5l_+D)0R;RL3iB2%vfD?`Wg93}UqQ5UQc6ndl4 z{#5`8l*Zszi4GHjuF_M@`aowb*!>zkQKggtZnZ-0%3My zX>>1E5|g;Apm5(6dJs=nd(R0F8DMt#%tquN@_>!|LKI#Q#~F9#7_mBhB-f8VLiTA? z2j9~Tz=&x&-2NGF(#N-t}f_{YD;i}bX(vlz`%3+D7qw20%t2Q_F! z2SYVf62O|>*|cK@k&FU1-TB3HkBF%gNu>2)y>#;}=)ih1kPkovm;XFqz;E=F{-9@- zT;R#mYTT2i{4;Im_a~ehhf;Qw+JByrR&I4cD5MFu{wb3H;{D4DkKE6FHp>*$0SOBR ziq3K!LC+4|mdUvo2Y@R>^p_=ISMcD~_1pcUc>JJ$IoGQFAO(m=-?t-!Aj$*VJ=)Y{ z4?|-J8u@tvb6y59_dgbT_TfF{kCl$}pTF*Gw(L~f)e{~aQ9b=I?44I*{A!uCWYmv{ zh{%)VWJmZ`rx8>d3q>3ScnDcNJv|;jN=BR{rCDV7!famL%3ad)JAdu`r{}LGd7-#Y z@~WyNww5ep`#L0ITMFGE!rkrwP^hY(yej+`e*chxSN&a1Vl4i;7N0sO6)f~o8=T<7 zN8)Zry?zbuT7=SB1bV&0%JkQ<-Qv%{d6U2UR6M4YXz#}chCwm2;{Um`SYpEqx13(w zv}>xcafIJp`cutjk@%vBNRk+v8|SlmSFTP(Y6tlq?`@92ud{d(uxN!FOA7E#5dHO~%dncAG&R-kaPO_I}?yM$cxG_kvcbLiDyLg!@nBh;c{A!ptOX-7Ok)7a?QGzfIO2?jLrHDrn@m z=(_K(nL+ds^>f>GD|OV5zxDfYTrnphdjl6ZQ24aa#KfL*;}oSPpNVHzUW+^b-;UZE zh<_4VEvOu7woi0h?k>|dsAYX`DHK=vnCU^$rQ@Gsc~c!pJy)XKd7Xu3c7i3df49C} zD1Pj^C31hLcs5<3I;$-jEVP>~@zpy2O6cu)g9Pc7Q_ z!3GSqL6WKhbnc*_0f~!fYHGd=BW*oc{oNoVG5(40^_XRFE&>O_-5Odk>f~1WKfhNZ zPI$QHx%^)0c>ccZ>Sfe^z_j||B(hv^WPqfPE^Q%Uj9JZV3-`7cKRUK%_T2Da3mdH_ z$Ib129HL6O53#pCKJn+5BYuAaobI()$G+0+Bun|Hd!t8!PTLmKy8LjHKdxRYF87Og%cr0BZH(4hFiyY~@WXe!I&hQfGj!MX=9qhj*X5{R} zxhpeOGQviZ$*=~H=CuI?{JLRdZ1rr?x1=ZpX}-$yQ9lH$v|HU!HRsY!r}XEiBIp`Z zB0kI2p4aF*XJeDOO4G*1CeP!Bq$CdAs|fM^x?ta!l3J;sqtFzySg>SUbAm6S@UJ02&t zPcLc~CrGWap3uBdN4q^OU1P}bw`!P&sJ<5OPnkR8|Ooj6ZnGog~J%4v+90uFeOnB`AM_i-6e5Co0Jki#@hq_qu%u1 zyi3K_);2>4mlL%a%zNzG!*xJ%Ez|b0(B|3oR~H}oOHu#SL6V6a2cV|YH&=5P(xs*D zJEtGCePg0nbV|x;KsOZ96BCqSofm4)lU=Oo&kz0B;uR)mZS6XnPrABI^hFYmk|8j9 z5Jj2D@FNo>rZG|gZUy&@qIaNScz9U-?}Z%Xcxvg@TGQ&J z7sINR2~V$Z$M;XQ&?B0t-ZzO4d73LZuG8J-yobxWb=8{2Ypun2ys;Jkozg(!)8QO= zRX8#{0)#9;J_zR6E_M0{H$Z%qt23JJKX=!*eEtB>Mev?lT);Z1L-nz%KdKS&W<{ zHu@E=LXb*5E-q$-&c+y(E`xBX1bqB0w=I@2Ap;r zcc0Q{%@&mQ_)8z&tEPF3+F2~Jai(Xe{UO?^lqF>s)~Q3FPIuZhOyhJqOP10gEC%|PMg&Sx#h>Z zsQM;PNCx}OlggX%m=y(+$XHoLMQCtT^9wa9;Ce(LMZpORE-DnKH645@iC7(e*ZoQf%7u^2XDiNd&OLohlQfIithN6gyY;4E`EG@fa$>liSyxs+xlRgvgO~u52JEYm5p{`>^SjL@%Li= zggvhSQ_0w`U*5CiH1u8FDi{b(cdfy3O0Pxdn?iFOW=XKUwec9-OitP1-K##1Nt2fA z$WKVDyJtK%P|$WMdmk@%*p0-s@jKs3!?_d#IJ@|LIg||1TztQVhNPWh8f$24!@pML zU?$_^PT37BPi@{*``|9DihNotPVmxw2L?Wjc{hJV?A=gG9wNcHevN?9u&Rl7-7l6kRUN|Gwu1X1+=Y^22~v|hmCkJ|IPRX!j8VpiR)1U2(AAaK(_{ALdA}cK z!d*`O8>X`=m#luHh(B_%IojNM?PSBqESYhLR(jCDw40p9aUp zsj8^Z2Fsbg<=-+{ZCj+Mh#katCH$SVx$34}S^tg0#+cFDJ(sAz43th@<}GkmOt9>) zfdXw77cm+x$-&vh13Wx`XNW?s+F=_N;hB-Ctns(@I$qkCnbgOHFM}GFko+f(Jbg@) z#8%*behpL+_*I%HSg`cf_5?}YI(dap`BRTusaq@J%`x09e)?$GUmz_U|D&#5N4FZ?svIIkZHuD7q0hn$D9pX^f9N2-{roJJD{gT1 zI>s4`@SI`d|htEKELZt|@~zr&e`47zo>Rzr@5t2)WrgIenmb zykjBAd{*XTcG&{7!4BBbA7JJls#5qg6A}{kWGU%q<@pw2hz^;806p4w*9sOG;@pYB z(Cka;R0S3swQ{STJ33(r?W~Fus{4Y+Ores4h?ecFfsC0H6fX3Xix-bldGXf;A4(SVK_%9JH`_$0&Xd@&CEenRS zs$4LQ=|K6+h{Ru{MCIC`I0i?aYh3HE!*uO=A>X!*C{YF&njFjeD2TR&s@pl{bUDBY zV1e~Gvv0p0*~=U_19dv-g}~oZ;>8VN;hBSnB2(FNZ6+759rRP$Aq@2|=^Wr3*xI9w z+H%2X9Y9eQf*PZlzkaS`e&)~bPk$02IqCCSW?c8zm{>oZ#!8Egc>jng*c$5;G7ZS$V#7KqKr_Ir=!D7$2BH@nUcq>L$!Lle^@lpEX3YXz!N4(;I!F3+c|46__HT9>ufWFO+}XH^Ih?}>ET%uI^k>Z%(j25ycnil4*HiEQF7ll?w?$`)=kSA za$2mr*gjD&-y*ma6`_`c!!z=C@{xv-Bnn&wkeh_X#AFgXe>!%(&P0eswCixhYpJV; zltP%+))2y?Hy_6&rzBCBW{k}uUE5*JPwDMF zHy2>|>m;vX<+%z7=83aI9P%+g(ahUDtxkb5iB>>*#{pof0Rq=X38V=<)i}x;-}XJ< zI>eVTjPx-CK`CVXO04^g{E%~5JJvN@&nN6&JnN^YE#21jHIr#2#`23FT+iTlrF@P=& zIS5=nH3{&2rxQUtl_y`!YwWV>3SEx1ighS9K@# zz=u@6)lvy5zU=ILr3W&1-^@QLxc06svjOAbq$s!w^ z_twTVFMcX}%|F6Ytg9#`BP}icEd1tOUteES-Ze~guk~_usA~?5PE724I8Rd(UsmRJ zuA3pa@yva?;7=dky}MpF7?JZELFInZH$kOQ!cl&h`WAv6RCJWtXa2mG-FuqDT9+qW zVut%A`;2g4y>ESSvEv9WW>9038L&HMVQJZqIEJxV3skKYCkgMxtOpxl&g_zgZ*n)YJ-BCbyWOA@;=CXm(PpgQLH zt9YywxcMOjXQ1NdRE_NW#b6ChKac&Z*lB_RkL&8s zIO#8S=W}@|%gU}x)%3?@FlJm!fz#uad0s#KM2I!XuHc}1y`C(CVq5_@rDA?ptbN9^0>{^uB@!A45~l${S}R?uk;A9{Ex7(c84jLmB#@`l#!89s>5aSN)0qU^4fnpcQG7I zS4XfH*J;N2{yOpZ#WXZ1h>D3}KAC(F0VgxGxpBkUw04qQ54ND$@pf(yR+KK_X}mtd zbh63az;HGbXa(Lr9?sInV6dyZP|OX zYWKR$Y^x6`>v~wjBn5~X_t<52nC7+V*6SEMU_Upmwdw{%&@PEr6LZG7I`0?SKYTa> zQWmfV5KGD3-}|ZuCVPrBkhSo)hPZy?2IVhLiKeC|YFgUg&FS>P)a3a)JiWYv2?CAz zpat$m316Q1Tt$W1Vbxf}mX|ImtqX3+(c!sr_38tq{i$hbk5f~*Sov_;d%C>EIeE?%<=C|MuxEk!qDXaf6yhSjU<3=VL4RQFkL6;)LffUsUHnnviX&(Sya` zTjBN)rwrPZ)QpTLxw*k8zXRX-D(yD;5=URh&i+6XiyJdbEd;GLva`>OsN?0zr>Ca} z+`PF8g#es$@PPPKSD&2fD-&)>@~h`asI6o_V(IboJ0+Gn?jzU1gO8yP)JRrQzM{*1 z#Lq(dpRI{u+27Y!?gM@x9bIrn((b+N?Ck%=zD0+fYvU1oEu>(ZDfToDYp#0iX>uQy aHhIR0-RKZ2-bR5x@~2g#vrb;P`M&@?tD+?U literal 0 HcmV?d00001 diff --git a/analysis/images/graphs/typical-tax-rate.png b/analysis/images/graphs/typical-tax-rate.png new file mode 100644 index 0000000000000000000000000000000000000000..9ac10f0391818a9156c76481a1ad4eaf4a54904f GIT binary patch literal 32397 zcmb@uWmJ`I7cL5-fCvZ(NQ!g|(t?0=rwEF4cSuSjQc{u%2qKLj-7VeHjdYhvD&d}w z-*@&o`}{g*?EQ|x3$hl^x?|omu6bQ|sH(CI4i*^}3JMC2oUEie3d$8O6cp4>Omz57 zmS?FQe0$(5_0;*Xy_vI{;R{m~B|~Qi8+&IPOQXB4rZ1c?BFEG z!D0J9-*C_Vg*nH!qsAk6$aM$VXHF<6Hw}?5)LhXVOB59EKXQ^{8txx<=G;CI9$lRN zoanP@s%y{_5D*;3Zx3p?n`^;FCwha0WYnVAPi@FTGNQw7kffw7saflm0s;Be8y1B4 z(cdLKYOYXd9oud9t)FyykdM~|pdC-nEMIs%-1}L5)@N@1oqOi{NutV7oH`cuYdrA~ z!c0aXlz%^6(1(WOiDOc$C(v=hx7V`IV!GfP9*wCS4K4E4xc^UYXl^+99+qv%{yE>0 z?Bu)W{+;c)LJk47IqfUoDae}muPkn^Qkk`*=n zu?pL&S~>b4dqy_z?|w9ZujI|whL&1|-C-RG13kSd7KYYoBhK_xgojqc9RtNp&oxXnl`Myfq z8C>zv-C*`9)R6I$iKa{5z5NM&-;`%%X1px>GgbRvvGbK`&i3kRmLr8?C_6;Xeze~F zeem(Gmuh3Cp4U$)wqC2Fosc7UH$^77s^Ma?;XJaz^Bud@kM#x>)I? zsEA$=>Q2>-#IHiZD*yIv_D9})8u7fqd8o(g);&$jG+&&WF| zoD_FloPKpP!mge(77l>*DEz&=fN2xnzRm4(?*94n=cTO=9$R_XB%FTq3JDH9%sC4` z-8ZJn%nR&CK0I&|IG!|iteZRBn@f%oy%gB{iBpuk-}E=Nm!s)JU!UTygM;65`#!0MGNy)jdbP5Lg2}hV^FQRMo8PkyacO@;^ucx7(*5BbLD!wG zj3^PZlgW?AVwQU@!)dTyUw&WOevay!EHRc-Q8C{h|DxmY^;%|5PVC2z-@a6Re`A^C zIjcWWsQawZ>w(i+UuepV%9-}H05Q9oRbm*4oPxq~%MA{jU&1FtGE|Pka*WXl3DU6i zv@($R~OK z-M&QJNVZ~P%a6s@m#2%tU`pW>4@#v!!F%#Yh9w!8{sSuSL;U#oc*m%h`wb_#d3lzjWD_ygQ*n;V9rq1e zuFA{HyRSscRD+jrsL}DdIGQLCWPfS98wRc;3O?#e-Q2*%$^19(lQ|h!wU0i3EDHv} zLH3^hT!s_B2DV@@nydEk@A&~XmB~J;tt<*LxDNqGmltpn zN$(q7t*NPbczL?~;YAPg!=G)p>cLledd%IQ5R7{G3$y8LZvSbC(KW_YccTo+gGVl#!`DK- zuW8BCJI@Ex(c?Z??u^nB_1@av-XwANz&NE%zl&z_qg8kD%ntTeJ@l=|@Hi&@@hhqI)!Zc@HEq&h$ zmjbV~zC2wo$SxASm!MM!6oNo+v9!UxFl&x5(KVOU7q>L z^XK{CxJP*>bZ(uTmX>nGCniqi*4HfeeH3l#-UZJS?zulYF_91Z%ZiwRR0O4vX2apI z!sq&WucCDpvRGnLRKJxj%n_u-?TU+30F*>PyAIdWm-_x1gX(T^(98uzLk5_rmNxgVq z@8xPdxG0YCS!