From eae7b070703d719458e79b4bbb781d0b6161a7cc Mon Sep 17 00:00:00 2001 From: Bin Cao Date: Sun, 3 Dec 2023 19:27:03 +0800 Subject: [PATCH] upload --- .DS_Store | Bin 14340 -> 14340 bytes Example/.DS_Store | Bin 14340 -> 14340 bytes .../Expected Improvement/.DS_Store | Bin 6148 -> 6148 bytes Template/.DS_Store | Bin 6148 -> 6148 bytes .../.DS_Store" | Bin 6148 -> 6148 bytes ...\347\233\256\346\240\207-checkpoint.ipynb" | 234 ++- .../2023-12-03 19:05:58.png" | Bin 0 -> 764728 bytes .../2023-12-03 19:05:58.svg" | 1506 +++++++++++++++++ .../distribution.png" | Bin 0 -> 281734 bytes .../distribution.svg" | 1398 +++++++++++++++ ...345\244\232\347\233\256\346\240\207.ipynb" | 234 ++- 11 files changed, 3344 insertions(+), 28 deletions(-) create mode 100644 "Template/\344\270\255\346\226\207\347\244\272\344\276\213/\345\244\232\347\233\256\346\240\207\345\256\236\347\216\260/2023-12-03 19:05:58.png" create mode 100644 "Template/\344\270\255\346\226\207\347\244\272\344\276\213/\345\244\232\347\233\256\346\240\207\345\256\236\347\216\260/2023-12-03 19:05:58.svg" create mode 100644 "Template/\344\270\255\346\226\207\347\244\272\344\276\213/\345\244\232\347\233\256\346\240\207\345\256\236\347\216\260/distribution.png" create mode 100644 "Template/\344\270\255\346\226\207\347\244\272\344\276\213/\345\244\232\347\233\256\346\240\207\345\256\236\347\216\260/distribution.svg" diff --git a/.DS_Store b/.DS_Store index 27b81ef9b22ca08adeb6ac2f89e4042ff6e4e6be..9df233b1617d136c6a10be6348a927147b6783ce 100644 GIT binary patch delta 722 zcmZoEXepR*fQ9wPa_@~7&DbYC;N8s5v4?|k*JL@dLQSdaY9k91V;uz}6XRMPg=#}% z0}CAmb92kuT22m8Wqs?Q`0SkAy!@WY34-#By^|XRf0C)wO!y<2I-iJGXapFVSbS|e z>d3&rz{=pskjGHMP{fd*o1fy6l#`zX6y<=ZnCv2YlT2%FiQOktXPJZ|Ge_^w$+ILB z*mguo++=p2d_Y18!4#YPPlA_;Ghi~WWCD3sY}S%`$U5->&tz@|sW{t|OrVEZ81xv@ z88R74a`Ro_fdGnS9(QmsA;}{G37dRDhGB4Wer^HKOa`fPh0V!A4ToZP(pzR7Wd@{IkH>jZz2t=CBSBa&VtLnAXJd(BKt zbrj4EO>o$IPsD<4!Ng^MnoTClh|0j2cA_`QHt~|!eI&hx7DhmS>lzta5)%p&Bt#}R zNboYVsT53}Afdp)xaw2q1lOaEK#thta}r!^5P`|}B$S!h3MNk!7o992>5XKakpU#o zO-#YonOd0ZD43aST_GrVP^&aA=cLh diff --git a/Example/.DS_Store b/Example/.DS_Store index 5875b1ae3fcd7ec37844fa55c9a0d6ab2d36be7d..e24a98c745b066ff36d967e9d071823de253dd41 100644 GIT binary patch delta 142 zcmZoEXerpRRF!f2WCi6yHSy|dLjyw{1q+K>9ffL3BLf`;6HBAoT22m8Wqs?Q`0SkA oy!_6|28!~GT@xp0P4*Kq*?d547USfJ;-;IsG^BYcGRKn<04P{18vp diff --git a/Example/heterogeneous noise/Expected Improvement/.DS_Store b/Example/heterogeneous noise/Expected Improvement/.DS_Store index 1e2119ecc65e7f94b5e1958695c7a4ad291fb510..cd2008f18c9d13e49946683571ed3ef13fdbc91c 100644 GIT binary patch literal 6148 zcmeHK-AV#M6#k}!wt|qZf(Z5nvJAT4M4@gX@BvKMP)S|MALwrHdy=kti5|lT=oPxE z@5~J0YKC+XA?LuHZ+7N(2Zp*|qR87k_Ba+Y!&)2ejz>wwGXR zcimyeGIREG_U3)=t$b8lYXw-d#e!Xj>Qw<%Ko$5>K+cDdO)&D9ICJ*u~2NHo}wrd0|Nsi1A_nqgC0XNLoq{{XHI_d#6tDS1|lqzzq1%j tp3iEqS&T!FWn%+7^JaDqeh#4C&4L`?nJ4p$7&0x)P$Z84 delta 106 zcmZoMXffDum6dVNCT2jMsj*RQEhmSlvc7dt ze0EN5UVh)?0ycTZ{>c;Aq?oeSPF}+%!5Y8P+n8nYNj7OH>m{2E6EnkPcJ_ap**X65 F0|2?%AN>FT diff --git "a/Template/\344\270\255\346\226\207\347\244\272\344\276\213/.DS_Store" "b/Template/\344\270\255\346\226\207\347\244\272\344\276\213/.DS_Store" index 4adf87a20fb9a5705b05b2c2243a031322e65ac0..9de00d0ab6523d244822586913f8d61ed5a3c567 100644 GIT binary patch delta 71 zcmZoMXffFEl9h4SbIaOVP7YCJee0n3 b?3~=Z{GQ2gSmYUdH!ovLWZcZk@t+?62)-58 delta 21 dcmZoMXffFEl6A5_%fZbn*kTzsvvd6A2LND82s;1( diff --git "a/Template/\344\270\255\346\226\207\347\244\272\344\276\213/\345\244\232\347\233\256\346\240\207\345\256\236\347\216\260/.ipynb_checkpoints/\345\244\232\347\233\256\346\240\207-checkpoint.ipynb" "b/Template/\344\270\255\346\226\207\347\244\272\344\276\213/\345\244\232\347\233\256\346\240\207\345\256\236\347\216\260/.ipynb_checkpoints/\345\244\232\347\233\256\346\240\207-checkpoint.ipynb" index 5641288..1c4cb51 100644 --- "a/Template/\344\270\255\346\226\207\347\244\272\344\276\213/\345\244\232\347\233\256\346\240\207\345\256\236\347\216\260/.ipynb_checkpoints/\345\244\232\347\233\256\346\240\207-checkpoint.ipynb" +++ "b/Template/\344\270\255\346\226\207\347\244\272\344\276\213/\345\244\232\347\233\256\346\240\207\345\256\236\347\216\260/.ipynb_checkpoints/\345\244\232\347\233\256\346\240\207-checkpoint.ipynb" @@ -22,7 +22,7 @@ "Bgolearn, Bin CAO, HKUST(GZ)\n", "Intro : https://bgolearn.netlify.app/\n", "URL : https://github.com/Bin-Cao/Bgolearn\n", - "Executed on : 2023-08-17 16:32:51 | Have a great day.\n", + "Executed on : 2023-12-03 19:04:50 | Have a great day.\n", "\n", "██████╗ ██████╗ ██████╗ \n", "██╔══██╗██╔════╝ ██╔═══██╗\n", @@ -111,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 2, "id": "fdcd60b8", "metadata": {}, "outputs": [ @@ -147,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 3, "id": "6a21f3a4", "metadata": {}, "outputs": [ @@ -176,7 +176,7 @@ " 0.1112905 , 0.11148417, 0.11158011, 0.11162193, 0.11131467])" ] }, - "execution_count": 33, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -195,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 4, "id": "a0511b25", "metadata": {}, "outputs": [ @@ -231,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 5, "id": "6ab39d42", "metadata": {}, "outputs": [ @@ -260,7 +260,7 @@ " 0.05194126, 0.05207643, 0.05213108, 0.05215407, 0.05195178])" ] }, - "execution_count": 35, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -279,17 +279,17 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 6, "id": "45580f61", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 37, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, @@ -313,11 +313,217 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "0ecb0fdb", + "execution_count": 7, + "id": "9549b780", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " component time\n", + "0 7 237\n", + "1 12 493\n", + "2 53 236\n", + "3 14 529\n", + "4 5 294\n", + ".. ... ...\n", + "95 87 173\n", + "96 48 442\n", + "97 31 480\n", + "98 11 522\n", + "99 81 129\n", + "\n", + "[100 rows x 2 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dd" + ] + }, + { + "cell_type": "markdown", + "id": "d70c5032", + "metadata": {}, + "source": [ + "# plt by *BgoKit*" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "eaab391b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BgoKit, A tool package for Bgolearn\n", + "If you need any help, please contact me at github.com/Bin-Cao/Bgolearn\n", + "Executed on : 2023-12-03 19:05:46 | Have a great day.\n", + "================================================================================\n" + ] + } + ], + "source": [ + "from BgoKit import ToolKit\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "25675556", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The optimal condidate is : [[ 7 237]]\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[ 7, 237]])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Model = ToolKit.MultiOpt(dd,[score_1,score_2])\n", + "Model.BiSearch()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8d806ed5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git "a/Template/\344\270\255\346\226\207\347\244\272\344\276\213/\345\244\232\347\233\256\346\240\207\345\256\236\347\216\260/\345\244\232\347\233\256\346\240\207.ipynb" "b/Template/\344\270\255\346\226\207\347\244\272\344\276\213/\345\244\232\347\233\256\346\240\207\345\256\236\347\216\260/\345\244\232\347\233\256\346\240\207.ipynb" index 5641288..1c4cb51 100644 --- "a/Template/\344\270\255\346\226\207\347\244\272\344\276\213/\345\244\232\347\233\256\346\240\207\345\256\236\347\216\260/\345\244\232\347\233\256\346\240\207.ipynb" +++ "b/Template/\344\270\255\346\226\207\347\244\272\344\276\213/\345\244\232\347\233\256\346\240\207\345\256\236\347\216\260/\345\244\232\347\233\256\346\240\207.ipynb" @@ -22,7 +22,7 @@ "Bgolearn, Bin CAO, HKUST(GZ)\n", "Intro : https://bgolearn.netlify.app/\n", "URL : https://github.com/Bin-Cao/Bgolearn\n", - "Executed on : 2023-08-17 16:32:51 | Have a great day.\n", + "Executed on : 2023-12-03 19:04:50 | Have a great day.\n", "\n", "██████╗ ██████╗ ██████╗ \n", "██╔══██╗██╔════╝ ██╔═══██╗\n", @@ -111,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 2, "id": "fdcd60b8", "metadata": {}, "outputs": [ @@ -147,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 3, "id": "6a21f3a4", "metadata": {}, "outputs": [ @@ -176,7 +176,7 @@ " 0.1112905 , 0.11148417, 0.11158011, 0.11162193, 0.11131467])" ] }, - "execution_count": 33, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -195,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 4, "id": "a0511b25", "metadata": {}, "outputs": [ @@ -231,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 5, "id": "6ab39d42", "metadata": {}, "outputs": [ @@ -260,7 +260,7 @@ " 0.05194126, 0.05207643, 0.05213108, 0.05215407, 0.05195178])" ] }, - "execution_count": 35, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -279,17 +279,17 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 6, "id": "45580f61", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 37, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, @@ -313,11 +313,217 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "0ecb0fdb", + "execution_count": 7, + "id": "9549b780", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/html": [ + "

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componenttime
