IM 8.6.8 Lesson: Analyzing Bivariate Data
[size=100]A researcher found an association between a dog’s stride length and its speed: the longer a dog’s steps, the faster it goes. The predicted speed in meters per second, [math]s[/math], as a function of step length in meters, [math]l[/math], is [br][br][math]s=4l-1.6[/math][br][/size][br]What does the rate of change of the function tell you about the association between stride length and speed?
Is there an association between the weight of an animal’s body and the weight of the animal’s brain?
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iVzoomATakJiwdnIKBiM2OpQwshoDyxKRVq/pxSbUq73ePj4+729nb38vLyATqMYe7m5mYfx4A4jjm87u7udq+vrwwpc1exqVA4+w/u8Hp7e9s9PDzsuUBOPD8/c3p/RzzncI/r3wUm/KA8sSklbPKIkqqb0tPT015I7u/vP5gSBOOY0UBsIEAQouqXik12PPDgAb58/fr1namAS3jxAkdgPDQmGNmPHz84vecbHnjimsNkwjfKk/SmhMYeewI59nQSn2woMCAchCg+OTP3MYHaMn8qmxJEAuIC0fjy5cs7U0LPTz3F9ua3zIm5Z1exmbt+a/HgBft/iiPUl2Mxvfmt4dI7r/IkrSmxsdGQ8B6kOTaHeZoQn2ZoOPxZzhwAGqSKn3vgb2m+qinx4QP9R8+jKfFJGE+1/NMd+s8n3sgJjGflxlQeq9hMXbfFOOgKtQO6cMxwUBv1B2taF8bjw28rJtOY8iStKdFUWsIQ5ygoIAKFBGM0IZKDRIFIgXAUL85nIglqqWpK6C3FQk2JvKH4ACfyArF6Mf6UQOmaTJ9VbDLVFmtB7/HLGpqAC/0+1XPlFdZQT6BBkV9xn6zvlSdpTQmkONZgzvFXkJICQsOnGeSAuGANyIK/F2MdxmBIMUcm0lQ0JfQ9CoKKB+a13+TJMRFqrcnEk1O1qNicit3qHM0EesALXDjGB/IFvDh28WHmVMyxtVscV57YlP5+uiG5YEIkA+74/O3bt70YgWgYgxl9//59P3eMfFskRzxzNVOK/UfP9cXezzUlPry0fklFvDO+V7HJWCM1QvmCz/pXFBrSFM1AXuVaRvxQk/IkrSlFsuB9vPgkAuLwCSfGc4xx+JMdCIbPHPvXv/61Fy7GxvwZ3lczpVbP9JeSfsYaCo1yjPkwXkVcWDPvKjYcz36H6ajxkCc6fgyLSrxRnqQ1JZJAn2DQ7GNziI2kiU/PfOqJY5nFxqa0+/AfOkBAwI/4J74oHuAV+MELJgbeIKbipWJTBQNwpKUjcSxi8eeff+7w4lWNN8qTtKbEBoMI0ZgiMXSuJR6MoRBFQ4u5uF+Wu02pbUroLzkBXsUHE/6KjnzL+kt6Cs9VbKasyRADflAbol5EXuA9NQW6o3MtLcqATasG5Ul6U2qB4LE+AjalPkaOOI2Ais3paM9WRUB5YlOqyoRO3TalDkCe7iKgYtNd4ICSCChPbEoladAv2qbUx8gRpxFQsTkd7dmqCChPbEpVmdCp26bUAcjTXQRUbLoLHFASAeWJTakkDfpF25T6GDniNAIqNqejPVsVAeWJTakqEzp125Q6AHm6i4CKTXeBA0oioDyxKZWkQb9om1IfI0ecRkDF5nS0Z6sioDyxKVVlQqdum1IHIE93EVCx6S5wQEkElCc2pZI06BdtU+pj5IjTCKjYnI72bFUElCc2papM6NRtU+oA5OkuAio23QUOKImA8sSmVJIG/aJtSn2MHHEaARWb09GerYqA8sSmVJUJnbptSh2APN1FQMWmu8ABJRFQntiUStKgX7RNqY+RI04joGJzOtqzVRFQntiUqjKhU7dNqQOQp7sIqNh0FzigJALKE5tSSRr0i7Yp9TFyxGkEVGxOR3u2KgLKE5tSVSZ06rYpdQDydBcBFZvuAgeUREB5YlMqSYN+0TalPkaOOI2Ais3paM9WRUB5YlOqyoRO3TalDkCe7iKgYtNd4ICSCChPbEoladAv2qbUx8gRpxFQsTkd7dmqCChPbEpVmdCp26bUAcjTXQRUbLoLHFASAeWJTakkDfpF25T6GDniNAIqNqejPVsVAeXJwZQgQn4Zg8gBkMUvY2AOmAOX5kA05IMpxUG/NwL+pWQOLEUAQubLCPQQUJ7YlHqIFZ23KRVt/MCyVWwGpnaqRAgoT2xKiZo7shSb0kg0a+ZSsamJgqvuIaA8sSn1ECs6b1Mq2viBZavYDEztVIkQUJ7YlBI1d2QpNqWRaNbMpWJTEwVX3UNAeWJT6iFWdN6mVLTxA8tWsRmY2qkSIaA8sSklau7IUmxKI9GsmUvFpiYKrrqHgPLEptRDrOi8Talo4weWrWIzMLVTJUJAeWJTStTckaXYlEaiWTOXik1NFFx1DwHliU2ph1jReZtS0cYPLFvFZmBqp0qEgPLEppSouSNLsSmNRLNmLhWbmii46h4CyhObUg+xovM2paKNH1i2is3A1E6VCAHliU0pUXNHlmJTGolmzVwqNjVRcNU9BJQnNqUeYkXnbUpFGz+wbBWbgamdKhECyhObUqLmjizFpjQSzZq5VGxqouCqewgoT2xKPcSKztuUijZ+YNkqNgNTO1UiBJQnNqVEzR1Zik1pJJo1c6nY1ETBVfcQUJ7YlHqIFZ23KRVt/MCyVWwGpnaqRAgoT2xKiZo7shSb0kg0a+ZSsamJgqvuIaA8sSn1ECs6b1Mq2viBZavYDEztVIkQUJ7YlBI1d2QpNqWRaNbMpWJTEwVX3UNAeWJT6iFWdN6mVLTxA8tWsRmY2qkSIaA8sSldubmPj4+7m5ubHe68Xl9fd3d3d/vx29vb3cvLC6c+7W5T+jTo02ysYpOmMBcyFAHliU1pKLz9ZGpK0ZBgVjalPobXjGC/0Bt9mIjnwIMEencqJsZXeK9ik7nm+D1+enp6V+rb29vu4eFhzw3y6Pn5+V0MPkSuIR7rKlzKE5vSlbtO4uGOi2K2FjMiHP6l9Ls3P378ICSHXqnooJf4pQth8vUPAio2/8zkeoe+39/f737+/Lk3H+UHPscxGBLMKRoTOEQjoolRI3Kh9bEa5cnqTIkN4RPF169fD08ZaGKcx2c0Lgo6ms+1sfEkAsZIkJiLhABkrXE+CbX2ioKk+8e8yI3z4gy4xzPxzBr/sYXXGbEpfcSZvIhigX7Hzx9X1R1RscmOBPlBfTlWL+PIGzyYfvny5d2f7aENUWuO5cowrjxZlSmxWRToeI8NQjNbczrOGDQ45qbw81cK4hATLxoGDSfGknTcTz9zX96ZA/m5BnfuwTjcebZ4ls94b1P6iDr6HHnIJ2T8msI4+6hc+pipxoiKTfaqqTHUg2P1ahzio0ZgHR+CK3BJebIqU4oizWagYfiyRzGgsMcxmkZsLtdS6JmfMfo5koj5uAdy4T2eaLA/ScN5xuOsiMXF/HGMZ8c9xjDPfnAF/2NT+t0E9hk9JI/YHvY3jpMn4EP1S8UmOx5qNsfqBTfiLyNwJnII68g7asmxXBnGlSerMiUKdmwQxT6KdisOzYNwtF40ITYaMRAU5mk1ngSLsTgX/pyIfFiPMzE394/njDloQtyTnylscd0aiGZT+tgF9op8wZ39ZzR7zv5yvOJdxSY7Buw9+dGqtxUDrkTNwzpq1alcrfxbHFOebNqU4hcfzWsZEsaicGANxvhvVafMgDm/ffu2z4G1GMOa79+/7/PwDIyN+UhA7Mc47s/PFLq4bg3Esim1u4A+k0/xPaPZc/aX4xXvKjbZMWDvwYvWxXnlRotHNCXoQ/ZLebIqU0JzaCxsBseiaKuwo2lTxZ2/vLiPPqFEAjAnfmpjf3zm2L/+9a/9WfEZV8xLUjIWe3FMz86YWF88w2e9tym1kUcfaUr6ZxisoPCw3+0sNUZVbLJXfar3nFNDAiYtHkEX1qYJl+qf8mRVpsSnAxpGvMcGqbADLDY9ruF7Gkcr7pR4xPNw/zhGcWKzeC7uy3s0PsaQnDYlore++59//rnDixcfPCJn0MfY32haXFf1rmKTHQdqUOQHaqZm8DuvOHAdecTPx+J1/dY/K09WZUqxgRR0/JkMhkBTQAyahflW0zjH9bgrSfAZ42oqreYynxLm2P7Mzf31jMzHcZtSC/V1jGkvW1yKfJzKqXVUd/lTqNhcfsfP3YFmEvWGY9SDeKem4NQaR3343Iqus7vyZHWm9OvXr3dIUBimGMi7hUc+8KnlmMAcWVZu2H++K9fy4QWr2AzfwAlTIKA8WZUp6dNCfKqITx/ndoK/UpB3lMmde5a1r7Mprb1D6z+fis36T+wTfgYCypNNmFL8N6EloPFPZTakPoo2pT5GjjiNgIrN6WjPVkVAebIqU6ralDXWbVNaY1e2dSYVm22d3qe9FgLKE5vStZDf2D42pY01bIXHVbFZ4RF9pBUgoDyxKa2gKWs8gk1pjV3Z1plUbLZ1ep/2WggoT2xK10J+Y/vYlDbWsBUeV8VmhUf0kVaAgPLEprSCpqzxCDalNXZlW2dSsdnW6X3aayGgPLEpXQv5je1jU9pYw1Z4XBWbFR7RR1oBAsoTm9IKmrLGI9iU1tiVbZ1JxWZbp/dpr4WA8sSmdC3kN7aPTWljDVvhcVVsVnhEH2kFCChPbEoraMoaj2BTWmNXtnUmFZttnd6nvRYCyhOb0rWQ39g+NqWNNWyFx1WxWeERfaQVIKA8sSmtoClrPIJNaY1d2daZVGy2dXqf9loIKE9sStdCfmP72JQ21rAVHlfFZoVH9JFWgIDyxKa0gqas8Qg2pTV2ZVtnUrHZ1ul92mshoDyxKV0L+Y3tY1PaWMNWeFwVmxUe0UdaAQLKE5vSCpqyxiPYlNbYlW2dScVmW6f3aa+FgPLEpnQt5De2j01pYw1b4XFVbFZ4RB9pBQgoT2xKK2jKGo9gU1pjV7Z1JhWbbZ3ep70WAsoTm9K1kN/YPjaljTVshcdVsVnhEX2kFSCgPDmYEkTIL2MQOQCy+GUMzAFz4NIciN54MKU46PdGwL+UzIGlCEDIfBmBHgLKE5tSD7Gi8zaloo0fWLaKzcDUTpUIAeWJTSlRc0eWYlMaiWbNXCo2NVFw1T0ElCc2pR5iRedtSkUbP7BsFZuBqZ0qEQLKE5tSouaOLMWmNBLNmrlUbGqi4Kp7CChPbEo9xIrO25SKNn5g2So2A1M7VSIElCc2pUTNHVmKTWkkmjVzqdjURMFV9xBQntiUeogVnbcpFW38wLJVbAamdqpECChPbEqJmjuyFJvSSDRr5lKxqYmCq+4hoDyxKfUQKzpvUyra+IFlq9gMTO1UiRBQntiUEjV3ZCk2pZFo1sylYlMTBVfdQ0B5YlPqIVZ03qZUtPEDy1axGZjaqRIhoDyxKSVq7shSbEoj0ayZS8WmJgquuoeA8sSm1EOs6LxNqWjjB5atYjMwtVMlQkB5YlNK1NyRpdiURqJZM5eKTU0UXHUPAeWJTamHWNF5m1LRxg8sW8VmYGqnSoSA8sSmlKi5I0uxKY1Es2YuFZuaKLjqHgLKE5tSD7Gi8zaloo0fWLaKzcDUTpUIAeWJTSlRc0eWYlMaiWbNXCo2NVFw1T0ElCc2pR5iRedtSkUbP7BsFZuBqZ0qEQLKE5tSouaOLMWmNBLNmrlUbGqi4Kp7CChPbEo9xIrO25SKNn5g2So2A1M7VSIElCc2pUTNHVmKTWkkmjVzqdjURMFV9xBQntiUeoidmH95ednd3t7uX3if6bIp/e7m09PT7ubm5vB6fHx81+a3t7fdw8PDYR58yMaFdwXP+KBiM2Pp5kJfX193d3d3ex6AM3pFniiHEPv8/HzgEPkGXmFd9kt5YlNa0HGb0gLwNrAU/f369etBGCg8FBUKDT+jJAgSxAmx1S8Vm6x4oNf39/e7nz9/7h9Q1JTIExgPuBL5QkywpjXO+cx35UlKU6JZ8Inj+/fv+18zKhYgAWNwV1Lo00t8CtY9sF7zb5lI/qXU7l40HZoUeMILvPjy5Yt/Le12OxUbYpT1TvNRU4r1QmNUZzCPsVPrYo5s75Un6UypZRY0Hv4cJnk4Hu+MoeDEObynMbX2sSll+7p8rAfCQY5gFmIS+47Pcf5jhjojKjbZK6eunDIX8AOveHFd1Jr4oBNjM75XnqQzJTQczaVQxIZTLOIvIDYfRCIpOPbr168DB6JJkXQ0JhrVITjBG/9S+thEcon9Z0TkkwoOYyreVWyyY3CMH7HulinFebynFinPNC7LZ+VJKlNqGUdsMk1JjQsxrbVxjIaFO8liU8rytZhWB/pODnEFuMQxihIfiBhT9TvRh9gAACAASURBVK5ikx0H9p/60Kp3iilhXeRVK0+mMeWJTenvf5COBgRS0XCiGfE9SccY/1LK9BVp14Keq9ngF5L2njwiR9rZaoyq2GSveqQptfiWFT/lSSpTIilgHhSQOMYn2vjnFv6pDiSg6WCMn7km5qHg0JSwjnmyEMd/vvunk8cEAj0nzxhNnuBJt/qlYpMdD/ae+tCq17+UPqKiPEllSigXQkFz0XvLYDSGYnIqD0nHp2LmYP6PsG9vxKb0u2fggxoPu8n+kzMYB2/01xPjq91VbLLXf64pgUdYy4vag3uFS3mSzpTQRDYVZgFB+fbt296o1DQgJjQU3Gk2JEKcRx6sR5yKEHNofubZ4t2m9M8/OLO/vEfToTG15rbY95FnVrEZmXuNuc41JegO+YN75Nca6xx9JuVJOlMCMSAUvEgUNDuaCed9byNgU2rj4tHpCKjYTF/pyEoIKE/SmVL8d57KTx9LSW1TWoqg16vYGBEj0EJAeVLClI79m0ALII/9RsCmZCYsRUDFZmk+r8+JgPIknSnlbNv1q7IpXR/zbDuq2GSrz/WMQUB5YlMag2u6LDaldC29ekEqNlc/gDfcBALKE5vSJtp2/UPalK6PebYdVWyy1ed6xiCgPLEpjcE1XRabUrqWXr0gFZurH8AbbgIB5YlNaRNtu/4hbUrXxzzbjio22epzPWMQUJ7YlMbgmi6LTSldS69ekIrN1Q/gDTeBgPLEprSJtl3/kDal62OebUcVm2z1uZ4xCChPbEpjcE2XxaaUrqVXL0jF5uoH8IabQEB5YlPaRNuuf0ib0vUxz7ajik22+lzPGASUJzalMbimy2JTStfSqxekYnP1A3jDTSCgPLEpbaJt1z+kTen6mGfbUcUmW32uZwwCyhOb0hhc02WxKaVr6dULUrG5+gG84SYQUJ7YlDbRtusf0qZ0fcyz7ahik60+1zMGAeWJTWkMrumy2JTStfTqBanYXP0A3nATCChPbEqbaNv1D2lTuj7m2XZUsclWn+sZg4DyxKY0Btd0WWxK6Vp69YJUbK5+AG+4CQSUJzalTbTt+oe0KV0f82w7qthkq8/1jEFAeWJTGoNruiw2pXQtvXpBKjZXP4A33AQCypODKUGE/DIGkQMgi1/GwBwwBy7NgeieB1OKg35vBPxLyRxYigCEzJcR6CGgPLEp9RArOm9TKtr4gWWr2AxM7VSJEFCe2JQSNXdkKTalkWjWzKViUxMFV91DQHliU+ohVnTeplS08QPLVrEZmNqpEiGgPLEpJWruyFJsSiPRrJlLxaYmCq66h4DyxKbUQ6zovE2paOMHlq1iMzC1UyVCQHliU0rU3JGl2JRGolkzl4pNTRRcdQ8B5YlNqYdY0XmbUtHGDyxbxWZgaqdKhIDyxKaUqLkjS7EpjUSzZi4Vm5oouOoeAsoTm1IPsaLzNqWijR9YtorNwNROlQgB5YlNKVFzR5ZiUxqJZs1cKjY1UXDVPQSUJzalHmJF521KRRs/sGwVm4GpnSoRAsoTm1Ki5o4sxaY0Es2auVRsaqLgqnsIKE9sSj3Eis7blIo2fmDZKjYDUztVIgSUJzalRM0dWYpNaSSaNXOp2NREwVX3EFCe2JR6iBWdtykVbfzAslVsBqZ2qkQIKE9sSomaO7IUm9JINGvmUrGpiYKr7iGgPLEp9RArOm9TKtr4gWWr2AxM7VSJEFCe2JQSNXdkKTalkWjWzKViUxMFV91DQHliU+ohVnTeplS08QPLVrEZmNqpEiGgPLEpJWruyFJsSiPRrJlLxaYmCq66h4DyxKbUQ6zovE2paOMHlq1iMzC1UyVCQHmyaVN6enra3dzc7B4eHnZvb29D23TJ3EMPeqFkNqULAVsorYpNodJd6gwElCc2pSPg2ZT21DiCTu5h9v7u7m73+vr6rlg8/OAhCA9DeN3e3u5eXl72MbjjM+fiHTmrXSo2FeonBx4fH9+VG3mjcwiM8+DNJR603x1oRR+UJzalI82hMFUiR4Si6i8l9B2i8fz8vFNTonBEUUG8xkUcIVJfvnw5GFecy/5exSZ7vXiAub+/3339+nXPIdZL3oBT4E7kD2KwDhyKDy6IqaI9ypNNmRKNAk8SaOK3b9+af75DQ+NTaiQBn2Sw/sePH+/iQBpe3IvE4DruzSfouFd8auZ6xDMvyYexeCbuuaZ7VVNiD1qmxP6xn4jtmQ76vPZes+bRdxWb0fnXlg99xvf+VM9bc1ijDzbUm8i1tdU76jzKk82YUhT5aDh4T+PgE4nOxxgKSysmEoP7ITfW4B7zHNuLxhT3oSiBYMjBmFFNvUQem9LHX0rAGb2MPMFn8k/70DMsjc/2WcUmW32xHugFedAyHsa25uJaxlE/MJf9Up5swpSiAbDxrTGKPoSfTxg0F46x2fgMguA6tQ77/fHHH3sziWLENTwP8iBfzMu9GaOf10w2m1LblJQv5FCrly0BasVlHVOxyVonHj7wZztoC65TfW/N8VdRNCBqRRzLip/yZBOmxKbRWNgcNo6ij4YjJppHNCHEx880rtYYc+PfA/DLRn/dcC/spy+eh+fG2p8/fx5+bXFf1rHGu02pbUroO/vLB6PIN/YSva/6b0nEQMWG45nu1I74nW4ZD2s+NseHXGoJ/mkCvIp5mSPbXXliUwr/0AhCkAQ0JZIE9yg+U0yJooW1JFnMsWZy2ZQ+mhK4oQ8nFCXwhRf7Do5UvlRsMmLR0glqhnIF9R8zJcUGeVvrNS7DZ+XJJkyJX3w0W59S41h82miZC8ZiLsa0xkg2Pq2AINiLQhPnsf7YFc8U1x+LX8u4TaltSvpQ0TIg9LyKoJziq4rNqdhMc6eM59QcMaAeUWs4nvWuPNmEKaEZNAEIu75aRqUxbDAbjvkppsTccX+si3niXipGGsc9104wm9JHU2IvySX0UA2oZVJr7/Wlzqdic6l91pb3lPGcmkMd/JM/dWdttV3iPMqTzZgSwIjGAPHHf9KNuz69ovHRKLCOF4VlrilRbJgXYqRjcY774c7zbIloNqWPpoReRv6g3/oQAq7pWORCpfcqNlVqP2U8x+aoEVGXquClPNmUKW2xSXzy2RrZqpvSFrm2tjOr2KztfD7POhBQntiULtQX/RW1pV9JgMSmdCFiFEqrYlOodJc6AwHliU1pBnhzQ/nnxq0ZEuq0Kc3ttuMVARUbnfdnIwAElCc2JfOiiYBNqQmLB2cgoGIzY6lDCyGgPLEpFWr+nFJtSnPQcmwLARWbVozHjIDyxKZkTjQRsCk1YfHgDARUbGYsdWghBJQnNqVCzZ9Tqk1pDlqObSGgYtOK8ZgRUJ7YlMyJJgI2pSYsHpyBgIrNjKUOLYSA8sSmVKj5c0q1Kc1By7EtBFRsWjEeMwLKE5uSOdFEwKbUhMWDMxBQsZmx1KGFEFCe2JQKNX9OqTalOWg5toWAik0rxmNGQHliUzInmgjYlJqweHAGAio2M5Y6tBACyhObUqHmzynVpjQHLce2EFCxacV4zAgoT2xK5kQTAZtSExYPzkBAxWbGUocWQkB5YlMq1Pw5pdqU5qDl2BYCKjatGI8ZAeWJTcmcaCJgU2rC4sEZCKjYzFjq0EIIKE9sSoWaP6dUm9IctBzbQkDFphXjMSOgPLEpmRNNBGxKTVg8OAMBFZsZSx1aCAHliU2pUPPnlGpTmoOWY1sIqNi0YjxmBJQnNiVzoomATakJiwdnIKBiM2OpQwshoDyxKRVq/pxSbUpz0HJsCwEVm1aMx4yA8uRgShAhv4xB5ADI4pcxMAfMgUtzIFrzwZTioN8bAf9SMgeWIgAh82UEeggoT2xKPcSKztuUijZ+YNkqNgNTO1UiBJQnNqVEzR1Zik1pJJo1c6nY1ETBVfcQUJ7YlHqIFZ23KRVt/MCyVWwGpnaqRAgoT2xKiZo7shSb0kg0a+ZSsamJgqvuIaA8sSn1ECs6b1Mq2viBZavYDEztVIkQUJ7YlBI1d2QpNqWRaNbMpWJTEwVX3UNAeWJT6iFWdN6mVLTxA8tWsRmY2qkSIaA8sSklau7IUmxKI9GsmUvFpiYKrrqHgPLEptRDrOi8Talo4weWrWIzMLVTJUJAeWJTStTckaXYlEaiWTOXik1NFFx1DwHliU2ph1jReZtS0cYPLFvFZmBqp0qEgPLEppSouSNLsSmNRLNmLhWbmii46h4CyhObUg+xovM2paKNH1i2is3A1E6VCAHliU0pUXNHlmJTGolmzVwqNjVRcNU9BJQnNqUeYkXnbUpFGz+wbBWbgamdKhECyhObUqLmjizFpjQSzZq5VGxqouCqewgoT2xKPcSKztuUijZ+YNkqNgNTO1UiBJQnNqVEzR1Zik1pJJo1c6nY1ETBVfcQUJ7YlHqIFZ23KRVt/MCyVWwGpnaqRAgoT2xKiZo7shSb0kg0a+ZSsamJgqvuIaA8sSn1ECs6b1Mq2viBZavYDEztVIkQUJ5s3pReXl52t7e3+xfe+xqDgE1pDI6Vs6jYVMbCtR9HQHliUzqOVemZqqb0/Py8u7m5efd6eHjYvb297fmg83GOhGEMHpYqPyip2BCfrHdwBHwAf+7u7navr6+HUh8fH99xCjFPT0+HeXImcq/FrcOCRG+UJzalRM0dWUpVU4JQQEBaF0QGQkGxoQhF8YC44PPPnz93X758sSm1gEw4RlPBXS/ypDXH2FO8Y0zWe2pT+vHjx/7PeHjaaD2l8k99fBrRGD7NgCB4IY5E4hzXYp4XRApPRpyLIsWYrd2rmhL6HHvb6xv4oTzCGnDNpvR/PfhSzKPX9/f3h4cVLQr6gPlTv5rn8k732PLntKZEQ4j3aA4QjzgX39N4aEQ61xqncKnRcW3ce4uEqWhKfKJlD3EnN471EPP6pxrE2pR2OxWbYxhufRyG8v3798Of7sAbjPFSjVC+nMM75s5wV56k+fMdiECjoInwCTY2nWYRf91wjOuiGMW1kWgkA8bi3jFvT9CYY433iqakfSAfyCudx2f0v8ULm1INU+L3nVoDTtCEWryhnsR45dUU3umaLX9Oa0qxySQFx/g5mgeayObzyUU/s9Ecx3q8KEIkJMf1jnVbvWxKvzuHXvOhRXt57FcS4mxKNUyJ2qIPoPjuU1eUN9SNU/pwineab+ufbUrBKGg2JA8/t0QIpIumA9KQXHE8vj9FurUTyab0u0PoIfkRewY+8KEnjvO9Tcmm1OIN+MFfS3y4JWfi/RjvYkyW9yVNiSSAYdBwoqFw7Jgp/fr169B/xoBwf/311+HvyKcIdli8oTc2pd/Naj2x9gwJK21KNUyJ2gJdiBc+U1fiON5Te3RNjGvxLs5nel/SlNBA/aXDXzTxaZeGE8lE0jGed5rQsbwxxxYJVNGUIBboNy/2Fnde4EjkDMf1blOqYUroO/gROaF/0osPtYiHdsRfUVN4p/zK9LmsKaGJJAuNJRID81NNSQ1H8yK/5t4aiSqaEvtPfkShQf9oUpyP92hc5Jr/k/Aa/0l4ixvkQ+uhVvWjx7utacfc86YzpbkAOH4aAhVNaRoyjpqKgIrN1HWOq4WA8mTz/0l4rfZdr1qb0vWwzrqTik3WOl3XMgSUJzalZXimXW1TStvaqxWmYnO1jb3RphBQntiUNtW+6x3WpnQ9rLPupGKTtU7XtQwB5YlNaRmeaVfblNK29mqFqdhcbWNvtCkElCc2pU2173qHtSldD+usO6nYZK3TdS1DQHliU1qGZ9rVNqW0rb1aYSo2V9vYG20KAeWJTWlT7bveYW1K18M6604qNlnrdF3LEFCe2JSW4Zl2tU0pbWuvVpiKzdU29kabQkB5YlPaVPuud1ib0vWwzrqTik3WOl3XMgSUJzalZXimXW1TStvaqxWmYnO1jb3RphBQntiUNtW+6x3WpnQ9rLPupGKTtU7XtQwB5YlNaRmeaVfblNK29mqFqdhcbWNvtCkElCc2pU2173qHtSldD+usO6nYZK3TdS1DQHliU1qGZ9rVNqW0rb1aYSo2V9vYG20KAeWJTWlT7bveYW1K18M6604qNlnrdF3LEFCe2JSW4Zl2tU0pbWuvVpiKzdU29kabQkB5YlPaVPuud1ib0vWwzrqTik3WOl3XMgSUJzalZXimXW1TStvaqxWmYnO1jb3RphBQntiUNtW+6x3WpnQ9rLPupGKTtU7XtQwB5YlNaRmeaVfblNK29mqFqdhcbWNvtCkElCcHU4II+WUMIgdAFr+MgTlgDlyaA9FFD6YUB/3eCPiXkjmwFAEImS8j0ENAeWJT6iFWdN6mVLTxA8tWsRmY2qkSIaA8sSklau7IUmxKI9GsmUvFpiYKrrqHgPLEptRDrOi8Talo4weWrWIzMLVTJUJAeWJTStTckaXYlEaiWTOXik1NFFx1DwHliU2ph1jReZtS0cYPLFvFZmBqp0qEgPLEppSouSNLsSmNRLNmLhWbmii46h4CyhObUg+xovM2paKNH1i2is3A1E6VCAHliU0pUXNHlmJTGolmzVwqNjVRcNU9BJQnNqUeYkXnbUpFGz+wbBWbgamdKhECyhObUqLmjizFpjQSzZq5VGxqouCqewgoT2xKPcSKztuUijZ+YNkqNgNTO1UiBJQnNqVEzR1Zik1pJJo1c6nY1ETBVfcQUJ7YlHqIFZ23KRVt/MCyVWwGpnaqRAgoT2xKiZo7shSb0kg0a+ZSsamJgqvuIaA8sSn1ECs6b1Mq2viBZavYDEztVIkQUJ7YlBI1d2QpNqWRaNbMpWJTEwVX3UNAeWJT6iFWdN6mVLTxA8tWsRmY2qkSIaA8sSklau7IUmxKI9GsmUvFpiYKrrqHgPLEptRDrOi8Talo4weWrWIzMLVTJUJAeWJTStTckaXYlEaiWTOXik1NFFx1DwHliU2ph1jReZtS0cYPLFvFZmBqp0qEgPLEpvQJzX15ednd3t7uX3i/xsumtMaubOtMKjbbOr1Pey0ElCerNKW3t7fdw8PD7ubmZvf09HQtbK62j03palAP2QgcBBfv7u52r6+vH3Jy/lTMh0UFBlRsMpcMXoAfxzQratrj4+MHKJ6fn/drsZ4vaCDWZb+UJzalT+i4TekTQD9zSxgORASi0TIlzMdxxFYRkx6kKja9+K3Ow5Du7+93P3/+3PcenIgXDQkcAj9apkSexXVV3itPhpkShRZfUICPP0/R8bVJ8amCMViDiw3kOO+Yb83FBscz/Oc//9mLhQpEzPHjx4/D0w32wR7Mgc9RbEiQOI8Y1IkxPbvmbp2Ta+OZeA7k072YA+dEHF7ENubQmnn2OXf/+e49WsBc+UAeY44XexbHOFftrmKTvX5+B/mdbNWL7zC/x3EeY6fWxdhs75Unw0yJX1CKpd75JeWXVucpsGyszmM9mqbj+Mwmt87QEmjEt/K0xuJ6nKEVgzHWdyo3Y4gBTYl18TNId2wv5I8Y8XzMGc+yhLw2pffooR9qShiLPcMK9qaqwETUVGziXMb3U3qP7y9e8eK6qC3UihiX9b3y5CKmRKGMYHOMos0veIxpjcUvN2JhPLwo5lwXTYn7MTbe9QxR0EkYzR3Pydyt/TR3jGFu7gdBo9hFM4l7kZxxDd5jHGtYu36O9Z7z3qb0HjX2KfKvNcbesdfvs9T6pGKTvXr2PmqW1gxe9LhB7TmVR/Nu+bPy5CKmhC8rLwIM8fyf//mfvYhCTGNjKKh86mRzEaeNYT7M8UVhjgag63ge3LF3PENcx7OrCfCznonn4Rk0d2s/5kK9X7582Z8lnpfzrE/vOKOemfvGPLHmue9tSu8RA+bsMWeAtY6Ru5HfjK92V7HJXj97f+o7CF5M4QZi+PCbHTflyaZMCY1SgcZnCoMK9bFmMg/J0VpHY6BR8jP2i6TD+3gGzY0z6FjMFetRQ4xz8T3jmPfr1697AvOsx+qeM25Teo9Wy5QwpphPEab3mfN+UrHJW+nvyqb0Ht9ZvHpX64Gnt2ar88qTi5gSQWeTIKh0fQopjSTGtMaYq2UcEAXk5rpWTKtRPMOp3DQOik48J2uJ+3FMc2N/HWNunP2PP/7YY3OsjmiAWkvMEzHWuHM+25Teo9YyJfYfc7zYkzjGuWp3FZvs9VMjTn1noQXUnVN4IIaaciouw5zy5CKmBIHUF7+k/NLqPD4zBkBTyDEOY/j3v/99EG9dew1TwplwPt2b50Nd8dyReKyFY8SAhsfPyMUY/gLT/TiPvfglYMypL8P+cDP+x6b0Hiz0njyLM+hHHMfnKmIScWi9V7FpxWQa4/fx1PcQ/IjfYdSPhxus5UWdiXrIuYx35clFTOn79+97I6FYKrh8wuQ8xTkCHmM4H8Uba/FnK8xxPq7RPWNukALrSY7WOu7F3FzPcZ49ChJiNHdrjDli7mhCPBfJyb1wV8HjOj0Hz3vu3ab0Hjn04hjG7HmrP++z1PqkYpO9+nNNid9hfs+jLmTHDPUpTy5iSqcMoQLI16oxmumpp7NzzmNTOgc1r4kIqNjEOb83AkRAeWJTIjIbu8en82NP8EtKsiktQc9rgYCKjVExAi0ElCc2pRZKGxjjn/YuYUgo36a0ARKs/IgqNis/ro/3SQgoT4aZ0ifV420vhIBN6ULAFkqrYlOodJc6AwHliU1pBniVQm1Klbp9mVpVbC6zi7NuHQHliU1p6x290PltShcCtlBaFZtCpbvUGQgoT2xKM8CrFGpTqtTty9SqYnOZXZx16wgoT2xKW+/ohc5vU7oQsIXSqtgUKt2lzkBAeWJTmgFepVCbUqVuX6ZWFZvL7OKsW0dAeWJT2npHL3R+m9KFgC2UVsWmUOkudQYCyhOb0gzwKoXalCp1+zK1qthcZhdn3ToCyhOb0tY7eqHz25QuBGyhtCo2hUp3qTMQUJ7YlGaAVynUplSp25epVcXmMrs469YRUJ7YlLbe0Qud36Z0IWALpVWxKVS6S52BgPLEpjQDvEqhNqVK3b5MrSo2l9nFWbeOgPLEprT1jl7o/DalCwFbKK2KTaHSXeoMBJQnNqUZ4FUKtSlV6vZlalWxucwuzrp1BJQnNqWtd/RC57cpXQjYQmlVbAqV7lJnIKA8sSnNAK9SqE2pUrcvU6uKzWV2cdatI6A8sSltvaMXOr9N6ULAFkqrYlOodJc6AwHliU1pBniVQm1Klbp9mVpVbC6zi7NuHQHlycGUIEJ+GYPIAZDFL2NgDpgDl+ZANNaDKcVBvzcC/qVkDixFAELmywj0EFCe2JR6iBWdtykVbfzAslVsBqZ2qkQIKE9sSomaO7IUm9JINGvmUrGpiYKr7iGgPLEp9RArOm9TKtr4gWWr2AxM7VSJEFCe2JQSNXdkKTalkWjWzKViUxMFV91DQHliU+ohVnTeplS08QPLVrEZmNqpEiGgPLEpJWruyFJsSiPRrJlLxaYmCq66h4DyxKbUQ6zovE2paOMHlq1iMzC1UyVCQHliU0rU3JGl2JRGolkzl4pNTRRcdQ8B5YlNqYdY0XmbUtHGDyxbxWZgaqdKhIDyxKaUqLkjS7EpjUSzZi4Vm5oouOoeAsoTm1IPsaLzNqWijR9YtorNwNROlQgB5YlNKVFzR5ZiUxqJZs1cKjY1UXDVPQSUJzalHmJF521KRRs/sGwVm4GpnSoRAsoTm1Ki5o4sxaY0Es2auVRsaqLgqnsIKE9sSj3Eis7blIo2fmDZKjYDUztVIgSUJzalRM0dWYpNaSSaNXOp2NREwVX3EFCe2JR6iBWdtykVbfzAslVsBqZ2qkQIKE9sSomaO7IUm9JINGvmUrGpiYKr7iGgPLEp9RArOm9TKtr4gWWr2AxM7VSJEFCe2JQSNXdkKTalkWjWzKViUxMFV91DQHliU+ohVnTeplS08QPLVrEZmNqpEiGgPLEpJWruyFJsSiPRrJlLxaYmCq66h4DyxKbUQ2y32729ve0eHh52Nzc3u6enpwkrth9iU2r3EP0HD/gCL8APXx8RULH5GJFzJOoFefL8/Nws9vHxcc+l29vb3cvLSzMm+6DyxKY0oeORZDalCYAlDXl9fd3913/916E6fL67u9tBWHx9REDF5mNEzhFoRNQJGBLMKRoTDAhGFONyotGvSnlSypQoInx64dNJNB3OUWhac0qwPuzbi/AvpWk9A0/8a6mNlYpNOyr/KDWEmgIdur+/L/vLSDuuPCljSnxaoengjqdcEARPK3Gc70EiEopjvMenHgU5w2ebUr+L5FR2LvSRaEeo2LSj8o9SQ/irCHdoC17Uk8oPNsqTEqZEUoAANKL4VcA8zIkXTYqxcT2Jxdisd5tSu7ORC+RHO9KjKjZVEcGf6r58+bL/ZRT5w4cZ/gWHv6Sq4aQ8KWFK/PstTIlE0MbTiPjkEg0sEsmmpMjV/UxeVRWTXudVbHrxGeepHdQNGhA/s2boEv85gWNV7soTm9Ju9+5ntE3p91fBv5SmSUJlMekhpGLTi882T0OKDy02pY9dVp6UMCUSIf76ITRxjr+icI+xJBfGIsGYI+PdpjStqzal4zip2ByPzDdDzWjpBcZ0HDyq+udg5UkJUwLlaTT6S+ivv/46/H+Q4lw0JawHiThf4We2TemjUOIB5j//+c9hgg80KjCHgOJvVGyqwNHjBf/sC03CxXj9k14VvJQnZUwJDSYZ1Fx0/OvXr/u/70bzIXGwNo5nJY5N6WNnWw82NqSPOHFExYbjme/8hUSNiff4X9ip5lQ1JHBBeVLKlDJ/GUbXZlMajWi9fCo29RBwxVMQUJ7YlKagVjDGplSw6YNLVrEZnN7pkiCgPLEpJWns6DJsSqMRrZdPxaYeAq54CgLKE5vSFNQKxtiUCjZ9cMkqNoPTO10SBJQnNqUkjR1dhk1pNKL18qnY1EPAFU9BQHliU5qCWsEYm1LBpg8uWcVmcHqnS4KA8sSmlKSxo8uwKY1GtF4+FZt6CLjiKQgoT2xKU1ArGGNTKtj0wSWr2AxO73RJygN81AAAIABJREFUEFCe2JSSNHZ0GTal0YjWy6diUw8BVzwFAeWJTWkKagVjbEoFmz64ZBWbwemdLgkCyhObUpLGji7DpjQa0Xr5VGzqIeCKpyCgPLEpTUGtYIxNqWDTB5esYjM4vdMlQUB5YlNK0tjRZdiURiNaL5+KTT0EXPEUBJQnNqUpqBWMsSkVbPrgklVsBqd3uiQIKE9sSkkaO7oMm9JoROvlU7Gph4ArnoKA8sSmNAW1gjE2pYJNH1yyis3g9E6XBAHliU0pSWNHl2FTGo1ovXwqNvUQcMVTEFCe2JSmoFYwxqZUsOmDS1axGZze6ZIgoDyxKSVp7OgybEqjEa2XT8WmHgKueAoCyhOb0hTUCsbYlAo2fXDJKjaD0ztdEgSUJzalJI0dXYZNaTSi9fKp2NRDwBVPQUB5cjAliJBfxiByAGTxyxiYA+bApTkQzetgSnHQ742AfymZA0sRgJD5MgI9BJQnNqUeYkXnbUpFGz+wbBWbgamdKhECyhObUqLmjizFpjQSzZq5VGxqouCqewgoT2xKPcSKztuUijZ+YNkqNgNTO1UiBJQnNqVEzR1Zik1pJJo1c6nY1ETBVfcQUJ7YlHqIFZ23KRVt/MCyVWwGpnaqRAgoT2xKiZo7shSb0kg0a+ZSsamJgqvuIaA8sSn1ECs6b1Mq2viBZavYDEztVIkQUJ7YlBI1d2QpNqWRaNbMpWJTEwVX3UNAeWJT6iFWdN6mVLTxA8tWsRmY2qkSIaA8sSklau7IUmxKI9GsmUvFpiYKrrqHgPLEptRDrOi8Talo4weWrWIzMLVTJUJAeWJTStTckaXYlEaiWTOXik1NFFx1DwHliU2ph1jReZtS0cYPLFvFZmBqp0qEgPLEppSouSNLsSmNRLNmLhWbmii46h4CyhObUg+xovM2paKNH1i2is3A1E6VCAHliU0pUXNHlmJTGolmzVwqNjVRcNU9BJQnNqUeYkXnbUpFGz+wbBWbgamdKhECyhObUqLmjizFpjQSzZq5VGxqouCqewgoT2xKPcSKztuUijZ+YNkqNgNTO1UiBJQnNqVEzR1Zik1pJJo1c6nY1ETBVfcQUJ7YlHqIFZ23KRVt/MCyVWwGpnaqRAgoT9Ka0svLy+729nb/wvsR1+Pj4+7m5mZ3d3e3e3193XEPjGGvUfuMOOvSHDalpQh6vYqNETECLQSUJ2lN6fn5eW8gMAy8X3LBgGBEyIXXw8PD7s8//3w3RqNass+a1lY1pcib2O+3t7d9e3QeXOAc+8eHF6zPxgvWOOWuYjNlzZZjwAPwodV35Q04olfkTYtXGp/ls/IkrSmNbFj8RUSDI8my/UIiblVN6enpadcSDOCChxOIBe64KEIUEH6O65GvqjGp2JBbGe/UA+pDrBFjUSf4kAtu8AJnTvGIcRnvypPNmlI0CjyZfP/+fd94CgDnSQYKBmJBEpCAcyQJ5vgiYUg2jh+7RyHCe8Zxj62RqaopoXfs/ZSeRcGJ77mW3JqTk2u3flex2Xo9x84Prbm/vz88rGgcek/D4Rx4Rs3A+i9fvrz783+LS1yb7a482aQp0XAo/PHO5jMmmkI0C6zhnI4zH8g0x5Si8TFH3GdLZKpoSq3+of+nLszzQSi+5xrmpABxvMJdxSZrzegtHoqhPfzex35Ti/hgws/kFsbJIWLEhxnGcDzjXXmySVOiibCR/OKDEFNMiWbEBoMAyMGL+ZkLxFBzOTXGdcjHXJGk3GfN94qmpP2AWKDvFBOdx2f0lb2lkPAz5smTONbKk3FMxSZjjex51BSaTuRN1KgYC0wQFzUDY8wbc2TEDzUpTzZnSmyWigWaN9WUlAAABqKB9fHFOApLJFNrrJWD+ZhrK8SyKf3uFHp6rHfgAB+M2FcKEvv+9evX/foK4kIMeFex4XimO/sNLsQL/SY3NIbaQU60OEadY0zMne298qSkKYEEvOITDIWEd4oRSWRTImp17lFcYtXgRORDnIvvyR3cq10qNhnrV8NhjeTNX3/9tX8oiZqDGM7DfOJ7rqcpVeCN8mRzphRNhE8icYxGQrJE4QAxYDiRIK04kARxzEVhiblaY1zHc5FgW7z7l9LvroEr5AH7iN5HLnBc7+Slrte4rJ9VbDLWyR7jux8vfEbf//d//3d/1/nIIWiQ/0OHf9DbnCnh6DQE/qKJdwpAy2xapsQnkpiD75mL+0Uhao0dyxXX/QP9ut9VNCX0DyLDiz3GnRfEZUo/yYUMDyisfe69gikBE/AjcoLaQ94oZ2hkfDjmZ+oNP3N+Lu5bi1eebNKUSASaB7743759e/frhsSIZGmZkuZCTsZRUChOMVdrDLlIKJ6NdxJ0K4SpaEoQD/YL99jvFk9iLPsbc+B95UvFJjMW1ANygnxgzZEXiFHDUd3QeebJeFeebNKU0EA8ifKKDa3UTNZ/iXtFU7oEjpVzqthUxsK1H0dAebJJU+KvID6V8K5Ptsdh8EwPAZtSDyHP9xBQsenFe74mAsqTNKbEP7XVbOv4qm1K4zGtllHFplr9rncaAsqTTZrStFIdtQQBm9IS9LwWCKjYGBUj0EJAeWJTaqHksZ1NySRYioCKzdJ8Xp8TAeWJTSlnnxdXZVNaDGH5BCo25QExAE0ElCc2pSZMHrQpmQNLEVCxWZrP63MioDyxKeXs8+KqbEqLISyfQMWmPCAGoImA8sSm1ITJgzYlc2ApAio2S/N5fU4ElCc2pZx9XlyVTWkxhOUTqNiUB8QANBFQntiUmjB50KZkDixFQMVmaT6vz4mA8sSmlLPPi6uyKS2GsHwCFZvygBiAJgLKE5tSEyYP2pTMgaUIqNgszef1ORFQntiUcvZ5cVU2pcUQlk+gYlMeEAPQREB5YlNqwuRBm5I5sBQBFZul+bw+JwLKE5tSzj4vrsqmtBjC8glUbMoDYgCaCChPbEpNmDxoUzIHliKgYrM0n9fnREB5YlPK2efFVdmUFkNYPoGKTXlADEATAeWJTakJkwdtSubAUgRUbJbm8/qcCChPbEo5+7y4KpvSYgjLJ1CxKQ+IAWgioDyxKTVh8qBNyRxYioCKzdJ8Xp8TAeXJwZQgQn4Zg8gBkMUvY2AOmAOX5kC024MpxUG/NwL+pWQOLEUAQubLCPQQUJ7YlHqIFZ23KRVt/MCyVWwGpnaqRAgoT2xKiZo7shSb0kg0a+ZSsamJgqvuIaA8sSn1ECs6b1Mq2viBZavYDEztVIkQUJ7YlBI1d2QpNqWRaNbMpWJTEwVX3UNAeWJT6iFWdN6mVLTxA8tWsRmY2qkSIaA8sSklau7IUmxKI9GsmUvFpiYKrrqHgPLEptRDrOi8Talo4weWrWIzMLVTJUJAeWJTStTckaXYlEaiWTOXik1NFFx1DwHliU2ph1jReZtS0cYPLFvFZmBqp0qEgPLEppSouSNLsSmNRLNmLhWbmii46h4CyhObUg+xovM2paKNH1i2is3A1E6VCAHliU0pUXNHlmJTGolmzVwqNjVRcNU9BJQnNqUeYkXnbUpFGz+wbBWbgamdKhECyhObUqLmjizFpjQSzZq5VGxqouCqewgoT2xKPcSKztuUijZ+YNkqNgNTO1UiBJQnNqVEzR1Zik1pJJo1c6nY1ETBVfcQUJ7YlHqIFZ23KRVt/MCyVWwGpnaqRAgoT2xKiZo7shSb0kg0a+ZSsamJgqvuIaA8sSn1ECs6b1Mq2viBZavYDEztVIkQUJ7YlBI1d2QpNqWRaNbMpWJTEwVX3UNAeWJT6iFWdN6mVLTxA8tWsRmY2qkSIaA8sSkdae7T09Pu5uZm9/DwsHt7e9u9vLzsbm9v9y+8x/X4+LiPwT3bZVPK1tHr16Nic/0TeMctIKA8sSkd6RoN5+7ubvf6+mpTOoJTtmE+jOCBBK/WA0eMIT+AAx9cuDbesabapWJToX5yQHkDDQFXyIljfHh+fu7GZMNReWJTmthhkg2/lvxLaSJoGwtDX79+/br/ZYyjU0iiwEBMohFhjr+mW+Ui55cvXw6cacVkHVOxyVon6wJf7u/v9xyKnCGPaETUEhgQL/w1Bjw6xSXGZrsrTzZrSmwinzwgJmgoPsdmgwiMwT02PebAGhCJpsN1jCeROA9iIB45ScCYj3tybmtE8p/vfncsmhDFJfKLvIhjsdfo/1Y5EOs4572KzTk5trQGfQZftOcYo46wHsTEMa7lfKW78mSTptQSf5pAyzQ4x7s+6XIcd64/x5S4JubDexBua5dN6XfHoqDAeMgP9pNcRJxelX8lAQsVG8Un0+fIk2hK5IdqALhEHQJP8Avrx48fhwdo5VkmrLQW5ckmTQkNpfDzCZWGwGbyCRZxFIy4jmMgC2K4joAxH59mmC/GcS0JBwLiaZoXc5B8HN/C3aa02/8ZD/0nV6KQsIfHRAfz4AW5wfhKdxWbrLXTVPjdj30nP8ghYgAuUUuoE5EreL9F3WB9c+7Kk02aEhoGI6FhAAA1DTaajUcMCYK1JEArF2K5nntofsRwLXPFddiDry2Sy6b0mwPsP3urvSSnIgcQC75U/bck1I9Lxebv4VS31p90wQXygfOnTAmxkWcA6Ni6VOD9XYzyxKYk/y7Epp9jSiAXjSjeVci4x5rv1U0J/de+xadb9o6mFEWHYxQmxla7q9hkrJ86Eb/vfI8H4n//+997w1EuxF/dNqX/e0