_<*X&!I`$k2{A-EnY*b~q!2kDq2MB@?se7Zj|3CpS9W7>cmVsGuA8 z=yA4N1sP3uEF=GP<=N%)KhsvBNc?`9&@Oy38&KHk>%~iPupA}IK!^nn=5@8;gpL!A zUeUXoBByuv95**NbzXGSmo#~v>?vt#5__K=uTC0AMa1);H`>kBN;~R$AB~mFLjEv?{jyt{9*7oCtx?zRehuafHQ-V0_XCv!9iw=Vgo+p#X z=qZq0Ij3-Qb2BqDTWX*W%?OE(z3tl9n^=7j{qEgFZhanX#N!e(b91Ue5jQu^`6kh^ z!A>i;P{FE?BBGF9HA4!)YdwxKG_x)$y#M!nU9`kW1W&1<;|@4zKAXwrARKb{&8&AD zb9MaR9v)yf{k_<~dFmcaK$=aB#BlQuj_BYh7P}cgW@cty4Q~AkfuRc`W~a1-UBFj^ zf?G>4pS+@?&gGvdZCiRizgNRaxwE^MamaWuLvT;@8a#L*j}hTE>svsM(Ukee)l|x9B?Vca({am+tVY@pp+yDp+ivWA^Y)!CwPeJjFHgSJ`ZGavB*maI<;0#qVs`By_aj*6)KaMJB?f^sswN;Ad6_g!X5*@%n@Q zrjs#cK`^E=qAFK-cW?D*q1prK<7$^*7uquuEWNB#4Bt)lPS#wYY0 z=vsO&=^+q{9ISschjpTGY{Q3C+qdX!{&AR+vNA4`lfm!9?+7O$=2%#^cG*@_cSqQR z(`ikSg_SkgHhyYiV*ER}6|~+`B$ftX+_WoImXPUzP&5K&`1BjUgXVzAySLVFwVj+vB%quH8J{GiefP)ztmyl37;WQJA zPbT=LzM+s-_``lY<2_`0{1*BNYxMW8T=~S(Y^{l5Qq(D%lWDNQ6+0Ayn zA!5a~%D42q%g*&`u{C(vK|o-?{@@hql)!K6%V1TRX=#2iqo)mz?l!-_|If7{o*s`9 z>kMjV$FV0`CC;1b@D3#B`@K{44JkTm){?A|d>Il`uah}9uk)XsCDdPAgKy^K=7!u- z7VvLr5!Wo#>4tOK+7(T^ESSp2$jBHBsa|w`VeOk=zg|FcEdDK37wUKfNH*LP~M-%-QyY*cc76Tl#l8 zE$}%3h9o*3n_2ABe_>(#EOJ(0#dzd3k+jdw?jE=vQ32RvW+ogxBwcRWJQ&%O5Q50s(q5J8^db6obZ#N)^cDZL{_{%r8^;+sH8_W(|I^}&FUG5d4- z`k(00vUHz1r)IWI+%UE;l4T)}F@$Uh90l6p&Q$EHS67rpFAj-Czi%ILxol}5W)}JI zm+ZZo6#|G}Q{|SosJwolLYZ_0e6M0zl$!traty$O20^G#f=RpwpaGJGE{IQkX<`A@ z$J5rvN9O%W?NHVJp8Dp~;n+zj1IaKf_A-?E3?$f<+pBci?P3(v^wS~PK}MHn^M5r1 z&~eo7y;E@6oqi(xtBZCE-Wf?wHqB|`2nWwG>HgEdHym>Q9YX0Gqp8I0p(-iPDdMU7REd2ah4^ouJGGuPL%-B}tL6RffG0(|!^!IZA z?`VqK_dF~tthkw7O(ZcRSN{^H&Z=3U3bFe!WF0IV94fj_{k&FS-u<{4b1C!tTKsd) zu|56$PoV1Gf>i5qGQa)zoW%+D(2}qG^IjP!yk4h2g!eq%qGcuL0PkQC71g&)8ehSi zfr4NnB8X&P<%1}t&z!?Ku!NEE<5+y29Y=tEVXm^_6i}Q$M!R!3~xQ zE``v>jcjT_gxrdItgHr>^Cll0&bM3k; zRw3C`O-xMeS$&ZQJ~X$)xbrhWSgu9)nX*P@sJt_kg?4#Xk38b%?6l@;T^?7>zEH@R zfSHo@u!8ets=o`6 zxxOrIm3!YFcAMM%hk+hc#0)aTyG4Mm{2Er^P=hRSJ8mwmK~I6Y?UTfxF3ch6dMFnG zI&d12x=nBM(f^TO)5WfRI2rF}H39(ocKr{d@oBoj{Rkue^#(_MGYK=9jE{^>+3%_4Lo3^K3GR7cv|vmC`0D4s%rCy zis;;qswseqF2gd?2&%}e07Lm-(8aO6vo1)30h;UT>JnJ6EC>WN($Rq_EBDKntm^9O zA*+)*>yuCfyCeHz#EKx2qs1=|%miJwMt6=~KX&mb#y7yf>-FqoGVlSxlvEfU9aU9V zFP)(0nD(X_aS-a>K9c{3WoEu_aJdmZ(D=WBbN(+#>8_92yh(A3VVt@}P^4WKJu$qh z9p=@`@RkVoR$&pXY9)~=Geyly0WPjb{KXG+yKz-u@)mA%(QgoNE%$NIscXs1b-0|4 z`$Umq(+O$7a;ED>6DOjXpa&Qvp7vJZ{~SXxsGfCyBXsN6*b)m%N0TkLS+h#<3yi(= zNKf7F$H)$_)3S46G-C&=Cdlpn;Vq#{} z`%qz?;=E6CWiz{X{of3qj^EB|F2z-MMqWQ-tV%eJCB-86JRL}M$p4&CeIHF1O$o!) z@LP{GvkP7ZA-rpv-!ghirKgtV_XZa-T7J&jk+wf+9tmI5z+71J0}=yCLf`&lwj8zBpH5iP=X*1hJCW^S^?G54xeak%cd1^ZO3 zrzLf-os0JUSCr#J?5#?hHr=O+#U8f{&&A^`U(KcNJpPA`rI+lfT> z*|hLJ@e2}W4`@Dq@oI*(I4jE-{ncw0w{%iL*P`3p1TnZx$hy3e4eRsa`k*}f``RgA zffP43_B)K#{45`9VH8qf+*WM#kkK*!Y^iM$KJh0)C97+U4?K{udcTFuG*I{!f}6*u zMB`HN{?dYAxhL$qNNLUNRhAxywKbWXxA$o`a2adoqF1`$z=Rx&X`A5sEjlbQ-xDJu z#Q!{f%}=;Bj1>3N4CU+X?I9dAl}_dNsG_xV{;kRM3WSIOT&ICe<@#`stvO*&iXS`9 zG<{}=DQl1?B0RO>y5?S6VrU*ah$9qHSSdQ*ycR>P4a(l! zaD8^9jSST`26mO3unqfK^Q(n{-AV4UK^$^Tf$+r__<2RG2?>#l4*xw~b1`6+lCMxT z=w20)GD$4<^)sqg#)r&DEjlc04dS=%c3@o-Luz7nc54t&L= z+j)4Fr&|`|V2i^-z@V-lY`=T*&sO;2Ea`6HaM$C06Sy`behF_8Pf#@g$U6=w=on3xSwaOaG|mdmqu-{vi7ij{?<= zvC+ERY zVCHmo&dJ~Gsf`Q@;!=t;g+-8Hu4$lyhtb8*ah*MKn=HvPPh-1*Gf1gCEa>9Tuofn_ zKb-Ps_=|+Yc2Nm1<8`wyy!+OSrR;%ciN22(`d}J!CgKLf!C(egEo9S-`OZ? zt}!X7HCR2U?T^fnklEt5zngJpc-pHFdV0|uKq!*3J@anNY_Z)*9VCKYD%VQ%Vrrp3|dG~CeA6Dw5_L(D;IS~08-kf88vOQ>$B zHC?yza?&leXTP~j=)SAJi#oT6l1`ftr!H`Sg=t%4FtKz^Kb9`|!qV zcl_8|9BZ)=&e^@pj(f0f<@~nkQf8OuzyCqKWIVY;mDYtdK~OM?9#?fPKY0I%H=Ud> zu2rn~1tS?*;rW#UzrUS{-n5c5_&lxBX8Vor7x5N#>o_ltGF>(!?aCN=U6E-v$a&B# zAN(c}_Tb@YJf(qh_ff_!0AuOt>2#9g4_g=8qT?lUUtll=<~%k>=`+Bav+HyaRC|2yc#jq0lJIvVZfzHAH1N0tk3$zS-Is%S8uOzvmfg0%k>mM>Zn#Q zle0GkBR|Yq=#vmpCXTA!`FW-mjTzJ%3QlIxIiuHt9)?A;81rZM4`c&B=G^A*`(BbyA|xU^)H!1k;qQ!e%?f-*qzUUr6!9sm%*V5)Pz(o)?$O+F^ajFaZBu?kTL@V)=8p*$VR}qrZ<5M$CRC4G`u2y@^d{ z0Qhf_+5IPI9(0S;_RYKlmD>?k9i-L{4p%d}rA(a_f z^YdKg|Hpjm|GszrKlg;^rD(`{O3s)|wLD$Kluxus!nI)PZNo;tPl1b_b8Bu-V8c-^ z>|eY4xCz9eJibl@jqSkB*?)ai0-;_(mwr)*TZxD%2z$jCeYLEDcGmnyjt3Y~$y4lsay}Q+ASCScV=CfT4 zo|WtleDI=pdClON1s^%7_aD?W(hjkR$H=Eyth0?s2DUQwzTrD#9i+f5P-POFZd;9c zEzOh8b}b=PSQu@-cAwn#rlwt|tbz=;4M`AAs~wucC#n@mX*>4o)RIDG=mC=FK5SW! zCI%^So$GLja5HAG2YG13d`nviZPgF&s8wgzPLcV)QHS+bni%B4F-^i?ttLUDdwL3& z1a+V6)w#jzadw|vcUcM?uJ)FzMq}n~*fJ<_hg?PL#?>n4#Tq;k#?7k~ryk@fP$e#aG>#pwHzE3X49mNT4^Yb(>62RHrorc!1;TX2o}D&Qs3Y~xpSFFLv-$5H?$_l zsMC<&&B9lOF^H)VXLw>J{rpVvmd$YhadtTrAd*6vuQ& zNpk0A?TB1j`m1S|?MKWlJ~i!ht{MJsBppo5cxU`4o{Zx2VD1&%t#%Sh>c{t95Tj!U z&cqNdGxsaIGRV69vNLEHvgcJiPWC3bxk668U<>%F$miGka~(+7uaESGRVq|XabEba z1;-xlHRR2g;*aQK_?eY0Zw_9cTg)^&`el)r{b^>$;y7S}3=JV-ND5_L2&B}Dd7ONg zw6gBrnz-rvjI{A++i`V0V`lfXxA!L@(I-`lq*()kzZsT-wIhL>CmB<=nJ#;gT(oI~ zN&S(Q(z)7|oSO4bR73WhKW$^2m_;E>k0IPmK5{dG*ZFCfbBoQg3baqv{1+W#XG}Q_ z^>LEsBJ=OwRN^1RCTAh|%A*t>@X$-MTo=M>HX-CFX|-3h3^BHkOw~U>qrUrUdyXV z=Y#0lzY#iEd$W<;j5lF8s>Eh=;f{DRDIt~L9BO|!Z%Jo168laO^CVNc8DcoU!%&*I zkNcwO{oKEUy&JdaY=Hg>*0h}+7*$$+b_P-{o*%9%QA|6x z2HBNWgwmlS`D}=*62FbRpfjCD#jUyGPX%i^Z|x_EXKRFO2O{y9AN@OBpYvwFY zf%l&iHiAQ*RH)YA@gQ0i&wk$rp7Lm95F1TP44+ikBO^{ckzwG&Lmtu!I`!A#+5|8# z<*KRTKFsfW-cb9Y_l7SpZ^=sQ85T$s6NRSD>_WBSNJMBfxw1_?COI*IowwdUbCG!cbJ=&zOyGPu>4BuVO$8f|t_;6Ti6D&& zC6mc(-VEm9}o-Vd6?6&+}^N*tn|sAW@l z8&g2_e4?dsx|*)znd)n9M$y_kF{b|60fmO>0lW8}#sB*w!;Oh~s|W@zE%E%{S;?gdqp zbA#?teDq7C=m{Y-4ibOO>ZV%ZjK9Ix7ZO-#Dd}m?`dO>!je-%%m6@t#4t86&UKQE@ zU>GE<6fImzr5IF1x_G168Ki<1WGocaOV;%*5B!?y>*xAs*{Tx$JvKe=%C&(V9Ss43 z-L@OKvLVgK^4K}%DmSGo$|R+=|MSsCf#McHsI`$tF0{+aQl}Rb~!s@*;mqTw4ep&Oe2yWSqF)%s@fG{#Qxit5+6FBa#0ZUAdtqlO!EL z8-XEL1N_9Dsvj|nS5)}56cnMQw-)m%wR%3~*dhI1eIao0%kegm)Y))3?SG&livS1> zMAv1^*Pmcz1&DuQb}%!|*d&Yg5RD91bgo0=Uck7k@fb&bk@;SWgNw{Fh9pD0!Y^O3 zu5p%@#(J5B{)eSD)bU>Q-jz^OsprO9-WEYPp0&4kTt6qUb%2A*P~ayd9;g>@sTf1K z%2K(wIZDJPby2AVb#YK{M2_+G|MWS`cZq%s#PzAHJM0eh$r=ea*S`6-lS684LaJ!Z_zpSyKt=qou6G*RWCg=c!u&rn-3>; zH6>^ptZ(jY>dBeCmUT2^lAP-}n&jdtwsJ$9)K-;U%S=AUCZ&+S`e@;E38)fC>~4P7 zyC@bP;!SYQxskPLF}O$kW>zu)x|SC2V+Eu- z)~XE*FPy`i7*9uOMVz%m-A{Xt9FN~dG-Gvxl#v1M=otFRvLSb=u;F59P|bs@YP-R_0|<*C)n# z>Xa~tj-`U1yfdtx6IIrpI9I>Y!}C@B_2>LzbF++3_}5QSVH>}^uc)XFQ*ba@EziG3 zlN@s>*|C0b-{a5%;q8@{{hf%dt*uRh#zrU*@?rp)Ore$t`T@kDA7fhjKLJ2yyl+IU ztzVw;F?4RXBQZ93(b?a0&(X>elEDysENbmQ0Qvk&6`@3)vZ^e1?