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" + ], + "text/plain": [ + " component time\n", + "0 7 237\n", + "1 12 493\n", + "2 53 236\n", + "3 14 529\n", + "4 5 294\n", + ".. ... ...\n", + "95 87 173\n", + "96 48 442\n", + "97 31 480\n", + "98 11 522\n", + "99 81 129\n", + "\n", + "[100 rows x 2 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dd" + ] + }, + { + "cell_type": "markdown", + "id": "d70c5032", + "metadata": {}, + "source": [ + "# plt by *BgoKit*" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "eaab391b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BgoKit, A tool package for Bgolearn\n", + "If you need any help, please contact me at github.com/Bin-Cao/Bgolearn\n", + "Executed on : 2023-12-03 19:05:46 | Have a great day.\n", + "================================================================================\n" + ] + } + ], + "source": [ + "from BgoKit import ToolKit\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "25675556", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0]\n" + ] + }, + { + "data": { + "image/png": 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O1+V/maszc+ZM/vnPfzq/t9lsldJLREREGqu4uDgSEhJYumw5kbYtzuNldbATGqQOdkVjxoyhVatWHDp0yFm72RPeeecdpk2bxj333EN+fj4dO3Zk7NixAMyePRvTNPnoo4/4+OOPOe2001iyZAmvvPJKpQDbarXy2WefMWPGDObNm0deXh49evRg3rx5JCcnH3OAPWjQIDZs2MCnn37Knj17sFqtdOrUiSeffNKZfw1wxx13YJomr7/+OlOnTiUiIoLLLruMKVOmHNe01sDAQL7++mumTZvG3XffjWmajBw5kkcffZTQ0FCKioqqncQMCQnhpMhIrr3uOmLj4li6cCH/W7CAvIIC2oWHc0qXLkyfMQM70DEykilTpjB37lzmzZvH/v37CQkJoXv37nzwwQeMGzfuuL2/Ixmmu1nojUzFjWYmTZpU7a5KdXX33Xfz2GOPAWXVQU4//fQa2z755JPccccdQFk+04gRI1zqw2azERoaSnZ2trPUn4iIiDsKCwvZtWsXnTp18liQWZHD4SAtLY2cnByCg4OJiopq0JlraZwGDRpEamoqqampzmMFBQVk22w47HbnMYvVSmhISJUJSofDwYYNG/A1TXpUc/9fgSLDoG/fvm79/XPl58XVeE0z2C6ouLDxzz//rDXATk9Pd77WjLSIiDRnFovFuV24iKsKCgrIzMyk2LSSb/phx4IVBwFmCY7DZQItFgt2ux2r1Yq3tzcG0IqyrP8DlC1uPAFoffj4X6bJvn37jrojZH1RgO2Cir8y2bJlSy0t/z7v5eXFySeffFzHJSIiItKUmKZJts1GsWnFZv69bq0UCzbTlzAKq9TiLi4uxmGahAA7gUwAq5VUu51soD3wF2WToIZh0L59+3p7PzXR73Fc0K9fP2de0KpVq2psV1xc7Fwt3K9fv+O+YEBERESkKSkuLsZht5NvVo2RfLDjZTgoNq1kOfw46Aggy+FHTl4BBmXBdRZAQAD06QOdO5NpsbDDMMq2PPLx4a89expkF9EjKcB2QXBwMEOHDgUgKSmpUl3sihYtWuQst3fxxRfX2/hEREREGquVK1c686/th3Ou7dWEoIFGsXNmuxQLJlBqWiguLMAETC+vssKQUVFgGNCqFZxyCiUBAWXHS0uxl5Ye006YnqYAG5g7dy6GYWAYRrWlYgBmzJgBlNWKvOWWW5x/QcodOHCAu+66CyirO3nttdce1zGLiIiINHamaVJUVER+fj5FRUXO2tRWKs8ye2PHaphVZrZNRykmJt5BYQSW70VScRGkry/ExkKFjYQqVnRrKE0+B3vNmjVs377d+f2BAwecr7dv316lisjkyZOPqZ8hQ4Zw+eWXs2DBAj755BOGDRvG7bffzgknnMCmTZt45JFHSEtLA+Cxxx4jPDz8mPoRERERaQ6qrRRisWJYLASYJZVysC1GWVG7I2e2DasXPu27YADWkszyG0PFjf8MA048EUJCYOvWSnuSNJQmH2C/9tprzJs3r9pza9euZe3atZWOHWuADfDGG29gs9lYunQpK1asYMWKFZXOWywW/vWvf3H99dcfcx8iIiIiTV1tlUJ8DAc+BoRQRL7pjR0L5RvRW3FQWk2ChRVH2Xo4w4A9e6Br17LX5UwTMjLAMAgNDa2fN1kLpYjUgb+/P5999hnvvPMOw4YNo127dvj4+BAZGckVV1zBmjVrakwxEREREWnOKqaDZGVnV82nPlwppNgsm8X2s0KYpZDWlnyCjLKN/AKMkmrvHWCUUFJaWhZIZ2fD9u2Qmwt2e9l/t28vO26aZGdn1+O7rl6z22imqdJGMyIi4mnHe6MZkXLVpYNkOfyqnY32wlEWWLduDeCsd+1wOCrMenv/PettlOBj2HE4HGRkZECnTrB7N1TcXdvXF044AXbt4sQTT6RDhZxsV2mjGRERERFpFI5MB7EaDoKN4morhcDfedZ2u52AgIAq57NtNnzshc7vy3Z4DKegoKDsgK8v9OxZNnNdXAw+PmU52Xl5h08rB1tEREREmqjqNo4xTBOM2vOpAWdFkYr8/f3x8/OjuLjYObPt4+ODYRj4+vpi9fLCXp6DHRxccSCwZw9WLy/CwsKOy3utC+Vgi4iIiMgxqW7jmBKs2E2j1nxqy+HAuTrlwXRAQAC+vr4YhxczWiwWTujQodYc7BM6dMBiafjwtuFHICIiIiJuy8/P57bbbiMqKgqr1Up0dPRx7a98USNweBnj3/JMH3wMOyFGEV44MCjLvQ4xivAx7ISGhDgD57po3749kZGRWPPyYMsW2LABtmzBmpdHZGRko9gmHZQiIiIiIs3EypUrGTx4cKVjgYGBxMTEcPXVV3PrrbdWm5ZQX/73v/8RFhbmVsng2jz22GM8++yzzJgxg169ehFcMYXCw45c1BhiKcJuGuSZPhRjZeNvm/lm+RKuTLiUjlEnOa8rz6f2r7hZTB21b9+etm3bkpWVRVFREb6+voSFhTWKmetyCrBFRESkWZkwYQKjRo3CNE3++usv5s6dy+23385vv/3GK6+80mDj+t///kd0dPRxC7C//PJLevbsyRNPPHFc7l+uxhrXRgkhliJsDl+2/raJ52c/wTlnnkF0dBShISGV8qndZbFYaNWqlQfezfHReEJ9EREREQ849dRTmThxIldddRV33XUXP/zwAyeccAKvvfYae/fu9UgfOTk5HrmPJ2VkZLgcdB7r+I9c1FhdjetAoxjL4YWMXoaDsNDQKvnUzZ0CbBERETkmdrudlStX8t5777Fy5UrsFWogNyYhISGceeaZmKbJzp07cTgcPPLII5x33nlERETg4+NDVFQUN910EwcPHqx0bWpqKoZhMGvWLBYuXMhpp52Gv78///d//+dsk5SUxPDhwwkLC8PPz49evXrx0ksvVbqPYRj88ccfrFq1CsMwnF+pqanONosXL+bss88mMDCQoKAgzj77bD7++OOjvr+5c+diGAa7du2qdP/yze+io6MZNGgQGzZsYMSIEYSGhtKrVy/n9d988w3Dhg0jNDQUf39/Tj31VF5//fUq/QwaNIjo6Gj+2r2bm2++mXN6RDPg5BO48cpxpO7cDkC+6c3/nn6S+6aXfT7jx48nICAAwzCO28x9Y6QUEREREamzRYsWMXX6dP6sECCeFB3NnKee4pJLLmm4gVXDNE22by8LANu0aUNxcTFPPPEE48aN48ILLyQwMJCffvqJ119/nTVr1rB+/foqFS4WL17MM888w0033cSNN97o3GTklVde4cYbb+SMM87g3nvvJTAwkC+//JKbbrqJHTt2ONM13nrrLaZNm0abNm249957nfdt27YtAC+88AK33HILsbGx3H///UBZ4HzRRRfx8ssvc/3119f4/s4777xq718xiE5LS2PIkCGMHz+ecePGkZubC8CSJUu4+OKLiYiIYPr06QQHB7NgwQKuvfZadu7cySOPPFKpr/z8fMaNG8cpfftx253/Ynf6H7zzxsvcfs2VfJj0LYbVyvnnn8+hQ4eYO3cu99xzD3FxcQB06dKljn9yTZgpjUJ2drYJmNnZ2Q09FBERaSYKCgrMzZs3mwUFBR6974cffmgahmEydqzJd9+Z5OSYfPedaYwdaxqGYX744Yce7c9VK1asMAHzwQcfNPfv32/u27fPTE5ONq+99loTMM844wzTNE3T4XCY+fn5Va5/7bXXTMBcuHCh89iuXbtMwPTy8jI3b95cqf1ff/1l+vr6mhMmTKhyr9tuu820WCzmjh07nMc6duxoDhw4sErbQ4cOmYGBgWaXLl0qxQHZ2dlm586dzaCgIDMzM/Oo77+m+3fs2NEEzFdffbXS8dLSUjMqKsoMDQ01d+/e7TxeVFRknnXWWabFYjF///135/GBAweagHnvvfeav6UfNJPTM83k9Exz2r0PmoD5wlsfmL+lHzR3795tvvLKKyZgrlix4qjjbixc+XlxNV5TioiIiIi4zG63M3X6dMwxY2DxYjjjjLJd9M44A3PxYhgzhttnzGjQdJEHHniAtm3b0q5dO3r37s0bb7zBBRdcwOLFi4GydI3yKhZ2u52srCwOHDjAkCFDAPjhhx+q3HP06NHOmdhyH3zwAUVFRVxzzTUcOHCg0tfYsWNxOBwkJSUddbxffvkleXl53HbbbZW23w4JCeG2224jNzfXpfvUplWrVkyZMqXSsfXr15OWlsY//vEPTjjhBOdxb29vpk2bhsPh4MMPP8Q0/y7BZ7FYuPa66yrVuO5/1nkApKXucNa49vJq2UkSLfvdi4iISJ2sXr26LC3kvffgyLJoFgvmzJmkn3UWq1evZtCgQQ0xRK6//nrGjx+PYRgEBgbSrVu3Kov/EhMTeeqpp9iwYQMlJZU3RMnMzKxyz27dulU5lpKSAkB8fHyNY3FlUeWuXbsAOOWUU6qcKz+2c+fOo96nNl26dKlSorC6fsvL73Xo0AEoe4979+0j9HDgf8IJJ9C+XTsyMzMJoYh805uw8LLPtjBz/+Ea1+EtZjFjTRRgi4iIiMv27NlT9qJHj+obHD7ubNcATj755FqD3kWLFnHZZZfRv39/5syZQ2RkJH5+ftjtdkaOHInD4ahyTUBAQJVj5TO78+fPdwakR+rcufMxvgvPqm78FZmmSW5uLjk5OWUVQhxl254XmVYKS8GRmYnD4cBqtTpn/7NtNnzsheRYCgCwGibh4e7VuG4uFGCLiIiIy5yB5K+/lqWHHOnXXyu3a4Teeust/Pz8WLFiRaXAc8uWLXW6z8knnwyULZysLaAvV9OsbnkQ/ttvvzF06NBK5zZv3lypjSeV3zM5OZm9e/didzgoOVx+b9u23wE4MaoTNtOXEIooLS11Xuvv74+fnx/FxcVkZ2cDZZv6lAfXLX0GWznYIiIi4rJzzz2Xk6KjMf7zHzhyptfhwHj0USI7deLcc89tmAG6wGq1YhhGpZlq0zR5+OGH63SfhIQEfH19eeCBBygoKKhyPjs727mVOEBQUBCHDh2q0m7YsGEEBgby7LPPVqpPnZOTw7PPPktQUBDDhg2r09hcceqppxIZGcn8+fPZk5GBQVmZvZKSEua+9CyGYTBoxCg4fByolI9tGAa+vr7VBtVBQUEA1b7flkAz2CIiIuIyq9XKnKee4tJLL8W46CLMmTPL0kJ+/RXj0Ufh00/53wcfNOiW5Edz6aWX8uGHHzJkyBCuvvpqSkpKWLx4Mfn5+XW6z0knncSLL77ItddeS1xcHFdddRUdO3Zk//79bNq0icWLF7N582aio6MBOOOMM3j99df517/+RVxcHBaLhbFjxxIWFsbjjz/OLbfcwoABA5z1oufOncv27dt5+eWXCQ0N9fCnULZg8d8PP8w1//gHo0eN5sorr8AIbMXyJR+x8eefuPbWf9KxU1lpPXsd52T79euHxWLhkUceITMzk8DAQDp16sSAAQM8/j4aIwXYIiIiUieXXHIJH3zwQVkd7LPOch4/qVMn/vfBB42uDvaRLr/8cnJycpg9ezYzZswgPDycsWPH8t///pfWrVvX6V5TpkyhW7duPPnkk7z88stkZWXRpk0bYmJi+Pe//01ERISz7SOPPMKhQ4d4/vnnycrKwjRNdu3aRWBgIDfffDMdOnTgiSee4MEHHwSgd+/efPTRR1x00UWefPtOxcXFxMfH8/aC93nmmTm89NJLFJeU0KlrNx544hkuufwqZ1srVfPSaxMVFcUbb7zBY489xk033URJSQmTJk1qMQG2YVac65cGY7PZCA0NJTs7u1KJHhERkWNVWFjIrl276NSpE35+fh6/v91uZ/Xq1ezZs4cOHTpw7rnnNuqZa6ns0KFDFBYWkuXwoxQL4UYB9sNbnh8pxCjCzwvat2vXbPOrXfl5cTVe0wy2iIiIHBOr1dpgpfjk2JimSXFxMXa7ncLD+eHl6R95pg8hliJn+T07Fqw4CDBK6r38XsVxWq1WfHx8mlRgrwBbREREpAUor3HtOGITICsOSrFQTFl5vkCjmDBLofO8xWIhNLT+yu9VN06L1UpoSEiTKQGoAFtERESkmSsoKCAzM5Ni00q+6YfVcBBsFGM3DQKMEmdaSDFWik1/vE07gUYJXhaT9u3b19vs8ZHjdM6imyU4Dm8A1BSCbJXpExEREWnGTNMk22Yr20DG9KUUCw6zLGAuxAsfw06IUYQXDgzACwf+RilehoPgoKB6TQs5cpwmUHo4L7zYtJJts9EUlg9qBltERESkGSsuLsZht5Nv/r1wrwQrdtPAG0e1aSEmYFgsznrWDTXOivJNb3zshRQXF+PrW3UhZmOiAFtERESkGbMfzmU+spZ1+aJGgBzTF4tp4mU48MaOt+EgLDS0XhcW1jRO5/nDx+1H5JA3RgqwRURERJqx8tKJ5YsZy5Uvagw6clGj1UpoSP0tajzaOJ3nD9fibgqlIBVgi4iIiDRjPj4+WKxWAsySKjWui7FSigVfi0loSEiDlsSrbZwAAUYJlsPja+y0yFFERESkGTMMg9CQkGoXM4YYRfgYdsJCQwkICMDX17fB6k27Ms7QkJAmUQ9bM9giIiIizUBtm7OUp3tk22z42Bs+HaQmTWWcR6MAW0RERKSJKygoIDvbhsNRYXMWi5XQ0L83Z/H398fPz6/R75DYVMZZGwXYIiIiIk1Y+eYsJlAxBLU77GQesTmLYRiNvsQdNJ1x1kQ52CIiInLMsrOzuemmm8jOzm7ooTRqs2bNwjAMUlNTaz1WG8MwmDx5cqVjpmmSdfizLzGtZDn8OOgIIMvhR4lZVm0jKzu7SWzO0pwowBYREZFjtnDhQl566SUSExMbeigtUnFxMQ6Ho9bdDx0OB8XFxcyaNYvFixc39JBbBAXYIiIicsw+fP/9Sv8V1913330UFBTQsWPHY75HUVERBmW7HFYn3/TGONzuwQcfVIBdTxRgi4iIyDHJzMzk6xUr6A189fXXznxfcY2Xlxd+fn7HvHjPNE3nroZl89ZV1bQrohxf+tRFRETkmHzyySfY7XZeB0rtdpYsWdLQQ6K4uJjHH3+cPn36EBAQQGhoKKeffjrPPfecs81ff/3F9OnT6dOnD+Hh4fj5+dG9e3cee+yxKttwz507F8Mw+Prrr3nyySfp0qULvr6+dOvWjXnz5lXp3+Fw8Oijj9KpUyf8/Pzo0aMH77zzTrVjrSkH+7fffmPkyJEEBgbSqlUrrrzySvbt21epTUFBAXv37ePFF19kwoQJDO7Xg9M7t2PoaTHMvO16dqenAWW7H6anpxMaGgrAvHnzMAzD+VVRUlISw4cPJywsDD8/P3r16sVLL71UZdzffvst559/PhEREfj5+XHiiScyatQovv/++xr+VFoeVRERERGRY/JBYiJnWa2cZrdzltXKB4mJXH311Q02nuLiYkaMGMHKlSsZPnw4EydOxM/Pj02bNrFo0SJuvfVWADZu3MiiRYu4+OKL6dKlCyUlJSxbtoy7776bnTt38vLLL1e59z333ENBQQE33HADvr6+vPjii0yePJmuXbty9tlnO9v985//ZM6cOZx33nlMmzaNffv2ccstt9C5c2eX3sOuXbs499xzKSoq4tZbbyUyMpIlS5YwcuRIZ5vyqiHFppUXX36Fnn1PZ8KUQbQNC2HH7ym8++57/LR2NR8krSWqVSC+bdsyf/58rr76as4991yuv/76Kv2+8sor3HjjjZxxxhnce++9BAYG8uWXX3LTTTexY8cOnnjiCQC2bt3KsGHDiIiIYOrUqbRv3569e/eyZs0akpOTOeOMM+ryR9Z8mdIoZGdnm4CZnZ3d0EMREZFmoqCgwNy8ebNZUFBwzPfYtWuX2e/UU80e3bpV+fKyWs2nwTTBfApML6u12nb9Tj3V3LVrl+feWA0ee+wxEzBnzpxZ5Zzdbne+zs/PNx0OR5U2EydONC0Wi/nXX385j7355psmYPbp08csKipyHv/zzz9NHx8f8/LLL3ce27Jli2kYhjlkyBCztLTUeXz9+vWmYRgmUOlzeOCBB6ocmzBhggmYX3/9tfOYw+EwL7roIhMwJ02aZO7JyDB3/ZlhJqdnmt9t/dNMTs90fu36M8N8d8FCEzDvuuc+c/fu3WZWVpZZWFjovP5If/31l+nr62tOmDChyrnbbrvNtFgs5o4dO0zTNM05c+aYgPnDDz9UadvUufLz4mq8phQRERERqVGrVq2wWCz8+vvv/PX77wz6/XeGHP663W5n8uF2U4Db7XbnuUGH2//6++9YrVZatWp13Mf6zjvvEB4ezv3331/lnMXyd8jj7+/vTI8oLi7m0KFDHDhwgBEjRuBwOFi3bl2V62+++WZ8fHyc35944ol069aNbdu2OY99/PHHmKbJP//5T6xWq/P4qaeeyrBhw446fofDwZIlSzj99NMZPHiw87hhGNx5550A2O12HHa7c1FjQECg89ocWza7D9roeUp3QkJC2PTLzwDk5eVx8OBB5/VH+uCDDygqKuKaa67hwIEDlb7Gjh2Lw+EgKSkJwJlq8vHHH1NYWFjlXlJGKSIiIiJSo5CQEFZ/+y2zZs3i0UcfJcUwmO9wcMIR7cKBJw6//gu4ymIh0zS5Z+ZMZs2ahbd39VUuPGnbtm306dMHPz+/WtuVlpby3//+l/nz57N9+/YqNaKrW6xZXYpH69at+eOPP5zf79y5E4DY2Ngqbbt3784XX3xR67j27dtHbm6u83qzwtbnXbp0cR6Dvxcv/rD2G1753+Ns2rCeoqLKAW9mVjZZDj/sWLDiAMqqiRQUFFTacjwlJQWA+Pj4Gse2d+9eAC6//HLefvtt/vOf/zB79mzOOOMMRowYweWXX+5WNZTmRgG2iIiI1Mrb25tHHnmEIUOGcNWECfQ+dIi5djujq2n7KTDZasWnVSuSFixgyJAh9T3co/rnP//Js88+y2WXXca9995Lu3bt8Pb25ueff+auu+7C4XBUuabijHRFRwbnnlJQUEC2zYbj8IyzzWar1J8VB7/88gs3XXkJkdGdmTrzAU6MjCLAz5cgSwk333wzJY6yetjw938dGGTbbJWql5Tfc/78+XTo0KHa8ZQ/YPj6+vLll1/y448/snz5cr755hvuv/9+Zs2axbvvvsvFF19c7fUVHxaa4tbndaUAW0RERFwydOhQkn/7jYRLL+WCb77BBgRWOJ8HXAicd/bZvP/hh7Rp06Zex9etWze2bNlCUVFRrdtsv/XWW5x33nksWLCg0vHt27e71X95ELplyxbnjHO5zZs3H/X6tm3bEhQUxObNm52LGPPNshnoTVs3AVBSUoJhsRBglvD54g+w2+08P/99Tooqmz0OMYooKcipcWfNUtOCw26nuLjY+RmdfPLJALRp06bWWeyK+vfvT//+/QFIT0+nb9++3HfffdUG2Ec+LABYrFZCQ0IqzaQ3J8rBFhEREZe1bduWDiecQA8vr0rBNZQF26d4eXHCiSfWe3ANcOWVV5KZmcnDDz9c5VzFmWar1Vpl5jkvL4/Zs2e71f8FF1yAYRg8/fTTlXKdf/75Z2cOc22sVitjxozh559/ZtWa75w7MzpMk9defBYom4EG8DHs+HmVvQfDNPHCQYhRhI9h59lnnql2Fj4gMIisrCygci52QkICvr6+PPDAAxQUFFS5Ljs7m6KiIgAOHDhQ5fxJJ51E27ZtOXToUJVz5RVPCkuptI17YWlZKk51/TUHmsEWERERlxUVFfHpJ58wo7QUE3gD+I/Fwr0