eNTZpSJAKai4tj/GXEXzYgCAUDsSQMx2gkShrm4xMM8zE/9oxr+WSD/DwT91Nxe9eBlX6obErofatn7DH7i9aRF3EM7yNPVtriix+rgim1QIQuRD0Bn6gjjMc8x8AX5VuLa1yb7a482aQpsWE0mHiPYkDTiPN4TzKguYyJJML4XFPi07Huhc9KuC2QqqopgQen+qXz+Bz5RB4on7bQ89FnVLEZnX+t+dD72H8+uEBTcPEzH2RanFFerbXWEedSnmzSlACEGtP379/3T6fRlBBHc6FZRLJgHp8xp+NcR8EhkWJ+XcsY7oX/TB3xcc2IJl4jR0VTYs/ZP961f+w75skP9gQ5NJ5z1e4qNlXqBz9UT1QbaEjEhMZEzimvGJfxrjzZrCn9+vXrXX8oKKeect8t8IeTCFQ0pZOAeHI2Aio2sxN4QQkElCebNCV9quDTBe4wJ1/LEbApLcewegYVm+p4uP42AsqTVKakP4nbEHh0CgI2pSkoOeYUAio2p2I9VxcB5ckmTalu+65XuU3pelhn3UnFJmudrmsZAsoTm9IyPNOutimlbe3VClOxudrG3mhTCChPbEqbat/1DmtTuh7WWXdSsclap+tahoDyxKa0DM+0q21KaVt7tcJUbK62sTfaFALKE5vSptp3vcPalK6HddadVGyy1um6liGgPLEpLcMz7WqbUtrWXq0wFZurbeyNNoWA8sSmtKn2Xe+wNqXrYZ11JxWbrHW6rmUIKE9sSsvwTLvappS2tVcrTMXmaht7o00hoDyxKW2qfdc7rE3pelhn3UnFJmudrmsZAsoTm9IyPNOutimlbe3VClOxudrG3mhTCChPbEqbat/1DmtTuh7WWXdSsclap+tahoDyxKa0DM+0q21KaVt7tcJUbK62sTfaFALKE5vSptp3vcPalK6HddadVGyy1um6liGgPLEpLcMz7WqbUtrWXq0wFZurbeyNNoWA8sSmtKn2Xe+wNqXrYZ11JxWbrHW6rmUIKE9sSsvwTLvappS2tVcrTMXmaht7o00hoDyxKW2qfdc7rE3pelhn3UnFJmudrmsZAsoTm9IyPNOutimlbe3VClOxudrG3mhTCChPDqYEEfLLGEQOgCx+GQNzwBy4NAeiix5MKQ76vRHwLyVzYCkCEDJfRqCHgPLEptRDrOi8Talo4weWrWIzMLVTJUJAeWJTStTckaXYlEaiWTOXik1NFFx1DwHliU2ph1jReZtS0cYPLFvFZmBqp0qEgPLEppSouSNLsSmNRLNmLhWbmii46h4CyhObUg+xovM2paKNH1i2is3A1E6VCAHliU0pUXNHlmJTGolmzVwqNjVRcNU9BJQnNqUeYkXnbUpFGz+wbBWbgamdKhECyhObUqLmjizFpjQSzZq5VGxqouCqewgoT2xKPcSKztuUijZ+YNkqNgNTO1UiBJQnNqVEzR1Zik1pJJo1c6nY1ETBVfcQUJ7YlHqIFZ23KRVt/MCyVWwGpnaqRAgoT2xKiZo7shSb0kg0a+ZSsamJgqvuIaA8sSn1ECs6b1Mq2viBZavYDEztVIkQUJ7YlBI1d2QpNqWRaNbMpWJTEwVX3UNAeWJT6iFWdN6mVLTxA8tWsRmY2qkSIaA8sSklau7IUmxKI9GsmUvFpiYKrrqHgPLEptRDrOi8Talo4weWrWIzMLVTJUJAeWJTStTckaXYlEaiWTOXik1NFFx1DwHliU2ph1jReZtS0cYPLFvFZmBqp0qEgPLEppSouSNLsSmNRLNmLhWbmii46h4CyhObUg+xovM2paKNH1i2is3A1E6VCAHlyaZM6eXlZXd7e7t/4b2vyyFgU7octlUyq9hUqdt1zkNAeWJTmodfmWib0vtWPz8/725ubvavp6enw2Qcx/zDw8Pu7e3tMF/5jYpNJixeX193d3d3H/iAGuMcOQOe8AI/wBPO4R7nGff4+HiIycwr5YlNiQzw/R0CNqXfcFBAWqIA8cE47rhOxb4Dt8gHFZssZaPf9/f3u58/f+77Hx9SUOOPHz928S85mMdfeDiGz3ENH2yiMcGQyDnyCmMZL+XJZk0JjUej8ZQRG46m8QmDTWRTEcsxxnz//v3dUwvIEp90NHec45NOi2AgFHIzRvOsnVw2pd8dAk9if3t9g7Bsrde9ms6dV7E5N89a11FXevzgPztE04k1MQ+1CfFfvnw5mBhiM/NKebJJU6LQxzufKtBAGg6bzKYjnmMgUlx/6j1+pvNpmLk1nsQkAXUen+MZIynX+N6mtNuLAp6I8QDEfvYMB+IR+bLG3l7rTCo219r3WvtQV/jdb+3LmFPffcYwD+7KIT4MHzO21t5bGVOebNaUYgMhGFEsaBw0IDYdcRzD+riOTccYCQQCxBg0GXHIx4t7cU00pVNn5Pq13m1Ku/0vpMgZ9Ar9VsGIPcQ8ORbHK75XscmGAXWF3/NYH7UD/GnNx1j9ZYR46gnjqE+9XIzf0l15sklTigZEE4hjNAqKA8kTBQbNxWc2P8aw8SQC4uITCvNjnC/maZ2nNbZ20tiUfhsQ+8p+kRPkCMdxB0dOGVaMrfBexSZbzdSMFhdirdCLqE9xrpUD8XN4F/Nt8b3yxKb0938tRXLAZEgyChBNKcbQjHgniVoG1BpbO3lsSvNMCYZ0THjW3utLnU/F5lL7fFZe6gH14tg5GMeHZMYdG0c+fbihFsWHY+bZ+l15ktqU2Fg2FAZCYqDx+EwzIUEwRpLFdSBDy1w0TyumNbZ2ItmU2r98yIkoDjakNptVbNpR2x2lZlAvjlXCOGoP4lpjXA+98H/o8P/23kRMVntviXtrDCLBXzB6JzHUTEiSU6ZEQdKc+Exza52nNbZakP8+mE2pLRzgD3sNqMAj/0Jqs7mqKeE/FYee8FKOUEeoRYzjnVpEnvHzsXiu2+pdeZLylxKagwbSPPCL6du3b+9+GZ1jSsirhsd9+KusZUCtsbUTyKb0u0MUBHKJQtHiAmNwj7+k1t7rS51PxeZS+3xWXnIDWsKLY5EL8aGlNc/YyC2Ny2pIwE15silTYuN9vzwCNqXLY5x9BxWb7PW6vvMQUJ7YlM7DMf0qm1L6Fl+8QBWbi2/oDTaJgPLEprTJNl7+0Daly2OcfQcVm+z1ur7zEFCe2JTOwzH9KptS+hZfvEAVm4tv6A02iYDyxKa0yTZe/tA2pctjnH0HFZvs9bq+8xBQntiUzsMx/SqbUvoWX7xAFZuLb+gNNomA8sSmtMk2Xv7QNqXLY5x9BxWb7PW6vvMQUJ7YlM7DMf0qm1L6Fl+8QBWbi2/oDTaJgPLEprTJNl7+0Daly2OcfQcVm+z1ur7zEFCe2JTOwzH9KptS+hZfvEAVm4tv6A02iYDyxKa0yTZe/tA2pctjnH0HFZvs9bq+8xBQntiUzsMx/SqbUvoWX7xAFZuLb+gNNomA8sSmtMk2Xv7QNqXLY5x9BxWb7PW6vvMQUJ7YlM7DMf0qm1L6Fl+8QBWbi2/oDTaJgPLEprTJNl7+0Daly2OcfQcVm+z1ur7zEFCe2JTOwzH9KptS+hZfvEAVm4tv6A02iYDyxKa0yTZe/tA2pctjnH0HFZvs9bq+8xBQntiUzsMx/SqbUvoWX7xAFZuLb+gNNomA8sSmtMk2Xv7QNqXLY5x9BxWb7PW6vvMQUJ7YlM7DMf0qm1L6Fl+8QBWbi2/oDTaJgPLEprTJNl7+0Daly2OcfQcVm+z1ur7zEFCeHEwJIuSXMYgcAFn8MgbmgDlwaQ5EOzuYUhz0eyPgX0rmwFIEIGS+jEAPAeWJTamHWNF5m1LRxg8sW8VmYGqnSoSA8sSmlKi5I0uxKY1Es2YuFZuaKLjqHgLKE5tSD7Gi8zaloo0fWLaKzcDUTpUIAeWJTSlRc0eWYlMaiWbNXCo2NVFw1T0ElCc2pR5iRedtSkUbP7BsFZuBqZ0qEQLKE5tSouaOLMWmNBLNmrlUbGqi4Kp7CChPbEo9xIrO25SKNn5g2So2A1M7VSIElCc2pUTNHVmKTWkkmjVzqdjURMFV9xBQntiUeogVnbcpFW38wLJVbAamdqpECChPbEqJmjuyFJvSSDRr5lKxqYmCq+4hoDyxKfUQKzpvUyra+IFlq9gMTO1UiRBQntiUEjV3ZCk2pZFo1sylYlMTBVfdQ0B5YlPqIVZ03qZUtPEDy1axGZjaqRIhoDyxKSVq7shSbEoj0ayZS8WmJgquuoeA8sSm1EOs6LxNqWjjB5atYjMwtVMlQkB5YlNK1NyRpdiURqJZM5eKTU0UXHUPAeWJTamHWNF5m1LRxg8sW8VmYGqnSoSA8sSmlKi5I0uxKY1Es2YuFZuaKLjqHgLKE5tSD7Gi8zaloo0fWLaKzcDUTpUIAeWJTSlRc0eWYlMaiWbNXCo2NVFw1T0ElCc2pR5iRedtSkUbP7BsFZuBqZ0qEQLKk+Gm9Pr6uru7u9vd3Nzsnp+fE0F3uVJeXl52t7e3+xfer+GyKa2hC9s+g4rNtqvx6S+FgPLEpnQppGfktSnNAOsTQ9knPHDp6+np6RNPts6tVWzWecoxp4oP48qFx8fHD3wBf/DwjnW43t7edg8PD4c4vMdYhUt5YlNaQdcpdvi15F9KK2jIjCOgX1++fFlN32Yc/eKhKjYX3/CTNoCx3N/f737+/Lk3FjWl1rFgVHjhoqHFdZirYkzKk7NNiUIKt//Pf/6zd32A+Ndffx3+fPfjx4/D+9af89gMPnVqE/DnP87hznnuHUWcsXGMccwRn0xIlPiE0jpvzNFaDyIxfzwj8p/KTUIijnvw7HEdcvLPoLoXx1k7YknsmIO4seYpd//5bgpKu72wxF5OW1UjSsUme9X8zvE7eKxefN/jgwziVVuoCfyOH8uVYVx5crYpqaFQkKMpYSy+IvAEPc4zB5rbmqe4co4ijsZQmDnWOh+eZv78888PfYSo6DmOfeYZkOTYuljnsRjkJ+G0HpoPazm1F3Lwy3AMP+7zofATAzalE+D8PYW+RXHpr6gVoWKTvXp+D3umBE3Aixfio65gnPrVy8UcW74rT4aYUgSUYEIgCTwNIwoxxZqgx3WIxzjio8ATeBVxjHMPCrl+5trWnWfhXswfa9DzxBjWwD2xjmOaO9ZJfJgLZ0cOnCNixXmeDzXwPMSeezNGP7fqPjVmUzqFzu859I897EfXi1CxyY7AFFPCd1kfZPj9pmYAJ36/41hW/JQnQ0wpAhdFF8KIS8fiZ4ivvpCPjeIcxRb5OEcDwhhFmGO6B8f3B5L/oXFQYOJa1qB7kjQxL0mJMzOX5sbWOhZzg7BYHzHlXsQi3omLnpl7xDxS9smPNqWT8Ow5qOJyekW9WRWb7Ajw+3/qO4fvJV56Ub/43f727dv+4ZT6o/GZPitPhphSBE7FEeDpWPzMJsQ7m6pxFOAo4niPi009ZhLIH+diUyngJEvcl7XpnjSKmJOkxF7Mpbmxr44xd8QA77k399J5fCYmMe/Xr1/3fw6IZ4v1TnlvUzqOEvvMHh+PrD2jYpMdDfKC+qX14vs89TuJHFNjdZ+tfVaefIopsXkQ1WNfbBgD4nBF0UZj42cSgMLNRmItcuCKJsP4/cTf/6MmEeNpDNyT+fkZNTAnYmkcHNPc2FLHYq4//vhjbyjRcJiXe8ezx/cxD9bzT3sxZup7m9JxpNCPXi+Or64zo2KTvXLqGr/7sV7OHdO7GEv9mRIb1231vfLkU0wJ4FFoKeK8U0jRWI7xzl8FbDDH451i0crPOW2emgRJgbzIg4uCH3NwXdwf71kD1jEmEkzHNDc/IxdiT9XL82EvjWt9OfbFTPgfm1IbJGIc+9mO9KiKTXZEyI3W9w7f06gdx7Dgdz9qyLHYLOPKk08zJQDKBkRRp/GoKWlDdS3/BotcIAB+cWBNzB0FPDZUTWKqKSGHnlPFSnNjjY6xllhjzMucXBdr0i8A1xHHWOec9zalNlrAN/apHeVRIKBikx2VY6ZEPeH3uIVD/G4f06nWugxjypOzTSkDGNlqIPlhWmpWc2u1Kc1FzPGKgIqNzvuzEQACyhObUhJexCetpb+SAIlNKQkxPrEMFZtPPIq3XjECyhOb0oqbNedo+MmPX0gjDAn72pTmoO/YFgIqNq0YjxkB5YlNyZxoImBTasLiwRkIqNjMWOrQQggoT2xKhZo/p1Sb0hy0HNtCQMWmFeMxI6A8sSmZE00EbEpNWDw4AwEVmxlLHVoIAeWJTalQ8+eUalOag5ZjWwio2LRiPGYElCc2JXOiiYBNqQmLB2cbm2fgAAAgAElEQVQgoGIzY6lDCyGgPLEpFWr+nFJtSnPQcmwLARWbVozHjIDyxKZkTjQRsCk1YfHgDARUbGYsdWghBJQnNqVCzZ9Tqk1pDlqObSGgYtOK8ZgRUJ7YlMyJJgI2pSYsHpyBgIrNjKUOLYSA8sSmVKj5c0q1Kc1By7EtBFRsWjEeMwLKE5uSOdFEwKbUhMWDMxBQsZmx1KGFEFCe2JQKNX9OqTalOWg5toWAik0rxmNGQHliUzInmgjYlJqweHAGAio2M5Y6tBACyhObUqHmzynVpjQHLce2EFCxacV4zAgoT2xK5kQTAZtSExYPzkBAxWbGUocWQkB5YlMq1Pw5pdqU5qDl2BYCKjatGI8ZAeWJTcmcaCJgU2rC4sEZCKjYzFjq0EIIKE9sSoWaP6dUm9IctBzbQkDFphXjMSOgPDmYEkTIL2MQOQCy+GUMzAFz4NIciNZ8MKU46PdGwL+UzIGlCEDIfBmBHgLKE5tSD7Gi8zaloo0fWLaKzcDUTpUIAeWJTSlRc0eWYlMaiWbNXCo2NVFw1T0ElCc2pR5iRedtSkUbP7BsFZuBqZ0qEQLKE5tSouaOLMWmNBLNmrlUbGqi4Kp7CChPbEo9xIrO25SKNn5g2So2A1M7VSIElCc2pUTNHVmKTWkkmjVzqdjURMFV9xBQntiUeogVnbcpFW38wLJVbAamdqpECChPbEqJmjuyFJvSSDRr5lKxqYmCq+4hoDyxKfUQKzpvUyra+IFlq9gMTO1UiRBQntiUEjV3ZCk2pZFo1sylYlMTBVfdQ0B5YlPqIVZ03qZUtPEDy1axGZjaqRIhoDyxKSVq7shSbEoj0ayZS8WmJgquuoeA8sSm1EOs6LxNqWjjB5atYjMwtVMlQkB5YlNK1NyRpdiURqJZM5eKTU0UXHUPAeWJTamHWNF5m1LRxg8sW8VmYGqnSoSA8sSmlKi5I0uxKY1Es2YuFZuaKLjqHgLKE5tSD7Gi8zaloo0fWLaKzcDUTpUIAeWJTSlRc0eWYlMaiWbNXCo2NVFw1T0ElCc2pR5iRedtSkUbP7BsFZuBqZ0qEQLKE5tSouaOLMWmNBLNmrlUbGqi4Kp7CChPbEo9xIrO25SKNn5g2So2A1M7VSIElCerMaWnp6fdzc3N7uHhYff29pYI8m2WYlPaZt/WdGoVmzWdzWdZDwLKE5vSenqzqpPYlH634/Hxcf+whAcmvPA5Xi8vL7vb29t3MXd3d7vX19cYVvK9ik0lEJQ34A4evPViHDgELlW8lCc2pYosmFCzTWm3F4kfP34c0KIBRXF5fn72r/sDQu/fqNi8n837CX/pwV98wI1jV4tLx2KzjytPVmtKbBqeMPjkiadPvOdTqz59gAQYAyG+f/9+iGs9hfAJhfFfv37dx1NwSKy4V3xKjnv9/Plz/7Qc52N+5IhzJBn/ZMk91vSnS5sSu/TPnZyIvUQP4+d/ov1OxaYKItCp+/v7o798evNVcGKdypNVmhKaBoGmYfDfmFToKeY0kmhknOM9Cv6xPIjl040aBvNQgFp7YY7Cxfh4n3IGGjAb9ll3m9JH5MEJfcBRLpGLH1fXG1GxqYKAaoN+p8ER8CZyJ2pDFZxYp/Jklab0xx9/7A1JmwmzokGhIDaVDY1koDjgDmOgmLRi+KsHcTQl7IP9eDEPzxTz4By8Wrm4lvnjWp4zruMYc37G3ab0G3VwAD1H78izY/1gDyMfjsVWGFexqVCz1siHVOoPP1MLEE+OVeWN8mR1pvTly5e9gbCJ2mQaEZrKF8WCYh/X6hgNguYSSRGJgnHGch/cuY55dQ3PxzjNj5zMG88ZyboGctqUlHm7/QML+o3+HbswF3t/LK7CuIpNhZpbNdJ0wI34PsbigSbqQZzL/l55sjpTahkAmhJFO8bg/SVMieaie1FwaEpKJK5jHM5OIiIXiIkX3se1sT6b0nq/hj3TqSwu2jUVG52v8pnfbXyvqQXgUbwq80Z5sjpTgpizQRBuCnTLBCjuc0wJuWk0JEYcw3sSB3H4jIsxNJvWeWJcXMtzcoxr8bl1Bo5F0l77vX8ptRFHb8iBVkRvvrUm65iKTdY6e3VRT/i9hqZR17gW+nKKV4zLeFeerM6UaDBoIESbQs7GcizeuYZiH3+B6BifWuL6+B7kOBVD4mhekuXU2khEvI/78j1rYb7PutuUdrs///xz/2IP2HOKC3oNXvLSeY5XvavYVMHh169f70rFd526gQnyhA+81Dby6t3iAh+UJ6s1JRV3NBAvijfuFHY2nM0+ZUroseb+9u3bnjTISaIwF/fDfzKOvMzNeX5W7vBsXN8iXDRe1qN5PuuzTan9b4qxj8rHyJ/P6tua9lWxWdPZLnUW1RZwovWgSf04pQ+XOuPa8ipPVmNK1wQKTyYgDy+KyzGDYVylu02pUrcvU6uKzWV2cdatI6A8KWlK+iuGTysY9/UbAZuSmbAUARWbpfm8PicCypNypoRfSPhzHY2I9/hnmZytn1eVTWkeXo7+iICKzccIjxiB3U55Us6UTIJpCNiUpuHkqOMIqNgcj/RMZQSUJzalymw4UbtN6QQ4npqEgIrNpEUOKoeA8sSmVI4C0wq2KU3DyVHHEVCxOR7pmcoIKE9sSpXZcKJ2m9IJcDw1CQEVm0mLHFQOAeWJTakcBaYVbFOahpOjjiOgYnM80jOVEVCe2JQqs+FE7TalE+B4ahICKjaTFjmoHALKE5tSOQpMK9imNA0nRx1HQMXmeKRnKiOgPLEpVWbDidptSifA8dQkBFRsJi1yUDkElCc2pXIUmFawTWkaTo46joCKzfFIz1RGQHliU6rMhhO125ROgOOpSQio2Exa5KByCChPbErlKDCtYJvSNJwcdRwBFZvjkZ6pjIDyxKZUmQ0narcpnQDHU5MQULGZtMhB5RBQntiUylFgWsE2pWk4Oeo4Aio2xyM9UxkB5YlNqTIbTtRuUzoBjqcmIaBiM2mRg8ohoDyxKZWjwLSCbUrTcHLUcQRUbI5HeqYyAsoTm1JlNpyo3aZ0AhxPTUJAxWbSIgeVQ0B5YlMqR4FpBduUpuHkqOMIqNgcj/RMZQSUJzalymw4UbtN6QQ4npqEgIrNpEUOKoeA8uRgShAhv4xB5ADI4pcxMAfMgUtzIDrxwZTioN8bAf9SMgeWIgAh82UEeggoT2xKPcSKztuUijZ+YNkqNgNTO1UiBJQnNqVEzR1Zik1pJJo1c6nY1ETBVfcQUJ7YlHqIFZ23KRVt/MCyVWwGpnaqRAgoT2xKiZo7shSb0kg0a+ZSsamJgqvuIaA8sSn1ECs6b1Mq2viBZavYDEztVIkQUJ7YlBI1d2QpNqWRaNbMpWJTEwVX3UNAeWJT6iFWdN6mVLTxA8tWsRmY2qkSIaA8sSklau7IUmxKI9GsmUvFpiYKrrqHgPLEptRDrOi8Talo4weWrWIzMLVTJUJAeWJTStTckaXYlEaiWTOXik1NFFx1DwHliU2ph1jReZtS0cYPLFvFZmBqp0qEgPLEppSouSNLsSmNRLNmLhWbmii46h4CyhObUg+xovM2paKNH1i2is3A1E6VCAHliU0pUXNHlmJTGolmzVwqNjVRcNU9BJQnNqUeYkXnbUpFGz+wbBWbgamdKhECyhObUqLmjizFpjQSzZq5VGxqouCqewgoT2xKPcSKztuUijZ+YNkqNgNTO1UiBJQnNqVEzR1Zik1pJJo1c6nY1ETBVfcQUJ7YlHqIFZ23KRVt/MCyVWwGpnaqRAgoT2xKiZo7shSb0kg0a+ZSsamJgqvuIaA8sSn1ECs6b1Mq2viBZavYDEztVIkQUJ6kNaWnp6fdzc3N7uHhYff29paohdcpxaZ0HZwz76Jik7lW13Y+AsoTm9L5WKZeaVP63d7n5+f9ww0ecPhqPei8vLzsbm9v9zGPj4+puTG1OBWbqeu2GPf6+rq7u7vb9x8PxPECH8ideEc81uGayrOYN8t75YlNKUtnB9dhU/oNKASmZzKYjwIzuBWbTadis9lCOgeHsdzf3+9+/vy5/8uMmlJrOTgTeTWFZ608GcaUJ5s3JTQ2Pn2QELhjHE+1379/P8S0nnJjDjzt4qk3XvEpGDkjmfiEg7x//PHHYR/EYW6rl03pd+fQa3Kq1cvKYtLCI46p2MS5jO/xzwTQgVN8Qd3Qky9fvrzTmR7PMuLFmpQnmzYlGs8pU4pzfE/SkEQc5z0aE02Hc7zTmNSwOI97zMMGbOVuU9rt/y0SIhN7Gh80+IT848ePw5/uEBtjttLvS5xTxeYSe6wpJ/WE+nLsbNAO6gdiuO4Yz47lyTKuPNmsKcVGxgazUTQsGkOM568lGg4/Yy1ygRy4xzUUGpoQ8/Iz1yBH/Pty62w845rvNqWP3SGnKDot/mCO3PiYodaIik326qkX5Eer3tavJI1Tnul8ts/Kk82aEhrD5vEJIxoA56Lh6BgNiOvjHev+/e9/v3sCjvN4D1GiKakQMXfcf0tksim1u4W+sqfgk/5bEoUpcrGdKf+oik32itl78OLYBV5M4Ubk2bFcWcaVJ5s2JTSFT6s0DDZcDQixOoZYrtO7TWlPjSy8H1ZHNKL4nhtQmMhDjle8q9hkx4C9By9aF7RKH15bcRhrcetY7NbHlSebNqVfv34d+oEmwlj45MrPfKploxHDMcZwzSHZ32/in+EQ27r4Swl5GRPXbVWc/Eup1e3ff94lf1p/iukJUztrzlEVm5xV/lPVqd5zbqoeII48+2eHnO+UJ5s1JTZZf+Gw6TSc2Fgdi+YR88SnGa6J83jPfaIpaUzMszU62ZR+/9sgeMaLv8px56XiAb4ce8jhmip3FZvsdVOTwAG9Tv1Kgg71