(?7mkZLboe9*-? zhn($(mJjuJkqgH)B7^dSaS{u((7yk>s0w4%FE&73bPy=4SNSO7yf>Rzy6za@`e;k0!O_n_=d$EV3`S46FyCr4* zQ@00kc!CDk09D;{eYqaxtTlYtWKksM~K`{uF%2s{Bhq z0d{b!n5L$t&Pzi>YEx6w{=EZug$6p-$B)(3V>XHdEqLXb#p8vp@6Fz!OvxmKie6Jd zwmO?kOKgP729C&{#bpyewWJlNj-5>^PoLk%kfzk~m_3rcjcK_g!-YQf=Et+7Blbkm=XH)erom!6B zC9TU^sM&gH%H|(El%h1IB?fTKVQmG!@C(Bir<1?D53I=|cXW^-kQhxTeeX50O3fpA zSCvMJbFyxMS*AuyY0J4iq^vVIF}tD)xFY4aa>)?m`QWP-F)PI>- zz@41jbrt!&a!Wdb>{|2ISU%E+f&x-Wx=XyAg_Yo|zFK7evb02Nl@AU8iV|g0YSEmZ zbcI4st-uf^dqenmF<9NwHw87B2r0Xf=)|m0HU((qt->$V^;V=Pl~m@-W0cAo0+Q9) zZ^G|*4>}9iR>l~13cR+Xzt9*Sct}edfQp9R7N3=s6`h<+&Pv5^M*)qC8xI~lfR3SE z{ZHv2T*@BkY`qJA8))$aa=rddN&cNtTV0Gt7vudfOMm;;n^4q4(9*BH*1AjmMZwL= z_i132jD1TZS%K_|s+}%zx-Kl#aIJHW&$e01SRG2psTBZ35a4r*W+C%!P5)cW6v#zO z5-D+ZPcm6~@e&$~kXdF(N6?U9a~ZW^LhEnJB$!?@-{R>c&LgSx3th0zKkVdktebC2 z30Wvw5>g{cac@oPMOK;XzlujN=YT77t`_0ycqj{lt2Zf=H`yw+On$GBTZ$QE|i62xSmkP^Xm~T zHdw_)YMtZY_@RNi`(&27wSdj0D$`$OWxc<>Rc!7)WIOy-E2NTz01`bE9Hp?!k>MCq zH0NZTIkVQ%8P$Y9bu1Y(;(?tH5|^&Sdn@voLqSlZ9`~^UE?VX0+fu$QNiPu^5vo00%DiV~T!OqWJ)r>;;-zIeaLnLw&b#lDkI zt4;+82d3skw3>PdH+KMLxj-U*f2^c*2%j`S)>X;jdkvUl8h@)Xbx?asG54nZtIX{I zo#vr@e#N|8$|@N#{sSCb*WTwU?@^2;nM!n0Lu zHF9X|-&Tvp>*31dm{YtMk9eKW5_-BlM5+Ay$F1}TE;OGrA3_Oyqin`}oII;d0L%G7xnB5esfdZbJf8qX#uaz( z6>ji3TdH`uWwu<~e&^$-m@KtENpD^k)8NOM8cMeaaF@yLPZNn7s-j!$dI(l&BB+He zR6^0?B{%k3A|E+3WoIkUe#Wy+q!FyiT0HhE&7G-E1>hQ`w$&dpq{}y4v)81UXltdD z?5Yf(5!co?orLM|QcrV2aRnGlutW?Ap;$1nJN)zVh@?u#QNJH0xz>#EV#HraZJ3B$B2%V4`Dep1hRQH57z+-20A0<*7rSY_|>y)E-?UJU9?USs8D)uD&V!livyt#n_<;Ur?p3b}d(&NvvX^xSyA zg~e(6VAA3nAXtacuXGc6WOx?MsY$2UrXNMi9hUTj zHFv)By6+U9mG5clqi4)Py*NqIa|vIVdgWca5LB_QOh2@b>hcE$Ai5HO0E>K#^11lq z2zaa$FmarKk;5q1!6%oUBU7q>{Q}rxcl-g;$HG&x-aI)$jkwsFt>I1)aua#0o5|L1Ch>c_geH28^%*gf zgNdos`ppnY)gXU{-im)_JhUXamhjxp@~84gAc^rpeih!UZ=kZJ%GaDMB$dtQH2m58YL$r+m;QpgD3EOva=JX@=1F zALp0ZcScfzKIBpYct6WM@7SMr0E>F6()M}Fm4~Wd#-^&o=txkAcK@c6dN}jM_T!SJ zrPO9=t|+qyFdxVw_8N`eXRcP()+grgn0t$-LSIWT znc_3CcIs+`6XD|L=01AHP+0GEn2!6}D!;_sL>^&Lh|>-F^wT;m2Ht)FB(9&p7%VpJ zC9brYYMHTb>IYsfQt%K^8YgFyqLY!qK}JV={|T?wuvJ$zq%Q5PEK>+pFek-5=gk$w zis?pucyB%gQPZr)_7@%KrMzxk+=#T{Lu3>P<9`t4v48(6jk>;yb|-;XGT*{I7U@L% zIB3j+$KN3(CE*H2!0u>O3?6FWQd3$_NSjye4rO2fcjx*IHZ|?KC`Gg^!tD8|(mtx^ zW-XJmcGx*L=Iq|BP9v>2ZwFO|HU;2$4yK7=l!m!VjPTgpQE|?#=#ONl!M*H@8t2WAOB_yK6tRI4e}7LL@p z+3z*|^$EI3m0G-jyi9#;(nOF5d~)8ehRA5ecj_*-Xn{)U=DIfvq;;S`1BIH(K^5K# zl!+4X0KmfKR4P+@$w^`YOfC$HxPOCC*cthf<@@(+zGU8f;Del*nc0s02oD&z3aFK= zTVCBl9xxf}EpKwKdg035+QLB<^B)y6yUx4Q@t}yHG5q>((mUNE^jrz1sDodg^F!&Z zqNk^qf0Z5?=@7vguazZmJ3}KSkg*tjtPqHP39DTLJTq90hZlz_=>|dEyrK+{Cphh3+4U zggHdKGx3n?WZqX4gf|gA7e1o!^Iueq|Bi~iv7%h4l@lCwR$AKKLa+6K6hcBmo(IqL zO1r-N>k1x~AD(%FJC9R$43p-2TJL@ziifi@1!TEHyem~&i^|H%ARkg15!fkiU5X(c z;raR73sDhWzp0K)HJ$k^u1hhI>sl6J)A=e#4fOPu5|}_VgDl=BiC~6@vj3iyz4Mr6 zq?k<%)NBGk%>((*7lQw5cP9E8b3VL~-#K}7_Yo7}o0)qlR$$?nj+{GM=JS94c-U1h zq5}^ONX@iDLPC2o$mcE@OcqJ5RnFKg16p7TWI=%x!uLQ*&X9>xcK+~hYa({E!W2zS>4BDxk$zza z++I`x5ZU|&<;tzwDaZrc?(AsMAe7!o4+VtO4P;0mJlnh}Z`n%ZWl8I47~1FjLL(sN zp@7he5|PJstiHGpRBOAYi(}$_a~Lo-FuRK;!X~y&HwHg>9S+Hq>>}zHn=6e$REZ8q zl7feGoFCQK7JAFL=_WZ}_>+9i5`(W-02n$2Hr)8qh4a>ED55U{a`>mXB_KI3!x+sM zTLOW(Oyvi?Yz8}O`KZn^QEDWrq*G28Nzo>kx&Jf*@?;m9HV+pNP=V(c4#Fu%Xs2@l zRSig}rSoU8QnZMR86Ei?CS8d>!t-)Df*)F~Vb9kLfCIgbpl6VqXZ8IiYW74>o-@oO@sark^Gg zbw_EBg9MuZ8{OD<;vcO-DDbh~Cqcs^uHN&}}y{VW{Ph27* zA|24h0B1TTF|iwfzV{ED7!W}n5JT5M(qh&V$2>YVrlzjm0*bq8kjTZ7zDPC+k{I=B zB6#kBe))@QkcX@Gh-N2WY6Kh5&30^bM-%hK&B^P@odMaF-MC1zTfpG@?#>J`CDuXL z>uoO$c71uXkCz6C7JNcqb%j(7!$3^6v}F|}_Wge6fJ#h;yA_UFqr%~Ux zuk@*|B?In|gX}sqU-9ykv`y4M5QQ$x6h{vhvfQ0sN}sYRt`Z7L82j_jgMU#(-T>=X zW$C2z%%M~H!^@g}k&c8^+#r9_>&BBiUntY@mhf%^ejG)T2G&$P6Veu4olacndg>Zr;!SQd*i7~^#)*(7+ zG^Gi(Pk7OPJVsI3xY(}B(!>sH&|OIi>R%4!sA6MT8)!{Ulp4U7S?KC%aj0{2+jz8x zFGEo98R09v%hAUi@}N07dI~V&ZVT46`xh>w?`$&~omn;Mu*oEo5>cLnB*fU45@yF; zOA0zEPL1H#Cgz>@jaqbF?&|3nDY?ZoS+gMIWj!Ia9z8UD)a6MnNf5XV& z0aM0xuX8i)JiqqTAElD#ro7a1>p_=6p0^CTKp^96HKY;IKXhUw5F2qB7INvpLWllV zzgdpY4DtC)Gm18?qop{VkK z6o=b{czFjG?&K^H#YMQzXr?{BV&WlfkE5YBq~x$I#(Gq&hX4O zw$~O-1rG10akjfRrYVU+@jicvR53z{lbTDwfkv%ZS~|8fPF5US3e9oYVYHlM&pCx2d+_pET&CNCl)n9FIKP|>mDIxiV4Y8Hw_+LHRirY z!a!RbOn)qgSt3doZHa;X?uNOtvNO%YRul!pv5Ci3rjN^_^5!dvz>1-gHG8I69u+=+ z6Dw}aOaCEJXeAx%$m|(isyGkG(OtzyT(IjX=&~Q zi>axr0lRKy`gL=W)PGm6I}TdbidAQ0Jx_Y4dUS7xbkkkXm0DHp4N;`e8uUpVSBcIA zX6!N9Zqy0Uc1MS4xO6dc$usx#^yGg2Ebq#6JtOW714k12RLu}6&ljp#QeBy5Yx4Z{BQJgyK>r*-Zo9lxkLH zsPe5D>sr^wG|qfSgu5W&A_qtN;RKq&w>}ymwHZ8vj*zr;m7QFqc4n!BVDx<@?u53L zHNGb8a#>-!Dsn#%i^6{^e6e^KauQ*RlUe~+z~1P04i*81cMu%f#U=DpA1%;VkzOAl zDO?k}dZUDY_e}qw!D8dq^6&2Suyk(=cfA>jc}8mW&_xFW6@^ay%4^&Uos0c#4mDyU zK%nK(rCmCS9r{9kjJ-)ti`z$?(#2z;QWe|wx9fmK@)wEn?adTVKT|b8Bd-Yca0d85 z2ix=+5Fd(rMWbm@aW|hUfE(5Zj-l5$8wy%suxrF70t>`>T#z<8A z&rK22V_o@=RfOZO-(uJ)Q3g$WBA028Sf~tU$zOQz+}>L{>2fT~=m(M(NgWWxdqLy# zc1Klv1tbh#?W!1su)#muexT#Bm1QDqL71E2eAJ+SnWBd1A&WXZFcEIR*`>rkCn+X| zdhcBrB8&Nbu#Pq)H3U@hw$Z%D%Xi8EX>isxU+#!N(RlL25w4*Coqg2A_9`e=%pub% z`2+H14yb0 z0n}dAI`0CBkX!bv!|9hc7>*M2LodaG`9eD{d)R&+YMkM=ip#dWzk1Z`Ffa@SYeY@PafQqQ}t}}jk z1Su=ZX*-9H7+_KeBn3^Ag)Z8t708F+54eusQ~8|wL#dVQ_WdQ}_vnK$jFR(6WEa&0MbZW&|BI^b=L1z&bY%mgN9e+_wU~y;G;_n2SLVw^zlHR z2ck8uLbx;nk?u79UQ0GR;fFg%kdBl2NAC_q@DBo3^5h@NkX=(NRyYB~f~5-oi>Um4 z;ZtGMjzoHK z9BogqK4RCYR%Ol_g~4T`RDi{pouKBr&3n5=b*jndU0$5!i(YK1IGQ3t5XKbe7(wU| zA=>bG(`Wr6jnoPJ-`#07E5RC8UF*g`Ogpu+jEGWv4wC2FE=53=JPJ3S6u`KTwqTy~ zUI$7xXFc((L}^I#gs<+~S}Kyz*v_XmHn}mfb15Mb(nW{&pd+K!G^?6H6t_=nUeKd} zwP)MUH@ILK43rFLkO12qR?jv0jSLTy z*@^-mbz?Z|212E6Z*K=NiXSQ(W*|YG_7QS-0#Hre0pQz&^I}((3_Q{Gh)ATu0k-9! zOA2W8(DdpyN;>Z>=jEgtL9PpzkGw4}=V4HM|MtfL)cr%3a$$rzr%FxPo)-Hd<;PHlOlKwK%a!Q3_;|yzDdf(PSp)+p>--M78&Hz2 z!NFZa4k7Hw&UD4L-?whND&r(Gohi7rq8r5P$hjjGaJUOG3~tPzE>wmp6R_9S!n!>p z&?kbnl&opKX=2$MxwB&4ZFjmIs(F?9MsMRzVYrQ==KNRh15o;Hes2(hD&M>8Yzt(9 z0Q6nELEP2@mDF6}T0f9+OMD@}5ZBfw109+$q67!gumN0Uq61nnAPjTc%~n5c06gyn zEFAnp0JadWNO)#5Q*78uBIwL?TgL(QFI23czCzRYJ|cpHetX{M%(ko(gv1PBRp2)L z5g!AR%{cHZtA5||;D{hPL|B@3f()of+XYEE^y=UD-m5E63trkTtc#3^A=qm?vrF~* zB?lh}!p6Dnp9tQAbWjo43D&2(w>PZca3o)g190tj0DjuxOduD?NWFad5@rk9YPd3n zxarSW(R&cNBYtlyzbKL&n;GzcLHbZd?mIrGhR}`$9iz_IXqh|RH$~5zp=9hH7>La0 z2f6{Aj6RSelbp1Fwj_foP$LDEmaYp?Fr_OATvBnJoZl|9xVU&~d8>AS+`j(nt7|t% zI1Ny4F)FWs6@k?HCF10Gt%;%ii)e&V9wIoYx%oeo8Q}f<(Cq%n-Y!EsBA#wR< zqRFUi3c!nHkXVx=b_`B?