From ec7951c70ca289ae1ba93cfafd08876608155764 Mon Sep 17 00:00:00 2001 From: Gerald Schuller Date: Tue, 12 Nov 2024 11:10:56 +0100 Subject: [PATCH] Created using Colab --- ADSP_05_VQ_LBG.ipynb | 1224 ++++++++++++++++++++++++++++++++++-------- 1 file changed, 1009 insertions(+), 215 deletions(-) diff --git a/ADSP_05_VQ_LBG.ipynb b/ADSP_05_VQ_LBG.ipynb index d2cabb3..29a6140 100644 --- a/ADSP_05_VQ_LBG.ipynb +++ b/ADSP_05_VQ_LBG.ipynb @@ -15,21 +15,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "hide_input": false, "id": "YD2GAC87FA_c", - "outputId": "5a0f8dd6-74ff-4c8e-dc7c-094e4f695cd3" + "outputId": "a1aac81a-4553-4678-d51b-56560c59ea7e" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ - "Not running on CoLab\n" + "Running on CoLab\n", + "Cloning into 'ADSP_Tutorials'...\n", + "remote: Enumerating objects: 300, done.\u001b[K\n", + "remote: Counting objects: 100% (3/3), done.\u001b[K\n", + "remote: Compressing objects: 100% (3/3), done.\u001b[K\n", + "remote: Total 300 (delta 0), reused 0 (delta 0), pack-reused 297 (from 1)\u001b[K\n", + "Receiving objects: 100% (300/300), 105.19 MiB | 12.23 MiB/s, done.\n", + "Resolving deltas: 100% (134/134), done.\n", + "Updating files: 100% (71/71), done.\n" ] } ], @@ -258,7 +266,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "id": "EHADV2oRE-dw" }, @@ -273,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "id": "8r1I0SfPE-dz" }, @@ -287,49 +295,48 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 353 + "height": 530 }, "id": "4bY11VBlE-d2", - "outputId": "4da162d1-6c94-438d-b2d5-e1e690b20ff5" + "outputId": "62d5038d-a1f8-4eb2-cb7c-b6c29a54fddf" }, "outputs": [ { + "output_type": 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\n", 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\n" }, - "output_type": "display_data" + "metadata": {} } ], "source": [ "# Load audio file\n", "speech_signal , sr =lbr.load(path+'/audio/Iron Maiden - The Number Of The Beast.mp3', sr=Fs, offset=13, duration=12)\n", + "#help(lbr.load)\n", "# Normalize Audio\n", "speech_signal/=np.abs(speech_signal).max()\n", "# Plot Audio\n", @@ -354,27 +361,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 295 + "height": 472 }, "id": "a_jcxzGkE-d6", - "outputId": "fb04216e-d878-4380-b141-f297d24126d2" + "outputId": "4703dd76-3d6f-4282-d40b-65de984afa64" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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wrnN6ztIrxiWm/OS8pt+hbE5GtyfBea7ExLhGYTYiquYmVN09V91RF4e55o/Lj1rKJ4Ns34hiTWKid+3u8B5MrlGYDbn83XbZnXL+tQVzZ07o7rx4h5+X1UqKK8z2ujYwWf2qrYwiJwqzIVYsnIHSwi97vmbTtgk1u2RNT3XXhvFzITotCdK0YO72xLymS5bY9pwozIZY3e5w+bvnYjKZyjWa1CSy16tim8x1rT1OFGYDrKqw7dQklP8pU9XsUne3n93hFxNDvlaRXX8QZlvXGcRlRAaZO7PNBthU5hIsPn915cJ8VQmkuBZUcbe54uezDudOndiDtpbSICexgVS1o9Ew/3iHOxt22S5uE9lxrupxtqNc9lrdOct2mquLo7jbXdlnm+5cZ+2iZoc7Nz2ZDZhejh7Kz2vIzldsxsqu3eR6xSacsjt1z1kYfm56Mmtg0Gby5uMprtha9jibRFecE5G9lp+7AM2W3MgS2kRXg3X/wPDpuCigpKcDWyLiEUnHAs8BLoqIB3se3SR5UUDrtn5M/iq242fKCt66dZqKC+/VHQuM9TE0vXaTeKG8JjHondzTWd2igE0SxY3AkcAckr0jLgOeGREndDfM7nGisG7rZqJoUjvJ1wqy6+Y/16nwz2ZLF1Wt+Jq/y89mWU8k5rrfj2dYD4e6RNGkj+JXEfEo8ErgfRGxBNi3mwGaDaJezeSt2j+6ashr9n5xbkQxnnNXrhu3PSkwbl2mzctO5JIzjylt+smakPLJoNOMb5s+mvRR/FLSKcDrgVekr+3Yu5DMBkO31h2quxvPmm/y1yoWysVhqWX9CFXDT/NJJr+bXdY0lT9PcTXYiQzNret3cJ/E8GvS9HQIcBawOiI+k+5xvTgilvUjwMlw05N121QSRdZvUHdXXrbVKFQ3IWWfKTZHdTq+7Bpl6s7jfobRNKU+ivQETwRmR8Rt3Q6uF5worNs61Qom0n5fV6DnO6Lzz6s6jqt0SkyT+Zz7GUbblPooJL0CuBH4Uvr8MEmXdTVCswFXlwjKCtZO/RtVHc3FNZmWr1rP4vNX18ZWXOguH2/ZInjF1/JNQ8WF8/LntOmrSR/FOcDRwDUAEXFj2vxkZhU69W9UzVsoDmmds/QK1mzaNrZHRL62kalqQjr7uHmNajvF58WRUfn+Djc5TU9NRj09GhEPFV7r3F7VgKSXSbpN0gZJS2uOO0rSY5Je3Y3rmk3VVEZEdSpsi9uPFh/D9jWFbEJdPp5sJFNVjPnd6rLznH3cvLGklF/kz8txT29NOrM/DqwClgK/C7wV2DEizprShaUZwDpgEbAFuB44JSJuKTluJfBz4IKI+I9O53YfhfVTp47uujvxuoX7mipOqit7XIyxrs+jWKNx09P0MNV5FG8Bng08AnwaeAj44y7EdTSwISI2RsQvgIuBkyqu/zng3i5c06yjbu94VpYkshpJWZIo9jfUye9vnVes7WTXzMdUNWy17nPeDW566pgoIuKnEfHOiDgq/fmLiPh5F649C7gz93xL+toYSbNIJvqd1+lkks6QtFbS2q1bt3YhPJuuJjpaqNM8gbLCNes0ztTtHVF2TNZMtGbTtu2alhbMnbnd+aqGtE60tuCJd9NTx85sSSuB38vWdpK0B3BxRLx0itdWyWvFdrD3AW+PiMekssNzH4xYAayApOlpirGZNdap7b5sxnOxwC3rj+jUaZ3t/9Ckiahqf4iygr9qUp9NX02anvbKLwAYEQ8A+3Th2luAA3LP9wfuLhxzJHCxpM3Aq4EPS/qdLlzbbJzJdE6XvddpKGvWX5G/4y/WSKqak4qdz52uU0w++e9TXOKj+LjsXL1Y9tyGQ5PO7BuAV0bEHenzA4HPR8ThU7qwtANJZ/ZxwF0kndmviYibK47/JHC5O7Ot15p24BZ3dyu+1mniWnbMrN135q4Hm7Xm1k2IWzB35tiIpUx2jeI1q+Kq6lwvrkhro6euM7vJPIp3Al+X9NX0+fOBM6YaVEQ8KunNJCvSziAZ0XSzpLPS9zv2S5j1UnG0UtXopYluV/q8ZavGJYamSSK7VlFxraa648v2nsgUZ4M7KVimY6KIiC9JOhxYSNKvsCQi7uvGxSPiSuDKwmulCSIiTuvGNc06qVoULyt0yxbfq9os6JIzj9muQJ5IYsgUlwDJXsuagCY7x6FsSK1ZUWWikHRwRHwvTRLweP/BbEmzI+JbvQ/PrD/yhW1doZvdkTdtWqpbeG8i6mZMl+0yV/X5YtNUnfyWqWXJ0YsDTh+VfRSSPhoRb5D03yVvR0S8qLehTZ77KKyJifYt5GV9BfkRR/n+gIku4tdJVT9GljyKI5+qrl+1cVGnJOIJeKNvUn0UEfGG9N8X9iowszaV9S2UrdHUtJDMF8xVe0tMVlVzVVboFyfHle05MWfpFeOSgQt9a6qu6elVdR+MiEu7H45Zf9X1LXSSNUEVh7d2uzZRbOIp7osN4/emmLP0irHjsxpEsS+lyWZCdZshuclpeqlrevpE+nAf4LnA1enzFwLXRERtImmTm56sSqe+hez9TvtFLD5/dWlHdS8Vk0Pd+8V1nepeb8K1j9E32aan09MPXw4cEhH3pM/3BT7Ui0DNeq1q+e98x3DdcZk1m7b1fMJZvj+hajmOrHaRxV7s1K7rcHatwJpqMo9iTpYkUj8E/H+YjZQFc2eWNkPlm2iyWkTd5kPdVDbCqaxZLGsC6zTUdSp7V3vf6+mtyRIe10i6StJpkl4PXAGUjYQyG2jFGkB++GfVUt/Xbbx/7Lisrb+fC+PN2n1n4PEFAYtx5msTnUylBuHax/TWZPXYNwPnA4cChwErIuItPY7LrOvyhWlx3kTVHfOaTdvG+iTg8YK7X7LRTlXNXGUFuO/+rds6rvU0jNyZbWWK8x0WzJ3JwoP2LF3SYiJ36r2Q70zvNIei7LOuAdhE1XVmN1kU8FXAP5GMflL6ExGxW7cD7RYnCst0e6hqr2QL8i08aM/KePOT/KB8wqDZZE11h7t/Bn47Ip4SEbtFxK6DnCTM8opLepfJL9/dVmGb3+0uiyffhFS2Z/UwJEAbDU1GPf0wIm7teSRmPVQ3lLXJWkm9ljUXZbWEqsludXtVmPVKkxrFWkmXSDpF0quyn55HZjYJdZ2+nTb+qSqE++G6jfcD4+dx5GsVWa1o4UF7lm4iZNZLTWoUuwE/BV6Sey0AL+FhAydf0BZ16uBdeNCelcNke6Wu0zyrXRTXkHK/hPVbk/0oTu9HIGbdUrWRUFbwZjWHYlLoV5t/NtoKHp8sB+V7WxSH7nqdJWtD3aKAHyCpOZSKiLf2JCKzCSob2ZRfOC+TJZD8stz9li/0r9t4f2kMxQ2Pyr5D8VxmvVRXo/D4UhsKVUt655uhsglzxbv3NmRxFXety5JX1WqvZUuim/WDJ9zZSCjuQ53Z9QkzePiRx1qIqLOyRJHf/KjTZkqeWGfdNNV5FGYD73+WHsfmZSeOWxsJ4A9/86DWYsov91HWTJSNWDp35bqxfpOqTvj8XJDssZOE9UuTUU9mQyOrVRSXDW8zlnwc+b6R4t4QZavXuvPaBkGriULSy4DlwAzgYxGxrPD+a4G3p09/DLwxIr7d3yhtkGVLf+fN2n1n9t/jSX0f6lolv+RGlabDXt2BbW1obdSTpBkkGyAtArYA10u6LCJuyR22CXhBRDwg6XhgBbBgKte10bJm0zYWn796XFK468GfV+4x3YbiCKypFPauXVgb6voo1gI3ADsDhwPr05/DgG70Dh4NbIiIjRHxC+Bi4KT8ARHxjYh4IH16HbB/F65rA6zurnvx+avHvZ89zuYkDKpif0Knwt61Bhs0dVuhXggg6TTghRHxy/T5ecCXu3DtWcCduedbqK8t/BHwxS5c1wZY1WQ5SGoPazZt47qN94+rQQzj4nh139O1Bhs0Tfoo9gN2BbK/zF3S16ZKJa+VNnVJeiFJovjNypNJZwBnAMyePbsL4dmgyvokhmWNoyb7V5sNsib7UZwOnMPj25++ADgnq3FM+sLSMel5Xpo+fwdARPxj4bjnAJ8Hjo+IRrvZex7FcKmbJ1CsPQyj/Mqwng9hg2pKGxelJ3gajzcLrYmIH3QhqB2AdcBxwF3A9cBrIuLm3DGzgauBUyPiG03P7UQxvIojfsqW3a6bhNam4rIg+UlzRV7QzwbNpCbcSTo8+yFparoz/dkvfW1KIuJR4M3AVcCtwGcj4mZJZ0k6Kz3sr4A9gQ9LulGSS/8RVOzAzpbbgKQtf87SK7bbm2FQkkRZYZ/vjHbHtI2CulFP70l/PgSsIRma+tH08fu7cfGIuDIi5kfE0yPiXelr50XEeenj/xMRe0TEYelPabaz4ZQliKzQP3flOs4+bt5YU1P2frEw3rzsxFb3jsjLz6ouTvKrmyznBGLDpG7U0wsBJF0MnBER302f/zrwZ/0Jz0ZZceTP8lXrxwrQslnKVc/blCWFbD9raLadqvskbJg0GfV0cJYkACLiJkmH9S4kmw6q9mCo6uwdlKamonxSGNQYzaaqyaKAt0r6mKRjJb1A0kdJ+hTMJixb02gihWq/C+CyGkF+Ub78lqrZ9ynWgOomDpaZ6PFm/dRkeOzOwBuB56cvXQt8JCIGZ42EAo96GnzFZTeGwYK5M8c2PYLt+yCmMpLJo6CsbXWjnpouCriSZDb29wc5QdhgKhao565ct12SaGvHuTLZ8Nsli+aP2xMCxi8XUjY3wpPrbBRV1ijSeQ7/APwhcDtJM9X+wCeAd2ZLegwi1ygGQ7GwzQxKQqhSjLVpR/VEawWegGeDZLI1ineTLN0xNyIeTk+0G/Av6c/Z3Q7URkt+VNO5K9cNzSzr/GqvC+bO7FkfSdOlxc3aVpcoXg7Mj1yVIyJ+JOmNwPdworAaxVFNwzYiaPmq9aWJra5pyXMjbFTVJYqIknapiHhM0uhttG1dMYhLa0xWWe2nrlloKs1FTjI2yOqGx94i6dTii5JeR1KjMBuT1SCWLJo/bvjooKormLOhsPkhsZle9R24T8IGWV2ieBPwJknXSHqPpH+R9FXgrSTDZW0ayxJDti5TftmKbH2mQVas9SyYO7M2uZ193LxGd/2eD2GjqDJRRMRdEbEA+FtgM3AH8LcRcXRE3NWn+GxAZQXtmk3bhq5wzNd4sn+zZqayZJA1NzW56x+VZjezvI7zKCLiapKlvs3GKS7qN6i1iGyiXGb5qvWVBXpZMnCzkE13jfajGDaeR9Ebw95Rnd8fou67THQeg+dD2CjoxsxsM2BwNw2qkl9uo4nJFO6eD2GjzonCGhmm5AAwa/eduevBx1ebyQryrA+iWLhDs+XBzaYjJwqr3WAney9LEoOeLIrbqBb1eiMhz4ewUdRkmXEbcXWF/zAMda3StAmpm30J7pOwUeQahVUapmGvU9ka1YW7WT0nimkk38RUtzw2DH4TU5lLzjym7RDMRpKbnkZcvlaQL/yXLJo/bomK7HHWyZuflLbTDPU36AnIYnSSMOsdJ4oh16l5aCI1g+xcxWU4fvHY4M61ye+5PZktSM2ss1YThaSXSbpN0gZJS0vel6T3p+9/R9LhbcQ5yJokgvyeznUFanaurHlqmIaLZjUg9zeYdV9rfRSSZgAfAhYBW4DrJV0WEbfkDjsemJf+LAA+kv5rNermPFQV/sX9I4qPB0G201z2HbLJbXOWXuEEYdZDbXZmHw1siIiNAJIuBk4C8oniJOCidF+M6yTtLmnfiLin/+EOjk77NFfNFM4X/MVzDHrndd0QVs9dMOutNhPFLODO3PMtbF9bKDtmFrBdopB0BnAGwOzZs7sa6KCZ7JIRWYFanEQ3TPLJIj/L2sx6p81EUTaUpthr2uSY5MWIFcAKSBYFnFpooyN/t50VqMOYIMo4QZj1R5uJYgtwQO75/sDdkzjGKpQtzVFcGnwQZX0RMFwd6majqs1RT9cD8yTNlbQTcDJwWeGYy4BT09FPC4GHpnv/xETkk8G5K9cxZ+kVA50gzGwwtVajiIhHJb0ZuAqYAVwQETdLOit9/zzgSuAEYAPwU+D0tuIdJJ06s+vk79YHjfsczAaTNy4acsXO7GFbDjzPzUxm7anbuMgzs0dMcWmOqSyW12+eWW02mLwo4JDrNIcgv1f0IMr2s3ZtwmxwuUYx5KpGNUGyy9ug8mJ+ZsPDNYoRMyw70S0+f/VYbcgzq80Gm2sUI2jJovkDXZsAWHjQnmO1IY9yMhtsrlEMsXNXruO6jfez8KA9S4fLtm3W7jtz14M/H/ea+yLMho9rFENs+ar1rNm0bbuRToPSlPPqIw7ofJCZDTwniiFTNnx08fmrx/3bdv9EXa3BQ2DNho8n3A2orDDN73G9ZNH82malnWZoIHejK+4jYWaDp27CnfsoBlRxt7nlq9Zvt/NcMWkMWpLIJ4a2azlmNnluehpwi89fvd3uc/mtTduSTwJZn0i+n6RoUPpNzGzi3PQ0QAZ9naaqmkydJgsVmln7vNbTkCiOXsq0OTFtwdyZ21337OPmjYtz87ITS1/bvOxEJwmzEeBE0aKq0T/Z6KVM27OtlyyaX7pTXvEYMxtN7szuk7Ld5vId1HkLD9qThQftOXZMP2WT5Iq1mqpEUFbLcX+E2WhxjaJPJlLgt1mDKM6k7sS1C7PR5xpFnzXdna7fSSK/890w7WFhZr3nUU89VDWKKUsK+d3p2hrxlO0HUSafvMqazsxsdHjCXUuWLJo/VrgWtywtOzabvdyvORLFWkx23bI4q/pTzGz0uY+iz85duW5stFNZE08/J9ItX7Xeay+ZWUeuUfRJlhTyS3Os2bStlSanrNZSNV8j07Q/xcxGWyuJQtJM4BJgDrAZ+P2IeKBwzAHARcDTgF8BKyJieX8j7Z629q4u2xMiK/CL/Q7Fwn8iTWdmNrraanpaCqyKiHnAqvR50aPAn0bEs4CFwJskHdLHGLumuFZT/nGvRxpNdLirmVlRW01PJwHHpo8vBK4B3p4/ICLuAe5JHz8s6VZgFnBL36KcorpmpWKndT9rHJOpGXgSndn01VaN4qlpIsgSwj51B0uaA/wGsKbmmDMkrZW0duvWrd2MdcLye0kU1z/KFJfp6KasdlK3mutEuU/CbPrqWY1C0ldI+heK3jnB8+wCfA7444j4UdVxEbECWAHJPIqJXKPbqoaS9qsGsfCgPbc7v2sEZjZZPUsUEfHiqvck/VDSvhFxj6R9gXsrjtuRJEl8KiIu7VGoPdPrEU0L5s4ctyZUlgyWLJrPdRvvHzvOo5TMbCra6qO4DHg9sCz997+KB0gS8HHg1oh4b3/Dm7i6oaS9SBbFJqViLSZfo3CSMLOpaKuPYhmwSNJ6YFH6HEn7SboyPeZ5wB8AL5J0Y/pzQjvhdlbcprSb/QNlihPl3LRkZr3SSo0iIu4Hjit5/W7ghPTx1wH1ObSuWXz+6q72Q+w0Q9vtiZ2fvLdk0XxPkDOznvDM7CmqKpy77Y3HPqNjE5YnyJlZL3itpy4o2xb0kjOPmfJ5s+YkL/ttZm1yjWKKyobCLl+1visd2Nk51mzaNtaMVbVOU5H7LMysW1yjKGiykmrZMeeuXMfZx82b8kqsm5edyIK5Mys7w/PrNNVxn4SZdYs3Lipocrfey6XAO21klJ8rYWbWLXUbF7lGMUlVS3NMxtnHzWPB3Jnjmouy5T+y17Jr5Duszcz6wTUKOm9ZWndMlc3LThz3mfwigPntR7MEUFeTyd7zdqRm1it1NQonioKmTU/5JqLi/tfFx1Xyiajuuk4QZtZr3jN7kpoU0GXvL5g7szJBZDWLrEmpbI+K4gQ5Jwkza5MTRUF+zkLVKrCdhp7m51BkNYUsCRQ3LMqSgifImdmgcqIoqFt2I6thTPYO30nBzIaR+ygKqpqMsg7ofAHfqRO80w53ee6HMLM2uTO7gyYFepZAOo1MqlLWAW5mNijcmd1B1WJ62VLeZYv+LZg7c9LrOTlJmNkw8YS7GgvmzqxsWproEuJee8nMhpWbngqqmoWKTU/ZENdOE/XMzIaBm54moK6AL86PyA9xXb5qvUcymdlIcqJoqFhLKHZe92JfbDOzQeA+iobclGRm05X7KCYp2w/CfRRmNgo8j6IPPNvazIbZwO1HIWmmpJWS1qf/7lFz7AxJ/yvp8n7GaGZmibb6KJYCqyJiHrAqfV7lbODWvkQ1BZ4nYWajqq1EcRJwYfr4QuB3yg6StD9wIvCx/oQ1ee6TMLNR1VaieGpE3AOQ/rtPxXHvA/4c+FWnE0o6Q9JaSWu3bt3atUDNzKa7ns2jkPQV4Gklb72z4edfDtwbETdIOrbT8RGxAlgBSWd280jNzKxOzxJFRLy46j1JP5S0b0TcI2lf4N6Sw54H/LakE4Cdgd0k/VtEvK5HIZuZWYm2mp4uA16fPn498F/FAyLiHRGxf0TMAU4GrnaSMDPrv7YSxTJgkaT1wKL0OZL2k3RlSzGZmVmJkZxwJ2krcHvJW3sB9/U5nKkatpiHLV5wzP0ybDEPW7wwtZgPjIi9y94YyURRRdLaqpmHg2rYYh62eMEx98uwxTxs8ULvYvaigGZmVsuJwszMak23RLGi7QAmYdhiHrZ4wTH3y7DFPGzxQo9inlZ9FGZmNnHTrUZhZmYT5ERhZma1RjpRDOO+F01ilnSApP+WdKukmyWd3UKcL5N0m6QNkrZbJl6J96fvf0fS4f2OsSSmTjG/No31O5K+IenQNuIsxFQbc+64oyQ9JunV/YyvJI6O8Uo6VtKN6f+7X+13jCXxdPr/4imSviDp22nMp7cRZy6eCyTdK+mmive7/7cXESP7A/wzsDR9vBT4p5pj/wT4NHD5oMcM7Ascnj7eFVgHHNLHGGcA3wcOAnYCvl28PnAC8EVAwEJgTcu/1yYxPxfYI318/DDEnDvuauBK4NWDHC+wO3ALMDt9vs+g/46B/5f9HQJ7A9uAnVqM+fnA4cBNFe93/W9vpGsUDOe+Fx1jjoh7IuJb6eOHSTZ2mtWvAIGjgQ0RsTEifgFcTBJ33knARZG4Dtg9XQCyLR1jjohvRMQD6dPrgP37HGNRk98zwFuAz1G+uGY/NYn3NcClEXEHQEQMQ8wB7CpJwC4kieLR/oaZCybi2jSGKl3/2xv1RNH1fS/6oGnMAEiaA/wGsKb3oY2ZBdyZe76F7RNVk2P6aaLx/BHJXVmbOsYsaRbwSuC8PsZVpcnveD6wh6RrJN0g6dS+RVeuScwfBJ4F3A18Fzg7IgahrKjS9b+9ni0z3i/93veiG6Yac+48u5DcSf5xRPyoG7E1vXTJa8Vx1k2O6afG8Uh6IUmi+M2eRtRZk5jfB7w9Ih5Lbnhb1STeHYAjgOOAJwKrJV0XEet6HVyFJjG/FLgReBHwdGClpK/1+W9uIrr+tzf0iSKGcN+LLsSMpB1JksSnIuLSHoVaZQtwQO75/iR3WxM9pp8axSPpOSRNkMdHxP19iq1Kk5iPBC5Ok8RewAmSHo2I/+xLhOM1/f/ivoj4CfATSdcCh5L0s7WhScynA8si6QDYIGkTcDDwzf6EOGHd/9trq0OmT50+72Z8x/A/dzj+WNrvzO4YM8kdw0XA+1qKcQdgIzCXxzsAn1045kTGd6h9s+Xfa5OYZwMbgOe2GetEYi4c/0na7cxu8jt+FrAqPfZJwE3Arw94zB8BzkkfPxW4C9ir5f835lDdmd31v73Wvmiffpl7pv9Trk//nZm+vh9wZcnxg5AoOsZM0iQSwHdIqsQ3Aif0Oc4TSO4Cvw+8M33tLOCs9LGAD6Xvfxc4cgD+f+gU88eAB3K/07WDHnPh2FYTRdN4gbeRjHy6iaTZdKB/x+nf3pfT/49vAl7XcryfAe4BfklSe/ijXv/teQkPMzOrNeqjnszMbIqcKMzMrJYThZmZ1XKiMDOzWk4UZmZWy4nCpp10ldUbcz+Vq7J24VrHTnRFYknnSPqz9PHfSqqcoGnWD0M/M9tsEn4WEYe1HUQTEfFXbcdg5hqFGSDpeEmfzT0/VtIX0scvkbRa0rck/Xu6xhaSNkv6m/T170o6uMM1zkn3ErhG0kZJb8299850T4SvAM/Mvf7JbI+JdM+Jb6T7InxT0q5K9lF5t6Tr070HzkyP3VfStWmN6SZJv9XVX5hNK04UNh09sdD0tBhYCSyU9OT0mMXAJZL2Av4CeHFEHA6sJdm7JHNf+vpHgD9rcO2DSRaZOxr4a0k7SjoCOJlkFeBXAUcVPyRpJ+ASkpVLDwVeDPyMZFbuQxFxVPq5N0iaS7Kc91VpzelQkpnmZpPipiebjkqbniR9CXiFpP8gWS/nz4EXAIcA/5MuvLcTsDr3sWxBxhtICvlOroiIR4BHJN1LsnbQbwGfj4ifpnFcVvK5ZwL3RMT1AJGuXCrpJcBz9PjOdk8B5gHXAxeki0f+Z0Tc2CA2s1JOFGaPuwR4E8mmMNdHxMPpZjUrI+KUis88kv77GM3+nh7JPc5/ptNaOqo4RsBbIuKq7d6Qnk+S8P5V0rsj4qIG8Zltx01PZo+7hmSLyTeQJA1Idrp7nqRnAEh6kqT5Xb7utcArJT1R0q7AK0qO+R6wn6Sj0jh2lbQDcBXwxrTmgKT5kp4s6UCSfVY+Cnw8/V5mk+IahU1HT5R0Y+75lyJiaSSb/1wOnAa8HiAitko6DfiMpCekx/8FXdw/ISK+JekSkn6E24GvlRzzi7Qv5QOSnkjSP/FikhVv5wDfSms/W0m2zz0WeJukXwI/BtreSc6GmFePNTOzWm56MjOzWk4UZmZWy4nCzMxqOVGYmVktJwozM6vlRGFmZrWcKMzMrNb/B3AEoRY6KVoQAAAAAElFTkSuQmCC\n", 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V1dWozs1ERERkeYIgoKqqCgEBAbCxMTzvY1WBUE1NDYYPH47HHnsMs2bNavf8vLw83H333XjyySexbt06pKenY968efD39ze6z1JRUZFOp20iIiKyDgUFBejXr5/Bx622oKJMJmt3RujFF1/Etm3bpG7bAPDggw+ioqICO3fuNOp1Kisr4eHhgYKCAri5ud3qsImIiKgLqFQqBAUFoaKiAu7u7gbPs6oZIVMdOnRIp/tyYmIinnvuOYPX1NfXazUFrKqqAqDuncRAiIiIyLq0l9bSo5Oli4uL4evrq3XM19cXKpUK169f13vNihUr4O7uLn1xWYyIiKjn6tGBUEcsXboUlZWV0ldBQYGlh0RERESdpEcvjfn5+aGkpETrWElJCdzc3ODk5KT3GrlcDrlc3hXDIyIiIgvr0TNC8fHxSE9P1zqWlpaG+Ph4C42IiIiIuhOrCoSqq6uRmZmJzMxMAOrt8ZmZmbh06RIA9bLWnDlzpPOffPJJXLhwAf/v//0/ZGdn45NPPsG//vUvLFq0yBLDJyIiom7GqgKho0ePYsSIERgxYgQAYPHixRgxYgRee+01AMCVK1ekoAgAwsLCsG3bNqSlpWH48OF4//33sWbNGqNrCBEREVHPZrV1hLqKSqWCu7s7KisruX2eiIjIShj7+W1VM0JERERE5sRAiIiIiHotBkJERETUazEQIiIi6gaUqjqsTMuBUlVn6aF0me5wzwyEiIiIugFlVT0+TD8HZVV9+yf3EN3hnhkIERERUa/Vo1tsEBERdWdKVZ00G3KqsFLrOwAoXOVQuDlaZGydpbvdM+sItYN1hIiIqLOsTMvBh+nnDD7+7KQBWDQlsgtH1Pm66p6N/fxmINQOBkJERNRZWs+OLNl0Eu/MGoohge4AeseMUGfds7Gf31waIyIishCFm6POh/6QQHcpKOiJuts9M1maiIiIei0GQkRERN2AwlWOZycNgMJVbumhdJnucM/MEWoHc4SIiIisD5uuEhERkVl1h0rQ5sZAiIiIiIzSHSpBmxsDISIiIuq1uH2eiIiIDOpulaDNjYEQERERGbTu8CWdStBLNp2Ufrb26tcMhIiIiMiglLhgTIn2BWC4ErQ1YyBEREREBnW3StDmxmRpIiIi6rUYCBEREZFRukMlaHPj0hgREREZReHmaNWJ0fpwRoiIiIh6LQZCRERE1GsxECIioh6tJ/bHIvNhIERERD1aT+yPRebDQIiIiIh6Le4aIyKiHqen98ci82EgREREPU5P749F5sNAiIiIepye3h+LzIeBEBER9Tg9vT8WmQ+TpYmIiKjXYiBEREQ9Wk/sj0Xmw6UxIiLq0XpifywyH84IERERUa/FQIiIiIh6LQZCRERE1GsxECIiIqJei4EQERGRHuxa3ztYXSD08ccfIzQ0FI6OjoiLi8ORI0faPD81NRUDBw6Ek5MTgoKCsGjRItTV8T9qIiJqG7vW9w5WFQht3LgRixcvxrJly/Drr79i+PDhSExMhFKp1Hv+t99+iyVLlmDZsmU4c+YMvvjiC2zcuBEvvfRSF4+ciIiIuiOrqiP0wQcf4PHHH8ejjz4KAFi9ejW2bduGtWvXYsmSJTrnHzx4EOPGjcNDDz0EAAgNDUVycjIOHz7cpeMmIiLrwK71vY/VBEINDQ04duwYli5dKh2zsbHB5MmTcejQIb3XjB07Fv/85z9x5MgRjB49GhcuXMD27dsxe/Zsg69TX1+P+vqWaVCVSmW+myAiom6NXet7H6sJhMrKynDz5k34+vpqHff19UV2drbeax566CGUlZVh/PjxEAQBN27cwJNPPtnm0tiKFSvwxhtvmHXsRERkHdi1vvexqhwhU+3duxfLly/HJ598gl9//RWbNm3Ctm3b8NZbbxm8ZunSpaisrJS+CgoKunDERERkSQo3R6lLvRj8aP7OZbGex2pmhLy9vWFra4uSkhKt4yUlJfDz89N7zauvvorZs2dj3rx5AIChQ4eipqYG8+fPx8svvwwbG904UC6XQy5nxE9ERNQbWM2MkIODA2JjY5Geni4da2pqQnp6OuLj4/VeU1tbqxPs2NraAgAEQei8wRIRkVXRVzOIXet7B6uZEQKAxYsXY+7cuRg5ciRGjx6N1NRU1NTUSLvI5syZg8DAQKxYsQIAMH36dHzwwQcYMWIE4uLikJubi1dffRXTp0+XAiIiIiKxZtCUaF9p+Ytd63sHqwqEkpKSUFpaitdeew3FxcWIiYnBzp07pQTqS5cuac0AvfLKK5DJZHjllVdQWFgIHx8fTJ8+HX/+858tdQtERETUjcgErhG1SaVSwd3dHZWVlXBzc7P0cIiIyExa1wzSt0OMydHWy9jPb6uaESIiIjIX1gwigIEQERH1UqwZRAADISIi6qUUbo46S1+a9YOod7Ca7fNERERE5sZAiIiIej3WDOq9uDRGRES9HmsG9V6cESIiIqJei4EQERER9VoMhIiIiAzQ14OMehYGQkRERAaIPcjECtTU8zAQIiIiol6Lu8aIiIg0tO5BpvkdYA+ynoaBEBERkQb2IOtdGAgRERFpYA+y3oWBEBERkQb2IOtdmCxNREREvRYDISIiIgPYg6zn49IYERGRAexB1vNxRoiIiMhMWIna+jAQIiIiMhNWorY+DISIiIio12KOEBER9ThKVR3WHb6ElLjgTq8CzUrU1o2BEBERdVhXBhymEJeopkT7dvq4WInaujEQIiKiDuvKgKO70qxEvetUMVbtycXCCRFIHOIHgJWouzsGQkREZJApMz6Wnh2y1BKVZiXqXGU1ACBc4cJK1FaCgRARERmkb8bHUMDhaG+LD9PPITbE0yKBkKWWqDTfj/Ol1dJ38b1hjlD3xkCIiIhM0l7AsePUFSRE+nT1sCzWLFXf+7Fqdy5W7c4FwByh7o6BEBERaWlviSlxsK8UcBw8X4bl27OxcGIEIACr9uQirK+zRWZDLNUsld3qrRsDISKiHsJcOTqmLDGt++UiAEizHwCwfEe23nM7g6XzkgB2q7d2DISIiHoIc+3gMmWGY9pQP6zPKEBqUgzqGm92+WyIoXtms1QyFgMhIiLSYsoMR5SfG56dNABjw/tKy2ndYTbEUs1SGYBZHwZCRERWzNJVjTUDjq7qr2XsPVti2Yzd6q0PAyEiIivW2VvGTZnhaOtccwYlxt4ziz2SMRgIERFZsc7esWTKDEdb55ozKOEuLTInBkJERFasN+5YEu933eFLiA3xANByz+KymbKqng1QySgMhIiIeoGOLk3dypJWZ+YviTNMqUkxWsfZAJVMxUCIiKiHaDNHp4NLU7eypGVqUNKRoMvL2UHrnrlsRqZiIERE1EN0tx1LpgYl7QVd+maYiiquY0q0r3S8Ny4V0q1hIERE1EN1dGnK0HXlNfXYcbIYs+NDEB3QfmBh7qCEy17UGRgIERH1UJ/tu4A1+/O0jhkTOLQXcEAGrJg1zCxjNCVYM3WGicUNyRhWFwh9/PHHePfdd1FcXIzhw4dj1apVGD16tMHzKyoq8PLLL2PTpk0oLy9HSEgIUlNTcdddd3XhqImIul5CpDfW7M8zuf2FoYDD0d4Wz23MxLQh/iaPxVBQYsosj6kzTN1tqZC6J6sKhDZu3IjFixdj9erViIuLQ2pqKhITE3H27FkoFAqd8xsaGjBlyhQoFAp8//33CAwMxMWLF+Hh4dH1gyci6mJezuqgI0LhIh0zZmlKM+Aor1HP1jja26Ku8SYAdV5O6+7y7SU6GwpKmNxMlmZVgdAHH3yAxx9/HI8++igAYPXq1di2bRvWrl2LJUuW6Jy/du1alJeX4+DBg7C3twcAhIaGduWQiYi6lKGlJkd7WwBAeU2DSc+342QxAOC5jZnSMXNWce5oHhGXvchcrCYQamhowLFjx7B06VLpmI2NDSZPnoxDhw7pvWbLli2Ij4/H008/jf/85z/w8fHBQw89hBdffBG2trZ6r6mvr0d9fUu/HJVKZd4bISLqRO0tNe3LKUVCpI/Rzzc7PgSQAdOG+KOo4nq3mbHhsheZi9UEQmVlZbh58yZ8fX21jvv6+iI7O1vvNRcuXMDu3buRkpKC7du3Izc3F0899RQaGxuxbNkyvdesWLECb7zxhtnHT0TUFcy91BQd4I5FkyObqzh7Aui8Ks6c5SFLsJpAqCOampqgUCjw2WefwdbWFrGxsSgsLMS7775rMBBaunQpFi9eLP2uUqkQFBTUVUMmIrolHVlqai+/x1xVnDuaR0TUmawmEPL29oatrS1KSkq0jpeUlMDPz0/vNf7+/rC3t9daBhs0aBCKi4vR0NAABwcHnWvkcjnkcv5rhIh6D2Pze7yc7W+pirOh1zFnZ/rurLfcp7WxsfQAjOXg4IDY2Fikp6dLx5qampCeno74+Hi914wbNw65ubloamqSjuXk5MDf319vEERE1JPcylKTUlWHU4WV0hcAFFXUSVWclao6KNwcpdkmMfhp/fvKtBwoVXVtv1ZzgCQmefdUveU+rY3VzAgBwOLFizF37lyMHDkSo0ePRmpqKmpqaqRdZHPmzEFgYCBWrFgBAPi///s/fPTRR3j22WexcOFCnDt3DsuXL8czzzxjydsgIuoSbS01tVfIcPPxwg4VY9R6jeYP/jBvZ0QoXAzmERFZklUFQklJSSgtLcVrr72G4uJixMTEYOfOnVIC9aVLl2Bj0zLJFRQUhF27dmHRokUYNmwYAgMD8eyzz+LFF1+01C0QEZnFrXaTr6m/0WagM298GLYuHA/g1qs4a269b/06yaODMLyfh/Q6ms/XE5aPOtrmhLqOTBAEwdKD6M5UKhXc3d1RWVkJNzc3Sw+HiAiA+sP0nlX7sXXheCk4MSY4Eq/7+rFRUsHFg7llWL4jGy9Ni8LYCG8A2h/Q+l4LALKKKvHGf7OwbHq01Hus9Qf/kk0nEdPPHR597NHf2wVrD+bjnVlDcaKgAuszCgzeX0/pG7YyLUcnoVxTT7nP7sjYz2+rmhEiIiLDjOnevu7wRQDqqtNiUJOrrAYAKefHWDkl1TicV46ckmopENK3kyzzsnoGZG9OGQB1HtHEKAVSxoQA6NkVpVk5u/tjIEREZCXaW2YxVDVavC5XWY31Rwp0rlNdb2zzdU1Jutb3wS96fkok3k/LUT+nmTvTd1e95T6tGQMhIiIr0V7dnklR6p6LrXNQ2rtufPNymLKqDvtylNhxshiz40OkWR7NpOusokrklKhnkPbllGp9B4BIXxcoXOXILq5CaavdUddqG5A42BcXSquZG0PdBnOE2sEcISLqLvTl37Rn3vgwJER6o7ymEedLq7Fqdy4AYFSoJzLyrxm8Lnl0EFbMGia9rph7tHD9cRzOKzd4XVyYF8b079tmXgygnRvTW+rr9Jb77C6YI0RE1MPoW2YBgNSkGGl7eusclM3HCzFnbYbONWIQJO7aEq9ztLfFcxszMW2Iv3SuZu7RsunRWjNCm44XYtaIQKl/WaSvC7xd5IgN8UReWQ22/VaEI82vtXBiBMJ9XODlbI8ov5YPpt5SUbq33Ke1YSBERGRFNPN9RHWNNwFA6jCvmYOicJVj5ohAANqzSGLwpF7GUknXi89VVHFdWmIrr2lZ4ooOcJeWzFTXG7HpeCFigjyk1xAp3ByREOmD2BBP3LNqPwAgcbCf2XJjOLtC5sJAiIjIirSX79Oavlmk5FFBGBveVzq+sjmBWbPej77co5VpOZg7NhRezg5QuMpR2ZxkXdlOsnVnMLYtCFF7GAgREVmRtrZjl9fUY19OWbu7u1LGhGgFD7PjQwAZMG2IP4oqrmPJppOYFKVAerYSALS+iz8/O2kAwn36AABC+jpJz9V6pkbhKse88WEAuFWcuicGQkREVqS97dgJkQrD1xrYBh8d4C4lRu/LUQc698b4S/ksmktqb86IhpuTA7ycHVBUcR0AUNvQpLWMpjlTo3BzxCv3RN/qbQPoflWauTzXMzAQIiKysK76QDUmWbe8Rr3Mte1kMZ6d5IomoSX3CAD+l1MmzQqJtFpmjAoy44i1tbcs2NVVmrk81zMwECIisrCOfqDeSnd5Q7ycHQAAu06XwMvZQSrAKNIMgsTls5emRUnjVlapO813xkwNqzRTZ2AgRERkpcy1HVtzyUlc7gKAKD83pCbFwEYG/CezCOnZSq3Ao7ymAenZSuRdrcHyHdlaz9kZMzXdoUpzd1ueo1vHQIiIyAL0faCqd2WFwMtZrvWBqm/pzJzLafqWnABg2ZbTANTLXXPHhiA9W4kAD0ekZZUgJS5YOm/aEH+kxIUgV1kt7TzrqTM13W15jm4dAyEiIgv4bN8FrNmfp3Ws9a4sqfKynqUz8Ziyqg6LJkfeUjCUEhcMZVWdzjKYSLNLfHlNY8tYmpfmovxcu3ympjOWBY3B5bmeh4EQEZEFJER6Y83+PKQmxaCu8abeQoetldfUY2VajtZszPojBUiJC7mlQEjh5ohFkyPbnNWxkanPE3OIxOvUQVQ9lFX1WktEUkf7dpaKOjqzZakqzd1heY7Mi4EQEZFFyACoixG6O9lLR8XKztnFVcguVsHLWS4FGHvPlmLtgXzY2cggt7eRrjE26GiLeN26wxelY+IHvLiMNyXaVycvZt3hi3pnksRgqr2lIu68IktjIERE1EU084IymhuXink4oraqRK89kA8AeL+5ErRIDDqSRwVh0ZSOL5Mpq+qx/kgBEqN9sSurRDreXl5M8qggpIwJ6XVLRZZaniPzYiBERHSLjF3eMZSUrKmlSnQDAAGAukHqqt25mDbEDztOFRu8dn1GgcElI1OWoFLGBCPK3036gDcmL0bzOdtbKuopO6/YRLVnYCBERHSLjF3eSRzsizBvZwC6ndsLymvxflqOThCxMi0Hq3bnAoDBIMiYGRhDY9QXlBRV1GFKtK903Nx5Mdx5Rd0JAyEioi6y63SJTgCw6XghNh0v1Hu+UlWHmvobeHPGYLy25TQWTojAqj25eGfWUDja20pLYt0lKDF2qYg7r6g7YSBERNQB4kxKeU09/nFQnWDc3vKOZgCw63QxVu3OxcKJEUgc7IfymnrsPFWMzccLpWuVVfVYsz8PXz82Gs9OGoDYEE9gjzrwUbjKkTwqSGtru6Exao6t9RhNDUo0gx2dBqtGLhVx5xV1JwyEiIg6oCMzKZoBQHmNOkAZFeopBQBeznLcs2o/Zo4I1AoUvJwdsGhKpHYQ0xx0iB3eb2WMpgQlmsHOvpxSfJh+DrEhnp2yRZ6oKzAQIiLqgMTBvlCq6jDI3xWvbckCYFo1ZS9nudZ3TeJ2+NazOOU19Zg3Pkx67vZmYPTN9iycGIFVu3ORmhSDseF9jb5ffdQJ3S3fDWkrh4o7r8jSGAgREZlIqapDTkk11mcUYOHECOm42KXdmF1PYgBgI9MNeMTcH5HmLM688WEGn1vfUlXrc8N9XABAXbSxA0GJ5nLb+eaA7byyWhq7qTu+uPOKLI2BEBGRiTTbY4g7ugDjiwgCLQHAyrQco7bUi8nRCZHeBs9ra2dYrkbQAujPZzImKNHXGmTVnlys2qN+H+aND8Mr90T3mC3y1PMxECKibqU755OIH+5BXn2kY7NGBGLT8UKMDvXEw2OC0d/HVe+MiqH7aitZWWx3oZmvo28prbV1v1zUyv3RzBUSA5bO3q7OLfJkLRgIEVG30p1bLuj7cBe3vh/Jv4b4cG/MiOmn91pD96Vv+erE5QpMjFJIuTe5ymqp9UbrWRXxuTUfW59RgLj+faWeZebcrj4/oT9mjggEoLvzTfO5uEWerAUDISIiIyhVdYgN8UBqUgzOl1ZLS2JTBimQdkaJJxP6azVDvRXrjxRg2hB/rGxupaGZM9R6VgWA3qW11st05tqurhm4ictt4T4uOs/FLfJkLRgIEZHFWTKf5FbbY6SdUQIAilV1Onk5n+27gIRIH3g5Oxh1X5q1gcprGnC8oELqRt/WrEpsiAfKaxq1ArSFEyIQrnCBl7MDlK3GZi5ezvZa34msEQMhIrI4S+aTtLUUpxkkaS71HMwtw/Id2QCApJFB2Hi0ANEBblo7p8RiiK0Ti/XdV1ZRJb45dBHThvpheJAH1mcUSEnN4vOJwY++WRV975+YCwSoE5id5XbqYK+NnWGm5mdF+bnh2UkDEOXn1uZ53CJP3RkDISKyuO6aT6IZJA0JdNdIPr4onbPxqLqy8/Lt2dKxZycNkO7njRmDkV2sQlhfZyzfka33vr755SLWZxRoVYkWA5nnNmYieVQQ4vr3lV570eRIvQnXe7KVUmd6zdcpr6nHnLUZ0n0smhIJpaoOK9NytIIeU/OzTKkkzcRo6q4YCBGRxXVFPonmbAegm2CsuWRlI1P3BYsN8dD7XNOG+GP9kQIkDvZFbLCnFOAEeDiivKZRaynsYlkN1h8pwBMJ/Q3el+bz7TpdovN6YpA0JMAN648UICUuRG/CtWZhQ83X0bw36f3oxknpRF2JgRAR9QqaH/xpWbrNTzWXrMSARCyW2DqvJ8rPVcrlmTbEH4A68ND3vGsP5gMA/r7vgvZ4NPKiiiquAwBigz0xJMAd76fl4LFxoVh7IF/vzE57zwMAxy5eQ66yGl7O9iiqqNO5D82q0K2DQdb7od7ELIFQRUUFPDw8zPFURNTLdUU+SVtLcesOX8T6I+olKjHxWF9eT8qYEJ2Gp+Lzltc0ICOvHKv25GLiQB/sPluKe4f7QyaTobymXpqdah00iXlHAFB4TR3UBHg4Scf0BTSbjxfq5CEBwLItp3WOad7HpCgFAOCzfeexP/eqwfNY74d6OpMDob/85S8IDQ1FUlISAOCBBx7Av//9b/j5+WH79u0YPny42QdJRL2HOfNJDO1G08zREX8O8FDPekwb4g9vZzlW7cmViiUunBiBUaGeAGQABJwqrJSeT1lVh+RRQSivqZee7+2tWVJwsvtsKQDgPyeuAAA2ZxZhRJAH/vz7ITrB2EvTopB1RQUAmBilwK6sEuw4dUUKzEStW25sXThe63nUy3ROKK9pgOp6g9QLbVKUAunZ6l1u4nfNIEh8vDvkZxF1FZMDodWrV2PdunUAgLS0NKSlpWHHjh3417/+hT/96U/48ccfzT5IIiJ92tvlZMxuNDEY2XGyWGeGRyyWuGp3rsGaPWKS9PqMAqm9RHuOF1SgSYDe2jvLd2Rj68Lx0sxY4mBfpMSFAAAOni/D8u3ZeOmuKIwNV7fa0Ld0ZSg/aO7YECnI1NeE1cvZHunZStb7oV7F5ECouLgYQUFBAICtW7figQcewJ133onQ0FDExcWZfYBERIa0l/Br7G40KeAYE6J17sIJEVi1R7tTu77na+kD5gNAXX05IdIbO04WQ4CADRmX8di4UMy6rZ/UNqM9+mbGxAKGClfHNgMVfXk/6uON8HKWw0bW0iAWgvpbXeNNlNeI59W3Oz6insLkQMjT0xMFBQUICgrCzp078fbbbwMABEHAzZs3zT5AIqKOMnY3mqGluFFhXnjWZgDGhveFws0RSlUd0rJKkBIXrFXXR7Tj5BVE+blKr5sQqcCq5hmkhhtNAKDTKqO8ph4VtQ1IHhUEZZVuDpApycriLNK+nFK9eUNiABYX5oXDeeUA9Pce25dThoRIhVGvSWTtTA6EZs2ahYceeggDBgzA1atXMW3aNADA8ePHERERYfYBEhFp6soq1F7ODlpBkuYMlDhrotkHrHWPL4WbI2xk6mv/efgS/nn4kvRcmoFHa61zgMTZJR+xt5iqTqt4o3i/4iySUlWHIYHueG5jprT0pTkTZiMDyqobsOPUlTbrGxH1BiYHQitXrkRoaCgKCgrw17/+FS4uLgCAK1eu4KmnnjL7AImINHW0CrUpu9EUrnLMGx+GzccLDQZW+3LKAEBnmUv8PXl0EFLiQnC1Wr1NfcYwf0wc5Cu1wRADjwul1dh9RolZsYEoqqjTWb7bfLxQZ8u85u4yffercHNEhEL9d3NOSRUAdTK4OJsFqOskLZocKQWVzAui3srkQMje3h4vvPCCzvFFixaZZUDt+fjjj/Huu++iuLgYw4cPx6pVqzB69Oh2r9uwYQOSk5Nx7733YvPmzZ0/UCLqFB2tQm3KbjSFmyNmjgjEPav2IyHSW+8MVEKkN4K9nCBAhrLqeq0eXzklVVh/pEBrt9eW365gy29XpN81A49nNmRiXkJ/eDnLdR4Td6IZmt3RvF99s2VigcYTBZXSbBagTvpWVtVJdZCIeqsO1RH65ptv8Pe//x0XLlzAoUOHEBISgtTUVISFheHee+819xglGzduxOLFi7F69WrExcUhNTUViYmJOHv2LBQKw+vZ+fn5eOGFF3D77bd32tiIqGt0dhVqcSeaWFVa326ytpa1NHt8JQ72hbODHTYdL8SsEYFIiPRBQXmt1AajvXGIQY249CYmNjva2+qdqTLUGBaA3tdUd7n3Yx8w6tVsTL3g008/xeLFizFt2jRUVFRICdIeHh5ITU019/i0fPDBB3j88cfx6KOPIjo6GqtXr0afPn2wdu1ag9fcvHkTKSkpeOONN9C/f/9OHR8RWTelqg4Hz1/Fh+nnkJF/DQAQ5uOM1KQYpCbF4JnmStOPjQsFALw5YzC+fmw0UpNitJ4ncbB61mXX6RJpC/6m44V4bmMm3k/LwYggD2lnl+YsU3lNA5JHB8FGpg5q7lm1H/es2i8FXpr9x9Zp5BuJUuKC8fVjo/F8q5mvpFH9cO/wAPU4fr2MXaeKpcfKaxqlWSKi3sjkGaFVq1bh888/x8yZM/HOO+9Ix0eOHKl3ycxcGhoacOzYMSxdulQ6ZmNjg8mTJ+PQoUMGr3vzzTehUCjwxz/+ET///HOnjY+Iup65q1BrzqiIS12azVTFAMezjwMA4LYQTyhc5fhs3wXMjAnA5swiAEBKXAgWTlTXHdp1uhirdudi4cQIJA72AyDm/RzRem3NWSaFq6PeJcDxEX3h7SLHrNv6IcrPVWf8CjdHvbNCGzMuSz+vPZCv9ZiU0zQqCIumRLKdBvU6JgdCeXl5GDFihM5xuVyOmpoaswxKn7KyMty8eRO+vtr/cvH19UV2drbea/bv348vvvgCmZmZRr9OfX096utbamioVKoOjZeI9GuvCKIpzFWFWlyGig3xlGoH6VaVBg40V2G+fK0WgDpAqb/RhDX78/BkQpj0fEUV1+HlrA6WBjQnLY8K9dTK65k5IlB6Dn15TvqWAPfnXsXWheP1LgPquwdR0qh+kEGGDa2W+DStzyjQej/N+edE1J2ZHAiFhYUhMzMTISEhWsd37tyJQYMGmW1gt6qqqgqzZ8/G559/Dm9vb6OvW7FiBd54441OHBlR72aprudtfbDrm0XRrCqdPDoIECDlCm08qp5h0ZzFWb2vpW6P5vHkUeoCtGIitKFx3GqeU1v5QRszLkvjEJfxxJmgSVEKzB0bAi9nuXbiNbvTUy9hciC0ePFiPP3006irq4MgCDhy5AjWr1+PFStWYM2aNZ0xRgCAt7c3bG1tUVJSonW8pKQEfn5+OuefP38e+fn5mD59unSsqUld0MzOzg5nz55FeHi4znVLly7F4sWLpd9VKpVUSZuIrJf4wa5U1eksAWkuQ4ltLMTu74nRvjq9vjTFBLkjs0Cd55M0MggbjxZotcCoqG3AhbIaqZ6QKQGGOMtTXtMg9QEzVDMpJS4YYd7O6t1lzTNCj40NxdqD+XhzxmCEevfB+owCaVu9KD1biUVTIrl1nnotkwOhefPmwcnJCa+88gpqa2vx0EMPISAgAB9++CEefPDBzhgjAMDBwQGxsbFIT0/HzJkzAagDm/T0dCxYsEDn/KioKJw8qb2z45VXXkFVVRU+/PBDg8GNXC6HXM7dE0Tm1JVFENuzPqMAKWNCtF5PcxlKbGMR0tcZz04agFGhnvBydkA/Tye8+6N659XoUE8caU6mFoMgANh4VB0w5ZXWYH6C+h9apworcTivHE2C/vG0ledkSs0kzdpB4c3fQ7ydAQCh3s6I8nPVep3kUUE6u+G6058TUVfp0Pb5lJQUpKSkoLa2FtXV1W1uXTenxYsXY+7cuRg5ciRGjx6N1NRU1NTU4NFHHwUAzJkzB4GBgVixYgUcHR0xZMgQres9PDwAQOc4EXWujhZBbK29vJWsokq88d8sLJsejegAd70f7IBmzy7DH+zuTvaYOzYUpworsT6jALHBHtJj9wwLkAKhpJH9pKUy0SB/VyhVdVrPLb6mvgDD0P0YUzNJ3z2eL1W/lup6IwB1hWzNqtPKqnpMG+oPZVW91izTul8utlkqwNg/JyJr0qFk6Rs3bmDAgAHo06cP+vTpAwA4d+4c7O3tERoaau4xSpKSklBaWorXXnsNxcXFiImJwc6dO6UE6kuXLsHGxuSKAETUyTpaBLG19paVckqqcTivHDkl1YgOcDeYNyPmx8yMCWjehRUozdgoVXXS9305SpxonvE5dqlCun53dglCvJxwsfy6ThAEAK9tycKZK1VIGRMiBRmtK1C3bqPhLLfTCYiMqZm0Mi1H5x7FHW9i7SDNoGvz8UKdPmRaOU3NFbFv5c+JyJqYHAg98sgjeOyxxzBgwACt44cPH8aaNWuwd+9ec41NrwULFuhdCgPQ7mt/9dVX5h8QEbWrs4sgGpISFwylqk5nlkMkbnevqb+hc45mG4vW9ja31wCAhAhv7Mtt+X3hxObK0hkFBl8XgFaAUV7TgDlrj+gN8FoKPHoavMfWQWZrrYOurQvHa52vb8ea6ERBBSZGKbgkRj2WyYHQ8ePHMW7cOJ3jY8aMMRigEBF1lKG8lfIaddPQseF9cVO9DwL7ckq1vgPA3cP8kTImBMcuXsOyLael45q7p6YN9UPKmBCU19TjHwcvIj1bafT4NIMgoGU2BlDPrgzv54Elm07ipWlRyLtag0F+bnhty2mtQFBzxkbn/ptnwf72YAziwrykpGuRviAzNSkGEQoXowIdoO2gVF9OFVFPYnIgJJPJUFVVpXO8srJSqjJNRGRI6+RgfXk/msfayy/6KasEpc2NTUWbjhdK29/jwryw8Yl4KUdHk9i6YtmW01g0ORJNAqQgSOHqAGVVg8417dHJ4WkO4o5duoZdp0ukAKy8pl4nX6itxOQmAW0mXYvPCQBezvZagU1HZt8UrnIkjw5qc8ccUU9gciCUkJCAFStWYP369bC1tQWgbmOxYsUKjB8/3uwDJKKepXURRH15P5rHDOUXOdrb4rmNmXhm0gC4OtoDUM8Eafb1AoBIXxcoVXVS4rBIM2cnr6wWz2zI1Hrc1CAoPswLh/LKtYIOpaoO6365CKCl+amXswOenTQA+3LK2s7VGRWklWMkJkDnKqvbSPKWtfreNn071jRn4Ib388D6IwXcOUY9msmB0F/+8hckJCRg4MCBUhPTn3/+GSqVCrt37zb7AImod9Nc+imvUQcnjva20myOva2NtG288nojNh0vREKkD2aOCJQ+1Fem5bSZrwMAs0YE4myJCqeLdGe8jXEorxwAcOziNSlYyC5W5wrF9/fCoQvqx4sqriM2xBObfr2Mvz0Yg/4+uktY6w5fVHev1xizuOT23MZMDAlww/+bGoUoP1etoESsZi1+b68FiU5QqqrDwvXHcbj5XkTcOUY9mcmBUHR0NH777Td89NFHOHHiBJycnDBnzhwsWLAAXl5enTFGIuph9OX9HDxfJi1fiTu3Ws9E7Dh1BYD2bI7mh7TYC0zUVrXl1sSltFu1bMtplNc0NC/rqWeDxCAI0B6vk70tZsQESr+Ls0mLJkciJS5E73Z2ADhVpMKctUfw7KQB6oTwNmr/mNIiQ1lVj8N55e3mGBH1JB2qIxQQEIDly5ebeyxE1EO1zgPSF6BoNjcVtZ6JmD0mBBCAaUP9UFRRp/MhnVdWjVOFlfB2Uc+IiMtq5TUN+GzfeezPvYp7h/vjPyeudNq9Th3si9gQT6z8KUdaDjNk2lDdqvhAyyzYoimRiOvfV6tatPg9NSkGY8P7mq1Gk6YIhcst5xgRWQujAqHffvsNQ4YMgY2NDX777bc2zx02bJhZBkZE1klv8nOrPCB9eT8v3RUFRzsbHMi9ioF+rvjb7ly9u51W/GGYdB2g+yFdWFEHj+bu8GJAcaqwEvubG6aeuFxhlvuU28lQf6MlcznQ3REzYgJwpaJOp7O8pvgwLwwKcMPaA/nILq6Cl7Mc5TX1mDc+TGe2RbNatINdc4205vSfusabUpPVrx8bBS9neYdmcNqqJq0vwZyopzEqEIqJiUFxcTEUCgViYmIgk8kgCLpbF2QyGXeOEfVyxvTS0rflW+zN9dqWLEwb6g/A+JmIllo7Hu0ez7963YS7MUwzCAKAwso6fPq/CwB0ixJqdoM/lFcu5RNpzoI9O2mA3vdL4SpHXJiXVBxRzBVqa9bHlBmc9maU4sK8uBxGPZpRgVBeXh58fHykn4mI2lNe02DS9nBTiYnANjLg4Pmr+DD9HB4bFwoAOJhbhvKaBhzMLcXqfXmYMTxAui7I0xEF1+o6/LoAEN/fC4Eejvj+1yKt44nRvkgZE4woPzetexN7fyUOVu+Cy8i/hlW7c7FwYgQSB/tJ9wPozqgp3ByxKnkEsotV2HGyGGE+zli+PdtseTvGVP3mLjHqyYwKhEJCQvT+TEQE6F9e+cfBfJ3ChPpmMWxk6hmU8poGFFVcl55PPNa6Z5dIzKHRbDGx9kA+AN2q0FtOtAQstxoEAUCYtzPiw/tiz9lShPZ1ltpv7MoqkXp4afJydsC88WFIiPRR7+gSJ5P01ATSN6MmBkQJkQqDS4JA+7vE9LFU1W+i7sKoQGjLli1GP+GMGTM6PBgisk76llc0g6BJUQqkZyulmYbymnrsyymDUlWHXadL1FvFNQr3iYHM+iMFepN9lao6fLbvAhIifRAb4iktPU0Y6IM9Z0sxZZAvYoLccbakCltOXEGAuxxFldrBya04e6UKZ4urcLWmEVdrKrQeE3e0iTu6np00AFF+rjh28ZpO7tCqPbnSkpk5tqW33g5PRO2TCfqSfVpp3ci0dY6QTNZSvKun5QipVCq4u7ujsrISbm5ulh4OUbfUekao9fJKeU095qzNwNaF4zEk0B2nCitxz6r92LpwvFb15baWZjSXjLKLVZizNsMyN9vKEwn9cfzSNakb/cIJEQhXuMDL2UGrzo/me3QwtwzLd2TjpWlRGBvh3VwfSWgz4Vlf1W1zL1l15nMTdTVjP7+NmhFqamqSfv7pp5/w4osvYvny5YiPjwcAHDp0CK+88gq31BP1Uu0tr2jmBmUVVWLJv38z+lqRuGSkrKrDID/T/lHy2NhQrD2Yr349Fwcoq01vndGah6MdKupu4O/7LmgdF2d4AO1ZHr0J4hHeGBLorreDvKFk6M6c9eGMEvVGJtcReu6557B69WqtdhqJiYno06cP5s+fjzNnzph1gERk/RSucswbH4bymgYcyC3DqSIVAN3k6baIVaXXHylAYrR24cRRIR7IuFiBhAHe2HeuDJG+Lsgpadn67e3qIPUOM0cQBAAVdTf0Hu9IErMxCctE1DlMDoTOnz8PDw8PnePu7u7Iz883w5CIyJrpS9hVuDnCWW6nkyPTetZDzKlRuMqRVVSJl384hUfHhaK/jws+23deOndXlnahwoyLFQCA3OZ+XJpBEAB8uvcCqur1By6aXOW2cLS3Q2l12/lE4d7OOF9WI/3+5ozBOHC+DLtOl0izWW0tM2m+R4bOY8IyUdcwORAaNWoUFi9ejG+++Qa+vup/wZSUlOBPf/oTRo8ebfYBEpF10be8klVUCQdb9bbz2oYbOHFZPSOUNLIf+nn2QUjfPhjTv6/WtQfPX8Xxggocb9UMtS1FFfp3hBkTBKnPu4mq+vbzHDWDIABwc7JHSlywViXptuopad7nqcLKdusuEVHnMTkQWrt2LX7/+98jODgYQUFBAICCggIMGDAAmzdvNvf4iKibMiWx9uUfTuF4QYXO8Y1HLwMARgR5YEz/vliZlqPzfLHBHtL2dEOc7GS4fqPdfR9GC/FywsXylsKLUb4uyC4xXGX5uY2ZmBDpjeRRQbAxrvG7QR3ZAk9EHWdyIBQREYHffvsNaWlpyM5Wb3EdNGgQJk+erLV7jIh6Nn0zHoaCo0H+rnoDIc3Hxeerb7yJvKs1sG3++6TyemO7YzFnEARAKwgC0GYQJNqTU6b+QQapqjSgv4hkW20tANMapRLRrelQ01WZTIY777wTd955p7nHQ0RWrHVwJH7gTx3ij77Ocqzak4tBfq44U1yFQHdHvDgtCv19XLS20K9utQsrt7RG30tp8XC0RUXdrZfu8HCyQ8X19pfRpgzyRdqZEkyM8sHu7FIA6jyhM1dUOjWR9O3+6oxGqUTUMR0KhNLT05Geng6lUqm1tR5QL50RUc/U3kyGuLNr3eGLWDRZ/wf+meIqAOreXJ/tu4AIhQtm3dZPqiodF+aFw3nl6OfpiMvX6uDt4oCmJgHltY3o5+GIy3rygGoazFO/rK0gaKCvC6L93dDXRQ7PPvZIO1OCAHcn6fH/5ZTi3pgAxPXvCy9nexRV1Bnc/cVdYkTdh8mB0BtvvIE333wTI0eOhL+/P5fDiHqR9mYygjzVgcH6IwXo5+GEi1dr8LcHY+DRxwEZeeVYtScXo0I9kJFfgTFhXvglrxynilTYnNnSAuNwc0PSy82tMMo0trvrC4IAoLFJ72GT+LvJYSMDCltVoH4yIQz3DA/UKmr43IbjAIB/Hr4knZeerZSqaT87aYAU6OhthcG2FkTdhsmB0OrVq/HVV19h9uzZnTEeIurG9M1kiO0zAKDgWktuzbs/qrulO9nbqhuHNhcazMivAAD80hzwAIC7ox0qDdTl6SpXVPq3zF+rbZRmugB1EDM/oT+cHGwR378v/pNZJN1/alIMIhTaS32aWLmZqPuxaf8UbQ0NDRg7dmxnjIWIujmFm6M0cyHOXswdG4I3ZwzWOdfDSf3vrEH+rkgc7IvUpBgAwIzh/gCACQN9pHONDYLkdl0/A73x6GXMWXsE96zaj3XNM0DRAe5YNDkS/X1cMF2js31do3qJTllVDxsZdHZ/tVTHbgmSuEuMyLJMnhGaN28evv32W7z66qudMR4ishLlNeoP8xMFlUg/U6LzuJhv89qWLMyMCcCs2/phRJAHtpy4AgDYc7ZU7/O6OdpBZSAwqjfz7jBAHVzV3xAQ7eeKrOIquDvZofL6DfR1dsDVmgYkjeqHceF90d/HVStYMVfCM9taEFmWyYFQXV0dPvvsM/z0008YNmwY7O3ttR7/4IMPzDY4Iuq+9jVvF38/LafdczdnFmFzZhHmjQ/DzBGBWLbltLTzSuTn6oDiqgZE+rrgaHOl6K4gBldZzUnclc0B3NXm5bCNGZfh5+aEGTH9oFTVSbWOxGXC8pp6/OPgRaRnK/UmPLeXYK6Ze0REXc/kQOi3335DTEwMAODUqVNajzFxmqj3mJ/QHwmR3iivacRvlyuw9kA+AMBFbotqjerMCQO8McjfDYMDXBGhcMWmXwsxJMBNKwgCgOIqdeDRlUEQ0LJlfng/d5y4XImRIR44erECU6IVSMtSIjUpBmPD+wLQLg8wJNBdCmC8nOVIz1bqTXjmVnmi7s3kQGjPnj2dMQ4isjKaO58iFC5SIFTdqkXFvnNl2HeuDHFhXnj1nmis2Z+HOWOCpcarhgxUuOCssv1ChrdKXMI7cVk9SzN9eCCOXqzA9GEBCPFyxpG8qzhVWIn5Cf079PzcKk/UvXWojhAR9VxZRZV4479ZWDY9GtEBpm/nnjUiEJuOF0q/PxwXjJGhXoj0dUFTc4rP179cMnB1i64IgvRxd1Iv9/f3cUF/Hxfcs2o/APX2djEZWmdpq42EZ26VJ+rejA6EZs2aZdR5mzZt6vBgiMjyckqqcTivHDkl1UYHQgpXOeaND0Ntww2M6e+FK5XXceiCenu83N4GO05eQeE1dynvpjsQt+wnDPBGHwdb3DXUH79drkSkr0tLZ3iN3V3PbcyUftZc2ooL88Kq5BFc3iKyUkYHQu7u/NcLUW+yavc5RPq6GBUMKdwc8co90ViZloNnNpzQeuyL/fkAgF1ZujvLLEncsr/vXBmenTQAM2ICMSMmEEpVHWJDPHHw/FWc15iVShrVDxBk2Hi0AC/dFYWx4d7IVVbjuY2ZUFbVG5XwzK3yRN2P0YHQl19+2ZnjICILyiqqRE5zY9F9Oept7edLa/Div3/DfbFBGBXqqRMQaRYHBNRJwYmDfRHm7YznNmZKSdOPjQvF2gP5iA32wABfF2zIuCw91jqxuiv09+6DC2W1GBPmiV/yruGJhP7SPYj30Tq5GVDvHhPlldZgfkJ4u6/VuoAit8oTdT/MESIivPHfLKm1haaThSqcLDyNuDAvbHwiXuux7OIqfJh+DrEhnvBydpB2U0UoXAC0JE07O6j/mjl2qQKjQj21HuvsIEjckn/nIAV+PKOu/jw6zAsXymoR6euKX/KuYVyEt9ZsTkpcMGJDPFFe04DzymqpIvbCiRFwsLXB+2k5GOTvilOFle1uh2/dhJaIuh8GQkSEZdOjsTtbieLKOmQXq7S2sE8b4ochAW7IKqrUmhUS206U1zSgoladS3Ps4jXU39AObsRAAgBW78vrxLvQJW7JF4MgANjQPLMjJmxnF6uw4+QVTBvqB28XOXadLpFmcE4VVkrjTxzsB4WrHPtzy/Daliyt1+F2eCLrxUCIiBAd4G5wVmjHqWLsOFWMLSeKsDIpBmXVDdj062WcK1EXIDx0oQwnm7eeL9tyukvH3R6xNtC4cC8cOK97bwCwfHs2AGB9RgGSRwdh/ZECgzM4CjdHrEoe0Rw8FSPMxxnLt2drbYe3kekWTmQBRaLui4EQEQFQzwp9mH4Ou07rT2o+W1KNl384heMFFVrHNXNnuhuxNpBmECQ2RhVr+iycGIFVu3ORmhQDL2cHrD9SIJ0r7oYTfwbUwZCyqh7rMwqk/mma2+FXpuWwgCKRFWEgREQA1LNCb907BHcP9cdfd2bjckUdAGgFCv/LUeoEQq0pXBygrLbMNvnWW95HhnpiZLAHrl1v1ArYymvqUX+jCQBQ07x77LyyGuebi+MfPF8mnTs/ob9JMzgsoEhkXYwKhLZs2WL0E86YMaPDgyEiy1K4OWJM/76IULhIgRCaiyD+VlABGdpvo9NVQdAgXxecKanWatKqGQQBwNH8aziaf03rmGY9IABYezAfgHYuk7hcBrTM4OjrGaZU1SF5dBDKaxqgVNVJO8NYQJHIehgVCM2cOVPrd5lMBkEQtH4X3bzZtVthici8sotV2JvTMiMiBghiwNBdnGne7m+oU70+4sxMeU09KmobcejCVfg4y/G3PblYOCECkAGrdudKdYKAlhkcfdvql+9ozi86UsAlLyIrZWPMSU1NTdLXjz/+iJiYGOzYsQMVFRWoqKjA9u3bcdttt2Hnzp2dPV4i6mT5ZbUA1K0xkkcH4ZkJEQCASIULEgZ4W3JoWrz6qFthRPqqt+sP9nfVejzAXT0r87xGcCLOzCREKjAjJhArZg3DnUP8AACJQ/yQOFj989hwb+lccXYnJS4YWxeOx9aF4/HOrKEA1IGVeEyzFpGIBRSJuj+Tc4See+45rF69GuPHj5eOJSYmok+fPpg/fz7OnDlj1gESUefTXPY53dwMtfGmgNnxIVi1Wz0LkqOsRo6B/l9yOxnqbwh6H+ss5bWNACAVgpw6xB+nr1RJjyePDsb7aTloaM4FAoDc5vF3ZOdWR5a8WECRqPszORA6f/48PDw8dI67u7sjPz/fDEMios6mVNXhs30XAKiTgT/bdwFr9mvX+Nl4tAAbjxZoHbtjQF/879xVnefrqiDIq4+9FAC19n5aDgDAx8UBpdUN0u+auT9ifpDmMlbrWRvO4BD1LkYtjWkaNWoUFi9ejJKSli22JSUl+NOf/oTRo0ebdXD6fPzxxwgNDYWjoyPi4uJw5MgRg+d+/vnnuP322+Hp6QlPT09Mnjy5zfOJegtlVT3W7M/Dmv15UFbVo7ah7Twb3+bAQF8Q1JXkdja4q3kpKy7MS+85pW0kayePDtJZxhJnbTRbYLQ3W8QlL6Kew+RAaO3atbhy5QqCg4MRERGBiIgIBAcHo7CwEF988UVnjFGyceNGLF68GMuWLcOvv/6K4cOHIzExEUqlUu/5e/fuRXJyMvbs2YNDhw4hKCgId955JwoLCzt1nETWpo9D25PDJa12Y3UlR7uWzRhXVPUouKbOYdJX/FHTlGiF+vsg9Vb256dEYtHkSK28n44yNmAiou5PJmhu/zKSIAhIS0tDdrZ6x8SgQYMwefJkrd1jnSEuLg6jRo3CRx99BECdxB0UFISFCxdiyZIl7V5/8+ZNeHp64qOPPsKcOXOMek2VSgV3d3dUVlbCzc3tlsZPdKtaN/E05XxAvSOsvKYR50ursWp3cw+tCRHwcXWAABk8+9jhvyeKkXamBAMUzjinrMGUQQr0kdvhP5lFnXpvhrjJbaHS6EkW088dmZcrEe3viqzmnKDBAa4YH+GDvzcv9wHA0EA3nCxU4Q8jAvDv40VITYrBzBGBXT5+IrIMYz+/O1RQUSaT4c4778Sdd97Z4QGaqqGhAceOHcPSpUulYzY2Npg8eTIOHTpk1HPU1taisbERXl76p9QBoL6+HvX1Lf/6ValUHR80kZmZ2sQzu1iFD9PP4eLVGni7yHXygADtHBoxvwYAzilrAABpZ/TPuHYVub0toBEIZTZXi87SSIw+XVSF00VVWtedLFT/v7s/V72c99vlCng528PLWa6TLG1qgElEPYdRgdDf/vY3o5/wmWee6fBg2lJWVoabN2/C19dX67ivr680M9WeF198EQEBAZg8ebLBc1asWIE33njjlsZK1F2U16gTizdnFuHrx0YhIdIbJwoqpURiQD0j5GCn7qreVn6NpdzqmMRlvbUH8rH2QD4A3TYX7BJP1HsZFQitXLlS6/fS0lLU1tZKu8cqKirQp08fKBSKTguEbtU777yDDRs2YO/evXB0NPwX3dKlS7F48WLpd5VKhaCgoK4YIpFe+ioat9XEU/P886Ut293LaxoRoXDB8CAPrecf4OuMzzS6wv/fHf3xzS8XUV1v2eKoIV5OuFh+HR5Odqi4rpvMPVDhgrPKagwOcMXpoio8Ni4UFbWN2HRcOwdwVKgHMvIr8Ni4UPxuoI80I0REBBgZCOXltfwl+e233+KTTz7BF198gYEDBwIAzp49i8cffxxPPPFE54wSgLe3N2xtbbV2qwHqHWt+fn5tXvvee+/hnXfewU8//YRhw4a1ea5cLodczr8kqfvQV9G4rSae+rbCAy1bx1sXHtyQcRmnilqWgP9xKB+1DU2wtIvl1wFAbxAEAGebawKJS2LibE9rGfkVAIDrDTeREKmQjpsaYBJRz2RyjtCrr76K77//XgqCAGDgwIFYuXIl7rvvPqSkpJh1gCIHBwfExsYiPT1davnR1NSE9PR0LFiwwOB1f/3rX/HnP/8Zu3btwsiRIztlbESdydxNPDWLDgLAwfPaW+K7QxDUUb+L9EZ9YxMOaewoe35KJN5Py8G0odr/YDI1wCSinsnkQOjKlSu4cUP3X2g3b97Uma0xt8WLF2Pu3LkYOXIkRo8ejdTUVNTU1ODRRx8FAMyZMweBgYFYsWIFAOAvf/kLXnvtNXz77bcIDQ1FcXExAMDFxQUuLi6dOlYiczG1ovH8hP5IiPRBeU0Dtp0sQlqWOtl5yiBfDOvnjnPKKmw5cQV3DPBGXxc5jhdcQ15zW43uxMfFAa6O9rhQVtPmeaNCPZGRfw2pSTGI9HXBpl8L4evuiM2ZRUgeHYRJgxS40SQgyk971wi7xBMR0IFAaNKkSXjiiSewZs0a3HbbbQCAY8eO4f/+7//aTEI2h6SkJJSWluK1115DcXExYmJisHPnTimB+tKlS7CxaSmN9Omnn6KhoQH33Xef1vMsW7YMr7/+eqeOlciy9FXF0D72v3Nles7pPkqrG9pMlH4ioT/+vu8Cpg/zR0b+NUQoXNAkAGv25yE1KQabM4uQEheC6AB3RAfoBo3sEk9EQAcCobVr10qzMvb26qaHN27cQGJiItasWWP2Aba2YMECg0the/fu1fqdLT+opzFU0Vhz+7e+JR9AvQ3e0lvhzSnQQx3EhHq7SO+JmPPj5WzPys9EZBSTAyEfHx9s374dOTk50rb1qKgoREZyLZ2oM7SucbNoSiSUqjq8vTULgHopTHP7d0pcMPo62+O1LVlIiPDGvlz1zE9CRF+MCuuLwopabMi4bMlbMsoQfzfIbFrqAQHq5b20M+oleI8+Dnh20gB4uzhgSrQvlFX1UrJzUUWddAwAW2YQkUEdKqgIAF5eXhg7diy8vb3NOR6iXq914CMWRQz3ccb50hqkxAVLvcIAICHSBztOXpGuV7g54rYQddHQQQFuUiA0KzYIkb4ueKs5gHKyt8H1xu6bGH3qim4xUzEIAoD/ZBZh0ZRIfPPLRaw/ot0c1tSkZ3aJJ+q9TAqEKioq8PLLL2Pjxo24du0aAMDT0xMPPvgg3n77bb1d6YnINK2L+4lFES9erZWOazpRUIH1GepAYNfpYvx68Rr2nysFAKRrLIVtP1mE93apcLmiDgAsGgTJ7WTtdqyfHReMxqYmg7NX6dlKpGer7y9xsC92nS7BwokRWLU7l0nPRGQ0owOh8vJyxMfHo7CwECkpKRg0aBAAICsrC1999RXS09Nx8OBBeHp6dtpgiXqT3OY6OWJRxFxlc72c/Xm4oFEoUbNKtNg/THoOjfN+zLJsfpCNDPB3d0RhRR3GhPVFeW2D1rJXa3J7WySNCNYKhFKTYlDXeFNnh1d5TQN2nS5BuI96NyiTnonIWEYHQm+++SYcHBxw/vx5nTYXb775Ju688068+eabOlWoiah9+or7iQUQRf85oV7+al05WdPgAFcM8nPFnrOluNo8k9RdNAlAYfNsVFs71uLDvPB/E8IByKRgUJOjvS0AIMCjJe+nqEJdfPG8Ugwaq1kQkYiMYnT3+dDQUPz9739HYmKi3sd37tyJJ598ssft1GL3eeoKK9Ny9O706qkiFc54asIAnFdWazV9BYC/PRiD86U17b4fyaOCpCVBfVgQkah3M3v3+StXrmDw4MEGHx8yZIhUsJCITKOvuN9j40JxobQaTQKw71wZRoZ44OjFCkwc6IPdZ0ula5NG9cPGbroLzM9NjmJVvfT7tCF+2HGqGA+PCcHY8L5QXVfPWnk62eFacyuNcyXV8HF1wBszBiPM2xlFFde1lsLKaxqwL6cUs24LRMqYEADArlPFWLUnFwsnRCBxiLqCNHODiMgYRgdC3t7eyM/PR79+/fQ+npeXBy8vL7MNjKg30Vfcb1g/D6w9kI/np0Ri37kyHL1YAQBaQRAArSCon4ejlAzdHWgGQQBQVq0e2+miKvx6qQKbM4sAQAqCAGjNED07aYAUIGrm/SRE+mg9r7iEFq5wMWtuUOsdfETU89i0f4paYmIiXn75ZTQ06FZ6ra+vx6uvvoqpU6eadXBEBLg5qQuXzhkTDAB4cFSQwXO7UxCkj9gAdePRAikICvd2xmPjQqVzFk6IQGpSDL5+bDRS4oINPpdSVYdThZU4VVgpJZSfL62WjilVt/5eiDv4xPwtIup5TEqWHjlyJAYMGICnn34aUVFREAQBZ86cwSeffIL6+np88803nTlWoh5v/7lSvLU1C1MH+0of5PU3biJ5VBCc5er/XcXlJGsQ6KHeJebrKkeJRjCxcGIERoV6wstZLlWEFrvHJw7xg8JVjnWHLyHKz9VgsUN9FbRX7c6Vds4xR4iIjGF0INSvXz8cOnQITz31FJYuXQoxx1omk2HKlCn46KOPEBRk+F+qRGSYUlWHz/ZdQFpWMS6WX8fZkmrsPK0uHrh8e7bWudtPWU8unrhLLCbIA7uyWoohjgr1REKkQvpdc8alvKYB6365iPUZBZgS7Yshge56A5rOapqqbwef+F18Xi6TEfUcJhVUDAsLw44dO3Dt2jWcO6f+l1hERARzg4hMoC/vRLNSNKBeBjtTXIWM/GtSW4mEAd7Y180bpbb2ZEIYVu/LQ5i3s9bxEwWV0myQws0RClc55o0PQ23DDWz69bK0bNaWzmqaqm+mydRK1URkPTrUYsPT0xOjR48291iIeqTWgU/rytFZRZXYk61d7DDtTAmuVNZLPwOwuiAIAE4VqQsmrt53Qev4+2k5eD8tRwoqFG6OmJ/QHwfPX9Wqn2SJmZjOmmkiou6pw73GiMg4rQMfUXlNPfbllOKNLadxvqxG6xoxCAKAPg62qG242WXjNVVbO9X2516Vfh4V6omMfHVrnqSRQYgP7wsvZ3spF2rlTzkd7hlmzqapnTXTRETdEwMhoi4ibvEWZzmW/ec08q7Wtntddw6CgLZ3qr00LQpbThThVJFKCoIA9a6xjUfVQc+88WGoabihEwRpSh4V1OYOMjZNJaKOYiBE1AmMaZlhTBBk7epvNOFUkQpPJvSHs9xO6os2a0SgVAvoSN7VdoMgcfmsq5lzpomIuiejW2z0VmyxQR1hbMuMN2YMxvFL11BQXotjlyo6f2Dd0LzxYZg5IhBAS06OKDUpBmPD+3KXFhGZzOwtNojIePoSbgFgwkAf7NGoDH3xag02ZxYhtG8fi4yzI8K9naWcplEhHkgZE4qfc0rx7+OFeDguGP88fEn9WKgnhga6Y+2BfDw2LhTD+nng0PkybDx6WacVhr5AJ3l0EIMgIup0DISIOsnm44VIiPSWuqUD0AqCAEhFBPOtaJlMM7E742IFMi5mSr872LUUq8/IvyblBYn3KRoV5tVm8nHy6CAsmmyZ5TAi6l0YCBGZgb4t8mv252nVBtKnv3cfXCirhY+LA1S1Dahv6qIBm8md0QrIZDLsai7+2DrgEb00LQp5V2sQ5eeGZVtOw8vZQe95Yk4Oe3sRUVcxutcYEWlTquqwMi1HSozW15Pq+SmRCPFyMvgcF8rUM0Gl1dYXBAFAP88+GBvuDQB4c8ZgvDNrKABgUpQCf3swBonNy4MKN0esP1KAMO8+bSYfi7u/biUI0vxzISJqD2eEiEygOfOTXVyFD9PPITbEE4B6z8GvF8sBtOwUE3dJ9VSaM0D/yynF9OEBAIC5Y0Pg5SzXaqsBAF7O8k7f5m6obhMRkT4MhIhMoPkhe/JyBQDgw59yMDzIAwDw2pasNq93d7RDZd0NAICjnQ3qbljXNNDQQDc8fnsY/nW0EPtztStdp2crkd5cIXvHyWJMG+oPAPhdpDe+P3YZAHt2EVH3w0CIyATlNQ0A1MUR/3NC3Q/r2KWKdre+ezrZ4dr1G1IQBMDqgiAAOFmowqEL5XhgZD/szy1DalIM6hpvSm0o+jjYYtvJK4gP98I/DuYDAPbmtARMndWzi41SiaijGAgRtUPzQ/azfecB6BZHFEX4OOPemECdJbH+Ps44dqlS7zXWZv2RAnElEBEKF+n4kEB3pGWVYNfpEil5urVJUQop+DFnkUI2SiWijmIgRNQOfR+yhuSW1ujNC7K2IMjbxQFl1Q34w4hA/Pt4IQBoNR61kUHqGq+ZIC7WTyqvqUdG/jWs2p2LWSMCsan5Oe5oriZt7hkaNkoloo5iIETUDs0P2Tf/m4Uj+eUWHlHnK6tWLwE6y1s2lrZuPBod0PKzuBNMbFi6Mi0Hq3bnAoAUBAHAa1tOS+ebc4aGjVKJqKMYCBEZoLlDTPxADfDoXXkmX/9SgCEBbjhVpDJ4jr6GpylxwQjzdsZzGzOxcEIEVu3JxaQoBeaODYWXswNnaIio22AgRKSHUlWHlT/lYP2RAq1t2LEhnticWaS13AMAzg42qGmwvuRnQ5JGBmFwgCtCvZ3h7SLHrtMlJgUvCjdHjA3vi2cnDVCXF9gDLJoS2SUzNGyUSkSmYCBEpIeyql6rI7pSVYfP9l3A6SJ1ro9mEASgRwVBADA7PsTgMpixxJkizd1bXUHfDBURkSGsLE09nimVhpWqOpwqrESuslo6dqqwEgfPX8Wa/Xk4dKHn5Qc5O9jgjRmDO+35OUNDRN0ZZ4SoxzO20rBSVYfl289gc2aR1nHNbdg+Lg4orW6Ai9wW1fU3peNyO6D+BqySrUyGMO8+eGh0EACgj4OdWYMWztAQUXfGQIio2brDl3SCoNZKm3dTaQZBgPUGQQCgqr+JOWszWGuHiHolBkLUI3Wk0rDWTqeJEdL2757M29kBQwLdMOu2fhjTv6+lh0NE1OUYCFGPZEqlYTFoKq9pwH+b22bUaEzxjAvviwPnr3bBqLteWU0D9uaUwaOPA2bEBFp6OEREXY6BEFk1zVo/mjM8plQa1hc0aXZV76lBEBERMRAiK2coEdqUSsNi0JSrrJZ6iHn1sUd5bWOnjr0z2dsAja129Pu5ylFcVS99D/FyQnx4X2zIuIxofzdp6ZANSomoN2EgRFbF0AzQrTxfdrEKO04Wo4/cVjpuzUEQoBsEAUBxc86U+P1i+XVcLL8MAFi+I1s6j0nTRNSbMBAiqyLOAIV5OyNC4WJUInRbdWxMaahqTYI8nFBQcR2hXk7IL78OAEiM9sWurBKMj/DC/txyPJHQH2HezmxQSkS9GgMhsqiOzvCIS1giQ4nQ7b2e5k6xoYGuOFlYBSd7G1zXN6ViRQoq1MGPGAQBwLiIvvBydoCPqxz7c8vR19kBjvbqWbAADyc2KCWiXsnqKkt//PHHCA0NhaOjI+Li4nDkyJE2z//uu+8QFRUFR0dHDB06FNu3b++ikZIxxBkecau73nOaqz2LXwCwcEIEUpNisHBiBADgnVlDsXXheGxdOB4pccEGX0P8Obu4CqcKK5FdXIXzzVWkTxZWAYDVB0GGvLYlC+szCvC35rIAy3dkSwHljlNXLDgyIiLLsaoZoY0bN2Lx4sVYvXo14uLikJqaisTERJw9exYKhULn/IMHDyI5ORkrVqzAPffcg2+//RYzZ87Er7/+iiFDhljgDqgj9C1frdqjXePHUCK0ITtOXdHqJdYTDQlww/yE/vjlgnrX29Qh/vBydtDaRRfg4YgdJ4sxe0yIhUdLRGQZMkEQBEsPwlhxcXEYNWoUPvroIwBAU1MTgoKCsHDhQixZskTn/KSkJNTU1GDr1q3SsTFjxiAmJgarV6826jVVKhXc3d1RWVkJNzc389xIL9e62KG+HBXNZbK2zhd3em1dOF4rENK85sdTxfjbnlw8OLIfLpTV4Ej+NTwzMQL2tjZ4Py2nq267S9wW5IFfCyrw/JRIJI0K0rvceKqwEves2q/znhER9STGfn5bzYxQQ0MDjh07hqVLl0rHbGxsMHnyZBw6dEjvNYcOHcLixYu1jiUmJmLz5s0GX6e+vh719S3LNCqV6tYGTjpMKXYItL0V3lAi9Gf7LmDN/jytYxuOXpZ+/lsPqxo9LtwLB86XY3CAG34tqMDwIA9ugSciMoLV5AiVlZXh5s2b8PX11Tru6+uL4uJivdcUFxebdD4ArFixAu7u7tJXUFDQrQ+etKTEBUv5PO/MGgqg7RyftogNPVt/6CdEegMA3pgxGDH91LMecaGeWufMGBZwK7fRrdQ2qPOaKusakTwqCIAApapO77nsBk9E1MJqZoS6ytKlS7VmkVQqFYMhMzOl2KHOtUZ/iMsAAFcqriPzsjrBuqpVZ9Qtv7XdYNWaHC+oAABsOaFOel6fUWBw9xy7wRMRtbCaQMjb2xu2trYoKSnROl5SUgI/Pz+91/j5+Zl0PgDI5XLI5fyXcnfV1od4VlElvvnlIqYN8cdn+84DAFbvu9Dy+JWqLhmjpSVG+2LaUH9E+rpYeihERN2e1SyNOTg4IDY2Funp6dKxpqYmpKenIz4+Xu818fHxWucDQFpamsHzqeuZc5nmm0MXsf5IAeasPYL9uT2zP9icMS3LhoP99Sf/7coqwXMbM7HrdInex4mIqIXVBEIAsHjxYnz++ef4xz/+gTNnzuD//u//UFNTg0cffRQAMGfOHK1k6meffRY7d+7E+++/j+zsbLz++us4evQoFixYYKlboFbEoobrDl8ymNMCqHeBrUzLafOc+PC+AIDfNecH9TSRvi6IULhKvz8wKgipSTEAgKSR6uXbhRMjOpRrRUTUW1nN0hig3g5fWlqK1157DcXFxYiJicHOnTulhOhLly7BxqYlths7diy+/fZbvPLKK3jppZcwYMAAbN68mTWEuhlDjVONOUdzm3xmc55MUWUdgr2ccEmjqnJPkFNSjde2nJZ+D/PuAy9n9Uza4AD17NCoUE9uiSciMoFVBUIAsGDBAoMzOnv37tU5dv/99+P+++/v5FGRpejbip9TUm2h0XSuhRMjMCrUE4AM+3JKEeWnDn6enTQAod59AEAKjIiIyDhWFwhRz9C6SKLmd6Cl8Wd754wK9UTiYF+MC/fGLxeuYvspdWmE+DBPHMq71vk30oVW7c6VdoIlRPpIxxdNiYRSVcct8UREHWBVlaUtgZWlO8fKtJw2u74/O2kAALR7jlJVh/UZPbNVhqeTHa5dv4EpgxRIO6Nss1o0ERFp63GVpalnSYkLxpRodW6XoTYbANo8x0amriDdU0UHuuNA7lWMH+CDtDNKVosmIuoEDITIIowtqqjvHIWrHMqqeuSUVGNzZs8pithaflkNACDrino5sKjiurQ02LofGxERdQwDIbI6+hKke6LCCnWpgI0Z6h5pbfVjIyKijmEgRBZnTFFF8ZyK2gZcvFqD3w3wxt5zZV04yq43OtQTD8WF4LyyGqv25OpdOiQioltjVQUVqWcy1DhV3znbfruCzZlFVh8EeTjp/zfIlEG+eCKhPwBgwcQIzBwRiMQh6pYw4tLhkEB3LosREZkJAyGyKtHNhQNHhnhYdiC3qOL6Db3Hpw/3w/ThAQBYE4iIqCtwaYy6Pc2aQ2sP5AEAjl6ssOCIOs+hC+UY099ba6nQnP3YiIhIGwMh6naUqjqsO3wJKXHBULg59pjk6AAPRxRV6O+VNjTADX1dHHD3UH9pGVDU+nciIjIfLo1RtyP2FRNngVLigqXmotbMUBAEACeLVNibU4Ztv11ps7EsERGZFwMh6vYUbo6IULhYehhdYn1GAdYdvmTpYRAR9RpcGqNuQV/vsYPny/DrxXLszlaiorbRksPrECd7G4T27YMzxdWI7+8FV0c7/JilxPBAd5zQ6JkGAI+NC8XvBvrAy1nOXCAioi7EQIgsQqmqw2f7LqC24Qb6OKj/M1yzP0/rnOXbsy0xNLO53tiEM8XV0u/PTIrEj1lKPDo+DM9tzNQ6d9Zt/XSqahMRUedjIEQWoayq1wp8vn5sFGaOCATQ0lfspbuisOeMEofyyi01TCIi6uGYI0TdgpezXCoWGOChLhZY39iEQQGGOwZ3d/cO95eKIyaPDobCVY5548NgIxMwMyYA4yO8AQCTohQor2nAqcJKJkoTEXUxzghRl1Gq6pBdrEJeWa3USFT04vcncNdQPwzt54Fvm5OF30/LscQwTTY4wBWni6oAABMHemP3WXXV6wiFK3ya831qG25CWVWPmvobeGbDCa3r07OVSM9WAmAPMSKirsZAiDqdWBeopv6GTh6Q6PSVKpy+og4mpg727crhGSUuzAuHm5fonp8SicvXarHx6GWMDvXEPcMC8NqW0wCA2BBPKRDSDOQ0G6Ymjw5CSlyItATIHmJERJbDQIjMonURRM1jsSEe+DD9HL5+bBQSIr2lGSGxq7po1ohA/G6gD3afUVriFgyK8HFGkKcTDjfHcJoBzpH8aziSf0363d7OFlMH+6Ku8SYmDfLF3rOlSM9W6gQ7mr3CxCVBIiLqegyEyCyyi6vwYfo5xIZ4tgRCzYURxWKIYh5QQiSwJfOyTiB0o6kJR/LKsflEUVcPv025pTXILa0x6lzNnW7+7k7SkheDHSKi7omBEJlFeU2D1nelqg65SvXW8fOl6u+nNGrnrD9coPMcW05c6exhGsXN0RaqupvS7wkR3gj17oPfLlci83Il3pk1FI72ttIW+NSkGNQ13tRZ5iqvqcf6DN37FLGHGBGR5TEQog7TLIJ4vjno+a2gAgCw49QV7DpdAgBYtTsXgHaeTLiPcxeO1DSaQRAA7Mstw77clt8d7W21Hq9rvCkd6+PQshFTbKmh3hVWj1OFlVrLYuwhRkRkeTJBEARLD6I7U6lUcHd3R2VlJdzcrHcrd2d4e2uWweRnQ34X6Q0IgHsfe/ynm8wAAUA/TycEeTrh0IVyPD8lUisPSJzlyVVW6xRCbG1IgBtOFakMPs5dYUREXcPYz2/OCFGnGR/hjf25ZdLviYN9pVmi7ubyteu4fO06RgR5YNIgBSqvN6Ksuh6bM4uk/B6xDlBCpA+8nB20dn0FeDhhx6kruHuoPzz6OAAAd4UREVkBBkLUYfMT+kvVoHedLpaWwAD1FnN3JzutQGhYoBvKqupx7FIFfFwcUFrd0OVjbs8gf1dEB7gjOsAdpworsTmzJXFb4eaIV+6J1rlGDJQSIn30PicTpYmIui8GQtRhmrvDHGy1i5TrK4b47o/npJ+7YxDUGpOZiYh6PgZCdEvWHb6ED9PPGXzcw8kOFddvdOGIbo3YABZoP5m5vUCJgRQRUffHZOl29NZkaX0FEg2dt/KnHKw/YnibuEhuB9R3k5gowN0RwZ5O+CX/GmYM88f8O8IB6BY7JCIi62Ts5zebrvZiSlUdVqbl6G30KRZDFLfHG6Jwc8SiyZHYunA83pzRkj8zKsQTAOBs3/KfWHcJggCgqLIOMhsZACA21KslIZpBEBFRr8JAqBczNthp8zmaZ44UrnKcae4VBgAZF9VtJ2oam255nObm76ZeqhrX3P09zLv71jQiIqLOxUCIJEpVHU4VVkpfALR+b2/maHZ8COL7ewEAfFwcunTsxkqM9sUVlTrwG9bPHc9OGoAoP1cLj4qIiCyFydK9jGY1aM1gBwDWHb6ok+ujWQ26rWKAucpqeDnbI6RvHxy6UN5tdoXNGROMr3+5hPj+Xjh0oRxDAt2xK0tdy6ioog5Ton2l94PLYkREvQ8DoV5G3y4vzWAneVQQUsaEtFkMUF8w1V7F5a4U4dMHuaW1AIDJ0X5wsLPF5Wvq3zW39Rsb5BERUc/FQKiXSYkLxpRoXwCGKx9rzozoKwbY3pZ5S/NxdURuaS0SB/siys8Vxy5ew842Klonjw5CSlxwF46QiIi6CwZCvYzCzVFnCcjUyseJg32hVNVh2lA/FFXUac2sONnb4LqFE6RV1xsBALEhnlBW1SM2xBNfPzYKXs5yKfgD1F3jIxQuerfMG1s+gIiIrBsDIdLLUDFApaoO3/xyEeszCjBtqL9OJ3ZLB0EAcLp599ry7dnSMX1LXxEKF4MBoJgEPiXal4EQEVEPxkCoF9MX7GjOhOjLmVFW1UsJ1Wv352FvTmmXjdcYscEeGN7PA2sP5rfZ7DR5VBArPhMREQOh3kyzhYQYAMWGeOLD9HOIDfHUWhoSE6RzldXS9d0tCAKAY5cqENm8HV7fkp8Y/Olb8mprR514LWeHiIh6FgZCBKBlKSg1KQYAUF7TIC0NAcDKtBysz2i/jUZX6ufhiMsV2rWNUpNi4OXsYLDlR1v9w9rbUcedZUREPQ8DIYJSVSfN9Jxv9T1XWY3Nxwu7TRAU6uUERwc7ZBdX4XrDTZ3Hlao6eDk7IHl0EJo7aBjNmB11RETUs1hNIFReXo6FCxfiv//9L2xsbPCHP/wBH374IVxcXAyev2zZMvz444+4dOkSfHx8MHPmTLz11ltwdzd+h1RPllVUiW9+uYjr9Tex+UQRAGDVnlyt789tzMTM4QHNMy32OrvEuko/D0ckjw7CyUKVtBX+am2jznnLd7QkSCtcHREdYPyftTl21BERkXWxmkAoJSUFV65cQVpaGhobG/Hoo49i/vz5+Pbbb/WeX1RUhKKiIrz33nuIjo7GxYsX8eSTT6KoqAjff/99F4++e/rm0EWjZno2nyjC5hNFiAvzwj3D/LtgZLouV9Th3R+Nr13E2kBERGQMmSAIgqUH0Z4zZ84gOjoaGRkZGDlyJABg586duOuuu3D58mUEBAQY9TzfffcdHn74YdTU1MDOzrgYUKVSwd3dHZWVlXBzc+vwPXRH+3KUmLM2A6lJMahrvIklm04iaWQQNh4tQNKoftiYcVlaGjp28RqWbTmNCB9n5JbWWHTcgwNccbqopcHrID9XnClW//7mjMG4LcTzlhObWUeIiMi6Gfv5bRVNVw8dOgQPDw8pCAKAyZMnw8bGBocPHzb6ecQ3o60gqL6+HiqVSuurJ9FsrFrUnGhc13hTqgcU5OUEAIj2Vy8H9XGwwVtbs1Bdp16GslQQNClKgeRRQQCgFQQBkIIgALgtxBNDAt1vOXgRk6oZBBER9WxWsTRWXFwMhUKhdczOzg5eXl4oLi426jnKysrw1ltvYf78+W2et2LFCrzxxhsdHmt3197OqKP55QAAGdQThUfyruFwXjlq6m8AAFwcbFGtJ0nZHOxtZWi8qT1B+WRCGFbvy8PcsSGI8nNDypgQ5CqrtXqbPZnQH6v3XcDMmAAmNBMRkUksOiO0ZMkSyGSyNr+ys7Pbf6J2qFQq3H333YiOjsbrr7/e5rlLly5FZWWl9FVQ0D12S5lLSlwwti4cj60Lx+OdWUOl42/OiEbyqCBMGqTeNeXRxwEjgjzwz8OXAACnitQzY+YOgpwdWipTtw6CACD/qrpZqpezeqlrSKA7xob3RfJo9exQ8uggzIgJwLOTBuCluwZxBoeIiExi0Rmh559/Ho888kib5/Tv3x9+fn5QKpVax2/cuIHy8nL4+fm1eX1VVRWmTp0KV1dX/PDDD7C3t2/zfLlcDrm858wqtM510bczCgDcnBwQH94X7zTvukr9KQcu8s7/zyPYywlniqsNPu7l7KBT/Vrh5oiUuBCsP1KAlLgQRAe4m7Q7jIiISGTRQMjHxwc+Pj7tnhcfH4+KigocO3YMsbGxAIDdu3ejqakJcXFxBq9TqVRITEyEXC7Hli1b4OjY+2YL9PXM0lclWnOpCQAulNV26riGBrrhZKEKD8WF4Fj+NUCmDnrWHsjHY+NCcb3xJqYN8UeUn6vewM1QLzQiIiJTWEWO0KBBgzB16lQ8/vjjWL16NRobG7FgwQI8+OCD0o6xwsJCTJo0CV9//TVGjx4NlUqFO++8E7W1tfjnP/+plfjs4+MDW1vbtl6yR9OXJ6SPk50Nrt8wfxPVmH7ueGx8GA5duIrYEE/Mjg8FAGw+XggAGNbPAzNHBAJQB20r03J0dm+1VSGaiIjIWFYRCAHAunXrsGDBAkyaNEkqqPi3v/1NeryxsRFnz55Fba16JuPXX3+VdpRFRERoPVdeXh5CQ0O7bOxdrb2eWYmDfRHu44zP9l3A0H5uWH/kst7n6YwgCAAyL1fimQ2ZALSLHno522t9B9gFnoiIOpfVBEJeXl4GiycCQGhoKDRLIv3ud7+DFZRI6hTG9MwK83bGqSIVKmobumRMA31dcLZEvRT32NhQDAvygJezA6KaG6QCQJSfG56dNABRfj2rXhMREXVfVhMIkfESB/tCqarDtKF+UkuM1j2zvjuq3g0W6euq07i0M4hBEACsPZgPQB2QJUS25IiJy11irSOAXeCJiKhzMRDqgZoEYH1GAVLGhMDLWZ1MPCTQHTYyIKekGrnKanx3TJ2Ps/tsqUXGmJoUg7HhffU+xi7wRETUVRgI9SJv/DcLh/PKu/Q1A9wdkRIXjCYBeD8tR+sxMY+p9ewOu8ATEVFXYSDUQxhKkA7wcELy6CDYyICFEyMw/lIFqutv4D+ZhShW1SO0rxO8XeQ4erHCLONwtLPB9/83Vqr+fEekD979MUfnPHG7fvLoICyaHKmzI4xd4ImIqCswEOoh2ltOUriqA4vW5+RfvY78q9dv6bVd5HYY3s8NB86XI9LXRWvGJj68L8prGrArq0TvteuPFEDhyq3wRERkGQyEeghjl5NiQzyw7pdLBgOTjqiuv4ED59VLbr8VqqCsqpcKHv5y4Wqbr5U8OggpccEGH2fhRCIi6kwMhHoIfctJAR5OSMsqkQKN7GIV1h3WDoL83eW4Ull/y68/0NcFod7O2HW6RBrPoimR2JdTim+PFCA1KQbnldVYtScXgDpZOkLh0u4OMBZOJCKizsRAyMq17iWmqbymQSpGmJZVoreatBgEyW2B+g72U50U5Y17YwJR29CEXadLcPB8Gdb9chHThvoBkAEAIhQu8HJ2APZA+p05P0REZGkW7T5Pt06svCwmSgMty0liheY1P19AuI8znm81s9Lf2xmRCmcApgVBSaP6AQAebp5pSs8uwzMbTkg5Scu3Z2N9RgHmrM3AP5prBp0qrER5jbp448yYAC51ERFRt8AZISvS1uyP5jnKqnpMifaVdo9tzizC5swinXMvlNUY9bozhvtDVduIhptNOHihHP08+gBQF2OcNz4MCZE+8HJ2kHKTRod64kj+NQBAerYSgHbitrcLCyISEVH3wEDIioizP7Ehnnq3ypfX1OOvO8/iVJHK6Of0cXFAaXXbbTa2nLgCAEgeFYSDF8oR0tcJcWFeGBnqiTljQ9VjU9XB0V7dyHZIgDuO5F/DwgkRgAxYtTsXL90VhbHh3gBYB4iIiLoPBkIWYszsjiE7Tl3B+iMFWsc0Z1x+F+mNmSP6aSUnD/Z3xekrVTrP1V4QBABvzojGbSFesJGpk5fH9PfGjJh+Wudobt8XW2iIrw0AeaU1mJ8QbtwNEhERdREGQhZibFd1fYUSw/o6IzUppvl56rB8ezbemTUUjva2eG5jJjz6OEgFC0X6gqAZw/xRcO06jhdUtDnWS+XXMWesOrFZ7BTfWkpcMGJDPLHj1BWE9XXG8h3aY1InThMREXUvDIS6OX2FEpfvyJZ+nhkTAABwtLdFXaM64zna3w2/G6hAQXmt1NZCMygJ8XLCxfLr2PLbFYOvu3BCBFbtydXpCWZoJkvcvp8Q6SMFbEMC3aXEbXaUJyKi7oiBUBcy1AZDpK+mTnuFEtf8fAEAtGaANAOlIQFuOFWkkoKSeePDcPlaLS6WX1fX9imtxqrdLUtYTyb0x+p9FzDA1wXPThqAseF9tcZk7EyWdE+sA0RERN0YA6Eu1JGu6u313Zqf0B9ODraYNsQfRRXXdQKl8pp6zFmbIT3XzBGBuGfVfiRG+8LL2R7n1Zu6MLyfO8K8nSE0v0aTgA4HMKwGTURE1oKBUBfqjK7q0QHuWDFrmPScgHagpFTV6Q1KdmWVaFWYPnG5Eicut8xOiTWIxOcwZSaLs0BERGQtGAh1oVvtqt6RmRaFmyNS4oKhrKqHsqpeCmAWToxAuI8LfiuowNqD+XhsbCiGBXlIS2VFFXUtdYiOF2LN/jyt521vJouIiMgaMBDqRtrbUt/eTIuYA7T5eKHWLI2+JTnNvCCgZcu7SDPQmTc+DFsXjgdgvpksIiKi7oCBkIXom90xNRFZ5zk1coBmjgiUnsPQkpy4iwxoaYJqKNC5lZksIiKi7oqBkIWIS1YdLapo6mvpC2REyaOCdHaHMdAhIqLegIGQBYkzQGHeztJsDND+lnqd5zEhmbm8Rn1errJaqjs0PMhDyiESHzeEO8KIiKgnkQmCILR/Wu+lUqng7u6OyspKuLmZtyjgqcJK3LNqf5vniInIbeUPrUzL0ckB0vccAPD21iydxGdN88aHwVlu1+mzVERERJ3J2M9vzgh1MX2zNwsnRCBc4SLt2NLMz7GRqQOd2BBPg/lDpmzLn5/QHzNHBLZ5LgMgIiLqLRgIdTG9O7j2aO/g0szPOVVYiQ/Tz0m9xfQxZVv+rW7hJyIi6kkYCHWxtmZvcpXVWq0ylKo65CqrAQDnm7+3lT+kXj672AV3QURE1DMwEOpibc3IiInINjJ1wLPul4tYn1EAoGXWqK1Chsqqeqw/UoDkUUFGJTMz8ZmIiHo7BkLdiFgwsb3k5+TRQZg2xB/7ckqhVNXp5gyNCWFDVCIiIiMwELIgQzMy+pbPFk6MwKrduUhNisHY8L5QVtVjzf48JET6mNzRnoiIiNQYCFmQoRkZfctn4T4uAIAIhQsUbo5S8LPj1BWsP1KgdS77gBERERmHgZCV8HK2x7zxYSivUTdOFWd9wvo6SzvKlFV1WL49m33AiIiIjMRAqJsTl8+i/Nxw7GIF5qzN0Hp8+Y5s6efkUUEAuB2eiIjIWKws3Y7OrCxtqtbFGFsXQyyvqcectRlIHhWERVMimRtERES9FitL90DtFUNUquqQPDoI648UGL1zjIiIqDezsfQAyHzUHe1DLD0MIiIiq8EZISulufXelO7zRERE1II5Qu3oTjlChpjSfZ6IiKg3YI5QL2JK93kiIiJqwUCoB2BHeSIioo5hsjQRERH1WlYTCJWXlyMlJQVubm7w8PDAH//4R1RXVxt1rSAImDZtGmQyGTZv3ty5A7UwdpQnIiIyntUEQikpKTh9+jTS0tKwdetW7Nu3D/Pnzzfq2tTUVMhksk4eYfcg9i/jLjEiIqL2WUWO0JkzZ7Bz505kZGRg5MiRAIBVq1bhrrvuwnvvvYeAgACD12ZmZuL999/H0aNH4e/v31VDJiIiIitgFTNChw4dgoeHhxQEAcDkyZNhY2ODw4cPG7yutrYWDz30ED7++GP4+fl1xVCJiIjIiljFjFBxcTEUCoXWMTs7O3h5eaG4uNjgdYsWLcLYsWNx7733Gv1a9fX1qK+vl35XqVSmD5iIiIisgkVnhJYsWQKZTNbmV3Z2dvtPpMeWLVuwe/dupKammnTdihUr4O7uLn0FBQV16PWJiIio+7PojNDzzz+PRx55pM1z+vfvDz8/PyiVSq3jN27cQHl5ucElr927d+P8+fPw8PDQOv6HP/wBt99+O/bu3av3uqVLl2Lx4sXS7yqVisEQERFRD2XRQMjHxwc+Pj7tnhcfH4+KigocO3YMsbGxANSBTlNTE+Li4vRes2TJEsybN0/r2NChQ7Fy5UpMnz7d4GvJ5XLI5dx6TkRE1BtYRY7QoEGDMHXqVDz++ONYvXo1GhsbsWDBAjz44IPSjrHCwkJMmjQJX3/9NUaPHg0/Pz+9s0XBwcEICwvr6lsgIiKibsgqdo0BwLp16xAVFYVJkybhrrvuwvjx4/HZZ59Jjzc2NuLs2bOora214CiJiIjImrD7fDusofs8ERERaTP289tqZoSIiIiIzM0qcoQsSZwwYz0hIiIi6yF+bre38MVAqB1VVVUAwC30REREVqiqqgru7u4GH2eOUDuamppQVFQEV1dXg41bxVpDBQUFvTqPiO9DC74Xanwf1Pg+tOB7ocb3Qa0z3wdBEFBVVYWAgADY2BjOBOKMUDtsbGzQr18/o851c3Pr1f9Bi/g+tOB7ocb3QY3vQwu+F2p8H9Q6631oayZIxGRpIiIi6rUYCBEREVGvxUDIDORyOZYtW9brW3PwfWjB90KN74Ma34cWfC/U+D6odYf3gcnSRERE1GtxRoiIiIh6LQZCRERE1GsxECIiIqJei4EQERER9VoMhDqovLwcKSkpcHNzg4eHB/74xz+iurraqGsFQcC0adMgk8mwefPmzh1oJzP1fSgvL8fChQsxcOBAODk5ITg4GM888wwqKyu7cNTm8fHHHyM0NBSOjo6Ii4vDkSNH2jz/u+++Q1RUFBwdHTF06FBs3769i0bauUx5Hz7//HPcfvvt8PT0hKenJyZPntzu+2YtTP3vQbRhwwbIZDLMnDmzcwfYhUx9LyoqKvD000/D398fcrkckZGRPeL/D1Pfh9TUVOnvxqCgICxatAh1dXVdNNrOsW/fPkyfPh0BAQFGf+bt3bsXt912G+RyOSIiIvDVV1917iAF6pCpU6cKw4cPF3755Rfh559/FiIiIoTk5GSjrv3ggw+EadOmCQCEH374oXMH2slMfR9OnjwpzJo1S9iyZYuQm5srpKenCwMGDBD+8Ic/dOGob92GDRsEBwcHYe3atcLp06eFxx9/XPDw8BBKSkr0nn/gwAHB1tZW+Otf/ypkZWUJr7zyimBvby+cPHmyi0duXqa+Dw899JDw8ccfC8ePHxfOnDkjPPLII4K7u7tw+fLlLh65eZn6Pojy8vKEwMBA4fbbbxfuvfferhlsJzP1vaivrxdGjhwp3HXXXcL+/fuFvLw8Ye/evUJmZmYXj9y8TH0f1q1bJ8jlcmHdunVCXl6esGvXLsHf319YtGhRF4/cvLZv3y68/PLLwqZNm4z6zLtw4YLQp08fYfHixUJWVpawatUqwdbWVti5c2enjZGBUAdkZWUJAISMjAzp2I4dOwSZTCYUFha2ee3x48eFwMBA4cqVK1YfCN3K+6DpX//6l+Dg4CA0NjZ2xjA7xejRo4Wnn35a+v3mzZtCQECAsGLFCr3nP/DAA8Ldd9+tdSwuLk544oknOnWcnc3U96G1GzduCK6ursI//vGPzhpil+jI+3Djxg1h7Nixwpo1a4S5c+f2mEDI1Pfi008/Ffr37y80NDR01RC7hKnvw9NPPy1MnDhR69jixYuFcePGdeo4u5Ixn3n/7//9P2Hw4MFax5KSkoTExMROGxeXxjrg0KFD8PDwwMiRI6VjkydPho2NDQ4fPmzwutraWjz00EP4+OOP4efn1xVD7VQdfR9aq6yshJubG+zsrKP1XUNDA44dO4bJkydLx2xsbDB58mQcOnRI7zWHDh3SOh8AEhMTDZ5vDTryPrRWW1uLxsZGeHl5ddYwO11H34c333wTCoUCf/zjH7timF2iI+/Fli1bEB8fj6effhq+vr4YMmQIli9fjps3b3bVsM2uI+/D2LFjcezYMWn57MKFC9i+fTvuuuuuLhlzd2GJvyut45OnmykuLoZCodA6ZmdnBy8vLxQXFxu8btGiRRg7dizuvffezh5il+jo+6CprKwMb731FubPn98ZQ+wUZWVluHnzJnx9fbWO+/r6Ijs7W+81xcXFes839n3qjjryPrT24osvIiAgQOcvPmvSkfdh//79+OKLL5CZmdkFI+w6HXkvLly4gN27dyMlJQXbt29Hbm4unnrqKTQ2NmLZsmVdMWyz68j78NBDD6GsrAzjx4+HIAi4ceMGnnzySbz00ktdMeRuw9DflSqVCtevX4eTk5PZX5MzQhqWLFkCmUzW5pexf8G3tmXLFuzevRupqanmHXQn6Mz3QZNKpcLdd9+N6OhovP7667c+cLIq77zzDjZs2IAffvgBjo6Olh5Ol6mqqsLs2bPx+eefw9vb29LDsbimpiYoFAp89tlniI2NRVJSEl5++WWsXr3a0kPrUnv37sXy5cvxySef4Ndff8WmTZuwbds2vPXWW5YeWo/HGSENzz//PB555JE2z+nfvz/8/PygVCq1jt+4cQPl5eUGl7x2796N8+fPw8PDQ+v4H/7wB9x+++3Yu3fvLYzcvDrzfRBVVVVh6tSpcHV1xQ8//AB7e/tbHXaX8fb2hq2tLUpKSrSOl5SUGLxvPz8/k863Bh15H0Tvvfce3nnnHfz0008YNmxYZw6z05n6Ppw/fx75+fmYPn26dKypqQmAekb17NmzCA8P79xBd5KO/Dfh7+8Pe3t72NraSscGDRqE4uJiNDQ0wMHBoVPH3Bk68j68+uqrmD17NubNmwcAGDp0KGpqajB//ny8/PLLsLHpHfMWhv6udHNz65TZIIAzQlp8fHwQFRXV5peDgwPi4+NRUVGBY8eOSdfu3r0bTU1NiIuL0/vcS5YswW+//YbMzEzpCwBWrlyJL7/8situz2id+T4A6pmgO++8Ew4ODtiyZYvVzQY4ODggNjYW6enp0rGmpiakp6cjPj5e7zXx8fFa5wNAWlqawfOtQUfeBwD461//irfeegs7d+7Uyi+zVqa+D1FRUTh58qTW3wUzZszAhAkTkJmZiaCgoK4cvll15L+JcePGITc3VwoGASAnJwf+/v5WGQQBHXsfamtrdYIdMTgUelFLUIv8Xdlpadg93NSpU4URI0YIhw8fFvbv3y8MGDBAa9v45cuXhYEDBwqHDx82+Byw8l1jgmD6+1BZWSnExcUJQ4cOFXJzc4UrV65IXzdu3LDUbZhsw4YNglwuF7766ishKytLmD9/vuDh4SEUFxcLgiAIs2fPFpYsWSKdf+DAAcHOzk547733hDNnzgjLli3rMdvnTXkf3nnnHcHBwUH4/vvvtf7sq6qqLHULZmHq+9BaT9o1Zup7cenSJcHV1VVYsGCBcPbsWWHr1q2CQqEQ3n77bUvdglmY+j4sW7ZMcHV1FdavXy9cuHBB+PHHH4Xw8HDhgQcesNQtmEVVVZVw/Phx4fjx4wIA4YMPPhCOHz8uXLx4URAEQViyZIkwe/Zs6Xxx+/yf/vQn4cyZM8LHH3/M7fPd1dWrV4Xk5GTBxcVFcHNzEx599FGtv8zz8vIEAMKePXsMPkdPCIRMfR/27NkjAND7lZeXZ5mb6KBVq1YJwcHBgoODgzB69Gjhl19+kR674447hLlz52qd/69//UuIjIwUHBwchMGDBwvbtm3r4hF3DlPeh5CQEL1/9suWLev6gZuZqf89aOpJgZAgmP5eHDx4UIiLixPkcrnQv39/4c9//rNV/cPIEFPeh8bGRuH1118XwsPDBUdHRyEoKEh46qmnhGvXrnX9wM3I0N/54r3PnTtXuOOOO3SuiYmJERwcHIT+/fsLX375ZaeOUSYIvWjOjYiIiEgDc4SIiIio12IgRERERL0WAyEiIiLqtRgIERERUa/FQIiIiIh6LQZCRERE1GsxECIiIqJei4EQEZGJvvrqK62+ga+//jpiYmIsNh4i6jgGQkRkdo888ghkMpnO19SpUy09NMhkMmzevNmsz/nCCy/o9EciIuvA7vNE1CmmTp2q01BYLpdbaDSdy8XFBS4uLpYeBhF1AGeEiKhTyOVy+Pn5aX15enoCAB566CEkJSVpnd/Y2Ahvb298/fXXANTdulesWIGwsDA4OTlh+PDh+P7776Xz9+7dC5lMhvT0dIwcORJ9+vTB2LFjcfbsWaPHmJ+fD5lMhk2bNmHChAno06cPhg8fjkOHDmmd99VXXyE4OBh9+vTB73//e1y9elXrcX1LY2vXrsXgwYMhl8vh7++PBQsWSI9VVFRg3rx58PHxgZubGyZOnIgTJ05Ij584cQITJkyAq6sr3NzcEBsbi6NHjxp9X0RkPAZCRNTlUlJS8N///hfV1dXSsV27dqG2tha///3vAQArVqzA119/jdWrV+P06dNYtGgRHn74Yfzvf//Teq6XX34Z77//Po4ePQo7Ozs89thjJo/n5ZdfxgsvvIDMzExERkYiOTkZN27cAAAcPnwYf/zjH7FgwQJkZmZiwoQJePvtt9t8vk8//RRPP/005s+fj5MnT2LLli2IiIiQHr///vuhVCqxY8cOHDt2DLfddhsmTZqE8vJy6f3p168fMjIycOzYMSxZsgT29vYm3xcRGaFTW7oSUa80d+5cwdbWVnB2dtb6+vOf/ywIgrrTtre3t/D1119L1yQnJwtJSUmCIAhCXV2d0KdPH+HgwYNaz/vHP/5RSE5OFgShpav1Tz/9JD2+bds2AYBw/fp1g2MDIPzwww+CIAhCXl6eAEBYs2aN9Pjp06cFAMKZM2ekcd11111az5GUlCS4u7tLvy9btkwYPny49HtAQIDw8ssv6339n3/+WXBzcxPq6uq0joeHhwt///vfBUEQBFdXV+Grr74yeA9EZD7MESKiTjFhwgR8+umnWse8vLwAAHZ2dnjggQewbt06zJ49GzU1NfjPf/6DDRs2AAByc3NRW1uLKVOmaF3f0NCAESNGaB0bNmyY9LO/vz8AQKlUIjg42OixGnqOqKgonDlzRpqlEsXHx2Pnzp16n0upVKKoqAiTJk3S+/iJEydQXV2Nvn37ah2/fv06zp8/DwBYvHgx5s2bh2+++QaTJ0/G/fffj/DwcKPvh4iMx0CIiDqFs7Oz1nJQaykpKbjjjjugVCqRlpYGJycnaVeZuGS2bds2BAYGal3XOuFac8lIJpMBUOcXmcIczyFycnJq8/Hq6mr4+/tj7969Oo+JW/Jff/11PPTQQ9i2bRt27NiBZcuWYcOGDToBGRHdOgZCRGQRY8eORVBQEDZu3IgdO3bg/vvvlwKS6OhoyOVyXLp0CXfccYdFxzlo0CAcPnxY69gvv/xi8HxXV1eEhoYiPT0dEyZM0Hn8tttuQ3FxMezs7BAaGmrweSIjIxEZGYlFixYhOTkZX375JQMhok7AQIiIOkV9fT2Ki4u1jtnZ2cHb21v6/aGHHsLq1auRk5ODPXv2SMddXV3xwgsvYNGiRWhqasL48eNRWVmJAwcOwM3NDXPnzu2y+3jmmWcwbtw4vPfee7j33nuxa9cug8tiotdffx1PPvkkFAoFpk2bhqqqKhw4cAALFy7E5MmTER8fj5kzZ+Kvf/0rIiMjUVRUhG3btuH3v/89Bg8ejD/96U+47777EBYWhsuXLyMjIwN/+MMfuuiOiXoX7hojok6xc+dO+Pv7a32NHz9e65yUlBRkZWUhMDAQ48aN03rsrbfewquvvooVK1Zg0KBBmDp1KrZt24awsLCuvA2MGTMGn3/+OT788EMMHz4cP/74I1555ZU2r5k7dy5SU1PxySefYPDgwbjnnntw7tw5AOqlt+3btyMhIQGPPvooIiMj8eCDD+LixYvw9fWFra0trl69ijlz5iAyMhIPPPAApk2bhjfeeKMrbpeo15EJgiBYehBERERElsAZISIiIuq1GAgRERFRr8VAiIiIiHotBkJERETUazEQIiIiol6LgRARERH1WgyEiIiIqNdiIERERES9FgMhIiIi6rUYCBEREVGvxUCIiIiIei0GQkRERNRr/X9x2nzKU9XvMAAAAABJRU5ErkJggg==\n" }, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -560,27 +565,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 320 + "height": 445 }, "id": "5_rSJ8L1E-eK", - "outputId": "1d8660e9-5838-4c99-fdb4-6f33df6828c4" + "outputId": "3bf97361-ae4e-4327-d431-562ac7c2a775" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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VpRgTEhKYPXs2gwYN4uWXXyY1NZVBgwYRFxfHsGHDyvcTTUlJISoqir59+zJjxgwiIyMBs8LH7bffDpiNlIcPH05UVBTx8fEcOHAAgKSkJCZMmEBCQgKdOnWqMvEFBgYyePBgABo2bEhsbCzZ2dn1/hmI+pNE5uVCQkLo3bs3n376KWBqY6NGjSInJ4eZM2eyYcMG0tPTSUlJYe3atQCcO3eOyMhItm3bRkBAAMuWLWPbtm1s3bqVpUuXkpaWBsD+/fuZOnUqu3fvpmnTpnz44YcAjB07lmeffZadO3fSsWNH5s+fX2Ocubm5fPnllyQmJjJt2jRWrVpFamoqEyZMYM6cOQCMHz+e119/nS1btlS7M9QTTzxBTEwMO3fu5Omnn2bhwoXlz+3bt4/169fz7bffMn/+fAoLC68Yz0cffcSQIUNq/pCFw0kiE4wePbq8eVnWrExJSSEhIYFWrVrRoEEDxowZw1dffQWAr68vd911FwCbN29mxIgRBAUFERwczMiRI9m0aRMAHTt2JDo6GoC4uDiysrI4c+YMubm5DBo0CIBhw4aVn/dKRo0aBUBmZia7du3i5ptvJjo6mqeeeors7Gxyc3PJy8ujX79+APzxj3+s8jybN2/m3nvvBUyz+tdffy3f7u62226jUaNGtGzZkquuuopjx45VeY6ioiJGjx5NYmIinTp1qjF24XhOW1hRuK7hw4fz8MMPs2PHDgoKCoiNjeXgwYPVHu/v719e47nS0uWNGjUqv+/r61vetKyLoKCg8vIiIiLYsmXLZc+XNU9rUlW8ZftI/Dbe6vrjJk+ezLXXXsv06dNtKlM4ntTIBMHBwSQkJDBhwoTyTv4+ffrw5ZdfcvLkSYqLi1mxYkV5LaqigQMHsnbtWvLz8zl37hxr1qy54i7mISEhNGvWrLzW9tlnn1V53up06dKFEydOlCeywsJCdu/eTbNmzWjcuDFbt24FqHQBo2K8y5cvB0zfWUhICE2aNLG5/Llz53LmzJnyvkDhGlyiRtbgzBkoKQEfyatWGT16NCNHjixPAG3btmXhwoUMHjwYrTW33nord955Z6XXxcbGMm7cOHr37g3AxIkTiYmJISsrq9qy3n33XR544AHy8/Np0qQJH330kc1xNmzYkFWrVpGYmMiZM2coKipi+vTpRERE8NZbbzFp0iSCgoJISEggJKTyztlJSUmMHz+eqKgoAgMDazWEIjs7mwULFtC1a1diY2MBePDBB5k4caLN5xAOorW2+y0uLk7bLC9Pn+jXT+vZs7W+cMH219lRcnKyJeW6Qvme9N7z8vLK7y9cuFAnJiY6tfza8qTP3lnlA9t1FTnH+ipQUBAnBwyA9eth6lQo7XgVorbWrVtHdHQ0kZGRbNq0iblz51odknAS6xOZUhy95RZ4+mnYtQvGjwcZmyPqYNSoUaSnp7Nr1y7WrVtHq1atrA5JOIn1iazM0KHw2muQmwvSkSqEqAWX6OwvFx0N77wDZVeR5AKAEMIGrpclrr4amjaFwkJ48EH4xz/gCmOVhBDC9RJZGa1NQluyBJ55Buw4OVkI4Vlcq2lZUcOG8NRT0K6daW7m5JiEFhhodWRCCBfjujUyMP1jDz4Ic+bA1q0gl9OFEFVw3RpZRSNGQJs2IJfThRBVcO0aWUV9+8I115i+syVL4DeThoUQ3st9ElmZggLTzPzLX2D1aqujEUK4APdLZIGB8OabEB9vZgO88ooZbyaE8Frul8jAJLOXXoK77oJ334W//c3qiIQQFnKPzv6q+PrCY49BaKgZRCuE8Frum8gAlIKxYy99/5//QNeuktiE8DLu2bSsSkEBLFpkVs9IT7c6GiGEE3lOIgsIMBcBQkLgz382tTMhhFfwnEQGEBYGy5ZBRATMnm2mNgkhPJ5nJTIwNbJXXzXrm11hX0IhhOdw787+6pRNOC/d5ovMTFNbK91STAjhWTyvRlbGx8cksvPnYdo0+NOfoJoNV4UQ7s1zE1kZf3948kk4cgTGjYPvv7c6IiGEnXl+IgMznentt00tbeJE+PprqyMSQtiRTYlMKdVUKbVKKbVPKbVXKdXX0YHZ3TXXmKuY7dvDunVWRyOEsCNba2QvA59qrbsCPYG9jgvJgVq1gqVL4YknzPdlO5wL77N8OXToAKmp5uvy5VZHJOqhxquWSqkmwEBgHIDW+iJw0bFhOVDZUtkXLsCkSdCxI2rIEGtjEs61fDlMngz5+WZ9u59/Nt8DjBljbWyiTmypkXUCTgDLlFJpSqk3lVLuP46hYUO4807YsIHrXnoJTp+2OiLhLHPmmCQGBJZdyc7PN48Lt6R0DVutKaV6AVuB/lrrbUqpl4FftdaP/+a4ycBkgNatW8etXLnS5iDOnj1LcHBwbWO3i6Y7dnD10qWUNG/O/mnTuNCmjdNjsPL9W1m2VeU3TE4m+PBhSho0IKdvXwJOnrz0ZFyc0+Lwxs++vuUPHjw4VWvdq9ITWusr3oA2QFaF7wcA6670mri4OF0bycnJtTre3r596y2tb7pJ6/vvt6R8K9+/1Z+908s/cEDrVq20No1KnfzCC+X3dXi4U0Pxus/eDuUD23UVOafGpqXW+ihwSCnVpfShIcCeWqVRF3euUydzRfPJJ80DcgHA82gNu3bB7t1mgHRAwOXPBwbCggXWxCbqzdYpStOA5UqphsCPwHjHhWSR0FDztaQEHn0Uunc3SwKVTXMS7qu42FydPHYMOneG22+HTp0u9YmFh5skJh39bsumRKa1Tgcqt0s9UXGx+W/96quQnW1W0WjgmVNSvcL58/Dtt/Drr9CjhxlqASZpjRkDGzdCVpaFAQp7kL/Q3/LzM03M0FCzvtnRo/Dcc2Bhp6ioo7w82LYNLl6E66+H1q2tjkg4iHdMUaotpeCBB8zA2dRUeOQR08ci3MeJE7B5s/m59e8vSczDSY3sSn7/e/MHEBAgfWXu5NAh+O47aNwYeveu3LEvPI4kspr07n3p/ttvw7XXwoAB1sUjrmzfPti/30xH69VL+je9hDQtbXXxoukY/utf4YMPrI5G/FZJCezYYZLY1Vebf0CSxLyGJDJbNWwI//M/cMMNpvP/pZdkvJmrKCyErVvh8GGzHWDPnmbJJuE15KddGwEB8MILMGqUmXg8d65cBLBafr7p1D99GmJjTdNfeB2pe9eWjw/MmGH2AAgOlosAVjp92owR0xr69oXmza2OSFhEElldjR596f6mTWbBxrLBlsLxcnJMn1hAAPTpIxvLeDlpWtbXxYumz2z8ePOHJRzvwAHYvt1s/XfDDZLEhCSyeiu7CNCyJUyZAp98YnVEnktryMiAPXugXTvTnGzY0OqohAuQRGYP7drBW2+Zq2Xz5pnltOUigH0VFZn+sKwss/9CbCz4+lodlXARksjspUkT+Pvf4dZbzRw/uQhgP+fPwzffmGlHUVHQrZt8vuIy0tlvT35+MH/+pdrYTz+ZJmfjxtbG5c5+/dVM/C4qMoNcr7rK6oiEC5Iamb0pZYZoFBbCX/5idjjPybE6Kvd04sSlPUj795ckJqolicxR/PxMf9nx43DffaaDWtju4EFTEwsMNHNbmzSxOiLhwiSROVKvXrBsGfj7m+3GvvrK6ohcn9Zm4vd335lmef/+5vMT4gokkTlax45mP4BOnWDVKrmaeSUlJZCWZiZ+h4fLxG9hM/ktcYbmzeGNN8wy2kqZq5pBQTKxuaKLFyElBX75xVyVvOYaqyMSbkT+kpzF398kr6Iis4vPjBlQUGB1VJZZm3aY/s9sIOPwGYY8uY7Ny9ZCbq7ZV1KSmKglSWTO1qAB/O53Zn7m/ffDqVNWR+R0a9MOM2t1BodzC2h0No/QXam88+V+1gWFm8HFQtSSJDIrjBpllgP68UcYNw7/I0esjsipnl+fSUFhMVflnaLt/kwKfRvwdZuuPL31uNWhCTclicwqAweaqUwXL9LhnXe86iLAkdwCwk8focexH7gQFMT2sO4UNPTnSK73NrVF/Uhnv5W6dYN33uGnTZtoo5RJZp4+9UZrBhQcwe/UIY4GtyDnmqsp3O0HQLumskmIqBupkVmtbVsuXHWVSWLz55urm55aOyud+D2lox85rdqzu3Xn8iu3AX6+zBjWxeIAhbuSROYqSkpMbeyNN8x+moWFVkdkX+fPm+lGJ04QP/JGJk++ldBmgQCENg1g4cgeDI8JtThI4a6kaekqfH3NlKawMHjtNTO16bnnPGNqTsWJ3336QKtWDL8ahseEsnHjRqaNSbA6QuHmpEbmSpQyk8yffBLS0yEx0f2bmcePXz7xu1Ura+MRHklqZK7o1luhTRvTvHTnzv+ffzYrujZubGpiMmdSOIgkMlcVG3vp/gcfmJrM4MHWxVMbZRO/f/jBLL0TFydzJoVDSdPS1RUXw6efwqOPwvvvu35Ts2zH7x9+kInfwmkkkbk6X1949VVTG1u0CJ5/3nV3OL94EbZsgSNHoHt3syy1OzeNhduQROYO/P3hmWfgnntMM3PGDNermZ07Z3b8zs0167B17mx1RMKLSJ3fXfj4wPTpEBpqhjG4Uk3nl1/MDkdKQb9+0KyZ1REJLyOJzN384Q+X7qekmLXOrKz9HD5shorIjt/CQtK0dFclJaa5OWGCqQ1Z4YcfTMd+06ZmXX1JYsIiksjclY+PuQjQtq1ZqPFf/3Je2SUlZk39vXtNU7dvX7PZihAWkUTmzlq3Njuc9+plZgO89prjLwKU7fh98CBce60Z7yZLdguLyW+guwsKgpdfhuHDzXQgRyooMNONTp6Enj2ha1fHlieEjaSz3xM0aABz5lxaQePwYTMtyJ4Tzs+cMTWxChO/hXAVUiPzFEqZwbMlJfDQQzB+PGRn2+fcZRO/lYIbbpAkJlyOJDJP4+MDs2bB6dMwbpyZtF0fWVmmJhYcbJJY48b2iFIIu5JE5oliYswO50FBZqemDRtqfw6tYc8ekwivusoMdJXVK4SLkkTmqcLDzQ7nXbrAe+/Vbn5mcTGkpsKBA9ChA1x/vUz8Fi5Nfjs9WbNm8PrrZplpHx/Iz4dGjUxfWnUuXjRNydOnISICOnVyXrxC1JEkMk/XqJG5lZTAI49Aw4bw9NMQGFj52LNnzZLU58+bsWlt2zo/XiHqwOampVLKVymVppT62JEBCQfx8YEhQ+Cbb2DSJDhx4vLnT50yq1cUFZn+MEliwo3Upo/sL8BeRwUinOCuu2DxYjh0yFzR/OEH8/jhw7B1q6m5DRggq1cIt2NTIlNKhQG3AW86NhzhcP36wZtvmqbm7NkEHDxoJn43a2aGV1TV5BTCxdnaR7YYeBSQQUSe4LrrzPCM7dsJ3LkTIiMhOlrmTAq3pXQNk4yVUrcDt2qtpyilEoBHtNa3V3HcZGAyQOvWreNWrlxpcxBnz54lODi4FmHbl7eVr4qKaPz99/jl5nKyeXPa79xJiZ8fR+680+nJzNs+e1cp213LHzx4cKrWulelJ7TWV7wBC4FsIAs4CuQD713pNXFxcbo2kpOTa3W8vXlV+fn5Wicna/3RR1ofPKiTv/hC6wULtI6L03rWLK0vXHBeLNrLPnsXKttdywe26ypyTo3/frXWs7TWYVrrDsDdwAat9T21SqPCNZw5A5s2meEV8fHQvv2lKU2JifCf/8CUKeY4IdyIdIp4i2PHzMRvHx+z43fLlpeeUwrGjjXjy/bsgQcecN2dmoSoQq0GxGqtNwIbHRKJcJysLNi1C0JCzD6TjRpVfdzQoWaxxtOnpeNfuBUZ2e/JyiZ+//gjtGljVnO90vQkMAsmlvn4YzNR/KabHBunEPUk/3Y9VXExbN9ukljHjmbKUU1JrKKSEpPIHnsM/vEP19tHU4gKJJF5ogsXzFSko0fNxO/IyNrvg+njA0uWmObmkiWwcKFJjkK4IGlaepqyid8XLpjld9q0qfu5GjaEp56Cdu3MkkBHj8JLL9WuZieEE0gi8ySnTplNe318zFSkpk3rf04fH3jwQbPt24kTksSES5JE5imys81ek4GBZnMQe8+ZHDHi0v2MDHPl87rr7FuGEHUkfWSe4PvvIS0Nmjd3/MRvrU1/2cSJph9OCBcgicydlZRAejpkZkJYmKmJOXrHb6XMUkBhYTB9Oqxe7djyhLCBJDJ3VVhoOvUPHTLr8sfEOG8Q61VXmaWA4uPNbIBXXpGZAMJSksjcUX6+mW70yy8mgVnRVxUYaK5g3nWXmTkghIWks9/d5OaazUFKSkyNqEUL62Lx9TUDZouKTG3w+HEzZMMeV0uFqAWpkbmTo0dNB7uvr+nUtzKJlVHK9MtpDY8+anY4P3jQ6qiEl5FE5i5+/NGMEWvc2CQxCxfEq5JS8PDDkJdnkll6utURCS8iiczVaW1Wrti924zS79ev+tUrrBYVZWYAhITAn/9s1jcTwgkkkbmysonfP/1kNsqt7cRvK4SFmf0AIiPh7bdN/5kQDiad/a7qwgXTqX/mjEkKHTtaHZHtQkLgv//bNDMbNDDvxdfX3BfCAeQ3yxXl5ZkxYhcvmonfrVtbHVHtNWxoLkZoDY8/boaMPPssBAVZHZnwQNK0dDUnT5oxYiUlZklqd0xiFSllLk6kpMCf/mSW3BbCziSRuZJDh8yO3/7+ZsfvkBCrI7KPO+4wo/9zcswO55mZVkckPIwkMleRmWmGLLRoYWpiAQFWR2RfvXubzn8fH3jkETPFSgg7kT4yq5WUELx/v+kXa9/eDGHw1I0/OneGd981MwDKBtEKYQce+hfjJgoLYetWGp04AV27QnS05yaxMi1bQvfu5v7SpYSuWiUTzkW9efhfjQvLz4fNm+H0afKuvRauvdbqiJxLa8jNpc1nn5n5mhcuWB2RcGOSyKyQm2uS2IULEB/PxVatrI7I+ZSCGTM49Ic/QHKy2RT4l1+sjkq4KUlkzuaKE7+tohTHb7rJjC/LzDSrzspFAFEH0tnvTD/+aOZMNmtmBrq66pxJZ7vxRnjjDbNqhqNXuBUeSRKZM2htEthPP0HbtmYxRFefM+lskZHmBrBxI5w/D7fcYmlIwn1IInO0oiLYscOMaO/cGbp1q/1mud5Ea7MPwDffwJEjZkkg+bxEDaSPzJHOnzd/kMePQ48eZtiB/FFemVLwwgtw663w6qvwt7/JChqiRlIjcxRPmPhtlYYNYf58synw0qXmAsnixeZxIaogicwRTpww64g1aGCmG3nKnElnUgruv98ks++/l4sA4ookkdnbwYOwc6dZkrp3b8+bM+lst99+6f7+/aaZ2a2bdfEIlyR9ZPa0bx98952ZhuOJE7+tpLUZbzZpEnz1ldXRCBcjicweSkrMlcn9++Hqq01NTFZDtS+lTCLr1MmsnvHBB1ZHJFyIJLL6KiyELVvg8GEz8btnT8+f+G2VFi3gf/7HzIh47jlYtEgmnAtAEln9nDtn5kzm5kJsrPdN/LZCQIAZnnH33aYGXFxsdUTCBUj7p65Onzabg2gNfftC8+ZWR+Q9yhZnvHjRXM3MzTU1M/kZeC2pkdVFTo4Z6OrnZ5aklj8ga5SNK5szxyyh/dNPloYjrCOJrLYOHDBjxEJCTF+N7ApkvalTzSyKCRMgNdXqaIQFJJHZSmvIyIA9e6BdO9OclJHmrqF7d7PDecuWJql98onVEQknk0Rmi6Ii0x+WlQXXXGM69mX1CtfSrp3Z3CQ62lzZlBVnvYp09tfk/HkzZzIvz2wMEh5udUSiOo0bm23nTp0ya70VFZmatExv8nhSI7uSX3+FTZvM+vq9e0sScwd+ftCmjbm/cCFMm2b+CQmPJomsOidOmB2/wUw3uuoqa+MRtRcba/YKnTDBrG0mPJYksqocPGiak4GBZnhFkyZWRyTq4rbb4O9/N/+Uxo0zF2qER5JEVpHWlSd++/tbHZWoj169YNky83OcPt30eQqPU2Nnv1KqPfAPoA1QAryhtX7Z0YE5XUkJpKWZJkh4uFk/XuZMeoaOHc3wjKws+cfkoWz5Sy0C/qq17gbEA1OVUt0dG5aTLF8OHTqgtm0zl+/ff9+sdRUV5fFJbG3aYfo/s4GMw2fo/8wG1qYdtjokx2re3PSZAfzzn/DiizLh3IPUWCPTWucAOaX385RSe4FQwL07HJYvh8mTIT+fkJ9+MpuDvPqq+WW/5hqro3OotWmHmbU6g4LCYmgPh3MLmLU6A4DhMaEWR+cER4/CihVw5Ag+Q4daHY2wg1pVO5RSHYAYYJtDonGmOXPMsApAlf1nPn/ePO7hnl+faZJYBQWFxTy/PtOiiJzsL3+BRx+FTZu47sUXzbgz4daU1tq2A5UKBr4EFmitV1fx/GRgMkDr1q3jVq5caXMQZ8+eJTg42Obj7aJ0Tl6D/Hzyrr6agJMnLz0XF+fUUJz9/jMOnym/3zoAjhVceq5HqHP3F7DkZ18qZOdOwl9/nZJmzdgzbx4lTt4w2cr37q7lDx48OFVr3avSE1rrGm+AH7AeeNiW4+Pi4nRtJCcn1+p4uwgP19pcp9TJL7xQfl+Hhzs9FGe//34Lv9DhMz/W4TM/1kveW1t+v9/CL5wah9YW/ewr2PbOO1r/7/9aUrbV790dywe26ypyTo1NS6WUAt4C9mqtF9UqfbqyBQvMOLGKAgPN4x5uxrAuBPhdPlc0wM+XGcO6WBSRdfLDw+G//st88+238NFH1gYk6sSWuZb9gXuBDKVUeuljs7XW7r3EwJgx5mtZn1h4uEliZY97sLIOfdMnlkdo0wBmDOviHR39V7JqFWzYYIbgTJ4smym7EVuuWm4GPPMnOmaMuW3caMYYeZHhMaEMjwll48aNTBuTYHU4ruHpp81t6VKzB8PcubJUk5uQ1S+EKNOgATz+OISFmaE4R4/Cyy/Ltn5uQBKZEBUpZSaZt2sHKSkyE8BNSCIToiq33GJuANnZZoOTyEhLQxLV8+x5OELYw3PPmc7/5GSrIxHVkEQmRE2SkuC668xsgPffNyMOhUuRRCZETZo3N/sADB5sdjd//nnZGNjFSCITwhaNGsEzz8C998KuXVBYaHVEogLp7BfCVj4+ZsL5hQsmseXnm1vLllZH5vWkRiZEbZVNLk9KgvvuM5s2C0tJIhOiriZMMH1lEyaYeZrCMpLIhKirrl3h3XehbVuz7dy//mV1RF5LEpkQ9dG6Nbz1ltnk5NVX4dw5qyPyStLZL0R9BQWZOZlHj5r7JSVml3OZcO40UiMTwh4aNDCTzQFeeQUefNDsVC+cQhIZMH36dNavX3/ZY4sXL2bKlClOj2XevHl8/vnndj/v9u3bSUxMtMu55syZQ/v27S1dJtmldesGGRkwfryZpykcThIZcOONN/LbPQZWrlzJ6NGjbXp9sR1HeT/55JPcdNNNVzymqKio1uft1asXS5YsqWtYl/n973/Pt3KVrnpDh8Jrr8Hp02aH84wMqyPyeJLIgEGDBvHxxx9z4cIFALKysjhy5Ag33HADK1asoEePHkRGRjJz5szy1wQHBzNv3jz69OnDli1bWLRoEZGRkURGRrJ48eLy83Tr1o1JkyYRERHB0KFDKSgwO32kp6cTHx9PVFQUjz/+OKdPnwZg3LhxrFq1qlKMCQkJzJ49m0GDBvHyyy+TmprKoEGDiIuLY9iwYeTk5ACQkpJCVFQUffv2ZcaMGUSWrtiwceNGbr/9dgB++eUXhg8fTlRUFFOmTGHnzp0AJCUlMWHCBBISEujUqVO1iS8+Pp62bdvW92P3bNHRZlPg4GBITISzZ62OyKNJIgNCQkLo3bs3n376KWBqY6NGjSInJ4eZM2eyYcMG0tPTSUlJYe3atQCcO3eOyMhItm3bRkBAAMuWLWPbtm1s3bqVpUuXkpaWBsD+/fuZOnUqu3fvpmnTpnz44YcAjB07lmeffZadO3fSsWNH5s+fX2Ocubm5fPnllyQmJjJt2jRWrVpFamoqEyZMYE7pkt3jx4/n9ddfZ8uWLfj6+lZ5nieeeIKYmBh27tzJxIkTGTt2bPlz+/btY/369Xz77bfMnz+fQpmKU3dXXw3LlsHChSahCYeRRFZq9OjR5c3LsmZlSkoKCQkJtGrVigYNGjBmzBi++uorAHx9fbnrrrsA2Lx5MyNGjCAoKIjg4GBGjhzJpk2bAOjYsSPR0dEAxMXFkZWVxZkzZ8jNzWXQoEEADBs2rPy8VzJq1CgAMjMz2bVrFzfffDPR0dE89dRTZGdnk5ubS15eHv369QPgj3/8Y5Xn2bx5M/feey8AsbGxnDp1ijNnzBZxt912G40aNaJly5ZcddVVHDt2rNafpaigWTOIjzf3P/nEzNeUCed2J8MvSg0fPpyHH36YHTt2UFBQQGxsLAcPHqz2eH9///Iaj77Csi6NKuyV6OvrW960rIugoKDy8iIiItiyZctlz5c1T2tSVbyqdKON38Zbl/44UY2sLLPBSU6OqaUJu5EaWang4GASEhKYMGFCeSd/nz59+PLLLzl58iTFxcWsWLGivBZV0cCBA1m7di35+fmcO3eONWvWMGDAgGrLCgkJoVmzZuW1ts8++6zK81anS5cunDhxojyRFRYWsnv3bpo1a0bjxo3ZunUrQKULGBXjXb58OWD66lq2bEmTJk1sLl/U0ZQpMHs2bNkCEyfiZ+M/HlEzSWQVjB49mu+++467774bgLZt27Jw4UIGDx5Mz549iY2N5c4776z0utjYWMaNG0fv3r3p06cPEydOJCYm5oplvfvuu8yYMYOoqCh++OEH5s2bZ3OcDRs2ZNWqVcycOZOePXsSHR3NN998A8Bbb73F5MmT6du3L1prQkIq7xyelJTE9u3biYqK4o033uDdd9+1uWyARx99lLCwMPLz8wkLCyMpKalWr/dqI0fC4sWQnU3XZ5+FvDyrI/IMVe3aW9+bW+w07qHl5+Xlld9fuHChTkxMdFrZdeG15Wdm6j2PPWZN2aXc8bOnrjuNC/eybt06oqOjiYyMZNOmTcydO9fqkERVrruOY8OGmfu7d0Pp1XBRN9LZ72FGjRpVfnVTuIkPPoB168ymwH/+s1nAUdSKJDIhrDZvnlmscdkyk8ySkmTCeS1JIhPCar6+MGuWmXS+ZAkcP24uCMggWptJIhPCFSgFY8eaRRq/+AICA62OyK1IIhPCldx8s7kBnDhhBs9GRVkbkxuQXkUhXNWLL8IDD8Bnn1kdicuTRCaEq5o1y6xtNmsW/OMfssP5FUgiE8JVhYSYdc2GDjUXARYulAnn1ZA+MiFcWcOG8NRTEBoKX34JBQVyNbMKUiMTwtX5+MDUqWbrueBguHjRXAgQ5SSRCeEuAgLM12eeMUM1vv/e2nhciCQyIdzN6NFm3NnEiVC66om3k0QmhLu59lrTzGzfHqZPh9WrrY7IcpLIhHBHrVrB0qXQty/8/e+Qm2t1RJaSq5ZCuKvAQFi0CA4dgqZNzTizwkKvnHAuNTIh3JmvL3ToYO4vW2ZmAnjhEtqSyITwFOHhsG+f2eH8ChvneCJJZEJ4iiFD4PXXzWbA48ZB6d6q3kASmRCeJCrK7HDetClMmwa//GJ1RE4hnf1CeJqwMNNflp4OzZtbHY1TSI1MCE8UEgJle6V+9RU8/TR48GbLksiE8HT795tBs9Onw7lzVkfjEDYlMqXULUqpTKXUD0qpxxwdlBDCjv70J7PBSUqKuX/smNUR2V2NiUwp5Qv8N/A7oDswWinV3dGBCSHs6I474JVXzNLZ48Z53EUAW2pkvYEftNY/aq0vAiuBOx0blhDC7nr3hrffhuHDoVkzq6OxK6VrWD5XKfVfwC1a64ml398L9NFaP/ib4yYDkwFat24dt3LlSpuDOHv2LMEWLhbnzeV783u3unxvfu91LX/w4MGpWutelZ7QWl/xBvwBeLPC9/cCr1zpNXFxcbo2kpOTa3W8vXlz+d783q0u35vfe13LB7brKnKOLU3LbKB9he/DgCO1SqNCCOFAtiSyFOBapVRHpVRD4G7gX44NSwghbFfjyH6tdZFS6kFgPeALvK213u3wyIQQwkY2TVHSWn8CfOLgWIQQok5kZL8Qwu1JIhNCuD1JZEIItyeJTAjh9iSRCSHcniQyIYTbk0QmhHB7NU4ar9NJlToB/FyLl7QETto9ECnf1cv29vK9+b3XtfxwrXWr3z7okERWW0qp7bqqGe1SvkeX7e3le/N7t3f50rQUQrg9SWRCCLfnKonsDSnfK8v29vK9+b3btXyX6CMTQoj6cJUamRBC1JnliczKreaUUm8rpY4rpXY5s9zSstsrpZKVUnuVUruVUn9xcvn+SqlvlVLflZY/35nll8bgq5RKU0p9bEHZWUqpDKVUulJquwXlN1VKrVJK7Sv9HejrxLK7lL7vstuvSqnpTiz/odLfuV1KqRVKKf96n7Sq9a+ddcMs1HgA6AQ0BL4Dujux/IFALLDLgvfeFogtvd8Y+N7J710BwaX3/YBtQLyTP4OHgfeBjy34/LOAls4ut0L57wITS+83BJpaFIcvcBQzPssZ5YUCPwEBpd9/AIyr73mtrpFZutWc1vorwJIN/rTWOVrrHaX384C9mB+ys8rXWuuzpd/6ld6c1mGqlAoDbgPedFaZrkIp1QTzT/QtAK31Ra11rkXhDAEOaK1rM4C9vhoAAUqpBkAgdtgDxOpEFgocqvB9Nk78Y3YVSqkOQAymVuTMcn2VUunAceAzrbUzy18MPAqUOLHMijTwH6VUaulWhs7UCTgBLCttWr+plApycgxl7gZWOKswrfVh4AXgIJADnNFa/6e+57U6kakqHvOqy6hKqWDgQ2C61vpXZ5attS7WWkdjdsbqrZSKdEa5SqnbgeNa61RnlFeN/lrrWOB3wFSl1EAnlt0A06XxmtY6BjgHOLV/GKB0M6E7gP91YpnNMK2ujkA7IEgpdU99z2t1IvPqreaUUn6YJLZca73aqjhKmzUbgVucVGR/4A6lVBamO+FGpdR7TiobAK31kdKvx4E1mG4OZ8kGsivUgFdhEpuz/Q7YobU+5sQybwJ+0lqf0FoXAquBfvU9qdWJzGu3mlNKKUwfyV6t9SILym+llGpaej8A8wu2zxlla61naa3DtNYdMD/zDVrrev9XtpVSKkgp1bjsPjAUcNqVa631UeCQUqpL6UNDgD3OKr+C0TixWVnqIBCvlAos/RsYgukfrhebdlFyFG3xVnNKqRVAAtBSKZUNPKG1fstJxffH7NqeUdpPBTBbmx2rnKEt8K5SyhfzD+0DrbXTh0FYpDWwxvwd0QB4X2v9qZNjmAYsL/0H/iMw3pmFK6UCgZuB+51ZrtZ6m1JqFbADKALSsMMIfxnZL4Rwe1Y3LYUQot4kkQkh3J4kMiGE25NEJoRwe5LIhBBuTxKZEMLtSSITQrg9SWRCCLf3/z6qaeUYMXzAAAAAAElFTkSuQmCC\n", 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x9epVwz4vv/wy9uzZA0mSsH//fvTs2RP169fHgQMHsHfvXnh7e6NOnTq4evVqnpmaNm2KS5cuGeVv0qSJ0XJhWYODg9GuXTs0aNAAr7/+OlavXp2rlfa85s2b48KFC0hJSUFqaiomTpyITz75BC4uLgDEbL7BwcGFvtdEZFtspzNFbKx5tzNBnTp1oFKpcPHiRbM/d04pKSkAgN9++w1Vq1Y1eszBwcHw9zZt2mDt2rU4deoU7OzsUK9ePbRp0wZ79uzB48eP8fLLL5t87LxOaRZEo9Fg165dOHToEP744w8sWbIEkyZNwtGjR+Hn55fnPk2aNIFarUZ0dDT+/PNPVK5cGf379zc8fvr0aXTp0gVJSUl4++230aVLFwwaNMjk10JE1sV2WlReXubdzgTu7u7o2LEjli1blmdngSdPnsDPz89wjSebVqtFVFQUAgICAAC1atWCnZ0djh49atjm8ePHhtZNQEAAHBwccOvWLdSuXdvox8fHx7BP9nWq//73v4ailF2o9uzZY7g+VatWrTwz/fPPP4aWUX4KywoAKpUK4eHhmD59Ok6cOAF7e3ts27Yt3+d0dnZGgwYN8MMPP2D+/Pn473//C7X62a/ohQsX4OTkhM6dO2PYsGEsUkSlhO20qFq3BqpVEx0n8joVp1KJx1u3tsjhly1bhvDwcDRr1gwzZsxAw4YNkZWVhV27dmH58uU4fPgw3n//fYwfPx7u7u7w9fXFvHnzkJaWhgEDBgAAXFxcMGDAAIwfPx4VK1aEh4cHJk2aZPiwdnV1xbhx4zB69Gjo9Xq0atUKiYmJOHjwINzc3BAREQEAqFChAho2bIivv/4aS5cuBQC89NJLeOONN6DVag3Fq2zZshg8eHCemd5+++0CX29hWY8ePYrdu3fj1VdfhYeHB44ePYoHDx6gfv36BT5v8+bNsWTJEnTv3t1QUAHg6dOnuHv3Lnr37o2vvvoKgYGBpv8jEZFVsp1CpdEAixeL3n0qlXGxUqnEn4sWWex+qpo1ayI6OhqzZs3C2LFjERsbi8qVK6NJkyZYtmwZANFjT5IkvP3220hOTkZoaCh27tyJChUqGJ7ns88+Q0pKCrp16wZXV1eMHTsWiYmJhsdnzpyJypUrY86cObh27RrKly+PkJAQTJw40SjPyy+/jJMnTxo+7N3d3REQEID79+8btZY+/fRT6PV6o0zbt2839FQsSEFZ3dzcsG/fPixatAhJSUmoXr06FixYgM6dOxf4nMHBwbCzs8Nnn31mtP7s2bNo0aIF7t69izJlbOfXloiK4IW6bRSDxXr9Zfvhh9y9/3x8xHqZmNIrTQnkzNumTRtpzJgxudavWbNGmj17tnT8+HEpJCTE0BNQktjrz9KY17JKa15Tev3Z3lfTnj2B7t1LfGQKKj69Xo8HDx7gyy+/xOXLl/HTTz/l2ub06dNo3749QkJCMGTIEERGRmLLli0ypCUyH51ewrHr4j7KY9cT0Ly2BzRqlcyplMekQqXT6TBt2jR89dVXiIuLg7e3N/r164ePP/4YKpWC3lyNBshxfYOUbd++fWjbti3q1auHH374AW5ubrm2Wbx4seHvAwYMMFzXI7JWO87GYvov55GQ8hTzmgGRG6Lg7uKEqd0C0CnI/J2+rJlJhWru3LlYvnw5NmzYgMDAQPzzzz/o378/ypUrhxEjRlgqI9m4Nm3aQK/Xyx2DqMTsOBuLwV9FQwLgkONkT1xiOgZ/FY3lfUNYrHIwqVAdOnQI3bt3R5cuXQAANWrUwDfffINjx45ZJBwRka3R6SVM/+U88homQAKgAjD9l/PoEODJ04D/Y1KhatmyJVatWoVLly7B398fp06dwoEDB7Bw4cJ898nIyEBGRoZhOSkpCYC4X0er1Rptq9VqIUkS9Hp9gd+wpf/16MveVumY17JMyavX6yFJErRaLTQyXbfM/r1//vdfqZjXvI5dT0BCylNDS8pBLRn9CQAJKU9x5Eo8mvm5yxGxQOZ6f03ZXyVJRRj/53/0ej0mTpyIefPmQaPRQKfTYdasWZgwYUK++0ybNg3Tp0/PtX7Tpk1wdnY2WlemTBl4enrCx8eH00iQRWRmZuL27duIi4tDVlaW3HGISq20tDT07t0biYmJeV6XzsmkQrV582aMHz8en332GQIDA3Hy5EmMGjUKCxcuNNxs+ry8WlQ+Pj54+PBhrnDp6em4ffs2atSoAUdHx3xzSJKE5ORkuLq6KqsTRz6Y17JMyZueno4bN27Ax8enwN8xS9Jqtdi1axc6dOgAOzs7WTKYgnnN69j1BERueDZLgINawsxQPSb/o0aG/tnv79qIpoptUZnj/U1KSkKlSpWKVKhMOvU3fvx4fPTRR3jrrbcAAA0aNMDNmzcxZ86cfAuVg4OD0Th02ezs7HK9SJ1OB5VKBZVKZTR0zvOyT+8Utp1SMK9lmZpXpVLl+ftX0pSQwRTMax7Na3vA3cUJcYnpRtepMvQqZOhUUAHwLOeo+K7qL/r+mrKvSYUqLS0t1weBRqMx23UMOzs7qFQqPHjwAJUrV87327Fer0dmZibS09Ot5oOUeS2nKHklSUJmZiYePHgAtVrNU8skG41ahandAjD4q2g8/wmXvTy1W4Cii1RJM6lQdevWDbNmzYKvry8CAwNx4sQJLFy4EJGRkWYJo9FoUK1aNdy5cwc3btzIdztJkvD06VM4OTlZzakp5rUcU/I6OzvD19fXKgow2a5OQV5Y3jfEcB9VNs9yjryPKg8mFaolS5Zg8uTJGDJkCOLj4+Ht7Y333nsPU6ZMMVsgFxcX1KlTp8AeIVqtFvv27cNLL72kyKb985jXsoqaV6PRoEyZMlZRfMn2dQryQocATxy5Eo+HF45gbURTxZ/uk4tJhcrV1RWLFi3CokWLLBRH0Gg0BXYd1mg0yMrKgqOjo1V8kDKvZVlbXqJsGrUKzfzc8fsFoJmfO4tUPnj+g4iIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2Fikgh+vXrhx49eshy7GnTpqFRo0ayHJuoMCxUZBM++eQTdO3aNc/H9u/fD5VKhdOnT5dwKtMsXrwY69evl+XY48aNw+7duy16jISEBAwfPhx169aFk5MTfH19MWLECCQmJlr0uGT9WKjIJrRv3x5//vkn7ty5k+uxdevWITQ0FA0bNjT5eTMzM80Rr0jKlSuH8uXLF3l7nU4HvV5vlmO7uLigYsWKZnmu/Ny7dw/37t3D/PnzcfbsWaxfvx47duzAgAEDLHpcsn4sVGQTmjZtisqVK+dqkaSkpOC7774zfBj+8MMPCAwMhIODA2rUqIEFCxYYbV+jRg3MnDkT77zzDtzc3DBo0KAi7zd79mxERkbC1dUVvr6+WLVqldE2Z86cQdu2beHm5oa3334bgwcPRkpKiuHxwk79rV+/HuXLl8fPP/+MgIAAODg44NatW8jIyMC4ceNQtWpVlC1bFmFhYdizZ4/RvqtXr4aPjw+cnZ3x73//GwsXLjQqis+f+tPr9ZgxYwaqVasGFxcXjBo1Cjt37jQ8fuPGDahUKmzduhWvvPIKnJ2dERwcjMOHD+ebPygoCD/88AO6deuGWrVqoW3btpg1axZ++eUXZGVl5bsfEQsV2QSNRoM+ffpg/fr1kCTJsP67776DTqdDr169cPz4cbzxxht46623cObMGUybNg2TJ0/OVdzmz5+P4OBgnDhxApMnTy7yfgsWLEBoaChOnDiBIUOGYPDgwYiJiQEApKamomPHjqhQoQIOHTqE8ePH46+//sKwYcNMep1paWmYO3cu1qxZg3PnzsHDwwPDhg3D4cOHsXnzZpw+fRqvv/46OnXqhMuXLwMADh48iPfffx8jR47EyZMn0aFDB8yaNavA4yxevBgLFizA/Pnzcfz4cTRu3Bg9e/Y0PGe2SZMmYdy4cTh58iT8/f3Rq1cvk4pOYmIi3NzcUKZMGZPeByplpBKWmJgoAZASExOL/RyZmZnSjz/+KGVmZpoxmeUwr2Vl5z19+rQEQPr7778Nj7Vu3Vrq27evJEmS1Lt3b6lDhw5G+44fP14KCAgwLFevXl3q0aOH0TZF3S/7OJIkSXq9XvLw8JCWL18uSZIkrVq1SqpQoYKUkpJiyPvTTz9JarVaiouLkyRJkiIiIqTu3bvn+zrXrVsnAZBOnjxpWHfz5k1Jo9FId+/eNdq2Xbt20oQJEyRJkqQ333xT6tKli9Hjffr0kcqVK2dYnjp1qhQcHGxY9vb2lmbNmiVJ0rP3NzQ0VBoyZIgkSZJ0/fp1CYC0Zs0awz7nzp2TAEgXLlzI9zXk9ODBA8nX11eaOHFikbYvKmv9/S1teU2pBWxRkc2oV68eWrZsibVr1wIArly5gv379xtO+124cAHh4eFG+4SHh+Py5cvQ6XSGdaGhoUbbFHW/nNfAVCoVPD09ER8fb3iO4OBglC1b1rBNy5YtodfrDa2uorC3tzc6zpkzZ6DT6eDv7w8XFxfDz969e3H16lUAQExMDJo1a2b0PM8v55SUlIR79+7les0tW7bEhQsXjNblzOLl5QUAhtdckKSkJHTp0gUBAQGYNm1aodtT6cb2NtmUAQMGYPjw4Vi2bBnWrVuHWrVq4eWXXzbpOXIWE1PY2dkZLatUKrN1dsjm5OQElUplWE5JSYFGo8Hx48eh0WiMtnVxcTHrsfOS8zVn5yrsNScnJ6NTp05wdXXFtm3bcr1vRM9ji4psyhtvvAG1Wo1NmzZh48aNiIyMNHyA1q9fHwcPHjTa/uDBg/D398/1IZ9Tcfd7/jlOnTqF1NRUw7pDhw5BrVajbt26RX15uTRu3Bg6nQ7x8fGoXbu20Y+npycAoG7duoiKijLa7/nlnNzc3ODt7Z3rNR86dAgBAQHFzgqIltSrr74Ke3t7/Pzzz3B0dHyh56PSwWoLlTojAzDzt1Wyfi4uLnjzzTcxYcIExMbGol+/fobHxo4di927d2PmzJm4dOkSNmzYgKVLl2LcuHEFPmdx98upT58+cHR0REREBM6ePYszZ85g9OjRePvtt1GlSpXivlz4+/ujT58+eOedd7B161Zcv34dx44dw5w5c/Dbb78BAIYPH47ff/8dCxcuxOXLl7Fy5Ups377dqGX2vPHjx2Pu3Ln49ttvERMTg40bN+LUqVMYOXJksbNmF6nU1FR8+eWXSEpKQlxcHOLi4oxOoRI9zzoLVVYWgtavh/qjj4D0dLnTkMIMGDAAjx8/RseOHeHt7W1YHxISgi1btmDz5s0ICgrClClTMGPGDKNilpfi7peTs7Mzdu7ciYSEBLRs2RLz5s3DK6+8gqVLlxbzVT6zbt06vPPOOxg7dizq1q2LHj16ICoqCr6+vgDE9bQVK1Zg4cKFCA4Oxo4dOzB69OgCWzMjRozAmDFjMHbsWISEhCA6Ohpbt25FnTp1ip0zOjoaR48exZkzZ1C7dm14eXkZfm7fvl3s56VS4IW6bRSDWXr9RUdLj+rWlXQhIZIUESFJCQnmC2gBpbVXT0lhXtO9++67UqtWrYq0rRLymoJ5LYu9/ooqKAin33sPcHMDzp4FIiOBPEYkICJh/vz5OHXqFK5cuYIlS5Zgw4YNiIiIkDsWUZFYZ6ECkFizJnQrVwJeXsDt20D//sD583LHIlKkY8eOoUOHDmjQoAFWrFiBzz//HO+++67csYiKxLq7p/v5AevWASNHAjExwKBBwLx5QMuWcicjUpQtW7bIHYGo2Ky2RWVQqRKwerUoTmq1WCYiIpth3S2qbM7OwMKFwPXrwAv0SiIiIuWx/hZVtjJljIvUqVPArFmAVitfJiIiemG20aJ63tOnwPjxQEICcO+euG5VzGFxiIhIXrbTosrJyQmYNk38efQoMHAg8OCB3KmIiKgYbLNQAaJzxapVgLs7cOkS0K8fcO2a3KmIiMhEtluoAKB+fWD9eqB6deD+fWDAACA6Wu5URERkAtsuVADg7Q2sXQs0bAgkJwNbt8qdiIiITGCbnSmeV64csHy5aF317y93GiIiMoHtt6iyOTgA770H2NuLZb0e+P13ThVCRKRwpadQPe+LL4ApU4CPPgIyMuROQ0RE+Si9hcrfH7CzA/76CxgyBEhMlDsRERHlofQWqldfBZYtA1xdxSgWkZHi5mAiIlKU0luoACAkBPjyS6BKFeDmTXGv1YULcqciIqIcSnehAoCaNUVvQH9/MeTS0KFAaqrcqYiI6H9YqACgcmUxVUjz5sAHH3BcQCIiBSkd91EVRdmywJIlgEr1bF1CAlChgvE6IiIqUWxR5ZSzID14ALzzDjBzJpCVJV8mIqJSjoUqP6dPA/HxwM8/A6NHA2lpciciIiqVWKjy064dsGAB4OgIHD4spgp5+FDuVEREpQ4LVUFatwZWrhTXqWJixDiB16/LnYqIqFRhoSpMYCCwbh3g4wPExoqpQnivFRFRiWGhKopq1cRUIQ0aAJUqiWUiIioR7J5eVBUqiKlCkpPFsEtERFQi2KIyhaOjuDk42+bNwH//y6lCiIgsiC2q4rp1C1i4UBSp+Hhg+vRnc10REZHZsEVVXL6+ojiVKQPs2iXGCExKkjsVEZHNYaF6EZ07i2GXypYFTpwQPQJjY+VORURkU1ioXlTTpmKqEA8PcY9Vv37inisiIjILFipzqF1bTBVSqxbw6BFw8qTciYjMQ6cDDhwQfz9wQCwTlTAWKnPx8BAtq4kTgTfflDsN0YvbuhWoUQPo0kUsd+kilrdulTMVlUImF6q7d++ib9++qFixIpycnNCgQQP8888/lshmfVxcgJ49ny2npADffw9IknyZiIpj61bgtdeAO3eM19+9K9azWFEJMql7+uPHjxEeHo5XXnkF27dvR+XKlXH58mVUqFDBUvmsl14PjB8PREVBff48EBQkdyKiotHpgJEj8/6CJUliOpxRo4Du3QGNpsTjUeljUqGaO3cufHx8sG7dOsM6Pz+/AvfJyMhARkaGYTnpf124tVottFqtKYc3yN6vuPuXFNVLL0H9zz/Ajz8iKCoK2pdeAsqVkztWoazl/c3GvGZ24IC41urkBADQOjjA/fx5aB0dn23z8CGwbx/QqpVMIfOn+Pf3OaU1ryn7qySp6OelAgIC0LFjR9y5cwd79+5F1apVMWTIEAwcODDffaZNm4bp06fnWr9p0yY4OzsXOai1qnj2LOp/9RU0Wi2SfXxwZsAAaDkEE1kJh8ePUe7qVaj0ejytXBlJhXwxJSqqtLQ09O7dG4mJiXBzcytwW5MKleP/vlGNGTMGr7/+OqKiojBy5EisWLECERERee6TV4vKx8cHDx8+LDRcfrRaLXbt2oUOHTrAzs6uWM9RkrJOnEDKwIFw12ig8vaGbvFiccOwQlnb+8u8ZnbggOg4oddDJUnQ2dvj6JQpCJ0zB3bp6c+2++03xbaoFP3+Pqe05k1KSkKlSpWKVKhMOvWn1+sRGhqK2bNnAwAaN26Ms2fPFlioHBwc4ODgkGu9nZ3dC/+jmOM5SkTjxjgxfDja//wz1PfuQT15MvD11+Jcv4JZzfv7P8xrJi+9BLi5AffvAwAklQqPa9eGXXo67J4+Fb+31aqJ7RR8jUqx728+SlteU/Y1qdefl5cXAgICjNbVr18ft27dMuVpSqWnlStDt3o10Lw5MHOm4osUlVJ6PXD6tJgkNJtaLX6AZ7+3ixYpukiRbTGpUIWHhyPmuVEXLl26hOrVq5s1lM1ydweWLhU3Bme7fVu+PEQ5abXA0aOiS3p4uJjd+vm516pVE7dc5LwNg8jCTCpUo0ePxpEjRzB79mxcuXIFmzZtwqpVqzB06FBL5bNt0dHAG28An3/OqUJIXunpwKFDojdfmTJAWBgwaBBw44a4FgWIP69fZ5GiEmdSoWratCm2bduGb775BkFBQZg5cyYWLVqEPn36WCqfbbt4UXyL3bgR+PhjIDNT7kRUGiUnA/v3i9H/HRyAli2fzbum0TzrMNGqFU/3kSxMno+qa9eu6Nq1qyWylD69ewPly4vpQv74Q3ybXbCAMwhTyXn0CIiKEl+YXFxES6oU3DZC1oVj/cnt//5PTBXi7CxOBQ4YAMTFyZ2KSoO7d4EjR0SRcncXLSYWKVIgFiolaNYMWLNGnG65dk30uIqPlzsV2bKrV8UXI70e8PICWrQArKhrNJUuLFRK4e8vpgqpWRNo3BioVEnuRGSLJAk4exY4f14s16wJNGnyrPs5kQKZfI2KLKhKFTFViIPDsw8OvZ4fImQeOp1oRWWfWg4MFIWKSOH4Cag0rq6Avb34u14PTJoErFvHqULoxWRmAocPiyKlVotWFIsUWQm2qJTs4EFg1y7xExcHfPABuweT6dLSRKeJ1FRxHapZM9F5gshKsEWlZK1bA+PGiWFrfvhBzG/19KncqciaPHkiBplNTRXTdrRqxSJFVoeFSuneeguYO1ecDty3D3j/feDxY7lTkTWIjxejTWRkiEFmW7US90oRWRkWKmvQti2wfLn4sDl3DoiM5BiBVLBbt4Bjx0QHisqVxdh9OSc+JLIiLFTWIjhYdKrw9hbTLzx8KHciUqqYGODUKdEBx8dHXJMqw8vRZL3422tNqlcXxerSJXGvFVFO2VN0ZLe2/f2BunXlzURkBmxRWZuKFcUoAtkuXwa2bpUvDylDVpY41Xf7tuh8ExzMIkU2gy0qa5aYCIwcKS6a370LDB3Km4NLo/R0MY9UUpK4fSE0FPDwkDsVkdnwU82aubk9mxtowwZg6lQxwCiVHikpovt5zik6WKTIxrBQWTOVCnj3XVGgNBpg+3ZgxAjx4UW2LyFBFKmnT4GyZUX38/Ll5U5FZHYsVLagWzdg0SIxRUNUlCheHH3dtt27J4ZE0mqBChU4RQfZNBYqW9GiBbB6tehsceUKsHSp3InIUq5dA44fF738PD3Fv332+JBENoiFypbUrSumCunQQYwLCHAwW1siSeKG73PnxLKfn+g4wfEfycaxUNkaLy9gzhzjoXKy5x4i66XTiVbUtWtiOSAACAoS1ymJbBwLla37+mvgnXeAjRvZurJWmZli9PPYWHH7QUgIUKuW3KmISgwLla3LHmrp88+Bzz4T1zXIeqSlieleEhLEFB3NmwNVq8qdiqhEsVDZulGjgDFjxCmiLVvEVCHp6XKnoqJITBTdz1NSxBQd4eGiswxRKcNCVRr07i2uW9nbA3v3AoMHi3mKSLni40VLKucUHa6ucqcikgULVWnRvj2wbJn40DtzBhgwQFz7IOXJOUVHpUpitAlO0UGlGAtVadK4MfDll6Jn4Jtvimse7GChLJcuPZuio1o1ICxM/DsRlWIclLa08fMDvv322SgGkiRGN+CHobz0etHSvXVLLNepA9SrJ28mIoVgi6o0yjnUTnIy0LcvpwopITq9hGPXEwAAx64nQKeXxBQdUVGiSKlUQMOGLFJEObBFVdr99BNw9Sowe7aYOfj99+VOZLN2nI3F9F/OIyHlKeY1AyI3RKGKowaf+aQjrGIZMcJEkyZAlSpyRyVSFLaoSru+fYFBg8Tfv/wSmDaNU4VYwI6zsRj8VTRiE5/dGuCc+RQ+56Kx+tcT+Odeiug0wSJFlAsLVWmnUolCNXmyGPXgt9+gHjsWGt5rZTY6vYTpv5xHzm4rdsnJaHL7PByzMpBm54jxca7QuZWTLSORkrFQkdC9u5gqxMkJqmPH0GjZMuDBA7lT2YRj1xOMWlKVUxLgHhODMnodEh1dEFUtANefqgzXrojIGAsVPdOyJbBqFeDujjJPn3LAUzOJT35WpKo9iUNQ7BVAr8fDsuUR7V0PWo1dru2I6Bl2piBj9etDt2YNTu/ciVcqVZI7jU3wcHUEJAm1H91G9SexgBpI8/DAGakm9Hq18XZElAsLFeXm7Y2nOS/q79gheqR16CBfJivWrHp5tEm9jTJPYiEBuFqxGpJrVAHiRYtVBcCznCOa+bnLmpNIqVioqGAxMaInYFaWuGbVu7fciayLVgtNVBSG13PGsvtqXKjsh4QKFQHoAIgiBQBTuwVAo+apVqK88BoVFaxOHaBnT/H3hQuBBQs4VUhRPX0qRj9/9AhNanmgz4jXAJ9qRpt4lnPE8r4h6BTkJVNIIuVji4oKplaLqUG8vIDFi4FvvhE3Bs+cCTg4yJ1OuZKSgKNHxZQqjo5AWBjaubmhTXggjlyJx8MLR7A2oima1/ZgS4qoEGxRUeFUKuDtt8XoFXZ2wF9/AUOGiPmSKLcHD8QUHenpYmqO1q3FqPUANGqV4VpUMz93FimiImChoqJ79VVg6VLAxUWM8P3bb3InUp47d0RLKitLTHIYHs4pOoheEE/9kWmaNAHWrgV+/RXo1UvuNMpy+TJw8aL4e9WqQKNG4tQpEb0Q/i8i09WsCYwY8eyG4IwM4MQJeTPJSZKA06efFanatcXcXyxSRGbB/0n0YvR64OOPgffeEyOxlzY6nZii4+ZNsdygAVC/Pkf1IDIjFip6MXo94OQk/pw5UwzBVFpmDc7IAA4dEr0g1WqgaVOgRg25UxHZHBYqejFlygDTpwORkWJ51SpRsLKy5M1laamp4h6pJ08Ae3sxTqKnp9ypiGwSCxW9OJVKdFefOFG0LH7+GRg9GkhLkzuZZTx+LIpUWpqYLblVK6BCBblTEdksFioyn549xcgVjo7A4cPABx/Incj84uLE6b7MTKB8eVGkypaVOxWRTWOhIvNq3RpYuVKcBsueOdhW3LgB/POPuB5XpYo43cfROYgsjvdRkfkFBgLbtolRLLJlnyazRpIkup5fuSKWfX2Bhg3Zs4+ohLBFRZaRs0hduiRmEP7rL/nyFJdeL+4Ryy5S9eoBwcEsUkQliIWKLO/770UHhA8/FIPaWgutVgyHdPeuKEyNGonR5ImoRLFQkeV99BHw2mviFNqCBcB//6v8qUKePhUDyz58KLrgh4UBPj5ypyIqlVioyPLUatGaGj5cLH/9NTBpkug5p0RJSaL7eXKy6MEYHg5Urix3KqJSi4WKSoZKBUREiJuBy5QBdu0Chg4FUlLkTmbs4UPjKTpatTJM0UFE8mCvPypZnTsDlSoB48aJ1oqSpsC4exc4eVKclqxYUQyJlLNTCBHJgoWKSl7TpsC6deJeqzIK+RW8cgW4cEH83dubo58TKQj/J5I8atZ8dl+VJIlp7o8cKfkckgScOfOsSNWqBYSEsEgRKQj/N5L8duwA/t//A0aOFBMylhSdTow0ceOGWA4MBAICeI8UkcKwUJH82rUDOnUShWPaNDGDsKWnCsnMFOMRxsWJ1lNoqGjlEZHisFCR/OztgRkzgH79xPIXXwBz5ojCZQnZU3Q8fiw6S7RoAXh5WeZYRPTCWKhIGdRqYNgwcb+VWg1s3QqMHStuvDWnJ09EkUpNfTZFh7u7eY9BRGbFQkXK8vrrwGefiVHJDx0Czp0z33Pfv/9sio5y5USRcnEx3/MTkUUopG8wUQ4vvwysWCE6OYSGmuc5b94UvfskCfDwAJo0UU7XeCIqEP+nkjI1aCB+st29Czx6JKbXMNXFi8Dly+Lvvr7iedn9nMhq8H8rKV9iohgn8P33gT17ir5f9hQd2UWqbl0xRQeLFJFV4f9YUj57e6B6dXFtafx4YMuWwvfJnqLjzh1xX1RwMODvb/msRGR2LFSkfE5OwPz5QM+e4hrTvHnA55/nP1VIerroNPHwIaDRAM2aiVN+RGSVXqhQffrpp1CpVBg1apSZ4hDlQ6MBJkwAhgwRyxs3AlOm5J4qJDlZdD9PShI9B8PDRecJIrJaxS5UUVFRWLlyJRoW5+I2UXGoVEBkJDB9uihcO3aIllW2R4/EFB1Pn4pu561aiW7oRGTVilWoUlJS0KdPH6xevRoVKlQwdyaignXpIgpU3bqicAFwfPQIqqNHxbUpd3dRpLIHvSUiq1as7ulDhw5Fly5d0L59e3zyyScFbpuRkYGMjAzDclJSEgBAq9VCq9UW5/CG/Yq7f0ljXgsICRFjAqrVyIqJQbmrV6HTaIC6dSE1biy2UWh+q3h/c2BeyyqteU3ZXyVJpo3+uXnzZsyaNQtRUVFwdHREmzZt0KhRIyxatCjP7adNm4bp06fnWr9p0yY48xsvvQhJguutW3C+fx/lL19GlehonB40CE/q1pU7GREVIi0tDb1790ZiYiLcCplF26RCdfv2bYSGhmLXrl2Ga1OFFaq8WlQ+Pj54+PBhoeHyo9VqsWvXLnTo0AF2VjADK/NagE4H1YkTQFwcdFlZiF+6FN7JyVDZ2UE/aRKkzp3lTpgvq3h/c2BeyyqteZOSklCpUqUiFSqTTv0dP34c8fHxCAkJMazT6XTYt28fli5dioyMDGg0GqN9HBwc4ODgkOu57OzsXvgfxRzPUZKY10wyM8U8Uo8fA/b2kEJCcGL4cHhHRUG9ezfUM2aIjhX9+il6binFvr/5YF7LKm15TdnXpELVrl07nDlzxmhd//79Ua9ePXz44Ye5ihSR2aWliZmAU1PFFB1NmwJubpDs7KCfMQMab28xCeOyZWKuqQ8+ED0EichqmVSoXF1dERQUZLSubNmyqFixYq71RGb35Alw7BiQkSFuAg4LA1xdn3WaUKvFLMFVqgALFgA//AA8eCBuFuawSURWi/97yTrEx4vRJjIyADc30f3c1TXvbd96C5g7Vwy9VK8eixSRlXvh0dP3mDJIKFFx3LoFnD4thk+qXFlM/VHYFB1t2wLffMOhk4hsAL9qkrLFxACnToki5eMjxu0r6jxS1as/60zx9CkwerR5J2IkohLBQkXKpNcDJ08Cly6JZX9/oFGj4p/GW70a2L8fGDQI2LfPXCmJqASwUJHyZGWJThO3bz+bouNFb+J9912gZUtxjWvcOGDrVvNkJSKLY6EiZUlPFwPLPnggupU3bWqe60zOzsDChUD37qK1Nns28MUX4pQiESkaCxUpR0qK8RQdLVuKrubmUqYM8PHH4vQfIMYKnDpVsWMCEpHAQkXKkJAgitTTp0DZsqL7efny5j+OSiUK1ZQp4nrX4cNiFAsiUqwX7p5O9MLu3QNOnBCn5CpUED377O0te8x//QuoVEkUQ09Pyx6LiF4ICxXJ69q1Z13GPT3F9B0lNeRRy5bGy0eOiPu0atUqmeMTUZGwUJE8JAk4f14UKgDw8wMCA+UbRDYmRvQGLFNGDL/UpIk8OYgoF16jopKn1wPHjz8rUgEBQFCQvCOde3mJLvApKcCwYcDOnfJlISIjLFRUsrRa0YEhNlZ0ZggJUcapNjc3YPlyMfSSVgtMmgRs3Mju60QKwEJFJSctTfTsS0gQU3SEhQFVq8qd6hl7e+DTT4HevcXy558Dn30mWoBEJBsWKioZiYmiSKWkAI6OQHi46HWnNGo1MGaM+AGALVuAH3+UNRJRacfOFGR5Dx6IGXmzssQptrAwUayUrHdv0QPwzz/FaBZEJBsWKrKs27efjX5eqZKYosNaptvu0AFo3/5ZJw+dTtwc7OEhby6iUoan/shyLl0SI6BLElCtmmhJWUuRypZdpCQJmDMH6NtXdKsnohLDQkXmp9eLVlRMjFiuUwdo3Ni6Z9pNSxMFKiFBDMF08KDciYhKDSv+5CBFysoCoqLErLwqFdCwoZgO3tqVLQusWQM0by5GeB89Gti2Te5URKUCCxWZT0YGcOgQEB8vhkEKDRWz7NoKZ2dg0SKgWzfRapw1C1ixgvdaEVkYCxWZR/YUHYmJ4n6kFi1sc7DXMmXEyOsDB4rlNWuAefPkzURk49jrj15cQoKYkVerFafIwsLEn7ZKpQLee0/MlTVvHtC6tdyJiGwaCxW9mNhYIDpanAorX14UKUtP0aEUPXqIG5crV362TpLkHbOQyAbx1B8V3/Xr4kZevV60Llq2LD1FKlvOInXrFhARId4XIjIbFioyXfYUHWfPiuUaNYCmTUtuHimlmj9fvC+RkWIiSCIyCxYqMo1eL071Xb0qluvXBxo04OkuAJgxQ3THT04GhgwRwy8R0QtjoaKi02rFLLj37ombdxs3BmrXljuVcpQvL6YKeeUV8V599BGwaZPcqYisHgsVFc3Tp2I0hkePRBftsDAxLBIZc3AA5s4F3nhDLC9cKGYM5lQhRMXGQkWFS0oS90glJyt7ig6lUKuB8eOBkSPF8tmzooVFRMXC7ulUsJxTdLi6ipaUk5PcqZRPpQLefhvw8QEaNRItLSIqFhYqyt+dO8C5c6KXX8WKomeftY1+Lrc2bYyXt2wRxZ6IioyFivJU9t49qPR6cT2qalXRKrDm0c+V4PffgXnzoHF3h0uPHnKnIbIa/OQhY5IEnD4Nlzt3xHLt2tY/RYdShIaKKU8ePULwsmVQHTkidyIiq8BPH3pGpwOioqC6dQsAIAUFifukeI+UeXh4AKtXQ2raFGUyMqAeMwb4+We5UxEpHgsVCdlTdNy/D6jVeFKnjhhxgszLxQX6hQtxv0kT0WV9xgxg9WpOFUJUABYqAlJTxT1ST54A9vaQWrRARoUKcqeyXXZ2uNirF6R+/cTyypXAmTOyRiJSMnamKO0ePxZTdGRmiokBmzcvfQPLykGlgv7996GpWlXcp9awodyJiBSLhao0i4sT4/bpdGL4n2bNxP0+vDm15PTsabz86JH4s2LFks9CpFA89Vda3bghbuTV6Z5N0cGbUuWVliZGs+jfX/z7EBEAFqrSR5KACxfENRFJAnx9OUWHUiQmiuuF9+6JqUJOnZI7EZEisFCVJnq9mCfpyhWxXK8eEBzM7udK4eUFrF0LBAWJ61aDBwN//SV3KiLZsVCVFlotcPQocPeuKEyNGombT0lZKlQAVqwAXnpJdHD58ENg82a5UxHJioWqNEhPF93PHz58NkWHj4/cqSg/jo5ituDXXhOnZ+fPB776Su5URLJhrz9bl5QkWlLp6eIDMCwMcHOTOxUVRq0WrSkvL+Cbb4C2beVORCQbFipb9vAhEBUlpuhwcRH3SHGKDuuhUgEREcB//iP+/bLpdOz8QqUKT/3Zqrt3RUsqK0vck9OqFYuUtcpZpPbuBfr0EffAEZUSLFS26MoVcSOvXg94e4uWFOeRsn5ZWcDixeLft18/4NIluRMRlQgWKlsiSeL+qAsXxHKtWkBICKfosBVlyogegbVqidO6774rWs1ENo6fYLZCpxMjTWSPaBAYCAQE8B4pW+PhAaxZI+a2SksDRowAfvtN7lREFsVCZQsyM4HDh8V1C7VafIjVrCl3KrIUV1fg88+Bjh3FF5SpU4Evv+RUIWSzWKisXWoqcOCAGAXdzg5o0UJ0aSbbZm8PzJwpegUCzwazJbJB7J5uzZ48EdcoMjNFj77mzY17iJFtU6uB4cPFKCPh4TzNSzaLLSprdf++mJE3MxMoVw5o3ZpFqrRq3fpZhxmtFli4EEhIkDcTkRmxUFmjmzfFjbw6nbi4zik6KNuiRcCmTWKqkFu35E5DZBYsVNbm4kXg9GnjKTrK8Awu/c+bb4p75+7eFcWKU9yTDWChshbZU3RcviyW69YVU3TwHinKydcXWL9e3JqQmAi8954YzYLIivFTzhpkZQHHjgF37ogL5sHBgL+/3KlIqdzdgZUrxbBZmZnA+PHAd9/JnYqo2FiolC57io4HD8RApM2aiW/NRAVxcgIWLAD+/W/RGl+yhF3YyWrx4oaSJSeL7udPn4rOEmFhoocfUVFoNMDEieK+uqAgMTgxkRVioVKqR49Ezz6tVnQ7DwsDnJ3lTkXWRqUCIiON18XEiA4Xrq7yZCIyEU/9KdG9e8CRI6JIubuLmzlZpMgcbt4EBg8WA9revy93GqIiYaFSmqtXgePHxXUFLy8x2oS9vdypyFZkZIjfp6tXRff1K1fkTkRUKBYqpZAk4OxZ4Px5sVyzJtCkCWdyJfPy9wfWrQP8/ID4eGDAAHGKmUjBWKiUQKcTrajr18VyYKD44dhtZAleXmK09ZAQMajx8OHA9u1ypyLKFwuV3DIzxfWo2Fhx826TJpyigyzPzQ1YuhTo0EHcpzd5MrBnj9ypiPLEXn9ySksT3c9TUsQUHU2bsgsxlRx7e2DWLKBKFXHauWVLuRMR5YmFSi6JiaJIZWSImzPDwthdmEqeWg2MGiVa9tmddvR60eOUAx2TQvDUn6XpdGJiQ0D8qdOJi9gHD4oi5eYmhrphkSoWnV7CsetiSotj1xOg03OW22LJ2bP0iy/EGIGPH8uXhygHkwrVnDlz0LRpU7i6usLDwwM9evRATEyMpbJZv61bgRo1gC5dxHKXLkC1amIqBp0OqFxZ3CPl6ChnSqu142wsWs39C5EbRK+1yA1RaDX3L+w4GytzMiuWkCB+b8+eFTcK37kjdyIi0wrV3r17MXToUBw5cgS7du2CVqvFq6++itTUVEvls15btwKvvWb8H12vB+LigDlzgEuXxLh9nKKjWHacjcXgr6IRm5hutD4uMR2Dv4pmsSoud3dg7VoxcsXt2+Jeq3Pn5E5FpZxJhWrHjh3o168fAgMDERwcjPXr1+PWrVs4fvy4pfJZJ50OGDlS3BsFAJIEt2vXoJJynJZavPjZ42QSnV7C9F/OI693L3vd9F/O8zRgcdWoIe61qlcPePwYmiFDUJHFimT0Ql/nExMTAQDu7u75bpORkYGMjAzDclJSEgBAq9VCq9UW67jZ+xV3f4s7cECM1efkBEgSdPb2cHr4EFn29pBUKnEB++FDYN8+cX1KYZT+/h67noCElKdw+N+90A5qyehPAEhIeYojV+LRzC//3025KP39BSCunS5bBvWkScChQwhcvx56Pz9oX3tN7mSFsor3N4fSmteU/VWSVLyv9Xq9Hv/617/w5MkTHMjuLJCHadOmYfr06bnWb9q0Cc6lYfw6SUL5y5dhn5SExNq1kVG+vNyJiIpMpdOhzvffw+vYMZzv2xcPGjeWOxLZiLS0NPTu3RuJiYlwc3MrcNtiF6rBgwdj+/btOHDgAKpVq5bvdnm1qHx8fPDw4cNCw+VHq9Vi165d6NChA+zs7Ir1HBZ14MCzDhQAtI6O+HvZMrwybBjsnj59tt1vvym2RaXk9/fY9QRDBwpAtKRmhuox+R81MvTPRvNYG9FUsS0qJb+/z9NmZuLo6tUIGzTIOvJa2/tbSvMmJSWhUqVKRSpUxTr1N2zYMPz666/Yt29fgUUKABwcHOCQx/0YdnZ2L/yPYo7nsIiXXhI37t69a7gOleXsDLunT0WhUqlE77+XXlL0WH5KfX+b1/aAu4sT4hLTja5TZehVyNCpoALgWc4RzWt7QKNW7jBUSn1/85Lk5/cs74MHwLJlYubgsmXljpYva3p/gdKX15R9TepMIUkShg0bhm3btuGvv/6Cn5+fyeFKBY1GdJYAco/Xl728aJGii5SSadQqTO0WAAB4vgxlL0/tFqDoImW1JAmYMAH49VcxVUh8vNyJqBQwqVANHToUX331FTZt2gRXV1fExcUhLi4OT3OeziKhZ0/g+++BqlWN11erJtb37ClPLhvRKcgLy/uGwLOc8T1onuUcsbxvCDoFecmUzMapVMDYsaIb++XLovv6tWtypyIbZ1KhWr58ORITE9GmTRt4eXkZfr799ltL5bNuPXsCN26Ia1GA+PP6dRYpM+kU5IUDH7bF2oimAMQ1qQMftmWRsrT69YH164Hq1cXki5GRYvR/Igsx+dRfXj/9+vWzUDwboNE86zDRqhVP95mZRq0ydJho5ufO030lxdtb3BgcHCwGVR42DPjjD7lTkY3iWH9EVDzlyolxAdu2FYPYrl0rpgwhMjOO30NExefgAHz6KbBmDdC9O4cEI4tgi4qIXoxaDQwaJOa1yrZ/v5gdgMgMWKiIyLz++gsYMwYYPBh48kTuNGQDWKiIyLzKlwdcXIDTp0WPwLt35U5EVo6FiojMKyQE+PJLwNMTuHVL3Gt1/rzcqciKsVARkfnVrCmmCvH3F5MxDhokZrUmKgYWKiKyjMqVgdWrgbAwID0dGD0auHpV7lRkhdiXlIgsp2xZMe7lJ5+IOa5q1ZI7EVkhFioisqwyZYCpU41ntE5LA+zted8VFQlP/RGR5WXPbA0AmZniNOCoUaJgERWChYqIStbVq8C5c8CRI2KqkIcP5U5ECsdCRUQlq359YNUqMVXIpUtAv35iVgGifLBQEVHJCwgQ3dd9fYG4OGDAAODECblTkUKxUBGRPKpWFSOuN2wIJCUBQ4cCe/fKnYoUiIWKiORTvjywfDnwyiuiF2C1anInIgVi31AikpeDAzB3rhhuqUYNudOQArFFRUTyU6uNi9Tx48DHH4uu7FTqsUVFRMqSng5MmCDGCIyLAxYuFKNaUKnFFhURKYujIzB7tpgq5ORJMVXIvXtypyIZsVARkfKEhoqpQjw8gBs3xFQhMTFypyKZsFARkTLVqgWsXw/Urg08egQMHAgcPix3KpIBCxUVWb9+/dCjRw9Zjj1t2jQ0atRIlmOTjDw8gDVrgKZNxbiA27fLnYhkwEJVQj755BN07do1z8f2798PlUqF06dPl3Aq0yxevBjr16+X5djjxo3D7t27LX6cVatWoU2bNnBzc4NKpcKTJ08sfkwqhIsL8PnnwLBhoicglTosVCWkffv2+PPPP3Hnzp1cj61btw6hoaFo2LChyc+bWYLdd8uVK4fy5csXeXudTge9Xm+WY7u4uKBixYpmea6CpKWloVOnTpg4caLFj0UmsLMTYwLa24tlvR7Ytg3Q6WSNRSWDhaqENG3aFJUrV87VIklJScF3332HAQMGAAB++OEHBAYGwsHBATVq1MCCBQuMtq9RowZmzpyJd955B25ubhg0aFCR95s9ezYiIyPh6uoKX19frFq1ymibM2fOoG3btnBzc8Pbb7+NwYMHIyUlxfB4Yaf+1q9fj/Lly+Pnn39GQEAAHBwccOvWLWRkZGDcuHGoWrUqypYti7CwMOzZs8do39WrV8PHxwfOzs7497//jYULFxoVxedP/en1esyYMQPVqlWDi4sLRo0ahZ07dxoev3HjBlQqFbZu3YpXXnkFzs7OCA4OxuFCrnGMGjUKH330EZo3b17gdiSzzz8HZs0CxozhVCGlAAtVCdFoNOjTpw/Wr18PKccEct999x10Oh169eqF48eP44033sBbb72FM2fOYNq0aZg8eXKu4jZ//nwEBwfjxIkTmDx5cpH3W7BgAUJDQ3HixAkMGTIEgwcPRsz/elKlpqaiY8eOqFChAg4dOoTx48fjr7/+wrBhw0x6nWlpaZg7dy7WrFmDc+fOwcPDA8OGDcPhw4exefNmnD59Gq+//jo6deqEy5cvAwAOHjyI999/HyNHjsTJkyfRoUMHzJo1q8DjLF68GAsWLMD8+fNx/PhxNG7cGD179jQ8Z7ZJkyZh3LhxOHnyJPz9/dGrVy9kZWWZ9JpIgUJCxIgWBw8C770n7rki2yWVsMTERAmAlJiYWOznyMzMlH788UcpMzPTjMksJzvv6dOnJQDS33//bXisdevWUt++fSVJkqTevXtLHTp0MNp3/PjxUkBAgGG5evXqUo8ePYy2Kep+2ceRJEnS6/WSh4eHtHz5ckmSJGnVqlVShQoVpJSUFEPen376SVKr1VJcXJwkSZIUEREhde/ePd/XuW7dOgmAdPLkScO6mzdvShqNRrp7967Rtu3atZMmTJggSZIkvfnmm1KXLl2MHu/Tp49Urlw5w/LUqVOl4OBgw7K3t7c0a9YsSZKevb+hoaHSkCFDJEmSpOvXr0sApDVr1hj2OXfunARAunDhQr6vIdvff/8tAZAeP35c6LamstbfX8XlPXNGktq1k6QmTSSpWzdJunFDkiQF581Hac1rSi1gi6oE1atXDy1btsTatWsBAFeuXMH+/fsNp/0uXLiA8PBwo33Cw8Nx+fJl6HKciw8NDTXapqj75bwGplKp4Onpifj4eMNzBAcHo2zZsoZtWrZsCb1eb2h1FYW9vb3Rcc6cOQOdTgd/f3+4uLgYfvbu3YurV68CAGJiYtCsWTOj53l+OaekpCTcu3cv12tu2bIlLly4YLQuZxYvLy8AMLxmsnJBQWKqkGrVxA3B/fsDCu+QRMXDIZRK2IABAzB8+HAsW7YM69atQ61atfDyyy+b9Bw5i4kp7OzsjJZVKpXZOjtkc3JygkqlMiynpKRAo9Hg+PHj0Gg0Rtu6uLiY9dh5yfmas3OZ+zWTjHx8xFQho0eLWYNHjgS2bpU7FZkZW1Ql7I033oBarcamTZuwceNGREZGGj5A69evj4MHDxptf/DgQfj7++f6kM+puPs9/xynTp1CamqqYd2hQ4egVqtRt27dor68XBo3bgydTof4+HjUrl3b6MfT0xMAULduXURFRRnt9/xyTm5ubvD29s71mg8dOoSAgIBiZyUr5e4OrFgBvPyy6L5eAl+AqGSxUJUwFxcXvPnmm5gwYQJiY2PRr18/w2Njx47F7t27MXPmTFy6dAkbNmzA0qVLMW7cuAKfs7j75dSnTx84OjoiIiICZ8+exZkzZzB69Gi8/fbbqFKlSnFfLvz9/dGnTx+888472Lp1K65fv45jx45hzpw5+O233wAAw4cPx++//46FCxfi8uXLWLlyJbZv327UMnve+PHjMXfuXHz77beIiYnBxo0bcerUKYwcObLYWQEgLi4OJ0+exJUrVwCIU5cnT55EAi/WK5uTEzB/PtCu3bN18fGiGztZPRYqGQwYMACPHz9Gx44d4e3tbVgfEhKCLVu2YPPmzQgKCsKUKVMwY8YMo2KWl+Lul5OzszN27tyJhIQEtGzZEvPmzcMrr7yCpUuXFvNVPrNu3Tq88847GDt2LOrWrYsePXogKioKvr6+AMT1tBUrVmDhwoUIDg7Gjh07MHr0aDg6Oub7nCNGjMCYMWMwduxYhISEIDo6Glu3bkWdOnVeKOuKFSvQuHFjDBw4EADw0ksvoXHjxvj5559f6HmpBOT4YmP/5Ak0777LqUJsxQt12yiG0tzrj3mL7t1335VatWpVpG2VkNcUzGtZmZmZ0v5ZsyRds2aiR+DAgZL0Ap83lmaN7y97/VGpNH/+fJw6dQpXrlzBkiVLsGHDBkRERMgdi6zUo8BA6P/7X6BsWSA6Gnj3XTG3FVklFipShGPHjqFDhw5o0KABVqxYgc8//xzvvvuu3LHIiklNm4oBbStXBq5dE93XL12SOxYVA7unkyJs2bJF7ghki+rUEVOFDB8uitW77wJffCHuwSKrwRYVEdm2KlXEJIxNmgBVqwJ+fnInIhOxRUVEts/VFViyBEhJEdetACB7zM0CboMgZWCLiohKB3t7cXNwtq+/BubM4VQhVoAtKiIqfe7cEVOF6PXAgwfA7NnipmFSJLaoiKj0qVYNmDtXtLL27+dUIQrHQkVEpdMrr4gxAsuVA86fF93Xb92SOxXlgYWKiEqvhg3FVCHe3sDdu6JYnTkjdyp6DgsVEZVuvr7iXquAACAxEbh4Ue5E9Bx2piAicncHVq4Edu8GunaVOw09hy0qIiJA9PrLWaSSkoCvvuJUIQrAFhUR0fP0emDcODGg7cWLwJQpoocgyYItKiKi56nVQLdugEYD7NgBjBgBJCfLnarUYqEiIspLt27A4sWAszPwzz9iQNv4eLlTlUosVERE+WneHFi9GqhYEbh6FejXD7hyRe5UpQ4LFRFRQerWFd3X/fxEi2rKFHawKGEsVEREhfHyElOFvPyyGBdQzY/OksR3m4ioKNzcgAULgBo1nq27du3ZdCFkMSxURETFcewY0Ls3MG8eTwVaGAsVEVFx3Lol5rL67jtg/HggPV3uRDaLhYqIqDheew349FNxI/DevcD77wOPH8udyiaxUBERFVe7dsAXX4jrV2fPApGRYlJGMisWKiKiF9GoEbB2regZePu2mCokLk7uVDaFhYqI6EXVqCHutapXD2jZEqhSRe5ENoWD0hIRmUPFisCqVYCdHaBSiXV6Pe+5MgO+g0RE5uLsLAoVIIrUhx+Ka1i81+qFsEVFRGQJR44Af/8tfu7fBz7++FkRI5OwRUVEZAktW4pxAdVq4LffgJEjgdRUuVNZJRYqIiJL+de/gEWLxOzBx45xqpBiYqEiIrKkli1FJwt3d+DyZdF9/do1uVNZFRYqIiJLq19fdF+vXl2MXpGSInciq1KsQrVs2TLUqFEDjo6OCAsLw7Fjx8ydi4jItnh7ixuDP/8caNhQ7jRWxeRC9e2332LMmDGYOnUqoqOjERwcjI4dOyKe512JiApWrhwQGvps+eJFqL75ht3XC2FyoVq4cCEGDhyI/v37IyAgACtWrICzszPWrl1riXxERLYpKQkYORLqxYtR+8cfOVVIAUy6jyozMxPHjx/HhAkTDOvUajXat2+Pw4cP57lPRkYGMjIyDMtJSUkAAK1WC61WW5zMhv2Ku39JY17LYl7LYl4LcXSEqndvqBYvhsPjxyKvFYxiYa7315T9VZJU9DbnvXv3ULVqVRw6dAgtWrQwrP/ggw+wd+9eHD16NNc+06ZNw/Tp03Ot37RpE5ydnYsclIjIFlW4eBGJNWtCb28vd5QSlZaWht69eyMxMRFubm4FbmvxkSkmTJiAMWPGGJaTkpLg4+ODV199tdBw+dFqtdi1axc6dOgAOyu405t5LYt5LYt5LUvboYN15TXT+5t9dq0oTCpUlSpVgkajwf37943W379/H56ennnu4+DgAAcHh1zr7ezsXvgfxRzPUZKY17KY17KY17JKW15T9jXphKi9vT2aNGmC3bt3G9bp9Xrs3r3b6FQgERGRuZh86m/MmDGIiIhAaGgomjVrhkWLFiE1NRX9+/e3RD4iIirlTC5Ub775Jh48eIApU6YgLi4OjRo1wo4dO1CFE4UREZEFFKszxbBhwzBs2DBzZyEiIspF+Z32iYioVGOhIiIiRWOhIiIiRWOhIiIiRWOhIiIiRWOhIiIiRWOhIiIiRWOhIiIiRWOhIiIiRbP4NB/Py57+ypQh3p+n1WqRlpaGpKQkqxhtmHkti3kti3ktq7Tmza4BRZkSscQLVXJyMgDAx8enpA9NREQKk5ycjHLlyhW4jUkz/JqDXq/HvXv34OrqCpVKVaznyJ588fbt28WefLEkMa9lMa9lMa9llda8kiQhOTkZ3t7eUKsLvgpV4i0qtVqNatWqmeW53NzcrOIfNhvzWhbzWhbzWlZpzFtYSyobO1MQEZGisVAREZGiWWWhcnBwwNSpU+Hg4CB3lCJhXstiXstiXsti3sKVeGcKIiIiU1hli4qIiEoPFioiIlI0FioiIlI0FioiIlI0FioiIlI0qyxUy5YtQ40aNeDo6IiwsDAcO3ZM7kh52rdvH7p16wZvb2+oVCr8+OOPckcq0Jw5c9C0aVO4urrCw8MDPXr0QExMjNyx8rV8+XI0bNjQcId8ixYtsH37drljFdmnn34KlUqFUaNGyR0lT9OmTYNKpTL6qVevntyxCnT37l307dsXFStWhJOTExo0aIB//vlH7lh5qlGjRq73V6VSYejQoXJHy5NOp8PkyZPh5+cHJycn1KpVCzNnzizSoLIvyuoK1bfffosxY8Zg6tSpiI6ORnBwMDp27Ij4+Hi5o+WSmpqK4OBgLFu2TO4oRbJ3714MHToUR44cwa5du6DVavHqq68iNTVV7mh5qlatGj799FMcP34c//zzD9q2bYvu3bvj3LlzckcrVFRUFFauXImGDRvKHaVAgYGBiI2NNfwcOHBA7kj5evz4McLDw2FnZ4ft27fj/PnzWLBgASpUqCB3tDxFRUUZvbe7du0CALz++usyJ8vb3LlzsXz5cixduhQXLlzA3LlzMW/ePCxZssTyB5esTLNmzaShQ4calnU6neTt7S3NmTNHxlSFAyBt27ZN7hgmiY+PlwBIe/fulTtKkVWoUEFas2aN3DEKlJycLNWpU0fatWuX9PLLL0sjR46UO1Kepk6dKgUHB8sdo8g+/PBDqVWrVnLHKLaRI0dKtWrVkvR6vdxR8tSlSxcpMjLSaF3Pnj2lPn36WPzYVtWiyszMxPHjx9G+fXvDOrVajfbt2+Pw4cMyJrNNiYmJAAB3d3eZkxROp9Nh8+bNSE1NRYsWLeSOU6ChQ4eiS5cuRr/HSnX58mV4e3ujZs2a6NOnD27duiV3pHz9/PPPCA0Nxeuvvw4PDw80btwYq1evljtWkWRmZuKrr75CZGRksWeVsLSWLVti9+7duHTpEgDg1KlTOHDgADp37mzxY5f46Okv4uHDh9DpdKhSpYrR+ipVquDixYsypbJNer0eo0aNQnh4OIKCguSOk68zZ86gRYsWSE9Ph4uLC7Zt24aAgAC5Y+Vr8+bNiI6ORlRUlNxRChUWFob169ejbt26iI2NxfTp09G6dWucPXsWrq6ucsfL5dq1a1i+fDnGjBmDiRMnIioqCiNGjIC9vT0iIiLkjlegH3/8EU+ePEG/fv3kjpKvjz76CElJSahXrx40Gg10Oh1mzZqFPn36WPzYVlWoqOQMHToUZ8+eVfQ1CQCoW7cuTp48icTERHz//feIiIjA3r17FVmsbt++jZEjR2LXrl1wdHSUO06hcn5TbtiwIcLCwlC9enVs2bIFAwYMkDFZ3vR6PUJDQzF79mwAQOPGjXH27FmsWLFC8YXqyy+/ROfOneHt7S13lHxt2bIFX3/9NTZt2oTAwECcPHkSo0aNgre3t8XfX6sqVJUqVYJGo8H9+/eN1t+/fx+enp4ypbI9w4YNw6+//op9+/aZbe4wS7G3t0ft2rUBAE2aNEFUVBQWL16MlStXypwst+PHjyM+Ph4hISGGdTqdDvv27cPSpUuRkZEBjUYjY8KClS9fHv7+/rhy5YrcUfLk5eWV6wtK/fr18cMPP8iUqGhu3ryJP//8E1u3bpU7SoHGjx+Pjz76CG+99RYAoEGDBrh58ybmzJlj8UJlVdeo7O3t0aRJE+zevduwTq/XY/fu3Yq/LmENJEnCsGHDsG3bNvz111/w8/OTO5LJ9Ho9MjIy5I6Rp3bt2uHMmTM4efKk4Sc0NBR9+vTByZMnFV2kACAlJQVXr16Fl5eX3FHyFB4enut2ikuXLqF69eoyJSqadevWwcPDA126dJE7SoHS0tJyzcSr0Wig1+stfmyralEBwJgxYxAREYHQ0FA0a9YMixYtQmpqKvr37y93tFxSUlKMvn1ev34dJ0+ehLu7O3x9fWVMlrehQ4di06ZN+Omnn+Dq6oq4uDgAYhZOJycnmdPlNmHCBHTu3Bm+vr5ITk7Gpk2bsGfPHuzcuVPuaHlydXXNdb2vbNmyqFixoiKvA44bNw7dunVD9erVce/ePUydOhUajQa9evWSO1qeRo8ejZYtW2L27Nl44403cOzYMaxatQqrVq2SO1q+9Ho91q1bh4iICJQpo+yP427dumHWrFnw9fVFYGAgTpw4gYULFyIyMtLyB7d4v0ILWLJkieTr6yvZ29tLzZo1k44cOSJ3pDz9/fffEoBcPxEREXJHy1NeWQFI69atkztaniIjI6Xq1atL9vb2UuXKlaV27dpJf/zxh9yxTKLk7ulvvvmm5OXlJdnb20tVq1aV3nzzTenKlStyxyrQL7/8IgUFBUkODg5SvXr1pFWrVskdqUA7d+6UAEgxMTFyRylUUlKSNHLkSMnX11dydHSUatasKU2aNEnKyMiw+LE5HxURESmaVV2jIiKi0oeFioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFI2FioiIFO3/A/t8aixkwPNzAAAAAElFTkSuQmCC\n" }, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -663,27 +666,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 320 + "height": 445 }, "id": "6rpGAOVgE-eN", - "outputId": "167ad446-ab80-4cad-a42f-598c9a041a00" + "outputId": "5e57d709-a316-41dd-d7e4-f2fca13b0821" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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\n", 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\n" }, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -813,13 +814,13 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 75 + "height": 80 }, - "outputId": "e2595ad4-b1be-4b0a-c3fc-039150c31101", + "outputId": "508e180e-04d1-4942-bf58-93a8190909df", "id": "9dwpUi_XoIK_" }, "outputs": [ @@ -830,11 +831,415 @@ "KMeans(max_iter=1000, n_init=10)" ], "text/html": [ - "
KMeans(max_iter=1000, n_init=10)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + "
KMeans(max_iter=1000, n_init=10)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ] }, "metadata": {}, - "execution_count": 3 + "execution_count": 29 } ], "source": [ @@ -854,13 +1259,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 473 }, - "outputId": "b0dcbe2f-ad95-4e42-d604-ab43a6ffd296", + "outputId": "76651956-557d-4162-83de-fccf6e949715", "id": "auRxobP3oILA" }, "outputs": [ @@ -870,7 +1275,7 @@ "text/plain": [ "
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aFBUV4fr166KfgoIC0b6VKlUSvQ4LC4O/vz+ioqLMtqenp/Ovz5w5g+PHjyM6Olr0U6tWLQDiwLR9+/YhISGB96dHR0fzfnipeJGuBwAiIiJEx3777bdx584d1KpVCw0aNMArr7xilh0ix7lz51C/fn2r42xl/PjxqFWrFrp06YKKFStixIgRqlPVOSHWoUMHs2u6bds2s0C/UqVKoWLFiqrXJr2unJDhriuXBSIX7KomAJbbv3bt2qLtBoMB1apVM8syqVixotkDRnqf1fD+++9j8eLFmDFjBrp27cpvV/PZt0R2drZIfCgh9/sDwOwPCW47d37c/R46dKjZ/V6yZAny8/Ot/m5I7+FTTz2F1q1bY9SoUShXrhz69euHNWvWWBQySvcNAOrUqcMLKi3rsMTAgQPxzz//YP/+/QCA9evXIzc3l48hOXv2LBhjmDp1qtl1efPNNwHc/26x5/fZ0nnHx8ebfV61/r41b94c3333HdLT0/G///0PU6ZMQVZWFnr37o0TJ06IxtasWdNs/1q1aiE3NxepqakAgLy8PEybNg1xcXEwGo2IiopCdHQ07ty5I/qcqLkmWr67fQ3vD7n3MerWrYtNmzahY8eOePTRR7Fv3z7ExcXh0qVLqFq1qmjsrl27RMGnfn5+ZvPJbQOKazFwmEwmNGjQAB999JHsWO7L+9y5c+jYsSPi4+Px0UcfIS4uDgaDAZs2bcLHH39s9sWq5tht27bFuXPnsGHDBmzbtg1LlizBxx9/jKSkJJElyVHodDrR8TmkdUXKli2Lw4cPY+vWrdi8eTM2b96MpUuXYsiQIfjqq68sHoO7DsuXL0dMTIzZ+1KLgtFoFFk4rKHmuroSR6xn2bJlePXVVzF27Fi88cYbovfUfPaVuHz5MjIyMlSJNqXzsHZ+3P1+//330bhxY9mxQguYmjkDAgKwd+9e7Nq1Cxs3bsSWLVvw7bffokOHDti2bZvi/lqx5971798fkyZNwqpVq9CqVSusWrUKERERvPDkrsvLL7+MxMRE2TnUZpM5Eq2/bxwGgwHNmzdH8+bNUatWLQwfPhxr167lhZhannnmGSxduhTPP/88WrZsibCwMOh0OvTr10+1lY1D7Xe3L0LixQN58MEHsX79enTr1g2PPvoofv75Z8TExJi5MBo1auSQ41WvXh1HjhxBx44dLZpof/jhB+Tn5yMlJUX0F5u9psnIyEgMHz4cw4cPR3Z2Ntq2bYu33nrLonipXr06/vrrL83HioiIkHVnyNWsMBgMeOyxx/DYY4/BZDJh/PjxWLhwIZ/Cq3StqlevDqBYACUkJGheo71UrlwZQPFfvlLktintf/r0aVSrVo3fXlBQgH/++cfh57RhwwaMGjUKTz75JObNm2f2vj2f/eXLlwOA4sPTEXD3OzQ01KHXRq/Xo2PHjujYsSM++ugjvPfee3j99dexa9cu2eMI75uUU6dOISoqSjEl2BZiY2PxyCOPYO3atZg6dSp++uknDBs2DAaDAQD4z07p0qWtXhc1v89Kv2/C8+bcJRynT5/m33ckXFr+tWvXRNvl3N9///03AgMDER0dDQBITk7G0KFDRVmfd+/eNcvkU3NN1H53+yLkNvJQOnbsiG+++QZnz55F586dUVBQgISEBNGPMO7BHvr27YsrV65g8eLFZu/l5eXxpmburzThX2UZGRlYunSpzce+ffu26HVwcDBq1KhhNc2vV69eOHLkCL7//nuz9yz91Vi9enWcOnWKN+ECwJEjR8xSWqXr0uv1aNiwIQDwa+MeBNIvncTERISGhuK9997DvXv3zNYgPLYziI2NRf369fH1118jOzub375nzx4+9dcSCQkJMBgM+Oyzz0TX8osvvkBGRobV1H0t7N27F/369UPbtm2xcuVK2b+I/f39bfrs79y5EzNmzEDVqlUtpsPaS9OmTVG9enV88MEHouvNYcv9TktLM9vGWXWUfjfKly+Pxo0b46uvvhJ9Jv/66y9s27ZN5IpzFAMHDsTNmzcxZswY3Lt3T3Sdy5Yti/bt22PhwoVmD3lAfF3U/D4r/b41a9YMZcuWRVJSkujabN68GSdPnrTr87pr1y7Z7xMufkjqqjpw4IAobuXSpUvYsGEDOnXqxH9/+vn5mc35+eefm1l/1VwTtd/dvghZXjyYJ554AosXL8aIESPQo0cPbNmyxSlFqQYPHow1a9Zg7Nix2LVrF1q3bo2ioiKcOnUKa9aswdatW9GsWTN06tSJt0aMGTMG2dnZWLx4McqWLSv75aSGunXron379mjatCkiIyNx8OBBJCcnY+LEiRb3e+WVV5CcnIw+ffpgxIgRaNq0KdLS0pCSkoKkpCTFv8xHjBiBjz76CImJiRg5ciRu3ryJpKQk1KtXTxSkOGrUKKSlpaFDhw6oWLEiLly4gM8//xyNGzdGnTp1ABQ/TPz8/DB79mxkZGTAaDTyNXAWLFiAwYMH44EHHkC/fv0QHR2NixcvYuPGjWjdujXmzp1r0/VSy3vvvYeePXuidevWGD58ONLT0zF37lzUr19f9gErJDo6GlOmTMH06dPRuXNn9OjRA6dPn8b8+fPRvHlzh1VOvXDhAnr06AGdTofevXtj7dq1ovcbNmzIC0ZrbN68GadOnUJhYSFu3LiBnTt34qeffkLlypWRkpLi1GJuer0eS5YsQZcuXVCvXj0MHz4cFSpUwJUrV7Br1y6Ehobihx9+0DTn22+/jb1796Jbt26oXLkybt68ifnz56NixYoWS/O///776NKlC1q2bImRI0ciLy8Pn3/+OcLCwvDWW2/Zeabm9OrVC+PHj8eGDRsQFxeHtm3bit6fN28eHn74YTRo0ACjR49GtWrVcOPGDRw4cACXL1/GkSNHAKj7fa5evTrCw8ORlJSEkJAQBAUFoUWLFqhatSpmz56N4cOHo127dujfvz9u3LiBTz/9FFWqVMELL7xg8/k988wzyM3NxRNPPIH4+HgUFBRg//79+Pbbb1GlShUMHz5cNL5+/fpITEzEs88+C6PRiPnz5wMApk+fzo/p3r07li9fjrCwMNStWxcHDhzA9u3bUaZMGdFcaq6J2u9un8Tl+U2ELJZSPj/44AMGgHXv3l02fZRLe5SmVQ4dOpQFBQWZjW/Xrh2rV6+eaFtBQQGbPXs2q1evHjMajSwiIoI1bdqUTZ8+nU97ZKy4jkPDhg2Zv78/q1KlCps9ezb78ssvRamjjBWnSsulQEtTld955x324IMPsvDwcBYQEMDi4+PZu+++K5uKKOX27dts4sSJrEKFCsxgMLCKFSuyoUOHslu3bjHG5FNJGWNsxYoVrFq1asxgMLDGjRuzrVu3mqUlJycns06dOrGyZcsyg8HAKlWqxMaMGcOuXbsmmmvx4sWsWrVqzM/PzyxteteuXSwxMZGFhYUxf39/Vr16dTZs2DBRKqXSPeLek0uVfv/9983GAmBvvvmmaNvq1atZfHw8MxqNrH79+iwlJYX16tWLxcfHW7iq95k7dy6Lj49npUuXZuXKlWPjxo0T1cxgTP6zJLd2OXbt2sWnl8r9SM9HDu73hvsxGAwsJiaGPfroo+zTTz8VpThzKKVKT5gwQbRN6Xpz6167dq1o+6FDh9iTTz7JypQpw4xGI6tcuTLr27cv27Fjh9mxpb+r3Hlwv0M7duxgPXv2ZLGxscxgMLDY2FjWv39/9vfff5utT/r53r59O2vdujULCAhgoaGh7LHHHmMnTpyQvQbW1qGGPn36WKwPc+7cOTZkyBAWExPDSpcuzSpUqMC6d+/OkpOTReOs/T4zVlwWoG7duqxUqVJm5/7tt9+yJk2aMKPRyCIjI9nAgQPZ5cuXRcew9Psmx+bNm9mIESNYfHw8Cw4OZgaDgdWoUYM988wz7MaNG6Kx3GdoxYoVrGbNmsxoNLImTZqYlVJIT09nw4cPZ1FRUSw4OJglJiayU6dOscqVK4tKWKi9Jmq/u30NHWNuivIjCMLlNG7cGNHR0TalgBMEoYxOp8OECROcblUliqGYF4LwQe7du4fCwkLRtt27d+PIkSOqsnQIgiA8GYp5IQgf5MqVK0hISMCgQYMQGxuLU6dOISkpCTExMWaFyQiCILwNEi8E4YNERESgadOmWLJkCVJTUxEUFIRu3bph1qxZZoGBBEEQ3gbFvBAEQRAE4VVQzAtBEARBEF4FiReCIAiCILwKEi+E16LT6VQV3nrrrbdKXOlsZzJs2DCzXj2OZvfu3dDpdNi9e7dT5m/fvr3qrKv27ds7tQkoQRDaIfFSAjh37hzGjBmDatWqwd/fH6GhoWjdujU+/fRT5OXlOe24V69exVtvvYXDhw877RgE4Qjos2ofJ06cwFtvvYV///3X3UshSgiUbeTjbNy4EX369IHRaMSQIUNQv359FBQU4JdffsErr7yC48ePY9GiRU459tWrVzF9+nRUqVJFsduuPeTl5Zl1aCYINWzbtk302tmfVV/nxIkTmD59Otq3b48qVaq4ezlECYC++X2Yf/75B/369UPlypWxc+dOlC9fnn9vwoQJOHv2LDZu3OjGFYrJzc1FYGCg6vHO7FfjaBhjuHv3LgICAty9FJvJyclxaFdid8J1PiZ8E1/6rBLykNvIh5kzZw6ys7PxxRdfiIQLR40aNfDcc8+Jtq1YsQJNmzZFQEAAIiMj0a9fP1y6dEk0hosBOHHiBB555BEEBgaiQoUKmDNnDj9m9+7daN68OQBg+PDh0Ol00Ol0WLZsmWiOP/74A23btkVgYCBee+01AMDNmzcxcuRIlCtXDv7+/mjUqBG++uors/XLxbz88ssvaN68Ofz9/VG9enUsXLhQ9tr89NNPePjhhxEeHo7g4GDUrl2bP74lli5dyjdfNBqNqFu3LhYsWGA2rkqVKujevTvfGC0gIIBfy507d/D8888jLi4ORqMRNWrUwOzZs2Eymawen5t39+7d/LwNGjTgY0O+++47NGjQAP7+/mjatCkOHTok2v/o0aMYNmwY70KMiYnBiBEjzLpoc3FCJ06cwIABAxAREWGxIeDhw4cRHR2N9u3b840fr1y5ghEjRqBcuXIwGo2oV68evvzyS7N9L1++jMcffxxBQUEoW7YsXnjhBatdxblz0el0SElJ4bf98ccf0Ol0eOCBB0Rju3TpghYtWvCvhTEv1j6rHJY+75bQ6XSYOHEi1q5di7p16yIgIAAtW7bkO3wvXLgQNWrUgL+/P9q3b2/mevn555/Rp08fVKpUCUajEXFxcXjhhRdkXb7cMfz9/VG/fn18//33GDZsmJk1xGQy4ZNPPkG9evXg7++PcuXKYcyYMUhPTxeN4z5vv/zyCx588EH4+/ujWrVq+Prrr/kxy5YtQ58+fQAAjzzyCH/9uM/khg0b0K1bN8TGxsJoNKJ69eqYMWOGWRdlJa5cuYKRI0fy+1etWhXjxo1DQUEBf3ydToc9e/Zg/PjxKFu2LCpWrMjvP3/+fNSrVw9GoxGxsbGYMGGCWWfqM2fOoFevXoiJiYG/vz8qVqyIfv36ISMjgx+j5jsjPz8fb775JmrUqMHfq0mTJpl9nm39/iHuQ5YXH+aHH35AtWrV0KpVK1Xj3333XUydOhV9+/bFqFGjkJqais8//xxt27bFoUOHEB4ezo9NT09H586d8eSTT6Jv375ITk7Gq6++igYNGqBLly6oU6cO3n77bUybNg1PP/002rRpAwCitdy+fRtdunRBv379MGjQIJQrVw55eXlo3749zp49i4kTJ6Jq1apYu3Ythg0bhjt37piJLSHHjh1Dp06dEB0djbfeeguFhYV48803Ua5cOdG448ePo3v37mjYsCHefvttGI1GnD17Fvv27bN6jRYsWIB69eqhR48eKFWqFH744QeMHz8eJpMJEyZMEI09ffo0+vfvjzFjxmD06NGoXbs2cnNz0a5dO1y5cgVjxoxBpUqVsH//fkyZMgXXrl3DJ598YnUNZ8+exYABAzBmzBgMGjQIH3zwAR577DEkJSXhtddew/jx4wEAM2fORN++fXH69Gno9cV/p/z00084f/48hg8fjpiYGN5tePz4cfz6669mgc19+vRBzZo18d5770GpJNTvv/+OxMRENGvWDBs2bEBAQABu3LiBhx56iH9wR0dHY/PmzRg5ciQyMzPx/PPPAyh2/XXs2BEXL17Es88+i9jYWCxfvhw7d+60eh3q16+P8PBw7N27Fz169ABQ/KDX6/U4cuQIMjMzERoaCpPJhP379+Ppp5+WnUfNZ9Xa590aP//8M1JSUvjPyMyZM9G9e3dMmjQJ8+fPx/jx45Geno45c+ZgxIgRovNfu3YtcnNzMW7cOJQpUwb/+9//8Pnnn+Py5cuiTtwbN27EU089hQYNGmDmzJlIT0/HyJEjUaFCBbP1jBkzBsuWLcPw4cPx7LPP4p9//sHcuXNx6NAh7Nu3D6VLl+bHnj17Fr1798bIkSMxdOhQfPnllxg2bBiaNm2KevXqoW3btnj22Wfx2Wef4bXXXuO7rnP/Llu2DMHBwXjxxRcRHByMnTt3Ytq0acjMzMT7779v8bpdvXoVDz74IO7cuYOnn34a8fHxuHLlCpKTk5GbmyuyoI0fPx7R0dGYNm0acnJyABSL8OnTpyMhIQHjxo3D6dOnsWDBAvz+++/8eRYUFCAxMRH5+fl45plnEBMTgytXruDHH3/EnTt3EBYWpuo7w2QyoUePHvjll1/w9NNPo06dOjh27Bg+/vhj/P3331i/fj0A+75/CAHu7ApJOI+MjAwGgPXs2VPV+H///Zf5+fmxd999V7T92LFjrFSpUqLt7dq1YwDY119/zW/Lz89nMTExrFevXvy233//XbbrrXCOpKQk0fZPPvmEAWArVqzgtxUUFLCWLVuy4OBgUZdgSDoPP/7448zf359duHCB33bixAm+4zPHxx9/LNtRVw25ublm2xITE1m1atVE2ypXrswAsC1btoi2z5gxgwUFBYm6AzPG2OTJk5mfnx+7ePGixeNz8+7fv5/ftnXrVgaABQQEiM594cKFZp2u5db/zTffMABs7969/Dau63D//v3Nxgs78/7yyy8sNDSUdevWjd29e5cfM3LkSFa+fHlR91vGGOvXrx8LCwvj18Hd7zVr1vBjcnJyWI0aNczWLke3bt3Ygw8+yL9+8skn2ZNPPsn8/PzY5s2bGWOM/fnnnwwA27BhAz9O2t1czWfV2uddCQDMaDSKOjVz9yYmJkb0mZ4yZYpZV2e5ezZz5kym0+lE97tBgwasYsWKLCsri9+2e/duBkDU4fvnn39mANjKlStFc27ZssVsO/d5E342bt68yYxGI3vppZf4bWvXrlW8X3LrHzNmDAsMDBR9ZuQYMmQI0+v17Pfffzd7z2QyMcbud8J++OGHWWFhoWidBoOBderUiRUVFfHb586dywCwL7/8kjFW3A0cMl3Chaj5zli+fDnT6/Xs559/Fm1PSkpiANi+fftUz0VYh9xGPkpmZiYAICQkRNX47777DiaTCX379sWtW7f4n5iYGNSsWRO7du0SjQ8ODsagQYP41waDAQ8++CDOnz+veo1GoxHDhw8Xbdu0aRNiYmLQv39/flvp0qXx7LPPIjs7G3v27JGdq6ioCFu3bsXjjz+OSpUq8dvr1KmDxMRE0VjOgrRhwwZVrhohwpiVjIwM3Lp1C+3atcP58+dFJmYAqFq1qtmx165dizZt2iAiIkJ0nRMSElBUVIS9e/daXUPdunXRsmVL/jXnDunQoYPo3LntwnsiXP/du3dx69YtPPTQQwCAP//80+xYlvog7dq1C4mJiejYsSO+++47GI1GAMXxPevWrcNjjz0GxpjoPBMTE5GRkcEfa9OmTShfvjx69+7NzxsYGKhoJZHSpk0b/Pnnn/xf2r/88gu6du2Kxo0b4+effwZQbPXQ6XQW3V7WsPfz3rFjR5Hrhrs3vXr1Ev2OWrtnOTk5uHXrFlq1agXGGO8WvHr1Ko4dO4YhQ4aI0tjbtWuHBg0aiNaydu1ahIWF4dFHHxXdm6ZNmyI4ONjsd71u3bq8NQoAoqOjUbt2bdXnLlx/VlYWbt26hTZt2iA3NxenTp1S3M9kMmH9+vV47LHH0KxZM7P3pVbC0aNHw8/Pj3+9fft2FBQU4Pnnn+ctj9y40NBQPt4vLCwMALB161bk5ubKrkXNd8batWtRp04dxMfHi65rhw4dAIC/rvZ8/xD3IfHio4SGhgIo/rJQw5kzZ8AYQ82aNREdHS36OXnyJG7evCkaX7FiRbMvj4iICDOfuSUqVKhgFjh54cIF1KxZU/RlA9w3QV+4cEF2rtTUVOTl5aFmzZpm79WuXVv0+qmnnkLr1q0xatQolCtXDv369cOaNWtUfZHs27cPCQkJCAoKQnh4OKKjo3lftZx4kXLmzBls2bLF7BonJCQAgNl1lkMoUID7X75xcXGy24X3JC0tDc899xzKlSuHgIAAREdH8+uUrl/pHIBi4dOtWzc0adIEa9asEd3H1NRU3LlzB4sWLTI7T06scud54cIF1KhRw+yzJL1nSrRp0waFhYU4cOAATp8+jZs3b6JNmzZo27atSLzUrVsXkZGRquaUw97Puz337OLFixg2bBgiIyMRHByM6OhotGvXDsD9e8b9XtSoUcPs2NJtZ86cQUZGBsqWLWt2f7Kzs80+g9K1A9rO/fjx43jiiScQFhaG0NBQREdH80JQ7jPHkZqaiszMTNU1dqSfVe6aSD9LBoMB1apV49+vWrUqXnzxRSxZsgRRUVFITEzEvHnzRGtT851x5swZHD9+3Oya1qpVC8D9z7w93z/EfSjmxUcJDQ1FbGws/vrrL1XjTSYTdDodNm/eLPrrhUNalExuDADFuAg53JV5ExAQgL1792LXrl3YuHEjtmzZgm+//RYdOnTAtm3bFM/t3Llz6NixI+Lj4/HRRx8hLi4OBoMBmzZtwscff2z25SN3fiaTCY8++igmTZokewzui84SSutTc0/69u2L/fv345VXXkHjxo0RHBwMk8mEzp07y355Kt0jo9GIrl27YsOGDdiyZQu6d+/Ov8fNM2jQIAwdOlR2/4YNG8qfnEaaNWsGf39/7N27F5UqVULZsmVRq1YttGnTBvPnz0d+fj5+/vlnPPHEE3Ydx97Pu633rKioCI8++ijS0tLw6quvIj4+HkFBQbhy5QqGDRtm0wPPZDKhbNmyWLlypez70dHRmtZoiTt37qBdu3YIDQ3F22+/jerVq8Pf3x9//vknXn31VYc+sO35Pvnwww8xbNgwbNiwAdu2bcOzzz6LmTNn4tdff0XFihVVfWeYTCY0aNAAH330kewxOKFq6/cPIYbEiw/TvXt3LFq0CAcOHBC5GeSoXr06GGOoWrWqqgeoGmypalu5cmUcPXoUJpNJZH3hzMuVK1eW3S86OhoBAQE4c+aM2XunT58226bX69GxY0d07NgRH330Ed577z28/vrr2LVrF28FkfLDDz8gPz8fKSkpor9GpWZ2S1SvXh3Z2dmKx3Am6enp2LFjB6ZPn45p06bx2+WumTV0Oh1WrlyJnj17ok+fPti8eTOfvRMdHY2QkBAUFRVZPc/KlSvjr7/+AmNM9HmRu2dycO6bn3/+GZUqVeLdG23atEF+fj5WrlyJGzduoG3btlbPxxM5duwY/v77b3z11VcYMmQIv/2nn34SjeN+L86ePWs2h3Rb9erVsX37drRu3dphf0AoXb/du3fj9u3b+O6770T34J9//rE6Z3R0NEJDQ1X/ASaFuyanT59GtWrV+O0FBQX4559/zD6bDRo0QIMGDfDGG29g//79aN26NZKSkvDOO+8AsP6dUb16dRw5cgQdO3a0+nmy5fuHEENuIx9m0qRJCAoKwqhRo3Djxg2z98+dO4dPP/0UAPDkk0/Cz88P06dPN/uLijFmlkqrBq7OgjQt0RJdu3bF9evX8e233/LbCgsL8fnnnyM4OJg3l0vx8/NDYmIi1q9fj4sXL/LbT548ia1bt4rGpqWlme3PFSazlKLL/UUkvD4ZGRlYunSp9RP7j759++LAgQNmawKKr1NhYaHqubQit34AqjKc5DAYDPjuu+/QvHlzPPbYY/jf//7HH6dXr15Yt26d7IMnNTWV/3/Xrl1x9epVJCcn89tyc3M1FU5s06YNfvvtN+zatYsXL1FRUahTpw5mz57Nj7GELZ9VVyB3zxhj/O8tR2xsLOrXr4+vv/6aT1UHgD179vAp2Rx9+/ZFUVERZsyYYXa8wsJCm66B0vWTW39BQQHmz59vdU69Xo/HH38cP/zwAw4ePGj2vjXLT0JCAgwGAz777DPR2C+++AIZGRno1q0bgOL4QOnvXYMGDaDX6/nvAzXfGX379sWVK1ewePFis7F5eXl8XJat3z+EGLK8+DDVq1fHqlWr8NRTT6FOnTqiCrv79+/nU5C5se+88w6mTJmCf//9F48//jhCQkLwzz//4Pvvv8fTTz+Nl19+WfPxw8PDkZSUhJCQEAQFBaFFixaKcRQA8PTTT2PhwoUYNmwY/vjjD1SpUgXJycnYt28fPvnkE4sByNOnT8eWLVvQpk0bjB8/nhc99erVw9GjR/lxb7/9Nvbu3Ytu3bqhcuXKuHnzJubPn4+KFStaDOrs1KkTDAYDHnvsMYwZMwbZ2dlYvHgxypYti2vXrqm6Jq+88gpSUlLQvXt3Pt00JycHx44dQ3JyMv79919ERUWpmksroaGhaNu2LebMmYN79+6hQoUK2LZtm6q/gpUICAjAjz/+iA4dOqBLly7Ys2cP6tevj1mzZmHXrl1o0aIFRo8ejbp16yItLQ1//vkntm/fzn+Bjx49GnPnzsWQIUPwxx9/oHz58li+fLmmYoVt2rTBu+++i0uXLolEStu2bbFw4UJUqVJFVPdDDls+q64gPj4e1atXx8svv4wrV64gNDQU69atk403ee+999CzZ0+0bt0aw4cPR3p6OubOnYv69euLBE27du0wZswYzJw5E4cPH0anTp1QunRpnDlzBmvXrsWnn34qCqBWQ+PGjeHn54fZs2cjIyMDRqMRHTp0QKtWrRAREYGhQ4fi2WefhU6nw/Lly1W729577z1s27YN7dq149OPr127hrVr1+KXX34RlW+QEh0djSlTpmD69Ono3LkzevTogdOnT2P+/Plo3rw5H3ezc+dOTJw4EX369EGtWrVQWFiI5cuX8yIcUPedMXjwYKxZswZjx47Frl270Lp1axQVFeHUqVNYs2YNX/PJ1u8fQoJLc5sIt/D333+z0aNHsypVqjCDwcBCQkJY69at2eeff26Wqrhu3Tr28MMPs6CgIBYUFMTi4+PZhAkT2OnTp/kx7dq1Y/Xq1TM7ztChQ0UpmYwxtmHDBla3bl1WqlQpUSqq0hyMMXbjxg02fPhwFhUVxQwGA2vQoIFsCiskqdKMMbZnzx7WtGlTZjAYWLVq1VhSUhKf9suxY8cO1rNnTxYbG8sMBgOLjY1l/fv3N0tfliMlJYU1bNiQ+fv7sypVqrDZs2ezL7/80iy9tXLlyqxbt26yc2RlZbEpU6awGjVqMIPBwKKiolirVq3YBx98wAoKCiweX2leAGzChAmibf/88w8DwN5//31+2+XLl9kTTzzBwsPDWVhYGOvTpw+7evWq2bXkrplcOqcwVZrj1q1brG7duiwmJoadOXOGMVZ8HydMmMDi4uJY6dKlWUxMDOvYsSNbtGiRaN8LFy6wHj16sMDAQBYVFcWee+45Pm3XWqo0Y4xlZmYyPz8/FhISIkqVXbFiBQPABg8ebLaPNFWaMe2fVbnPuxxq7w1jjO3atcssbffEiRMsISGBBQcHs6ioKDZ69Gh25MgR2dTu1atXs/j4eGY0Gln9+vVZSkoK69WrF4uPjzdb16JFi1jTpk1ZQEAACwkJYQ0aNGCTJk1iV69e5ccofd7krt/ixYtZtWrV+NIE3L3bt28fe+ihh1hAQACLjY1lkyZN4tP71dzfCxcusCFDhrDo6GhmNBpZtWrV2IQJE1h+fj5j7H6qtFw6NWPFqdHx8fGsdOnSrFy5cmzcuHEsPT2df//8+fNsxIgRrHr16szf359FRkayRx55hG3fvp0fo/Y7o6CggM2ePZvVq1ePGY1GFhERwZo2bcqmT5/OMjIyNM1FWEbHmIYIS4IgCMKraNy4MaKjo83iZAjCm6GYF4IgCB/g3r17ZrEbu3fvxpEjR/hgaoLwFcjyQhAE4QP8+++/SEhIwKBBgxAbG4tTp04hKSkJYWFh+Ouvv1CmTBl3L5EgHAYF7BIEQfgAERERaNq0KZYsWYLU1FQEBQWhW7dumDVrFgkXwucgywtBEARBEF4FxbwQBEEQBOFVkHghCIIgCMKr8LmYF5PJhKtXryIkJMRjS34TBEEQBCGGMYasrCzExsaaNeeV4nPi5erVq2adWgmCIAiC8A4uXbpktSq2z4kXrnz855v/h4CgYCujHcPc471cchyCIDyHPQPGuHsJBOFTZGbeRVzcZIttYDh8TrxwrqKAoGAEBlu/AI5gUottAIAPj3ZxyfEIgnA/oaGO6chMEIQYNSEfFLBLEARBEIRXQeLFgbzUcDNearjZ3csgCIIgCJ+GxAtBEARBEF6Fz8W8EARBOJODQ59x9xIIosRD4sUJCF1HFMRLEARBEI6F3EYEQRAEQXgVJF6cDAXxEgRBEIRjIfFCEARBEIRXQeKFIAiCIAivgsSLiyD3EUEQBEE4BhIvBEEQBEF4FSReCIIgCILwKqjOi4uhGjCOJXVnGq5vTEVMt2hEd4h093IIgiAIF0CWF8Krub4xFQW37+H6xlR3L4UgCIJwESRe3AgF8dpPTLdoGMqURky3aHcvhSAIgnAR5DYivJroDpHkLiIIgihhkOWFIAiCIAivgiwvHgDnOqIAXoLwXKibNEF4DiRePAjKRCIIgiAI65DbiCAIgiAIr4LEC0EQBEEQXgWJF4IgCIIgvAoSLx4K1YAhXEXqzjQce+k0UnemuXspBEEQqiDx4uGQiCGcDVUpJgjC2yDxQhAlHKpSTBCEt0Gp0gRRwqEqxQRBeBskXrwEqgFDEARBEMWQ24ggCIIgCK+CxIsXQkG8BEEQREmG3EYEQRAKUD8jgvBMyPJCEARBEIRXQeLFiyH3EUEQBFESIfFCEARBEIRXQTEvPgClURMEQRAlCbK8EARBEAThVZB4IQiCIAjCqyDx4mNQEC9BEATh65B48VFIxBC+QurONBx76TRSd6a5eykEQXgIThUve/fuxWOPPYbY2FjodDqsX7/e6j67d+/GAw88AKPRiBo1amDZsmXOXCJBEB7O9Y2pKLh9D9c3prp7KQRBeAhOFS85OTlo1KgR5s2bp2r8P//8g27duuGRRx7B4cOH8fzzz2PUqFHYunWrM5dJEIQHE9MtGoYypRHTLdrdSyEIwkNwaqp0ly5d0KWL+tTdpKQkVK1aFR9++CEAoE6dOvjll1/w8ccfIzEx0VnLJAjCg4nuEInoDpHuXgZBEB6ER9V5OXDgABISEkTbEhMT8fzzzyvuk5+fj/z8fP51Zmams5bnlVANGIIgCMLX8Cjxcv36dZQrV060rVy5csjMzEReXh4CAgLM9pk5cyamT5/uqiUSBFECoIaMBOHZeH220ZQpU5CRkcH/XLp0yd1LIgiCIAjCiXiU5SUmJgY3btwQbbtx4wZCQ0NlrS4AYDQaYTQaXbE8r4dzIZH7iCAIgvBmPMry0rJlS+zYsUO07aeffkLLli3dtCLfhGrAEARBEN6MU8VLdnY2Dh8+jMOHDwMoToU+fPgwLl68CKDY5TNkyBB+/NixY3H+/HlMmjQJp06dwvz587FmzRq88MILzlwmQRAEQRBehFPFy8GDB9GkSRM0adIEAPDiiy+iSZMmmDZtGgDg2rVrvJABgKpVq2Ljxo346aef0KhRI3z44YdYsmQJpUkTBEEQBMGjY4wxdy/CkWRmZiIsLAxL9p5AYHCIu5fjNVAcDEHch7KNCML1ZGbmISzseWRkZCA0NNTiWI+KeSEIgiAIgrAGiRcCAAXxEgRBEN4DiReCIAiCILwKEi8EQRAEQXgVJF4IEeQ+IgiCIDwdEi8EQRAEQXgVHtUegPAcqBs1URKhFGmC8A7I8kIQBEEQhFdB4oUgCIIgCK+CxAthFQriJQiCIDwJEi+EakjEEARBEJ4AiReCIAiCILwKEi8EQfg0qTvTcOyl00jdmebupRAE4SBIvBAEYRVvFgDXN6ai4PY9XN+Y6u6lEAThIKjOC6EZqgFT8hAKgOgOke5ejiZiukXj+sZUxHSLdvdSCIJwECReCLvghAyJGN/GmwVAdIdIrxNcBEFYhtxGBEFYJbpDJBp8WBsAvNZ9RBCE70DihSAI1VD8CEEQngC5jQiHQO6jkoE3u4+UoH5GBOF9kHghCEI1FD9CEIQnQG4jgiAIgiC8ChIvBEEQBEF4FeQ2IhwK1YAhCIIgnA1ZXginQY0cCYIgCGdA4oUgCIIgCK+CxAtBEARBEF4FiRfC6ZD7iCAIgnAkJF4IgiAIgvAqKNuIcBmUiUQQBEE4ArK8EARBEAThVZB4IQiCIAjCqyDxQrgFCuIlCIIgbIXEC0HYSOrONBx76TRSd6a5eykEQRAlCgrYJdwKZ33xxgDe6xtTUXD7Hq5vTKVOy17IwaHPuHsJBEHYCFleCMIGUnemoehuEfyC/BDTLdrdyyEIgihRkHghCBu4vjEVRTkm+PnryepCAACSkvagSpUpSEra45HzEd4NfR7EkHghPAIugNdbgnhjukXDUKY0WV0InlmztuDChTTMmrXFI+cjvBv6PIgh8UJ4HN4gYqI7RKLBh7XJ6kLwTJ7cGZUrR2Ly5M4eOR/h3dDnQYyOMcbcvQhHkpmZibCwMCzZewKBwSHuXg5hB94YxKtE6s40XN+Yiphu0SVa8HjSdaCAXceQlLQHs2ZtweTJnTF2bDt3L4fwYjIz8xAW9jwyMjIQGhpqcSxZXgjCBQgzk0oydB18D3JnEO6AxAtBuACKkSmGroPvQe4Mwh2Q24jweLzNfeRJrhFCGXIbeT7kkipZkNuI8Cm8LROJXCO+D6WtugZySRFKkHghCAdDrhHfhx6qroFcUoQS1B6AIBxMdIdIchf5OJMnd+bdGYTzGDu2HbmLCFko5oXwSrwtDobwHCjWhSA8E4p5IQiCIAjCZyHxQhCE00ndmYZjL51G6s40dy/Fq6FAYYIohsQL4ZV4U/aRVnzxQU8ZWI6BAoUJohgSLwThYfjig54ysBwDZd8QRDGUbUR4NULri68E8cZ0i+aL3Hk7woJ9DT6sbXUMZWlZhrJvCKIYsrwQhINwlLvHlzpWq7Ei2Wtp8kU3G0EQliHxQhAOwhfdPfaixl1kr0uJrjtBlDzIbUT4DJwLyV3uI19y96hBjbtHTcE+e4v6xXSLxpV111F014TUnWk+YbEiiJJI/bdiVY8lywtBOAhfcveowZkWDy2uoOgOkfDz90NRThFZXwiihEDixY1sT16OZ7s9hO3Jy929FK9Geh19OY3ak3BmBpE1YSQVN5TNZB9UP4ZwJ1WmVECVKRU07UPixY2kLJ2HW9euIGXpPHcvxaspydfRkcGqWufSYmnSOrc1MSIVNyXN6uVoSkL9GBJongEnVIQ/tkDixY30GD4BUeUroMfwCe5eildTkq+jI103znQDaZ3bmhjxZUuLsx+ycvOXhPoxJUGglSSoMSNRInBlEK8r65ZoPZal8c5ct7truXhTM8YqVabgwoU0VK4ciX//nel183sqSUl7+E7gVCvHdWixrJjyc3Hp477UmNHToZgX38SVqbuchQKAKreMpbUJrR2Orp3ibreOI6wZrnI7ONsKUhKsLHKMHdsO//47k4SLj0CWFzfybLeHcOvaFUSVr4DPNv7q7uVYZXvycqQsnYcewycgofdgdy/HJlxhgXG2lUFu/mMvnUbB7XswlCmtWMlWy9rUzucIXGGVufXmVbutDSXVYkEQarE1foWDLC9egrfFapTkwFgtONvKIGc9URsDonZtrowpcYWlyhHWhpJqsSAIORwVeGsrZHkhVOOplhct6/KF/kfujh+xthatcTWuOB9vinkhCG/AGWKFLC+EU0joPRifbfzVo4QLoM0i5As1YKI7RPLVfN3dz0fOamLJkiL3nqvjYShlliBsxx1WFjlIvBBejy3uN07EeKuQ8ZR+PnLuJUsuJ09IcfbElFmhoCJxRXgK7nYNWYLcRkSJxxtdSc5wtSjN6UluKlsRuo2ckTJr75zCYGAAFBhMeASuFivkNiIIH8cZrhYla46nWHksoSW12xkps2qtOUpWFWEwMAUGE+7Ak60scpB4IUosXJ2dRn8PsOo+cnTdE09EyaXjCa4eDqX74AiBxQmLAQOWaHbbTJ7cGZGRgcjKumtxPyWRIxRUJakeCbnI3Ic3CRU5XCJe5s2bhypVqsDf3x8tWrTA//73P8Wxy5Ytg06nE/34+/u7YplECUNLoK83WB/sRcma4+4Cc0KU7oMjBBYnLNas+UNzTMzYse0QEuKPtLRci/uRVUWMJ8YfEd6B08XLt99+ixdffBFvvvkm/vzzTzRq1AiJiYm4efOm4j6hoaG4du0a/3PhwgVnL5MogUgDfS0F8HqS9cGXsWbhUroPjhBYnLDo27cpKleORKtW1TVZBdQIE0daVXzBakFizjV4m0tIDU4P2G3RogWaN2+OuXPnAgBMJhPi4uLwzDPPYPLkyWbjly1bhueffx537tyx6XgUsEvYi6MCeB3Zd8gR4109ny0cnnACRTkm+AXp0XheXYfNe3DoM5qDah1VUdfWYF5r+6lZH/XzIQDXB97aiscE7BYUFOCPP/5AQkLC/QPq9UhISMCBAwcU98vOzkblypURFxeHnj174vjx44pj8/PzkZmZKfohCE9Aq6vJ2eNdPZ9t6CT/2sfBoc/wmUZaXRRSq4Ctlg5bXSPW9lNjtXCGW8YXLD4lBV+xssjhVPFy69YtFBUVoVy5cqLt5cqVw/Xr12X3qV27Nr788kts2LABK1asgMlkQqtWrXD58mXZ8TNnzkRYWBj/ExcX5/DzIEoWjqoBo9XV5OzxaucLqhHotuDkCr3KwVCmNCr0Kmd9sEasPeylD2Wpi8dWIWCra8TafmpcUGqOrVWMUJyKZ+KLriFLONVtdPXqVVSoUAH79+9Hy5Yt+e2TJk3Cnj178Ntvv1md4969e6hTpw769++PGTNmmL2fn5+P/Px8/nVmZibi4uLIbUQ4BFfXgPEE142WpoyesF4lUnemQbfnrsPcRFpcMGrGOtOlM2DAEqxZ8wf69m2KVatGWRyr1T1GrijPxBfEise4jaKiouDn54cbN26Itt+4cQMxMTGq5ihdujSaNGmCs2fPyr5vNBoRGhoq+iEIR+HqKrye4LrRYtERrtfT0smvb0zFhQtpeP319RYtC5zloVWr6nZbOjjUWCecacFYs+YPFBWZsGbNH1bHarUMeVMqt6+6uEqalUUOp4oXg8GApk2bYseOHfw2k8mEHTt2iCwxligqKsKxY8dQvnx5Zy2TIDwGLcLBWWJBS+aOcL3OEF72nGNMt2hRxVolkcCJiP37zznsoaxGEDgz06Zv36bw89Ojb9+mVsd6kxixhJxQ8RUXV0kXKnI4PVX6xRdfxOLFi/HVV1/h5MmTGDduHHJycjB8+HAAwJAhQzBlyhR+/Ntvv41t27bh/Pnz+PPPPzFo0CBcuHABo0ZZNn0ShC+gRThoFQvOEDvC9doag2NpXfYIougOxW6Qd9993KJIcIaIUCMInCkaVq0ahcLCBVZdRvbgaVYNOaFCqdi+i9PFy1NPPYUPPvgA06ZNQ+PGjXH48GFs2bKFD+K9ePEirl27xo9PT0/H6NGjUadOHXTt2hWZmZnYv38/6tZ1XNokQQjhKu1uT16uOMYTmzhqFQtWhQADHvvmCbTb3MGm9fTO743Xmk1G9CPaYl8srUvtOVoSQNZEAvc+AJc9jD3twW8LrrRqqLleckLFm61KZGmxDDVmJEo8z3Z7CLeuXUFU+Qr4bOOvFscqBfB6cuAqh8U1MuCx1U+g3dZi4fLDU99jT5edqudut7kDHvv2CQDAnsSd+KHf96qznR1x7ZSCjIUNGa3hqLou7jqWqwNpXXk8V94bT6EkihaPCdglCG9AWmnXFjwh0NYallxSQuECAI99a9kCI7R0CIULALTb2gGPrX5CcV8t61KLkoVGi4VDayq1PQiP5ah5XR3f4UqrRklw/1BcizbI8kIQNiK0wni65cXa+qQChEPJAsNZOvoH9sPTuWNU7+dspOd5682rDvuL3Vl//bu7ki/hekicyEOWF4KwAy4GZu5rE81iYZTiYzypeaEc1ixDe7rsxA9PfW+2/bFvn0Ct8fXNYkliukUrCpdFgQuRbEx2zMKhLdBYep6W/mLXavFw1l//3LxaeylJcYYlxB6rkC/E9RCeC1leCIezPXk5UpbOQ4/hE5DQe7C7l6MZLgZGr/eDyVQkioWRi4+xp5Cdqyw2ao+jZIFZFLgQf8//S9W4b3JX213gTvgeJ0hsmVMp5iUpaQ8mTlyNoiKTx8RReGJchz1r8sTzcQdkZVEPWV4It5KydB5uXbuClKXz3LYGNRlESnAxMA916m4WC+OI+BghroqVUWsZ2tNlJxYFLjTb/nTuGD4GxpKLaV/vvTYVuOPgrCxX1l3n39OSVcWd54Wv3rQYrDtr1hYUFZng56e3aklRa0Gw19KgZNlxpwXDHmvT5MmdERkZiKysuyXK+kKxK66BLC+Ew/EEy4uWDCJ78QbLixZSd6ahdXJbWZdQRvgdhN0JN9ueZEhCculkVOhVTvV5yJ07F0vjF+QHP3+9zdfFWpaRlvgQSxYE4TxcwCw3jjHg3EvRMFYoRNxL6ZrP4dKHEci/UgoJ60bhwsX783pTbEtJtL6QYLEdLZYXEi+ET+IOAeXqPkiORiomlCwsUjhXEQBVrh0ta7AVoXix92FvaX/u4cxVs92//xwmT+6MMWPa4dxL0bj8cQQAoPoHqZoEzKUPI3Du5WJLU1rHY3jxzFuYPKX4+N4kCLxJaNkDCRbHQOKFxAvhYqRiyRuFjFytlFrj68taYDh+eOp7JBuTcWXddQA6TZYXZyIUL8582CvFzpx98b5w4VArYITChaPiC+mo8VEqf8ySIAg8GRIrzoFiXgjCxXhCnI+9yMWW7Ou9F7d0t2THZ4TfwZ4uOxHdIRKN59VF43l17BIuzurV5MwaIWPHtsPcuf3M5jdWKDQbe+7laKzpnWYxfkVOuEjn8+aqsQThKEi8EB6NPYG3rsTRgbwcruzULBfU2zu/N6JYlOz4sDvhqlsJqDkPZwUva3nYDxiwBKVKjcOAAUvsmj/upXRU/8D8PMquewgPXugoW0hOSbhodTkRjoU6OHsmJF4Ij0MoWJxp0ZATRraKpYTeg/HZxl8dHl/jzsq9amJerFXi5VBzHrY2dnQka9b8gaIiE9as+cPuLB8lATMe4zGn2SuibSRcCEIbJF4Ij0MoWJxl0ZAex9I2W3BUI0d3PdCbfv6QrHDJCL9jtk2NgFFzHp5Q6K9v36Z88C2XPfT66+stihhLIseSBebSh8UxMdaECxV7U4+914qsLN4DBewSHoerMoXkjuOsYzs6gNeZKdbWWgVobSXgLCxdA2mqtC1Brtw+WVl3kZaWqxjwqyYgWEmgGGILUXC1lNl2ocXFm7KL3I3Wa0XixLOggF3Cq5C6ahzpglFyAymJFEvHdmf8DRczcn7BJbMibo5EyeIiFCaWWgmojYFxBJwr6sq6G7LxNMK/woVNC5OS9qBMmRdQpswLFv9C52JZ3n33cYsBv2oCgpUsMNaEi3B+afsAssiYUxIaOBLFkOWFcDvOLCinNLctx7RnnXKWFy3WEy6NGXoAJthdxE0OLRYVS4Xs7LHAqLkm3JigGoHIOZuLortFKMoxiVK8Dw59RvRXOFdETlhMDoDLC78pWWA4LMW4SK0KnmSR8ab0bbK2eC5keSG8CmfGtSjNbcsx7VknFwMjjIPREozLxYxENA+DoUxpVOhVThQfYm9WklZX0PWNqfgmdzWSDElm79ljgVFzTbgxOWdz0eDD2qjQK0Y2nkb4V7gwI4grWx8ZGcj/hS60zDiTuJfSYYg1T6MGil1IloJzpVYFT7IyuOr62QLFsPgmZHkhCBfDWWEcGbciV2BOC4998wTabRULDksWFOHaOx/viv5/DBS9vydxJ37o/73mc9RiebE0xlp7AClaLAdKY9XMYY/lxZPxZMsLCRbvgSrsknhxGZ7Qx8gTUXNdHBnEm7ozzb4qtwxoOa49et3tBUC96yd1ZxourriKPqY+GI/xAIDkUsn4of/3iO4YabeoshWt4kUL1txRSm4ca8KFQ6uA8TTh4M71kFDxbshtRLgMb68s66wgXO66LJs1VfXcalw/cmM4SwSgQ1FOkSo3lNk8OiClz3dY578O3zRdqTpm5frGVMAErNWvRZIhCWuxFvMK5+H6puI1ODrV29I1Ojj0Gf5HK0lJexAUNBF+fmOtFqgTumuE7hJLbhxL2UZSzr0czadRq0HOZeOOYF7umK+/vt4lLiRKay7ZkHgh7MKZ8SquwFHiSyqCegyfAL3eDyZTkeq5tcR7XFxxlX+Ac9sAplooyB0rumMkDiTtxh/PqA9G5sRJpUGxONDvZywMSoJfkB+CagTi2EunkXU6R/VcapCevxrBp+ZBPmvWFuTm3oPJxPDttwctrkEaPyMXVyPEUh2XVlfOy2YhaREwcqJJWKNGTWaVI5AGQjsqFoeyqgg5yG1ElGgc5faSy0TSMveHR7uojve4uOIqYLrfwdmW2BmlfRwVhyPNjnKU20h6/gB4t1T+rbmyLgs1WTlJSXswbtwqAEBgYGnk5MxVXIMWt4jayrmOrrArrVEDwOlZSc5yF5llWZGFxWchtxFBqMRRNWXkLFBa51ZTYTa6QyQqDYoVWVhsqUyrtI897QiEVhBpdpS9biNubgCIaB4G6IGgGoFmbimpCyUpaQ+ysu6KMovkGDu2HRYsGIDKlSPx4Yd9LK5FbWaNkiC52etXM0GiVAdGTTNHKUIR8e67j5tlVjkLZzWM9KSsKsJzIMsLQajEUVYaS/O4uxKvdLwttWjkrCyW5lFzDOHcAGSPc3DoM2Z//XN/tfv56TF3bj9VmUSvv74eAPDuu4/Ljrcnq+hmr18x6eD7ivsq7Tcf87EjciNu3/7Y4trVVAT2JsjKUrIgywtRonF2EK698TFq53FER2mtlhSpRUZrLRq/ID8U3S0yCyi+uOKq4jxamzZy/+fiaoTHkv71P3lyZ/j56VFUZFIVQDpr1hakpeUiLS1XcbzwGErxGPlX5CvnTjr4vkWrjZIFJhrWLVfOijlxJRSAS6iFxAvhczgrA8pRwclq57my7gZf/l6IFlFjb7aPlv2jO0TCz1+PohyTSIhcWXcdMAHQQXYeS8cQuos4UcUJrJyzuVZFz9ix7TB3bj/Z8vpyyBWws4RS88bqH6ai4gv3XUNc7IotrQTSOh7Dxkqr8e67j4vGSYUTN/e77z7uEPcNBcoSngy5jQifwxdqz3x4tAsOTziBohwT/IL0aDyvLv+e0IUS0y3aaQ0abUHOBXR4wkkU5RTBL8gPjefV0TSfJVfU+QWXkP57BiKah6HauDirKdLOKKfPuWpSU7OQm3sPkZGBvGuHMeDcS9EwVijExqD1moNZL30YgfwrpVD9w1TodK45H5fOT5YVQgK5jQjCAnNfm4hBzapg7msT3b0Ui3Bl70Prh/CWltSdaSi6WywEOOHijAaNtiIXCFyhVzm+pYFWLFllcs7mAqb//lWBowM/hbEv/v6lzd7X6YAaHxVbXLSUz+csHhuD1qPGR/LCBXB+IKsj56eaLISjIfFCWMVaDIm7ui0rHdea2+jXbT/CZCrCr9t+dMUyNcGdU+rONFn3yPWNqcXWGH89ojtEanYL2VoIzx6Egkbr8S1lUkljX6y5N7i6LLNmbcGAAUvsdokIBQnXeVrq2uGQCgGhS0bY5XrAgCWYOHG1KqHjrOweV83varIObcLl+SOQdWiTu5dCOAASL4RVrIkBe2JMlASIGkGkdFxrMSUPdeoOvd4PD3XqrmlNWrB1Du6ccn/S8Y0c5YJVbU2TlrPUSAWFdIwWMaNUAZjbpqUQn/D4hyecxOEJJ0TzSsWdNO5EDk5wrFnzh1lKtVYxIy1QxwkjuTmkQkAofIRBwmvW/IGiIhP8/PQii4ez4k+cHddii5XFWSIj40AyijJvIuNAskPnJdwDiRfCKtbEgD2BrEpl9NUIIqXjWquvMvG9uVhx8F9MfE++EJkjAn5tnUPunIQCRa1YURIccpYaqViQjtHimpIbK9ymxlIkd/yinCKzQGDpeABWLRac4Ojbt6nIEmJLV2SpIOHK4nOp1pYQCh9hkHCTJnHw89Ojb9+mIouHs7o2W5rXXQG7zhIZYS17wy+0LMJa9nbovIR7oIBdwq1sT16OZbOmwmQqsrk6rTPWpHRs6XtKY52xfi01YLQ0RLRWbTeoRiByzuaqCgqWm8veqr3FTSdvAGCo0CtGcd5ReQ1FQbGO6BSthTJlXkBaWq4oaFfr3EpBsgMGLMGaNX+gb9+mWLVqlE3rk8PS2iwF7MpWMnZQHEvWoU3IOJCMsJa9EdKkq0PmJLwD6ipN4sUjUPsA99TsILl1CdsA9Bg+QVZ4OQst4kX4YAdgU8dptUXnAKgSJ45qPSBdn1IBOrmHr/Sha+nhLfee1vFK61BCaX3WCs85ozS/GmHjF1oWFcd/abYvCRDCFijbiPAI1LpObCnRbzGmhDGEfJiKoOXqe8II5wtano6QD1OR8qX5+oVunZSl82AyFUGv9zNzXbkriFkOLsi3KKfoPxGjjqAagXwZfinCGjRCt5Cl+BhHZ0bFdIsG9FAsQGepYSE33pLbRO49S+OVAlzl1qHkklGKjQEsF55zhltJ7ny4dbdqVd2iC8Yb4ktKQgCvL58jiRcfwZMelhzO7DitKIwYQ8hHtxC8MgOhH99WLWC4+Uyfn0fox7cRvDID0yvNQVSMcr8i7vyGTZ5hJrycUSiPC+C1BCcerqy7LoozAZ9uq5B3K4OlVGTTPRP/rzDrh6uke2XdDTMRY0kMqUWaiVRpUKziQ13u4SsVEpbSgeXesyV9WG4dasUGFw/D/V/JquLstGku8Hbiq9uLA543XkDF8V8qWlW8Ib7EGwSWvfjyOZLbyEeQ62rsyyi5mkI+TEXwygzR2MwXyiBncITV+Uyfn8fQrIGi7dkDw5D1kvbqtHLrs8U9Zm2eI7VWicbzrpQgP/j5623qUaQm1kWu8Jywk7RfQHGlXWHna2k3bFuQc2VZK05nDWd1Q3bUMZ1dLM7seBZiV1ztDnLm8UqCa8vbzpHcRiUQZ1o5PBElV5OprHlPGTUWmJ553c2Ei9J8gHVLl9z6bLHGyO1jaR7OClKhVzm+iJ21eilSOPdOztlcxfoscoXnuGNXGhTLF9gTxsTABEAv3yJALcJMJG5NnOvF1uwYZ2XyKKFVLHlSV+WQJl0tWlwcSdahTUjbluQ0y4Erz8Vd+PI5knjxEWyJG/FFcgZHIPOFMmbblQTM9uTl2NZuOkI/vm32niWLjTUhIlfFlxOYtRo1U+3ikxOlloSqUKTYGmOiJp1aTgwppXQXVwUubnNQaVCsXcG6/wzvg7zk8fhneB9gaxYKbt/DzLd+gGn3CZtFiC3iwJ40YuE61czjyGJxlo7njMq39sRcZBxIBpgJ0Okd5n7y5RiQkgaJF8InEFpCtAgYOVcRYN3VZEmIbE9ejv1bNsBkKsL+LRuwPXm5yNXz95GDqi0wXGxNytJ5/DGEQtVSHIyt1XcBmAkTNXMpFai7uOJqsYvJ309RuKTuTEPqqxcw4kg0/le5o+KPkFcHNEOlciF4dUAzAMCkJxuhUrkQTHqyEQDLD2phVdu9e8+ouj5C5ISSWkEjFEuurrPCHW/iq9tRpvMRlAqbijKdjzitXL89MRdc3Exkp7EOsxz4cgxISYNiXgiPRm2ciFzMT9DydIsWFWvvq1kTZ4ERHpdbC0dU+eIHgzDFWkvsi5p4JqU0ai2xLlpqw8gdo+huEd9I0s9f3HsJeli0uvCxOnodPnuuPcb2aGg2JinlKGavOohXBzSTfV+Ivn1di7Ei3HsA4OenR1GRSVNMiWydExWp2WrmsdTs0V741Ov4fvyDXCnd2RF4WsyFp62HEEN1Xki8+Ayj2zdATuYdBIWGY/HuY4rjlESOkkApivaDX2qR2favQlai0543La5JWuuFOy5Q7E6q1agZ/j5ykP9X+J4ttWy0BPpKRYzWYnVyxeCsIQ0SLrpbnJZdqVwIWtUrj7W7z6BP+5pYOVW5Tk1SylE8++luFJkYKpULwT+rR5iNqdrvS1y8kaX4PjcPJ3AA8P8f/1E/8bikPXwl3MTEeti//5zdAbtqBY01uH30eh1MJmazeBGuZ9aFAWbv2/sgJyFAOBot4kU+GpEgvIyE3oNlH+ycBUUqYJSEi/6ZalaPJbWcSAvYAZC1kGitwCscI5xPi5jhrB9qXEfSOBm14kV4DGFm06sDmmH2qoMoMjHsP37N4hxjezTEz0euYO3uM2hVr7zsGG4+TpjIMXvVQVy8kYXZqw7in9UjFC00Y8e2c3hmkdycrVpVx+XLd9CqVXXV83DupFatqvOiyhZELqn+xeJFKjjsES2sIBemu9nIOJCMkCZdScwQLoXEC+HRPDVxksiyYQtKAkZI5gtl0GmwZYsLh5JQklphLCEM+FUSIEpj1OzLwQXPCrHUDqDobnH6s7XYFmzNuu++GY7iHw7Ja2uCg2P/8WsioSN1E3E/QqRjlASOafcJ/v/69nWtrsVR7N9/DkVFJuzff071PvYKKy5+JSu+H/zSk5EV3xucDVoY8yEnMNQIEG4OnX+IqJaLtbkJwpFQwC7h0TgqiypncASKov1k3yuK9rNaB0YNcmtVSqlWk9ouHCOcx9K+XACvpWJ2Sp2liwNrTagQHIhXy9RWDKDF1izeumGNsT0aiiwgSSlHUbXfl0hKOWo2VhqAy1lRpi7Zz+8j3V9oaZE7nhym3SdEYobDGQGySplM9hxLbl8uU0gYeCuXJmuteJyagFZujoh2g0Xzc9uNFeMpo4dwOhTzQqhCi6vCE3sVKcW+cEiDdOe+NhG/bvsRD3Xqrth9Wg22Fg+UXkNb5tESxCssMDfvuUd4USAXX8JZO1rVK4/9x6+pCqDlUBO3Ij3OrTt5yM0vRESIESGBBtH+WoJ4pXPP+e6IyDXDuVkiIwMREuKvOQZGS3AudyxbCs/JNYB0VLZQasoc5J78BYF1HkZ0j0n8di0uocvzRzg9EJjwTahIHeFwtBRYc0ZpfK1IexVZEi6AOI1amOr867YfVR1DCWsWFukc3Otv584RXUNbihByFhip5URYK4Xb9vGQh1GpXAjmPfcI734RWkGEcNaN/cevyVpghNaRgTM2w9DxMwycUWwJsjSvdA5OlPgbii1mOsH+ZcMDYOj4GX4+csWqpUWO2asOFpe5/7b435lv/YBJTzZC5crFYs6WejGcIHn99fWyVhVhDIqtheeSkvYgPT0PAJCe6+fw2iz5l08BzFT8rwC1KcZZhzbBVJAHvX+wy1oDCGu3UB2XkgOJF0IVWh6enlDtV9qrSIqcC4kTMELR9VCn7mbjuAJ0Kz+aYVWkCV1JcmJHKvS41wDsvoZPZXyApzI+sOiq4ZC6W9S4X5SEiNCVs3b3GRSZGFbv/BtJKUetzsut9Y0l+3HxRhbeWLIfdwuKoNcBnZpX5vf/4++bKDIxfLvrbxuuzP2192lfkz+HsT0a4vyywZgxtIVNwoITJIC8+BEKFi2F54QuoYmvbgdjDNDpEdHO8VZNJbeS2l5FGQeSwe5mQWcItDkYWKv4EAorquNSciC3EeGTKPUqAqzXeTnY8V/MPvGGottrULMqMJmKoNPpUCYmVnGc0PUDAMtmTYXJVISg0HAEBAXJplArudxscRs9lfEBAG2uGkvIuWiUtr2xZD90AKrFhuHg6ZsAoOr40T2SkJaVDx2A8BAj8guKkJtfaLZ/SOd5yM0vRKCxFLK2TFBci61Ig3qFqdXvvvu4RdHh6F5JQsuKGveNu1Kgsw5twp09X4NBh4h2gy3uq3QMW1xOwrkAUMaTF0NuIy9FS2doT+wi7Uko9SoSxrYoVeJttqMKvui3WVGQlDYYoNPp0DKxh8VgYqFV5du5c3jBAxQXrPt27hwzoaIU9JuXk4Og0HCrlhi5z8WrA5ohIsSI7NwCi9YXS3B1WKRuImnALEdmTgHSsvJx804e5r3wiCpXEQAwwb8hgQbeZaTXAa3qlUfVfl9i4IzNMBr8EBlixPvj21hdi/Q8hFYoJauUafcJzH9xNSrHvIz5L67GzLd+QFpaLtLScs0sKtIAWnvK+QutLHIuITW9auy1Pti6f8aBZJjuZkNvCLAqHJSOYUs3auE18eVePoQYEi8ehLfFlXgqWirnWmslIBUDKUvnIf9uHsrExFoN5O0xfAKCQsORl5ODewX5AIDAkDA8NXGSqOqutXuYsnQecjLvICAoyGoAtNznYmyPhggJNCAtK19VhpAcU5fsR5GJQa+DSITIuY642i56HZCVWwAAquNS3hnVChEhRkSGGPHqgGaY8d/r8GAjtv5+ARdvZGHt7jNIz8pHcKBBNKdwLUqiRCpwlASPVKy9OqAZIiMDERkZaOZOclRjx6SkPQ6J17BFADhify3ZRkrHIPFBqIXEiw04y+rhbXElUjzBGmRLyX9LAsb0+XnVgbPS80/oPRgBQUHIybyD0gYjospXwFMTJ/HWFU7EWLuHWu719H61UKlcCKb3qyXabi1Q1lpcDGcRCQs2YmyPhvx4wFyYcMcKCzYiXaNgGtujIW6ljEVqylh+Ts6KowPM4lSk+3JrURIl0utgKW6nyMTgp9fxbqjUdaORum60mUXFnq7P0ngWR8Rr2CsAbN2f2y//8imHx51ojYWhwF3fh2JebMDW9Fdfh7suer0fhk2e4ZY06ZAPUxG8MkO07QvjUnQ98K7VfeWEz4kHr+LNS5NUpX3LfS5cnTbOxbloRRoXI40fkb7WWqrf1hgU7jjSnkfW5rb32Er7C7dLWw6oReoK4mI2jBXjkX/5lNfHa6iJmdEa2+Ls8YRnQDEvTsYTrR6eQI/hE6DX+8FkKnKbOyvrxShkDwzjX38VshKGl+JVWYWkFpjsgWGIWNBGVZE8pbgURxXZsxc5y4pwm1KBOKXib2pSntVkLMmtTW5d0maN1uJb1B5b69rVxNUA2orQcfEf+ZdPiSweWYc24eIn/XHpk342WRDcZX0IadIVYS17I33PcsW1a3VNOXt8ScWbLVRkeSFUo7Ufj9se2Iwh5KNbOHX9CJ81JNf9WYmg5enQ3yxE1otRwH8BttbwFGuckuVFzlJiyXriyMwda3Dr4IrQZeUWID0rn38ttwZ7CuXZg7XjcllKwoaMXAdnJUuE1FLBvTYV5IHdzQIAqxYEOWuHO60P3LEB62sn3IenWajI8lKCcWbciZogYY+wNOh0yHopGrNPvMGvV4u1LGdwBLJeilYtXAD3W+O4mi5KyFlK1BSikxMNXMaPmqwdNXDr0AG4eCOLj23hXstZOawVynMW1o7LtR7Iiu8Hv9CyvHDhYkDk/tKVxpjwvYPAoPMPgd4/2GoQrFz2jjutD2Ete/NrJ+uH5+LNFioSLz6GM7OQlB7QcoLJXhHlCBEmzPYBICuqHCX2bBVtSse3dV1KIkJOjNjiWuGKx327629VWTtq4NYxY1QrVCoXghmjWoleW3JNqa3Yaw9y19TacYWCRPiA0NI7KLzdEFR6/hvEPb/aahCs8BicQALgtsydkCZd+bW74/hSkejN7hFn4s3ZXSRefAxnWgCUHtBygklum6UHslxKsr0iTJjtozSPq1LOlc5d6fi2rosTEc9+uluTFUSt5YSzRQUYSqnK2tFyXLVVfi3to+Vc1CInzLQ0nFQSMkrIPVCMFeMBnb743/8QPpCF+6TvWY6izJtI31OyakAJr4dUJFLlXd+DxIuPYYsFwF7rg5xgkttm6YEsfc9RIszaPK5y9yiJOWmQL3cvQiPKQK/3Q61GlsWA1F306oBm8NPrUGRiooetkruHQ66DsxycNeT98W1EsTOA+loucse1GgArEAfW9rHHCiSHLfVjlLD1L92884cAZir+9z+U3FG6/xLbdXBfOKMtlg57rSPC6yGtOWOsGO+17hFCHhIvhN3WBznBJLfNklCQvueo2Blr81jrPcRhr8Cr1aiZmRiRKz7H3YvzJ47CZCrC30e0PYDH9miIz55rL1s47uKNLKze+TffM0j4EOaq8KZn52vK4pF7aGuxfKi12AiPY2mfpJSjyMot4IvcORpuHXLXz1b3lZqHtpwgEVpx7uz5GkWZN3Fnz9cIbzeEdzvZe1wtYy1ZPtRgr3VEeD2kNWekmVyE90PihXCZ9cGSkPCEQF9LIo7r8vzt3Dma5uREz5H9e8zEiJLFSq//ryS+3s+meyLnSuEsMgDgp9eZBcNyVXgZA1+YzRKcQGlVr7yiUFJj+VAbdyMUB5b2mb3qoGz1XW7NUT2SEN0jSZNLSXg+reqVh59eh/yCIoup5FIsPfzVPLTlBInQisP+c+iZ7hbHd6l5UGsRC2rGylk+tFg67A0elbNqeXNAKmEZEi+ERwgHDndW6XWGiLPUJVrJYjVs8gxEla9gc6E/OcuH0CLz2XPtZYNhlWqqyM3LPdD3H7+mWGGXc7NE90hClBXBoLbnkDW4Y7eqV150XK7cf3pWvuY2CcLz2X/8GopMDP4GP02WFksPf6UHrFJMixwR7QYDOj0AJjqGJdEke1wG9NthQOffSqlao3TMU8YReC5iBmzxWDkjeNSbA1IJy1CdF8JjmPvaROzfsgEA3F4vRYqW+jXSbtJy+9laD2d78nJs/2Kmxdonauqk2ALX8TkyxIhOzStj7e4z6NO+JlZO7aK4D1fDBYBZlVy5cVzNGWuvrdWhER63Urni74GLN7Kg0wERwUbMGNVK8ZokpRzFK/N/Rl5BIZ56pBZ/fsJu2Zb2B4BqWx8VvbalU7PWGhxqar1YXAcD+u00oPPvpQEAqx/Jx5YWharWCgCdfyuFfruMAIBkw4+YV/ChuuN6Cb5wDp4O1XkhPAKtVpRft/3I/9/d1Yvl+hSptU5x1pZls6YCkE/RtjXOKGXpPEWXDGcNUVMnxRaEHZ85C8T+49dkxwrdSpEhRuh0MAsiFiLXcyjQWAqXbmahxdhvzOJYrGVVvTqgGSJDjIj4bx9u/rnPPyLqmyTH7FUHkZtfCMaAtbvPiLanZ+WD/fd/LVYhWywAWhodKh1DajGxZAESChcA6LfLaGaBUUIoXACgd0F3TDC8pOq43oIvnIMvQeKFcBpaH9APdeoOvd4PrTr3dLsLS2uqtxA1bRJsdVH1GD5B0V3BPaDl6qRYaw9gaRvHO//N986oVlYDVIVupdSUsZj7/COi8dLjyKVJ598rAmPAwdM3zeJYrGVVAUBqyljc+k+oaKlpwwknnQ7o074mv10p3sVZSINO07YlaQ6ulQoaqZgRjr0TbDKbS0nACPeTCheOwtaP8seVS/X2Nih+xrMgtxGhGq2uDle0CnDWMeTm1dICwBmtFGxtugiobw8Q0nkecvMLEWgshawt6oSVnAtH6mIZ81hDnJ9fH8bou6jY96xiawLhXD8fuYLVO/8uPnddX/Rp0gSPf3CdL3yclHIUU5fsB0OxsLLUMFJNo0VrwkbaxsDSPlK3kTUsuSSyDm1C2rYkgJlUtQkQjuUK4ym5OqRuJSUhInUhcfs9ZRyBsfnmn91ltY9gxbX3+OOqdYGRa6ZkQ24jwilotaS4IhDYWUXmtKZ624KrCuQB6tsD5BUUiv7lsGSRUSriFhJoKA6OXXkQ5+fXx5XkGji/oD4ur6mhaLkRzrVyahfMe+ERPB08GGPZOJT58yFMSjQhacN9aw0DkJ6VjzeW7Dc7JzW1YbRkRnFzv/OfZQuAw4rhWXJJhDTpishOY1X91Z9xIBlgJkCnV1XRV2pN2NKiEKsfyTcbJ7TAZB3aBFaQi76lBssKl9WP5GPFtfdEx1VrtSDXDKEWEi+EaoTl9t2RDSSHK3sK2RL3YkmYqF07566y5yFpqT0AcP8h/NQjteCn16FprbKiB7Olh7xUiEjTqD+q+BquJNfgx59fUB/d7z4p68aRztX97pPon33fgvLYvSdxcdH9fXSSf4XnqaY2jJr6LEJXlLUaN1KsdYbm3C/GivHQ+YeAFeTKjlMbM8OJhMhOY61W9FWycmxpUYhltY+YjecETMaBZPS62wXjCkeYjeEsNNLjcmvhCupZW78a1wyV/C/ZkHjRiDtTed2NmnL7rsYV1h1b7rkaYaK0dunx1n8+HbeuXcHU/6wLWlCTciy1dhTseBY37+SJHsxamjhK06ibtwg224ezwADAwBmbYej4GQbO2Cwac3lNsaVGSuNmgfz/Z4xqhcgQI9h/5yqEi1FpVa88xvZoiFcHNDMLtFXTXkBJpKgRPhkHksHuZsF0N1vWmsBZGnJP/gIdmOI4ayKIQypyLIkeS1aOFdfew3zMN9veb5cRq3MXYzzGm723rPYR3rUkd1w1VhUtgc1kpSnZkHjRiCtN/Z4E90Ct1aiZQywdzhSBjp7blntuj6iSHk+Y5aMV6YNXbZNB4YNfipIgUipcV7HvWVQb95fZPJyAWbv7DIpMDGt3n+HXe2RxRVnhcr3tNqQ1/VXU2yg40IB0mdot0owoay0QuPVP/a/5pDXhJme5kmKtu3JYy97F9VmYCQw6s+aKnFCxJoJswZKVI6xlb3wXukfWAhNVaB6LMB/zseLaezYfzxYogLZkQ+JFI650U3gS3AP17yMHHWLpcKYI1Dq3pc7Oo9s3QGZ6mqj/kK3zqUX6GRNm+chhKWtIKiTUxngIH/xcgTduP2vxI3KF6ywJmBnVxsFPr0Of9jXx6oBmeDp4sMhVxDEf8zHh0Edmx7fmEmpVr7zoWjBAVOKf6/fEiRYGICLEiOzcAsXmj3LnLXdNrXVXFsazRLQbzAezpm1LMosZsSSCtGItMJazgOx+ooZsDIyQZbWP4LvQPVbX5eiCcVSArmTjEvEyb948VKlSBf7+/mjRogX+97//WRy/du1axMfHw9/fHw0aNMCmTZ7j0/SkarSuxNGiTet8WgSB1rktdXbOybyDgrt5ov5D1tbj6F5RSn/hK1kKAGUhIfegl3v4Cse9sWQ/ikwMOh1ENVO0xo8oCZiWZ/tgZOAgtGlUwSzGhWOZcRHWYi2YiuNwcK6itbvPiK4FJwa5Ojjf7iru93S3oIgXiVywsbVGlWrOW4hcnIb0ISwNuuXGWBJBSnMrocXlsqVFIdJl0qgBID3YhN1P1PAYEaE1DobiZrwXp4uXb7/9Fi+++CLefPNN/Pnnn2jUqBESExNx8+ZN2fH79+9H//79MXLkSBw6dAiPP/44Hn/8cfz1l/mXHuE6HC3atM6nRRBomVuuszMHF6As956l9TjLOicVGW/8J1q4hy5nYUhKOWrV1SEt5x8ZYkTWf5YG6TguGDbAUAqzVx3Ez0euiOZUCmiV40f/75CkW2C2vX/2CJT/dIKsq6jauL/w4PjriAy5n8KrNnB29qqDKDIxUb8m7ty4OjgBhuIsGn+DHz8vd/04K40lS5WWGjJKnaCFSINu5ZDbV4sg0VIAr/NvpRCRLf+oiMjWqy5k5wq0xsFQ3Iz34vQ6Ly1atEDz5s0xd+5cAIDJZEJcXByeeeYZTJ482Wz8U089hZycHPz44/1qqw899BAaN26MpKQkq8ejOi++ibPquWip3eKo9QS9r60GSPenEwGY1yQRlutPTRnL1yGRK8Nvrc4J11JAWh9FbgxXHE6pdP/AGZtlWwckpRzFM5/sgokBT6EPxsoEfUq53nYb+k7PBSBfl8bSuVl7T+3+0loyalCq8yJ013APTrXl/4XI1U1xRgsCpbovUrS2ErB1vY6ek+rKeBZa6rw4VbwUFBQgMDAQycnJePzxx/ntQ4cOxZ07d7BhwwazfSpVqoQXX3wRzz//PL/tzTffxPr163HkiHnwWH5+PvLz7/tkMzMzERcXR+LFjbiiOJ2jcMRapWJk85l0rDtxG73qlkGXmhF2rU8417z3+4nekz50heKAEzTcmOzcAqTJiBNOEESGGBFspfAaN1ereuWx//g10XGF6zB0/Iy3dhTseNbsWEBxTMnhQR/IWlo45mM+fiu3hV+vUjE8S+JESxE6pX0tCTsl1BSps+fBye1rrBiP/MunbJ4jfecXYPfyoSttRESHkaI5lITLLV0aolik2XatAkZr7ybC9/GYInW3bt1CUVERypUrJ9perlw5XL9+XXaf69evaxo/c+ZMhIWF8T9xcXGOWTxhM96UkeUod9jmM+kYteEsLzZScwux7sRtp84lV1I/LLj4YcP9RcK5VBhgMU5lhorCa5w7RShc5NbRp31NPgBXeiyu39A7o1qhYt+zMETlyV6De0GZ+K3cFqtxJNYCkJUyjLSkkHO9otTUgnF2vyMhpoI85J742cztkZoyBxdm90BqyhyzfYTupowDyWD3iv/wY/fyRXNYqrT78qtGq4Xs1OCqbCGKa/FNvD7baMqUKcjIyOB/Ll265O4llXi4mI9ajZp5ZE0ca8G/Qe8/qukHgEhk9KpbBtGBpdCrbhmb1sfNteiPG4iPCtA0lzQzSVoVVmp9UKrRIicGpFlHSqyc2gWfPdeez1QSHkvYb+jymhoouBUgO0fpnFD8/GRx6q2lKrmt6pWHTgfcupOn2KBRLnZFTdaVWmEnd13OJ/7E/zgCpdRpgIkCe7MObULuib0AMyH35C9m8whjPMJa9obePxgoZRRlMalpEWCtkJ0nQXEtvolTxUtUVBT8/Pxw48YN0fYbN24gJiZGdp+YmBhN441GI0JDQ0U/hG04qj4KZ834+8hBj7HACMXGD59Mw61rV/DDJ9MUxYhWlASL0IqiZS69DjAx4NStPCzpWQNdakbgx0Vb8eOirRb3lbPGqA0mBSzXd5ELfpXDmshJSjmKcY+lWXQZAcVp1EcWVxRVyRWmMAPFKd2MAbn5hWbHErqMOFEnTZtWOg85d5OlFHFL18XWv/ylVhKl1GlhYK/wAR1Y52GzOYXWjpAmXRH3/GpUfnkdn8WktrcRAMU0arUCxlWiwlEWHrLgeBZOFS8GgwFNmzbFjh07+G0mkwk7duxAy5YtZfdp2bKlaDwA/PTTT4rjCcfhaHePp9bEkRMatogMIV1qRvAiQ2iFscWF1KVmBJ5uWs4u642tSAu7CeEsEdJgYCncwxyArAg6sriibDp0jsH82vfPHoGngwfzIoLvl/SfgOAsL4HGUop9kt5Ysp8XIvuPXzNLIU9KOYroHkmI6pFksaqutRRxueuSlHKUr9lyZ8/X/MNPzYNQaiURZgcBkE2d5jOVEscjusckszktuaraf3/WqnCRrltNLyQlXOU2clQ9GLLgeBZOzzb69ttvMXToUCxcuBAPPvggPvnkE6xZswanTp1CuXLlMGTIEFSoUAEzZ84EUJwq3a5dO8yaNQvdunXD6tWr8d577+HPP/9E/fqW/1IDKNvIHrwp0NZWC4kSozacRWpuIaIDS2FJzxrWd7CAMMj2+M1c7LuUhdZxIXi5dQWz94UBvVq3A/czkaTYEtyqdow1OMuLMCOJm3d27YmI2dvJbJ/5mI/v9MlY8fBk2ferjfsLFfueFa0PgNlx5M5FGKzMtQgQnp8wkFi4XmFXbFuvxf25uYRzBr/QsgBgNVhVLqBXGuRqa9Cv3H7dP9qF3gXdReOSjMvx6wtP8q+VgmzlLDZbmt/D6o4Fqtfk6Tg7M4kynzwoYBcoTn3+4IMPMG3aNDRu3BiHDx/Gli1b+KDcixcv4tq1+3/ltWrVCqtWrcKiRYvQqFEjJCcnY/369aqEC2Efjqzl4m09oOyNUxEitMKcupXHu3845Kwxm8+kY9EfN2StNLZYb+QsB2riPLS6mZJSjiKqRxKiBVaLsT0a4rPn2ptV9m1xo7OsMLnedhu+0yejyMTw6um5+CbY/GHOtRKQNl605K7hxnZqXhl+eh3KhgfICrNW9cpDL7HeyFl5bOHVAc3gF1oWOv9gCONTOLePUiNGQN5iILVWaLEGWHJDAcA37fOQbLhfoiLJuBw/tfcXzaFkLZFaYLY0v4fVHRwnXDzBZePsir5k2dGGSyKrJk6ciIkTJ8q+t3v3brNtffr0QZ8+fZy8KsKZCF1QasSQoy0pSihZMbrUjLA7rVmOXnXL8MeztG3didswMUCvA+KjAjBqw1l+jXLjrcFZGLgYD64yrtBq4QhmrzqI9Kx8/v+KJfRrT0TMDXnh0nd6LtJS2gvWdhnfLP7SzLXExchU7HvW7Bw5gSF3fM4VduhMKopMTBS0y7mSTAyICg8wK95n7/Ua26Mh5hhfEv1VDdyPTeF6Fdn6QOTqxahxvUjdUNL9Qh7oim+wCdj9I7KrxuHXJ56E1HYd0qSr4lo511J4tr5YuOhkh9mEcO2+apXQci8JF7iNXA25jTyD7cnL8cMn01TVOpETFI6slSLEke4hR/LBviu8e+nUrTzNa1RyHykVduOw102k5F4RFsybUW0cWp41/2OEcwUpodRVWrqfpeJ1byzZj/yCIhgNfkhsXhnbfr/Ap5GnW3AlSd1Tlgr8yV27P7LG8P/vs/+8+Lz+c73o/YOhMwQ6tKgcYO5+0FITxlNrr5BLpWTgUW4jomSS0Hsw7zqxhpxbxJ5aKZaCbx3pHnIkQveSLWtUqjMiDTKVBqeq6Tpt6VhjezTErZSxSP0v/VnYEJKrxHtFRp9YEy6Aci+k/FR//jgDZ2xGVm4BIkOMonOs2u9LvLFkP9Kz8pGbX4jMnAK0aVSB70Ctw/3miwBEwbvcvmobUcq5ldZtXo0eIxOwbvNqs/c410t4uyGa3RBqglyl7gfudf7lU1aP56mdmqkJIyGFLC+Eapzl2nG05cVTrSuW0HK+cmOf2XnFzPogZxkQBqdyheSEReesWWqEc8iN4d6LCDFCh+JieYnNKqPyb13QOfdxAMVNFr/cUpZfo1z5feHau999krfAVOh9FtXG/4Vq/e+fBwDRWoRVgxmAO9n5YAx8qjTXumDr7xeQnpWPiBAjbqWMNduXqzgMqLe8cBaXHiMTcD31KkKDwxAYEIShvUehV5d+WLd5NT5YmWR3+XpL29P3LIcODOHthogsL2S1IDwdLZYXz6omRIhwZfaPq2JO5JCLN7EnBsWWGBE5nOW6kkPL+QqtUtw+XeMCsS4rT7FbtLCr9NQl+5Genc+nRAvFjtSKIUTYHoCbSwrngrl1Jw+5+YWICDFi5bQuYAxY//Kv2Pb3CeQ/+Aeq9rvGj02TiZkRrX118bb8VH9UG/8X392ayzSSBuwKY2H2H7/Gu4uycguw7fcL/HlzIRk6ybll/WeNEbY/kGNsj4b8+xX6rsXQ3qMArMZXyUvQsE5jAEBuXg6up17FV8lL0KtLP3yVvARFmTdh+HM91k64HwcodS1xcFaTtG3Ffd2E9VzkYkC44nX60LL8dktxKo7C3nYFviSwfOlcPBlyG3kw3lRm35MQZvvYg71l/jnsrSEjJT4qgA/s5eDOWZpFw2XZCN08M0a1Qniw0UykcMG3wYEG2fgXTlAIBY/UxcRl+Pgb/ADcj9nU6YAb7bZhS9B6bP39gqjwHNcyQCpAhO6uin3PovqEYuHCHYfLaJLWV+HaGKzdfYZfL+cuErZJ4LpKzxjVSnRuXJbR1CX7EdUjCc98sstqCwJOoHyVvATXU6/i6MnDSPliO8YNfg4x0bH/CRtgaO9RotfWCGvZG9DpAWYSZaEouXfc5fbhxBTXruDOnq9t2t8XMm186Vw8GbK8eDA9hk/gLS9acaclxVdwlAWHE0ErjqbaZcnhLEF5hSaz9GsOYQVeuSwbLsWYC1bVkl0jfV/OssPBCQI5S1BkiJEXEEJLixDOqmEJS2OkadQ/H7mCK6nZSGxeWdTpWri/9Ny4howA+HmErqLmjxT/UdH/yTAsWP4pcvNy8NADrQGAFye9uvRDry73G2py//8qeYno9dpW1QCYW2CElhZRZpCCNcUWK4sjLAVcpowpNwOsMB9MY6qRL2Xa+NK5eDIU8+KjeLt4caXLxlbUrpEXHfdMyL5nsjkWh4vlCS6tR0BpvdXjXo4pTiEuGx6AQ2dS0ad9Tayc2kUUZ1I9NgyHzqSiSc1o3LyTpynrSK6rtZoOz9Ku1GribLQgzIDq1Lwy9h+/xruxuG7bahg4YzO+3fU3Agyl8P74NmZrTV78Gz+Wi3GJiY5FyhfbLc5raWzneXNd5nLgRIupIA/sbpYow0hO0KgROeQyIeyBYl58EHeLEVeLCbm4Dk9DukZrNWSE79uC0BKk5ppwAoKLDeFK/v985AofZ3Lw9E3Rv5ZqtcjNL7VcKFli5Nbz7Ke7Aaivp6IkjqSiiLOYVCoXwrcD4NxNWv5S2/r7BXB/2nGWoVcHNMOMFafR/0mx22do71G89YXLMPoqeQkfqCsdy70nxfDnerOYGKV4GHvh3Bt6/2DoJa4muZgaNbVWXBFf4yhIaHk3JF7ciLsFiRZcLSYc5bLRihZrSl6hCcH/WUAAYMXRVGQXmLDwYHFjUUdfJ61BzD8u2oq3Npw1C2pdu/sMP6ZZ7bJmlhdbEYoQJaEh7HvEubLUVvRVEkfc9iup2SgyMZFbinMXVYgO5t1GHNYsRZzj425BIS7eyMKMFaeR8sV2pDxSnAqdMKC439pDD7TG0ZOHUXAvH3fz72LB8k8RGBAkCtQVInUlCZETNpxLCSg+7lfJS1DwwON2P3CF7g3pXHKuDzXuEG8SBCWh8J0vQwG7hCq42iNc9VdHBZ8q4aigW62oDdJdd+I2sgtMCCitv79Gdv8fuf0dGQDc99vTePybU/hg3xWLY3vVLWMW1NqnfU346XVoVrssbt7JQ5/2NS26jNTUfgHErQWUaqBwgbj9OtSy2NVZDmuNEfu0r8kH4HLr2PpfdtGlm1lmDSeFjRvlzm/GqFaICDHC31AKESFGkaD4KnkJMrMzkJmdge2/bMX11KvIL7hfHr9hncbQ6/34rCPAcu0Xjl5d+iHli+2K4oYLCE7blmR3qXxLtVPk3rM0nivff2fP114TrOqpNW0IdVDMiwPxJkuKrXhjDRUtaI1jkdamWXEkFdABgxpGm+3vKNcbdw+A4nYC3/eLVzW/tAqvsAquUnND4Thpk0Vh7AoATfEvcmjZR+3Y6B5JSMvKR6CxFKLCA2Sr6AobN0rPv0LftbLxKes2r8aC5Z8CuG95aVinMY6ePMxbT6T7aYmLER5H6H5at3k13l/4LkymIsREx8I4cpGqeZwNV5lX5x8CvSHALZYXb7L6EPJQzIuDKAliRCvucuc4G+GDX40os6U2jbX31Ygbzl1VSgcUMaB1XAi/fdEfN2BiUOXaS0o5iuzcAkSEGJH4X1Cr1iwjzk3DWVeELh25TCBrgsNazIwtY4VZT9Jxwjot0pgbrtjc0N5hsvEpllw/HML91m1ejdy8HIQGh4m2KcXFCOcQup+E2UpDe49CL4FLicNZMTKWkLqgOEuMK4UEuYFKFuQ28nAcXSPEXtzlznE2zmpHoGX/FUdSRWuQm5eLq/Evrcf6/vF4uXUFfv1cY0c1wpIrDhcSaMDKqV0sxp1IO01L3TRc00drbiBrXa25ObhmkpbcVGqOB4CPeVm66bjinFxdmNmrDpq9b8mNY8kNJN2PczMFBgSJtnHCRAm5ujDWXEtqcHSXZqlLyR21TsgNVLIoUW4jb7SkeJubxpNSnO0tua/2GJzFQ8s9Eh6PE07BBj0CSt1PgZa79wOT/0b2veJA4ZW9a9m8fi6NWmszQjnUunDUjhO2GAj5r0S/LU0jAcDQ8TM+QBiAVdeYJZeO1FKSMKAlMrMzEBochu2rDlhch5yVRe02RyC0xmQd2lRcsZeZnNaAUasLh1w+BECNGQEAQZ/1RND7j4p+vBFPbSSohKOCUl29FlstSlotHnJr4+7xoIbRojXI3ftBjaKLxzaKtmv9Fa9fw+cdKshm7Uxdsp+vKjt1yX6rc1mzqHBILThKcJWB8wuKzOaVCx62FFAsDE7mGjFKx/2RNQb9n3zBzMKxbvNqtO3zAFr0rIehL/bB+wvflbWUZOVk8tYXNUG5HHIWFDXWGGu88cHLeOjxBnjjg5f5bWtbVeN/DH+uB5gJ0OmdZqXQ2kjRV6vSOtrCRdzHZ8WLr+BtbhpPElv2rkWNO4g7xtNNy2m6R8K1Kd1jue3O/DxwrhgGwCTInFK7n5y7R43YkL7mKgMbDX68a4gbM1XQ7ZnDknhaObULCnY8i9+S+vNl/5/9dLcq99BXyUtwN/8uGGM4efY4TKYi6PV+vMAZN/g56PV+YIzxYkNJfKgVJVrbB8ix/ZetMJmKsP2XrbLvD+09Cn6hZRHZaazHWDl81eXjq6LMEyDxQjgUTxJbSmvZfCYdA9f9jYHJf1sUJmosN7aeL7cfAIfEy8jtrzUWh7OMvDOqFd9v6J1RrQBYtm5IewlxIiIp5Sie/XS3VbEhfc2JoXcEKc/cGGFvIg618S+vDmjGZ1bNXnUQf2SN4QNz5RjaexT8jf4AgFKlSiM0OAyvjHmdFzi9uvTDK2NeV9W7yJIoEVpr7I1nWbd5NQylS0On0yHh4UTZMb269MOBFbuxZcJEUQ0ZdxLSpCsf9OtLVgpfFWWegM/GvHzTuyYCS/u5ezkux5NiTjwVYaqxpTgVV1xLvuS/JN7F0rHVxMsAwMB1fyO7wIRggx4re9WSO7xZ+rQS1kr4C9OuuZoyctsA89garlXBO6NaKbqUbEm9tjRPq3rlsftYtqrYEltSnLXgyPltmUsaD2NLWwBHwKVbOysOh/B8KOalBONJMSeeSq+6ZRBs0Iuq48rRpWYElvSogcezRsFwsqPoPbVWDcPJjjD+2UvR/8K5j8Agum/C+yg9lly8jHB/bvy9Quu+nx8XbRU1c1TCmnWDe18oUrjYlT7ta5p1fRZaVLisJ0uiRLiP2qJ5SSlHEd0jCVE9kvixY3s0RPLi37D7WLbq2BJHuHLUzN+wTmPZeBktcTS2rFUaDyN1c7jK9eEOKwXFpHgvJF58DE+KOfFUutSMwMpetbCydy3LFhUGGA/1gvF0AvwP9xYJGDUi0XCyI/wP94bxdAKMh+QFDOc+4gJxufsmvI/csRb9cQObz6SLqh1zAqZJ+SDodeC3peYWonQpnWxwrxzWBIGldGLufWkwLhe7IqxqK0Wty0eI2gBhThilZ+VjyuI/UaHvWry2JgyAtoe80JUjJyQsiQstVXWPnjxsc7wMdxwAdrmduOvy8sCxvKB5eeBYkahw1gNfa5CvI6CYFO+FxIuP4UkxJ4Dn1anRAidcOIQCxppI5IQLPxcnYBSQ3jfh6151y0Cvg6gA3ZKeNXDqVh4voE7dyoOJAadu5fGWpXtFDHn3TKrOVSgIlISMWtHAwVleWtUrb/YedwwAvBtKjTUFUCd4klKOIiu3AIHG4tL+AEQCQBpbota6IRQS3D4Lln+K66lXsWD5p2ZzaMkesiVexpbjcMidc68u/fgKwdz2Xl36ub2GC6BONGkVVhSToh1PsVaReCFUY4sQcZcbyxGiiQXcMdvGCRhLIlEqXCzNJ0RpzV1qRuDppuXMxJJQQEnFVO49E/KLGLLvmVRd+65xgYgOLIXKRsgG2QLyokHONcMhZ3lRyhrSIozUpFzPXnUQ6Vn5CA0ti60rD+GhB1qb9RoSYks2ELcPAMRExwKA2RzC8ZxYeOODl2WFkj3Bura4i9RmRq3bvBr5XzyNfhn/A6Duge+MB5wa0aRVWLnD2uPteIq1isQLoRpbhIi73FiOEE0FdXbgbmPzX1CpC0mIknC52zgZBXV2WDyepTVzFhgupoXbxgko4f+52jM6AMGl9bLNNKVCSWjNKTIx6HXgRYrUSiKtDcO5ZtSIHaWsISVhpNYaI0Vat+XoycMwmYpw9ORh2fFyIsNa5Vxun3GDn0PKF9sxbvBzCA0OQ25ejshqwQXOcnViuEaOckJJ7thqhJUtliS1lh7h8de2qoYtEyZazVbS8oBTK3TUiCaypDgfT7nGJF4I1agRIkoPRVe7seKjAvgYEHuwJmCE52uPcAGsX19L4ka4Dm6eMc3KYWXvWrx7iYuZsTSXsG4NJ1IsWUVeHdCMT6tWI3bk0qABeWuKVjcVR1LKUbMqtdYsE8KHv1orjFQw9OrSD4EBQcjMzpC1ZphMRQCA2tXizUSOcJwl641abBE8SthyfC0POLVCR42VhCwpzsdTrjGJF0I1aoSIp2Q7HbqeAxMr/tdeLAmY/COPIDW3EPlHHrFLuADm11cqBC2JG+F1l84jjJmRBv1aEqKcCGlVr7xijMnYHg2RmjIWt1LGWhU70hRpR/Uv4uDqtsxYcdrswW3tQS20VAztPUpWXFhz+wCWrRl6fXHphvSMdFmRI9e80dLaLVlX7MmQkgofa9dOmK3E/Wh5wHnKX/Ja8JS4j5IM1XkhHIqn1JlR6gFkD0qWlTTdLUSyKLPtaoSLpesl7W2kNHbzmXSsOJIK6IBBDaNlr7vaHkzCYwLF6ddKtV2UUKrJIqwVA4D//6sDmvG1XoQdrtXWc5EWmrOlPxBXH0Wv98MrY17HguWfmvUtEo4xmYo012URrguA2Rq11mjhxocGhyEwIMhh/ZCc0V/JHZ2unQnVpHEOVOeFcBueku2k1APIHpQsMLYKF8CypUpoHeHEh9zYdSduI/ueCQGl9IrXXSnoV+6YwaX1yCs0IT4qANGBpVRbPgbO2AxDx8/w85ErZi4gYfZPdm6ByJojjJuRVulVi5wV4tDxg/w2azEgnGXEZCpSdLVw1oyEhxNlrRrWjiG0YMjFqMhZXSzBrQcwDxS2B0d0rfZ1vNFa5GuQ5YUgNKJkgeHghIsaK5RaSxVnEdHrYNZHyVHWLm6evHsmZN8z8Raa45uuY152FiYEh2BwULDi/lWuXkYRAD8A/8ZWFL330I1ruFJUBD8ARRB3d05KOWrV8iJnzRFaXIRWCwBmFhJum9qu0YC5ZURprNRyEhocxo8bN/g5VSLA1iq76zavxoLln6o+lrO6VmvB16wwhOMgywvh1TiyNowz6swU1NkBk0LasyngDm9xcWRvJM4K0zouRJRxpGUOa3DrhQ4iC8287CxcKSrCvOws2f2W52TjoRvXUK9UafgB6O5vHiQ9ITgEFfz80N0/ABX8/ETWnLE9GmLGqFYICTSgTaMKsmnQ1oJ3hTEechYSNTEgchYHofVGiFJgbWhwGLJyMpGZncHHtDDGkP9FFu59rxx/JV2f0Ipz7/sc5H+RBbm/M79KXoLM7AwEBgSpEiOO6FrtCFJT5uDC7B5ITZnj1nUQ3gtZXgiPQxrrYQ+ujH3hkFpe4qMC+OJx9goMpWvjCOuLdI4H9mQDKBYnliwvnFWlgp8ffi1XXnYfW+YQIrf/taRtmi0Jaq0rnCWEQ2oRkR6Xe52bl4PM7AzodDqEBIVi3KDnEL+/BqocjQMAnGp5Fk2ntLa6Tu74I4NGYVDOQABAqZ6BMIwIhk6nU1yHlvO3FLzsbOvMQ4834Lt0x03a4JRjCHFVfybCPrRYXki8EB7H5jPpWHE0FWDFsSv2PPDVNCfUgjXhwiGMeXGkGFMSKcJjcPVgbBUynGhRi5ywkIoRW8SJNcFzLWmbKneL8GHMWR6suZLWbV6N9xe+yz9ghd2k5eDW4W/0R8G9e0h4OBHvvPwB8r/IQuGGXNFYw/BglH4iyMIVLT7+ra+v8sKFo1TPQBhHhljc117sbRRpSfxw70WEReD0+VP8dZLiaNcSBdh6B+Q2IpyKs0v+d6kZgYBSetXVYS2tbVDD/wJ3G9ofuKskXORcSFpaCWhByUUk1wvJ1mu3PEebeJGDcxNNCA6RfS1ESaRYc1cBlovLScv3cw9UNa6kXl364ZUxryMmOtaqcBGuw1DaKCqGp480/4otWJpt0YUEAD3uPmYmXJTmk0NLM0cp9jaitOSa4t5Lz0jHr+uPyQoXZ8AF2BorxlOKs49AlhdCM460JCihxQ0iHMs9uINL64tLzDrAegNYr5xrb4E6R6DFTSWXXs3dVyXriBLCYNwZYeEWg3ot7S89rjXLC8e1pG0AzC0GzkoltoSc1eHe9zkoWGouCE+1PIvpZ980W5fSeDUWGw57rSf2oMbyovZekAWmZEFuIxIvTsVTarlwyLlM8gpNyC4obkoYbNAjoJRecb3W3FRqhYkjBYzwGgNQvN5ywk2NqOSuGVAcnPtneIxqscDBjW9W2oAf7+ahCLAY92JtHq3H5cZz4kUpDkX6oLQnpsPWfZUEyXzMx8/R+3iBYatwUXvuzsDVGUz2CBqKffFsSLyUMPFii5jwNAFiC5YsDUJBAkCU+ivcV/jQB8wLuGkVJFrHq4lhAaAoSizFuli6x1LLy+tXS4veVyMohBaTCcEhmJOZAQCYFFqcKjw1446ZoHEEUksNJ14soRT3otUqkTCgpVnxOrVYssA0ndLaLuHCxee4w9LiagsXpVr7LhTz4mE4O0bElhgHd5Txd/R14M7h1K08sziQLjUjsLJXLazsXYsvWCeMOeH2XfTHDcRHBSDYoEdwab1ojC2WFK3NHK31GJLrGK00ThoPw8294kiq2XXvUjMCK3vXwsmoWDPhAqiLNxHGsQwOCkaQXo87jGFedhbmZWfxNV/k4lzsQRo/U35sJ5Qf28niPsI4DFtjOtZtXo2snEyb1136iSAYhpsLwfgDNZA7LFVWuKwIWikSLkqNG7nAYlvjVOzBWcXylJBrR0CUPEi8uABnCwVbAkLd0e3Z0ddB7TnIBbkK+/2cupXHCx3hGF1euNlcalxASgJm+18wE25K5yDsIg1AsY4Ld24AzAQKNzd00HzdLQXYcgwOCsav5crzlhnhPtz/hTEwXD0YewOCpcdVg1Cw2FpBlqvZotf7Ydzg51TtIxUbSgKGpZnMtq0IWomoIbFma1Bq3KgmsNhe5MQTdz3HDX7OrkBfgtACuY1cgC+4aByBp10Hq+thgPFQLxhPJwDQHrsitNz8WCoZHxbOs9qnSIilwGjp/lrGAtrToaVojVMBrNdysRc17iN7sKWmipI7R8lFxKHkKnJ3hVx3BgJrwV7XEsXGuActbqNSLlpTiaZLzQiPeFi7G0+7DlbXowPym6wDADBB5VwpSkKEG6/LC0dOcDKiT963sEi7QMshjGGRIt3f0li1112LIBG6ldSKlwnBIXyA70M3rmkSPmoQuo4sCRlbBQA3Vtht2RKW3DmlnwjCvQ25shYXXaReMcaF64vkLriYIU+3rghdSbYImYwDySjKvImMA8kkXjwUchsRhCV0QP4D6yxaXCy5wwrq7ED+A+vQpZbYdaXG5aVU02XzmXTk3SsuvMftb0uLAKkbR20bgOU52arcSlI4d8/BewWqjyP3Ws05WapvwrleFiz/VHMtFC3l9S25c+59nyMrXIBiF5K1OjD2YE8NmJLStJEaL3o+5DYiCDtxtjtMi4vIElJXkbQ+CwBZywtnkckxmXCHMbvdPlpbBWhxN3Fj1VTc5Ur5a3GBOMJtY81lxKGlrosWvMX14ywoW8lzoWwjgnAhjmqMqITUsqM12PqBPdmyMS4TgkP4Ls+c+0cuEHZOZgauFBUh/z/hYm/2kPQ4UsuKXHXecJ0OOSaTVesLt++zBblmGUicxeHQ8eLmjg890FpzgGmvLv1414lWy8W6zauxsP9HssJFZ2MlXluwt4KuWuyx8DgTylbyDUi8EIQHYCmN3J7MsM1n0nlhIBUJg4OCMSMsXLUgMep0mrN81CB1V8mJqCzG+DRsS1jKROJcPtt/2YrrqVdx9ORhm7OOLLmOlB7acr2KgGILS+CyaNksJEcIGOl6XOX68ZQO1oRtZB3a5NGtFEi8EIQT0FrTxlLcjFL9FjWpz+tO3OaFgVAkcEIGgFVBMik0DBX8/Pjic5awJR3aWvyMo2rGcBaHhIcT7bI8WLNcSB/a6zavxue9ZykKF841pJRGba+AcZeIcJWFxxGQBcYcYdCyJ0IxLwThBLTGpUjjWqxVx1UTY/PAnmxRfAlwP6aFEzKOSFsWHoOb15Y+R0qxMLakZUvRkkZta1wLt1/DOo1x9ORhfv+F/T+yKlyEx7RkodHSIsDe8yGKcUWMjCemZrtjTRTzQng8zq467G60unq0WFe0xNgI3SjC/9uSLaSE0KIjjaOxZZ45mRlm7i1nuKuU4CwV7y98F2988LLquA1uP6E76o+Z+1QJEaF1JGpILFYErTTbR2iBUaq0S24a78QTrRwhTbqi4vgvPUZMSSHxQrgFd7QnEOJs8WRJYAiPrbQOW+NcuOBca0XoHCkIpG0CtMTRyM0DwGprAiFqXFVcCwFrbQSAYneHXu8Hk6kIP/28mU+rVrOf1E1y7vDfZuPkLCjSCsBjvnlR1oVk+i+92lKlXambRknUOCKg1lODch2JKwJ8KTVbOyReCJchfFC7oz2BEHeKJ+GxldZhqey/Ldhaml/NflIhZKsw4vbjYmysiR9ubVw2FCd27GlDwLlYuLgYo8GoOE6pTL7QNeM3NAAbA+4HPCq5fuT2lcbAlOoZiB/Lb0SPkQloWKexmVDh5gAgWptWUaMFsvY4Bk+3cngiFPNCuAxb65M4A2fWZrE2t/B9ABbHqr1m1iwttpbmd3ZJfzUoxbxwawvX6RCk1/PvW1uzpfgXaQ0UabyILTViGGMo+DIbeguVcy1x7/scmNJMMIwIRs9Rj1qt0aK2josjYmFKejwN1YxxLNQewAfwtD5AjsBSCXtX48xWBdZK/0uPbWkd8VEBuHUxC5n5Rbz1xZbPBRdMq8aaIRQKavezNo89SFsRcHM3K20AUGB2DGtr5lxHciJGWv5e2hKAszSEBoepzqTR6XQwjrQ9tkgoeNSU51dbwt8RrQbc3a7A3ci5kEjQuAayvHgonmSlILThSOHJfQ4AFHeIBmQ/F/Y2WuRQsmZwCIXDwXvmwkE6j9D6Yaugke7nKGuQ2gwkoSVDKAxsyURyhoVCKcuJcA8kXmxHi+WFxIuH4ouWF8IcNS6mFUdTAQYMahQNQGx5USNalNKl5QSEtVYAwpYCRYCigJATKo4SNI6y6qgVL44QHs4syc/NzQUZl9Sy/54KiRn1kHjxAfFClAxssbBptbIIRQMAVVYLazVXrFle1M6pZEWRG+tIV5RwroTl++2aSw3rNq/mM5bGDX7OoZYRTlxFhEXg9PlTSHg4Ee+8/IHoPWvCi6w3roUEjTxU54XwGjyh3ouj16BlPrmsK0evR5jKrLa+i1LGELd9bmQZPrZEbVaP3JxK65HrcG2t67UWHDmXGnp16YfAgCBkZmc4PDOHyzJKz0iHyVSEoycP8++pzQaStk6g7CHC0yHxQrgVd9d7ccYatMwnVw9GuP/mM+kYuO5vDEz+W7OYkWsBoCWNmdt/Ytpt2dRjqQBgDEjNGID07C6q1yhcT3p2F6RmDABj8qLGEYX1uHNqVtqgOJcttUvU7OPscvly86s9pqNaJ9hDSagZw0HtCOyH3EaEW/GE2B5VcSdHUgEdMKhhtNV12ntOwv05IQOAdy2pdRvZG9jK7a8DwACE63SYFBomGz8DBtzJGogurLjIVpnQVYgI3qza1ZOe3QW3MwcAAMKCNiMqdBV0Os1LVn1OwmsijX2xJT7FmTEt3orWWKGSeA3JfSSG3EaE16Cl1L0UR7lXrK1h3YnbyL5nQnaByWZriq3r6VW3DIINegSX1uOF0sGa4l3stVRw+/sLtnHWlqkZdwDct+gIhQsA3M4stsBwBeRmZNxRLBwnFC4AkJHTBbcErx2J3DWRVt9VY60QWgnWbV6N3LwchAaHabZYyFkbvMECoWaNWgvYeVMjR0fhiuq9vgpZXgivxVXp5FotL47GUWnQtiLNVpqacccs02h7WgdUuTvcbN+lWICvsYZ/Ha7T4Vj5CvxrqXDh4Cw3rsaW9GkANlsM5KwN9lognF04bt3m1Xh/4btWM5sctY6SXggPKDkWGrK8EB6Hmn4+WnFVi4EuNSOwsnctrOxVy2fT1i2V1Jc2d5TrXZQQuRNlQleZ7Tsc4zBK9xQCZI6pJFz+9V/qFuEixJplQWglsMdiYE+cihLOLtn/VfISmExF0Ov9LK5RruWBELUWJmGjTEdYo7zBskVYhywvhEsQWkkA+UJrJRGl+BhXW1scVfhNSZDsLbUYi9i3fOyL0rj5mI/9ft/ZlMbtSJrfM7kt/sJeS4MrLC+OmF/OwiQ3t1pLjz3H9RZ83QJDlhfC4xBaSdzdlNFdyFmcnJVtpbU5obX4GOl8SvNHBG+WtcC0LRyNzUEjLAqXpViAn3TJVmN0XJHm7M74C3stJ9YsHvbiqPnlrrHcuffq0g+vjHndYffDm2NrKEbmPmR5IQgXIRej88G+K9h3KQut40Lwcuv7sSD2Wl4c3VBROp+1+ZUEip8+DUWmSLPt1mJctFQJdgSWYl+0Wh6cPd6XKMnnbiu+ZI2hCrskXggPRM5FJBU0jnIXOcK1Ipzjt/x8/Hg3D939AzA3soyq+ZUEjBShcLHWQdrV3a3lRIxWt0PCgJbIzM5AaHAYtq86YNM66KGunpJ+rbxZzFBXaYLwEKSCRRrwy9Vy0ZoGbQ0uuNYepO6ZIgAH7xWonv9H3Vqc12ViIBurOEZqcZF2kOawtbu1rfAianArfh1ze47gS+gDUOV2WLd5NbJyMu1ej9Cd4ooHsjcLAFdfK0+jpHS6ppgXgnAi1mJauJouznJ/2IMtbQWEzMvOwhL2LdJwS/b9NNzCj7q1iscUMjgoWHM7AnuQi6vhHopHTx5WHfPxVfISMMag1/th3ODnbF6Po+M0rGXcODtjyZl4c0wLoR4SL4TP4gl9k7wpOFkahCtNkVbbVoBjQnAIRumeQiSiZN+PRBTOZyaKtlk6jiv7EcmJKEsPRakY4F43rNMYMdGxeGXM63ZZARwdhGtNnHizAHB2wLI34ovBvRTzQvgsripi5wjcXYgOsD+uRBqvYkvMi5b5XYHa7tPSOBhPT8f1ZrcQYTue7j6imBeCwP14Ek+1eniCYBFib1yJ0DLSnfVRnW3EjbMmYOyN47FF/IhicP5rHyAXxNuwTmPcvH1DFA/DiQN7cYbQ6NWlH4mWEogvxcM41W2UlpaGgQMHIjQ0FOHh4Rg5ciSysy1/Ybdv3x46nU70M3ascsAfQShhb48hZ/HAnmyXCRct9V5scQ0J4Vwt75QeqFjyv2rMc7J1YG5nDsD2tA42HVcttrid1Mb6HD15GCZTEY6ePAzAsa4Lb44/ITwfb60d41TxMnDgQBw/fhw//fQTfvzxR+zduxdPP/201f1Gjx6Na9eu8T9z5sxx5jIJwmdxZZzI4KBgbA4aIdvjSOgaUipkV+XucKRnd3Ha+mwJOlYr6BrWaQy93o+3vDgSV8SfUMl8wttwWszLyZMnUbduXfz+++9o1qwZAGDLli3o2rUrLl++jNjYWNn92rdvj8aNG+OTTz6x6bgU80J4Iu5yEbmyuJvWJoue1pRRK0L3kafHuFjD29dPOAdXu5Q8oj3AgQMHEB4ezgsXAEhISIBer8dvv/1mcd+VK1ciKioK9evXx5QpU5Cbm6s4Nj8/H5mZmaIfgiCKEVoOnGmFsUWIKFlgbmcOcKoFxhl4c3YO4P3rJ5yDJ7uUnCZerl+/jrJly4q2lSpVCpGRkbh+/brifgMGDMCKFSuwa9cuTJkyBcuXL8egQYMUx8+cORNhYWH8T1xcnMPOoaTjCanGhOOwxW2ilsIi87giNRYUJQEjN5+z0doPCrjvbgGgGOPiDS4ZSi8mvA3N4mXy5MlmAbXSn1OnTtm8oKeffhqJiYlo0KABBg4ciK+//hrff/89zp07Jzt+ypQpyMjI4H8uXbpk87EJMc5qGliScFVwrpoHr70BuZaICl2FsKD7QkWL60cqYMKCNiNKRtA4G62WqfJjO2HFonetBtM6I+DWGwQR4Zt4ijVGc6r0Sy+9hGHDhlkcU61aNcTExODmzZui7YWFhUhLS0NMTIzq47Vo0QIAcPbsWVSvXt3sfaPRCKPRqHo+Qj2enmpM3EeprL69qE0v1unAC45SfumaY1a48YVFEYgKXQWdzvY124otqeLcPoMsuFscmTbNUdJL4BOE0wN2Dx48iKZNmwIAtm3bhs6dO1sM2JWyb98+PPzwwzhy5AgaNmxodTwF7BKOQK6JohZcHaDrrAJuthauc3VBObnjuXINlrpQa0VNXRcqMkd4IvYG+HpMV+kuXbrgxo0bSEpKwr179zB8+HA0a9YMq1YV/4V25coVdOzYEV9//TUefPBBnDt3DqtWrULXrl1RpkwZHD16FC+88AIqVqyIPXv2qDomiRd57H0YlzRsqc7raUXntOJIAeDqLtByx3NHJ2pHiBjK/CF8CS2CxiOyjYDirKH4+Hh07NgRXbt2xcMPP4xFixbx79+7dw+nT5/ms4kMBgO2b9+OTp06IT4+Hi+99BJ69eqFH374wZnLLBFQ/Io2vKknkaOQi/mwNU5GKTjYlqBYNfvIHc+ZAcrOhDJ/CMI61NvIi7DHeuJLlhdPPRdftLw4GlusIc6yoDjjfB3pPiIIX8SSJcZj3EbuwJfFizc1GnQmnnYdvF20uBJbBIOnxfOogUQMQaiHEzQe4zYiHEtJdGXIQdfBe5C6fGxxQ9mT4m3J5eStbiWCIMjyQhA2QxYX67gjaNbe46ux9GixBpEVhiDU0WvXX2R5IQhXYUsQaknB3dYNW44vF7gsvceubHjpLEpqobuSet7ewFctqqgeS+KFIOzEFx5kzsKZVX2ddXw5wSO9x+4WZY7AGZV/vYGSet6+BokXwqH4ej8krty/0GXkCw8yd+Jplis5wSO9x1pEUfmxnVB+bCenrdcS6zavRsKAlkgY0NLM0lBSU7JL6nn7GhTzQjgUT8sEcjQU56IOLTEh7o6LsYajsp20xr44ooouV/AOABW9Izye7NxsdOj3IMW8EK7HVzOBXNVg0Vew5koTWls83XLlLregI9wbQ3uPQmhwGEKDw8jSQPgUZHkhCAuQYLENa9YKT7e2CHF0nRm1FhjqX0SUNLRYXjR3lSYIQjuublTobgYHBVs8T1s6ONvD8pxszMnMAABMCg3TXGfGHfesV5d+JFoIQgFyGxGEC6CMJDGuzkKal52FO4zhDmN0D2yA0osJT4PEC0FIkMsoshdPj+vwdSYEhyBcp0O4Tuf2e8BlH7krA8kWKL2Y8DRIvBCEC3B3vZOSDOeymxQahmPlK9A9sAFKLyY8DYp58SE8tduyt0DBub6J0GVHwsU2uNgbzvJCsTiEuyHLiw+x7sRtpOYWYt2J2+5eCkF4DJ7ssvMm9xG5jghPgsSLD+GrNVa8FU+rHFtSIZedYyDXEeFJUJ0XosTjLHeRN9UyIdwLdZ4mCKqwSxAegSe7KwiCILwZCtglSiSuCM51V3Ezwvvg4l7IAkMQ6iDxQpQoKKOI0IorqyMLg3dJyBCEMuQ2IgjCKfhKwDJVRyYIz4PEC0EQTsFXHvoUu0QQngeJF6JE4Ohy/67CUdYLd1hBfOWh78xUa0v3xZtqwBCEqyHxQhAejFrrhTVx4g4rSEmsr6JVJDrzvlAzRcKXIfFC+CzOaLDoatRaL6w9BH3FCuLpaBUjzrwvVBGX8GVIvBCEB6PWemHtIVgSrSDuQKsYceZ9oYq4hC9DFXYJn8WbLS4EIYVSpwlfR0uFXarzQvgcJFoIgiB8G3IbEQShCa1Bqb5S74UgCM+BxAvhM3h7cK63oDUo1dJ4EjZi1KROU/o0QZB4IbwcX8go8ja0BqVaGu8rhewcBV0PglAHiReCIKwitAhozZCxNJ5SuMXQ9SAIdZB4IQjCKs6yCNiSKuzLria114PcR0RJh8QL4ZWQq8i1eJJFgFwr9yERQ5RUKFWaIAirDA4K9pgCdxOCQzAvO8sjhBRBEO6BxAvhVZC1hfAkIUUQhHsgtxFBlCB8OV6EIIiSA4kXgihBULyIb+LMGjDUnZrwREi8EB4P1XJxHJ4UeEt4B9SdmvBESLwQRAmCuksTWqHu1IQnQl2lCY+FLC0EYTvUhZrwNqirNOHVkGghCIIgLEFuI4IgCIIgvAqyvBAEQfggwswjciERvgZZXgiCIAiC8CpIvBAeAaVDlwy8rUiet62XIEoKJF4It0KCpWThbUXyvG29SlADR8LXIPFCEITL8LYied62XoIoKVDALuEWyNpSMvG2poretl6CKCmQ5YUgCKKEQO4jwlcg8UIQBEEQhFdBbiPCZZCriCA8A6oBQ3g7JF4Ip0OihSAIgnAk5DYiCIIgCMKrIPFCEARRgqEgXsIbIfFCEARBEIRXQeKFcBpUPZcgHAO1KSAIMRSwSzgUEisE4XiEbQqcVTSPcx1R9hHhDZDlhSAIwsOhNgUEIYYsL4RDIIsLQTgPalNAEGJIvBAEQRA8VMCO8AbIbUQQBEEQhFdB4oWwC8ooci6UZUIQBGEOiReC8GCEWSYEQRBEMRTzQmiGLC2uY0JwCOZlZ1GWCeEWKH2a8FRIvBCEB0NZJgRBEOaQ24ggCIIgCK+CLC+EashdRBAlE3IfEZ6G0ywv7777Llq1aoXAwECEh4er2ocxhmnTpqF8+fIICAhAQkICzpw546wlEiqhjCKCIID7HaipCzXhbpwmXgoKCtCnTx+MGzdO9T5z5szBZ599hqSkJPz2228ICgpCYmIi7t6966xlEgRBEAThZTjNbTR9+nQAwLJly1SNZ4zhk08+wRtvvIGePXsCAL7++muUK1cO69evR79+/Zy1VEIGsrQQBEEQnorHBOz+888/uH79OhISEvhtYWFhaNGiBQ4cOKC4X35+PjIzM0U/BEEQhHMh9xHhTjxGvFy/fh0AUK5cOdH2cuXK8e/JMXPmTISFhfE/cXFxTl0nQRAEQRDuRZN4mTx5MnQ6ncWfU6dOOWutskyZMgUZGRn8z6VLl1x6fF+DgnMJgiAIT0dTzMtLL72EYcOGWRxTrVo1mxYSExMDALhx4wbKly/Pb79x4wYaN26suJ/RaITRaLTpmARBEARBeB+axEt0dDSio6OdspCqVasiJiYGO3bs4MVKZmYmfvvtN00ZS4RtkLWFIAhboBowhDtwWszLxYsXcfjwYVy8eBFFRUU4fPgwDh8+jOzs+w/J+Ph4fP/99wAAnU6H559/Hu+88w5SUlJw7NgxDBkyBLGxsXj88cedtUyCIAiCILwMp6VKT5s2DV999RX/ukmTJgCAXbt2oX379gCA06dPIyMjgx8zadIk5OTk4Omnn8adO3fw8MMPY8uWLfD393fWMgmCIAiC8DJ0jDHm7kU4koyMDISHh+OLntUQWNrP3cvxaBr9kuPuJRAE4YNc/2S9u5dAeCE5udl4bEQH3LlzB2FhYRbH+px4uXz5MqVLEwRBEISXcunSJVSsWNHiGJ8TLyaTCVevXkVISAh0Oh2A4sDfuLg4XLp0CaGhoW5eofMoKecJ0Ln6IiXlPAE6V1+kpJwn4LxzZYwhKysLsbGx0Osth+T6XFdpvV6vqNhCQ0N9/kMFlJzzBOhcfZGScp4AnasvUlLOE3DOuVpzF3F4TIVdgiAIgiAINZB4IQiCIAjCqygR4sVoNOLNN9/0+Uq8JeU8ATpXX6SknCdA5+qLlJTzBDzjXH0uYJcgCIIgCN+mRFheCIIgCILwHUi8EARBEAThVZB4IQiCIAjCqyDxQhAEQRCEV+ET4uXdd99Fq1atEBgYiPDwcFX7MMYwbdo0lC9fHgEBAUhISMCZM2dEY9LS0jBw4ECEhoYiPDwcI0eOFHXFdgda1/Tvv/9Cp9PJ/qxdu5YfJ/f+6tWrXXFKsthy7du3b292DmPHjhWNuXjxIrp164bAwECULVsWr7zyCgoLC515KlbReq5paWl45plnULt2bQQEBKBSpUp49tlnRU1OAc+4p/PmzUOVKlXg7++PFi1a4H//+5/F8WvXrkV8fDz8/f3RoEEDbNq0SfS+mt9bd6DlPBcvXow2bdogIiICERERSEhIMBs/bNgws3vXuXNnZ5+GKrSc67Jly8zOQ9po11PvKaDtXOW+f3Q6Hbp168aP8cT7unfvXjz22GOIjY2FTqfD+vXrre6ze/duPPDAAzAajahRowaWLVtmNkbr775mmA8wbdo09tFHH7EXX3yRhYWFqdpn1qxZLCwsjK1fv54dOXKE9ejRg1WtWpXl5eXxYzp37swaNWrEfv31V/bzzz+zGjVqsP79+zvpLNShdU2FhYXs2rVrop/p06ez4OBglpWVxY8DwJYuXSoaJ7wWrsaWa9+uXTs2evRo0TlkZGTw7xcWFrL69euzhIQEdujQIbZp0yYWFRXFpkyZ4uzTsYjWcz127Bh78sknWUpKCjt79izbsWMHq1mzJuvVq5donLvv6erVq5nBYGBffvklO378OBs9ejQLDw9nN27ckB2/b98+5ufnx+bMmcNOnDjB3njjDVa6dGl27Ngxfoya31tXo/U8BwwYwObNm8cOHTrETp48yYYNG8bCwsLY5cuX+TFDhw5lnTt3Ft27tLQ0V52SIlrPdenSpSw0NFR0HtevXxeN8cR7ypj2c719+7boPP/66y/m5+fHli5dyo/xxPu6adMm9vrrr7PvvvuOAWDff/+9xfHnz59ngYGB7MUXX2QnTpxgn3/+OfPz82Nbtmzhx2i9drbgE+KFY+nSparEi8lkYjExMez999/nt925c4cZjUb2zTffMMYYO3HiBAPAfv/9d37M5s2bmU6nY1euXHH42tXgqDU1btyYjRgxQrRNzYfWVdh6nu3atWPPPfec4vubNm1ier1e9OW5YMECFhoayvLz8x2ydq046p6uWbOGGQwGdu/ePX6bu+/pgw8+yCZMmMC/LioqYrGxsWzmzJmy4/v27cu6desm2taiRQs2ZswYxpi631t3oPU8pRQWFrKQkBD21Vdf8duGDh3Kevbs6eil2o3Wc7X2neyp95Qx++/rxx9/zEJCQlh2dja/zVPvK4ea74xJkyaxevXqibY99dRTLDExkX9t77VTg0+4jbTyzz//4Pr160hISOC3hYWFoUWLFjhw4AAA4MCBAwgPD0ezZs34MQkJCdDr9fjtt99cvmZHremPP/7A4cOHMXLkSLP3JkyYgKioKDz44IP48ssvwdxUAsie81y5ciWioqJQv359TJkyBbm5uaJ5GzRogHLlyvHbEhMTkZmZiePHjzv+RFTgqM9ZRkYGQkNDUaqUuF2Zu+5pQUEB/vjjD9HvmF6vR0JCAv87JuXAgQOi8UDx/eHGq/m9dTW2nKeU3Nxc3Lt3D5GRkaLtu3fvRtmyZVG7dm2MGzcOt2/fdujatWLruWZnZ6Ny5cqIi4tDz549Rb9rnnhPAcfc1y+++AL9+vVDUFCQaLun3VetWPs9dcS1U4PPNWZUw/Xr1wFA9BDjXnPvXb9+HWXLlhW9X6pUKURGRvJjXI0j1vTFF1/8v737C2mqjeMA/hPblmbDQnHaH2lmy2qmXWhKOEgQrSDoJg3MusiLiChMtMCs2cWk0U0USVhdxQgxDMIUQS8MM6yVZSpuLKubxSqmqQXa9715d17Puz/un+7sfX8fCNpznvOc53d+e855Lp5nUlZWFhUWForK9Xo97d+/n+Lj46m7u5tOnz5NP3/+pLNnz4at//4KNs5jx45Reno6paWl0fDwMNXV1dH4+Di1t7cL7XrKuetYJIQjpw6Hg5qamqi6ulpUHsmcOhwOWlhY8Hi/x8bGPJ7jLT+Lx6SrzFudlRZMnP9WV1dHaWlpood9aWkpHTlyhLZs2UJWq5UuXbpEZWVlNDAwQLGxsWGNwV/BxKrRaOjevXuUnZ1NTqeTjEYjFRYW0sjICG3cuFGSOSUKPa8vX76k9+/fU2trq6hcinkNlLdxOjU1RXNzc/Tjx4+Qx4Q/JDt5qa+vp+bmZp91RkdHafv27SvUo+Xjb6yhmpubo4cPH1JDQ4PbscVlubm5NDMzQ9evXw/ri26541z88tZqtZSamkrFxcVktVopIyMj6HaDsVI5nZqaooMHD9KOHTvoypUromMrkVMWGoPBQCaTifr6+kQLWcvLy4X/a7Vays7OpoyMDOrr66Pi4uJIdDUoBQUFVFBQIHwuLCykrKwsamlpoaampgj2bHm1traSVqulvLw8Ufl/Ja9SINnJS01NDZ04ccJnHbVaHVTbKpWKiIjsdjulpqYK5Xa7nXJycoQ6X79+FZ03Pz9P379/F84PF39jDbVPbW1tNDs7S8ePH1+ybn5+PjU1NdHv37/D9vcrVipOl/z8fCIislgslJGRQSqVym3Fu91uJyKKypxOT09TaWkprV27lh4/fkwymcxn/eXIqTdJSUkUGxsr3F8Xu93uNS6VSuWzvj/jdqUFE6eL0Wgkg8FAPT09lJ2d7bOuWq2mpKQkslgsEXvJhRKri0wmo9zcXLJYLEQkzZwShRbrzMwMmUwm0uv1S15HCnkNlLdxqlQqKS4ujmJjY0P+nvglbKtnJCDQBbtGo1EoczqdHhfsDg0NCXW6uroksWA32D7pdDq3HSneXLt2DevWrQu6r6EI173v7+8HEeHt27cA/lmwu3jFe0tLC5RKJX79+hW+AAIQbKxOpxN79+6FTqfDzMyMX9da6Zzm5eXhzJkzwueFhQVs2LDB54LdQ4cOicoKCgrcFuz6GreREGicANDc3AylUomBgQG/rvH582fExMSgo6Mj5P6GIphYF5ufn4dGo8H58+cBSDenQPCx3r9/HwqFAg6HY8lrSCWvLuTngt1du3aJyioqKtwW7IbyPfGrr2FrKYImJydhNpuFLcBmsxlms1m0FVij0aC9vV34bDAYkJiYiI6ODgwPD+Pw4cMet0rn5uZicHAQ/f39yMzMlMRWaV99+vLlCzQaDQYHB0XnTUxMICYmBp2dnW5tPnnyBHfv3sW7d+8wMTGB27dvIz4+HpcvX172eLwJNE6LxQK9Xo+hoSHYbDZ0dHRArVajqKhIOMe1VbqkpARv3rzBs2fPkJycLImt0oHE6nQ6kZ+fD61WC4vFItp2OT8/D0AaOTWZTFAoFHjw4AE+fPiA6upqJCYmCru9KisrUV9fL9R//vw5Vq1aBaPRiNHRUTQ2NnrcKr3UuF1pgcZpMBggl8vR1tYmyp3reTU9PY0LFy5gYGAANpsNPT092LNnDzIzMyM2yXYJNNarV6+iq6sLVqsVr169Qnl5OVavXo2RkRGhjhRzCgQeq8u+fftw9OhRt3Kp5nV6elp4ZxIRbty4AbPZjMnJSQBAfX09KisrhfqurdK1tbUYHR3FrVu3PG6V9nXvwuE/MXmpqqoCEbn96+3tFerQ37954fLnzx80NDQgJSUFCoUCxcXFGB8fF7X77ds3VFRUICEhAUqlEidPnhRNiCJhqT7ZbDa32AHg4sWL2LRpExYWFtza7OzsRE5ODhISErBmzRrs3r0bd+7c8Vh3pQQa56dPn1BUVIT169dDoVBg69atqK2tFf3OCwB8/PgRZWVliIuLQ1JSEmpqakTbiyMh0Fh7e3s9ft+JCDabDYB0cnrz5k1s3rwZcrkceXl5ePHihXBMp9OhqqpKVP/Ro0fYtm0b5HI5du7ciadPn4qO+zNuIyGQONPT0z3mrrGxEQAwOzuLkpISJCcnQyaTIT09HadOnQrrgz8UgcR67tw5oW5KSgoOHDiA169fi9qTak6BwL+/Y2NjICJ0d3e7tSXVvHp7nrhiq6qqgk6nczsnJycHcrkcarVa9G518XXvwiEGiNB+WMYYY4yxIPwvf+eFMcYYY9GLJy+MMcYYiyo8eWGMMcZYVOHJC2OMMcaiCk9eGGOMMRZVePLCGGOMsajCkxfGGGOMRRWevDDGGGMsqvDkhTHGGGNRhScvjDHGGIsqPHlhjDHGWFThyQtjjDHGospfgLjqslYRFHkAAAAASUVORK5CYII=\n" 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\n" }, "metadata": {} } @@ -965,44 +1370,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 353 + "height": 530 }, "id": "C2S_VyR3E-eX", - "outputId": "b3a8a450-1a85-4e1b-bdde-ec0821d3ab40" + "outputId": "52f32c9d-55a9-4df7-9cf5-bb5759203d27" }, "outputs": [ { + "output_type": "display_data", "data": { + "text/plain": [ + "" + ], "text/html": [ "\n", " \n", " " - ], - "text/plain": [ - "" ] }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} }, { + "output_type": "display_data", "data": { - "image/png": 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\n", 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\n" }, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1026,27 +1429,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 295 + "height": 472 }, "id": "p9qwl8x9E-eb", - "outputId": "717b3bfd-1da9-48c4-e3d0-f8daf5fa06f9" + "outputId": "5404e6e6-ba11-4ccd-e5c6-c3a0a240660c" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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\n", 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\n" }, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1061,24 +1462,432 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": { "colab": { - "base_uri": "https://localhost:8080/" + "base_uri": "https://localhost:8080/", + "height": 80 }, "id": "fFXTizQHE-ed", - "outputId": "22a8cf74-107e-4541-c948-a17eb93832ef" + "outputId": "d93f2b3b-46e8-4a7c-f8fc-6d5eb5138f41" }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ - "KMeans(max_iter=1000)" + "KMeans(max_iter=1000, n_init=10)" + ], + "text/html": [ + "