OB1OAcaWlPP3JJ0edRT4epk6dypIlS3j44Yf56aefGD58OH5+fvz2229s3brVGeReeumlvPzyy1x22WXEx8ezd+9e3njjDVq3bu1W/7Gxsdxyyy0899xzDBkyhHHjxrFv3z6ee+45evfuzYYNG456j3/9618sXbqUayZfzeVTrqN9hxNY9eVyMg+VBbalpgXT4SA4OJixo0fxxquv8H+TLuXKK6/E19eXtWvXsmnTJsJbVX0vvU49nR/WrOL5558nJiYGHx8fLr/8ck466SRefPFFrr32WuLi4rjqqqvo2LEj+/fvZ9OmTSxevJjNmzcTHR3Nww8/zBdffMGYMWPo1KkTpmmyZMkStmzZ4lyIWc40TbJtNuc27uXKt3EPoahKukpzoQBbREREXPbll1+Sk59PPHC5YZBomvQ79VSuWbeOLwyD/zNNZuXlkZSUxOjR1WVpHz8+Pj588cUXPPXUU7z77rvcc889+Pn5cfLJJzNlyhRnu6effprg4GASExP5+OOPiYyM5Prrr6dfv34up0jUZM6cOURERPDKK69wxx13cPLJJ/P888+zbds2lwLs6OhoFi1axL8efIT33nwVHx8fzhkczyNzXmJI326Yh2ewrVYrY8eMYcGCBfznP//hySefxN/fn/j4eBZ99BEXXXRRlXvf88iTPH7fdJ555hlyc3OBskWLAFOmTKFbt248+eSTvPzyy2RlZdGmTRtiYmL497//TUREBAAXXXQRe/bsITExkb179+Lv78/JJ5/Mq6++yjXXXFOpv+Li4sMVT6pfdJpveuNjL6yUrtJcGObxys6XOrHZbISGhpKdnU1ISEhDD0dERJqBwsJCdu3a5dxV0BOmTJnCgnnzaG+1kuXnx6tvvMH48eNJTEzk+muuIaywkL12OxMmTeKNN9/0SJ8tSVFREQcPHiTL4edcmFiRFw7CLIW0bt26xqC04kY0+aa3s4pIgFGCj2EnPDy8XnKf8/PzycrK4qAjoNqN3A2gtSWfsLAwAgICjvt4jsaVnxdX4zXlYIuIiIhLSkpK+HjRIgpNkxNPO43kX39l/PjxQFke7y+bNnHCqadSaJp8vGgRJSUlDTzipsfHxweL1UqAUf1nF2CUYDlchaMm/v7+ZVvAe1EWjFvyCbMU4udFvQXX8HfllfISgVXOHz5eU4WWpkwBtoiIiLhk//79FJWWct9997FqzZoqdY+jo6P5Zu1a7rvvPgpLS9m/f38DjbTpMgyD0JAQfAw7IUYRXoeXNVZcxBgaEnLUnGV/f3/at2tH69atCQsLo3Xr1rRv165eq3b4+Phgsbj3sNBUKUWkkVCKiIiIeNrxSBEpr2PsqXYtSV1qQTeH0nYFBQVkZWdjOhwNnq7iCk+miGiRo4iIiLjM1aBZwXVldQ2Y/f398fPza3Kbs5Q/RBQWFpKXl0exaaUEb/woJczy906ThsVCWGjjCa49TQG2iIiIyHFUedHh31uXB5glOA5vy15doGkYRpOqrlHdQ4QVB4WmF5n4423asRgmfpTii+Gx36o0RsrBFhERETlOjqwFXYoFk79rQRebVrJttuO25Xp9qWlDGTsWQixF+GCnBCtFphd5pg8OR9luks2VAmwRERGR4+TvWtDe1Z7PN72dW5c3Va48RAQaf78/++Hws+Juks2NAmwREZFmrqnPjjZl5UGkvYaQqzkEm648RFgNE2/K3mNjLc/nyZ8TBdgiIiLNlLd3WcCTn5/fwCNpuZpbLWjTNCkqKiI/P5+ioiJM03T5IcJilAWwjbU8X15eHoZhOH9u3KFFjiIiIs2U1WolLCyMffv2ARAQENDoq1A0N6ZpYnc48LXnU2JWDSh9jWLsgMPhoLCwsOoNGpHCwkJycnMxHX8/LBgWCwH+/pSWlmI4CnFUE2RbcFBqKcVhGgRSiMVw4BcYQlFRUX0Ov1qmaVJaWorNZsNmsxEWFuaRhx0F2CIiIs1YREQEgDPIlvpXUlJCXl4ediwUm1YcGFgw8THs5OMgMDCQ3Jychh5mrWp7D1YcGIZBqWlQUE2aiL9RQs7hmXqLxYK/vz95eXn1/RZqZbVa6dChA6GhoR65nwJsERGRZswwDDp06EC7du20dXkD2rFjB9+sXkNe7t+BdGBQMOedew5dunRpwJEdncPhYN78t9hhM/iuJBKo+FsQkzO90+kYUEJRYQEZjhC22Ntgc/gRYikk1nqACIuN3r1707lzZzp06IDF0rgylL28vLBarR797Y4CbBERkRbAarU2mTzf5uiUU04hLi6OtLQ0cnJyCA4OJioqqtEFm9VJTU1l394MVhXGst+smku+yhLKmIItDBo0iHU/byC4YJPzXFBIKKNGjiYuLq4+h9zgFGCLiIiI1AOLxUJ0dHRDD6POcg6nr2Sa1e+6mOkoO96qVSumTb2tST5EeJoCbBERERGpUXBwMADhRgH7zaAq58MtBc52TfUhwtNa3iOFiIiIiLgsKiqKoJBQentnAEfWijbp7ZVBUEgoUVFRDTG8RkkBtoiIiIjUyGKxMGrkCCKtWcT77KCtJRcv7LS15BLvs4NIaxajRo5okakgNVGKiIiIiIjUKi4ujoSEBJYuW06kbYvzeNkixoQWt4jxaBRgi4iIiMhRxcXFERMTo0WMLlCALSIiIiIu0SJG1+iRQ0RERETEgzSDLSIiIlINh8OhdAg5JgqwRURERI6QkpLC0mXLybVlO4+VLegboQV9clQKsEVEREQqSElJITExkXR7GMklsWSa/oQbBfS2Z5CbmEhCgqpmSO30ew4RERGRwxwOB0uXLSfdHkZScRf2m0GUYmW/GURScRfS7WEsXbYch8PR0EOVRkwBtoiIiMhhaWlp5NqySS6JAIwjzhokl0aQa8smLS2tIYYnTYQCbBEREZHDcnJyAMg0/as9n+nwr9ROpDoKsEVEREQOCw4OBiDcKKj2fLiloFI7keoowBYRERE5LCoqiqCQUHp7ZwDmEWdNentlEBQSSlRUVEMMT5oIBdgiIiIih1ksFkaNHEGkNYt4nx20teTihZ22llzifXYQac1i1MgRqocttVKZPhEREZEK4uLiSEhIYOmy5UTatjiPl9XBVok+OToF2CIiIiJHiIuLIyYmpkXt5KidKz1HAbaIiIhINSwWC9HR0Q09jHqhnSs9SwG2iIiISAumnSs9T/P+IiIiIi2Udq48PhRgi4iIiLRQ2rny+FCKiIiIiEgLUN0iRu1ceXwowBYRERFp5mpaxHj6qX2Bsp0r95tBVa7TzpXHRgG2iIiISDNW6yLGlSvx8w+gtz2DpOIuVE4T0c6Vx0o52CIiIiLNlCuLGAHtXOlhHp/B3rlzJ9999x179+4lNzeXwMBATjrpJPr27Uu3bt083Z2IiIiI1ODvRYyx1LSIMbJgC4MGDWLdzxu0c6WHeCzAXrJkCQ888ADJyck1tomJieHhhx/mkksu8VS3IiIiIlIDVxcxtmrVimlTb9NOjh7ikU9t2rRpXHTRRSQnJ2OaZo1fW7ZsYfz48dxyyy2e6FZEREREalG+ODHcKKj2fMVFjOU7V/bs2ZPo6GgF125wewb74YcfZs6cOc7v4+LiiI+Pp0uXLgQGBpKTk8O2bdtISkpi27ZtmKbJSy+9RKdOnZgxY4a73YuIiIhIDaKioggKCdUixnpmmKZpHuvFO3fuJC4ujtLSUkJDQ3n11VcZN25cje3ff/99brjhBrKysvD29mbbtm36Az3MZrMRGhpKdnY2ISEhDT0cERERaSYqVREpjSDT4U+4pYDeXhlEWrO0FXoduBqvuTX3/+KLL1JSUoLFYmHJkiW1BtcA48ePZ8mSJVgsFkpLS5k7d6473Vfxxx9/MH36dGJjYwkMDKRVq1b069ePJ554gvz8fI/0kZqayl133cVpp51GWFgY3t7etGrVirPOOouHHnqIffv2eaQfEREREU+Ii4srC6LDTcb4buEq/w2M8d1CXLip4Po4cWsGu2/fvmzcuJGEhATee+89l6+bMGECCxcupF+/fvzwww/H2n0lS5YsYeLEidhstmrPd+vWjc8++4yuXbsecx9vvfUWN9xwAwUF1ecxQdkigQULFjBs2LA63Vsz2CIiInI8VbeTo/Ks66ZeZrD/+OMPgDoHk8OHD690vbs2bNjAZZddhs1mIygoiEceeYRvv/2Wr776iuuuuw6A33//ndGjRx/zVp9r165l8uTJFBQUYLFYmDJlCosXL+bHH3/kgw8+YOzYsQAcOnSICy+8kJ07d3rkvYmIiIh4ghYx1h+3FjmWp13UdfvMwMBAALKzs4/S0jVTp06loKAALy8vvvjiC84880znuSFDhnDyySdz55138vvvv/PUU08xa9asOvfx6KOP4nA4AHj22We5+eabnef69evHuHHjmD59Ok8//TQFBQU8/fTTPPfcc26/NxERERFXaIa68XDrU2/Tpg0AW7ZsOUrLyrZu3Vrpenf8+OOPrF69GoBrrrmmUnBdbvr06c78ojlz5lBSUlLnfr799lsAWrduXSm4ruj+++93vv7uu+/q3IeIiIjIsUhJSWH2nGeYN28eixYtYt68ecye8wwpKSkNPbQWya0Au1+/fpimybx581wOWouLi5k7dy6GYXDaaae50z0Aixcvdr6eMmVKtW0sFgtXX301AFlZWaxYsaLO/RQXFwPQqVOnGtuEhoY6HxrK24uIiIgcT+VVQlIyDT4tjOWtgr58WhhLSqZRdlxBdr1zK8C+9NJLAdi1axfXXnstdru91vZ2u53rrruOXbt2ARy16ogr1qxZA5SlndQWsA8cOND5eu3atXXuJyYmBsA59urYbDYOHDhQqb2IiIjI8eJwOFi6bDnp9jCSiruw3wyiFCv7zSCSiruQbg9j6bLlzjRXqR9uBdiXX345p5xyCgBvv/02/fv3Z+HChc4gs9yBAwdYsGAB/fv35+2338YwDGJjY7nyyivd6R7A+VTWtWtXvLxqTimPjY2tck1d3HjjjQAcPHiQl156qdo2//73v6u0FxERETle0tLSyLVlk1wSQeVNZAAMkksjyLVlk5aW1hDDa7HcWuRotVp57733GDx4MAcPHuSXX37hiiuuAMoWPgYGBpKXl1epcodpmoSFhfHhhx+6nXhfWFjoDOZPOumkWtuGh4c7x5Oenl7nvv7xj3+wZs0a5s+fzy233ML69eu54IIL6NChA2lpabz11lvOdJV7772X+Pj4OvchIiIiUhflMVam6V/t+UyHf6V2Uj/c3iq9R48erFmzhiuuuIINGzY4j9tsNnJycjiyzHafPn1YsGAB3bp1c7frSn9ZgoKCjtq+PMDOzc2tc19Wq5V58+YxduxY/vOf//Daa6/x2muvVWozePBg7rnnHpeC66KiIoqKipzf11S/W0RERKQm5ZXcwo0C9ptVY6FwS0GldlI/PFK7JSYmhvXr1/PJJ59wzTXX0L17d1q1aoXVaiUsLIy4uDimTJnCkiVL+Pnnnz0SXEPZDHY5Hx+fo7b39fUFqHWjmNqkpKQwf/58Nm3aVO357777jtdff53du3cf9V6PPvoooaGhzq/IyMhjGpOIiIi0XFFRUQSFhNLbOwM4cu9Ak95eGQSFhBIVFdUQw2ux3NrJsaHt37+fdu3aAXDZZZexYMGCWtu3b9+effv20aNHjxqD5JqsXr2asWPHkp2dTceOHXn44YcZNmwYrVq1Yu/evXzyySf861//4tChQ5xwwgl88cUXzvz06lQ3gx0ZGamdHEVERKROyquIpNvDSC6NINPhT7ilgN5eGURas7Qduge5upOjWwH2bbfdxoUXXsjAgQNrXWB4vBQWFuLvX5ZbNHr0aD799NNa2wcFBZGXl8cZZ5xRpzrVRUVFdOnShd27dxMREcGGDRuIiIio0u63337j9NNPp7CwkNNOO41169a53Ie2ShcREZFjlZKSwtJly8m1/b2JX1BIKKNGjlBw7UGuxmtuRcXPPfcczz//PCEhIYwYMYILLriAUaNGERYW5s5tXebn50fr1q05ePAgf/75Z61tMzMzycvLA6hzOsayZcucaR//93//V21wDXDKKacwceJEXnvtNdavX09ycjK9e/euU18iIiIidRUXF0dMTIx2cmwk3P7UTdMkOzub999/n6uuuor27dszZMgQ/ve//9VaM9pTunfvDsD27dspLS2tsV3F3Sbr+iRXsazfqaeeWmvbirW467rDpYiIiMixslgsREdH07NnT6KjoxVcNyC3Pvnff/+d2bNnM2zYMHx8fDBNk5KSElatWsX06dPp2rUrPXv25N577+WHH37w1JgrOeeccwDIy8tj/fr1NbZbtWqV8/XZZ59dpz4qpr/UFsQDlXa0bIi0GREREWm+HA4HqampbNq0idTUVG0g00h5bJFjfn4+X331FUuXLmXp0qWVak0bRlnh83bt2jFmzBguuOAChg0bhp+fn9v9/vjjjwwYMACAG264odpNYBwOBz169CAlJYWwsDD27duHt7e3y318+OGHzl0r77zzTh577LEa21566aV8+OGHAKxfv/6oM97llIMtIiIitVGedcOrl0WOtfn1119ZunQpn3/+OWvXrnXO/JYH2/7+/sTHxzs3Z3HHeeedx+rVq/Hy8uKbb77hzDPPrHT+iSee4M477wTggQceYNasWZXOr1y5ksGDBwMwadIk5s6dW+l8VlYWJ554Ivn5+QQHB7N27Vp69uxZZRyff/45Y8aMweFwcOKJJ5KWlubyr2cUYIuIiEhNKlUKKYkg0/Qn3Cigt7cqhdQnV+O145ac06NHD+68805WrFjBgQMHSExM5JJLLsE0TUzTJD8/nyVLlnikrzlz5uDv709paSnDhw/n0Ucf5fvvv2fFihXccMMNzuC6W7duTJ8+vc73DwsL4+677wbKNrc566yzuOeee1ixYgW//PILy5cv5+abb+aCCy5w/qrmv//9r3KfRERExG0Oh4Oly5aTbg8jqbgL+80gSrGy3wwiqbgL6fYwli5brnSRRuS4Jgnn5+ezZs0aVqxYwYoVK/j555+dM9ienDjv27cvCxcuZOLEidhsNu65554qbbp168Znn312zDsZ3XfffRw6dIg5c+aQm5vLo48+yqOPPlqlnbe3N//5z3+YOHHiMfUjIiIiUlFaWhq5tmySS2IB44izBsmlEUTatpCWlkZ0dHQDjFCO5NEAu6CggLVr17JixQpWrlzJunXrKi0KLA+qvb296d+/P0OHDvVY32PHjmXjxo3MmTOHzz77jD///BMfHx+6du3K+PHjufXWWwkICDjm+xuGwezZs51l+NasWcMff/xBfn4+QUFBdO3alYEDB3LDDTd4bKdKERERkZycHAAyTf9qz2c6/Cu1k4bnVg52YWEh3377rTOg/umnnypV0Si/tcVioXfv3gwdOpQhQ4Zw3nnnuRXsNkfKwRYREZHqpKamMm/ePD4tjGW/GVTlfFtLLmN8tzBp0iTNYB9n9bLRTFhYWLUBNUBMTIwzoB48eDDh4eHudCUiIiLSIkVFRREUEkpvewZJxV2onCZi0tsrg6CQUKKiohpqiHIEtwLs4uJiDMPANE0Mw2DEiBHceOONnHXWWbRt29ZTYxQRERFpsSwWC6NGjiA3MZF4nx0kl0aQ6fAn3FJAb6+yKiKjRiaouEIj4laKSMU/yPLFi61atWLQoEHOmevY2Fj3R9kCKEVEREREaqM62A2vXupg79q1i6SkJJKSkvj66685ePBg2U2Nv3910b59ewYPHsyQIUMYMmQInTp1OtbumjUF2CIiInI0DoeDtLQ0cnJyCA4OJioqSjPX9ahBNprZsGGDM+Bes2YNBQUFZZ1UCLijoqIqBdwnnHCCp7pv0hRgi4iIiDRuDb6TY3FxMWvXruWrr77i66+/Zv369c4FkeUBt2EYlcr4tWQKsEVEREQatwYPsKsb0OzZs5k9ezY5OTnOhZF2u70+um/0FGCLiIiING71UqbvaLZu3cqXX35JUlISK1eudBZAr6eYXkRERESk3nk0wD5w4ABJSUl8+eWXfPnll+zevdt5rjyo9vf3Z+jQoYwZM4YxY8Z4snsRERERkQbnVoBdVFTE6tWrnQH1xo0bnYF0xVnqE088kdGjRzN27FiGDh2Kn5+fe6MWERGReqcKFsdGn1vL41aAHR4eTlFRkfP78qDaMAxOP/10xo4dy5gxY+jbt697oxQREZEGpRrMx0afW8vkVoBdWFjofB0YGEh8fDxjxoxh9OjRREREuD04ERERaXgpKSkkJiaSbg8juSSWTNOfcKOA3vYMchMTSUhIULBYDX1uLZdbAXZUVJQz9WPw4MH4+vp6alwiIiLSCDgcDpYuW066PYyk4i5AWand/WYQScVdiPfZwdJly4mJiVHaQwX63Fo2twLsefPmYRgGPXr0qFNwnZ6ezqeffsqhQ4e499573RmCiIiIHEdpaWnk2rJJLomlPEj8m0FyaQSRti2kpaURHR3dACNsnP7+3GKIsOTgb5RQYHqz1xGMqc+t2XMrwB48eDAWi4VFixZxwQUXuHzdt99+yy233EJYWJgCbBERkUasvMRupulf7flMh3+ldlKm/PMY6LOLYEvx38cdPvxUEsluR0ildtK8uF2m71hqWufn5wOQl5fnbvciIiJyHAUHBwMQbhSw3wyqcj7cUlCpnZQ5dOgQpln2YLKqsLMz/7qX9x4G++xgfemJgD635sqlAHvFihWkp6fXeP7rr78mKyvrqPdxOBxkZmby1FNPAdCmTRvXRikiIiINIioqiqCQUHrbMyrlEpcx6e2VQVBIKFFRUQ01xEbH4XCwbv3PpDtC+aq4KxXzr78q7spQn+308tpDYHCIPrdmyqUA2263M3nyZAzjyNyrshnsZ599ts4dG4bBsGHD6nydiIiI1B+LxcKokSPITUwk3mcHyaURZDr8CbcU0Nsrg0hrFqNGJmihXgVpaWnk5tjYWEPe+sbSDkT5ZtPvtFP1uTVTLv2pxsfHc/nll2OaZqWvckced+UrNjaWxx577Li9MREREfGMuLi4spJy4SZjfLdwlf8GxvhuIS7cVKm5ariat96qVat6G5PUL5dzsJ955hlGjBhR6diUKVMwDINbb72VU0899aj3sFgsBAYGEhkZyamnnorVaq37iEVERKTexcXFERMTox0JXaC8dXE5wG7Tpg2TJk2qdGzKlCkADB06tE5VRERERKTpsVgsKinnAuWti1tVRB544AEAYmNjPTIYERERkaZOeetimMdSZ088zmazERoaSnZ2NiEhIQ09HBEREXFTSkoKS5ctJ9eW7TwWFBLKqJEjlLfeRLkar7ldB1tEREREqlLeesulAFtERKQFcDgcCvQagPLWWyYF2CIiIs1cQ6UqKKiXlkoBtoiISDOWkpJCYmIi6fYwkktinVt297ZnkJuYeNzqWCv/WFoyPUaKiIg0Uw6Hg6XLlpNuDyOpuAv7zSBKsbLfDCKpuAvp9jCWLluOw+HwaL/lQX1KpsGnhbG8VdCXTwtjSck0yo6npHi0P5HGRgG2iIhIM5WWlkauLZvkkgiq27I7uTSCXFs2aWlpHuuzoYJ6kcZEAbaIiEgz5eqW3eXtPKEhgnqRxkYBtoiISDNVccvu6hyPLbsbIqgXaWzcCrAfeughHnroIX7//fc6XffTTz9x2WWXMXbsWHe6FxERkVo4t+z2zgCO3Ffu+GzZ3RBBvUhj41YVkVmzZmEYBn369KFbt24uX5eWlsb7779PYGCgO92LiIhILRpiy25nUG/PIKm4C5XTRI5PUC/S2DRImb7t27cDUFpa2hDdi4iItBhxcXEkJCSwdNlyIm1bnMfLSuZ5vkRfQwT1Io2NYZrmkb8zquLNN99k9erVVY7PnTsXwzAYPHiwS0+iDoeDzMxMli1bRmlpKZ07d2bbtm3HNvJmxtW97UVERI5FfW/6ojrY0hy5Gq+5NIN97rnncvPNN1NcXFzlnGmarFixok6DM00TwzCYMGFCna4TERGRY1PfW3bHxcURExOjnRylRXLpb3nXrl2ZOXMmpmlW+ip35PGjfQUEBHDttddy//33H7c3JiIiIg2rPKjv2bMn0dHRCq6lxXApRQTAbrfz559/Or83TZPOnTtjGAYvv/wyw4YNO+o9LBYLgYGBtGrV6thH3EwpRURERESkcfNoigiA1WqlY8eO1Z5r165djedERERERFoSt6qIlOde9+jRwyODERERERFp6txKhho4cCADBw6kdevW7Ny5k4ceeshZgq+i/Px8evTowYwZM6o9LyIiIiLSXLi92sA0TWbMmEFMTAwPPvgg69atq9ImNTWVzZs3M3v2bHr06MHjjz/ubrciIiIideZwOEhNTWXTpk2kpqbicDgaekjSDLm90cyNN97Ia6+95qwqUt226QcOHMDX15eioiKKi4uZOXMmdrudmTNnutu9iIiIiEtUm1vqi8tVRKqzevVqBg4ciGEYBAQE8K9//YvJkyfTrl27Km2LiopITEzkzjvvZO/evXh5efHLL7/QvXt3t95Ac6EqIiIiIsdPSkoKiYmJpNvDSC6JINP0J9wooLd32e6SCQme39VSmh9X4zW3UkRefvllAHx9fVm9ejV33nlntcF1eZurrrqKr776Cm9vb+x2O88995w73YuIiIgclcPhYOmy5aTbw0gq7sJ+M4hSrOw3g0gq7kK6PYyly5YrXUQ8xq0A+9tvv8UwDK655hr69Onj0jXdu3dnypQpmKbJ119/7U73IiIiIkeVlpZGri2b5JIIwDjirEFyaQS5tmzS0tIaYnjSDLkVYO/ZsweAAQMG1Om6/v37A5Cenu5O9yIiIiJHlZOTA0Cm6V/t+UyHf6V2Iu5yK8AOCAgAynZ5rAs/P7+yzrVlqoiIiBxnwcHBAIQbBdWeD7cUVGon4i63ItyoqCgA1q5dW6frfvjhBwBOOOEEd7oXEREROaqoqCiCQkLp7Z0BHFnbwaS3VwZBIaHOuEbEXW4F2IMHD8Y0Td5++222bt3q0jV//PEHb775JoZhMGjQIHe6FxERETkqi8XCqJEjiLRmEe+zg7aWXLyw09aSS7zPDiKtWYwaOUK/WRePcetv0jXXXAOUleAbNmwY33zzTa3tf/rpJ4YNG0Zubi4A1113nTvdi4iIiLgkLi6urBRfuMkY3y1c5b+BMb5biAs3VaJPPM6tOtgA06dPZ/bs2RhG2arcPn36cN555xEdHU1AQAD5+fmkpaWxZs2aSrs8XnPNNbzyyivujb4ZUR1sERGR48/hcJCWlkZOTg7BwcFERUVp5lpc5mq85naAbbfbufLKK0lMTCy7oXFk+Zu/lXc1btw43nvvPby83N5IstlQgC0iIiLSuNXLRjMAVquVBQsW8OGHHzrL9ZmmWe1X9+7dmTdvHu+//76CaxERERFpltyewT5SRkYGP/zwA3v37uXgwYMEBATQvn17+vfvT+fOnT3ZVbOiGWwRERGRxs3VeM3j08gRERFceOGFnr6tiIiIiEiToKx+EREREREP8miA/dVXX3HbbbcxYMAAOnXqRJs2bZzn3nvvPe68807++usvT3YpIiIiItKoeCRFZNeuXVxxxRX8+OOPzmOmaVaqKLJu3Tpmz57N888/z7PPPss//vEPT3QtIiIiItKouB1gb9myhXPOOYfMzExqWy+ZmpoKQEFBgXODGQXZIiIiItLcuJUiUlpaysUXX8yhQ4cwTZOLL76YL774grlz51Zp+8ADD3DBBRcAZbPbU6dO5c8//3SnexERERGRRsetAHv+/Pls3boVwzB4+umn+fDDD4mPjyc0NLRK2169erF48WIeeughAPLz87WTo4iIiIg0O24F2B9++CEAAwYM4Pbbb3fpmvvuu4/+/ftjmibLly93p3sRERERkUbHrQB7w4YNGIbB+PHj63RdQkICANu2bXOnexERERGRRsetAPvQoUMAREZG1um68vZ5eXnudC8iIiIi0ui4FWCXbxGZmZlZp+syMjIACAsLc6d7EREREZFGx60Au2vXrgAkJSXV6bpFixYBcPLJJ7vTvYiISINwOBykpqayadMmUlNTcTgcDT0kEWlE3KqDff755/P999+zaNEivv/+e84444yjXjN//nxWrVqFYRgMHz7cne5FRETqXUpKCkuXLSfXlu08FhQSyqiRI4iLi2vAkYlIY+HWDPYtt9xCaGgoDoeD0aNHs3jx4hrb5ubm8tBDD3HttdcC4O/vz4033uhO9yIiIvUqJSWFxMREUjINPi2M5a2CvnxaGEtKplF2PCWloYcoIo2AWzPYrVq14qWXXuKKK64gKyuLcePG0aZNm0q51VdccQW7d+9m3bp1FBYWOrdQf/LJJ2nXrp274xcREakXDoeDpcuWk24PI6m4C2AAsN8MIqm4C/E+O1i6bDkxMTFYLG7NX4lIE+f2VumXXXYZhYWF3HzzzRQUFLB//34OHDiAYZT9w7Nw4UIA5zbqFouFRx55RLPXIiLSpKSlpZFryya5JJby4PpvBsmlEUTatpCWlkZ0dHQDjFBEGguPPGJPmjSJ5ORkrrnmGkJCQjBNs8qXr68vF198Md9//z133XWXJ7oVERGpN1u3bgUg0/Sv9nymo+x4Tk5OvY1JRBont2ewy3Xt2pVXX32VV155hU2bNpGenk52djYBAQFERETQt29ffH19PdWdiIhIvXE4HPyycRMA4UYB+82gKm3CLQUABAcH1+vYRKTx8ViAXc4wDHr16kWvXr08fWsREZEGkZaWRmF+HnkOb3p57+Gr4q5UThMx6eW1B/+AQKKiohpqmCLSSGgVhoiIyFGUp338VHISkZZshvpsp60lFy/stLXkMtRnO5GWbHr17KEFjiLi2gz2N99843x93nnnVXv8WFmtVgIDAznppJNo06aN2/cTERHxtPK0j1zTlxXFXejnnc4Y3y3O83kObwwDYmNjG2qIItKIuBRgDxo0CMMwMAyD0tLSKsc9pUuXLtx3331cffXVHruniIiIu6KioggKCaW3PYOk4i6kFYXR3pKDv1FCgelND6+9tA9B6SEiAtQhRaS8GkhNxz3xtX37dqZMmeIs7SciItIYWCwWRo0cQaQ1i3ifHbSx5HHAEUiu6UsPr31EWrMZNXKE0kNEBHBxBnvSpEl1Ol4XDoeDnJwcNm7cyM6dOzFNk6effprLLrvM7XuLiIh4SlxcHAkJCSxdtpxI29/pIWXbpCe0+G3SHQ4HaWlp5OTkEBwcTFRUlB44pMUyzOqmpRvI+eefz/LlywkICCA3N7ehh1OvbDYboaGhZGdnExIS0tDDERGRGiiQrColJYWly5aTa8t2Hit78BjR4h88pHlxNV7zeJk+d5xxxhksX7682lQUERGRxsBisWinxgpSUlJITEwk3R5GckksmaY/4UYBve0Z5CYmkpCg2X1peRrVI3dgYCBt2rTRP1wiIiJNgMPhYOmy5aTbw0gq7sJ+M4hSrOw3g0gq7kK6PYyly5bjcDgaeqgi9cqjM9gbNmzgo48+4vvvv2fPnj0UFBQQFhZGVFQUZ555JgkJCXTs2LHG62fMmMGMGTM4ePCgJ4clIiIix0FaWhq5tmySS2KpvPEOgEFyaQSRti2kpaVp8kxaFI8E2CkpKdx4442sWbOm2vMbNmzg448/5p577uHKK6/kmWeeqTVvpXXr1p4YloiIiBxH5RvwZJr+1Z7PdPhXaifSUridIrJ69Wr69+/PmjVrjlqGz26389Zbb9GvXz/27t3rifGLiIhIAynfgCfcKKj2fLiloFI7kZbCrQDbZrMxfvx48vLyME2T7t2789xzz5GcnEx2djalpaVkZWWxbt06/vvf/xIZGYlpmmzbto0LL7xQixlFRESaMOcGPN4ZwJH/Tzfp7ZVBUEioNuCRFsetAPuFF15g3759GIbBNddcwy+//MLNN99Mz549CQ4OxmKxEBISwqmnnsqdd97J5s2bGT16NAA//fQT8+fP98ibEBERqcjhcJCamsqmTZtITU3VIrvj5MgNeNpacvHCTltLLvE+O4i0ZmkDHmmR3KqDPWDAAH766Sf69OnD+vXrXdo2vbCwkB49erBr1y4GDRrEV199dazdNyuqgy0i4hmqyVz/9JlLS1EvdbC3bduGYRhMnjzZpeAawM/Pj+uuu46ZM2eyceNGd7oXERGppCXVZG5MG97ExcURExPTaMYj0tDcCrBLSkoA6NChQ52u69SpEwD5+fnudC8iIuJ0ZE1mMDAwsRoOdtjD8aWEzz5fRkxMTJMP/BrjjLE24BH5m1v/wpx88skAbN68uU7X/fHHHwC11sQ+Fn/88QfTp08nNjaWwMBAWrVqRb9+/XjiiSc8HswnJSUxefJkunbtSmBgIKGhoXTr1o1LL72UF198scVt9S4i0tD+rskcARh0tGQyzncT5/v+ziCfXbSz5pFjs7F69eqGHqpbymfpUzINPi2M5a2CvnxaGEtKplF2PCWloYco0uK5NYM9YcIEfvnlF15++WVuv/12QkNDj3pNUVERb7zxBoZhcOmll7rTfSVLlixh4sSJ2Gw257H8/HzWrVvHunXreO211/jss8/o2rWrW/1kZmYyZcoUPv744yrnbDYb27Zt48MPP+TMM8+kT58+bvUlIiKuq1iTuaMlk8E+O0h3hLKqsLMzVaSX9x5WrlxJu3btmmSqSHWz9IBz58R4nx0sXba8WczSizRlbv303X777fTq1YuMjAxGjhzJnj17am1fUFDAlVdeydatW+ncuTN33nmnO907bdiwgcsuuwybzUZQUBCPPPII3377LV999RXXXXcdAL///jujR492q9h9dnY2w4YNcwbXF198Me+88w7ff/89P/30E4sWLWLq1KmcdNJJHnlfIiLiur9rMufTzzuddEcoXxV3rbR991fFXUm3hzbZ7buPnKWvrGznxFxbNmlpaQ0xPBE5zKUZ7NrK6U2cOJH77ruPH3/8kbi4OCZOnEh8fDydO3cmICCAwsJC/vzzT3788UfefPNN0tLSaNeuHc8++yxpaWl0797d7TcxdepUCgoK8PLy4osvvuDMM890nhsyZAgnn3wyd955J7///jtPPfUUs2bNOqZ+/u///o/169fj6+tLYmIiF1xwQaXzp59+OhdffDGzZ8/Gbre785ZERMQFFRf6BQYGEhQcQn/7nwRbillV2Jnqg9AOTXb7bu2cKNI0uFSmz2KxuFQlxDTNWtsded4wDEpLS10cavV+/PFHBgwYAMANN9zASy+9VKWNw+GgR48epKSkEBYWxr59+/D29q5TP2vWrOHcc88F4IknnmDGjBlujftIKtMnIlI31S308/MPoLCgbM3NWwV9KcVa5Tov7Fzlv4FLLrmEnj171tt4PSE1NZV58+bxaWEs+82gKufbWnIZ47uFSZMmNbmHB5GmwNV4zeUUkaNtg14ep9f1vLsWL17sfD1lypRq21gsFq6++moAsrKyWLFiRZ37ee655wAIDQ3l1ltvrftARUTEY2pa6Lct18fZpjlu362dE0WaBpdSRB544IHjPY5jtmbNGgACAwM57bTTamw3cOBA5+u1a9cyfPhwl/soLi525l0PGzYMPz8/AOx2O3/99Rd2u52IiAjncREROX6OvtBvOyd55dDbew9JxV2pnCbStIPQ8p0TcxMTiffZQXJpBJkOf8ItBfT2yji8c2KCFjiKNLAmH2CXlyPq2rUrXl41v53Y2Ngq17gqOTmZwsJCAHr27InNZuP+++9n3rx5ZGVlAeDj48N5553Hvffey6BBg+r2JkRExGV/L/SLpcYca2s2kdbsZhmExsXFkZCQwNJly4m0bXEeL6uD3Xw20hFpytwq09fQCgsLOXDgAMBRK3eEh4cTGBhIXl4e6enpdeqnYp1vh8PB6aefzrZt2yq1KS4uJikpia+++opHH32Uu+66q059iIiIa1xd6DdgwACCUrY0SBB6vHdZ1M6JIo1bkw6wK66SDgqqutjjSOUBdl03gTl06JDz9WOPPUZhYSEjR47koYceolevXthsNj788EPuvvtusrOzufvuu4mNjeXCCy+s8Z5FRUUUFRU5v69Yv1tERGr2dzm+gmoX+pXnWMfGxjJ8+PB6D0Lra5dF7Zwo0ni5FWCXlpayYsUKvvzyS3799Vf27NlDXl4eAQEBtG/fnh49ehAfH8/QoUPx8fE5+g3rqDxtA3Dp/r6+vkBZPe66yMvLq9TnsGHD+PTTT7Fay1ant23blhtvvJEePXowcOBAHA4HM2fO5IILLqixqsqjjz7Kgw8+WKdxiIhIhYV+9oxKOdhlKudY13cQWr74Mt0eRnJJrHODm972DHITE0lIUAqHSEtwTI/xJSUlPPHEE3Ts2JGRI0fy1FNPsXz5cjZu3MiOHTvYtGkTSUlJ/O9//2PMmDFERkbyyCOPVJqx9YSKiwqLi4uP2r68f3//6n+t6Eo/UDaLXR5cV3TOOedwySWXAGX/yG7atKnGe86cOZPs7GznV13TVkREWqryhX6R1izifXbQ1pKLF3baWnKJ99lxOMd6RL2nSxy5+LLiBjdJxV1It4c12Q1uRKRu6vyvz9atW+nTpw933303GRkZLpXv279/P/fffz89evSoNeisq4olllxJ+yifiXYlnaSmftq2bUvfvn1rbDtixAjn659++qnGdr6+voSEhFT6EhER15Qv9IsLNxnju4Wr/DcwxncLceFmg80Sa5dFESlXpxSRX3/9lYEDB5KVleWsYd26dWvGjh1Lnz59aN++Pa1btyY3N5f9+/ezfv16vv76a7Zv345pmuzYsYNzzjmHr7/+utaSeq7y8/OjdevWHDx4kD///LPWtpmZmc4AOzIysk79VGx/tMWUFdvu37+/Tv2IiIjrGttCP+2yKCLlXA6wbTYbo0ePJjMzEygLNGfPns1FF11UbboEwHXXXQfAsmXLmDFjBps3byYnJ4exY8fy66+/0qpVK7ffQPfu3Vm9ejXbt2+ntLS0xlJ9W7b8vYq8rjMbp5xyivP10bZAr3i+trKBIiLivsa00M/VxZdNcYMbEakblx/z7733XtLT0zEMgzFjxrB582bGjRtXY3Bd0ciRI1m3bp0zP3nv3r3MnDnz2EddwTnnnAOUpX+sX7++xnarVq1yvj777LPr1EfHjh2dGxKkpqbWugPljh07nK9PPPHEOvUjIiJNl3ZZFJFyLgXYe/bs4dVXX8UwDE499VQWLlxY5zxmPz8/3nvvPc466yxM02TevHns2bPnmAZd0UUXXeR8/eabb1bbxuFwMH/+fADCwsIYPHhwnfsZN24cUDaT/9VXX9XYbtGiRc7X5cG/iIg0f4118aWI1D+XfsoXLFhAcXExFouFefPm1bkKRzlvb29eeOEFLBYLJSUlLFiw4JjuU1H//v0599xzAXj99df57rvvqrR56qmnnLs3Tp06FW9v70rnV65ciWEYGIbB5MmTq+3n9ttvd1YT+ec//1lt3eq3336blStXAjB69Og653qLiEjT1hgXX4pI/XMpSfjLL78EYPDgwXTv3t2tDnv16sXAgQNZuXIlSUlJTJs2za37AcyZM4ezzz6bgoIChg8fzj333MPgwYMpKChgwYIFvPLKKwB069aN6dOnH1MfUVFRPPTQQ9x5551s2rSJ/v37c9dddzk3mlm0aBEvvvgiACEhIcyePdvt9yUiIk1PY1t8KSL1z6UA+9dff8UwDIYOHeqRTocNG8aKFSs8VrKvb9++LFy4kIkTJ2Kz2bjnnnuqtOnWrRufffaZW4tL7rjjDg4dOsRjjz3G1q1b+cc//lGlTbt27Vi8eDEnn3zyMfcjIiJNW2NafCki9c+lx+kDBw4AeOwfi/JSd+X39YSxY8eyceNGpk2bRrdu3QgICCAsLIzTTz+dxx57jA0bNtC1a1e3+3n00UdZu3YtV111FdHR0fj6+hIaGkq/fv3497//ze+//86ZZ57pgXckIiIiIk2RSzPY5b/W8tTuU+Xl62qrxnEsOnbsyNNPP83TTz9dp+sGDRpUp7GceeaZCqJFREREpFouzWC3a9cOgN27d3uk07/++guA8PBwj9xPRERERKSxcCnA7tSpE6ZpsmLFCo90Wn4fdxdMioiIiIg0Ni4F2PHx8QB89dVXpKamutVhWloaX375JYZhMGjQILfuJSIiIiLS2LgUYF988cUYhkFJSQkzZsxwq8OpU6dSXFyMYRhMmDDBrXuJiIiIiDQ2LgXYsbGxXHbZZZimyUcffcSDDz54TJ3dcccdfPzxxxiGQUJCAl26dDmm+4iIiIiINFaG6WL5jLS0NE477TQOHToEQEJCAo899hhRUVFHvTY1NZVbb72Vzz//HNM0ad26NZs2bSIiIsK90TcjNpuN0NBQsrOzCQkJaejhiIiICxwOhzaUEWlBXI3XXA6wAVatWsXw4cMpLS0FwGq1Mnz4cM4991z69u1LmzZtCA0Npbi4mIMHD/LLL7+QlJTEZ599hsPhwDRN/Pz8+Pzzzxk4cKD777IZUYAtItK0pKSk8Nnny8jLsTmPBQaHMPr8kdoSXaSZOi4BNsCaNWu47LLL2LNnT9kNDOOo15R30a5dO95//33OPffcunTZIijAFhFpOlJSUkhMTKTEtOBt/L1HRPn3CQkJCrJFmiFX47U6/x7rnHPO4eeff+bGG2/Ez88P0zSP+uXr68tNN93Eb7/9puBaRESaNIfDwSdLPsU0YY8jmE8LY3mroC+fFsayxxGMacInSz712OZsItL01HkGu6J9+/axZMkSVq5cyS+//MKBAwc4dOgQXl5eRERE0KtXL4YNG0ZCQgJt2rTx5LibHc1gi4g0DTt37mTe/Lf40xHKV8VdgYq/yTUZ6rOdkyzZTLr6Kjp37txQwxSR48DVeM2lrdJr0q5dO6655hquueYad24jIiJSo8a2kDA1NRWLARtLOlA5uAYw2FjagSjfbFJTUxVgi7RQbgXYIiIix1NKSgpLly0n15btPBYUEsqokSMaPMc50/Sv/rij+uMi0nKolpCIiNSZw+EgNTWVTZs2kZqaelzyjcsXEqZkGpXynFMyjbLjKSke79MV0dHRAIQbBdWeD7cUVGonIi2PZrBFRKRO6mNW2eFwsHTZctLtYSQVd6E8FWO/GURScRfifXawdNlyYmJi6j1dJDo6Gl//AHrZ91TJwTZw0M8rHW9vH+f7UF1skZZHP/UiIuKy+ppVTktLI9eWTXJJBNXlOSeXRpBryyYtLc0j/dWFxWLhwrFjiLJmE++znbaWXLyw09NrD1f6/UJ7ax4lJcW89dZbzJ7zTIPNtItIw9EMtoiIuKQ+Z5VzcnKAo+c5l7erb3FxcSQkJLD082VE5mwBwDQh3RHKxpIOZJr+hBsF9LZnkJuYqLrYIi2MZrBFRMQl9TmrHBwcDBw9z7m8XUOIi4tj2u1Tueqqq/D1C3CW7dtvBlGK1fngkW4PY+my5aqLLdKCKMAWERGX1OesclRUFEEhofT2zgCO3K7BpLdXBkEhoURFRbndlzssFgsWi4WiwnySayjb15DpLCLSMBRgi4iIS+pzVtlisTBq5AgirVnE++xw5jm3teQS77ODSGsWo0aOaBQLCBt7OouI1D+XcrAffvhhgoKCuPDCC+nUqdPxHpOIiDRCzllle0alHOwynp9VduY5L1tOpG2L83hZxZLGk9Nc8cFjvxlU5XxjSGcRkfrlUoD9/PPPs2/fPkJCQioF2A899BAAl19+Od26dTs+IxQRkUahfFY5NzGReJ8dJJdGkOnwJ9xSQG+vjMOzygkenVWOi4sjJiamUe3keKT6fvAQkcbPpQD70KFDQNWn71mzZmEYBn369FGALSLSAjTErLLFYmnUm7Y0xIOHiDRuLgXYfn5+5Obmsm3btuM9HhERaeSawqxyfWsq6SwiUj9cCrA7duzIr7/+ylNPPUVgYCA9evTA29vbef7XX38lLCzsmAZw3nnnHdN1IiLScBr7rHJD0IOHiJQzTNM8sv5RFY888gj/+te/MIzK5YfKLz3yuMudGwalpaXHdG1zY7PZCA0NJTs7m5CQkIYejoiIiIgcwdV4zaXH6jvuuIP4+HhM06z0Ve7I43X5EhERERFpTlxKEfHx8eGLL77gq6++YuPGjeTm5uJwOHjwwQcxDIOEhARiY2OP91hFRMRNDodDKQwiIseZSykiNbFYLBiGwUcffcQFF1zgyXG1OEoREZHjLSUlhaXLlpNry3YeK1uEN0KL8EREXOBqvObSDHZtlOYhItL4paSkkJiYSLo9jOSSWDJNf8KNAnrbM8hNTCQhQZUuREQ8xa0A2+FweGocIiJynDgcDpYuW066PazSRij7zSCSirsQ77ODpcuWExMTo3QREREPcHsG+0g7d+7ku+++Y+/eveTm5hIYGMhJJ51E3759tRmNiEgDSEtLI9eWTXJJLJV3GQQwSC6NINK2hbS0NJXeExHxAI8F2EuWLOGBBx4gOTm5xjYxMTE8/PDDXHLJJZ7qVkREjiInJweATNO/2vOZDv9K7URExD0e+V3gtGnTuOiii0hOTq61JN+WLVsYP348t9xyiye6FRERFwQHBwMQbhRUez7cUlCpnYiIuMftGeyHH36YOXPmOL+Pi4sjPj6eLl26EBgYSE5ODtu2bSMpKYlt27ZhmiYvvfQSnTp1YsaMGe52LyIiRxEVFUVQSCi97RmVcrDLmPT2yiAoJJSoqKiGGqKISLPiVpm+nTt3EhcXR2lpKaGhobz66quMGzeuxvbvv/8+N9xwA1lZWXh7e7Nt2zb9g36YyvSJyPFUqYpIaQSZDn/CLQX09sog0pqlKiIiIi7w6E6ONXnxxRcpKSnBYrGwZMmSWoNrgPHjx7NkyRIsFgulpaXMnTvXne5FRMRFcXFxZUF0uMkY3y1c5b+BMb5biAs3FVyLiHiYWzPYffv2ZePGjSQkJPDee++5fN2ECRNYuHAh/fr144cffjjW7psVzWCLSH3QTo4iIseuXmaw//jjDwCGDRtWp+uGDx9e6XoREakfFouF6OhoevbsSXR0tIJrEZHjwK1/WfPz84G6rzwPDAwEIDs7+ygtRURERESaFrcC7DZt2gCwZcuWOl23devWSteLiIiIiDQXbgXY/fr1wzRN5s2bR0lJiUvXFBcXM3fuXAzD4LTTTnOnexERERGRRsetAPvSSy8FYNeuXVx77bXY7fZa29vtdq677jp27doFcNSqIyIiIiIiTY1bAfbll1/OKaecAsDbb79N//79WbhwIQcOHKjU7sCBAyxYsID+/fvz9ttvYxgGsbGxXHnlle50LyIictw5HA5SU1PZtGkTqampOByOhh6SiDRybpXpA/j1118ZPHgwBw8exDD+3h0sODiYwMBA8vLyyMnJcR43TZOwsDC+/fZbYmNj3em6WVGZPhFpKCrdV7OUlBSWLltOru3vRflBIaGMGjlCtcNFWiBX4zW3A2woW7R4xRVXsGHDhso3NwyOvH2fPn1YsGAB3bp1c7fbZkUBtog0BAWQNau0+2VJBJmmP+FGAb29tfulSEtVrwF2uU8//ZSPP/6Y7777joyMDGw2G0FBQXTo0IEzzjiDSy65hNGjR3uqu2ZFAbaI1DcFkDVzOBzMnvMMKZkGScVdAKPCWZN4nx3EhZtMm3qbZvtFWhBX4zUvT3Y6ZswYxowZ48lbiojIceBwOFi6bDnp9rBKAeR+M4ik4i7E++xg6bLlxMTEtMgAMi0tjVxbNsklsVQOrgEMkksjiLRtIS0tjejo6AYYoYg0Zi3vX00REakQQEZQUwCZa8smLS2tIYbX4MrXDmWa/tWez3T4V2onIlKRAmwRkRZIAWTtyncoDjcKqj0fbimo1E5EpCIF2CIiLZACyNpFRUURFBJKb+8M4MilSia9vTIICgklKiqqIYYnIo2cAmwRkRZIAWTtLBYLo0aOINKaRbzPDtpacvHCTltLLvE+O4i0ZjFq5IgWmZ8uIkfn0UWOIiJybOq7FnV5AJmbmEi8zw6SSyPIdPgTbimgt1fG4QAyoUUHkHFxcSQkJLB02XIibVucx8vKGLbcCisicnQeLdMnx05l+kRaroasRa062EenjXhEpFyD1MGWY6cAW6Rlagy1qBVAioi4pkHqYIuIiOsaSy1qi8WiWs4iIh6kKQoRkQZSWy1qA/jTHkyuLZsff/wRh8PRIGMUEZG60wy2iEgDqakWdUdLJv280wm2FAOwfPly1n73fYvOi1Yai4g0JR4LsO12OxkZGZx44omVjv/666/897//ZcOGDQQHBzNkyBCmTZtG27ZtPdW1iEiTVLEW9X4zCCgLrgf77CDdEcqqws5/52TbM8hNTKyXnOzGRgsxRaSpcfvxv7S0lHvvvZdWrVpx6623Vjr37bffcuaZZ/Lee++xZcsWfvrpJx577DH69OnDb7/95m7XIiJN2pG1qA1M+nmnk+4I5aviruw3gyjF6szJTreHsXTZ8haVLlK+CDQl0+DTwljeKujLp4WxpGQaZcdTUhp6iCIiVbgdYF911VX897//JScnh507d1Y6d/3115OXl4dpmpW+9uzZw7hx4ygtLXW3exGRJuvIzUxirPsIthSzsaQDR+Zkg0FyaQS5tmzS0tIaYrj17shFoHrgEJGmwq0Ae/Xq1SxcuBCAwMBAzjnnnErnNm/ejGEYdO7cmY0bN/LXX39x4403ArBt2zbmzZvnTvciIk1e+WYmceEmZ/qkA1VzsstlOsqOl+duN3e1LQJtiQ8cItJ0uBVgv/322wAEBASwdu1ann/+eee5RYsWOV//5z//oUePHkRERPDCCy9w2mmnAfDRRx+5072ISLMQFxfHtKm3MWLECKAsJ7s64Zay4+W5281dTYtAy7W0Bw4RaTrcnsE2DIN//OMf9OrVq9K5zz//HAAfHx/GjBlT6dxll12GaZps2rTJne5FRJoNi8VC//79K+VkV2bS2yuDoJBQoqKiGmKI9a7iItDqtLQHDhFpOtwKsPfs2QNA3759Kx1PT0/n999/xzAMzjzzTAICAiqdP+mkkwDYt2+fO92LiDQrR+Zkt7Xk4oWdtpZc4n12EGnNYtTIES2mPN2Ri0Arq/zA4XA4SE1NZdOmTaSmpiovW0QalFtl+vLz84Gqswdffvml8/XgwYOrXGez2QCwWq3udC8i0uyU52QvXbacSNsW5/GysnQtq0Rf+QNHbmIi8T47SC6NINPhT7ilgN5eGYcfOBLYunWryviJSKPiVoDdunVr9u7dy59//lnp+LJly5yvhw8fXuW68tSQiIgId7oXEWmW4uLiiImJ0cYqHP2BAyAxMZF0exjJJbGqGy4ijYJhmuaRv3dz2ZgxY1i6dClnnXUWa9asAcrSPrp06UJeXh7t27d3ppGU2717N7GxseTn5zNu3DgSExPdewfNhM1mIzQ0lOzsbEJCQhp6OCIijUp1OzkCzJ7zDCmZBknFXahcacQk3mcHceEm06be1iIfTkTE81yN19z6F2fcuHEAfPfdd4wePZrnn3+eESNGkJeXh2EYXHbZZc62+fn5fPDBB5x55pnk5eUBVDovIiJSE4vFQnR0ND179iQ6OhqLxaIyfiLSaLkVYF911VX06dMH0zRZtmwZt912Gxs3bgQgNDSUu+++29n2n//8J5dddhm7d+8G4LzzznMG6CIiInWlMn4i0li5FWB7eXnx+eefM2jQoEo7NZ544ol89tlnlXKsY2JinOeHDx+uGtgiIuIWlfETkcbKrUWOAO3bt+frr79m48aNbNmyhbZt23Luuefi5VX51qeffjqTJ0/m8ssvr3bho4hIS1FdPrFyhGtX3WfmLONnz6g2B7ul1Q0XkcbDrUWO4jla5CjSMqSkpKikXB3V9plBhSoi1ZTxUxUREfEkV+M1BdiNhAJskeYvJSWlQkm5iL9LynkrGKyJK58ZoIcWEakXrsZrbqeIVLRt2zaWLFnCDz/8wL59+8jJyWHdunUALF26lNTUVKZMmYK/f/ULUkREmiuHw8HSZctJt4dVSmfYbwaRVNyFeJ8dLF22nJiYGKWLHObqZzZt6m2qGy4ijYpHAuysrCxuuukm3n//fconxE3TxDD+zodbtWoVTz75JI888ghz585l2LBhnuhaRKRJ+LukXCw1lZSLtG0hLS2N6OjoBhhh41PXz0yfm4g0Fm4/3u/Zs4fTTjuNxMREHA6Hs1LIkVJTUzFNkz179jB69Gg+++wzd7sWEWkyVFKu7vSZiUhT5XaAPW7cOHbt2oVpmpx++um88sorPP7441XaXXPNNfTt2xeA0tJSJk+ezKFDh9ztXkSkSVBJubrTZyYiTZVbAfYHH3zA999/j2EYTJs2jR9++IFrr72Wk08+uUrb4cOHs27dOq699loADh06xGuvveZO9yIiTYazpJx3BnDkb/lUUq46+sxEpKlyK8BesGABAN27d+fJJ5+slHNdHcMwePnll52ruj/99FN3uhcRaTIsFgujRo4g0ppFvM8O2lpy8cJOW0su8T47iLRmMWrkCC3Mq0CfmYg0VW4tcvzxxx8xDIMrr7zyqMF1OcMwuPrqq5k5cyabN292p3sRkSYlLi6OhIQEli5bTqRti/N4WUk5leirjj4zEWmK3Aqw9+/fD0CXLl3qdF2nTp0ALUwRkZYnLi5OJeXqSJ+ZiDQ1bgXYAQEBFBcXk5eXV6frMjMzAS1MEZGWyWKxqKRcHekzE5GmxK3H//J/7L755ps6Xbd06VLg75lsEREREZHmwq0Ae8SIEZimyXvvvcfWrVtduuaLL75gyZIlGIbB0KFD3eleRERERKTRcSvAvummm/Dz86O4uJjzzz+fn3/+udb28+fPZ/z48QB4eXlxww03uNO9iIiIiEij41YOdmRkJP/5z3/45z//yR9//EH//v3p27cvfn5+zjb33HMPu3fvZtWqVaSnpzu3UL/77ruVIiIiIiIizY5hVreveR099NBDPPTQQzgcjlrL9ZV3deONN/LCCy+4222zYrPZCA0NJTs7m5CQkIYejoiIiIgcwdV4zSM1ju6//35WrFjB0KFDMU2zxq++ffvy4YcfKrgWERERkWbLIzPYFR04cIBvv/2W9PR0srOzCQgIICIigjPOOEMllmqhGWwRERGRxs3VeM2tHOzqtGnThgsuuMDTtxURERERaRKa1TZYf/zxB9OnTyc2NpbAwEBatWpFv379eOKJJ8jPzz8ufebn59O5c2cMw8AwDM3Si4iIiLRwbs1gp6WluT2AqKgot+8BsGTJEiZOnIjNZnMey8/PZ926daxbt47XXnuNzz77jK5du3qkv3L3338/u3bt8ug9RURERKTpcisH22Kx1Fo15KidGwalpaXHfH25DRs2cPbZZ1NQUEBQUBAzZ85k8ODBFBQUsGDBAl599VUAunXrxrp16zy2RfuGDRvo168f3t7eeHt7k5OTQ8eOHUlNTa3zvZSDLSIiItK41VsVkdqqhrjy5QlTp06loKAALy8vvvjiC+655x7OPPNMhgwZwiuvvMLjjz8OwO+//85TTz3lkT7tdjvXXXcddrude+65h1atWnnkviIiIiLStLk1gz1o0KCjzmAXFhaSlZXFzp07KSkpwTAMBgwYwLhx4wCYPn36sXYPwI8//siAAQMAuOGGG3jppZeqtHE4HPTo0YOUlBTCwsLYt28f3t7ebvX79NNPM336dGJiYti4cSPdunXjjz/+0Ay2iIiISDNVL1VEVq5c6XLbgoIC3n//fWbMmMEPP/zAxIkTufnmm93pHoDFixc7X0+ZMqXaNhaLhauvvpqZM2eSlZXFihUrGD58+DH3+ccff3D//fcD8NJLL+Hj43PM9xIRERGR5qXeqoj4+/tz9dVXs2TJEry8vPjnP//J5s2b3b7vmjVrAAgMDOS0006rsd3AgQOdr9euXetWnzfffDN5eXlcddVVDBo0yK17iYh7HA4HqampbNq0idTUVBwOR0MPSUREWjiP18E+mvL0kAULFvDMM89Um9JRFykpKQB07doVL6+a305sbGyVa47FggULWLp0KeHh4R7L5xaRY5OSksLSZcvJtWU7jwWFhDJq5Aji4uIacGQiItKSNUgd7KFDhwKQlJTk1n0KCws5cOAAACeddFKtbcPDwwkMDAQgPT39mPrLzMzk9ttvB+C///0vbdu2Pab7iIj7UlJSSExMJCXT4NPCWN4q6MunhbGkZBplx914kBYREXFHgwTYvr6+APz1119u3ScnJ8f5Oigo6KjtywPs3NzcY+rvjjvuYO/evZx55plcd911x3SPckVFRdhstkpfIuIah8PB0mXLSbeHkVTchf1mEKVY2W8GkVTchXR7GEuXLVe6iIiINIgGCbBXr14NuBYU16awsND52pWFhuWBfUFBQZ37+uabb3jjjTfw8vLipZdecqv+N8Cjjz5KaGio8ysyMtKt+4m0JGlpaeTaskkuiQCO/Fk0SC6NINeW7ZHNsEREROqq3gPspUuXMm/ePAzDoHfv3m7dy8/Pz/m6uLj4qO2LioqAsgWXdVFUVMT111+PaZpMnTqVXr161W2g1Zg5cybZ2dnOr2NNWxFpicp/e5VpVv+znOnwr9RORESkPrm1yPGhhx5yqV1paSk2m43169fz7bffYpomhmFw5ZVXutN9pR0ZXUn7yMvLA+o+c/7II4+wdetWIiMjefDBB+s2yBr4+vo6Z9RFpG7Kf/bDjQL2m1V/nsMtBZXaiYiI1Ce3AuxZs2bVOVWifF+bAQMGMGnSJHe6x8/Pj9atW3Pw4EH+/PPPWttmZmY6A+y6pmM89thjAMTHx7NkyZJq25TfOy8vjwULFgDQrl07hgwZUqe+ROTooqKiCAoJpbc9g6TiLlROEzHp7ZVBUEgoUVFRDTVEERFpwdwu01fXjSC9vb25/PLLmTNnjtt5zADdu3dn9erVbN++ndLS0hpL9W3ZssX5uq7lu8rTT958803efPPNWtseOHCACRMmAGW1txVgi7jP4XCQlpZGTk4OwcHBREVFMWrkCHITE4n32UFyaQSZDn/CLQX09sog0prFqJEJWCwNssxERERaOLcC7KMFm+UsFgu+vr60a9eOU0891aNbgZ9zzjmsXr2avLw81q9f79w2/UirVq1yvj777LM91r+IHF+11bpOSEhg6bLlRNq2HHEuQXWwRUSkwRhmXaegG5kff/zRGVTfcMMN1W5c43A46NGjBykpKYSFhbFv3z68vb09Oo7o6Gj++OMPOnbsSGpqap2vd3Vve5GWpLzWdbo9jOSSCDJNf8KNAnp7l81SJyQkEBMTU2V2WzPXIiJyPLgarzX5/wv179+fc889F4DXX3+d7777rkqbp556yrnpxNSpU6sE1ytXrsQwDAzDYPLkycd9zCJydK7WuoayB9yePXsSHR2t4FpERBpcs/g/0Zw5c/D396e0tJThw4fz6KOP8v3337NixQpuuOEG7rzzTgC6devG9OnTG3i0IuIK1boWEZGmyqUc7Pnz5x+3AVx99dVu36Nv374sXLiQiRMnYrPZuOeee6q06datG5999pnKdok0Ea7Wut66dSvR0dH1NSwREZGjcinAnjx5skcqfhzJMAyPBNgAY8eOZePGjcyZM4fPPvuMP//8Ex8fH7p27cr48eO59dZbCQgI8EhfInL8uVrr+peNmxg2bJhSQ0REpNFwaZHj8fofl2EY2O3243LvpkaLHEUqczgcPPHU0/ye48VXxV05stb1UJ/ttDbyCbSUMGnSJM1ii4jIcedqvObSDPYDDzzgsYGJiLjCYrHQu2cPCr7/gaE+29lY2sFZ67qX1x4iLdmsKu7EIN9d2hJdREQaFQXYItJoxcbG8sMPP9DayGeM79+1rnMcPqwo7kI+ZRWBtLZCREQaE7d3chQROV7Kt0RPz4Rvitrjb5RQYHqz1xGMCcT77NCW6CIi0ug06Kqg0tLShuxeRBo5i8XCqJEjiLRm08NrH7mmLwccgbSx5BHvs+Pwlugjms0CR4fDQWpqKps2bSI1NRWHw9HQQxIRkWPgsRnsrKwstm/fTn5+Pna7nSPXTpqmSUlJCYWFhWRnZ/PLL7/wwQcfkJ6e7qkhiEgzFBcX1yK2RK9tS/jm8h5FRFoKt7dKz8jI4JZbbmHJkiXHVBFEVUTKqIqISO0cDkez3RLdlS3hFWSLiDQ8j1YRqUlJSQnDhw/nt99+qzJj7YqgoKq1bUVEqmOxWJplKb4jt4QvL0dYviV8vM8Oli5bTkxMTLN5oBARae7c+tf6rbfe4tdffwXKaloPGDCACRMmEB0djWEYnHbaaUycOJHRo0dzwgknOK8zDIM33niDPXv2uDd6EZEmTlvCi4g0P24F2J988gkAXl5efP7553z33Xe88847XH/99ZimyYknnsj8+fNZsmQJf/75J2+99ZaznNY777xDYGCg++9ARKQJc3VLeNX6FhFpOtwKsDds2IBhGCQkJDB8+HDn8bPOOguAlStXVmp/5ZVX8sYbb2CaJl9//TVffPGFO92LiDR5FbeEr075lvCq9S0i0nS4FWAfOnQIgPPOO6/S8V69egFlMy5bt26tdG7cuHEMGDAAKEsxERFpycprfff2zgCOXMti0tsrQ7W+RUSaGLcC7JKSEgDatGlT6XhYWBht27YFcOZoV3TRRRdhmiY///yzO92LiDR5f9f6ziLeZwdtLbl4YaetJdflWt+qny0i0ri4VUWkVatW7N27l7y8vCrnunTpwoEDB6rMYAN07NgRgN27d7vTvYhIs+BOrW/VzxYRaXzcCrA7d+7M3r172bhxY5VzXbp04fvvv6/2XPlinfz8fHe6FxFpNuLi4oiJialTre/K9bNj/66fbc8gNzFR9bNFRBqIWykiAwcOxDRN5s6dy969eyud6969OwArVqyguLi40rnVq1cDaEMVEZEKymt99+zZk+jo6KOmhVSsn73fDKIUq7N+dro9jKXLlitdRESkAbgVYE+aNAmLxcLBgwc5/fTTeeWVV5yz00OHDgXgwIED3HrrrRQWFgJl5fnee+89DMNwLoYUEZG6Uf1sEZHGy60Au1u3btx0002Ypsnu3bu56aab+O677wDo378//fv3B+D111+nTZs2hIWFcfXVVzu3R58wYYKbwxcRaZlUP1tEpPFye9/dOXPmcMsttzh/ldm5c2fnuddff53g4GBM0yQ/Px+bzebcUv3cc8/lmmuucbd7EZEWSfWzRUQaL7cDbIvFwrPPPsvmzZv597//7awQAnDKKafw448/MmLE3yWmgoODufXWW1m6dGmt+YUiIlIz1c8WEWm8DLN8Svk4Ky4u5tChQ7Rt2xar1VofXTYpNpuN0NBQsrOztfhTRFxSqYpIaQSZDn/CLQX09sog0pqlKiIiIh7marzmVoC9ceNGLVT0EAXYInIsVAdbRKT+1EuAbbFY6NOnD1dffTVXXHEF7dq1O9ZbtXgKsEXkWDkcjjrVzxYRkWNTbwG2YZSVh7JarQwfPpzJkydzwQUX4OPjc6y3bZEUYIuIiIg0bq7Ga25NcYwZMwYvLy9M06S0tJTPP/+cyy67jIiIiEol+0REREREWgq3FzkeOnSI999/n3feeYe1a9c6y/CVz2x36dKFSZMmcdVVV2k1ey00gy0iSvUQEWnc6iVF5EhpaWm88847vPvuu/z2229/d2IYGIbBueeey+TJk7n00ksJDAz0VLfNggJskZZNixVFRBq/BgmwK0pOTnZui7579+6yzg7Pavv7+3PJJZdw1VVXMWzYsOPRfZOjAFuk5apUbq8kgkzTn3CjgN7eKrcnItKYNHiAXc40TVatWsXChQtZvHgxe/fudZ6zWCyUlpYez+6bDAXYIi1LeTqIzWbj8+VfsC3Hi6TiroBRoZVJvM8O4sJNpk29TekiIiINzNV4zet4D8QwDAYNGkRcXBy9e/fmP//5D7t378Y0TeppjxsRkUalunSQVoY3HS1Z/OEIr9DSILk0gkjbFtLS0oiOjq73sYqISN0d1wB7z549LFiwgMTERH766SdnQG2aJhaLheHDhx/P7kVEGp3K6SCxznSQXt57GOyzgxXFXSoF2ZkOfwBycnIaasgiIlJHHg+ws7Ky+OCDD3j33XdZvXo1DocDwBlcd+/enUmTJjFx4kQ6dOjg6e5FpI5UuaL+OBwOli5bTro9jKTiLpSng+w3g/iquCtDfbbTzzudtKIwzMPnwi0FAAQHBzfUsEVEpI48EmAXFhby8ccf8+6777J8+XJKSkqAv4Pq1q1bM2HCBCZNmsRpp53miS5FxANUuaJ+paWlkWvLJrkklsq51gAGG0s7MMZ3C+0tOWQ4QgCT3l4ZBIWEqsypiEgT4laAvXTpUt59910++eQT8vLygL+Dam9vb0aNGsWkSZMYPXo03t7e7o9WRDymplSF3vYMchMTVbniOChP88g0/as9X54OEmQU0daSS2+vsioio0Ym6LcKIiJNiFsB9pgxYzAMo9JixVNPPZVJkyZxxRVX0Lp1a7cHKCKeV1uqQlJxF+J9drB02XJiYmIU2HlQeZpHuFHAfjOoyvnydJBzff4Ayn+boAcdEZGmxu0UEdM0iYiIYOLEiUyaNIlTTjnFE+MSkePoaKkKda1cUR953M0hVzwqKoqgkFB62zMqPdj8f3t3Hhdltf8B/DMDDCC7W6igIspSLqFYLplLuGdmFplLbpVlWprVvWa/NK245rWymzctl9JMQ6+aC0qK+y5maIqmXBFyyQ0Ydhjm/P7gzuMMzAwzzDDDMJ/368XrNc5z5jnPzBnwO2e+53vKlaeDeNbzwoD+/eDr6+uQz5GIiCwMsJ9//nmMHTsW/fr1438CRA7E1FQFUypX2CKPu67kisvlcgwa0B958fGIUaQhRRWILLUnAuSFUjrIkCc5Y01E5OgsCrDXrl1rresgIhsyNVWhqsoVtsjjrmu54pGRkYiNjUXCzkQEKy9I9zMdhIio7qjxjWaIqPYxJVWhqsoVtsjjrqu54pGRkQgPD3f4lBciItKPf82JnJAmVSHYJRsxijQ0kufBFWVoJM9DjCLtf5Ur+hsN+O7ncQfCUB53njIHGRkZ1b5OW/RhL3K5HC1btkS7du3QsmVLBtdERHUIZ7CJnJSlqQrWzOO2Zx9ERETWxgCbyIlZkqpgrTxue/dBRERkbQywiZycJlXBXNbI464NfRAREVkbk/6IqFqskcddG/ogIiKyNpnQ3oaR7EapVMLPzw85OTnw9fW19+UQmYx1sImIyFmYGq8xwK4lGGCTI+NOjkRE5AxMjdcsysH+9ttvMWLECC4wInJy1c3jrm19EBERWYNF0z+TJk1CkyZNMHbsWOzdu9da10RERERE5LAs/n61oKAAP/zwA2JiYtCqVSvMnTsXV69etca1ERERERE5HIsC7H//+9/o0qULhBAQQiA9PR0ffvghQkND8cQTT2DNmjUoKiqy1rUSEREREdV6Vlnk+Mcff+C7777DDz/8gD///LP8xLLyerU+Pj4YMWIExo0bhy5duljaVZ3FRY5kTVwQSEREZH12qSIihEBSUhK+//57bNq0CQUFBeWd/C/YDgsLw4QJEzBmzBgEBgZaq9s6gQE2WQtL2hEREdUMu5fpy83Nxfr167F69WocPHgQarW6vEOZDC4uLujXrx8mTJiAp556Cq6u3FCSATZZQ2pqKuLj45FZ5o+U0kBkCU8EyArRwe0mgl2yERsbyyCbiIiomuweYGu7c+cOtm7dis2bN2PHjh1QqVTSrHaDBg0wYcIETJ482am3O2aATZZSq9X4fNGXSM2S6d1WPEaRhsgAgelvvsF0ESIiomowNV6zyf+yV69eRVpaGi5fvoyysjLIZDJpYeSdO3ewYMECtG7dGlOnTpXSSojIPBkZGchT5iClNBC6wTUAyJCiCkSeMgcZGRn2uDwiIiKnUWO5GRcvXsTq1auxZs0anf/QhRDw9PTE8OHD0bVrV2zYsAH79u2DSqXCv//9bxw8eBD79++Hn59fTV0aUZ2Um5sLAMgSnnqPZ6k9ddoRERFRzbDqDPbdu3fx1Vdf4dFHH8WDDz6IuLg4XL16VZqt7tSpE/7973/jxo0bWLVqFV577TUkJSXhwoUL6NGjB4QQOHv2LD744ANrXhaRU9DsqBogK9R7PEBeqNOOiIiIaobFM9glJSXYunUrVq1ahZ07d0KlUgEon6kGynOsR40ahYkTJ6Jdu3Z6z9GmTRts2bIFQUFByM/Px6ZNm7Bo0SJLL43IoZlbaq958+bw9vVDh7KbenOwO7jehLevn1OvdSAiIrIFiwLsV199FevXr0d2djaA+0G1XC6XqoQ8/fTTcHNzq/Jcfn5+aNu2LY4fP447d+5YcllEDq86pfbkcjkGDeiPvPh4xCjSkKIKRJbaEwHyQnRwLa8iMmhALBc4EhER1TCLAuxvvvlGWrAIACEhIRg3bhzGjRuH4OBgs8+n2fWxTZs2llwWkUPTLbUXcb/UXtlN5MXHGy21FxkZidjYWCTsTESw8oJ0f3lwzhJ9REREtmBxioi7uzuGDRuGiRMnok+fPhada/r06QgMDGQQQE5LrVYjYWciMsv8ddI8bgtv7C4JRYwiDQk7ExEeHm5wJjoyMhLh4eHcyVELd7YkIiJbsijA/uqrrzBq1CirVfx48cUXrXIeIkd1v9ReBAyV2gtWXkB6ejrkcrnBgFEul6Nly5a2vPRaiztbEhGRrVkUYLdt2xYpKSlo27Yt6tevb/LjMjMzsW3bNty7dw+zZs2y5BKI6hRTS+3Fb9iA4sL71UIYMOpnSboNERFRdVn0HWmvXr3Qu3dvHDp0yKzHHTlyBK+//joWLlxoSfdEdY6ppfYy8+TYVhSB1YVR2FYUgdQsGeLj45Gammqza63tKqbb3BbeUMFFSrfJLPNHws5EqNVqe18qERHVMXZJQtTs1pifn2+P7olqLanUnttNAKLCUYEOrjdQIuRIKAlnwFgF7mxJRET2YlKKyN69e5GZmWnw+J49e6RSfcao1WpkZWVJM9cNGzY07SqJnITxUns3ECTPwanSZhCVPhvfz8/OyMhg/jW4syUREdmPSQF2WVkZxo0bB5ms4ixQee3rf/3rX2Z3LJPJ0LdvX7MfR1TXGSq15+5ZD8WFQGpZY72Pq8sBY3WqgGin29wW3pWOc2dLIiKqKSYF2DExMRgxYgTWrVun97imDrY5IiMjMX/+fLMfR+QM9JXaU6vVWL16tdMFjNWtAsKdLYmIyF5MriLy5Zdfon///jr3jR8/HjKZDFOmTEHHjh2rPIdcLoeXlxeCg4PRsWNHuLi4mH/FRE6iYqk9tVrtdAGjJVVAuLMlERHZi0xUZ/r5f+RyOWQyGTZt2oSnnnrKmtfldJRKJfz8/JCTkwNfX197Xw7VUjoBp56AsS6VnVOr1fh80ZdIzZLp/UARo0hDZIDA9DffMBoksw42ERFZi6nxmkV1sGfPng0AiIiIsOQ0RKTFWL6xM22FbuqmO1Ut6uTOlkREZGtWCbCJyDpMmW11loDR1CogSqUS6enpRl8L7mxJRES2ZFGATUTWY06+sTMEjKZWAdmR+AuKCu7X1Gf6BxER2ZtJAXarVq0AlJfWS0tLq3R/dVU8H5GzqrjroCYlQrOJTIwiDQk7ExEeHl7nZqoNqboKyA2oBXAp15XboBMRUa1iUoCdnp6utwa2oftNIYSo9mOJ6hpr5RvXJVVVAQlyycHdsnrYXdIa/EBCRES1ickpIoYCYguKkBDR/3DXQf0MLer0rOeFwgLgWGlz8AMJERHVNiYF2Gq12qz7icg83HXQMM2izvT0dKSnpwMo/2B/6NAhfiAhIqJaiYsciWoB7jpo3MWLFytVV1ELINLlFs6WNanU3pk/kBARkf0xwCaqBbjroGEGq6u43UAnt2tQCndcVdfXegQ/kBARkX0xwCaqJZxpExlTGa+u0hpPKC7jMUU6CkrckKWuxw8kRERUK5gUYE+YMKFGOpfJZFi+fHmNnJvIETnLJjKmqqq6yhlVEzR3z8GT7hele535AwkREdUOJgXY3333XY2V1GOATaTLGTaRMZWp1VV69OiBRo0aOf0HEiIiqh3MKtNnbayDTUTGmFpdpVWrVvxQQkREtYZJAfbevXtr+jqIyARqtdqp0kdYXYWIiByRSQF2z549a/o6iKgKqamplUrVlecb97dZvrGtA3xWVyEiIkckE9yKsVZQKpXw8/NDTk4OfH197X05VMvolqoL1CpVVx5kxsbW/KI+ewb4teHDBRERkanxGsv0EdVyxkvVhSJGkYaEnYkIDw+vsZlcg7Woy24iLz6+xgN8VlchIiJHYlaZvopl9Swt38cyfURVq6pUXYoqEMHKC8jIyKiRhX61IcAHWF2FiIgch9ll+rQDYmuU72OATWScqaXqNO2szd4BPhERkaMxq0yfvmDakhRulukjqpqppeo07azNUIAvg8AD8lx4y4oBlOelERERkYVl+li+j6jm2btUnb4Av4U8C53dMuEjL5Ha7Uj8BW5ublx0SERETq9OVRG5evUqvvzyS2zfvh2ZmZlwd3dHaGgoYmNj8frrr6NevXrVPndBQQF27tyJXbt2ITk5GZcvX0ZeXh58fX0RFhaG/v3749VXX0VgYGC1zs8qImSMziJDPaXqanKRoVqtxueLvkRqlgy7S0LRQp6N3oo0ZKr9cKa0iV0qmhAREdmDqfGaXQJstVqNixcv4tq1a4iJibHKObdu3YrRo0cb/Jo6LCwM27dvR+vWrc0+95kzZ9C9e3fk5eUZbefr64tvvvkGzz//vNl9MMCmqti7TF55gO+H+rIC3BX1kFTSGhVn02MUaYgMEJj+5hus8EFERHWOTQJsuVwOuVyOjRs34qmnnjL5cT/88APGjh2LBx54ANevX69u95LTp0+je/fuKCwshLe3N2bOnInevXujsLAQ69atw7fffgugPMhOTk42O1f10KFD6NGjBwCge/fuePLJJxEdHY0GDRrg9u3b2LhxI7799luo1Wq4uLhg69atGDhwoFl9MMAmU9hzJ8fU1FRs2bYdRQX52FYUoTcfvJE8D0+6X8DYsWO54JGIiOocm9XBrk587ubmBiEE7t69a2n3AIA333wThYWFcHV1xS+//IKuXbtKx/r06YM2bdrg3XffxR9//IGFCxdizpw5Zp1fLpcjNjYWs2fPxoMPPljpeL9+/TBw4EAMGzYMZWVlmDp1Ki5dusRFnGR19ixVFxkZidLSUmzatMluFU2IiIgcgUkB9q1bt1BUVGT0eEZGRpXnUavVyMrKwr/+9S8A1ql6cOLECRw8eBAAMHHiRJ3gWmPGjBlYuXIlUlNTsWjRIsyaNQtubm4m99GtWzd069bNaJuhQ4fimWeewX/+8x+kpaXh9OnT6Nixo3lPhqiW03xat1dFEyIiIkdgUoC9fv16vPHGG3qPCSEwadIkszuWyWSIjo42+3EVbd68Wbo9fvx4vW3kcjlefPFFzJw5E9nZ2di7dy/69etncd8V9e7dG//5z38AAGlpaQywqc6xd0UTIiIiR2BS8ubkyZPRsWNHCCF0fjQq3m/Kj4eHB+bOnWvxEzh06BAAwMvLC506dTLYrmfPntLtw4cPW9yvPsXFxdJtFxeXGumDrEutViM9PR1nz55Feno61Gq1vS+pVpPL5Rg0oD+CXbIRo0hDI3keXFGGRvI8xCjSEOySjUED+nOBIxEROTWTZrBlMhmWLVuGL774Quf+77//HjKZDL169TJpxkoul8PLywvBwcEYPnw4WrVqVa2L1paamgoAaN26NVxdDT+diIiISo+xtv3790u3Waas9rNnVQ5HFhkZidjYWCTsTESw8oJ0f/lrxxJ9REREFlcRkclk2LRpk1lVRKylqKgInp7li6oGDx6Mbdu2GW3v7e2N/Px8dOnSBUePHrXqtaSkpKBTp04oKytDu3btcObMGbMezyoitqVTV7o0kLWcq8GeFU2IiIjswSZVRB5//HHIZDI0bNjQktNUm3alAm/vyguuKvLy8kJ+fn6V9azNVVxcjJdeegllZWUAgI8//tikx2inlHCbadtRq9VI2JmIzDJ/nTzi28Ibu0tCEaNIQ8LORISHh5sUMDproGnPiiZERES1mUUB9r59+6x0GdWjXdlEoVBU2d7d3R0AUFhYaNXrmDJlCpKTkwEAY8eOxZAhQ6p8TFxcHD788EOrXgeZJiMjA3nKHKSURkB3kR4AyJCiCkSw8gIyMjKqDCCZZkJEREQVOfQ0m4eHh3S7pKSkyvaaGWNNWok1xMXFYdmyZQCAzp07Y/HixSY9bubMmcjJyZF+MjMzrXZNZJzmmw9Lazlr0kxSs2TYVhSB1YVR2FYUgdQsWfn9NZTrT0RERLWbRTPY1qgC8sEHH1T7sdq1dk1J+8jPzwdgWjqJKZYuXYr33nsPQPkiyoSEBHh5eZn0WHd3d2lGnWxL876xpJazoTSTO8ILv6sao56sBFu2bUebNm2MLr4lIiKiusei//nnzJlj8W6FlgTYHh4eaNCgAe7evYs///zTaNusrCwpwA4ODq52nxpr167F5MmTAQAtWrTArl277JaLTuaxRi1nfWkmLeRZ6OyWCR95+bcpRQXAws+/wFNPDma6CBERkROxOEWkOjWwK9bRtoRm6/LLly9DpVIZbHfhwv1yYpYGO1u2bMGLL74ItVqNJk2aICkpCUFBQRadk2zHGrWcK6aZtJBnobciDVnCUydd5FKuK9NFiIiInIxFM9grV66ssk1RURGys7Nx9uxZJCYm4u7du+jatSvWrl1rcjqFMY899hgOHjyI/Px8nDp1Co8++qjedto1qrt3717t/pKSkhAbGwuVSoUGDRpg165dCA0Nrfb5yD4sreWsnWZyR3ihs1smMtV+SCppDd2qJK3NrkpCREREjs2iAHvs2LFmtc/OzsbIkSORmJiISZMmYceOHZZ0DwB4+umnERcXB6A84NcXYKvVaqxatQoA4O/vj969e1erryNHjmDo0KEoLi6Gn58fEhMT8dBDD1X/4smuIiMjER4eXq0Se9ppJr+rGsNHXoL9Ra1gaVUSIiIicnw2nU7z9/dHfHw8AgMD8csvv2DdunUWn/ORRx5Bjx49AADLly/Xu4HMwoULpa/o33zzTbi5uekc37dvH2QyGWQyGcaNG6e3n99++w2DBw9Gfn4+vLy8sH37dqNbs5Nj0NRybteuHVq2bGnyDLN2mskjbuX5/5ZWJSEiIqK6webfV3t7e2P8+PEQQpiUYmKKRYsWwdPTEyqVCv369UNcXByOHTuGvXv3YtKkSXj33XcBAGFhYZgxY4bZ509LS0P//v2RnZ0NAPjoo4/g5+eH33//3eDPrVu3rPLcqPbSpJk08y6ftQ6Q6a+vbkpVEiIiIqo77FI/TJNWkZKSYpXzRUVF4aeffsLo0aOhVCql0nnawsLCsH379moFOQcPHtQJmKdPn17lY2bPno05c+aY3Rc5lsjISLRp0wYLP/8CHcpuYLdWDnY506qSEBERUd1hlxVXWVlZAKy7PfiQIUNw5swZTJ8+HWFhYahXrx78/f0RHR2N+fPn4/Tp02jdurXV+iPScHV1xVNPDkawS061q5IQERFR3SET1qqXZ4Zu3brh2LFjaNmyJf773//auvtaSalUws/PDzk5OfD19bX35VA1cNt0IiKius3UeM2mKSJpaWmYNWsWjh07BplMVu1qHkS1kSVVSYiIiKjusCjAbtWqlUntVCoVlEqlThUFmUyGKVOmWNI9OTG1Wl0rA1lNVRIiIiJyXhYF2Onp6SZvlV4xE2Xu3LmIioqypHtyUkzFICIiotrM4hQRU1K4ZTIZPDw80LhxY3Tp0gWTJk1ieghVS2pqKuLj45FZ5o+U0ghkCU8EyArRoewm8uLjERtb9S6MRERERDXJogBbrVZb6zqIqqRWq5GwMxGZZf7YXRIK3S3JQ7klOREREdUKjELIYWRkZCBPmYOU0kAY2pI8T5mDjIwMe1weEREREQA7bTRDVB2aRbK1aUvy2rrYkoiIiOyHATY5DM0unAGyQtwW3pWO23pLci62JCIiIn041UYOo3nz5vD29UMHt5sAKi6ute2W5JrFlqlZMmwrisDqwihsK4pAapas/P7U1Bq/BiIiIqqdGGCTw5DL5Rg0oD+CXbLtuiV5xcWWt4U3VHCRFltmlvkjYWciFwETERE5KaaIkEOJjIxEbGwsEnYmIlh5Qbq/PDXDNiX67i+2jIChxZbBygvIyMjgpjNEREROiAE2ORx7b0leGxdbEhERUe3BAJsckj23JK9tiy2JiIiodmEONpGZatNiSyIiIqp9GGATmam2LLYkIiKi2okpIkTVUBsWWxIREVHtxACbah1b745Y3f7svdiSiIiIaicG2FSr2Hp3REv7s+diSyIiIqqdGGCTXVScNQ4KCsLhw4exb98+3CrzwonScGSJegiQFaJD2U3kxccjNta6qRea3Rgzy/yRUhqBLOFZo/0RERGRc2CATTanb9ZYyOSQifKdDxu75KOn7ApOlgbjqjoAu0tCEaNIQ8LORISHh1slBaPiboyaDWM0uzFauz8iIiJyHowcyKY0s8apWTJsK4rA6sIobCuKQKbKB0IA+4pDsK2ofDa5tyINLeRZ0OyOmKfMQUZGhlWu4/5ujIEwtBujNfsjIiIi58EAm2ym4qzxbeENFVxwW3gjqaQ1MtV+6OR2DXeEl/Tvzm6ZkEFYfXdE7sZIRERENYUBNtlMVbPGZ1RN4CMvwQPy3Er/tvbuiNq7MerD3RiJiIiouhhgk82YOmvsKSut9G9r747I3RiJiIiopjDAJpsxddbYF8U6/37Q5ZbVd0fkboxERERUU1hFhGqUdjk+Ly8vePv4okPZDewuaQ3dNBGB9q43UCLkaON6G2fKAtHe9QbUAgjxd8HggdYvmcfdGImIiKgmyIQQFb8fJztQKpXw8/NDTk4OfH197X05VqGvHJ+bwh0lxcXIVPvhjKoJstSeCJAXor3rDQTLc3BK1QzRbtdwq8wLjV3y0atXL/To0aNW7uRIREREzsXUeI0z2FQjDG3i0lWdgQby8jSRJ93vzxrnqhXYWxKKa2pfRLtdQ7C3GkOH2GYWmbsxEhERkTUxwCarM7aJy4nSIAx0/wP7S0LgIhPwlJWiULjhL7UPBGRoJM8DAMQ++yxatWplx2dBREREVD0MsMnq7pfji0DFcnx/qX2Qr3ZDe7ebSNKTh62p3sEZZSIiInJUTDQlqzNWjk9AhpOlQQiW5yBGcZnVO4iIiKjO4Qw2WZ12Ob7bwrvS8Ty4QyYD2vioEFzA6h1ERERUtzDAJquTNnEpu6mTg13ufhrIm1On4M8//2T1DiIiIqpTGGCT1Wk2ccmLj0eMIg0pqkCpHF8H15v/SwOJhaurq01yrVmGj4iIiGyJATbViNqyiYu+Wtzl19CfqShERERUI7jRTC1RFzeaAew7e6xbiztQqsXdwa18Fj02lvneREREZDpuNEO1gr02cTFWi3t3SShiFGlI2JmI8PBwposQERGRVTGyoDrpfi3uQFSsxQ3IkKIKRJ4yBxkZGfa4PCIiIqrDGGBTnWSsFjcAZKk9ddoRERERWQsDbKqTtGtx6xMgL9RpR0RERGQtDLCpTpJqcbvdBFBxHe/9WtzNmze3x+URERFRHcYAm+okTS3uYJdsxCjSuCU7ERER2QyriFCdVVtqcRMREZFzYYBNdVpkZCTCw8O5kyMRERHZDANsMpujbT1ur1rcRERE5JwYYJNZuPU4ERERkXEMsMlkuluPR9zferzsJvLi47n1OBERERFYRYSqoFarkZ6ejjNnzmDLtu3S1uO3hTdUcJG2Hs8s80fCzkSo1Wp7XzIRERGRXXEGmwzSlw6SUhoBQ1uPBysvICMjg/nORERE5NQYYJNeFdNB/OSF6KG4yq3HiYiIiKrAAJsqUavVSNiZKKWDADK4iPLUjwBZIW4L70qP4dbjREREROWYg02VZGRkIE+Zg5TSQGjSQf5S+yBXrUB7txvg1uNEREREhjHApko0aR7a6SACMpwsDUawPAdPKC5Xe+txzaLJs2fPIj09nYsiiYiIqM5highVoknzqJgOclUdgL0loXjULQNPupu/9ThraBMREZEzYIBNlTRv3hzevn7oUHZTysHWuKr2RxtxBw3qqTCwfz/4+vqatJMja2gTERGRs2CKCFUil8sxaEB/BLtkI0aRpicdJAdPPTkY7du3R8uWLU1KC9FeNMka2kRERFSXcQab9IqMjERsbCwSdiYiWGl+Ooi2+4smWUObiIiI6j4G2GRQZGQkwsPDkZGRgdzcXPj4+JiUDlKRvkWT2lhDm4iIiOoSBthklFwut3hW2dCiSQ3W0CYiIqK6hDnYVOOkRZNuN1EbamizVCARERHVJM5gU43TLJrMi49HjCINKapAZKk9ESAvRAfXm/+roR1rdupJdbBUIBEREdU0mRCi4pQi2YFSqYSfnx9ycnLg6+tr78upEfYObnVLBQbeLxXoVh7ks1QgERERGWNqvMYZbLIZay2arI6KpQI11Uw0pQJjFGlI2JmI8PBwm1wPERER1V0MsMmmrLFosjpYKpCIiIhshVN15BRYKpCIiIhshQE2OQXtUoH6sFQgERERWQsDbHIKta1UIBEREdVdDLDJKWhKBQa7ZCNGkYZG8jy4ogyN5HmIUaT9r1Rgfy5wJCIiIotxkSM5jcjISMTGxiJhZyKClRek+8tLBbJEHxEREVkHA2xyKvYsFUhERETOgQE2OR17lQokIiIi58AAm0yiVqs560tERERkAgbYVCV7b3FORERE5EgYYJNRqampiI+PR2aZP1JKI5AlPBEgK0SHspvIi49HbCwXBxIRERFp43f8TkitViM9PR1nz55Feno61Gq1wXYJOxORWeaP3SWhuC28oYILbgtv7C4JRWaZPxJ2Jhp8PBEREZEz4gy2kzEn3SMjIwN5yhyklEYAkFU4kwwpqkAEKy8gIyODiwaJiIiI/ocBthMxN90jNzcXAJAlPPWeL0vtqdOOiIiIiJgi4jSqk+7h4+MDAAiQFeo9Z4C8UKcdERERETHAdhr30z0CYSjdI0+Zg4yMDOne5s2bw9vXDx3cbgIQFR4j0MH1Jrx9/dC8efMavnoiIiIix8EA20lUJ91DLpdj0ID+CHbJRowiDY3keXBFGRrJ8xCjSEOwSzYGDejPethEREREWpiD7SS00z1uC+9Kxw2le0RGRiI2NhYJOxMRrLwg3V++MJIl+oiIiIgqYoDtJKR0j7Kb2F0SCt00EePpHpGRkQgPD+dOjkREREQmYIDtJDTpHnnx8YhRpCFFFYgstScC5IXo4Hrzf+kesQaDZrlczlJ8RERERCZggO1EmO5BREREVPMYYDsZe6V7qNVqppgQERGRU2CA7YRsne5x7tw5bEvYgaKCfOk+Q7tHEhERETk6TiFSjdq1axfi12/QCa7z1W5IzypFfHw8UlNT7Xh1RERERNbHGWyqMefOncPhI0fwp9oPZ0qbSFuzt3e7gWB5Du6U1UPCzkSEh4czXYSIiIjqDEY1VCPUajW2JexAZpkfkkpa62zNnlTSGplqP3jKSivtHklERETk6BhgU43IyMhAUUE+zpQ2gb6t2c+omsBLXgpAd/dIIiIiIkdXZwLsq1evYsaMGYiIiICXlxfq16+Pzp07Y8GCBSgoKLBaPzt27MCwYcMQFBQEd3d3BAUFYdiwYdixY4fV+qgLTN2aHai8eyQRERGRI6sTOdhbt27F6NGjoVQqpfsKCgqQnJyM5ORkLFu2DNu3b0fr1q2r3YdarcYrr7yC5cuX69x/7do1XLt2DZs3b8ZLL72EpUuXMp8Ypm/N7lHPS+/ukURERESOyuEjwdOnT+P555+HUqmEt7c3Pv74Yxw5cgRJSUl4+eWXAQB//PEHBg8ebFEqwqxZs6TgOioqCmvXrsWJEyewdu1aREVFAQCWLVuG999/3/InVQdIW7O73QAgKhwVaO96A2oBPDloID+QEBERUZ0iE0JUjH4cyuOPP46DBw/C1dUVBw4cQNeuXXWOL1iwAO+++y4AYPbs2ZgzZ47Zffzxxx946KGHoFKpEB0djQMHDsDT836KQ0FBAXr27Ink5GS4uroiNTXV7NlypVIJPz8/5OTkwNfX1+xrtBZrbgiTmpqK+Ph4ZJb5IUXVRNqavb3rDQS75KB7t27o27evlZ8BERERUc0wNV5z6AD7xIkTePTRRwEAkyZNwpIlSyq1UavVaNu2LVJTU+Hv749bt27Bzc3NrH4mT56Mr7/+GgBw9OhRdOnSpVKbY8eOScH95MmTsXjxYrP6qA0BdmpqKhJ2JiJPmSPdZ+mGMPrO6VnPC4MHDcRDDz1k8TUTERER2YpTBNjvvfce4uLiAJQHuJpgu6J//OMfmDlzJgAgMTER/fr1M7kPIQSCgoJw/fp1REREGN0YJSIiAhcvXkSzZs2QmZkJmaxi9QzD7B1gnzt3Dhs2bCifbdaqWd3B7SaCXbIRGxtb7SCb26QTERFRXWBqvObQUc6hQ4cAAF5eXujUqZPBdj179pRuHz582Kw+rly5guvXr1c6j7F+rl27hvT0dLP6sadz585h/X82IqPMD7sr1KzeXRKKzDJ/JOxMhFqtrtb5NVuzt2vXDi1btmRwTURERHWaQ0c6mtnk1q1bw9XVcEGUiIiISo8x1fnz5/Wex9r92Etqaio2bNgAmVAbrFmdogrkhjBEREREJnLYALuoqAh37twBAAQFBRltGxAQAC8vLwBAZmamWf38+eef0u2q+gkODpZum9uPPajVaiTsTMRddT0AVdes5oYwRERERFVz2ABbO9jz9q5cZ7kiTYCdl5dXY/1o+jCln+LiYiiVSp0fW8vIyECeMgd/qBoAKK9ZrY+mZjU3hCEiIiKqmsMG2EVFRdJthUJRZXt3d3cAQGGh/iDSGv1o+jCln7i4OPj5+Uk/2rPftqL58JBW1gC5agXaG6hZ3cH1Brx9/bghDBEREZEJHDbA9vDwkG6XlJRU2b64uBgAdOpXW7sfTR+m9DNz5kzk5ORIP/ZIKdHMSPvLinCyNBjB8hw8obiMRvI8uKIMjeR5eEJxGcEuORg0oD8XJxIRERGZwGG3StdOVzAl7SM/Px+Aaekk1e1H04cp/bi7u+vMeNuDtNti2U3sLgnF3pJQdHbLxJPuF6Q2QibHs8OfrXaJPiIiIiJn47BTkh4eHmjQoDx3WHshoj5ZWVlS8GtuKob2wsaq+tGehbZHyoe55HI5Bg3oj2CXbMQo0lAAN/xc/CCOlgRLCx+fG/4MN4QhIiIiMoPDBtgA8OCDDwIALl++DJVKZbDdhQv3Z2TNnYnV9FHxPNbux14iIyPLN5EJEHjS/QJGe/6GropMtPB3Q2xsLINrIiIiIjM5bIoIADz22GM4ePAg8vPzcerUKYM7Oe7fv1+63b17d7P6CAkJQdOmTXH9+nWd8+hz4MABAECzZs3QsmVLs/qxp8jISISHh3O3RSIiIiIrcOgI6umnn5Zur1y5Um8btVqNVatWAQD8/f3Ru3dvs/qQyWQYOnQogPIZ6mPHjultd+zYMWkGe+jQoWZtk14bcLdFIiIiIutw6CjqkUceQY8ePQAAy5cvx9GjRyu1WbhwobSr4ptvvgk3Nzed4/v27YNMJoNMJsO4ceP09jNt2jS4uLgAAKZOnVqpBF9hYSGmTp0KAHB1dcW0adMseVpERERE5MAcOsAGgEWLFsHT0xMqlQr9+vVDXFwcjh07hr1792LSpEl49913AQBhYWGYMWNGtfoICwvDO++8AwBITk5G9+7d8dNPPyE5ORk//fQTunfvjuTkZADAO++8gzZt2ljnyRERERGRw3HoHGwAiIqKwk8//YTRo0dDqVTivffeq9QmLCwM27dvt2gnwo8//hi3bt3CihUrcPr0aYwYMaJSm4kTJ+Kjjz6qdh9ERERE5PgcfgYbAIYMGYIzZ85g+vTpCAsLQ7169eDv74/o6GjMnz8fp0+fRuvWrS3qQy6XY/ny5di+fTuGDh2Kpk2bQqFQoGnTphg6dCgSEhKwbNky5i4TEREROTmZEKLi3thkB0qlEn5+fsjJyYGvr6+9L4eIiIiIKjA1XuN0KxERERGRFTHAJiIiIiKyIgbYRERERERWxACbiIiIiMiKGGATEREREVkRA2wiIiIiIitigE1EREREZEUMsImIiIiIrIgBNhERERGRFTHAJiIiIiKyIgbYRERERERWxACbiIiIiMiKGGATEREREVkRA2wiIiIiIitigE1EREREZEWu9r4AKieEAAAolUo7XwkRERER6aOJ0zRxmyEMsGuJ3NxcAEBwcLCdr4SIiIiIjMnNzYWfn5/B4zJRVQhONqFWq3H9+nX4+PhAJpPVeH9KpRLBwcHIzMyEr69vjfdH1scxdGwcP8fHMXR8HEPHZo/xE0IgNzcXTZs2hVxuONOaM9i1hFwuR1BQkM379fX15R8VB8cxdGwcP8fHMXR8HEPHZuvxMzZzrcFFjkREREREVsQAm4iIiIjIihhgOyl3d3fMnj0b7u7u9r4UqiaOoWPj+Dk+jqHj4xg6tto8flzkSERERERkRZzBJiIiIiKyIgbYRERERERWxACbiIiIiMiKGGATEREREVkRA2wHdvXqVcyYMQMRERHw8vJC/fr10blzZyxYsAAFBQVW62fHjh0YNmwYgoKC4O7ujqCgIAwbNgw7duywWh/OqCbHr6CgABs3bsRrr72Gzp07IyAgAG5ubmjQoAG6du2KOXPm4ObNm1Z6Js7LVr+D2goKCtCqVSvIZDLIZDK0bNmyRvpxFrYcw927d2PcuHFo3bo1vLy84Ofnh7CwMDz77LP4+uuvkZeXZ9X+nIEtxi89PR1/+9vf0KlTJ/j7+8PNzQ3169dHt27dMHfuXNy6dcsq/TiTW7duYdu2bfjggw8wcOBANGzYUPqbNm7cuBrpc+3atejXrx8CAwPh4eGBFi1aYPTo0Th69GiN9AdBDmnLli3C19dXAND7ExYWJi5dumRRH2VlZWLixIkG+wAgXnrpJVFWVmalZ+U8anL8UlJShLe3t9FxAyB8fX3FunXrrPzMnIctfgf1mTFjhk4/LVq0sHofzsJWY3jv3j0xdOjQKn8nT58+bfmTciK2GL9Vq1YJT09Po+NWv3598csvv1jpWTkHY6/n2LFjrdpXQUGBGDRokMH+5HK5mDNnjlX7FEIIBtgO6Ndff5V+4b29vcXHH38sjhw5IpKSksTLL7+s88dFqVRWu5+///3v0rmioqLE2rVrxYkTJ8TatWtFVFSUdGzmzJlWfHZ1X02P38GDB6VzdO/eXcTFxYldu3aJX3/9VSQmJopJkyYJuVwuAAgXFxeRkJBQA8+ybrPV76C+fl1cXISHh4fw8fFhgG0BW41hdna26NSpk3S+YcOGiTVr1ohjx46JkydPio0bN4o333xTBAUFMcA2gy3G79ChQ9LfSrlcLsaPHy82b94sTpw4ITZs2CCGDBki9ePp6SnS0tKs/CzrLu0At3nz5qJfv341FmCPGDFCOnfv3r2lMVy+fLkIDQ2Vji1dutSq/TLAdkA9evQQAISrq6s4cuRIpeOffvqp9IaZPXt2tfq4ePGicHV1FQBEdHS0KCgo0Dmen58voqOjpeuoiZm6uqqmx+/w4cMiNjZWnDt3zmCbzZs3C5lMJgCI0NBQoVarze7Hmdnid7AilUolBWpz584VLVq0YIBtAVuN4ZgxYwQA4e7uLn7++WeD7dRqtSgtLa12P87GFuM3ePBg6RyLFy/W2+att96S2rz++uvV6scZffDBB2Lr1q3i5s2bQgghrly5UiMBdlJSknTeIUOGCJVKpXP89u3bonnz5gKA8Pf3F/fu3bNa3wywHczx48elN8ukSZP0tikrKxORkZHSG6akpMTsfl577TWpn6NHj+ptc/ToUanN5MmTze7DGdlq/EwxfPhw6VpOnTpVI33URfYaw4ULFwoAIjw8XBQXFzPAtoCtxlD726QFCxZYetn0P7Yav4CAAAFANGjQwGCb7Oxs6Vo6duxodh9UrqYC7IEDB0ofxDIzM/W2Wbt2rdT3p59+arW+ucjRwWzevFm6PX78eL1t5HI5XnzxRQBAdnY29u7da1YfQgj8/PPPAICIiAh06dJFb7suXbogPDwcAPDzzz9DcFPQKtli/EzVu3dv6XZaWlqN9FEX2WMMr169ig8++AAAsGTJEigUCovO5+xsNYZfffUVAMDPzw9Tpkwx/0JJL1uNX0lJCQAgJCTEYBs/Pz80bNhQpz3VDrm5uUhKSgIAxMTEICgoSG+7Z555Br6+vgCATZs2Wa1/BtgO5tChQwAALy8vdOrUyWC7nj17SrcPHz5sVh9XrlzB9evXK53HWD/Xrl1Denq6Wf04I1uMn6mKi4ul2y4uLjXSR11kjzGcPHky8vPzMWbMGPTq1cuic5FtxrCkpESaqOjbty88PDwAAGVlZcjMzER6ejqKiorMvXSC7X4HNRNIV65cMdhGqVTizp07Ou2pdjh58qT0ocdYLKNQKKSJxJMnT6K0tNQq/TPAdjCpqakAgNatW8PV1dVgu4iIiEqPMdX58+f1nsfa/TgjW4yfqfbv3y/djoyMrJE+6iJbj+G6deuQkJCAgIAALFy4sNrnoftsMYYpKSlSAN2uXTsolUpMmzYNDRs2RPPmzRESEgI/Pz/07dsX+/btM/9JODFb/Q6++uqrAIC7d+9iyZIletvMmzevUnuqHaoTy6hUKly6dMkq/TPAdiBFRUXSJ2VDX3VoBAQEwMvLCwCQmZlpVj9//vmndLuqfoKDg6Xb5vbjbGw1fqZISUnB9u3bAZT/588A2zS2HsOsrCxMmzYNAPCPf/wDjRo1qtZ56D5bjaH2f+5qtRrR0dFYtGgRsrOzpftLSkqwe/du9OnTB/Pnzzfr/M7Klr+DEyZMkNJMXn/9dbz88svYunUrkpOTsXHjRgwbNgz//Oc/AQCzZs1CTEyM2X1QzbF3LMMA24Hk5uZKt729vatsr/nDYu7mBeb0o+mjOv04G1uNX1WKi4vx0ksvoaysDADw8ccfW/X8dZmtx/Cdd97BX3/9ha5du+Lll1+u1jlIl63G8N69e9Lt+fPn49KlSxgwYABOnDiBoqIi3Lp1C19//TX8/PwghMDf//53KaWEDLPl76CLiwu+//57rF+/Hh06dMCyZcvw1FNPoXPnzhg+fDg2b96M3r17Y9euXfjoo4/MPj/VLHvHMgywHYh2vp4pi5zc3d0BAIWFhTXWj6aP6vTjbGw1flWZMmUKkpOTAQBjx47FkCFDrHr+usyWY3jgwAGsWLECrq6uWLJkCWQymdnnoMpsNYb5+fk6ffbt2xfbtm1D586d4e7ujkaNGuHVV1/Ftm3bIJeX/1c8c+ZMLhavgq3/jqampmLVqlU4e/as3uNHjx7F8uXLce3atWqdn2qOvWMZBtgORLNIBjBttbJmEZunp2eN9aO9UM7cfpyNrcbPmLi4OCxbtgwA0LlzZyxevNhq53YGthrD4uJivPLKKxBC4M0330T79u3Nu1AyyB5/R4HyWWx9i4kfe+wxPPPMMwDKgzlDgRyVs+Xf0YMHD6Jr167YunUrmjVrhtWrV+PmzZsoKSlBZmYmFi9ejHr16mHdunV45JFHcO7cObP7oJpj71iGAbYD8fHxkW6b8hWGZgbFlK/RqtuP9iyNuf04G1uNnyFLly7Fe++9B6B8QUdCQoLO12JUNVuN4ccff4yLFy8iODgYH374oXkXSUbZ4+9oo0aNEBUVZbBt//79pdsnT540qx9nY6vxKy4uxgsvvICcnBwEBgbi2LFjGD16NB544AG4ubkhKCgIkydPxoEDB+Dh4YHr169j7Nix5j0ZqlH2jmUML7+lWsfDwwMNGjTA3bt3dZL39cnKypLeMNrJ+6bQXgxQVT/aiwHM7cfZ2Gr89Fm7di0mT54MAGjRogV27dol1W4l09lqDDUL3mJiYrB161a9bTTnzs/Px7p16wAAjRs3Rp8+fczqy9nYagy125uzwOr27dtm9eNsbDV+O3fulNI+pk6disDAQL3tHnroIYwePRrLli3DqVOnkJKSgg4dOpjVF9WMirFMdHS0wbY1EcswwHYwDz74IA4ePIjLly9DpVIZLFF04cIF6ba5FSIefPBBveexdj/OyBbjV9GWLVvw4osvQq1Wo0mTJkhKSqryP3wyzBZjqPk6c+XKlVi5cqXRtnfu3MELL7wAoLzWKwPsqtliDB966CHptmZBsSHax42VnaNythg/7bJ+HTt2NNq2U6dOUurdhQsXGGDXEtWJZVxdXdGmTRur9M8UEQfz2GOPASiftTp16pTBdto1jrt3725WHyEhIWjatGml8+hz4MABAECzZs3QsmVLs/pxRrYYP21JSUmIjY2FSqVCgwYNsGvXLoSGhlb7fGT7MSTrs8UYtmjRAs2bNwcApKenG128qL2TarNmzczqxxnZYvy0g3aVSmW0rfbGJPyAVHt07txZWtxoLJYpKSnBsWPHpMe4ublZpX8G2A7m6aeflm4bmtlSq9VYtWoVAMDf319nS2xTyGQyDB06FED5pzrNG6+iY8eOSZ/6hg4dyioHJrDF+GkcOXIEQ4cORXFxMfz8/JCYmKgzq0bVY4sxFEJU+dOiRQsA5YGc5j5uWGIaW/0eDh8+HED5bn+aLZv12bhxo3RbEzySYbYYP+3t0Q8ePGi0rXbwZmxbdbItHx8fPPHEEwCA3bt3G0wp2rhxI5RKJQBg2LBh1rsAQQ6nR48eAoBwdXUVR44cqXT8008/FQAEADF79uxKx/fu3SsdHzt2rN4+Ll68KFxcXAQAER0dLQoKCnSOFxQUiOjoaOk6/vjjD2s8Nadgi/E7ffq08Pf3FwCEl5eXOHTokJWfhXOzxRhWpUWLFgKAaNGiRbUe7+xsMYZXr14VHh4eAoBo166dyMnJqdRm9erV0nkGDx5s6dNyGjU9fllZWaJevXoCgPDx8RFnzpzRex0JCQlCLpcLAKJZs2airKzM0qfmlK5cuWL238SVK1caHWMhhEhKSpLaPPXUU0KlUukcv337tmjevLkAIPz9/cW9e/csfCb3McB2QL/++qvw9PQUAIS3t7f45JNPxNGjR8WePXvEK6+8Ir2ZwsLChFKprPR4U/9z//vf/y61i4qKEuvWrRMnT54U69atE1FRUdKxmTNn1uCzrXtqevwuX74sGjduLLX5/PPPxdmzZ43+/PXXXzZ45nWHrX4HjWGAbRlbjaF2oBceHi5WrFghkpOTxZ49e8SUKVOkiQxfX19OVJjBFuM3d+5cqY23t7eYOXOm2LNnjzh9+rTYuXOneO2114Srq6vUZvXq1TX8rOuOgwcPipUrV0o/CxYskF7H7t276xxbuXKl3nOYEmALIcSIESOkdr179xY///yzOHnypFixYoUIDQ2Vji1dutSqz5EBtoPasmWL8PX1ld4YFX/CwsLEpUuX9D7W1P8YysrKxIQJEwz2AUBMnDiRn9iroSbHT/uPjqk/xv44kX62+B00hgG25Ww1hn//+9+FTCYz2E/jxo31zsKScTU9fmq1WkybNs3o2AEQbm5uYsGCBTX4TOuesWPHmvV/lD6mBtgFBQVi0KBBBs8tl8tr5P9A5mA7qCFDhuDMmTOYPn06wsLCUK9ePfj7+yM6Ohrz58/H6dOn0bp1a4v6kMvlWL58ObZv346hQ4eiadOmUCgUaNq0KYYOHYqEhAQsW7ZM2oWMTGeL8aOaxTF0fLYaw7i4OBw+fBhjxoxBy5Yt4e7uDj8/P3Tu3Bnz5s3DH3/8ga5du1rhGTmXmh4/mUyGzz//HCdPnsSrr76Ktm3bwsfHBy4uLvDz80OnTp3w1ltv4ffff8fbb79txWdG1uTp6Ynt27djzZo16Nu3Lxo3bgyFQoHg4GCMHDkShw4dwpw5c6zer0wI7stKRERERGQtnHokIiIiIrIiBthERERERFbEAJuIiIiIyIoYYBMRERERWREDbCIiIiIiK2KATURERERkRQywiYiIiIisiAE2EREREZEVMcAmIiIiIrIiBthERERERFbEAJvIgajVanz11Ve4efNmpWP79u2DTCaDTCbDuHHjTD4GQDrWsmVLg33v2rULe/bssfAZOLY5c+ZIr9V3331n78upU4qLi/Hxxx+jXbt28PX1hUKhQGBgIObOnWvReVNTU/HJJ5+gT58+CAkJgZeXFzw9PREcHIyBAwfis88+w/Xr1006l7XGf9y4cdJ59u3bV+3z2MKlS5ewYsUKe18GkcNhgE3kIH777Tc8+uijmDp1KoqKimzW7+3btzFy5Ej069cPGRkZNuuXnIcQAkOGDMH777+P33//Hbm5uSgtLcVff/0Fb2/vap3z6tWrGDlyJB566CHMmjULe/fuRXp6OgoKClBUVIQ///wTO3fuxIwZMxASEoIpU6YgJyfHys/McalUKsydOxft2rXDgQMH7H05RA7H1d4XQESm+eKLL5CcnGzzfrdv3461a9favF9yHklJSdi1axcAwN/fH2+99RbCwsKQm5uL3r17m32+/fv3Y/jw4bh79y4AwM3NDU888QR69+6NZs2aQS6XIz09HUlJSdi7dy9KSkqwePFibNmyBdu3b0e7du2s+vwc0Z9//onZs2fb+zKIHBYDbKI6olevXhBCVOux1X0ckTWcOXNGuv3BBx9g+vTp1T7XoUOH0LdvX5SWlgIAnn76aSxcuBCtWrWq1HbmzJn4/fffMXbsWPz666/IzMzE448/jiNHjiAyMrLa11CV7777jilGRHUcU0SIiMiu8vLypNtt27at9nlu3ryJ2NhYKbj+v//7P2zatElvcK3d34EDBzB48GAAQHZ2Np555hkUFxdX+zqIiBhgExGRXanVaum2m5tbtc8zd+5c3LhxAwDw3HPPmbxA0svLC2vXrkVQUBAA4MKFC/jiiy+qfR1ERAywiWqYKRU6gPKvjTVt58yZI93fq1cvyGQyfP/999J9ISEhUluNqiqFmHuNmooJ48ePl+4bP368TvWDxYsXS/9+5ZVXquxnyZIlUvulS5eadG0jRoyQHrNt27Yq2z/11FNS+99++63S8YsXL+K9995D9+7d0aRJE7i7u8Pb2xvNmzfH0KFDsXz5cpSUlJh0bdoMjZ8+mjGVyWRIT0832C4jIwMzZ85Ex44dUb9+fXh4eCA4OBjDhw/H+vXrq0ztKS0txcqVKzF48GA0adIECoUC/v7+iIyMxCuvvGK1xWsqlQpr1qzB008/jWbNmsHd3R0BAQF4+OGH8fbbbyMtLU3v4zSvwYcffijd17t3b5NfR21//fUXVq5cCQBwcXHBp59+atZz8PHxweeffy79+4svvqjyfVBSUoIFCxYgKioK3t7eCAgIwCOPPIK4uDijCyZNrSJy9+5dzJs3D127dkWjRo3g7u6OJk2aYNCgQVi+fLk0U1+V33//HdOnT8fDDz8svY9CQkIwatSoSu8Bzd+RkJAQ6b7vv/++WmOirbrvEQBIT0+X+v/HP/4BADh+/DjGjRuHkJAQeHh4oGHDhujVqxeWLFlS6XX573//Kz3+8ccfN9jPihUrpHaPPfaYwXbffvut1G7Dhg1mvhLkNAQR1SgAAoBo0aKF0XYrV66U2s6ePVu6v2fPntL9+n409u7dK903duxYnXMbO2boGmfPnm20371794qsrCzh4eEhAAh/f39RWFho9Dl26dJFABCenp4iOzvbaFuNhIQEqc8XXnjBaNs7d+4INzc3AUC0b99e55hKpRJTpkwRcrnc6PMCINq2bSuuXbtW6fzar8nKlSt1jhkaP320x/TKlSt623z++efSa2vop0uXLnqvUwghbty4IaKioqp8rs8//7woLi42er3GnD17VrRt29ZoH25ubmLu3LmVHlvVtVX1Omr79ttvpccNHDiwWs+ltLRUNGjQQDrPzp07dY5rj/+nn34qOnToYPDaGzduLPbv36+3n7Fjx+r8Humzbt064efnZ/T1CQ8PF+fPnzf6fN56660qX+eXX35ZqFQqIYTu3wpLx0TDkveIEEJcuXJFahcXFyc+/PBDo7/HUVFR4s6dOzrniIyMlPrJzc3V288LL7wgnUOhUIj8/Hy97YYOHSq1USqVZr8e5By4yJGolvvoo49w584dfPnll9i7dy8AYOnSpWjcuHGN9jtixAg8/PDD2LNnD/71r38BAKZOnYo+ffoAKM9d9ff3x7Bhw7B27VpkZ2dj69ateO655/Se7+LFizh27BgA4JlnnoGfn59J19GvXz8EBgbi5s2b2LJlCwoKClCvXj29bdevXy/NXr344os6x6ZNm4avvvoKANCgQQOMGzcO7du3h5eXF+7cuYMDBw4gPj4eKpUKv//+O15//XVs2rTJpGu0trlz50oVHBQKBUaMGIGePXvCy8sLaWlpWLNmDc6fP49jx46he/fuOHXqFOrXr69zjpEjR+L06dMAgK5du+K5555DUFAQcnNzcfr0aaxYsQIFBQX46aefEBISgri4OLOv8+LFi+jVq5dUrSMkJARjx45FREQEcnNzsWvXLmzYsAGlpaX44IMPcOfOHSxatEh6vOb1XbduHX766ScAwLx586Q87IiICJOvRXsmuEePHmY/FwBwdXXFkCFDpAWIu3btQv/+/fW2ff/991FSUoIHHngAkyZNwoMPPogbN27gu+++Q0pKCm7duoWBAwfixIkTeOihh8y6ju+//x7jx4+HEAJyuRzDhg1D3759ERAQgMzMTKxfvx7Hjx/HxYsX0b17d5w8eRKhoaGVzjN69GjpdXV3d8eoUaPw2GOPwcXFBcePH8fy5ctRXFyMb7/9Ft7e3vjss8/Qtm1bbNq0Cbdu3cKkSZMAlH+r8MYbbwAwb0wAy98jFa1atQqpqanw8PDAqFGj8Pjjj0Mmk+HgwYP47rvvUFpaitOnT+ONN97AmjVrpMcNGTIEqampKC0txf79+6Wcew0hhE6d/5KSEhw+fBh9+/bVaVdSUoKkpCTpdfHx8THr9SAnYu8In6iug57ZYX2qmgHVnvXSN+tp7RlsfddVcdZWCCF2794tHX/yyScNPr+ZM2dK7Xbv3m2wnT5vv/229Ngff/zRYLvHHntMABAuLi7ixo0b0v0XL16UZryaNm1qcNZ3586dQiaTSee4e/euznFbzGAfOHBAutYWLVqIc+fOVXq8SqUS06ZNk84RGxurc/y3336TjvXv31+UlZVVOsdvv/0mvLy8BADh7e0tSkpKjF5zRWq1WnTs2FHqZ9SoUaKoqKhSuwMHDgh/f3+p3ebNmyu10X5dDc3oVuWhhx6SzrFjx45qnUMIIb744gud187QdQIQnTt3rvQeUalUYsKECVKbxx57rFIfxmaw//jjD+Hp6SmA8m+FDh06pPc6P/vsM+kcjzzySKXjGzdulI43a9ZM7/vo119/ld4DcrlcXLp0STqmPWus72+GKaz1HtG+FgAiMDBQ78y99rddrq6u4t69ezp9aI69+eablR6bkpJSaSb8vffeq9Ru165d0vHFixdX41UhZ8EcbCKyiGaHPADYuXMnbt++XamNWq3G6tWrAQAtWrSQZsFNNXbsWOn2jz/+qLfN1atXcfjwYQD3Z7011q9fLy2ke//999G0aVO95+jfvz8eeeQRAEBZWRkuX75s1nVaw9y5c6FWqyGTybB+/Xo8+OCDldq4uLhg4cKFiI6OBlD+/C5evCgdv3DhgnR78ODBkMsr/6nv0KEDxowZg7Zt26J37956dwc1Ztu2bfj1118BAA8//DBWrlwJd3f3Su169OiBb7/9Vvp3TdVWvnPnjnS7YcOG1T7PAw88IN3WLJjUx8fHBxs3bqz0zYGLiwuWLFkijduhQ4dw6tQpk/v/9NNPUVhYCABYtmwZunfvrrfd9OnTMWzYMADAiRMnpDriGvPnz5dur169Wu/7KCoqCv/3f/8HoPx39IcffjD5Ok1RU++RRYsW6S2jOHDgQOn1UqlUOHnypHSsW7du0lhVfK0AYPfu3QDK67B37twZAKRvDLUlJCRIt5966imj10nOjQE2EVlEe1GlSqXSuylNUlIS/vzzTwDlwbL24kxTtG3bFh07dgQAJCYm4t69e5Xa/Pjjj9KiP+2AHADefvttXLx4ETt27MDIkSON9qVd0q2goMCs67TU7du3pf/oo6KipP/o9ZHL5dLCUiEEtm7dKh1r1KiRdHvZsmX466+/9J7j66+/xtmzZ7FlyxYEBwebda0///yzdPudd94xWv3j2WeflQKilJSUGvngov2eMDX9SJ8GDRpIt/Pz8w22Gz16tFR1pCI3NzdMnjxZ+repqUZqtRrx8fEAyj8kPPPMM0bbv/baa9Jt7fG4ceMGTpw4AaA8sDW2Wc+4ceMwe/ZsrFmzpsrfDXPVxHtEoVDg6aefNniehx9+WLqtSUsByj/4DBw4EABw/vx5XL9+Xedxmt+7nj17SkF6cnJypfeAJsCOiooyOP5EADeaISIrGDduHD788ENpplqTr6mhqYBSnQonGprNQEpLS7Fhw4ZKVUs0+ZZ+fn4YOnSozjF3d3eEhYUhLCxM77mzsrJw5swZHD16FEePHpXuLysrq9a1VteRI0ek2x4eHti8ebPR9tnZ2dLt48ePS7d79OiBZs2a4dq1azhz5gxCQ0MxcOBADBgwAH379kXz5s0tvlbt1ykmJqbK9jExMUhNTZUe27p1a4uvQZurq6uUf1+dKjAa2jW5DeX6A1U/Z+08cM3ag6qcPXsWSqUSQPlMqnaAqo92pRLt8T9+/Lj0YdNY1QygfMa+upVBqlIT75E2bdpAoVAYPIe/v790u2I1kSFDhkh/J3bt2iV9EC8tLZWqqfTp0weBgYH44osvUFpaikOHDkl5+GlpadI3RZy9pqowwCYiizVv3hx9+/ZFYmIikpOTkZqaKs1GKZVKaQavZ8+eOuW/zDFy5Ei8/fbbKC0txY8//qgTYP/22284d+4cACA2NhYeHh4Gz3P8+HEkJSXh/PnzSEtLQ1pamt60FgA23+EyMzNTun3kyBEpBcAUt27dkm67ubkhPj4egwYNQk5ODvLz87FhwwappFhYWBgGDhyIZ555Bj169DD7GwUAUkqJj4+PSQtutRfhGZpRt0RgYCCuXLkCQHfm0lza7wXtdJGKjG1eA0Cn5KWxVBNt2uN/+fLlao+/9utbVXnQmlQT7xHtAFofV9f7YY12fXUAGDBgAFxdXaFSqXQC7KNHj0oz1X369NFJMdq3b58UYDM9hMzBFBEisooJEyZItzX51kB5frAm1UK7pra5GjZsiEGDBgEADh48iGvXrknHtKsFVEwP0Th37hy6dOmCLl26YNasWVizZg2OHTsmBVQ+Pj4YMmSIlIpiD8ZqJ1dFM/Op0a1bN5w/fx5Tp06tFNz88ccfWLRoEXr27Im2bdtKuevV6c/Ly8uk9trttGeJraV9+/bSbX31z02lnS9tbFdJY7PbgO7z1eRUV8Va46/9AaOq66xJNfEe0Q6gzeXn5yd9s7B7927pA7QmPaRx48Zo27YtAgMDpZx17TxsTYAdHBxs178T5BgYYBPVEkVFRfa+BIs8/fTTUv6qdsCrCbZ9fHzw7LPPWtSHJnhWq9VYt26ddFuT9x0aGqp3UdjFixfRrVs36Wv0hg0b4rnnnsO8efMQHx+P8+fPIzs7G1u2bNG7GMzaDI21djD0t7/9DUIIk380Jfm0NW3aFF9++SVu3LiBI0eOYM6cOejZs6fOV+znz59Hv379cObMGbOeg7e3NwDjecracnNzpdumBlzm0C6npgmYzCUqlGozltZQ1e+rdoBY1ayrhvb4P//882aNf1ZWlt7z2Hodgbba9h4BgCeffBJA+Qz52bNnAUAqu9erVy+pnWYh9qlTp5CXl4fCwkKpFOSQIUNq5NqobmGATVTDNF+/q1Qqo+2082kdkUKhwKhRowCU70B48uRJ3L59GwcPHgRQHjBYOps2ePBgKYjXLAY7cOCANJtdsfa1xrRp06TZtAkTJiAzMxPx8fF4//338dxzzyEyMlKqtKEdqJhDu1JHdcdau/KJ9gy9peRyObp27YrZs2dj3759uHv3LtauXSul6xQUFEg75JmqSZMmAMqDIu30BEMuXbok3a6JxWGxsbFShYrt27fjv//9r9nnSExMlBbXNWzYEE888YTBtppFu4ZoL9IzNefdWuOvndqSkZFRZfv9+/fj3LlzJgfCpqpt7xFANzjevXs38vPzpQWh2tWNNGOvUqlw8OBB7NmzR/pQxfQQMgUDbKIapvlPv+JX+BVpZlMc2cSJE6XbmzZtwtatW6U8SEvSQzQUCgVeeOEFAMDJkydx48YNaSMNmUymN8AuLi7GL7/8AgDw9PTEv/71L6M52tozwebkYGuXHzM21gUFBQaDvy5duki39+/fXymHtKLExETExsbi3Xffxfbt26X7Dxw4gM8++wyTJk3S+1W7t7c3RowYobOITt8MuDHa11rVjLEQQqdNVFSUWX2ZolGjRlKaklqtxpQpU8wav8LCQsyYMUP699SpU42+TzRBmSHaz7dr164mXUNUVJT0PkpOTq7yb0ZKSgqeeeYZvPXWWzrlKzWlJoHyMoHGFBUVYcCAAWjbtq3RqjXVUdveI0D5IknNYuddu3bhyJEj0gdi7QC7V69e0ofmvXv3SukhPj4+RquyEGkwwCaqYZr819zcXJ0ZGm1ZWVlITEw0eh7tGdKqAi9rMqff9u3bS7WZN23aJFXBCAsLQ7du3axyPZo0ESEENm/eLC2g7NGjh94FXffu3ZOu29XVFZ6engbPvWbNGp3yXRWrEBijnedsrO6xZtc6fUJCQqTAIjMzE6tWrTJ4HrVajZkzZ2L9+vVYsGCBtMAPAFauXIkZM2bgm2++0VmYVZH2Yi5zd6TTLiG3YMECo6/Vhg0bpPd+eHi42bsBmmru3LnSOOzYsQNvv/22SUF2SUkJxowZg/PnzwMoH4d33nnH6GNWrlxpcMY3Ly8PixcvBlD++xMbG2vS9Xt4eEjrDIqKivDZZ58ZbT979mxs2rQJn3/+uVRvGihPldKkOiUnJ+tUGKlo/fr10sys9q6V1vh7UxvfI8D9WewDBw5IH76DgoLQpk0bqY2/v7+UZ713717s2LEDQPlrZKyKCZEGA2yiGqY9izNr1qxK/+Hn5uZi1KhRVVY+0M5JrG4aQ3WY269mFvHChQvSf0rWmL3WiI6OloKHTz75RKo2YGhxY6NGjaTgMTc31+BmGv/5z3906goD5uXFd+zYUarze+TIEWzbtq1Sm+PHj+vMkurz/vvvS7enTp2q94OXWq3Gq6++Ks06P/DAAzqv8YgRI6Tbb731lsF0hnnz5km3zZ2VGzx4sFRz+LfffsOECRNQXFxcqd3hw4d1Kr5o92ltDRs2xPr166VZ4M8++wzDhg3D1atXDT7mzJkz6NOnD/7zn/8AKJ/d37hxo9EPYkB56sWYMWMqvUcKCwvxwgsvSBVBRo4caVblnJkzZ0rB7UcffSSVuKzoo48+kr6B8PDwwLRp03SO/+1vf5Nujxo1Cunp6ZXOcf78eemDhJubm8773xp/b2rjewS4n4ddUFCAb775BoD+979mRjs5OVn6AMv0EDJZDe8USeT0kpKSdLbf7dKli/jqq6/EmjVrxHvvvSeaNGki3a9po2+r7fnz50vHu3XrJtauXStWrVolSktLhRA1t1X68ePHpeNNmjQRy5cvF2vXrhVXr17V+3yzs7OlrZ7xvy3HDW1NXl3arwUA4enpKZRKpcH2U6ZM0bme0aNHi6VLl4off/xRxMXFiUcffbTSNskAxIoVK3TOY2yrdCGEGDNmjHRcoVCIl19+WaxatUp8++234oUXXhBubm4CgE5/+ra9nzRpks51DBkyRHz99ddi3bp1Ii4uTkRGRuo8H31bg/fr109q4+XlJV5//XWxZMkS8eOPP4pPP/1UdOrUSTr+wAMPiJs3b5o9DhcuXBB+fn7SeUJCQsSHH34o1q1bJ5YvXy5GjBghbfsOQEyaNEnveayxVbq2PXv2iPr16+uMxeDBg8U///lP8eOPP4pVq1aJTz75RPTu3Vvn+ho3biyOHz9u8Lza19moUSMBQISHh4v58+dLY9OqVSupTWhoqMjKyqp0HmNbpQshRFxcnM749+zZUyxatEj89NNP4p///Kd45JFHdI5/8803eq93+PDhUhtvb28xdepU8cMPP4hly5aJV155RXo/AhCffPKJzmPVarWoV6+etO14XFycWL9+vdHXRx9rvEe0t0rv2bOn0f6q+h0VQojS0lKdrdkNtU1MTNRp4+LiIu7evWvW8yfnxQCbyAbmzZsnZDKZ3iAOgOjbt6/OfyL6AuzLly/rBK6an99//10IUXMBdmlpqU5Ap/n56quvDD7f0aNHS+0GDhxozktlkmvXrun8pzxy5Eij7fPy8kSPHj0Mvv6an969e4vly5dL/37jjTd0zlPVf9737t0zGKwDEG5ubuLLL78UCxYsMBpgq9Vq8f777wtXV1ej11u/fn3x888/633O9+7dE48//niVz7l169YiJSXF5Ne+onPnzomIiAijfbi6uop//OMfQq1W6z2HtQNsIcrfI88//7zR3zvtcZk4caK4ffu20XNqX+f27dt1gumKP9HR0eL69et6z1NVgC2EEIsXL9b7+679U69ePYPBtRBCFBcXi4kTJxo9h4uLi5g3b57ex7/88suV2j/77LNGXyN9LH2PWDvAFkKIESNG6PSvb8IgPz9fKBQKqc3jjz9u7lMnJ8YUESIbeP/993Hy5EmMGzcOLVq0gLu7Oxo1aoSYmBj88MMPSExMlEpaGRIaGoo9e/agb9++CAgIgKurKxo3bmzVahP6uLq6IikpCWPGjEFgYCBcXV3h5+end7tyDe1FXdZMD9Fo2rSpTlk2Q9VDNLy8vLBnzx4sWbIEPXv2REBAAFxcXODj44OIiAiMHDkSO3bsQFJSEmJjY6Wvx9evX2/WroABAQE4fPgwli9fjj59+qBBgwZwd3dHSEgIXnrpJZw6dQpTp06t8jwymQzz5s3DhQsX8M4776Bjx47SmAcEBKB79+745JNPcPHiRYNfWQcEBGDfvn2Ij4/H8OHDERISAk9PTygUCgQFBWHgwIFYunQpzp07p1ND2lwPPvggzp49i++++w5DhgxB06ZNoVAo0KhRI0RHR+ODDz7ApUuX8Le//a1aG9pUV9OmTbFu3TpcvHgRH374IXr37o0HHngACoUC7u7uaNasGQYMGIB//vOfuHLlCpYtW6aTk16V5s2b4/Tp05g1axbCw8Ph4eGB+vXro1evXli+fDmOHTsmVdGojsmTJ+O///0vZs+eja5du6Jhw4bS7150dDTee+89pKam4uWXXzZ4DoVCgWXLluH48eN46aWX0Lp1a9SrVw8eHh5o06YNXnnlFfz22286aUnavvrqK8yaNQutWrWCQqFAvXr1qlVppDa+R7SriYSGhuqt9FKvXj2dFD+mh5A5ZELYeKsyIqrz+vTpg71796JBgwa4fv06FwURaXnxxRel+vAHDhzQ2VadiOoGzmATkVVdunRJ2pBh/PjxDK6JKrDFhipEZF8MsInIanJycvDSSy9BCAEXFxe8/vrr9r4kolpFCKGza2ZNbahCRPblau8LICLH9v333+Pzzz+Hh4cHfv/9dylH85VXXtFbl5rIGS1YsAD5+fk4duyYtNFQaGioTv10Iqo7mINNRBZJTEzEgAEDdO5r27Ytjh49WuXCTSJn0ahRI9y5c0fnvhUrVtTIImAisj+miBCRRSIjI9G2bVupMsPrr7+OAwcOMLgm+p87d+6gYcOG8PDwgKenJ6Kjo7FmzRoG10R1GGewiYiIiIisiDPYRERERERWxACbiIiIiMiKGGATEREREVkRA2wiIiIiIitigE1EREREZEUMsImIiIiIrIgBNhERERGRFTHAJiIiIiKyIgbYRERERERW9P9Gn2iscoTZ6wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The optimal condidate is : [[ 7 237]]\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[ 7, 237]])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Model = ToolKit.MultiOpt(dd,[score_1,score_2])\n", + "Model.BiSearch()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8d806ed5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Model.plot_distribution()" + ] } ], "metadata": {