=uXrLus@vO1`%$PE<8wo+~G14Bc~OF983X57EW^i6%ufP zHQt~+dID4kRX{c1f{GTY+q!K~>nn(fef8HR1UJE~@>o941Y;=4%F3#%uP?KIXV){%|=HAA$nbx$eq)nCras3B;pu+1)(zbQ}JE-y?nMWkdFTxBuHzy$3XC@ z*lx_R8Y6&TYVW>>07r-1&VcMG;Bm`vl~U{S&mZ8%s;2KFn1*DGWHt`wll_(|M|Kv9 zNLH;y&c+Dq=k$r!1I3Y(ZrB>s-UDd{7=K@i5dUH)0uE{i&~eFS$EDlNWDAey%~Uck zRwcUbO!`|U5fT%3#NQ?+2H9c4pfLgyevu+bqzfAzh*m6e2P- zT2Y4myS(rI_TIseeP7pgp1V`-ccf91C zGPcF{IGUVv8z*&Tsqi8aKVpmBA2tiWV}AmLC98u{8;o7}mDPPjiPQ<2^D{1zYEAFT)O2#MHv z&plN4>}}#h;YrZ~EMGUJ{{k@{n!%l;Ca^-`M*1o@m2a0V;=!@Nh^XqjvM7R}& z15?M>J`5J-$Z)v*lSuecB`x6wMSa$+=Z8L@EDj$i6nZ0> zu3r&(+_-;f*JqjgSAK(hX)UZ(Tj#z$`da^sy3FH$fe~J8%Y+QgIK=KP{4;rWzgl)M+UV-!hk0Knj=wOU!I% zCclw!pkksuryeVDR-ILGQCWp3gwyc+T;(&A?PURS!?-HfCqGv$>a@p}oh~C=A_wyK zUTw=%qP=RPxTA*u`10rHU|IvEc>mza&3dd?r?#k{EfQ5M+`qGdHs!{tkfdZ6e2d9Glo*;ft2R2P9hd8X*&folh+ka zbQ0kNlp@CiU`w=nVY1p|)D5Sl)V&#$W`UL(USr@joP$J4q6 zrj4hf?p6GB);yt^@4YJ4DSRMvOojTAe&4bp=9WvNxWHxNrg<7#>s^1AV|gCJ|0JVgs+gG z2_;{*N?*93$>{|Ml_Ui`%YM<@`$S0V#+J}WvXkBYyqh`4jmr<{zlGulE}x#s*2G!` zYLqSWglzlD{&74{b(6BpXM-&ys~=f6?Rt84Pm1T19WK_@EH20ghp6{OA-Jq#i|1}h zNH|hb_Oz!A0AuTVxn50u{ie=MNpdIb1lrTJg-9L1DysK4A)LmaJZzr(^ziNXk%kon zL&Z7EOTrJ3UBN^tavVm0$O-GZ%oF-If9EmSbvh=!$Vlo~5_y0xlSCU33D%t%`T^DE zV5T(so#I7*QMvz0t%rdfN5*Beq0d3`JpcXq8QD2=We`7e9zj^d3odFqXdU)N6~K)>CgYKCk$bbf9tLX7Z7jlt~d>2iIyHLg8)z|HG3DejAGBN9;u{(laqGt=J)uNtEi z@4fJ;c?79x_N|NmQz79Ef-0!tZl7wQ-2tb>p}1p8pBHlX#nr066u(|S);9jACI^fx zU=MO#Nm+&N&F2aeA|C{s<$f7KPReSy{}0Y%%eG`yqzLjL0|(YCq{(g2D{|1E)Fb5= zVup~!__(9_$!@tyi?;%c-t$%z7q7A7Kq_HmO;T+Pi>f?!{&oA`Vo8-riH%}|27I`V zP_)pj^mJ0mr?f^3XnlfrH}_H-Bvazm{E(-Am~H_c9IrG#qp+v$DLHfWO6dp<9&t&p zGPzl96Sd<}54XQSj-@P2epL|sI`+1lTe!_z(dr<@_~b`;+}6_trar$H2O!#=w2$3E z5-V`1GV;hoqx5EG3Pv!EUWNvQfny-~aTy&w6<(T!Bi5|sVNsUnFl$j$0#{584X&6& zoLo%r9YdxQ+_*f4CGW2^_{ohrBL)JI*OBc0Na#4Nt-Z-!KTg)msZXBs^W^xY&B3f9 z>|61ct@Hs!X_r%d6wj0=6^Aei%G}CsV&&18dbUcvnlUh!cCmz&zA5KOO|sLl_vC;Y zL~J_7cOdTp2CO91tIdF;rGNU-3wMc`l(@rP->5f>Xzs62*cDQI9_Nn4=J>|FxONc< zM`k{6>8|MMmf-aJOE%9l6?m+;k#NS<9pTZTO64l z9K1vmU~ivBF*@oUGyTqSApBkW(p_5%>3)UgtHVNirojxW(@YAZ@f^4svO-pGV*_2h zrc(C9!RT$u+_8}fbtGo;*ezB~B%u)q19cZ3{$}4VUmz{`2mwdPf-z`ZRaI31MaM0R zH>d6xSorSJ`ci9}%X3Qe$g@}Ch_ocV58wk*RHIQ{Q3+zXK5YLBhwN#C%o zU|_LiFo^5o(!wvomX5z0_gip9@Co%d_vS5Iz5(*6naVcTX`lA+m1#?V{+v6zOC(dA zmZslH=&_2kU1!ENBW?AW@2|R_-@gb;u%i^ru_BuVbPTUIO@(^;7gFNJqMx+@jelg< zapJ+j(vo!yFvf)5u4bZZz#*?J;2}>e@YYJf7GC4ZSB`NsXE?YE_I{JLdIwB%u3!_%4%|=-^QApAb>j&8T z8Y$(aFK)dD-fg>Dh~5T%&-u#UTSq+t9E9 z2LWjiiOL%KS;7W4>@E(Ein59)Jox^_rlyv)4(~Y(o$Fo7q2qyl9DG`VweDrz zd#Y)6Le!t4eaCp9gIo)N-~EaWNA(#{5{ny4`Jh7dHsm;ZT6SsIyQ!H(rDk$5X#Y5)YBC9L0H<_<(d0WgwE}vA(Xz+ z98&D60B~HbP*@XW{uSAF7Xa}{xR0F%Ld7m&%?O;wFGB;kFgXrMk%G{z&G`8t0%ZdT zK0bRe(0Zg70;X*^OQxK^3{FkYiN?H`He2kH8I_hTJX&{%?x7Jy8EkR zpAyx7vDI;f!Zg#XcUi{mHp*rqAD+B$Ul$~_9tuov7Uxs;WuaIC?_U>Ql!^9lQa1QB z4I>h2aY&!u)~!_6thA!bnrCV)^$3twDlENpjzxVm;-GtB%BQoFTn&$cjJG2NRP z4sfRKFtp%=(lFilmt0m=XltvgeOE+l{+gin5G@9gF=x*`tde&!e6Jtw$}Nq2@72J# z3Zl{$_v<&_pDM`;EePc~B8YjNfSZ`hHz_^s`xN+Gq zBS7&%J^&x0Mql8n0DC*+G%$bbkn+wbFWH3tm3_}C z76Io3)WZ~>))1ON<~s$YgW$+rw@Oz3JxcxX=8ON}cc?Mp{poIRr#X&3?7T1kd>aRx87qg_q4{Q}-Y*{Bf~vvVQ{{%UY%?O`o^e1l>6vA6C{h@y(fXn}ZSD zs!hSitISDLhyaD+^8AnFi2Wa2&~QmGABMNZtxr174TeSsDZK9-AzOV~{u*ECypba! z_MmyJ>gIsj)-rB}dx5DFt)+H=tyIz8)$pr!&FBT2@+*Cg^vWf|4-$1w>knNAyL$Uy zV&;k&qRjMSI49jMTp%gSSa^spu9b6YPgO^NFiTkNQBXz%$t8f=SMKKqcS^d3Bdr zDnd|&g&}Yjc;iKIG$aI_q;y+&Ahq=^T7iR81?_qTHXGsPBA6smaI6{WBS4LFp3ONf zeVrVKaRc4OAC)VgPFPrFHA?fGIl z6I_Kg^E!{-sEm}g1@L+y+r01ck0!M^DRrlE!YCppf17?zk$mEefgLbhgq6A=tq?G5 zPLBi8W8=8tjB8Sc*DCS!4J6~1)ZUGW(bmyfc^KBB$C_&E{k~*|c1_&vWCw7!Mh(E- z1?!6}2H7di(!-4Rpq)-ScFRIRg~wwvgkzx#PXDYG!t@cKLHIG8m^7qFPB|H)g$(v* z684><&rSBCQohyEbA@lc2PYLTtjJA2E*N$0V885#H)@pOsqJTVW$>46KTG~=;6$I^ z91*9E+%v4JuYWl);|4hvXqeN4ccdX*De~h>hHi>n1aT=WA~Fo*)EezPns6FW3o;3p zMmZom^Yoo-F#V2h_&W%jc#>$C_zAMYp%(b$RgoZaWv{ern8)t~KSiz1YjcP(tHTrC z05Curbr1@Zu&Kir$u3~3foMI&oG zIy(9*(!qJ7mzkv(ssb12DTVfIB$v>$JU&eR_l+$gx?gKHoeGbS=Xv%6-})Vu;}5cS zVGbar0I+WGl)C5fTSQG?JV5#Q4aLF_z!%FY(nV0WiCvy`DRUpM0yA+DapWZ+y)Qx0 z%=CGVp!LBzvS*ErGilBk8~5A9ArO${1^QMhtc}=jt*lmPUN2MV(9A;qZ>0=CVgMcZ zI|QD0PkJ`w>1b+3c;h84tk8y&+`Xkgl}p+ugbDq+Dh+ge?PnrWBs{Cfgf4hiY*`s^ znwxcBnu$$!Lk_9&Q}~sw{o8EpxA!RRzkW?8A4|QXC+D^5t;r9S)b|U!mVAeHlmC;y z>%KK^wX2=Sv)H7m!UH<{+d6;;(g+m1i1>L+3Toz4`uZHW__yv_L2idPwhwy_&1iG{ zN$5bZ_H;6u!B~OjyYyr9)#nEQ%B8tO_2SV(=OAzriGv+>pM;=$T!_K}Pu|9tL-RWd zW$lOF*n4$;ZLW4MGT4{z)GtG#^s`MWh%$~aW{6PSg!u-XG_YaP5PV-QDwIPvIhR-C=9TSI$SI$K8C``R+T%IDffI zO&oY3Js7YFp*|i)J%mXl!hx~QOfLNNGOI9!bRQ&Uhe4)GD~A098=+o~*^!K9Y>zjs z^tpW|b8}^g2NUL4-SYs!2<7V(KxDhQ*`N{feop=j=%la_b__7t=mx)8I)(YKbcE6c z%SIqY8t6d+)^57^;p&=Ma;uTNQ~Ldl2+7&Mwr&qi(r#(O=n=*SB=~v~Onsowg^oZ$ zAbV+usvfWcQPcyyy9Ba~s5Qw($l|MkT7hXdglhFCetYl>c9qvsPI6o_!CzEobFtQJ z2Cn=vUQQwf$q4M~HRAD+$>g5VjQnH`=vik~uyQBgejg=g$w}CMJ}WT4M*gv5*KUciwdybzDt!3vkTd>6*Ah zVWnTGSLrJU9m=gg7V_Pk%DeY}N|N1^`U@TeCpL9^k>z!ArTEF0Fa7nIDN>K{1ta&` zSLZ&yR?x%;QMDj1E*EZi(oyM4;=-7R8lO~l_YLQmu%DCe%bzmb9uHrVTm&g!*T?Un zE8o5>vk|bWtNeqD^Dl?RFsYspMw*hoZr;(2YYrx5*dJ1x$QC4Dr#%s=KmKNTzbZbS`$CAL=@Z+vkFXsaN|9WCHG|)RsTVdY-dH{O+xu|!&ow!;zM%W)&p6fo>@p9!2L8u-TjZqJEBQ#JQD!Q%Fk(oF zCC45~+=ZFA3gyz9hl@X-=*5#(6pwc-inmbg8<@E9`o=~<3^K`;!BK9Fu^WxC`)^^j zJS1hI(~-K^SWa@pV(nmUtO%2%vJ;unUZkNPkuybnrw9xEHClDL>XE}I_i=l9Bnj@v=``o>)*A@OD7^K=2)fRAG3lXmQ_TL1kurRD137B zkk35mSw07CcaYXigmMwJhzmp+w5N@Y)lsTog2pbgGDOa1C7V|IBC-GB<4_p}e$ zOqh6Cpok#|KVj^#dtvF&5U1E8P~JSdj;Fe^l||Hf2L4DPBhw9>Ha2iDibCfKpk-Ig z9_7HJ-E9(ehcY%$fBu9|EBu(CcJo=jx99tM4*Z}z z??2OrF9YzQ5e419gj@XpZeN-V)5-)i{IFxN`l!J%1(mrdaM4v}(|x7qtgK!E>IBi6 zI3a_|?N-M@6d0DOjDO=skOVT2)OLmB2&I9Enqd{aZZsUxFEgI01XhnRt$CAI$9qwl z2LAVgFH2LD?cqZA(0mCInP6!GhVODXv>bE*99JJUH#hGaMo6tC1r$8Oqi;~0@_SHag*SIec=Ml`tv68FL~fSPf$96h`enQ>bKZ< zuT*HV(AB&#x%|_kQMbhT4=KAa4@msVZ}(+AjnCA6TtQb8aaQTt-}j0qHznozZM_o*vBme?{Gywi|2%Jwfx$ESY~E0L z&9CjH&|s0NCnXq3!Va0qStHj~WNSu{z<-<{q|mJ`0-=sVcVn>}OUP*)vS**9UzzlU zM$cyb8%c2^Ug*5--F#+#+2>SkbkJZMNC-}ZOy&*pA?xt~Z!Z{lk(QmU(lu;K8)R;_ zAl+aEE?(-M)|whA18~}nKQ3Yt5|r*FZ|R-qBI$e&_UqAwZYZ7 zGGvs2*Ovh|Lsk0Lr;_T>G#)57KBfkL_RRovudzxLqzTbk4#7H6U>G4)`S4FVv#Nl#Bs6*+Va?V6;fVAdlY=h2T*XGy0%;Qoq|PcG<%9}> zYuRszy`F?fW7(`Inapc|Z3S~nLPr{6evHOBf5%)Lf`o0Ge}K}{E4C?U(0w{L)JcMV zx^FFfX_KW{Ha^Mu&XF^+c^gUt4^C#JIsE2ZvHm-Q+nCq6hoIC?`TgERMyt%uWc#TD zQ^J`x|M_g?5R&^tI!b|kk%=*I*rmYAL?n+`$u;ZGC%}(FPC+s=pe#$m?%hsA;E#7x zF~11R%@S#b;ayNPG2w;z>{OqT1Yz~v<9G}WIDxltFiQ1KH`c#qoNZ;~Y0BAem%{4! z5Ow$JQI3#12G?fKjn*0#X70C3uUI~U1WKb3*6~z$$!