KMeans(max_iter=1000, n_init=10)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ] }, - "execution_count": 18, "metadata": {}, - "output_type": "execute_result" + "execution_count": 33 } ], "source": [ @@ -1086,7 +1895,7 @@ "np.random.seed(seed=1)\n", "from sklearn.cluster import KMeans\n", "\n", - "N = 3 #Number of bits\n", + "N = 3 #Number of bits per vector, here: signal sample pairs\n", "n_clusters = 2**N\n", "\n", "kmeans = KMeans(init='k-means++', n_clusters=n_clusters, n_init=10, max_iter=1000)\n", @@ -1095,27 +1904,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 296 + "height": 473 }, "id": "GXmmV0ZkE-ef", - "outputId": "5b07a439-7e7b-4e11-a592-a73f91e8f142" + "outputId": "f70a8441-3614-43cf-982c-1b90e82763d7" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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\n", 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\n" }, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1159,31 +1966,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "lBbg9opxE-ei", - "outputId": "1adc2461-5dc1-4a14-8073-614fa988abed" + "outputId": "c951abb1-e010-4835-cac6-0e413df824c2" }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ - "{0: [-0.028647572495907964, -0.028705219690788066],\n", - " 1: [0.1989551709518477, 0.19882574005699363],\n", - " 2: [-0.215879121329899, -0.21586006326004645],\n", - " 3: [-0.10109573194081274, -0.10085536819483747],\n", - " 4: [0.08805574047341504, 0.08807161063942998],\n", - " 5: [-0.4132903733285011, -0.41357361385348773],\n", - " 6: [0.01941490391813982, 0.01938874371938477],\n", - " 7: [0.39100170265545986, 0.3915001479088411]}" + "{0: [-0.02312747393027431, -0.023211756441952405],\n", + " 1: [0.20178717764873877, 0.20158207966979447],\n", + " 2: [-0.20654087166387444, -0.20655941503177666],\n", + " 3: [-0.4057317081896744, -0.4056562080287263],\n", + " 4: [0.09237542585945001, 0.0924575774182731],\n", + " 5: [0.3922695415386609, 0.39286148070251964],\n", + " 6: [-0.09275931172500863, -0.09256313539750652],\n", + " 7: [0.02394395802611152, 0.023927485939849138]}" ] }, - "execution_count": 20, "metadata": {}, - "output_type": "execute_result" + "execution_count": 35 } ], "source": [ @@ -1195,34 +2002,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 312 + "height": 489 }, "id": "LIwzrzSUE-ek", - "outputId": "7ea44eba-45fd-4535-c00f-43048cbe6864" + "outputId": "8f5aacf9-1e36-481f-ffe5-c9145e415825" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ - "[6 6 6 ... 0 6 4]\n" + "[4 1 5 1 4 4 4 1 4 6]\n" ] }, { + "output_type": "display_data", "data": { - "image/png": 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\n", 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\n" }, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1230,8 +2035,8 @@ "#k = kmeans.labels_\n", "k = kmeans.predict(training_data)\n", "plt.figure()\n", - "plt.plot(k)\n", - "print(k)\n", + "plt.plot(k[100000:100010])\n", + "print(k[100000:100010])\n", "plt.grid()\n", "plt.title('Coded Signal')\n", "plt.ylabel('Indices')\n", @@ -1249,45 +2054,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 353 + "height": 530 }, "id": "xzL4W98kE-em", - "outputId": "516470e8-11d3-459f-c8d0-ebd31af25454" + "outputId": "d03ebe6c-6f1b-4c40-edb2-81cfe5ec40d0" }, "outputs": [ { + "output_type": "execute_result", "data": { + "text/plain": [ + "" + ], "text/html": [ "\n", " \n", " " - ], - "text/plain": [ - "" ] }, - "execution_count": 22, "metadata": {}, - "output_type": "execute_result" + "execution_count": 39 }, { + "output_type": "display_data", "data": { - "image/png": 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\n", 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\n" 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\n", 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\n" 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\n", 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\n" }, - "output_type": "display_data" + "metadata": {} } ], "source": [ "# Define Step Size\n", - "stepsize=(1.0-(-1.0))/(2**N)\n", + "stepsize=(1.0-(-1.0))/(2**N) #N bits per sample, not per signal sample pair, hence twice as high bitrate as vector quantizer!\n", "# Mid-Rise Quantization\n", "speech_quant_rise_ind=np.floor(test_signal/stepsize)\n", "# Mid-Rise De-Quantization\n", @@ -1490,27 +2289,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 295 + "height": 472 }, "id": "alkGKEsKE-e0", - "outputId": "a660af3c-6180-4e58-a910-6819fc21f549" + "outputId": "869ab24f-0a01-42ba-cc43-8d9e5b185ccf" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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\n", 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puNSnxgnRKiz2yuPxaGuBtHrHL3I6nbLbJK+vrCa30yEjo58Plcpms8nvN0qq65bNJhkjFXt9ctptSohxqcTrV7HHJ6fdrsMen6Kcdnl9ftWNdqrU61eU0y6/X3LYbTpU6lWc26kf8w4rxuWQJBUWe9Xk15riY5wq9pTVbCT5/EZup10uh12lXr/8xijKaZcxkt8YxbgcKij2qOBw2bJup0Nev5HDZpPdXjYeIynKbrS1QPryh3zFuqPkdNhkTFlNHp9fRaVexUe7dKjUp1KvX/XrROlQiTfwnLDZJKfdLofdJp/fyOMra5N/2KO4aKcOlfgU5bTp50MeuZ12RTnt8vmNjCl73vj9kufX54CR5DjiJoBGZfvWZivb/y5H2XZ02m2B51RRqU92m03RLrvsvy7r8fnl85ct63TYJZX14fV4teuQlPtDvhLquGW32bQ7v1hOu012u03x0S5Fu8rW4fUZ+Y2Rx2dkt0n1YqNks0mHSnyKiXLI5/fL7XTIZpN+OeRRTNR/1+/zl+0Ll8OufYUlgeeg3WaT02GT11e2ndxOR2DsfmPUKD66rH6vX+bXZQoOexXltKuo1CuXo6zPKKddh0t9cjpssv+6/Z2Osm3p9ZctW1Lq0a4iaXd+sfwqld8Y2W22X5+fdhV7fIHnbEyUQ4dLfTJGKvX5f90TNtlsUpTDHmhX8uuyDnvZc8TpKGtT6vXLaf/va9Fus8nj9yvKUbaPyuv2G6NSr1913A4Ve/zy+MpeA26nQ0572bY7cKhETrtdB0u8SohxqdjjU91opxJiXLLbbPr5UKka1IkK3CzS6/Uov1T64ZfDKvYdVnxM2evcYbPpYIlH8dEuHfb45HLYlX/YI4fdpoMlZa81m03y+X99Lbnsv76HmF/XW1Zb+WurrttZ9jot8crpKHsd+399rdWJcpY9l03Ztij1lr1uol0OuRw2HSzxyWGz6ZeiUtVxO1QvNkoHS7yy22wq/fW56v71dWGz2QLbIjbKoWiXQ78UlcpusynGKR0olnblHZbD6ZHPb1TiLdu+BYc9iolyBPaXTTYZGR0q8Sk2yiG7rWxfOR02lXj8KvH6VVjskdNhV123U4XFHunX92ZJZe/DPr8OlXjldjoU5bTrUIlXXr+R89f3Qb8pe0+022yKcTnkM2XzjJEKSzwq9vgV7Sp7rkU5HHK7yp4DNtnk/fX14zdGhcVexUU75TdG0U5H2ftmaal2FErrfyyQ01m2rxy/bhevz6jU55fbaQ88/+KinTJlb+0q8foDrwe/MXL9+jz0+o2iHGXP36LSsvewuGinXA67ij3+X9+vvCr1+eX1lS3n9f/3eRAb5VT+4VLVcTuVGBOlJgnRVTtw1jI2Y8o3ZXiVlpYqJSVFEydO1H333Vdpm5KSEpWUlAQeFxQUKDU1Vfv37w/p3eALDnvU/ZFlIesPAIDaqnOzeL112/mn1IfH41F2drYGDBggl8ulgoICJSUlKT8/P6TH75MR1jNAR5o/f77y8vI0atSoY7bJzMzU1KlTK0xftGiRYmNjQ1bL2v02SY6Q9QcAQG2V+0OBsrKyQtJXdna2JKmoqCgk/Z2KGnMGKCMjQ1FRUXrvvfeO2eZMnQHK+mqPxr+eG7L+AACozTY/PPCUlucM0DHs2LFDixcv1ttvv33cdm63W263u8J0l8sll8sVsnocTs7+AABQLlTH2PLjdSiP2dVVI34HaPbs2WrUqJEuv/zycJcCAAAsIOwByO/3a/bs2Ro5cqSczhpxQgoAAES4sAegxYsXa+fOnbrlllvCXQoAALCIsJ9yGThwoGrIddgAAMAiwn4GCAAA4EwjAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMshAAEAAMsJewD68ccfdeONN6pBgwaKiYlRp06dtHr16nCXBQAAIpgznCv/5Zdf1KtXL1188cVasGCBGjZsqM2bN6tevXrhLAsAAES4sAag6dOnKzU1VbNnzw5Ma9myZRgrAgAAVhDWAPTuu+8qIyNDv/vd7/Thhx+qadOmuvPOOzVmzJhK25eUlKikpCTwuKCgQJLk8Xjk8XhCVpfP6wtZXwAA1HaneowtX/7o/4ZTWAPQd999p5kzZ2rixIm67777tGrVKo0bN05RUVEaOXJkhfaZmZmaOnVqhemLFi1SbGxsyOpau98myRGy/gAAqM2ysrJC0k92drYkqaioKCT9nQqbMcaEa+VRUVE677zz9OmnnwamjRs3TqtWrdKKFSsqtK/sDFBqaqr279+v+Pj4kNWV9dUejX89N2T9AQBQm21+eOApLe/xeJSdna0BAwbI5XKpoKBASUlJys/PD+nx+2SE9QxQcnKy2rdvHzTtnHPO0VtvvVVpe7fbLbfbXWG6y+WSy+UKWV0OJ2d/AAAoF6pjbPnxOpTH7OoK69fge/XqpU2bNgVN+/bbb9WiRYswVQQAAKwgrAHoj3/8o1auXKlHHnlEW7Zs0csvv6xnn31WY8eODWdZAAAgwoU1AP3mN7/RvHnz9Morr6hjx456+OGH9cQTT2j48OHhLAsAAES4sF4DJElXXHGFrrjiinCXAQAALCTst8IAAAA40whAAADAcghAAADAcghAlbDJFu4SAADAaUQAqoRR2H4cGwAAnAEEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEoEpwLzAAACIbAagS3AsMAIDIRgACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwCqBPcCAwAgshGAKsG9wAAAiGwEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDlhDUAPPvigbDZb0F+7du3CWRIAALAAZ7gL6NChgxYvXhx47HSGvSRuhQEAQIQLe9pwOp1q0qRJuMsAAAAWEvYAtHnzZqWkpCg6Olo9e/ZUZmammjdvXmnbkpISlZSUBB4XFBRIkjwejzweT8hq8nq9IesLAIDa7lSPseXLH/3fcAprAEpPT9ecOXPUtm1b7d69W1OnTlXv3r21fv16xcXFVWifmZmpqVOnVpi+aNEixcbGhqyutfttkhwh6w8AgNosKysrJP1kZ2dLkoqKikLS36mwGWNqzK3P8/Ly1KJFC82YMUOjR4+uML+yM0Cpqanav3+/4uPjQ1ZH1ld7NP713JD1BwBAbbb54YGntLzH41F2drYGDBggl8ulgoICJSUlKT8/P6TH75MR9o/AjpSYmKizzz5bW7ZsqXS+2+2W2+2uMN3lcsnlcoWsDoeTsz8AAJQL1TG2/HgdymN2ddWo3wE6ePCgtm7dquTk5HCXAgAAIlhYA9A999yjDz/8UNu3b9enn36qq666Sg6HQ8OGDQtnWQAAIMKF9SOwH374QcOGDdOBAwfUsGFDXXjhhVq5cqUaNmwYzrIAAECEC2sAevXVV8O5egAAYFE16hogAACAM4EABAAALIcAVAnuBQYAQGQjAAEAAMshAFXCqMb8ODYAADgNCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCECV4FYYAABENgIQAACwHAIQAACwHAJQJbgXGAAAkY0ABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcAVAnuBQYAQGQjAAEAAMshAAEAAMshAFWCe4EBABDZCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCECV4FYYAABEthoTgKZNmyabzaYJEyaEuxQAABDhakQAWrVqlZ555hl17tw53KUAAAALCHsAOnjwoIYPH67nnntO9erVC3c5AADAApzhLmDs2LG6/PLL1b9/f/3P//zPcduWlJSopKQk8LigoECS5PF45PF4QlaT1+sNWV8AANR2p3qMLV/+6P+GU1gD0KuvvqovvvhCq1atqlL7zMxMTZ06tcL0RYsWKTY2NmR1rd1vk+QIWX8AANRmWVlZIeknOztbklRUVBSS/k5F2ALQ999/r/Hjxys7O1vR0dFVWmby5MmaOHFi4HFBQYFSU1M1cOBAxcfHh664r/Zozubc0PUHAEAtdtlll53S8h6PR9nZ2RowYIBcLlfgE5xwClsAWrNmjfbt26du3boFpvl8Pi1fvlz//Oc/VVJSIocj+CyM2+2W2+2u0JfL5ZLL5QpZbQ4nZ38AACgXqmNs+fE6lMfs6gpZAMrLy1NiYmKV2/fr109fffVV0LSbb75Z7dq106RJkyqEHwAAgFCp1rfApk+frtdeey3w+Nprr1WDBg3UtGlTffnll1XqIy4uTh07dgz6q1Onjho0aKCOHTtWpywAAIAqqVYAevrpp5Wamiqp7IKm7OxsLViwQIMGDdK9994b0gIBAABCrVofge3ZsycQgN5//31de+21GjhwoNLS0pSenl7tYnJycqq9LAAAQFVV6wxQvXr19P3330uSFi5cqP79+0uSjDHy+Xyhqy5MuBcYAACRrVpngK6++mrdcMMNOuuss3TgwAENGjRIkrR27Vq1adMmpAUCAACEWrUC0OOPP660tDR9//33evTRR1W3bl1J0u7du3XnnXeGtEAAAIBQq1YAcrlcuueeeypM/+Mf/3jKBQEAAJxu1b4Z6ty5c3XhhRcqJSVFO3bskCQ98cQTeuedd0JWXLgYmXCXAAAATqNqBaCZM2dq4sSJGjRokPLy8gIXPicmJuqJJ54IZX0AAAAhV60A9OSTT+q5557T/fffH/SLzeedd16FX3cGAACoaaoVgLZt26Zzzz23wnS3261Dhw6dclEAAACnU7UCUMuWLbVu3boK0xcuXKhzzjnnVGsCAAA4rar1LbCJEydq7NixKi4uljFGn3/+uV555RVlZmbq3//+d6hrBAAACKlqBaDf//73iomJ0QMPPKCioiLdcMMNSklJ0d///nddf/31oa4RAAAgpKoVgCRp+PDhGj58uIqKinTw4EE1atQolHUBAACcNtUKQNu2bZPX69VZZ52l2NhYxcbGSpI2b94sl8ultLS0UNZ4xnEvMAAAIlu1LoIeNWqUPv300wrTP/vsM40aNepUawIAADitqhWA1q5dq169elWYfv7551f67TAAAICapFoByGazqbCwsML0/Pz8wK9CAwAA1FTVCkB9+vRRZmZmUNjx+XzKzMzUhRdeGLLiwoV7gQEAENmqdRH09OnT1adPH7Vt21a9e/eWJH300UcqKCjQ0qVLQ1ogAABAqFXrDFD79u2Vm5ura6+9Vvv27VNhYaFGjBihb775Rh07dgx1jQAAACFV7d8BSklJ0SOPPBLKWgAAAM6IKgeg3NxcdezYUXa7Xbm5ucdt27lz51MuDAAA4HSpcgDq2rWr9uzZo0aNGqlr166y2WwypuLFwjabjW+CAQCAGq3KAWjbtm1q2LBh4N8AAAC1VZUDUIsWLSr9dyTiVhgAAES2Kgegd999t8qdXnnlldUqBgAA4EyocgAaOnRo0OOjrwGy2f571oRrgAAAQE1W5d8B8vv9gb9Fixapa9euWrBggfLy8pSXl6esrCx169ZNCxcuPJ31AgAAnLJq/Q7QhAkT9PTTTwfd9iIjI0OxsbG69dZb9fXXX4esQAAAgFCr1i9Bb926VYmJiRWmJyQkaPv27adYUvhxLzAAACJbtQLQb37zG02cOFF79+4NTNu7d6/uvfde9ejRI2TFAQAAnA7VCkCzZs3S7t271bx5c7Vp00Zt2rRR8+bN9eOPP+r5558PdY0AAAAhVa1rgNq0aaPc3FxlZ2frm2++kSSdc8456t+/f9C3wQAAAGqiat8M1WazaeDAgRo4cGAo6wEAADjtqh2AlixZoiVLlmjfvn3y+/1B82bNmnXKhQEAAJwu1QpAU6dO1UMPPaTzzjtPycnJfOwFAABqlWoFoKefflpz5szRTTfdFOp6agTuBQYAQGSr1rfASktLdcEFF4S6FgAAgDOiWgHo97//vV5++eVTXvnMmTPVuXNnxcfHKz4+Xj179tSCBQtOuV8AAIDjqdZHYMXFxXr22We1ePFide7cWS6XK2j+jBkzqtRPs2bNNG3aNJ111lkyxuiFF17QkCFDtHbtWnXo0KE6pQEAAJxQtQJQbm6uunbtKklav359tVc+ePDgoMf/+7//q5kzZ2rlypUEIAAAcNpUKwAtW7Ys1HXI5/PpjTfe0KFDh9SzZ89K25SUlKikpCTwuKCgQJLk8Xjk8XhCVovX6w1ZXwAA1HaneowtX/7o/4bTSQWgq6+++oRtbDab3nrrrSr3+dVXX6lnz54qLi5W3bp1NW/ePLVv377StpmZmZo6dWqF6YsWLVJsbGyV13kia/fbJDlC1h8AALVZVlZWSPrJzs6WJBUVFYWkv1NhM8ZU+dbnN998c5XazZ49u8oFlJaWaufOncrPz9ebb76pf//73/rwww8rDUGVnQFKTU3V/v37FR8fX+V1nkjWV3s0/vXckPUHAEBttvnhU7vrg8fjUXZ2tgYMGCCXy6WCggIlJSUpPz8/pMfvk3FSZ4BOJthUVVRUlNq0aSNJ6t69u1atWqW///3veuaZZyq0dbvdcrvdFaa7XK4KF2KfCoeTsz8AAJQL1TG2/HgdymN2dVXra/Cnk9/vDzrLAwAAEGrVvhdYKEyePFmDBg1S8+bNVVhYqJdfflk5OTn64IMPwlkWAACIcGENQPv27dOIESO0e/duJSQkqHPnzvrggw80YMCAcJbFrTAAAIhwYQ1Azz//fDhXDwAALKrGXQMEAABwuhGAAACA5RCAAACA5RCAAACA5RCAKmFU5R/HBgAAtRABCAAAWA4BCAAAWA4BCAAAWA4BCAAAWA4BCAAAWA4BqBLcCwwAgMhGAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAKoE9wIDACCyEYAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAqwb3AAACIbAQgAABgOQQgAABgOQQgAABgOQQgAABgOQQgAABgOQSgSnAvMAAAIhsBCAAAWA4BCAAAWA4BCAAAWA4BCAAAWA4BqBLcCgMAgMhGAAIAAJZDAAIAAJZDAAIAAJYT1gCUmZmp3/zmN4qLi1OjRo00dOhQbdq0KZwlAQAACwhrAPrwww81duxYrVy5UtnZ2fJ4PBo4cKAOHToUzrIAAECEc4Zz5QsXLgx6PGfOHDVq1Ehr1qxRnz59wlQVAACIdGENQEfLz8+XJNWvX7/S+SUlJSopKQk8LigokCR5PB55PJ6Q1eH1ekPWFwAAtd2pHmPLlz/6v+FUYwKQ3+/XhAkT1KtXL3Xs2LHSNpmZmZo6dWqF6YsWLVJsbGzIalm73ybJEbL+AACozbKyskLST3Z2tiSpqKgoJP2dCpsxpkbc+vyOO+7QggUL9PHHH6tZs2aVtqnsDFBqaqr279+v+Pj4kNWS9dUejX89N2T9AQBQm21+eOApLe/xeJSdna0BAwbI5XKpoKBASUlJys/PD+nx+2TUiDNAd911l95//30tX778mOFHktxut9xud4XpLpdLLpcrZPU4nJz9AQCgXKiOseXH61Aes6srrAHIGKM//OEPmjdvnnJyctSyZctwlgMAACwirAFo7Nixevnll/XOO+8oLi5Oe/bskSQlJCQoJiYmbHVxLzAAACJbWH8HaObMmcrPz9dFF12k5OTkwN9rr70WzrIAAECEC/tHYAAAAGca9wIDAACWQwACAACWQwACAACWQwACAACWQwCqhBEXZwMAEMkIQAAAwHIIQAAAwHIIQAAAwHIIQJXgVhgAAEQ2AhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAlAluBcYAACRjQAEAAAshwAEAAAshwAEAAAshwBUCe4FBgBAZCMAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAVYJ7gQEAENkIQAAAwHIIQAAAwHIIQJXgVhgAAEQ2AhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALCcsAag5cuXa/DgwUpJSZHNZtP8+fPDWQ4AALCIsAagQ4cOqUuXLnrqqafCWQYAALAYZzhXPmjQIA0aNCicJQAAAAsKawA6WSUlJSopKQk8LigokCR5PB55PJ6Qrcfr9YasLwAAartTPcaWL3/0f8OpVgWgzMxMTZ06tcL0RYsWKTY2NmTrWbvfJskRsv4AAKjNsrKyQtJPdna2JKmoqCgk/Z0KmzGmRtz63Gazad68eRo6dOgx21R2Big1NVX79+9XfHx8yGrJ+mqPxr+eG7L+AACozTY/PPCUlvd4PMrOztaAAQPkcrlUUFCgpKQk5efnh/T4fTJq1Rkgt9stt9tdYbrL5ZLL5QrZepzOWrVZAAA4rUJ1jC0/XofymF1d/A4QAACwnLCe6jh48KC2bNkSeLxt2zatW7dO9evXV/PmzcNYGQAAiGRhDUCrV6/WxRdfHHg8ceJESdLIkSM1Z86cMFUFAAAiXVgD0EUXXaQacg02AACwEK4BAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAqoQRF2YDABDJCEAAAMByCEAAAMByCECVsMkW7hIAAMBpRAACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwCqBPcCAwAgshGAAACA5RCAKsGtMAAAiGwEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEoEpwLzAAACIbAQgAAFgOAagS3AsMAIDIRgACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWUyMC0FNPPaW0tDRFR0crPT1dn3/+ebhLAgAAESzsAei1117TxIkTNWXKFH3xxRfq0qWLMjIytG/fvnCXBgAAIlTYA9CMGTM0ZswY3XzzzWrfvr2efvppxcbGatasWWGrqajUG7Z1AwCA088ZzpWXlpZqzZo1mjx5cmCa3W5X//79tWLFigrtS0pKVFJSEnhcUFAgSfJ4PPJ4PCGra9W2AyHrCwCA2u5Uj7Hlyx/933AKawDav3+/fD6fGjduHDS9cePG+uabbyq0z8zM1NSpUytMX7RokWJjY0NWV2yhTZIjZP0BAFCbZWVlhaSf7OxsSVJRUVFI+jsVYQ1AJ2vy5MmaOHFi4HFBQYFSU1M1cOBAxcfHh2w9l0n6k8ej7OxsDRgwQC6XK2R91zQei4xTYqyRyipjtco4JcYaiY4eZ/knOOEU1gCUlJQkh8OhvXv3Bk3fu3evmjRpUqG92+2W2+2uMN3lcp22J87p7Lsmsco4JcYaqawyVquMU2Kskah8nDVhrGG9CDoqKkrdu3fXkiVLAtP8fr+WLFminj17hrEyAAAQycL+EdjEiRM1cuRInXfeeerRo4eeeOIJHTp0SDfffHO4SwMAABEq7AHouuuu008//aS//vWv2rNnj7p27aqFCxdWuDAaAAAgVMIegCTprrvu0l133RXuMgAAgEWE/YcQAQAAzjQCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsJwa8UvQ1WWMkSQVFBSEvG+Px6OioiIVFBTUiLvWni5WGafEWCOVVcZqlXFKjDUSHT3O8uN2+XE8HGp1ACosLJQkpaamhrkSAABwsgoLC5WQkBCWddtMOOPXKfL7/dq1a5fi4uJks9lC2ndBQYFSU1P1/fffKz4+PqR91yRWGafEWCOVVcZqlXFKjDUSHT1OY4wKCwuVkpIiuz08V+PU6jNAdrtdzZo1O63riI+Pj+gnZTmrjFNirJHKKmO1yjglxhqJjhxnuM78lOMiaAAAYDkEIAAAYDkEoGNwu92aMmWK3G53uEs5rawyTomxRiqrjNUq45QYaySqieOs1RdBAwAAVAdngAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgCrx1FNPKS0tTdHR0UpPT9fnn38e7pKCZGZm6je/+Y3i4uLUqFEjDR06VJs2bQpqc9FFF8lmswX93X777UFtdu7cqcsvv1yxsbFq1KiR7r33Xnm93qA2OTk56tatm9xut9q0aaM5c+ZUqOd0ba8HH3ywwhjatWsXmF9cXKyxY8eqQYMGqlu3rq655hrt3bu3Vo2xXFpaWoWx2mw2jR07VlLt3p/Lly/X4MGDlZKSIpvNpvnz5wfNN8bor3/9q5KTkxUTE6P+/ftr8+bNQW1+/vlnDR8+XPHx8UpMTNTo0aN18ODBoDa5ubnq3bu3oqOjlZqaqkcffbRCLW+88YbatWun6OhoderUSVlZWSddS3XH6vF4NGnSJHXq1El16tRRSkqKRowYoV27dgX1UdlzYdq0aTVqrCfap6NGjaowhksvvTSoTSTsU0mVvm5tNpsee+yxQJvasE+rclypSe+5VanlhAyCvPrqqyYqKsrMmjXLbNiwwYwZM8YkJiaavXv3hru0gIyMDDN79myzfv16s27dOnPZZZeZ5s2bm4MHDwba9O3b14wZM8bs3r078Jefnx+Y7/V6TceOHU3//v3N2rVrTVZWlklKSjKTJ08OtPnuu+9MbGysmThxotm4caN58sknjcPhMAsXLgy0OZ3ba8qUKaZDhw5BY/jpp58C82+//XaTmppqlixZYlavXm3OP/98c8EFF9SqMZbbt29f0Dizs7ONJLNs2TJjTO3en1lZWeb+++83b7/9tpFk5s2bFzR/2rRpJiEhwcyfP998+eWX5sorrzQtW7Y0hw8fDrS59NJLTZcuXczKlSvNRx99ZNq0aWOGDRsWmJ+fn28aN25shg8fbtavX29eeeUVExMTY5555plAm08++cQ4HA7z6KOPmo0bN5oHHnjAuFwu89VXX51ULdUda15enunfv7957bXXzDfffGNWrFhhevToYbp37x7UR4sWLcxDDz0UtK+PfG3XhLGeaJ+OHDnSXHrppUFj+Pnnn4PaRMI+NcYEjXH37t1m1qxZxmazma1btwba1IZ9WpXjSk16zz1RLVVBADpKjx49zNixYwOPfT6fSUlJMZmZmWGs6vj27dtnJJkPP/wwMK1v375m/Pjxx1wmKyvL2O12s2fPnsC0mTNnmvj4eFNSUmKMMeZPf/qT6dChQ9By1113ncnIyAg8Pp3ba8qUKaZLly6VzsvLyzMul8u88cYbgWlff/21kWRWrFhRa8Z4LOPHjzetW7c2fr/fGBMZ+9MYU+EA4vf7TZMmTcxjjz0WmJaXl2fcbrd55ZVXjDHGbNy40Ugyq1atCrRZsGCBsdls5scffzTGGPOvf/3L1KtXLzBWY4yZNGmSadu2beDxtddeay6//PKgetLT081tt91W5VpOZayV+fzzz40ks2PHjsC0Fi1amMcff/yYy9S0sR4rAA0ZMuSYy0TyPh0yZIi55JJLgqbVtn1qTMXjSk16z61KLVXBR2BHKC0t1Zo1a9S/f//ANLvdrv79+2vFihVhrOz48vPzJUn169cPmv7//t//U1JSkjp27KjJkyerqKgoMG/FihXq1KmTGjduHJiWkZGhgoICbdiwIdDmyG1R3qZ8W5yJ7bV582alpKSoVatWGj58uHbu3ClJWrNmjTweT9C627Vrp+bNmwfWXVvGeLTS0lK99NJLuuWWW4Ju8hsJ+/No27Zt0549e4LWmZCQoPT09KD9mJiYqPPOOy/Qpn///rLb7frss88Cbfr06aOoqKigsW3atEm//PJLoM3xxl+VWkItPz9fNptNiYmJQdOnTZumBg0a6Nxzz9Vjjz0W9BFCbRlrTk6OGjVqpLZt2+qOO+7QgQMHgsYQift07969+s9//qPRo0dXmFfb9unRx5Wa9J5blVqqolbfDDXU9u/fL5/PF7TzJKlx48b65ptvwlTV8fn9fk2YMEG9evVSx44dA9NvuOEGtWjRQikpKcrNzdWkSZO0adMmvf3225KkPXv2VDrO8nnHa1NQUKDDhw/rl19+Oa3bKz09XXPmzFHbtm21e/duTZ06Vb1799b69eu1Z88eRUVFVThwNG7c+IT116QxVmb+/PnKy8vTqFGjAtMiYX9Wpry2ytZ5ZN2NGjUKmu90OlW/fv2gNi1btqzQR/m8evXqHXP8R/ZxolpCqbi4WJMmTdKwYcOCboI5btw4devWTfXr19enn36qyZMna/fu3ZoxY0agzpo+1ksvvVRXX321WrZsqa1bt+q+++7ToEGDtGLFCjkcjojdpy+88ILi4uJ09dVXB02vbfu0suNKTXrPrUotVUEAquXGjh2r9evX6+OPPw6afuuttwb+3alTJyUnJ6tfv37aunWrWrdufabLrJZBgwYF/t25c2elp6erRYsWev311xUTExPGyk6v559/XoMGDVJKSkpgWiTsT/yXx+PRtddeK2OMZs6cGTRv4sSJgX937txZUVFRuu2225SZmVmjbiNwPNdff33g3506dVLnzp3VunVr5eTkqF+/fmGs7PSaNWuWhg8frujo6KDptW2fHuu4Emn4COwISUlJcjgcFa4k37t3r5o0aRKmqo7trrvu0vvvv69ly5apWbNmx22bnp4uSdqyZYskqUmTJpWOs3ze8drEx8crJibmjG+vxMREnX322dqyZYuaNGmi0tJS5eXlHXPdtXGMO3bs0OLFi/X73//+uO0iYX8eWdvx1tmkSRPt27cvaL7X69XPP/8ckn195PwT1RIK5eFnx44dys7ODjr7U5n09HR5vV5t3749UGdtGWu5Vq1aKSkpKej5Gkn7VJI++ugjbdq06YSvXalm79NjHVdq0ntuVWqpCgLQEaKiotS9e3ctWbIkMM3v92vJkiXq2bNnGCsLZozRXXfdpXnz5mnp0qUVTp1WZt26dZKk5ORkSVLPnj311VdfBb0Jlb8Zt2/fPtDmyG1R3qZ8W5zp7XXw4EFt3bpVycnJ6t69u1wuV9C6N23apJ07dwbWXRvHOHv2bDVq1EiXX375cdtFwv6UpJYtW6pJkyZB6ywoKNBnn30WtB/z8vK0Zs2aQJulS5fK7/cHgmDPnj21fPlyeTyeoLG1bdtW9erVC7Q53virUsupKg8/mzdv1uLFi9WgQYMTLrNu3TrZ7fbAR0a1ZaxH+uGHH3TgwIGg52uk7NNyzz//vLp3764uXbqcsG1N3KcnOq7UpPfcqtRSJVW+XNoiXn31VeN2u82cOXPMxo0bza233moSExODrmoPtzvuuMMkJCSYnJycoK9VFhUVGWOM2bJli3nooYfM6tWrzbZt28w777xjWrVqZfr06RPoo/zrigMHDjTr1q0zCxcuNA0bNqz064r33nuv+frrr81TTz1V6dcVT9f2uvvuu01OTo7Ztm2b+eSTT0z//v1NUlKS2bdvnzGm7GuQzZs3N0uXLjWrV682PXv2ND179qxVYzySz+czzZs3N5MmTQqaXtv3Z2FhoVm7dq1Zu3atkWRmzJhh1q5dG/jm07Rp00xiYqJ55513TG5urhkyZEilX4M/99xzzWeffWY+/vhjc9ZZZwV9ZTovL880btzY3HTTTWb9+vXm1VdfNbGxsRW+Rux0Os3//d//ma+//tpMmTKl0q8Rn6iW6o61tLTUXHnllaZZs2Zm3bp1Qa/d8m/IfPrpp+bxxx8369atM1u3bjUvvfSSadiwoRkxYkSNGuvxxllYWGjuueces2LFCrNt2zazePFi061bN3PWWWeZ4uLiiNqn5fLz801sbKyZOXNmheVryz490XHFmJr1nnuiWqqCAFSJJ5980jRv3txERUWZHj16mJUrV4a7pCCSKv2bPXu2McaYnTt3mj59+pj69esbt9tt2rRpY+69996g340xxpjt27ebQYMGmZiYGJOUlGTuvvtu4/F4gtosW7bMdO3a1URFRZlWrVoF1nGk07W9rrvuOpOcnGyioqJM06ZNzXXXXWe2bNkSmH/48GFz5513mnr16pnY2Fhz1VVXmd27d9eqMR7pgw8+MJLMpk2bgqbX9v25bNmySp+vI0eONMaUfX33L3/5i2ncuLFxu92mX79+FbbBgQMHzLBhw0zdunVNfHy8ufnmm01hYWFQmy+//NJceOGFxu12m6ZNm5pp06ZVqOX11183Z599tomKijIdOnQw//nPf4LmV6WW6o5127Ztx3ztlv/e05o1a0x6erpJSEgw0dHR5pxzzjGPPPJIUHCoCWM93jiLiorMwIEDTcOGDY3L5TItWrQwY8aMqRCiI2GflnvmmWdMTEyMycvLq7B8bdmnJzquGFOz3nOrUsuJ2H4dOAAAgGVwDRAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhCAWsVms2n+/PnhLgNALUcAAhDkp59+0h133KHmzZvL7XarSZMmysjI0CeffBLu0gAgZJzhLgBAzXLNNdeotLRUL7zwglq1aqW9e/dqyZIlOnDgQLhLA4CQ4QwQgIC8vDx99NFHmj59ui6++GK1aNFCPXr00OTJk3XllVcG2s2YMUOdOnVSnTp1lJqaqjvvvFMHDx4MzJ8zZ44SExP1/vvvq23btoqNjdVvf/tbFRUV6YUXXlBaWprq1auncePGyefzBZZLS0vTww8/rGHDhqlOnTpq2rSpnnrqqePW/P333+vaa69VYmKi6tevryFDhmj79u2B+Tk5OerRo4fq1KmjxMRE9erVSzt27Ki0r+3bt8tms+ntt9/WxRdfrNjYWHXp0kUrVqyo5hYFUFMRgAAE1K1bV3Xr1tX8+fNVUlJyzHZ2u13/+Mc/tGHDBr3wwgtaunSp/vSnPwW1KSoq0j/+8Q+9+uqrWrhwoXJycnTVVVcpKytLWVlZmjt3rp555hm9+eabQcs99thj6tKli9auXas///nPGj9+vLKzsyutw+PxKCMjQ3Fxcfroo4/0ySefqG7durr00ktVWloqr9eroUOHqm/fvsrNzdWKFSt06623ymazHXc73H///brnnnu0bt06nX322Ro2bJi8Xm8VtyKAWuGkbp0KIOK9+eabpl69eiY6OtpccMEFZvLkyebLL7887jJvvPGGadCgQeDx7NmzjSSzZcuWwLTbbrvNxMbGBt3xOyMjw9x2222Bxy1atDCXXnppUN/XXXedGTRoUOCxJDNv3jxjjDFz5841bdu2NX6/PzC/pKTExMTEmA8++MAcOHDASDI5OTlVGnv5Hdv//e9/B6Zt2LDBSDJff/11lfoAUDtwBghAkGuuuUa7du3Su+++q0svvVQ5OTnq1q2b5syZE2izePFi9evXT02bNlVcXJxuuukmHThwQEVFRYE2sbGxat26deBx48aNlZaWprp16wZN27dvX9D6e/bsWeHx119/XWmtX375pbZs2aK4uLjA2av69euruLhYW7duVf369TVq1ChlZGRo8ODB+vvf/67du3efcBt07tw58O/k5GRJqlAngNqNAASggujoaA0YMEB/+ctf9Omnn2rUqFGaMmWKpLLrZK644gp17txZb731ltasWRO4Tqe0tDTQh8vlCurTZrNVOs3v91e7zoMHD6p79+5at25d0N+3336rG264QZI0e/ZsrVixQhdccIFee+01nX322Vq5cuVx+z2yzvKPy06lTgA1DwEIwAm1b99ehw4dkiStWbNGfr9ff/vb33T++efr7LPP1q5du0K2rqPDycqVK3XOOedU2rZbt27avHmzGjVqpDZt2gT9JSQkBNqde+65mjx5sj799FN17NhRL7/8csjqBVA7EYAABBw4cECXXHKJXnrpJeXm5mrbtm1644039Oijj2rIkCGSpDZt2sjj8ejJJ5/Ud999p7lz5+rpp58OWQ2ffPKJHn30UX377bd66qmn9MYbb2j8+PGVth0+fLiSkpI0ZMgQffTRR9q2bZtycnI0btw4/fDDD9q2bZsmT56sFStWaMeOHVq0aJE2b958zEAFwDr4HSAAAXXr1lV6eroef/xxbd26VR6PR6mpqRozZozuu+8+SVKXLl00Y8YMTZ8+XZMnT1afPn2UmZmpESNGhKSGu+++W6tXr9bUqVMVHx+vGTNmKCMjo9K2sbGxWr58uSZNmqSrr75ahYWFatq0qfr166f4+HgdPnxY33zzjV544QUdOHBAycnJGjt2rG677baQ1Aqg9rIZY0y4iwAAqex3gCZMmKAJEyaEuxQAEY6PwAAAgOUQgAAAgOXwERgAALAczgABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADL+f9VEDqtDDnjXwAAAABJRU5ErkJggg==\n" 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\n", 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\n" }, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1607,27 +2402,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 265 + "height": 435 }, "id": "KgiqZX7uE-e6", - "outputId": "be597352-870b-4af8-d27a-7d6d944654e1" + "outputId": "0e8beca8-5101-4d76-f425-c87b6baadee1" }, "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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\n", 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\n" }, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -1662,7 +2455,8 @@ ], "source": [ "print('Mean Squared Quantization Error - Mid-Riser:',((speech_quant_rise_rec - test_signal)**2).mean())\n", - "print('Mean Squared Quantization Error - VQ:',(((decoded - test_signal)**2)**2).mean())" + "print('Mean Squared Quantization Error - VQ:',(((decoded - test_signal)**2)**2).mean())\n", + "#Keep in mind: scalar quantizer has twice as high bitrate!" ] }, {