eKb5Mn1WnqQypVMGhCbSYGIciaSGEoWHYhRjmIOmBAOK/+n5lg0JWNmU/uEL+36spzAmxtiQ/pFLFZt/ZnK+o5aoKfHhlw+yWj11iRw6xjNdl+Wz8mSzprSWhkRTwvssl00pSyc/rw4Vm887iXdeMwLKE5vSwm7ZlBYC6OVpEVCxSVuoC1uEgPLEprQIzt//72z83M72k9u/lBYSw8t3KjaGxAi0EFCe2JRaKHnM/6ZkDixGQMVmcUInSImA8sSmlLLNy4vyL6XlGFbPoGJTHQ/X30ZAeWJTauNUftSmVJ4CiwFQsVmc0AlSIqA8sSmlbPPyomxKyzGsnkHFpjoerr+NgPLEptTGqfyoTak8BRYDoGKzOKETpERAeWJTStnm5UXZlJZjWD2Dik11PFx/GwHliU2pjVP5UZtSeQosBkDFZnFCJ0iJgPLEppSyzcuLsiktx7B6BhWb6ni4/jYCyhObUhun8qM2pfIUWAyAis3ihE6QEgHliU0pZZuXF2VTWo5h9QwqNtXxcP1tBJQnNqU2TuVHbUrlKbAYABWbxQmdICUCyhObUso2Ly/KprQcw+oZVGyq4+H62wgoT2xKbZzKj9qUylNgMQAqNosTOkFKBJQnNqWUbV5elE1pOYbVM6jYVMfD9bcRUJ7YlNo4lR+1KZWnwGIAVGwWJ3SClAgoT2xKKdu8vCib0nIMq2dQsamOh+tvI6A8sSm1cSo/alMqT4HFAKjYLE7oBCkRUJ7YlFK2eXlRNqXlGFbPoGJTHQ/X30ZAeXIwJYiQX8YgcgBk8csYmAPmwKU5EO3qYEpx0O+NgH8pmQNLEYCQ+TICPQSUJzalHmJF521KRRs/sGwVm4GpnSoRAsoTm1Ki5o4sxaY0Es2auVRsaqLgqnsIKE9sSj3Eis7blIo2fmDZKjYDUztVIgSUJzalRM0dWYpNaSSaNXOp2NREwVX3EFCe2JR6iBWdtykVbfzAslVsBqZ2qkQIKE9sSomaO7IUm9JINGvmUrGpiYKr7iGgPLEp9RArOm9TKtr4gWWr2AxM7VSJEFCe2JQSNXdkKTalkWjWzKViUxMFV91DQHliU+ohVnTeplS08QPLVrEZmNqpEiGgPLEpJWruyFJsSiPRrJlLxaYmCq66h4DyxKbUQ6zovE2paOMHlq1iMzC1UyVCQHliU0rU3JGl2JRGolkzl4pNTRRcdQ8B5YlNqYdY0XmbUtHGDyxbxWZgaqdKhIDyxKaUqLkjS7EpjUSzZi4Vm5oouOoeAsoTm1IPsaLzNqWijR9YtorNwNROlQgB5YlNKVFzR5ZiUxqJZs1cKjY1UXDVPQSUJzalHmJF521KRRs/sGwVm4GpnSoRAsoTm1Ki5o4sxaY0Es2auVRsaqLgqnsIKE9sSj3Eis7blIo2fmDZKjYDUztVIgSUJzalRM0dWYpNaSSaNXOp2NREwVX3EFCe2JR6iBWdtykVbfzAslVsBqZ2qkQIKE82aUpvb2+7h4eH3c3Nze7p6SlRe9ZTik1pPb3Y6klUbLZah899WQSUJ5s0pdfX193d3d3elB4fHy+LWNHslU0JDzp44AHHwDW9OH8spjev+bJ+VrHJWifqiprUelCGToEv8cW45+fnd+MxBnPZL+XJJk0pe5PWUF9VU4JQQEAgBi1TwnwcRyx+tePXO67e/Bp6e60zqNhca99r7wNDur+/3/38+XPPBZoNz8G/7MwxmGP8Y85Md+XJJk2JTcYTBQkQx/ikob+iNObr16+HPwOSMHyi4dq4pjXW2uvl5WV3e3u7F6///Oc/+3sUri0QqqopsTctUeDTMLmCWPYaY7155q5yV7HJXje1gprEemla4MqU61ieKWu3GKM8SWNKIAINIt5PGQnjYCAkzBRT6u1FcWJ+3G1K2/q6tEwJY5ErqCgKSG9+WwgsP62KzfKM684QuRBPygcX6kH8pR3j+L7FPc5lvCtP0pgSCAEz4EXjIAHQaJIC73ExJgrNFFPq7RVNaWtmRPz8S+njn+9aYkEhAm9688S2yl3FJnvd5AJ05djFmKg5MZbzp3LE+AzvlSdpTAnNocnQfHCnKdFsoknwCSYShHG44yJJkItjvb2iKW2VXDalj6aEXpJPe3IEfoAbvXmuqXJXscleN7Wi952nPrTiWg822XFTnqQxJZpJNKRLmVJvL5IO+/NX2daIZVP6aEroZXyAQU+jEPXmt8aBpedVsVmab+3rIxdOnZVx8SEX8dSNllmdyrf1OeVJClNiM6MJQCCiKaHR+BxjOBaFhobDJ+KYG3PxMw1H92rFbI04NqWPpsS+su/oKX9tY6w3vzUOLD2vis3SfGtfT7PpmQp5onH4TN1Ze60jz6c8SWFKJANNJ97ZZBIhzvF9NCUaDOfiHaY0d68oYCMbeelcNqWPpgTMwQFyip/jn4R785fu25ryq9is6WyXOAu1Qc3m169f77ZTjmCS+qRr3y1M+kF5sklTYgNhGGwin1hpIvjPvWE20XDiOsR9//79Qwz6DtIwDwTo27dv+88Un95ecR+b0ja/SehbNJ9YReQHOTFnPsZmfq9ik7lW1NYyJY5RT3A/xpljfMuOm/Jkk6YUf83MEX19YoGhgSRVyXCK7NV/KZ3CxnPTEFCxmbbKUdUQUJ5sypT0qWOOmeja+OTCX1vVyHCqXpvSKXQ8NwUBFZspaxxTDwHlyaZMCe3in05aP4FPtfOYKc35pXUqf7Y5m1K2jl6/HhWb65/AO24BAeXJ5kxpCyBnOKNNKUMXP7cGFZvPPY13XysCyhOb0lo79cnnsil9cgMSbK9ik6Akl3ABBJQnNqULgJwhpU0pQxc/twYVm889jXdfKwLKE5vSWjv1yeeyKX1yAxJsr2KToCSXcAEElCc2pQuAnCGlTSlDFz+3BhWbzz2Nd18rAsoTm9JaO/XJ57IpfXIDEmyvYpOgJJdwAQSUJzalC4CcIaVNKUMXP7cGFZvPPY13XysCyhOb0lo79cnnsil9cgMSbK9ik6Akl3ABBJQnNqULgJwhpU0pQxc/twYVm889jXdfKwLKE5vSWjv1yeeyKX1yAxJsr2KToCSXcAEElCc2pQuAnCGlTSlDFz+3BhWbzz2Nd18rAsoTm9JaO/XJ57IpfXIDEmyvYpOgJJdwAQSUJzalC4CcIaVNKUMXP7cGFZvPPY13XysCyhOb0lo79cnnsil9cgMSbK9ik6Akl3ABBJQnNqULgJwhpU0pQxc/twYVm889jXdfKwLKE5vSWjv1yeeyKX1yAxJsr2KToCSXcAEElCc2pQuAnCGlTSlDFz+3BhWbzz2Nd18rAsoTm9JaO/XJ57IpfXIDEmyvYpOgJJdwAQSUJwdTggj5ZQwiB0AWv4yBOWAOXJoD0esOphQH/d4I+JeSObAUAQiZLyPQQ0B5YlPqIVZ03qZUtPEDy1axGZjaqRIhoDyxKSVq7shSbEoj0ayZS8WmJgquuoeA8sSm1EOs6LxNqWjjB5atYjMwtVMlQkB5YlNK1NyRpdiURqJZM5eKTU0UXHUPAeWJTamHWNF5m1LRxg8sW8VmYGqnSoSA8sSmlKi5I0uxKY1Es2YuFZuaKLjqHgLKE5tSD7Gi8zaloo0fWLaKzcDUTpUIAeWJTSlRc0eWYlMaiWbNXCo2NVFw1T0ElCc2pR5iRedtSkUbP7BsFZuBqZ0qEQLKE5tSouaOLMWmNBLNmrlUbGqi4Kp7CChPbEo9xIrO25SKNn5g2So2A1M7VSIElCc2pUTNHVmKTWkkmjVzqdjURMFV9xBQntiUeogVnbcpFW38wLJVbAamdqpECChPbEqJmjuyFJvSSDRr5lKxqYmCq+4hoDyxKfUQKzpvUyra+IFlq9gMTO1UiRBQntiUEjV3ZCk2pZFo1sylYlMTBVfdQ0B5YlPqIVZ03qZUtPEDy1axGZjaqRIhoDyxKSVq7shSbEoj0ayZS8WmJgquuoeA8sSm1EOs6LxNqWjjB5atYjMwtVMlQkB5YlNK1NyRpdiURqJZM5eKTU0UXHUPAeWJTamHWNF5m1LRxg8sW8VmYGqnSoSA8uTTTen19XV3d3e3u7m52T0/Px+F+vHxcR+Du6/LI2BTujzG2XdQscler+s7DwHlySZM6e3tbffw8LA3Jdzx2ddlEbAp/cYXD0p4YIqvyEGdj3OX7dD6s6vYrP/Ey0/48vKyu7293R17eOZDeIsnfPAG11rzy0+3zgzKk02Y0jqhzH0qm9Lv/j49PZ0UGIgHhAYXH54qCcqpb4GKzanYDHPgwf39/e7r169NzpAfMB/lSByLcRlw6dWgPLmqKeELHp840Qg+OWD8x48fhz/l4XP8cx6fInDHxSdUNPf79++HvGw245EH+/LiOMWG58GfECkuMT/n8fSDpyBezIO9sSfjuD/itN5WDJ+sOMf6uA/u3Asxeo4YN/K9Tek3msA+8qeHMXh5rR71zvLZ8yo2n32eS+9PruCOl17UHNyjTkADvnz58k5fKvFIeXIVU6LzU3h5R3OiKXGc92gUaDLG2WwVc645dqfBYc9jMSTKsTNFsTmVB3O4jsVwHxqrnoc1HsMtnkOJP+qzTemfXz6xP+TRMZwxH3l7LK7CuIpN5prxXef3Gt9ffodZc+RFjMU8PitnqEE9vjH/lu/Kk6uYEoDlFxsNiBfBxzwbGePZFMzFmGhKzMkYinbMzRjceRbmbu3369evwzFP5eFe0UBIzkOCYFCteJ6DNTGG54r5WCOxinuMfG9T+ogmuUMufYz4/av20r1p7bvGMRWbNZ5xxJnwvcWf7aATuND/yAGMYx5xuMCf+J3Wz4ih5pzi2j5Zgv9RnlzFlNAgGEFsBLEk+JinOLfGmIPNVgFHPjRQ99F1rZi4H0kQx2hiuHO+lac1hnPRXGKNPH/MHd9jDc8ex/m+hSUxHXG3KbVRRE+OYY+e6RNvO0uNURWbjFVTJ6hdqBEcwQsXH1apGxjD+8ihFqeYN67bJ0z4P8oTm1J4KoHggwSnDIMkwR3xkVytsZiLa8GrOE6jiXeb0jq/fehhy3jQL/7CXefJr38qFZvrn+DyO/I7H7+7fA8+/Pd///fhLzMcj3fwpsUpmlI0u8tX8zk7KE+uYkqxcXgfL4KPRrEBrTE8TSCGTyAU9SgE3Ccaha5jTFyHfUkUkgSfmYdPOxjj+ZmHMahJx2IdPDdrj3P/fztncxzFEgRhPMILcAEPsAAH8II7VnDmzhUj4MpVL2p5KXWkGo0U3Zrprvo2YmNm+qemKis3c3b5UUzN6ah4PRHUmtc68k2pj2z0se15rArOtHzq76w36mJTBYHgiH/e29rjc91yKLSMv+jwgNApptSKusRfAt+K85mm1OahcxGlNSnN6SgDkWFoT0Dajv3+/ftGPO1rjzIZrW/n4lyEbrFp15whgJjS39/1g7t6iRfiqXp+Rj+Uw05HTKnfrfjct7ohfdSYrqUD/Sh5Rp0np5iS4AuQW3GN61Z49WHvjWmvGjX6TSkIEP+eQPmIEL1cw0RivjUMGUq7rx17jinFvSR0yiOObUwRtJ2Pc2GlfGcfMaWHhwxh7+bT653WvnZ/Zvf7NeK52LzGPVaMGRolnerl56YUa/xz/tT+Xsydx5wnp5rSCsC1xhFE4NVHAFPq48Lo8xFwsXn+TlZWQsB5gilV6v4LasWUXgAWS7sIuNh0FzFYHgHnCaZUnhJ9ADClPi6MPh8BF5vn72RlJQScJ+VMqVKzR2rFlEbQY28g4GIDKiDQQ8B5gin1UGLsDlOCBKMIuNiMxmN/TgScJ5hSzj4PV4UpDUNYPoCLTXlAAKCLgPMEU+rCxCCmBAdGEXCxGY3H/pwIOE8wpZx9Hq4KUxqGsHwAF5vygABAFwHnCabUhYlBTAkOjCLgYjMaj/05EXCeYEo5+zxcFaY0DGH5AC425QEBgC4CzhNMqQsTg5gSHBhFwMVmNB77cyLgPMGUcvZ5uCpMaRjC8gFcbMoDAgBdBJwnmFIXJgYxJTgwioCLzWg89udEwHmCKeXs83BVmNIwhOUDuNiUBwQAugg4TzClLkwMYkpwYBQBF5vReOzPiYDzBFPK2efhqjClYQjLB3CxKddD+rgAAAgTSURBVA8IAHQRcJ5gSl2YGMSU4MAoAi42o/HYnxMB5wmmlLPPw1VhSsMQlg/gYlMeEADoIuA8wZS6MDGIKcGBUQRcbEbjsT8nAs4TTClnn4erwpSGISwfwMWmPCAA0EXAeYIpdWFiEFOCA6MIuNiMxmN/TgScJ/emFCLEGwxaDgRZeIMBHIADr82B1m7vTakd5BwE+KYEB0YRCCHjBQJHCDhPMKUjxIrOY0pFGz+xbBebiaEJlQgB5wmmlKi5M0vBlGaiWTOWi01NFKj6CAHnCaZ0hFjReUypaOMnlu1iMzE0oRIh4DzBlBI1d2YpmNJMNGvGcrGpiQJVHyHgPMGUjhArOo8pFW38xLJdbCaGJlQiBJwnmFKi5s4sBVOaiWbNWC42NVGg6iMEnCeY0hFiRecxpaKNn1i2i83E0IRKhIDzBFNK1NyZpWBKM9GsGcvFpiYKVH2EgPMEUzpCrOg8plS08RPLdrGZGJpQiRBwnmBKiZo7sxRMaSaaNWO52NREgaqPEHCeYEpHiBWdx5SKNn5i2S42E0MTKhECzhNMKVFzZ5aCKc1Es2YsF5uaKFD1EQLOE0zpCLGi85hS0cZPLNvFZmJoQiVCwHmCKSVq7sxSMKWZaNaM5WJTEwWqPkLAeYIpHSFWdB5TKtr4iWW72EwMTahECDhPMKVEzZ1ZCqY0E82asVxsaqJA1UcIOE8wpSPEis5jSkUbP7FsF5uJoQmVCAHnCaaUqLkzS8GUZqJZM5aLTU0UqPoIAecJpnSEWNF5TKlo4yeW7WIzMTShEiHgPMGUEjV3ZimY0kw0a8ZysamJAlUfIeA8wZSOECs6jykVbfzEsl1sJoYmVCIEnCeY0v/N/fnz593bt29v7ziv/sKUqjNgvH4Xm/GIRMiIgPMEU/q/y9+/f7978+bN7R3n1V+VTenr1683Hrx///7u169fj6jw+fPne674mpZHwaePHz/e/fnz51GMCgMuNplrDp4EF6LnwR9/OS+CQ/5qeVWJN84TTMmZwfUNgaqmFIIS4hAi4oYT5hJi0QpKrNe6EKaYl5FpfSWBaT8+LjbtXKbz6PeHDx/ufvz4ceu/m1JwKX6F0S8wMrB2XXBKPBFvWp5lwstrcZ6kNyU1OJ5gvn37dmu8vhGJBAHSv36+a59wglhfvny5PQ21ex3kDNdVTUm965mSi0us7QmMYsSxt6edz3zuYpO51qhNWtOaTYzHtetFGI5MJ7Tn3bt396YVeyrxxnmS3pSiwdF8GZEfW2L4nykFMXy9rrUv4md8YUqPvykFH/StSD2XEP2LD7092pv96GKTvV5xwU1JD7wa13VwI14x7rzSw47WZMbOeVLKlNqv0EGEMBiNiSi6FsFijZ5yRJQY+5cIZSEPpvTYgNT/tvchGk/xIda267Pw4zl1uNg8Z8/Oa6QZMp+2Fs21mqP5WC+N0Zi41oulNVmOzpNSptSKg0woSBLComuZkq41LwJEjKdESOt2P2JKj00petryInjw6dOnm6D0xCN45U/Au/PiJfm72Lxk745rZTzOBXFG33r0IKN1oSmY0kPHMSVM6YENzRmm9DxDkcBIcARhXOsBR2PVjpjSw58ztQ/EwYMwJD2wtOfiiL4pOa80n+noPCllSiKBSBFPuhIOPc3oWqSINXqKacecZJlIErVgSsempCdj8UMcwJD+IuFiI3yyHsUHfQOKOntjMd5yJLSHv+jwwIpSphQG42+Zi5tSQBTk8vW61r4HKHOdYUpPm5IeUNoHHXFGDza5GPHyajClv5iFjrSckFFJQ3Sthxtda/7lyO+1w3lSypT0+3/PWHqmFK1tjSlIEzFif3bCYEp9U2r5EOftK55+xS0/VvgZpsUizl1sfD7btczEeRF1trzp6Yf2ijfZ9aXtvfOklCm9tNFBlHgi1ktPx0GcHvG0LsOxuill6OHVNbjYXJ0P918TAecJpvREn/715Os/2TwRYtspTGnb1i2TuIvNMomRyFIIOE8wpSfaE/8DRPwWrK/UcdTvvk9sSzGFKaVo46VFuNhcmgw3XxYB50kJU1q2Gwsnhikt3JxNUnOx2SRt0jwZAecJpnRyA3a5Haa0S6fWzdPFZt1MyexKBJwnmNKV3Vj43pjSws3ZJDUXm03SJs2TEXCeYEonN2CX22FKu3Rq3TxdbNbNlMyuRMB5gild2Y2F740pLdycTVJzsdkkbdI8GQHnCaZ0cgN2uR2mtEun1s3TxWbdTMnsSgScJ5jSld1Y+N6Y0sLN2SQ1F5tN0ibNkxFwnmBKJzdgl9thSrt0at08XWzWzZTMrkTAeYIpXdmNhe+NKS3cnE1Sc7HZJG3SPBkB5wmmdHIDdrkdprRLp9bN08Vm3UzJ7EoEnCeY0pXdWPjemNLCzdkkNRebTdImzZMRcJ5gSic3YJfbYUq7dGrdPF1s1s2UzK5EwHmCKV3ZjYXvjSkt3JxNUnOx2SRt0jwZAecJpnRyA3a5Haa0S6fWzdPFZt1MyexKBJwnmNKV3Vj43pjSws3ZJDUXm03SJs2TEXCeYEonN2CX22FKu3Rq3TxdbNbNlMyuRMB5gild2Y2F740pLdycTVJzsdkkbdI8GQHnCaZ0cgN2uR2mtEun1s3TxWbdTMnsSgScJ/emFCLEGwxaDgRZeIMBHIADr82B1hRvptQOcA4CIAACIAACVyGAKV2FPPcFARAAARB4hACm9AgSBkAABEAABK5CAFO6CnnuCwIgAAIg8AgBTOkRJAyAAAiAAAhchcB/8XVyvTHpoT8AAAAASUVORK5CYII=[/img]
Use the data to make a scatter plot.
Are there any outliers?
Experiment with the line to fit the data. Drag the points to move the line.
Without including any outliers, does there appear to be an association between body weight and brain weight? Describe the association in a sentence.
Adjust the line by moving the green points, fitting the line to your scatter plot, and estimate its slope. What does this slope mean in the context of brain and body weight?
Does the fitted line help you identify any other outliers?
Use one of the suggestions or find another set of data that interested you to look for associations between the variables.
[list][*]Number of wins vs number of points per game for your favorite sports team in different seasons[/*][*]Amount of money grossed vs critic rating for your favorite movies[/*][*]Price of a ticket vs stadium capacity for popular bands on tour[/*][/list][br]After you have collected the data, create a scatterplot in the applet below.[br]
Are any of the points very far away from the rest of the data?
Would a linear model fit the data in your scatter plot? If so, draw it. If not, explain why a line would be a bad fit.
Is there an association between the two variables? Explain your reasoning.
Earlier, your class gathered data on height and arm span.
Sometimes a person’s arm span is the same as their height. Is this true for anyone in the class?
Make a scatter plot for the arm span and height data, and describe any association.
Is the line [math]y=x[/math] a good fit for the data? If so, explain why. If not, find the equation of a line that fits the data better.
Examine the scatter plot. Which person in your class has the [i]largest[/i] ratio between their arm span and their height? Explain or show your reasoning.
IM 8.6.8 Practice: Analyzing Bivariate Data
Different stores across the country sell a book for different prices. The table shows the price of the book in dollars and the number of books sold at that price. Draw a scatter plot of this data. Label the axes.
Are there any outliers? Explain your reasoning.[br]
If there is a relationship between the variables, explain what it is.
Remove any outliers, and draw a line that you think is a good fit for the data.