(ABte?cM-a}5`!w%m3e5RqE z_hLySU;FCPK2J$6dHJh&u;sFbolTA~b@lnCY!gSLM*|0E#9h^3?Nb6J z&!FhwRk4No6Lm!WfS)GC`s`L9&Ls*X&CT)*0eQrd^uWK6e$9%khhh4FLx^}vI zMVYeo`^D})Ui}%F!0j`J-|^HAp+eq)kOSm@6Jr*DSe~<=a8vGNDVI@}gCCP`7{-{7 zF&--8d-CAQA-b?>AywGkw*A#KQUy@7*o$x9hKcLdaUn#4D(XrT`CI+q`DSilkZ)1x zkx5?k!PR8Q57I|Uyh#;8l#qP-2ldg9EVfCm?-y%HwsbBJe^*pM?#;pidV4KoC*y%8 zU6JJoZL@KJI_w zKWg6WEuY+n!d}tURs7^VQFHY0;96rLq zAor6Qz_sbEP+RuZ=(uwWuN~qI%gAqKLbP*s_7iATaU3)1uY?}6H&aTSe}G6lDi>$= z$}i1dz}a3@TLuOUVp$2x*NgxFT5Wu^ckhEJs!1d5adZ-DWfYTi@*7%0Be55*3f_^rT52Mlq~H>@?u{@8E1LBC>l~i_;R1 zJ9?HI8=xE-Vh(?&L^@jxI*Z3NAX6Ar$u6$cHHw*E|H3gN8f0F__7J6OgheFOxTQOm z(76U82Rsk?)O#??2SkiA%0hewvYQYcmXCvVukp#aR1{+Lt)9t^nJIFZA7bA8;NTiz z&gJeiR%(CPvd^;Sg^fgYw&BU6&)z1CMv+8JB}&`Zii+a$15@%5>6w|Ul8V#G>qHp9 z=TqO<=-}xS_m@iQe*J$>*FN4er^Gp0g{+l)cRh`*rCFIrv+O4#>?txI%ZftjDzZ)p z<0nx#E5EO%eK_^vm~xi~w9(O%Vk}_u-^68Xsq=8;aWggyGop0zcNKbY*Ln17pH!n8 zpIpx6{?C&Fh5sIR-*@Tz$14WjM<(Nqy2$s>)Dch z;IFME@8z#YLKPM9@*(Q|95e~@0Z2qKIK_7r00T1 z`6b@g#jhWBOprWHGVlg-;$Y?`)%?V&cv=HD;{%SpHGtc`T|5LMqYEPQH-;z;eXg7E zcuS7dW~Be4HLq)G8o{m#P3x-;+jeVP@PE~A0^>Rmx9{>w03xq5son=Xfp z^RcZ#lmbYuu#S`OKBWUFBy&aBDrZ-bApa-|o2cGlV2pl$DDU+!$&D0OL|IKn4P-P! zTuZ`PiMS34q82!SjG&Wkd~ooGS-f&we(^-_hnULw?U-$Y_&yMt?DChTVSzITDs>2c zvp)E0$zYw#jczBpDIWX(??B_nnX>ah`z#?$BhV&lS8*&oGOZBAf~ALnTl_IgQcgk- zN_3eZrd=?e;sP2KXwz2XSuiD|ld!+JDiBL8`jTPHBcf%Qzw}fo?kDtxX^oAItQ`wD zsxlFVU(o#?;)!yM_VP1|#{dPrJM7{D5&Wsi_l&wAoqmQW-shTgAU~ev<>#LfW50b@ zJyue61`Xm%&D4a^tO-CsX&8uwGBh`jD6t_)ED!ze-JefpA8gsYd1t$%r4=?hO@D)Y z>pNOct-ADUFlnfq_8q=~SL9iGx~4yTWB0U9WZ5SLDDsmj1kj5v>gfw8oJu*C%9ECr zh2cL!)L(EM69V3dbpC)P`>yjCloO~xLw@cYHfDk#_--Zi?2=x+=( z{3~!B8-`v#gC4L_QqXDvHGt+PU$N3TUsPK7BWr_>lmah0SeHXxMoTU zJWc63Bm4@8FlL2(AQM3#(;P(m{sGn4t?f4i1{N<%VJJ=DeTnn?ATHLu)zE3@!zx}m z*W^4TGrB(ogR%Y;yao0}4j~u7=WaNAY8^#(?Mgx`orOsmV1l{qBb_!F43|x-Ug#<` zH}r|9n=k;xfh)M_EVbRh@7~bW;5=A zcKy^Pv?D#h-AuCC{2}1KM^H3u2e=+ybsh^L3v&(^;oT&g1d%-(UBdIUJ>noeCW+L) zeS4~Vk*p~q8Umev5hyyBBOlR8K~ZGXgNlLhz*QDD>sYQB|FQI;AWF-g+hg{(!}uv80g^(b_EkkySuzO z_~t#6F8H1Ol`{>>vMlvkw|31uq0a1o7Cl7fg<_4~zG5wPeC(4gt<1JtD|<^^9~+do zB$h#hfhl5T^4rkLEsf$-t`3d97Ln)b z2AQX!y4f~S5b5NMJDmcg=P`z*r1{P~Gfl5%k`>i`l6dyYnKO5HiHho=s|YkGa=7me z5IVYcSQAU(a-N3BIMvfwFyaQMn3+GP{N)k@jO>dQw+tfFGO$^mci_V#UQSFC1dk`S zhtHr>HJyqLF02Sol)Cq2u_>tQFDxcVEj zF19>EU*BV6xP0SmEwKt7`ztFvyh6RNwM#~_Bz+1SYzXBoF>heFYz8+|Fvb;@d*h}v z{Vpxojsxd}um>iGO6s2n$d)UEI2K*_{FB^d;-5l~{~5!hMHQj9I z(1pJvl-605tck^Pbo(7})4ZRgDqTsi!>w|5l*TCw!^d^^OKkt@y!~GeWMO;sL|78I zcm`HWv8msXx{-f|x;x-FBT=dTafHi&i1<`xeQ~VfEI_I?jsNlq$O$M+^_D7zd(DUCzll#KSU;SvwSX&hSKpZ_N_1p`)HFluN8An-e>wir;x>JKXd%w*9eS2pk- zlAgYZDP4mQUWD@C5BhhSZ2=L?S1$cps(bTB02UJj7Cyv_aF3<1C=yd6ypqL$qXB?$ zhoVj(3V+zeE@2iM0Ud`vS7295PDvpMJDJtCe1y=N$L=652c)v&9Q}qNk1k!tUi*C- zQL$jqk|PaT4Ru>vVX*Kzw}uKuZ{6BchECz-^GiPne2c-HT1N30MTgS^b5WMJM34yE zkVKx}EOYDh&Vs!$D)bSDNh)%L3nBJURFXMdHnGYOiFFq_az*V>Ctcu?uE$G9G2-n8 zj#Ro97#|2|MH~^Nk|8Dt5;Km$%9GSqbi8#~GCd!~*H@#*SmTdf1+|U=_ZOV&jgasW z{F;EK^Mf1wJ|M#-w1WVq7(q&W^ER=o|Aq)b5yucQm_wWK$1?(#jvs8bz#xIiKz3M~ z&XQTPv_$R<~Yw1`yHhE z8&Hqe++9Pv0>Md?U9M~SsTxGV+txirEvZDjXkJDDpGubpvL>tsT`oSP4k9HV@**&~ z_655Y6qfvlHYrXjEZ@>DbnE0!L~Fs@gh@k@w{J6&p)yHV$U%(Zz1q+p0TZJ^+4g?e z67$2Dr%dz9F?y_hf->ZEd=M6Dk?gY?BZjewg%W- zY3n&l?|K+>$1rJBv+ph36%C_Jai!m0bK&sZg2_mgWMnm&36$a2IPl=o=zVli*HM4v z5N{NMi-@wtzr;|td;(S_tUHi4`A|cWtS5ktGNf0TgL(=fg2LFYUW(oB9tJk{+B}$t z#I2Cn4O0YRJ`Q~a406ZbyV;0a2sb@t+_f(^HzDlEdOhYM4(d^p40p!eezyJUM literal 0 HcmV?d00001 diff --git a/final_report_group44.md b/final_report_group44.md index 96221c8..2e65e7a 100644 --- a/final_report_group44.md +++ b/final_report_group44.md @@ -1,6 +1,15 @@ ## Introduction ## Exploratory Data Analysis +A substantial portion of our exploratory data analysis involved trying to determine how best to represent our data on a two-dimensional plane. The two approaches we settled on involved using density (later topological) maps and scatter plots with respect to the geographical coordinates of each observation: + +![Scatter plot of observations from the Gaybourhoods dataset](analysis/images/graphs/1-naive-scatter1.png) +![Hexbin plot illustrating the density of counties across the US](analysis/images/graphs/4-plot-naive-hexbin.png) + +In the case of scatter plots, representing a tertiary dimension of the data could usually be accomplished by colouring the observations relative to some additional statistic. For example, one of the graphs we created in our exploratory data analysis illustrated all of the observations in Boston, coloured by how many gay/lesbian individuals resided in each neighbourhood: +![Scatter plot of Gaybourhoods observations in Boston coloured by queer concentration](analysis/images/graphs/6-plot-boston-scatter.png) + +This approach proved to be effective, particularly when combined with nice maps to better visually position the data in space, and so we used it throughout our analyses. ## Do queer communities concentrate in space? The objective of this research question is to determine if queer communities are geographically concentrated. More specifically, we wanted to determine if a community with a high population of gay and lesbian residents is likely to be surrounded by communities with a similarly-sized population of gay and lesbian residents. This can be broken down more quantitatively by asking the following: for a neighbourhood measurably queer to some degree, how queer are the adjacent neighbourhoods on average? @@ -8,11 +17,11 @@ The objective of this research question is to determine if queer communities are ## Quantitatively measuring queerness At several points during this analysis, we will refer to a given neighbourhood's "queerness" as though it's a single, continuous, quantitative variable. We do this for convenience and to more effectively work within the constraints of the data we have available, although it's worth admitting and discussing what this means and it's limitations. It should be obvious that how we quantitatively measure the queerness of a space is subjective, and the decisions we make in this analysis can be problematic. -To begin, we must acknowledge the role statisticians have played presently and historically in systematically eliminating minorities. One