Here is a scatter plot:
[img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAf4AAAE5CAYAAABxgkIpAAAgAElEQVR4Aeydd5hUxdLG7z/fveacc84554hZwEDOklXAQBCUoKACZjKSFRAQyTnnnDNLzgISBBRR7731Pb/Ss3dcd3Z7zoRzZrf6eWZndqZPd5+3+vTbXV1V/Q+xZAgYAoaAIWAIGAL5BoF/5Js7tRs1BAwBQ8AQMAQMATHit05gCBgChoAhYAjkIwSM+PORsO1WDQFDwBAwBAwBI37rA4aAIWAIGAKGQD5CIFTEf/DgQVm1erWMHjNGhg8fIVOnTpOtW7fK77//rq9du3fL5ClTZNjw4TJlylTZuHGj/Oc//8lH4rJbNQQMAUPAEDAE4kMgNMT/73//W1asXCmtW7eR995rKq1atZa69epJp85dZMeOHbJ3717p9+238k7DhvJe02ZSv8Hb8smnn8rOnTuN/OPrA3a1IWAIGAKGQD5CIDTE/+uvv8qoUaOlXPkKsnjJEtm/f78MGjxY3qhdW6ZOnSrr1q2T0mXKyNc9e8q2bdtkxsyZUrNWLdUOcK0lQ8AQMAQMAUPAEMgdgdAQ/2+//Sbjxo+XKlWryaLFi2XPnj0yYsQIeadhI1XvL1y0SJ4tWFBJ/7///a9s375devXuLY0aN5bDhw/rnf73vyL8hvrfXoaB9QHrA9YHrA+kex+A0xKdQkP83NiWLVvk/Q8/lGLFi0uzDz6Q1954Q7r36CHff/+9zJ4zR4oULaoTAvIyMRg3bpy8VKmS/PTTT4oL2wW//HJEDh36yV6GgfUB6wPWB6wPpHUf+Omnn9W+LdHkHxriZ1a2Zs1a6dOnrxQvWVJKly0rLxYpqqr8DRs3yqxZs6RI0WKZxM+e//jx4zWvR/z79u+XRYuXyPQZM2X2nLkyx16hxwBZjRw5SrduTGbh77PIaPbsOTJ23HiZPGVq6PuXjQF/9KmZs2bLpEmTZfyEiSazNOEFZDZ12nTZsmWr/Prrbwld9IeG+A8dOiTjxo2X1994U1fyy5Ytkx49vlIDvxEjR8q8+fPl+RdflB9++EEB2LVrl4wcNUoqRqz4+Q2wNmzYKDt37pKdu+wVdgw2bdosffr2EyZ3GGqGvb35vn07d6mx7egx42TV6gyTV5qMMdhFzZo1W+bOm28ySxOZbd22TRexGRlr5MiRI3mT+FHdt2vfQd6sXUd+/vln3aNfumyZNG7SRD77/AtZsWKlFHrueVm7dq3u6a9Zs0a6dusuTZs2k19++UVBgfjnzV8gBw8eSihIVljyEEBbM3DQEDl46JDaZySvJis5UQiwpYamBvdaS+mBAAbQK1euEsZNS+mBADJbunSZ5Gni//HHH6V79x5So2YtWbt2na4qpk2bJg0bN5aePXvJtu3b5eVXXpGvvv5aVq5aJRMnTZI3a9eWCRMm6h4IojTiT48OHdlKI/5INNLjsxF/esgpspVG/JFopMfnfEH87PFD6A0bNZIKL1WUGjVrStVq1aVV6zaCWp9V/ezZs/W38hUqSOWqVeWjjz9W7YBn+GDEnx4dOrKVRvyRaKTHZyP+9JBTZCuN+CPRSI/P+YL4EQU3um/fPsnIyJB58+ap7z57/ww0kDv7HFj4L1q0SPPwm0f6XG/Enx4dOrKVRvyRaKTHZyP+9JBTZCuN+CPRSI/P+Yb4EQdETohe/PrRAmRNfMfvDD5ZkxF/VkTC/78Rf/hllLWFRvxZEQn//0b84ZdR1hbmK+LPevOx/G/EHwta4chrxB8OOcTSCiP+WNAKR14j/nDIIZZWGPE7omXE7whUiLIZ8YdIGI5NMeJ3BCpE2Yz4QyQMx6YY8TsCZcTvCFSIshnxh0gYjk0x4ncEKkTZjPhDJAzHphjxOwJlxO8IVIiyGfGHSBiOTTHidwQqRNmM+EMkDMemGPE7AmXE7whUiLIZ8YdIGI5NMeJ3BCpE2Yz4QyQMx6YY8TsCZcTvCFSIshnxh0gYjk0x4ncEKkTZjPhDJAzHphjxOwJlxO8IVIiyGfGHSBiOTTHidwQqRNmM+EMkDMemGPE7AmXE7whUiLIZ8YdIGI5NMeJ3BCpE2Yz4QyQMx6YY8TsCZcTvCFSIshnxh0gYjk0x4ncEKkTZjPhDJAzHphjxOwJlxO8IVIiyGfGHSBiOTTHidwQqRNmM+EMkDMemGPE7AmXE7whUiLIZ8YdIGI5NMeJ3BCpE2Yz4QyQMx6YY8TsCZcTvCFSIshnxh0gYjk0x4ncEKkTZjPhDJAzHphjxOwJlxO8IVIiyGfGHSBiOTTHidwQqRNmM+EMkDMemGPE7AmXE7whUiLIZ8YdIGI5NMeJ3BCpE2Yz4QyQMx6YY8TsCZcTvCFSIshnxh0gYjk0x4ncEKkTZjPhDJAzHphjxOwJlxO8IVIiyGfGHSBiOTTHidwQqRNmM+EMkDMemGPE7AmXE7whUiLIZ8YdIGI5NMeJ3BCpE2Yz4QyQMx6YY8TsCZcTvCFSIshnxh0gYjk0x4ncEKkTZjPhDJAzHphjxOwJlxO8IVIiyGfGHSBiOTTHidwQqRNmM+EMkDMemGPE7AmXE7whUiLIZ8YdIGI5NMeJ3BCpE2Yz4QyQMx6YY8TsCZcTvCFSIshnxh0gYjk0x4ncEKkTZjPhDJAzHphjxOwJlxO8IVIiyGfGHSBiOTTHidwQqRNmM+EMkDMemGPE7AmXE7whUiLIZ8YdIGI5NMeJ3BCpE2Yz4QyQMx6YY8TsCZcTvCFSIshnxh0gYjk0x4ncEKkTZjPhDJAzHphjxOwJlxO8IVIiyGfGHSBiOTTHidwQqRNmM+EMkDMemGPE7AmXE7whUiLIZ8YdIGI5NMeJ3BCpE2Yz4QyQMx6YY8TsCZcTvCFSIshnxh0gYjk0x4ncEKkTZjPhDJAzHphjxOwJlxO8IVIiyGfGHSBiOTTHidwQqRNmM+EMkDMemGPE7AmXE7whUiLIZ8YdIGI5NMeJ3BCpE2Yz4QyQMx6YY8TsCZcTvCFSIshnxh0gYjk0x4ncEKkTZjPhDJAzHphjxOwJlxO8IVIiyGfGHSBiOTTHidwQqRNmM+EMkDMemGPE7AmXE7whUiLIZ8YdIGI5NMeJ3BCpE2Yz4QyQMx6YY8TsCZcTvCFSIshnxh0gYjk0x4ncEKkTZjPhDJAzHphjxOwJlxO8IVIiyGfGHSBiOTTHidwQqRNmM+EMkDMemGPE7AmXE7whUiLIlk/j/+9//huhOw90UsIp85dTavEz8HgY53X86/mbEL879OyzyNeJ3lIQRvyNQIcqWDOJn8P7tt9/kwIEDwsPD/5aiI/Cf//xHfvzxR9m0aZNs3bpNDhw4mCNmySJ+5ETZtCeIRJ8Bh4MHD2r/CaINyarTL/Ejk59//llf4JOuifs4ePCQfP/9Ttm5a5fKN+zjghG/Y28z4ncEKkTZEk38R44ckXXr18s33/SRdxo2lG7du8vqjAzhe0t/R+DXX3+TLVu2yofNW8gjjxaQJ558Snp89ZVs27bt75n//CbRxA+h7NixQ0aOHCVfff21jJ8wQTZv3pzj5CNq43z8wP3s3btXBg0aLHXq1pP3mjaVSZMm6QQg7OTgeruxEj/3fejQIZk7d6589PEn2j/GjR+vcnKtMyz5uJe1a9fKp599Ls89/4K8UqOGjBk7VmUe1CTTBRsjfheURMSI3xGoEGVLNPFDWJ9/8YVcevkVcvoZZ+p7/QYNlEhCdNuhacr+/fulb99+ct4FF8oxxx0vx51wotx6+x3y3XcDorYxkcTPoLxnzx759LPP5OZbb5ULLrpY7rjzLmnbrl3KiJcV/tBhw7T+M846W84+51wpVLiwzJ03TzUQUYFIox9iJX7yL1m6VJ4tWEj7xplnnyMPP/Ko4sRELV0mRLTzl19+kaZNm8nV114nJ5x0spxy2uny+JNPydJly/S3sIrRiN9RMkb8jkCFKFuiiX/x4sXyzLMF5f/+dVTm65777peJEyeF6K7D05Tvv/9eGjVuLEcfe2wmXudfeJE0bvLu3xrJIMqgv3v3bhkydLisXbcuJk0KE4bDhw8LMvfI4/fff5fly5fLdTfcoJMO5Hbs8SfIgw8/LFu2bEkJ8e7avVtq1npNTj7l1EwMLrz4Emndpq1uFf0NiDT8IlbiZzL0ZefOctIpp8q/jj5GcTntjDPlzdp1VBOQTsQPL7DSP/W00/U+uB/uhTHhwMGDCZMmmNC/9+3bL0yo6edskzCxZQsJGcSCmxG/o2iM+B2BClG2RBP/wkWLVF3tDVa833PvfTJ27LgQ3XV4msIz89nnn+sAf/SxxwmvK6+6Wr5o1epvjfRU8mwFVKxUWTp17iwbNmxwImeupa5ly5fL/AULdCuBQZLBbfbs2XL5lVcp4UP8Rx1zrNx08y2ybt06YWKQ7ATxv/JqDTn19DPkn0cdrUR38aWXSavWrfMt8UOIbdq1k5NPPU3xABfI8pVXX1USC7OKPLK/QLT79u2TEiVLqSaH8QDNFpPbadOny6GfforM7vsz9bCdSP/u1au3akYWLFwoc+bMlS5du8rYsWPVhob+7pqM+B2RMuJ3BCpE2RJN/Dt37pTmLVrIOeedrwRy7nnny6s1asrWrVtDdNfhaQqEvGLFSnmhSFG56upr5Lrrb5AaNWuqnUTWVm7fvl0aNW4iZ51zrhx/4kmKce06ddVYKmverP+vW7deGjdpIpddcaWcfe55UrxkKZk1e7YOlpRbqnQZOf3Ms5Rk+L1qtWopIxgmIGPHjdMtDsgftXah556XFStXBmZomBW/eP+HRFauXCVr1qxxKooJ17x58+XBhx9R1ThbQLffcacMHDjQaaLnVEmKMjFJ6duvnzz2+BO6bXHpZZdL7bp1hX6HFioRiZX9+PHj5fY779R+TB+66+575JLLLtdJNf83ePsdWbVqlXN1RvyOUBnxOwIVomyJJn4eFkj+y06d5PU33pRWrVrLps2b88zKLdGi81YqGNNBfhi1YScBjpGJwXPZsmVy6+23q1bAW5mzH8/KJqdEWcOGDddJBat5Vl0QLMaXu3btUvKHlOo3eFs1CXy/eMkS3eNH5Rzrqp97or28kyI/Z9dOfseQjfv/4MMP5fMvWsmSJUt0/9crI7vr0uk7ZBAL8XPfkNmMmTNVTg3eeUdGjRqtWpt0um+vrfSj2bPnSNdu3XQ1Th9PpMEv6vw6devKGWeepVojNCT0dTRoPCv0ebRYGBW6JmS2dOkyychYk9C2Uv8/XBuRDvmM+NNBSn9tY6KJn9IhCgZyHkbeYyWOv7Ywf/zHQM9AA1YQYdbE76gx77z7HlWVMpgxqN19z72yaNGirNn/8j8DbIeOHYV9c67zrq1YubJOMiiberEdwKVww8aNsmDBAunY8Us11JwyZYpqFciXU+J3JhJsJQwfMUImT56iWoWRo0bJpMmTdesADUe0RDtxAYUkwCIvpViJn3sHT/Bivxp1OROB3GSQTMxoCxq9OXPmyMSJE7U/0i7XNnE92h1erte43g9jTc1atXRC6/XxrO9XXn2NjBo92rVI7YNG/A5wGfE7gBSyLMkg/pDdYp5pDqSK0d/V11yr6vqrr71W3d947nJKkPqgwYPlqmuuySR+tgoavP22kn3ktaheV65cqSt/tmvOPOtseaRAAV0pMWDnlPj922/7y+NPPCmXX3ml3H7nXfKYfr5Kbr71Nmn2/gf51rvDD/HnhHUQv+Hy2a59B7n3vvvVQv+lSpVk+vTpakQXRHsi62SBgTaBfnb2uefKOeeepx5FqPrZwjr3/AukbLnyqkmKvC6nz8jMiD8nhP78zYjfAaSQZQk78bP6hYz+/e//qY5DBmFCmsN9siKKtuKnEn6D/Nu0bSvFipeQTz79VFfoua2eKHvChAly8y23ZhI/RmO4XeI/T6IMBrr9P/6oAyjGV96Kif3ll195RVd70W6W69mzfaZgwUzvAO963lG9suJirze39karIxnf0xb6F9jzDsY5ycClDZRJGWgwcGWj3JyI32tDdpoel/qyy+OVSRu4t0SUTZyH2+64M7NfYKT3Vv36KZnMcT/cA+/ZJX5DW4Rb6lPPPCPFS5SUr7/uKe80bKTGxtVffkU1FWhNXJMRvyNSRvyOQIUoW9iJn5n87t0/qLqTwTQvJm/QQsWOCx0DWLQBju8ZzCdPmaZR0KLli8SJlXj7Dh0EQ0uPjCHiCi9VlM2bt2hdlJmRkaEGUvXeekstyL28bCmUK18+x+AxtAMvAIiBsr1rI9/ZamBgdmlzZPuT+Zn7Ztxii4NJFfYp23fsyFEGubUHokUljrfE3LnzdHIF4WS3x+/JE5U5WxxMEhKRaAPq76VLl6qhKGXHQ/5cy4qa+ByRMi1dpowsX7EiEU3OsQzkBIa8R0tgCY4TJ02SYcOGaZwA7pvrvMlPLH3PiD8a0lm+N+LPAkga/BtW4uehg4iI4oYPcJWq1WTwkCH64Mfy8IZdBNwnLnmsnO646265/8EH1b0PY79oCXKYPmOm4Abnkpgw9enbV6665trMQfvEk0+RN958U8vAx7lPn75y7/0PCG50eA3gy8+L1f4NN90s3br30AE0Wn3eoFv+pZf0es+4ijIwrOL9jrvuEqLPefKj70G4GBLyzqDu/RatnkR+D0kMGDhIXixaTO574EEpW66cPFrgMd2q+Oijj9UCP9b2QJDsgZev8JJcfsWV6pqJJwb2GRhnRlr1I0c8F9Dc4FVRo2YtmTxlipJXPPdJn8KQrkzZcuqmCe5fduosmzZF71Mu9aE1evjRRzMN5k49/XT1FNnx/fcul/vKA2HPnz9f3mvaTCP+sdWQnbeHN3lu2qyZarYuuuRSKfD44zJg4EDfNgVG/I4iM+J3BCpE2cJI/B6JNHinoRIRJEVEN/aO169fr7P3EEEYV1NQtRMm95zzzlOjPQjyxptulp69ekctN1biB09W4wTJoWxU7gULPydTp01T40smWPfd/4C6PXmrdfb3UZdWqlxFvunTR9X4ua0YGaQps3KVqhrECd/tKlWrqvq/SLHi8nXPXplbC/S74cNHSNFixeWhRx5Rkpo1a5autKPeeIJ/mD5jhkaQY9sDtTVR5cAf+wcwInoh9xQL+R869JO8/8GHctHFl2Ral0NCvXt/o6v/SOLHaK/ZBx/IZZdfodjjafFikaKyZMnSuFb+jMN16tRV+wzkicaGSeWkSZN1C8IvjD/s2aM+8YUKP6fhpQm9u2jx4qRF32PCyvYRfeTiSy5Vw70rrrpKWrRsqa6mkdoRSBqf/ZtuuVXlyH0TIbBCxYqqffGjLTTid+wpRvyOQMWYjcEHi2tWDFhMb96yJWEWvpnEf/CQGukwe2cFiiEPHT+WQS/G24qaHYLhgX/okUcF0ke1yIOMoQ6DF/umsSTw27d//x9q3O3bdQWQG4nFUn48eb3IfbgeeSpU9tebvPv3yH1ePbESP9exmiZe+ldffS3t2reXOXPnKsmCDSvUK666WkmPNtCWa6+/XldatI+tAle8qIe+Q1/1+hGRAYky+GPEFga/vfBikczJBqTLhIGVf6r6HJMrJkIe7pHvGISxLxyrFgLtCcGICLbjlUfEOgIyzZw16y8rfvp4oeeey1xBkx+Ny5ChQ/XZ8+Qd6zvaoiJFi/2lXLZZevbqpffDPYEzIYFXrV6tY4uLfMnD1hvynDVrtj6jsT6LsdzLkSO/qjcIAa2YkIEPGqgCjz0u27Zv/8sCgHsaM2aMGpUyiSMvE7jHn3xSn3v6eazJiN8RMSN+R6BiyMYgyODb79tvNVY3oVXfrF1b1V1+OnPWqj3iZ+XJQNCqdRt5+dVXdS8WouCBSnVigOEErxeKFNGVPisWHmJUzqj9GBBcE2UxwOJehsq15Ucfqfsbe3+pIpic2rpn714lYgKMMKgdf+KJGj4X97toyQ/x51QWWhSCq6Dih4B5R/2NDP6djWthtLJi+R6VNmcDeOTIZOOa666XRYsWO08yYqkvu7zENkDTQd+ij0EukAYviJJQyr/GuOJnktTyo4/V8wIsKZv7+rZ/f5k/f8FfiB87gGIlSmRG5/tjwnWDupxBOn4Te/u1XntdAzzRp2gHwX84fIn97ow1a9T1Da8LJgjsh2PUGbYEBvST62+8KXMVTwjjp55+Ru0wIsc/VvRMSDjPAG0VCwbOnSDEMVs6kdoB1/s04ndEyojfEagYstFhJ0yYKLfednvmIEnnr/dW/YQE84D4BwwcLGvWrlW1LmpPVtfUUa36y0qaMTQ3YVlZSRBsAz91HmQO+HjjzzjlLqsTryEMxF26dNH9VkiGAf7Rxx7XfWU/6j+v3ES90wZOMyxZurSSxXU33KhRzbam8HQ+sJ4+fYYULFxY3aEggwkTJyaVgDmA55aIPg3p3XTLLTp4p2pCBkF+2Ly53HDjTeruxZ48ZIFmCW0E8RH8tIVtFQwkCbbEgUsEs9qydatGaIxU9UMsbPNAwDx3TLjebthQNXrx9C+ej4ULF6pBJlsW4Ny1azdd2TPZYOyAGHnOsb/gGSN8rp97jaeduV1Le1iQVKlWXVX9TGC4nw4dOmarjeRZYoJP/2VCRwCxlatWKen7uTcj/twk9OfvRvyOQMWQjRV3j6++1tjW3uqIh/X5F16UjZs2xVBS9lkh/u8GDJKJkybLjTffrAMB9bDqYabNCszPbDn72ty//c+fkcsWLlwk/b/7TqO6YXUdC+lTG9dgcMZEhvtisMOnlz1X7j3oxIDEyoV2zpw5U49hZVsnp0lJIlf83D9toJ+hol+9erWu9JkwJTOxkmM/NrJPM7ljzzhWGfttJzhCLDNnzpIRI0aqjzeTTUK/4l3hV9uFPNm/Z2WNNoW4+9lZ9YM7WwPYRXB89eDBQ4StNgjHS+RBFkzOYnkOaTskT9hfNHd4itCn2AZ4/sUXM1Xn4M82T5++/UJH/GDAPeNp0av3NxpDAPnAM+CSNfEdOPH8EBmQ++dafPHxmMnJWyZrWfyfr4ifzoFqBIMf9uki93rpTIRfJcDHxo2bdL8nEjAj/kg0EvMZeWAJTWAKCP+fRx2l6u+XX3lV9uz5wwc7npq8Ff/sOXPkzrvuVsJnMEDtefe998mKFStSNhBndx88fD8z8B054qsdDOwEGsFwivsCQ4ytsHJPNrlldz/RvmPQ4l4hjdyIL9HE77WJNlB3doOqlydR7xzJShx6VNFefyvw+BNqhJiK+r374H7BnL7AO8TBOBcLyXplee88U5A+IYhHjxmjpAPBM25GrvjJ78mdvXMmB169fI9NBJOCjz/5RA0NsRFgbHZNlME9UaaHKRNMjDwxfONZQAPGNgAucF4e1/JTlQ8Z/fTzz5kTqNyeD+4DebJ1SdAe7u+Jp57WBQTbfq4p3xA/nR6jjwEDBqgxCi4tnAsOiHRm9lexdMXF6sPmLWTY8OF/MTIz4nftUu756MTMWolfft8DD+ghFLj+oJr1uyKJrB25Dhw4RLZs2ap7k8R+J+oaKsqPPv4k0wo78pp0+kyfJpocJAPho84tU668rFq1OsdVdZjvMVnEn8p7htQweOP4XwzsHnzoYbVjiYXYUtle17qYqGMsWblqVZ2s8xxhK4CvO9b6WYk/WrmMuVOmTtV+i4aKFxb/06ZNi4ugmVzglse2Ds/6Qw8/ovY82BHlpcSCFXdVjDTR8qHBxDaAsw9cU74gfo9gMCLjZK7hw4frqp9gFnRCVCccgoC/8egxY9WtAytcDtOgs5OM+F27VGz5GOgZEOfNn68rCNR1v/ySGKM7Jf5BQ3Q2jYz79esnzd5/X77u2VMDgHgrkNhanPrc3iyflRWq1V9//Z8VL3u5Q4YM1b1NJq1oMZgQBJVYsWBcyPOCcd/hXNpCfgYh2swKjuctFj/+oO4zt3rRxhDDn31uQr+y6s1uNefJFhUuk2DewYPvXRITZMrmCFjwS2bieaKPnXfBBZnbGJA2FvUE83Elfvps06bNdEUOcaEVoZzPPv8ic7z1cx9gBga0A+8BJin0QxcsyUMfJD8rZ7YzkENQyWvP3r37NB4Fz703XqGtZkvDww78CD6EIaNryhfED2DMhnBhmTt3rgqYAYYHkVnismXLdZbIsYbkXb9hg7Rp01Zf3iBqxO/apdzy0bG9l9sVsefyiP/goUNOD3/sNST/CjBicopV73cDBqhVNBqM7Egk+a3JuQbaCulzyAnHFxNRDwMknjV+y5q4BwZYnjdcr1jJ8LxNmz7DOYBP1jLT7X+Iigh0uDiWLFVaV6i4tOZGOuDJtWDHBINjiLdu3ZbUfgEJVa1WXVXpkA2vk045RT755FPV0rkSP5MbTklkpQp58SL+PDECYpn0JFLW9Dva37x5C90uwCuCCUBQzxmyZfukbbv2qoFGxngnwE9sSZevUEG9ATAcZUvjzrvv1n7gikm+IH5mxBhRsScyZcpU6fdtfxk7dpwONLranDdPI6hB7iT2ijCIwWeViQHJiF9hSMgfBi1vpcIDlx0pJKKivED84DR69GhVF59x1llywYUXaT/etu2vvr6JwCveMmhr72++UTXwKaedpmfPP1uokBpqZiUyZP7DD3vUBZFB65rrrpOSpUqpweW48RPzDfFjJc+4hNoW9zjsNZo2e19X/znJA6yJV/DEk09pgKQLLrpII0BiYQ9pJCNR5yeffiaXXXGlkj42OQSdIYIchqquxM8zz6mGbIN4boFsV0FuyRoLcsOD459x88Q+gDbh8ojHwu5cDonKrVy/v7MIxciZ4F54RVxz7XV65C+aJJ4ljrh+sUgR9QS46+57pFPnzrJrl1u0S9qUL4h/77590qZtO424RXhEOm+t116T5i1aqv8pcaeLFCum6l9AAVysX0uXKZtpHY3fL9bhixcvkdUZa/QcY84ytldsGCxbvkInX63btNF9KlYLWLMSqjLRuC5Zukw6d+n2p8wy0k5W4IHnAStBbz/v6GOPlQsvulh69PhKFi9ZGpp7oq0M/s8ULPQXY0PcFZdLrTQAACAASURBVHt89b+2Yn+AJfKs2XPU2hs/cIzgWLUwyPFcIrO58+aH5t6S8YyvXr1GVq5aLV26dhPcHDFGYwXN6hdDVLYcc6p34aLFGhQINzmuZeVHvyB8LfvtOV3r97dVqzNk+IiRUqx4SbWTYY+/wdvvyMSJk2TUqDE6PrqUTR+YN2+BjsPPFiosRYoWl06du8jsOXOT0u7c2rR6dYZ88UUr9QDw1OfgSXTG8RMmBtImTnvEI8HrF2hHypV/SaZMnSa0l3Fh1Ogx8mWnLhqaefr0mbJ8+Urntq5YsVJGjx6rZywwEUtk+kciC4unLCzEW7dpK0WLl9CzuFnR49tZt149adu2ne4F4R/J3hOJ1T1kRDxoVo0kZlOTJ0+VhQsXCw+AvWLHgIFu6rTpgtU+xminn3Gm+hYTtnLq1Gk6ELLtQgS77wYMlG/7f6cdnVjgfvBetHiJdO3WQxgkGWyyK4M2QTKDhw7TQRPXmslTpmr88ezyJ+M72kAbGez7DxggY8aOk3nzFygevDM4shLxiIEQuExk9b5S3BdpK7iOHD1Gw9T2+/a7P/FaIfMXLJSChQpnRnZj0DrvggulW7fuOlAxERs5arSuaMtVqKBRyljNeGpjJgBYv7fv8KVODJKBdaLK5FAa3MkYfEeMHKX9evnyFdn2scg6GXBnzJwlvb/pI59+9rn6YxPN0CMcMCMOOxrJyOuyfqbuws89nznJAsOzzz1P1cJMwLLmz+l/njkIhWcO17dJk6fo5CG7a5YuW642GEOHDVcDaDxmICHaC0lmd01237EFxMQVLLDopy/Tt7LLm/TvVq3Wbd3rb7gxUw4QLQu/WO4pke1E68P5E16/oD1ohpCNVw94sZBi0RRtfPPyZn1H5owz9OM8S/wYRXXv8ZVGfILIUSdxchcBLho3aaL+tYUKF1bVP3s6BBhha4AgCZ6qH5UPD9uPPx7QfRby2Ss2DFBBMvAR1IOOzGDFQIc734IFC1RFiU9qx45fqgaGuNloZ1BfomaMFW/2mwngg48re2PZXc82EId+VKlWTTgD/oEHH5L2HTpqH8gufzK+o314lRB8BOvmOnXr6cSUttFfsRC/4aabdEWMERTWyhj4sPefjPbkVCbPA/YGb9apo4FEni1YSDp36aL7obSnS9euumKF8AkWgww3btyogwty/KB5c7n08stVfYlqm37AC/Uq1zR45x0ZNHiI+inn1I4gf6MfY5vAwUpvvFlbJ7LcN/cZrZ957UWbOHDQIJ30EML22utv0DgWnC54yaWXacAdTorjkCLvmuze6RssWohHQQhdtCX33Huf2jIho+yuye472ku7OSCGA6PYmiHCJWGHXZ85iINJDyvR7OpIh+/QkhATg20M+iGRFzHMxEA1iPYzmWIs4BnimScOCR5pLE4T0R5khvYabQhyTmQKzYqf/QxmpBj30TkhBG66cZN31YWPfTbOAOdgCwRNVCsmBd2798gExfb44+8aDDIYrNx59z2q3mU2i4r3ttvvkAULFuqg2bNnL9234jfUbai4OQAFq9ZYk8sePwY8b7/T8C9BP1BhYuPhmphI8jD63Z9kkH21Rs1MK2cIkf09DLcol4edU86IzY3WCsMjyMe1PvK55s3tnnfu3KW+15A1MuJ10823qBU1dag9Tf/+Uq16dWnw9tuycNEilSvlYl/DCX3eCp93VvxElCNkMdttqzMyZMLEyaHe42fQxIr92j+3KcCAARotDH08p8RKC9lyjYcDwX7wKGresqWMGzdOJ6rInUR51Ievt0fEfM/vTCJYuKAl4Zx2Dhwibyyypvwu3bpp9EjaQ7uYRHzzTR9d5OR0L95vjK/ZHcvr/Z7sd7DAgJR2RDMkza0NPE8sBj/77HOdeGOgynMXC5a51RHL79wHC5J69RtolNFBgwdrQCSvX/DO/dIvkDn5Y0lcy5ZbniZ+ACES3EcffyzlyldQFRvxnmvXqaPRvDjkBEMOjq58/4MP9CGsXKWKRrjygDbij6VbRc/Lw8S55ag3CaSDEc2rr9bQTk3nbdSkiRqFeYMi5M/gxvZMrMmF+On49AmvPt4vuewyXbm6PPQMnKywPPcfl2uy3geTnltuvS2zDQy+TD4wgKI8BnwseVHpYdHPQ+uauJ5BjWtyIyWXMpmk4BIbiRcrV7QSJOpDjtSXtU6CNWGIFHnt7XfeKV26dNUgK97xtdOmux/L69LmROdBg4gLG5OWf/5p3Y5RHv3IW21Hq5MIhg889NBfMLjtjjvUlRU5gZ3Xh5AXFvBDhw1TrQpq9chYAF7f4Jmi/8UyGfTaR3sJwYutgCcX+h97zDt2uPm/I+cgiZ/nnEkyBnr0IdrjYejdp8s7Y733rETKweXaZORB/twLz3+kbLk3tIS4iaJp4rliARPL8025+YL4mRXhJztgwEBp07atdO/RQ2O4AypCRpVPNCqC+PAbqiu+95IRv4dEfO90YEicmAqcL82gj8YFrBmE6tZ7S077MxIdAxCrXwxvGNhiTS7Ej9Hmu++9l7mHzkSDYEL0hdwS7SX6GBqDlypWko8//kQjmfFQxZJwZXumYMHMVSBaEA7kwA+ZFXTffv3U4phog3iaQB7ehDSneriWEw8xYn2nUSO1viaeQTwJ2X3w4YcqF+TDVg3x0jn7PbfENk71V17R8wmY9BFTnX3MRwoU0AAkBIPBMnzCxEmhXvHTr/ATx3CR/gJhnn3uubqVmBvpcHZBpcqVM+PJ07+LlyypmrCs+EFiDRs1lksvu1zOv/BCjdJGVMaszwJE4IfoqI/n7rPPP1dDMu4DmbJ10KlT57/Vk7V93v/ccxDEzz2jvWVrjvj1V11zjdo9cBYDxJhXE/L/+uuvVdPGAortCQ5Pom+5pnxD/ABCJz948JCqyBgUI4mdTkQQDEDN+hvXGvG7dqnc80FaYAzWDKLIgdkqKxfUvd5xtZAKRm0QH774sSYX4mdCyNZOpSpV5N77H5Ann3paOD3ORcPA5JBT9jCqop0XXnyx+jS7XBt5L6hsUdPec999etrZ/Q8+pMZGRByDCDnCl/IhS9z58KVmwMuJ/Jlgsa2C0Sp7lqzosK1g35IJi98EXosXL9atsbvvvVcefrSAGpSx4sgtEcwHzPDXZnWMtwJqfoz6PBcqBrDBQ4aFmvh/+/131SCWLF1GbS+YvDz59NO68spJJuBDnySmSJly5fTc9xKlSul1WYmK8YitR0KyQsaQMvIvVaZsTAN8bjKhHkIME7AMt0o0T0xi6TuuE9igiB+sOX+B54P+A06cW4FRHoHAuLe8mHiGeK4j7aTQEHJKIkHpXO47cOJHeKy6UWFhVMfZ1qyAECifGVBQrdFQlxtKlqCN+JOF7B/l/kH8e6V4iZKZq2869kWXXKL77blFgMuudS7Ez3WQGQeXsFJAXUh/y20A57rBgwerK1akipQHksNLYkncO/0fTxLcmvDb5xAO2s9Jb2yHeCtLJkWPFnhMJyY5qfYg9/79vxOMxphA0UZU0+UrvKQTrFjaF5mXZ5DnFZX/iJEjVePBRCentkRe/8fk+6AOULiesZr18GMC8MyzBaVvv/6hJn7uh4kVvtacDNeufftMY8zIe432mf5GkB4O0EELwtiCvNnO4Z1ARqz22U4gIpuHD32AiSZjYyITYyvypD9j1OwZY7rWESTx48+O4Zs3OWLMuPe++xWj3J5hfmcCzXYKzx/92kv0c54/FiPIB5lF4x/6PosYJhvr12/QsiIXlV6ZiXpHi0dYYu+5pn+ccNJJqvXAHoo+xL1Eay/tCIz4dQD59VcFFtcOBj1U8JwxXKFiRR2gMHjCqAk3J4zyiFyUTEBzEowRf07oxP+b9ocjR9Si+Pobb5QzzzpbSR8VOCdw+ZG7K/H7bT3nOdxy221qlMdDyIqM1QYDZyISDy+ujKzCWMkwqKFdwP2RgSqngY0BjZMP2Xv2BkXUygQpCUPscgZLXMIwDAQ3tjdoK/j1/25g6Ik/EfKlDAZgPDQ+/+ILef2NN9TWCNU7sdhfefVVVV8je15oRzCYjFWjlKi2RisnKOJnzEAjVuCxx7XvMHHEMJHJLdu6OREf/Q9N29ixY6Xjl1/qNhj2PkzoSGhg2FLDY6VXr9561DXjSXZl4i4+aNBgNR5/+ZVX1CaDyYTrZDgartG+Z2JIvAus/XluvOeb8QFD0V69e+tBSkz+s2sv5QZG/AzkrOg7duqkgsPABb/UOnXqSosWLXVfkv1e3IFw98KiGdcuAM1pwIsGVrzfG/HHi6Db9TyMRAIjMAjGmH5Jn9qSTfxoo9hzP+/8C3R74rLLr1D/bEg3EYmHli0RSAHyx3L88See1JV2bs8AbejZq7fu13oDA8RfrESJUBA/94asmehffuVVOqG56557NZ7D2HET8g3xs7JnywNVNSs3JpC8kNkxxx0nV119ja7y2YJiQsDKPDfZJ6LvxVJGUMRPGyFqjqHmhDpcG/HOYuuCFXpOCa0eBt1MpiBP7IqwvUDzB74cfnXHXXfpbzw3jxR4LOo5GF999cd+OzJDK4OGjhMBs27f5NSeWH6jfeznv1W/gW7hedpA+g9tYAJUtnx5bW+0yUdgxA+RYkRXpWpV6dq1q+6zoqIgyh5CQXXCwMDqBNc7Zl7MiDnGkUanOhnxpwZxOiqEjfx5cHiwmSTyitaJo7Us2cRP2xiIOW+cgBv4ddPuWNsZrf18z0NOmQsXLtTBBM2Xyx49996nT1+Nge6pBE8+9VQpU7ZsXKr+nNoa62/gxORp9OgxqmIm8AwTFoI84ceerES9xBxgHGECghwhCt5TnUaOHKUeHJ6MPLW+N4gzmcTQFKNMTv0LYuwDE+8ZzG7SQZuSYdxHXbk998iPvr5p02Y9c8U77yG7dkbKFjzRJrJ1BlmC/9XXXqeeNEy2Cd6G8Sa/8WJihkEnnBSZaB+r/PMvuPAvWzLE2KctyUre2PPCi0XUC4o2en2Hz0w+cAHEpi27hMwCseoHXA6WyMjI0AEeABGil/jsdTZOa4N40RCMnzAhoQOrV19u70b8uSGU+N/pnKjs2Etmdo7seWAj+0lOtSab+A8d+kn3dt+oXVuee+FFNXJjzzZyrzCn9sXyGw86ePBMuCTysRdMUBYsfzHuu+ueezR8bm6rIZfyE5UHEqY9TGa8+0vW6XyQAQsJQsyiTWLCRp/ieO6PP/lUjaM8d7BE3V9u5eAvjpFk5KrNG8BZid548y167C0GhUEk5EJsBYxPMQydM2fu3yaOyC3RxI+RGjY3PPdsqbF/Tj3RErKlL7mODUw4n3rm2UxNC2R59TXX/o34vQkYq+iBAwcKrt+RiXqJAItlPWXwQkPACaA//BkJNjJ/Ij+DB15FpcuWVaNg6vX6DrY92GvAs9klrg2E+D1BISwGSvZFGaj5ntk4xi88FDykDPbk4Tca7Crc7G7Y73dG/H6R83cdsmZbBxsP9q1QyeEDztGd9BOXPpBs4icKIVbZZ51zju7BQrCff9FK2+3vrhN7Ffc/b9489cl+q0EDwRUslolTYlvjVhrjQbKIn0GQbSSMv5gI0aeIdkdMdFZ3nBuA/zp76PS/VCQmIkRshOCJh8BhRXgJYPSI/cM7DRupFjRV7Ym8ZyaP7KFXrFRZt5nAi4kkgZgiSZjPiSJ+nmsmG61atxbcV6kT470WLVvK99/vTJhc0Coz2bvhxpvUAJZtNNTjqNC5767dumsUTzxi8KR57IknVXUON2VNhBtnC40ojET/5PAcoltmlzfrtfH8D1YsCGgz8U9uvf12Xf2fefY58vSzz6orb6ScIuvi+0CI32sEIBMN7MMPm+uRuTSIfRa2AdjXIiRoi5Yf6ZGT3jVBvBvxpxZ1OjRGT5A+xl/MZJnR4j7GyXQQRG4p2cQPiVx3/Q2Zs2xm+y8UKZpQd6vc7jG33xkcGIAYTME07CmZxL9t+3YpUap0phuUtzry3jGO4hQ0wqUmAiuw5354j5YgdLaLOnfuIg0bNVKNTMcvO2nQKsZAAo/ldH20chPxPc8PWhGOzPW2IvDxZ4XL9pOX/BK/1zfZ3qF/wgXggZbvscefyFyNIxcIetHixU7aNDBnocgr2jjB90zw2DquUq26RnHFTdWT+/79P6qGo1r1l6VGrdd0m42JY3ay4P6JUIl3BzEFVqxYkXTS97D33uFMFkVsUVSpWk01kUxuoqXAiZ9Bidki7gk8cHQ2VDz4xRKVCGvJCi9VlIGDBke7h5R8b8SfEpgzK+GhJSwqqzEefAZn3u+4626N0hXtgc4sIAXGfez5cbQogyKkj7oW4yIGckv+EECuyVrxo8bHWDhSre6pZ73+xZ46p3XS/+JJ3AdjGXvCEAb/Z0ca8dSR7Guxsfnks8/+YiCKdwF+/mjjvOSH+CF4xv4lS5aoFTxuqxAx5I9BLzEtvAk/Wx6c78DWcG6raHDGBQ9NBW614J+TtgSZ/P7nOR7e/fDO92xBYXPG2M89hl1+3Dttpu/m1tbAiZ+HY8nSpRq5CzXk1q3bhEMqsHRFgOztNGrcRM8b5saCSkb8qUXem/mjfsPNC3JF7cZslgEpt45Na+lbAwcN0eA/LvljvUPiTrz2+us6KOFGhKqPvdBkWfPG2r50zM8znizih4DbtGmrXgT0J/ZtveBLkAsqUs7zwCgrnv7CPcydO1fq1a8vGF/VfO01JThWtemUWP1OmzZdVe6QMJixHcL+9ZEj/9tv90P8Bw4c1KOlmTizVYZhHYGdGPNZqSIH1PzUSfCqkqVLKxfkROK0g9gK5StUUAt/FgnN3n9fNcix4s54j30B9bKKxjX2hx/+OCAn1rJSmZ9+69J3Ayd+ZigYIT39bEGNVIWVa526dfUoTx4g1HON331Xo6nlJPRkg2vEn2yE/14+fYMIYu80bKixHYjZj6uO6wQw2cTPw4NtCuGHcbUiFgX+9a7t+/sd2zdglyzip+zt23eoF1HV6tWlTr16uucPOUA0HMyFtibe1f73O3f+Yel94UWCJwXExtkflO0yKIelF9BWSHjI0GE64Wavn4PLstqJxEr8lMukGXW+nnegrovH60FNRCvkGVq6dKmq39H21qv3lkyfPkO1DJ4qnjKolxU5B3jxPat7jDbPPf98Ofb441VjgItf//79Y8adLY7b7rhTFx0sPCiHtuWVSX3gxM/DiBsf8c5xi+ABJHiF50+5bt16qfvWWzq4BvnQGPGnfjhC3qj+UAGipmU14D34Lq1JNvHTBvov6kf2KXmYXPooE1iCUbFnOWnyZA2BS/9yuTan++Z6QhuDFepSBlcGRp6hNWvWqoscbQxzSibxe/Ji5c+qHszpI+xXY2QHVtQfrxww+rznvvt1tcoWAlsLaIPQAlB+OiX6KhNwyJ4x2TuWPPIe6FOxGPeBLwZpGOt68QvACfuByrh3d+uungxEMmTvvP93A9RjhlDaHF9Nv0YTjPss2mC0OBzrvWbtWuWOEyKs29EaEBguN5lynzzDeOUQEhcjxrPOPifTfgcZdurcOaluppGYJvtz4MTPDf5y5Ij68b/XtJnwwmr0D0OP/2oIRNxIlq9YkWwscizfiD9HeEL5YyqIP9YbZwCiXbgoErDq2uuvl6efeVZ6f/ONDrC5DVDR6uM6JiD4fGMlXqlyFbVQZ+vh1Zo19X+Mj5gQhJl8kk380fBL5PeQIOc+oKaG0HiH+OfNnx9q7P1iECvxUw+T+Jq1XtOQxNgNsNUCTkwE8I5p8u67aiSHVxcHVrGVhpEhUSvx9OFI9etuuFED7+ChQbS+yZOn6Mmr+LCfePLJ6qNP8LcBgwblSvxoC4aPGCE1a9WScuXL63YQxsSe7c6pp5+u23i0Oy+kwIgfYqdy1GreiwHx558PC3773ncMZsw4yR9kMuIPEn1/dYeR+CE2VisPPvywDk4QAwPMAw8+pPYtfvs5zxLbDpTD4MmAhTGkp0qlngsvulhafvSRWlD7QzT5V+UF4kfj8kzBQkpm4M5qEfJi28rvxC75yPuvwQ/xo7nbuHGTaniJkMd2CFh5ryuuukrdT7Hp8Yz8+I3JAZOESANNvudMA2wP2E4h7DOubZTL9g0aw5wSMuFoW9w8vckaZWIDgpof2yKMzzEYjHcbKKd2pPK3QIgftQrBeLDeHzlqdK6vadOnq6oplcBkrcuIPysi4f8/jMTPA4ebIm6A3oDGYIP/L4dT8bufxL2yD3rOeecp6XsDKBMA7zMTgmIlSgp70GFNeYH4Fy9ZInfceZf886g/iAz5EuCFU/n8TuzCKi/a5Yf4uQ4eYGE3a9YsddON7KsQebdu3aVsufKZEyivH2f3jh8+2i36DzYC+NFz3Dfqe+rJKTEJ4Tj2iy65NPNZoY4nnnpKWrVqLcOGDdMJBfeZVyZu3EvK/fgRDqcqYSxSomQpVd889fQzuufDyWMvFimq36EC5QEirC8RioJMRvxBou+v7jASP4MQUcPo46wmGOywWqavszLh2fCT0Iox2EW6P1J25Mro9DPPEvySI32w/dSVzGvyAvGjeXniyadUkwOBsEK9/8EH9cCl3Egomdgmq2y/xO+1h/6Iap++e/yJJ+peP9yAX33Pnj31rBYmrZ5ngUf89G9W5aj6CaTFhIsEOUPmTLJc8CYPB9vccNNNmcSPFg7jTyYPjCOUl1dIH4wCIX6AxlAEQ40ZM2ZomMQ33qytKpp+/b7VlcuMGTM1nGaTJu/qKVVYeQaZjPiDRN9f3WEkfu6EVc6UqVOlVJky8kiBAlK0eHEZNGiQPox+BxcIk31K9vdvv/NOtR0gRO+LRYsKpx3ihsWRt6NGjfatVfAnhdiuygvET7/DKpxT44jId/8DD+pqFPnkxRQv8UPQGKB+0aqVvFSpku7fczYFHgVMhjlsqnKVqrqPT0AviB7XSyztOcm1eYsWenw11v1+E2p8PD2IlnjlVVfroXCTJk2Wn9LMBdP1/gMh/sjG0YD1GzaoryQqfQZFLzEI4L7FYDbQwUDDuy4Z70b8yUA1uWWGlfghd/YKsWyePWeOGtwlwsfbm1ATo5tDrXAv5Mjrr3v10v9nzpypB70kF/X4Ss8LxA8CGIFNnjJFV5ITJkxQLQv3lhdTvMQPJmDDM8DhTGgAWGGT6NM8KwQMYrHIhArvr5dfeVW++rqnerAwQfDy+8WXe8A+gJV/x45f6kSCdvidiPttR6quC5z4ETZ7nqjGMIqJfDgQOjH7iVfdoUNHJ7VNsoAz4k8csjxMv0YcOpOshyusxJ84JPNeSXmF+POeZKLfUSKIP3rpf/0FgscdE396+kqyxo6/1pr3/guc+NmbJNrSY088IUOHD1c/ZA9mhIzhR8XKlaV7j68CFbIRvyeV+N55UJE5/rKo11DlxTtbj9YiI/5oyIT3eyP+8MomWstSSfzR2mDfx4ZA4MTPqh61GKcvcSgPan38jTt17iLNW7TUIwfxrcRwKchkxB8/+pA+Kjtki5/zlVdfIy8UKaL+s8mwdjbij19mqS7BiD/ViMdfnxF//BimuoTAiZ8bphGsAPHDrFy1mu73c8YwQRnqN3g7kNOOsgrCiD8rIrH/z14dBp233n6HWuPi5nT2ueeqgQ4uOIlW2xnxxy6joK8w4g9aArHXb8QfO2ZBXxEK4gcEVv5YvWKMhOvexEmTZMGChRrOF9UwvweZjPjjRx/DTQydLrjookw3M9x0cOUkbLMRf/wYp3sJRvzpJ0Ej/vSUWcr9+LPCBKmzOiMedEZGhvq7Llu2XLwXwX6C9j024s8qtf/9D2EzYGN0g5wO/fRTtoFKGCBw07n7nnvVdx1fWcJzVqpSRTj/2oj/f5jm109G/OkneSP+9JRZ4MSPZT8nH3EEK6TAqUiRr+dfeFGGDh0WKLpG/NHhZ7BGVU+c+NZt2mhchp27dmVL5LjeDB02TPf4ibVdpFgx1fAkmvRpran6o8ssrL8Y8YdVMtHbZcQfHZuw/oLMAiV+LLqJdMXBCPhm4qfJMYrfRrw40AQbgCCTEX909DnZ7PMvvtB42USHIzzpW/UbyN69+/52kWp3fv5ZYzfgxsm1yYp/bcT/N/hD/4URf+hF9LcGGvH/DZLQfxE48bPvy8l7jz/xpMayZp+f+MqRL6InJcvly1VCRvx/RUoD0KxbJ9OmTdeT5W686abMmNocDsOBFwRfipYY4F1DakYrI7fvjfhzQyh8vxvxh08mubXIiD83hML3eyiIHz/+ZwsWkk2bNv8lgE+Y4DLi/580GJzZq3+1Rk158KGH5cabb5aTTjkl83AY4sMTLpZjSINMRvxBou+vbiN+f7gFeZURf5Do+6s7cOJnJb958xapWq2aDBgwUA8w+fHAATUUw1iM18+HD2drLObvlv1dZcT/B27sxWOTQTRFzsf2TtT619FHC+dqc/AMJ2tVrVY91+Mw/UnC/SojfneswpLTiD8sknBvhxG/O1ZhyRk48bPnSwCfTp0765nHLVp+pEZic+fOlblz5+lrxYoVmidI0Iz4/3fqFdH2nnv+BTnx5FP0NCvIHwv9Rwo8Jk8984w0bNRY3TKDdsE04g/yifFXtxG/P9yCvMqIP0j0/dUdOPGz4ufwBY5hvPPue+SOu+6Wu++9T+6JeBUpWkyGDR/u7w4TdFV+J35vpc+RssuWL5cqVavp8ZkckcmePgZ9o0aP1gkadhvJiMQXqyiN+GNFLPj8RvzByyDWFhjxx4pY8PkDJ34IBaLggJ41a9aqHz++/JGvzZs3SzxHLiYC5vxO/ATY6duvnxQq/Jyej43b5Z133y133HWXhlr+4MMP1aUv6FV+pKyN+CPRSI/PRvzpIafIVhrxR6KRHp9DQfysDtnX37d/v5IHPuGRLyz8aWiQKb8T/+zZs/WMalT6GO+h5i/8/AsyZOhQNfQjBn+YSJ++YsQf5BPjr24jfn+4BXmVEX+Q6PurO3Di50En2tvgwUOkvPQuhgAAIABJREFUx1dfSffu3fXVrVt36dKlq3T88kvhfPG1a9f5u8MEXZWfiR+tzJAhQ1Wdj2qfF/v6RYsVl1WrVicI4cQXY8SfeEyTXaIRf7IRTnz5RvyJxzTZJQZO/N4ef7XqL8sTTz4lBR57XF+PFCigvuCXX3mVFH7ueRk1anSyscix/PxM/AAzefJkufOuu+XY409Qf30s+CtXqSqbNm/OEbcgfzTiDxJ9f3Ub8fvDLcirjPiDRN9f3YETP6tJyJ89ZGL1ey8M/lhNEgK2dt26smLlSn93mKCr8jvxI59WrVvLtddfLxdedLE88dTTMm3atMC3YHISrxF/TuiE8zcj/nDKJadWGfHnhE44fwuc+IEF8ueBZ68/8vXLkSPqFvZWgwbS79tvs439nipY8zvxMzkDgwULFsjoMWPU+PKnn34OVCa5yd6IPzeEwve7EX/4ZJJbi4z4c0MofL+HgvijwYKxGBb97zRsKB06dAzUeCy/Ez8yQh5MAMJwTHK0PhP5vRF/JBrp8dmIPz3kFNlKI/5INNLjc+DEz2ofItm8ZYts2LBB1q9fr69169bL6owM4YCeSpWrSM9evQJdXRrxp0eHjmylEX8kGunx2Yg/PeQU2Uoj/kg00uNz4MSPah9XsFatWsvb7zSU+g3e1le9t+rL62+8Kc8ULCgY/i1atDhQRI34A4XfV+VG/L5gC/QiI/5A4fdVuRG/L9gCvSg0xI8qv2mz9+Xd95pmvpq9/75806ePbNm6NfBIcEb8gfZTX5Ub8fuCLdCLjPgDhd9X5Ub8vmAL9KLAiR9VP6t+gvT8+OOP+sKvf9++/fqZI3n5nXxBpvxI/OzpcyAPByWxt5818TtRF6P9njV/qv834k814vHXZ8QfP4apLsGIP9WIx19f4MTPLUDqEMuatWs13vvXPXtKl65dZfDgwbJy5SqNwGbEH7+wYymBidiiRYvko48/FrZd+vX7Vg0tPTkcOXJE5s6bJ1+0ai31GzSQXr1662l8TNLCkoz4wyIJ93YY8btjFZacRvxhkYR7O0JB/KwaFy9eLO++956ULVdOihUvIUWLF5fiJUrq/v6kSZNVI+B+W4nPmZ9W/JD3qlWrpGz58nLOeefLGWedLbfedru0b99BNQCs9NetW6e/X3TxJXLW2efI9TfcqJEW0dqEJRnxh0US7u0w4nfHKiw5jfjDIgn3dgRO/Dzo3+/cKQ3efkfKla8g33zTRxYvWaLBe8aMHStvvPmmngRnxn3uQo03JxOxoUOHyfkXXqSheQnRS2z+YiVK/rmq/7cMHDRYrrjqag3fy+8nnHiSvFikqHB6X1iSEX9YJOHeDiN+d6zCktOIPyyScG9H4MSPKx/q/KeeeVY4CIYGeYmV5erVq6VGzZoax99TM3u/p/I9P6342dcfNGiwnH/BhZnEf8JJJ8uLRYvqJA2NAOcnQPzE7Od14kknS6HChTXyYirlklNdRvw5oRPO34z4wymXnFplxJ8TOuH8LXDix3hv6dKlGqefML2R5M5nQvg2bNRY2nfoYAF8UtSHvAlX6bJldaVPfP7rb7xJ2rZvL+zt8/vGjRulTNlyug3AiX1XXHWVdOvePfAtmUiIjPgj0UiPz0b86SGnyFYa8UeikR6fAyd+iGTt2rVSsFBhGTZsuFryQ/i8UDlPnTZNXq1RU8+Cj5wUpBre/LTiB1tIkwBKX7RqJY3ffVdX+N9//33m5Au5rVixQtq2aydN3n1X3S5/2LMncLfLyH5hxB+JRnp8NuJPDzlFttKIPxKN9PgcOPGzeoRUW7b8SMqWKy/tO3SUCRMmyKTJk2XQ4MEaxKfWa69rbPggIc1vxM8kC0+Lffv2yd69e3UShqwiE50HYz5+h2SDnJhFtsv7bMTvIZE+70b86SMrr6VG/B4S6fMeOPEDFY1gddm8RQu16Gf1//wLL0qh556TN2rXVrcxbAGCTPmN+IPEOlF1G/EnCsnUlWPEnzqsE1WTEX+ikExdOaEgfu92CdyTkbFGpkyZImPGjJGVK1fKgQMH9OQ+L09Q70b8QSHvv14jfv/YBXWlEX9QyPuv14jfP3ZBXRkq4megxpgvY80afXFwD/v8WVXMQYBlxB8E6vHVacQfH35BXG3EHwTq8dVpxB8ffkFcHQripxEZGRny8SefSJly5eXZQoXlmYKFpPDzL0jdem/JvHnz9AS/IADy6jTi95BIn3cj/vSRlddSI34PifR5N+JPH1l5LQ2c+HnQd+7cKU2bNZPiJUroAT3ffttfhgwdKh06dpQSpUpJ1WrVZfny5V6b436nTkgBy3TPII33gwcPqaEa4Wqzhp414o8b9pQXYMSfcsjjrtCIP24IU16AEX/KIY+7wsCJH6M9gvQ88dRT0qt3b50E8B2kjEX52LHj5KWKlfQ3j6TjuWsIfdv27TJgwEA1GsRyHRA4AXD06DHyZafO0vubbzRkbST5G/HHg3ow1xrxB4N7PLUa8ceDXjDXGvEHg3s8tQZO/ESJW7Z8uTz19DNCAJ/I/XyIHkImgE+Hjl/+5Tc/N03ZGBD26dtXHn/yKY09Dzns2bNH2rZrryGD32vaTLcXiB3ABMFrT34gfvBmwgUmyCVy4uMH76CvMeIPWgKx12/EHztmQV9hxB+0BGKvP3DipwHr16+XEiVL6UE9kce/QrocFlO3Xj35tn//TLV87Lf5xxUQwdJly6R8hZek1muvSadOnVWrgCth4eeelxkzZsjhw7/I8hUrdOuhb79+mSGE8zrxQ/rIYsXKlcJWy/DhwzU8byK0LH7lFe91RvzxIpj66434U495vDUa8ceLYOqvD5z4edB37doln33+uar0u/foIVOnTpMZM2fKgIEDNWpfxUqVdc9/4cKFsmjxYj2+N1a/fiYURAhs1LixHiGLTUHnLl1l565dsmDhQo0c6EWm2759h9aNYeHPhw+rVPI68bPSHzFypDxSoIDG6L/siiv1dEQmZbhU8run/Uh9N/VXoxG/P9yCvMqIP0j0/dVtxO8PtyCvCpz4USfv2LFDataqpaTz9DPP6ilvHAjzbMFCcs+998ljjz+hAX04prdUmTJ6Pjz7/66JVevWrVs1EuC7TZuqyyDnzHfp0lW279ghs+fMkSJFi6nKnzJR/Y8bN07Kv/SSqr35bteu3TJl6jQ9NXDz5s16Nn1eed+0abMelFSlWjU5/cyz9NCdo489Ts4973ypXbeuNGrcRMBr3PjxOulKl/vGU6R7j54qs02bNuUpmaWLDGJt54YNG2XI0OGyZMlSk1eajDPr1q2XyZOnyPTpM0xmaSSzCRMmycqVqxPuMfcPF2Jmhs++O6TCiXAY3UV7fTdggAwaNEimTJ0qhw4dcile87BinTBxorz2xhuqSeDo2A+bN5c2bdvqNsPMmTOlSNGifyN+th9YNZLQSkycNFlmz56jgxIDU155LV68RGbMmKkTrlNOOy3zqN2jjjlWD+E548yz5MKLLpYnn35G+vb7Nm3ue86cudK5SzeVGfeYV+SVl+9j0aJF0u/b/jrJzsv3mZfubcGChTJi5CgZNWq0PWNpwgvz5y+QkSNH6YIvVu15bsSbI/H/+ttvqkLGdQ7yzymxYkdVD9kTFz7WfWdOknv3vaZSo2YtPWeeCUaVqtWkdp26Mnr0aIH4CRG8e/duLRv3Qg4Mqla9uhq50bbdu38QiARtAGrvvPbav/9HadeuvVxz7XVy6ulnyEmnnCqcuvd//zoq88UxvJ98+lna3DtaoW/7D1CZeZ4ieU1uee1+MCqdNHmKbNu2PW36WV6TQaz3gxs0E+sVK1aazNKEG+BdyH/16gz55ZcjOdFvzL/lSPyQLO57w4YPlz179yqxMwFgHznyxXd0RCL6TZ8+XT7++BPNG0tr1q1bp9e98sqrUqNGTale/WW59777hW2Flh99rISOcR8RA9n7WLtunR4WhHrbmw3lpT1+Jk5gHDmB4n8mVV26dlV7B/b6773/AfnX0cco8f/zqKMF4m/58cexQB9oXtvjDxR+X5XzvE+fMVN27d7t63q7KPUI2B5/6jGPt8bA9vgZlAnSU7RYcSlavLh89PEnMnHiJFmzZo269bE3yGe+g5w5ua9U6dIyZMjQmN3M0BZQHyp/TpPDiO/D5i2kTdt2ejIg+/xv1a8vDRs1kslTpshXX/dUy//58+dn1pVXiB8ssFfYsGFDZswErxMx6B766SfdesGNkkkZRn7HHn+CagEKFX5OFi9Z4mUP/bsRf+hF9LcGGvH/DZLQf2HEH3oR/a2BgRE/DzizesLxfvrZZ1K5alVVtz/3/Asara9U6TLy/ItF1M2uUpWq0vKjj2TW7NlK3pEr1b/dUS5fcC03PXrMGJk4caJ+ZlWPGxtnz9dv8LaeL489ARb9Xl15gfjZKpk3b75UrFRJ7rz7Hj39kP1U1D5ZE0aX3DPbIo2bNJEPPmwuM2fOytz6yJo/jP8b8YdRKjm3yYg/Z3zC+KsRfxilknObAiN+mgWpQrpY9c9fsEDJuGevXtK2XTtp3aaNdO3WXffglyxZosZ1NDYRyVNrQ4SeypuyCSDEiYAbNm78GxnmBeLHsp2YCCefeppguMc72x3sz2WXwAby5N4xwGTLJZ2SEX86SeuPthrxp5/MjPjTU2ZLly7T03ATPa7nuMefHVQQDY3AwIcXHcpbcWeXP5Xf5QXiJ0LiowUeyzTWw3Dv1tvv0JgFqcQyVXUZ8acK6cTVY8SfOCxTVZIRf6qQTlw9yCw0xJ+420p8SXmB+LGZIDbBMccdryt+9u4feOhh9cFNPGLBl2jEH7wMYm2BEX+siAWf34g/eBnE2gIjfkfE8gLx43Yzbdp0eeDBh+TiSy6VO+68S7dVstvjd4Ql1NmM+EMtnmwbZ8SfLSyh/tKIP9TiybZxgRM/qnwMyaL58zMQHD58WNX+2d5Bir7MC8QPlgcOHFQ7BiITzps/X33c+T4vJiP+9JOqEX/6ycyIPz1lFqiq37Me79K1m1r5R+7p85kJwdBhwzSsbuRvqYY6LxA/mIEhgyu2FGAfJKbJlqERf7IRTnz5RvyJxzTZJRrxJxvhxJcf6Iqfhxy/eozOiMHPDASiZ8DmxWf2pTlQh4lBkCSVV4g/8V0ovCUa8YdXNtFaZsQfDZnwfm/EH17ZRGtZoMQPsXPiXq9eveXhRwvIV19/rYfjTJgwQXihju7WvbuUKVtOevfubcQfTYr2fbYIGPFnC0uovzTiD7V4sm2cEX+2sIT6y0CJn3jc+OvffsedctoZZ8rV114nN958i9zkvW65VW674w6pV7++nvoUJJK24g8SfX91G/H7wy3Iq4z4g0TfX91G/P5wC/KqQImfyonZz+E3L1WspOF4Z82apaepcVTunLlzdRvAi+UfJFBG/EGi769uI35/uAV5lRF/kOj7q9uI3x9uQV4VKPFz4wTtIYIeMeAhV+LpEyXOe7EdQHQ/BoQgkxF/kOj7q9uI3x9uQV5lxB8k+v7qNuL3h1uQVwVO/Nw8B8ds275d3cuw4O/bt5/06ds38zVixEg9VCZIoIz4g0TfX91G/P5wC/IqI/4g0fdXtxG/P9yCvCpw4mfFz+q+Z89e8vwLL8hTTz8jzzxb8C+vSpWryNix44LESbUR8+YvEILgWEoPBIz400NOka004o9EIz0+G/Gnh5wiWxk48dOAtWvX6mExzVu21D19DpOJfHGID4N4kMlW/EGi769uI35/uAV5lRF/kOj7q9uI3x9uQV4VOPFzGA9+/E889bRkrFmjgWVQ/Ue+CDSDZiDIZMQfJPr+6jbi94dbkFcZ8QeJvr+6jfj94RbkVYETPxHk1qxdKy8WKSoZGRkaTS5IQKLVbcQfDZnwfm/EH17ZRGuZEX80ZML7vRF/eGUTrWWBED8R+H48cEB27twpW7duVYv+1994UyP0LVmyVDZv2SLbd+wQVPy8IF3i9QeZjPiDRN9f3Ub8/nAL8ioj/iDR91e3Eb8/3IK8KhDiR22/ePFi+fyLVtKiZUt5r1kzqfBSRXnw4Yel/EsVpXGTd6V5i5b6G7936PilMCEIMhnxB4m+v7qN+P3hFuRVRvxBou+vbiN+f7gFeVUgxM/DjZV+tZdf1nC8hOQtXbZs5mf+j3zVrltXpkyZEiROZtUfKPr+Kjfi94dbkFcZ8QeJvr+6jfj94RbkVYEQPzfM3j4DMwF6OKjnhz17NHgP/2d9YQBIfgaFoJKt+INC3n+9Rvz+sQvqSiP+oJD3X68Rv3/sgroyMOL3bhjrfcL2ckDP9u3bZe/evUr8HsnzOwf5fNGqtXzQvLkMHjJEmAik+qS+dCJ+sAOjffv2a9TDoD0iPFmn+t2IP9WIx1+fEX/8GKa6BCP+VCMef32BEz8r+XXr1knxEiWlbbt2Ur/B2/LxJ5+owR9ufBj3NW7SRIoVLyGvv/GGlC5TRsaOG5dyY790IX7CG69YsUK+7NRZatepK+3at9eYCAg6vyUj/vSTuBF/+snMiD89ZbZ06TLJyPjDhT6Rd/APl8IgqpUrV8mjjz0uRYoWkwZvvy1Y+L/yag3h9L4FCxZI6TJlpUPHjrJkyRJp07atNGrcRDUDLuUnKk+6ED8eEfXeqi8XXXKpnnh48aWX6mSKsxCYRLGNkmptSaJkEGs5RvyxIhZ8fiP+4GUQawuM+GNFLPj8ga/4cdNbsXKlvPBiEVm4cJES+rz586X+22/LpMmTZcLEiVKpShUZPmLEH4f5LF4slatUle3bd6QUvXQh/ilTp8p99z8g//evozJfl15+hRR+7nl5483awlkIYJ4fyN+IP6WPSEIqM+JPCIwpLcSIP6VwJ6SywImfwXn5ihVSsVJl2blrlxISqv8vO3WS4cNHyNhx44VY/RzUA2GtXr1aqlSrJtu2bUsIAK6FpAvxT548We697/5M0mcC8K+jj5GjjjlWTjzpZLnltttl1uzZguDzejLiTz8JG/Gnn8yM+NNTZoGq+r09/pKlSsugwYM1bv+oUaM0kl+NWrXkvabNpFDh52TgoEGqpl60aJG8VLGSnuaXSrjThfjXrFmjE6Wjjz3uL+TPBOCfRx0tF158iU6qMP7L68mIP/0kbMSffjIz4k9PmQVK/FicY8n/5ZdfStly5aVipUr6jjr/s88/V7U++/0Y/fXt108+bN5cGrz9juzZsyelaKcL8RMYiYkSq/xIdb+38kft36dPn5QbR6ZUWH9WZsQfBOrx1WnEHx9+QVxtxB8E6vHVicwCJX6aj8ve5s2b1VUPK3QIftmy5frd4sVLZPqMGfLRxx9LqdJlpGy5cjJt+vSUE1e6ED+Bju65776/kP5Jp5wq555/gVx73fVStHhx9aLAYyKvJyP+9JOwEX/6ycyIPz1lFgjxQzxY9HuBedi/94L5HDhwQIP7MHDz4n8mBvMXLFDSYqKQauO0dCH+OXPnylNPPy3HnXCi7uvzftc990rDxo2lx1dfycpVqwI/6TBVj4kRf6qQTlw9RvyJwzJVJRnxpwrpxNUT2Ir/hx/2yIyZM2XOnDkauW/GjJkybtx4GTN27N9e5CO4T5ApXYh/37590qlzZ7n2+hvkrLPPketuuFF69uqtk6cg8QuibiP+IFCPr04j/vjwC+JqI/4gUI+vzsCIf/369fJh8xZ6GA+reXz3n3/hRd2fZo868lWlajWdFMR3q/FdnS7Ez8BJ+OOFixZpoCPe0aT8+z//iQ+ANLzaiD/9hGbEn34yM+JPT5kFoupHfc+RvKzkDx06JKszMmTZ8uVqcECDIl+49+3fvz9QdNOF+AEJg0m2UCA+HspUb4sEKqiIyo34I8BIk49G/GkiqIhmGvFHgJEmHwNb8UfiAzGx579r1y7JyMiQNWvXyp49ezULe/8egUVek+rP6UT8qcYmrPUZ8YdVMtHbZcQfHZuw/mLEH1bJRG9XKIifRmzctEk6d+ki1aq/LKj2BwwYqCvVLVu2yLf9+6t/f/TbSP4vRvzJxzjRNRjxJxrR5JdnxJ98jBNdgxF/ohFNfnmBEz9qaUi1cZN35cmnnla//Wovvyzt23dQlfWKFSul+suvyDd9+iQfjRxqMOLPAZyQ/mTEH1LB5NAsI/4cwAnpT0b8IRVMDs0KnPhx6Vu9OkMKFioskyZNUqO09h06KPGzBbB12zZ5q34D4TsGhaCSEX9QyPuv14jfP3ZBXWnEHxTy/us14vePXVBXBk78hI7FqO+JJ5+SjRs3ytp166RT5y6ZK36+e7N2HT2dL8hz5Y34g+qi/us14vePXVBXGvEHhbz/eo34/WMX1JWBEz8NWLd+vRQrXkIj9s2cNUtatWkjn3z6mezcuVMGDx4sFV6qKEOGDg3UOt2IP6gu6r9eI37/2AV1pRF/UMj7r9eI3z92QV0ZOPGzit+zd6+q8su/9JIeHUucfl6tWreWEiVLSaPGTWTTps1BYaT1GvEHCr+vyo34fcEW6EVG/IHC76tyI35fsAV6UeDEz917rnw9enwlJUuXlocefkTuvf8BeaZgQT2db8PGjYHu79NGI/5A+6mvyo34fcEW6EVG/IHC76tyI35fsAV6UeDE7/nwe/H5d+/era59GzZsUFU/fvxB7u170jHi95BIn3cj/vSRlddSI34PifR5N+JPH1l5LQ2c+Dlwh+h97zRsJA3eflu6de8us+fMkW3btguGf2EgfcAKM/EzeWLAJDQvZJcfTt7zOnBO70b8OaETzt+M+MMpl5xaZcSfEzrh/C1w4udB37t3r3zds6fUrVdPqlarJuz113r9dWnbtp2MHj1GVq1apaQWJIRhJX4mRuA3dtw4efe9ptK4SRMZM2ascFhPfk9G/OnXA4z4009mRvzpKbNAYvVHQsUKFaLClW/K1KnS+5tvlMQw7Hv40Uc1mt/kKVMiL0n557ASP1qRmTNnyv0PPiRnnXOunHPe+eoaGbQXRMoFlE2FRvzZgBLyr4z4Qy6gbJpnxJ8NKCH/KvAVP/igqkblz0C9Z88eychYI4OHDJF3GjaURx97TJ4tVEiGDx8RKJRhJX7ON+jQsaMcfexx8n//Okpf5194kcY+yO8qfyP+QB8ZX5Ub8fuCLdCLjPgDhd9X5YETP6RPIzZv3iKjx4yV2nXqqlX/fQ88IMVLlJDuPXponH4G8SBTWIn/+++/l7bt2sm/jj4mk/jPPf8CPeYYXPNzMuJPP+kb8aefzIz401Nmgar6Welv3LhJSpUpKw889LDu8/f/7jtZvGSJWvUfOHhQj5gN2sgvrMSPqn/27Nly9z33ykmnnCqnnHa6PFrgMd3zZ1KVn5MRf/pJ34g//WRmxJ+eMguU+FFHE6Gv2fsfSOHnn5fnXnhB3qpfX/f5adjevftCcaZ8WInfM+6bOnWqNG/ZUj5s3kImTZ4s+/fvT7/emOAWG/EnGNAUFGfEnwKQE1yFEX+CAU1BccgsUOJnVfrLkSPquz99xgxhtY91ernyFaRSlSrydsOGaqUO8QaZwkr8YAKGR44cUfsICJ/P+X21Dy5G/EE+Mf7qNuL3h1uQVxnxB4m+v7oDJ36v2axcISwC+DATGThosLxZp448+PAjenLfsGHDvayBvIeZ+AMBJA0qNeJPAyFlaaIRfxZA0uBfI/40EFKWJoaC+HnYCT6zZu1amTBxonz2xRcauvfe++6Xhx55RGrUrCWzZs3O0vTU/mvEn1q8E1GbEX8iUExtGUb8qcU7EbUZ8ScCxdSWETjxY9y3detWqVnrNfU/f+zxJ/SAnk6dO8uMmTPVtx8ffxoaZDLiDxJ9f3Ub8fvDLcirjPiDRN9f3Ub8/nAL8qrAiR/jPk7n69Wrt/T/boCG6yVOPyp/Bm4mBmHYrzbiD7Kb+qvbiN8fbkFeZcQfJPr+6jbi94dbkFcFTvyQOo2A/Bmokxl0hroYWKgju8mE93t2roNG/EF2U391G/H7wy3Iq4z4g0TfX91G/P5wC/KqwIk/FTcPof/088+y4/vvZeWqVTJ/wQLZvHmzHPrpJ50AQPSHDh2STZs2yaJFiyRjzRrZt3//XyYHRvypkFRi6zDiTyyeqSjNiD8VKCe2DiP+xOKZitLyBfEzmKxYuVLe/+ADKV+hglSoWFEqVa4so8eMUU8CCGLqtGlS/eWXpXyFl6Rq9erSoeOXejqgpxlINfFTLxMStBO032tHKjpFXqnDiD/9JGnEn34yM+JPT5kF6sefCsgYTNZv2CAjRo6ULVu2yLZt2wTjwVqvvS5r167T1T9xA7p07arGhJMmTZJXatSQGTNmZG49pJr4sW3g1L21a9dmHlGcCqzyUh1G/OknTSP+9JOZEX96yizPEz+r5V9++UXV+XRSSHXAwIFSu25dmT17jixdtkyeLVRYSZZ869at0zMCWrRsqdch1lQSP21gy6FipUpy86236cl7zVu0lO3bd6RfDwuwxUb8AYLvs2ojfp/ABXiZEX+A4PusGpnleeKPxAb1OYTA4T+NGjeW1RkZMnfePHn+hReV3Mm7a/duGT16tFSpVk3V/d53M2bMlE2bNssPP+zRKHmcJJiM16pVq4VJxxlnna2H7xx/4kly1z33apuTUV9eLXPL1q3Sq3cf1egwccur95lX7ovnitMmR48eKxlr1pq8kjS+JLq/cFAYcVbmz19gMksTme3Y8b1Mnz5TVq9eLb/8ciSSIuP+/I+4S0hwAaz8If25c+fKK6/WkFGjRsuOHTv0kJsiRYtpp6VKVOzjx4+XkqVKaX6+Y0CaMHGSTJw4SWbOnK0dnc6ejFf//t9JiZKl5J9HHZ154t4ll12uJ+4lo768