local example of this is the way that Canada's Indian Act works to incrementally strip Indigenous people of their legal recognition of being Indigenous through the malitiously-named process of "enfranchisement"[^1], in a process many now refer to as "statistical genocide." Discretely categorizing people enables oppression and marginalizes deviation. That second issue is particularly pertinent in the case of the queer community, which is predicated on "bending rules," so to speak. For that reason, we are hesitant to use the phrase "queer community," as it implicitly makes the assumption that the constituents of the so-called "queer community" have a universal experience, which is untrue. +To begin, we must acknowledge the role statisticians have played presently and historically in systematically eliminating minorities. One local example of this is the way that Canada's Indian Act works to incrementally strip Indigenous people of their legal recognition of being Indigenous through the maliciously-named process of "enfranchisement"[^1], in a process many now refer to as "statistical genocide." Discretely categorizing people enables oppression and marginalizes deviation. That second issue is particularly pertinent in the case of the queer community, which is predicated on "bending rules," so to speak. For that reason, we are hesitant to use the phrase "queer community," as it implicitly makes the assumption that the constituents of the so-called "queer community" have a universal experience, which is untrue. Jan Diehm admits the following in "Men are from Chelsea, Women are from Park Slope"[^2] [^3]. -> Currently, there’s no comprehensive way to quantitatively measure gayborhoods, or even where LGBTQ Americans live. Most of the existing data sticks to a narrow view (i.e. traditional marriage, the male/female gender binary) of the queer spectrum and “rainbow-washes” any intersectionality of race, ethnicity, class, gender, and sexuality. This project aims to paint a slightly more complete picture, combining several metrics to create a gayborhood index, but even then it admittedly underweights and undercounts areas with non-binary and minority populations. Still, this is some of the most complete data that we have. +> Currently, there’s no comprehensive way to quantitatively measure gayborhoods, or even where LGBTQ Americans live. Most of the existing data sticks to a narrow view (i.e. traditional marriage, the male/female gender binary) of the queer spectrum and “rainbow-washes” any intersectionality of race, ethnicity, class, gender, and sexuality. This project aims to paint a slightly more complete picture, combining several metrics to create a gayborhood index, but even then it admittedly underrepresents and under-counts areas with non-binary and minority populations. Still, this is some of the most complete data that we have. This dataset fails to represent queerness outside the context of monogamous partnerships between cisgender people (or at least, those who have been statistically represented as such). For this reason, we seek to be very upfront that we are only exploring so-called "same-sex" partnerships. @@ -22,23 +31,23 @@ The individuals who worked on the article attempted to mitigate some of these is The above graph illustrates a topological graph of gaybouhoods in New York City shaded darker by two metrics of queerness: "TOTINDEX" being the composite index and the latter representing only the number of gay and lesbian residents. While the graphs are visually distinct, the distinction is relatively minor. Nonetheless, we proceed using the latter as a key symbolic decision. -To facilitate the discussion of queerness in space in the first two research questions, we introduce an additional index that discretely classifies neighbourhoods into 7 categories labeled `0` through `6`, with zero indicating a region has the fewest relative gay/lesbian residents and 6 indicating that the region has relatively the most gay/lesbian residents. The choice to divide the dataframe into seven categories was arbitrary, although inspired by Alfred Kinsey's research into the fluidity of human sexuality[^4]. Similarly to the Kinsey scale, the relationship will be linear. +To facilitate the discussion of queerness in space in the first two research questions, we introduce an additional index that discretely classifies neighbourhoods into 7 categories labelled `0` through `6`, with zero indicating a region has the fewest relative gay/lesbian residents and 6 indicating that the region has relatively the most gay/lesbian residents. The choice to divide the data frame into seven categories was arbitrary, although inspired by Alfred Kinsey's research into the fluidity of human sexuality[^4]. Similarly to the Kinsey scale, the relationship will be linear. -Besides the Kinsey index of a given observation, we are also interested in the kinsey index of observations adjacent to a given neighbourhood. This, we refer to as the observation's "neighbourhood kinsey index," or NKI, where our usage of the word "neighbourhood" is borrowed from graph theory, in referring to the set of all vertices connected by an edge to a given vertex. This measurement is calculated algorithmically by sampling a small set of observations geographically near each neighbourhood. A full implementation of this algorithm can be found [here](./analysis/code/project_functions1.py). +Besides the Kinsey index of a given observation, we are also interested in the Kinsey index of observations adjacent to a given neighbourhood. This, we refer to as the observation's "neighbourhood Kinsey index," or NKI, where our usage of the word "neighbourhood" is borrowed from graph theory, in referring to the set of all vertices connected by an edge to a given vertex. This measurement is calculated algorithmically by sampling a small set of observations geographically near each neighbourhood. A full implementation of this algorithm can be found [here](./analysis/code/project_functions1.py). ### Quantitatively representing queer concentration ![Two graphs, the first a bar graph and the second a scatter plot](analysis/images/graphs/13-neighbourhood-kinsey-comparison.png) -The first graph illustrates the mean neighbourhood kinsey index of all observations for each kinsey index, and as such, the height of each graph represents how queer adjacent neighbourhoods of a given neighbourhood will be on average. Notably, in general, the neighbourhoods adjacent to a given relatively queer neighbourhood are not on average more queer than the given neighbourhood. This is not particularly surprising when we consider the fact that queer people form a minority of the general population. However, on average, the more queer a given neighbourhood is, the more queer its adjacent neighbourhoods will be on average across the United States. This provides some evidence that queer communities tend to concentrate in space. +The first graph illustrates the mean neighbourhood Kinsey index of all observations for each Kinsey index, and as such, the height of each graph represents how queer adjacent neighbourhoods of a given neighbourhood will be on average. Notably, in general, the neighbourhoods adjacent to a given relatively queer neighbourhood are not on average more queer than the given neighbourhood. This is not particularly surprising when we consider the fact that queer people form a minority of the general population. However, on average, the more queer a given neighbourhood is, the more queer its adjacent neighbourhoods will be on average across the United States. This provides some evidence that queer communities tend to concentrate in space. -The second graph compares the mean neighbourhood kinsey index of each observation to its same-sex index, revealing that the same trend is present, although there is a substantial amount of variation. Similar to the first graph, we see that this trend becomes less representative for neighbourhoods with a higher kinsey index. This makes sense when we consider that observations forming the geographical peak will necessarily be surrounded by neighbourhoods of a lower kinsey index. +The second graph compares the mean neighbourhood Kinsey index of each observation to its same-sex index, revealing that the same trend is present, although there is a substantial amount of variation. Similar to the first graph, we see that this trend becomes less representative for neighbourhoods with a higher Kinsey index. This makes sense when we consider that observations forming the geographical peak will necessarily be surrounded by neighbourhoods of a lower Kinsey index. ### Topographically illustrating queer concentration -![15 topographical graphs illustrating queer concentration in 15 American cities](analysis/images/graphs/13-queer-concentration-nationally.png) +![15 topographical graphs illustrating queer concentration in 15 American cities](analysis/images/graphs/12-queer-concentration-nationally.png) -The previous 15 graphs topographically represent the concentration of queer communities in 15 cities across the United States. Regions shaded darker contain more queer residents per neighbourhood. In all 15 cities studied, we see a relatively sharp "peak" in gay residents in one area. Further, neighbourhoods tend to get less queer radially outwards of this peak. Another interesting observation is that with the exception of Chicago and Miami, all of the queerest communities in each city tend to be clustered around the geographical city centre. This is in line with conventional wisdom that the inner-city tends to be inhabited primarily by poor people and other marginalized groups, while the more privileged groups tend to live outside the city, commuting in for work. The exceptionality of Chicago and Miami could be due to unique city planning. +The previous 15 graphs topographically represent the concentration of queer communities in 15 cities across the United States. Regions shaded darker contain more queer residents per neighbourhood. In all 15 cities studied, we see a relatively sharp "peak" in gay residents in one area. Further, neighbourhoods tend to get less queer radially outwards of this peak. Another interesting observation is that with the exception of Chicago and Miami, all of the queerest communities in each city tend to be clustered around the geographical city centre. This is in line with conventional wisdom that the inner-city tends to be inhabited primarily by poor people and other marginalized groups, while the more privileged groups tend to live outside the city, commuting in for work. The exceptionally of Chicago and Miami could be due to unique city planning. Although the overarching trend remains, there are some inherent limitations to using topological graphs to illustrate this data. These limitations are explored further in our [complete analysis](analysis/analysis1.ipynb). @@ -56,17 +65,41 @@ Using the tools discussed in the previous section, it is immediately apparent th To take a closer look on the city-level, we can use the same approach as last time to visualize the two phenomena topographically: -![Overlaping topographical maps for queer and democrat density in 15 cities in the US](analysis/images/graphs/14-queer-vs-democrat-density.png) +![Overlapping topographical maps for queer and democrat density in 15 cities in the US](analysis/images/graphs/14-queer-vs-democrat-density.png) When we illustrate the density of queerness and democrat votership, we see that in seven of the cities, the peaks completely overlap. In the vast majority of the cities studied, the peaks mostly overlap. Only in the case of Miami do the peaks seem to not overlap. This exception is likely due to the fact that here, our usage of this type of graph is misleading, because most of the region covered by the gaybourhoods dataset is contained within a single county. Through both our numerical and spatial research, the results consistently show that neighbourhoods with a higher number of queer residents tend to vote more democrat. +## Do queer communities pay more in taxes? +![Scatter plot of queer communities by tax rate](analysis/images/graphs/queer-tax-rate.png) +![Scatter plot of communities by tax rate](analysis/images/graphs/typical-tax-rate.png) + +The previous two graphs depict the neighbourhoods in the Gaybourhoods data set coloured by how much their residents pay in taxes. It's visually clear from the first graph that queer neighbourhoods tend to pay more in their taxes. This phenomenon can be explored more quantitatively in the following diagram: + +![Pair plot comparing queer to overall tax rates](analysis/images/graphs/queer-tax-decomposition.png) + +As we can infer by taking the first derivative of the correlation line of this graph, queer communities pay significantly more taxes than other neighbourhoods. One explanation for this is that queer people may, through one mechanism or another, end up correlating strongly with demographics who pay more taxes. Do note that the analysis is severely limited by severe sampling bias as only hyper urban geographical stratum have been surveyed in the construction of this data set. + +From a previous analysis, we know that queer communities tend to concentrate in the geographical centre of all the cities surveyed. So, we can draw the related conclusion that people who live in the middle of large urban centres tend to pay more in taxes, which in turn provides some basis for why these queer communities tend to have a higher tax rate. + +## Is there a correlation between the number of gay bars in a given neighbourhood and pride parade activity? +Our leading hypothesis for this research question is that if a neighbourhood has more gay bars, then it will be more likely to be traversed by a pride parade at some point during the year. We can illustrate the relationship between these two variables like so: + +![Bar graph illustrating the relationship between gay bars and pride parades](analysis/images/graphs/bars-parades1.png) +![Bar graph illustrating the relationship between gay bars and pride parades](analysis/images/graphs/bars-parades2.png) + +Alternatively, we can approach the data from a more quantitative perspective and find that: + +![Bar graph illustrating the relationship between gay bars and pride parades](analysis/images/graphs/bars-parades-decomposition.png) + +The data seems to suggest that our hypothesis should be rejected. Against our expectations, it appears that more gay bars are located in regions pride parades don't pass through. One possible explanation is that pride parade organizers tend to focus their effort on bringing their parades into communities that have a lower presence of queer residents overall. It's also possible that this correlation is insufficiently representative due to the fact that it exists mostly in regions with more than 10 bars. A third and final explanation would be to cite the sampling bias again. Although this isn't as extreme as was the case with the previous research question, it is nonetheless substantial enough to merit consideration. + ## Conclusion -Over the last semester, we have analyzed data from numerous sources to find answers to four geographic questions about the queer community. Firstly, we wanted to understand whether or not queer communities tend to concentrate in space, and found that neighbourhoods with a higher density of gay and lesbian residents tend to be close to other neighbourhoods with a higher density, clustering in city centers, such that there's typically a geographical peak in queerness around the middle of each city. We used similar methods of analysis to study the political alignment of residents of queer neighbourhoods and found that across the country, neighbourhoods with more queer people tend to vote more democrat. Thirdly, we asked if there was a meaningful difference in the amount of money queer people pay in taxes versus non-queer people, and found that in general, suburban queer people tend to pay higher taxes. Finally [RQ4], and learned [RQ4 CONCLUSION]. +Over the last semester, we have analyzed data from numerous sources to find answers to four geographic questions about the queer community. Firstly, we wanted to understand whether or not queer communities tend to concentrate in space, and found that neighbourhoods with a higher density of gay and lesbian residents tend to be close to other neighbourhoods with a higher density, clustering in city centres, such that there's typically a geographical peak in queerness around the middle of each city. We used similar methods of analysis to study the political alignment of residents of queer neighbourhoods and found that across the country, neighbourhoods with more queer people tend to vote more democrat. Thirdly, we asked if there was a meaningful difference in the amount of money queer people pay in taxes versus non-queer people, and found that in general, suburban queer people tend to pay higher taxes. Finally we sought to determine if there is a correlation between the number of gay bars in a region and whether or not a pride parade passes through, and learned that a high number of gay bars in a given neighbourhood doesn't imply that that a pride parade is more likely to visit it. -In a world increasingly dominanted by data-driven decision-making, minority communities, being already underrepresented, are particularly at risk of being further marginalized. While there are numerious risks associated with collecting and publishing data on these groups, it is equally important to ensure queer people are present and included. Answering questions about social issues regarding the queer community is greatly complicated by the fact that we are systematically excluded from the discussion, and considerably more effort is necessary to eliminate the systematic bias disabling queer representation. +In a world increasingly dominated by data-driven decision-making, minority communities, being already underrepresented, are particularly at risk of being further marginalized. While there are numerous risks associated with collecting and publishing data on these groups, it is equally important to ensure queer people are present and included. Answering questions about social issues regarding the queer community is greatly complicated by the fact that we are systematically excluded from the discussion, and considerably more effort is necessary to eliminate the systematic bias disabling queer representation. ## Footnotes