WubESZPly05dZOLEyTJz5qykyCqvYhfEffFcTZ8+Qydro0aNMXklaXxJtGynTp0mgwYNkYEDB5vM0khmQ4YOk5UrV2VqtRNFt6Eifkifk+xWrV6te/vduvfQWAE//vijzJkzR14sWjST+FkdjhlK0/gXAAAgAElEQVQzRsqWK59J/MQVmDFzltoHEA9///4fk/aijRy2c/Kpp8kxxx0vx51wotxy2+3So8dXSaszmfcTVNnMar/p009tJPbtS67MgrrHvFXvftmzZ6+MHTte1q/fYH09iWNMIvsNY+OcOXNl0aLFJrM0khkT7Ty/4uccgGXLl8urNWpK5y5dhGiATAZw41u0eLHu8aOy4juM/3p/843Ue+utTFX///b4D2oe8iXrpW1dtkwnHldceZXcdvsd8smnn8nuH35IWp3Jupcgy8Vdc+CgIRoOmi2eINtidbs9L3ixTJs+U3bt2m3ySuIYk8j++Mce/0rJyFhjMksTmcExS5YsU5nxOZEpNCt+Oua8+fOldp068vEnn8qqVatUxY9K/8CBA7Jh40YpW7689O37x+oQa/5ar70mQ4YMyQwV/D/iP5RIjLIti4fy58OHNZQx9gfLli1TbUQygxtl25A0/9KM+9JPgGbcl34yM+O+9JRZnjfu4wAgXPUKP/+8uuk1efc9ea9pM/ns8y9kypSpgrp/yNChUqduPf3+rfr15f33P9DJAStFUiqJ3+tG1M1sLFqkQS+fvWePgBF/9riE+Vsj/jBLJ/u2GfFnj0uYv0VmeZ742dtfsWKFjBs/XiZOmiSTJk/WF6vpbdu2K7Fi6YrRy4gRI2Tq1KmyceNGDaDjCS8I4vfqtnd/CBjx+8MtyKuM+INE31/dRvz+cAvyqnxB/LEA7O0FZ73GiD8rIuH/34g//DLK2kIj/qyIhP9/I/7wyyhrC434syIS5X8j/ijAhPhrI/4QCydK04z4owAT4q+N+EMsnChNM+KPAkzWr434syIS/v+N+MMvo6wtNOLPikj4/zfiD7+MsrbQiD8rIlH+N+KPAkyIvzbiD7FwojTNiD8KMCH+2og/xMKJ0jQj/ijAZP3aiD8rIuH/34g//DLK2kIj/qyIhP9/I/7wyyhrC434syIS5X8j/ijAhPhrI/4QCydK04z4owAT4q+N+EMsnChNM+KPAkzWr5NB/ATqwUcfX30EEc2jIGtb7H83BIz43XAKUy4j/jBJw60tRvxuOIUplxG/ozSSQfwEFuL43dZt2kj79h30FDkEYikxCBjxJwbHVJZixJ9KtBNTlxF/YnBMZSlG/I5oJ5r4WeWPHDlSHn/iSbn40svk8iuulJKlSms4YQY/S/EjYMQfP4apLsGIP9WIx1+fEX/8GKa6BCN+R8QTTfx79+2TN2vXltPPPEuP3v3X0cfIpZdfId26dZfDhw87tsqy5YSAEX9O6ITzNyP+cMolp1YZ8eeETjh/M+J3lEsiiZ+9/V27dkm16i/LSaecmkn8555/gbTv0CHzKGDHplm2KAgY8UcBJsRfG/GHWDhRmmbEHwWYEH9txO8onEQQP4Ma5wbs3LlT1q9fL+3ad5CrrrlWTjz5FDnltNPk/gcfkjlz5shvv/3m2CrLlhMCRvw5oRPO34z4wymXnFplxJ8TOuH8zYjfUS7xEj+r/N27d0u/b7+VBx9+WB548CGpWes1adW6tbxUqZJUrV5dps+YIYcOJf/YX8dbTvtsRvzpJ0Ij/vSTmRF/esosz5/OlwixxEv8rPRHjR4t1994k6r3Tz71NLn2uuvlvaZNZdOmTfL9zp3y8+HDfzkRMBHtzs9lGPGnn/SN+NNPZkb86SkzI34HucVL/Pv27ZNOnbtk7un/37+OkrPOPkdX/bbKdxCAjyxG/D5AC/gSI/6ABeCjeiN+H6AFfImp+h0FEC/xHzhwQPr27Sfnnne+/POoo/V10cWXSMNGjXXf37EZli0GBIz4YwArJFmN+EMiiBiaYcQfA1ghyWrE7yiIeIkfg71ly5dLjZq15KJLLpULL75EihQtJpOnTDH1vqMMYs1mxB8rYsHnN+IPXgaxtsCIP1bEgs9vxO8og3iJn2ogf9z4Jk2aJBMnTZLt27ebBb8j/n6yGfH7QS3Ya4z4g8XfT+1G/H5QC/YaI35H/BNB/F5sfgz9eDER4DtLyUHAiD85uCazVCP+ZKKbnLKN+JODazJLNeJ3RDcRxO9YlWVLEAJG/AkCMoXFGPGnEOwEVWXEnyAgU1iMEb8j2H6In9U8AG/btk1j8G/cuNEM+RzxTkQ2I/5EoJjaMoz4U4t3Imoz4k8Eiqktw4jfEW8/xI8qf/ny5VKv3ltStFhxDdE7ZMhQU/E7Yh5vNiP+eBFM/fVG/KnHPN4ajfjjRTD11xvxO2IeK/H/5z//EXz3X3v99cyDeAjac98DD8qatWvl999/d6zZsvlFwIjfL3LBXWfEHxz2fms24veLXHDXGfE7Yh8r8bPaJyLfw488KsefeJIexHPUMcfKZVdcIePHjxeO5bWUXASM+JOLbzJKN+JPBqrJLdOIP7n4JqN0I35HVGMlfgYwDuMpXaasnPznCXzHnXCi3HjTzbJo0SJz43PEPZ5sRvzxoBfMtUb8weAeT61G/PGgF8y1RvyOuMdK/Bj2EYr36697yuVXXiX/OvoYOefc8+SVV2sIUfzYCrCUXASM+JOLbzJKN+JPBqrJLdOIP7n4JqN0I35HVP0QP8TTp29fueKqqwQ1//kXXiRVq1WXgwcPGfE74h5PNiP+eNAL5loj/mBwj6dWI/540AvmWiN+R9xjJX5V9e/aJcVKlMg8mAdV/0033yILFiw0Vb8j7vFkM+KPB71grjXiDwb3eGo14o8HvWCuNeJ3xD1W4se4D7/9Bx96WCB8TuND3X/JpZfJuPHj5ZdffnGs2bL5RcCI3y9ywV1nxB8c9n5rNuL3i1xw1xnxO2IfK/Gzh79nzx55s3YdOePMs/Q0Ptz57r3/flm/fr258zniHk82I/540AvmWiP+YHCPp1Yj/njQC+ZaI35H3GMlforFZW/+/AXy9jvvSNHixXV/f/CQIfq9xeh3BD6ObEb8cYAX0KVG/AEBH0e1RvxxgBfQpUb8jsC7Ej+EfvjwYdm7d69wDRb8GzdtkpUrV8qGDRsEMrKUGgSM+FODcyJrMeJPJJqpKcuIPzU4J7IWI35HNF2J/+DBgzJr1ixp+dFH0rRZMxk9erS69dkK3xHoBGYz4k8gmCkqyog/RUAnsBoj/gSCmaKijPgdgXYhfsh9+owZ8miBx+TY409Qo74bbrpZhg4bZpH6HHFOZDYj/kSimZqyjPhTg3MiazHiTySaqSnLiN8RZxfix1L/8y++kPMuuFCN+f551NFywkkny5u1a6va37Eqy5YgBIz4EwRkCosx4k8h2Amqyog/QUCmsBgjfkewXYgfY7627drLuedfoO57ED+ufPXq11cLf8eqLFuCEDDiTxCQKSzGiD+FYCeoKiP+BAGZwmKM+B3BdiF+Bq1p06bJcy+8oOF5zz73PLnrnntl/IQJ8vPPPzvWZNkShYARf6KQTF05RvypwzpRNRnxJwrJ1JVjxO+ItQvxUxTW/BMnTpIPm7eQRo2byOgxY2T//v1ixn2OQCcwmxF/AsFMUVFG/CkCOoHVGPEnEMwUFWXE7wh0TsQPqTNg8eIzwXt+//13C8vriG2yshnxJwvZ5JVrxJ88bJNVshF/spBNXrlG/I7YRiN+QvPu2rVLxo4bJ4MGD5bNmzdnBuixVb4juEnKZsSfJGCTWKwRfxLBTVLRRvxJAjaJxRrxO4KbHfEzSK1evVpq1Kwl191wo1x3/Q3yYpGiMmbMGAvJ64hrMrMZ8ScT3eSUbcSfHFyTWaoRfzLRTU7ZRvyOuGZH/BBLv2/7yyWXXZ5pxX/BRRdLvbfqy8FDhxxLtmzJQsCIP1nIJq9cI/7kYZusko34k4Vs8so14nfENjvi//HHH6VT585y2hlnKvFzAt8pp50uVapWk7379jmWbNmShYARf7KQTV65RvzJwzZZJRvxJwvZ5JVrxO+IbXbET0x+1Po33XyLHHPc8fq69PIr5LPPPzf3PUdck5nNiD+Z6CanbCP+5OCazFKN+JOJbnLKNuJ3xDU74sd4D8O+kSNHyjPPFpRHHi0gn372uWzZssXc9xxxTWY2I/5kopucso34k4NrMks14k8muskp24jfEdf/Ef9BNdzb8+fpe/v27Vff/XXr1svades0Qh+gWgoeASP+4GUQawuM+GNFLPj8RvzByyDWFhjxOyIG8c+dN1927Pheg/LUeu11KVWmjHzw4YeyavVqW+E74pjKbEb8qUQ7MXUZ8ScGx1SWYsSfSrQTU5cRvyOOEP+MmbNk8eIl8uTTT8sZZ50tJ51yirrxvfb665m++47FWbYUIGDEnwKQE1yFEf//t3fmQV1dWR6fv6a6J9PT05POzFRNzdRUz6RnMjGVbaarO4mxk3QS02ljNCK4azRRQcVdVBQVUdxxXzAaRQVjDCoumAAqriwCbmwqgrjFLXFBM6VTZ+pz9BGwASFB3oPfuVW/+v1+b7v3fs9773u2e289A9oAlzPibwCQ67kKI/5aAMokPSUlpyVh8xbZsHGj/PwXf6er7zlZ/CzDe+7cOZ2xrxaXs0MaCAEj/gYCuh6rMeKvRzAb6FJG/A0EdD1WY8T/EDBJ4Dtx4oRERk6RVu+1lnZ+7XXFPUifz+NP/L16AJijn6l6rXgHASN+78iiti0x4q8tUt45zojfO7KobUuM+GtACiK/8PXX8lHvPvKvv/o3HaP/i8d/KY/97G+U8Fl9r/mrLWT9+i90nv4aLmW7XEDAiN8F0H9klUb8PxJAF0434ncB9B9ZpRF/DQCy0E5WVpY8+/zz8pO/ekwtfL7/6Z//RSKnTpVlyz+VXampQvzfivcQMOL3nkwe1iIj/och5L39Rvzek8nDWmTEXwNCEP+hQ4fkhf/+H/npY3+txP+zn/+t/Pall+XQ4cNy/fp1AUAr3kTAiN+bcqmpVUb8NaHjzX1G/N6US02tMuIX0aF4kDxT8F6+fFm/v/vuO43ZM0HP5Mgp8u9P/lqe+Id/lCf/4z9lYsQkHbtfE7C2z30EjPjdl0FdW2DEX1fE3D/eiN99GdS1BUb8IkLWfmlpqcyKipL+A4Jl/IQJkpqaqnF7kvtYajcmJkaCBw6SVatXq2LAC8qKtxEw4ve2fKpqnRF/Vah4e5sRv7flU1XrfJ74SeDDqmdFvdAxYyU1dbeuuNfr4491yV1eRBcvXpLtX34lkyZHys5du4Q5+lEIrHgbASN+b8unqtYZ8VeFire3GfF7Wz5Vtc7nif/27dtK8K3btJW0tHRN1GOSntlz5ujKeyTuLVq8WLP3n3q6mbR47TX5ZNkyuWHL7lZ1P3lqmxG/p8RRq8YY8dcKJk8dZMTvKXHUqjE+T/wk6B08eFDea/2+Wv5Y8kzGk5CQIP0GDJDs7Gx56eVXhKS+v/zJT3VI31stW6qyUFZWJrdu3baPRzG4fPmKfLZuvVy8dEnKym6ZnDwqp++foVty48ZNSdmxS0pLz5i8PC+ve+++a9euSXZ2jhw9esxk1ohklpFxUPLzC3TW2VppC7U86C9qeZyrh33zzTdy4MABaefnp4l9NIYEv6+SkqS9f4AkJ6fIfzVrVj5TH2P4n272jKyJjZO0tAwBPPt4E4O9e/dJzKo1smfPPsnIyDQ5NYJ7lWdq/RcbJCVlp8mrEciLd9/+/WmybVuibN2aaDJrRDJL3P6lsLgc1n99lkZD/Pv379cZ+SB8CrPwffnVV0r8hw8fFr/2/jpNL0P6Hv/lE9K6TRs5kJauoJ08eVLs400MuKkLCwt15kV+m5y8j8E9mR2X48dPmLwaybsFmSGvwkKTWWN5xyCzoqJT8u21a/U++VyjIP5r169LZuZBIcZ/8eJFJf4LFy5IfPwG6RsYJFevXpXde/ZIn759pXmLFtK9Rw/JzsmRmzfL5M6duwoacUn7eA8D5MMwTT4mH+/JpyqZmMwah5wqys5k1jhlhgwfxTTzjYL4Ga9PnKNde3/B8ifZLy8vX8LDJ2pyH/8Z33/q1CnJzc2VoqIiIaYFaFa8hQA3MW4riP7BURf8R2ZV7fNWL3yvNY5skB0ydGTHtyPTR/GC8j2k66fHjrwYBu3IquKVkRX77B1ZERVv/XZkVN370HlX/hAZNgriBwCG882dN0+H9K2MiZHpM2ZKv/4DJDc3T4kCkZHFn5uXp+P4Fy9ZItsSE3UEQFU3vrdE3PRbU3brliZbfrZunSpry5Yvlz1798qNmze18yh3zMDIHAyMyEB2KG9GJu7eGzw7eNkYIrsiJkaWr1ihoRkUAGR2/PhxWRMbK4uWLJHNmzcLnrgf8iJyt5dNq3Zcw3v37dPnKPqTT2T37t3qFVUiuXNHzpw5I2vvP4esZFpcXGwyc+EW4NmC15JTUuTYsWPl7zqeH4zXjZs26buSZ45p6TFuOYdn71hurr4ro5culaTkZDl//nyVCl513WoUxE/jeckUHj8uEMeE8Ik6kc+BtDQFATC4qdkfOnasDB0+XIf3DRo8WGLj4oQhY1bcRYCcjPCICBkbFqY3M+soBPbrJyk7dqjs8vLzZcDAgRI2frzMX7BAevftKwmbN5vsXBQbzxUkAuEPGjJEiQSiQFZ42U4VF6s8h40YIUs/+UTliUKHrK24gwDWYXJysgQGBcmMmTP1Pdnzo4/0OWN0FGHRqdOmyZBhw2TBwoUyZOhQmTlrliZLI28rDYcAZD0zKkq6duumJO5Y9jxb8+bP17VmIPYxYWHS/cMPlfyZn4YRbcGDBknklCkyZ+5c6RsUpEpCXYavNxrid8RB53ixcBNXtCwABMvj4z59JL+gQG/w1WvWqBKANmXFXQSQF4Rx7vx5teRJyGT2xZGjRqnHJmrOHBkeEqLrK5w+fVo2JSQIEzSdOXu2Tpqsu71sWrWjTGNNoJBhlfDcoYDzguLZwyIZEBwsGZmZ+jyiqHEsw2utuIMAXjKIYkl0tJwuLVUrcdmyZRI+caK+F9PT08XP31/S0tLUStyxY4c+ZykpKZXep+603ndqRcmCtFHCIH481E5YBi7Dk8aHEW28Mz/w85OY1avl7NmzEhsbKz169pQjR46ohy0uLk5Q7vLz82sNYKMjfgBzPhV7icsEDXfsuHHlMeKcnBwZNny4xMfHVzzUfruAADKDSP7vvvxOFhXJuAkTZGJEhDDXQv/gYLUsudHReMn0b9e+vRzMyioP5bjQbJ+ukheR4z0jE5oRNcgKWeJF48U1bfp0fTmxjWmzBw4eLImJiaasuXTnEGpBgd66bZs+b8iloKBAPTZJSUkSt3atkgbzZqC8oVjjJWUqdORtpeEQQDErOnVKJkVGqjfNIf7yd+X9XBoU7a7du6thi1GL5xTP6OUrV/Q5y8rOvmf1b9xY68Y3OuKvrmfM4w8g02fMKD+El9XI0aMV1PKN9sM1BCD0LVu3qisfa35UaKgcPnJEiYP/WPkQCzc6cUj/Dh3U0sTKtNKwCKCk4aXp3KWLEgmhl49691aLnlwMLI8J4eGycPHi8slFyAUYHRoqsWvXGok0rLjKa8MrM3rMGMFFjFsf63FjQoK0DwiQ+A0bNAQa1K+fegI4CWVuxqxZGrIx4i+HsUF+EKtHRnAWeU0O8VesnHchHjTehSwvTzgbLylKNzF/CkYUYW28PLUtTYb4S06flgkTJ2q8yuk8McgRI0fqze5ss2/3EIDASdrDrYVciBtjmfDy6dmrl2zeskVfVNzsxLG42RO3b9dt7rXaN2uG+CGRtu3aaTwYl//+AwdkcXS0QByQP941x0UJSshx1OjRErNqVb1POOKbUqh7r1GueWaC+vfXGDDTmvNehPjJz5i/cKHOdsoQacqVq1eV+ENGjZL/NYu/7oD/yDMIzeCpror4UQRw948ICdFcNZIw4TQ8OuRncC6FbYOHDNHk99o2p8kQPy4r4iURkyaVuxkLCguVXFasXFlbPOy4R4gArkXWVSCGT1x47vz5Kh/ck30CA2XtZ5+pC5kbHrcxpMMKjGbxP0KhVHNpiB9rxC8gQMiVIZSGex/r449/+pN6YiZHRkrU7NkamuEyyJEX0Ofr11t4phpcH/Vm3MRfX7yoU5yv+/xzVbSRH88Xrn7ehXhuCKlxLF4aPDeE3czif9TS+fPrV0f8yILM/omTJukzhqWP9+b8hQsamiHE5lj8eXl56okjl6O2pckQP9YJWhMxfRIAAY5Jfch+ZIY/K+4iAOnj2sKa54N1yIgLJluCMELHjFFvDQSDixmLktkXSVjhXCsNiwCk4OReMHwWhY3/JGVC/Pv271cSQW7ID5kylJaQAFnlnG/FHQTAHnncun1bnyWy9vkcOnxYpznv3LWrLnGOd8CJ/y9ZulTPcafFvltrVcTP+44wNZ4avAEM3eOdiExR2BYsWqS5N4wK4J3KUFuUue1ffllrIJsM8UP0DA1jaAPjibH2w8aNU+2IMIAV9xDAeoQ4duzcqUSOywpZEZciJowmixsysH9/zRTPzMzUpD/CAdzcVtxB4M7du6qcBQ8erCGZnEOHNLb4Ya9eOvYbxZrnjdE0TJ6Ft43449GjR91psNWqCPA8oVjjWSOUFtCxo5ICFiLPXrcePXT4GMo1oRq8AZkHD5qC7cL9UxXx864kZIZc8J6RvMezxzPG8fx/v21b9eawnQRpctlIFKxtaTLEj5bLsAfiW8SLudkHDx2qFoq5imt7Ozya49BgeeHgturUpYt06NRJunTrpolhJKagGJBlDPkzLIX9xLWw9rFKrLiDAM8UrmBCMJAFchk+YoQwWga3P142FDisDfaR0c8ojLqMJ3anZ027VmTAaAy8aciLCXyQI88hcmMoH6SCzBhNg0KORWlemoa/L/CirY6N1aRnLHoKFj7PUpsPPtDx+wxR58P8JiSxQ/4kajK2379jRx2qmZaeXqd3ZZMhfgDD7cENTswDbba4pERfQnZDN/wNXbFG8IcM0FgZewpxMKb/7Llz5TcrNz3xK8j+yNGjqr1C+igFVtxDoFwuBQU6AuPEiRMqS+TCPsifIUbIlH1M+GMyc09e1AwxnDh5Uo4eO6ZZ4ORqOPF7ZMOzePzECTWKSB7DwjSZuSMzniHc94Q4HZ5iNlO4i/lneB86n9IzZ1R2KHCcQ5iGUVGEBa7ez9mobS+aFPE7nQZAu5EdNLz1jVz4ODf5g61je3X7HjzW/jccAjU9UzXta7gWWk0VEaiNTGp6Ditey357EwFk7Hzq2sImSfx1BcGONwQMAUPAEDAEfAUBI35fkbT10xAwBAwBQ8AQEBEjfrsNDAFDwBAwBAwBH0LAiN+HhG1dNQQMAUPAEDAEjPjtHjAEDAFDwBAwBHwIASN+HxK2ddUQaAwIOBnpfFsxBAyB+kfAiL/+MbUrGgKNFgHIlnHCfNwo1M9kMqz+xxjnuhan7aY01BU5O96XEDDi9yVpW18NgYcgwHSvzMfPJEpukCcTzbC2BjOXXfj6a7lbhwmcGJfOrGdM3mUzPj5E0LbbpxEw4vdp8VvnDYHvEYA4U3fvlgHBwbr6nhvEz/Ta67/4QlhI5nRpaZ08D7Q/OSVFVypjKmE32v89mvbLEPAuAkb83pWNtcyHEYC0mIKaqTlZcIUFVvhfsWAd4xZnylWmzv3m2291ulasdkiQgrucY9jPdLo1uc+Z9jN07FhdOInpd7Ga+Thuf65JG5jv3dlGO2kH08A626iD/5cuX9Y2cc6DJAzB0yfaxbFOe9n+2bp14t+hgy7NzDXZRzsq9ovftLciNtTB2g+jx4zRRUu4/oP1VsTPfhsCvoqAEb+vSt767VkEIDoIf8uWLTJ1+nQlskmRkZKUnKzkB5ndLCvT+fFZuIPFjyKnTBGOiZozR13lDmmzIMucuXOV0KfPmKELtkDcDtFWBIFjIVwW5YE09+7bJ6zpTlsozCH+VVKSzIqKknPnzinRUw+hgQULF+pxkDjzh89bsKC83Tt37hTmi6fd1MvvrVu3antRNJZER+t85JA+16tI/CgR1PVFfLyuRsZ+lgGOW7tWFyeB5GkPngoUDBSCTQkJuqQzq5jVpOhU7Lv9NgR8CQEjfl+StvW1USCABV1YWKgrp02OjJTpM2dKUP/+0rptW41hQ2ZZWVnC8rgsXfzpypVK7r97+WVddQ13N+TK+usQ+bARI2Ta9Om6Ylur1q0lPSNDCfZBMObNn68rfu3Zu1e9BNsSE+W9Nm10sRcIm2VeO3frJs+98IIu98rKYngbOI96IOj09HRdrY/2sgY8qyz6BQTI5i1btE7Ogeg7du4sE8LDZeq0adqPHj176gqOKCUO8Z8qLpYrV6/K3HnzJLBfP1V8UEJYo5zVHSdNnqx1jA8P1zXKr9+4ocoF/WP//IULBWXCiiFgCFRGwIi/Mh72zxBwHQEsYwiLlSaxcLFkIVTi3tFLl8qt27dl4aJFSp6ZmZlqeUOY/QYMkGEhIZoUx7koBqzrjRLBdViJjeU9WbKVlRArFuocMHCgXoPjOJ7V3d546y0lbSx5FILX//AHeaVFC7WyqYOVwbgmZHzmzBkZM3as9AsOlty8PLW2WXUseNAgPYbVGVlp7JVXX5WY1at1GW3ajafhmeeek42bNmmfIf72AQF6jdlz5mg/WVeekMXlK1fkzbffVkWH1cpQgrDyWZHO8WIQphg0ZIgqC2W3blXspv02BAwBm7LX7gFDwHsIQMKQPRY0S0xDuFjJH/j5KeFiNePix2rOzslRKxdFgbXVse4ZCsd5L/7mNxIycqSsiY1V8l61erX07ttX3nrnHV322Om5o2iwfvvI0aP1fGLrFy9d0jXBcdsTO18cHS3vvf++WulY4Lm5uUra77z7riomLPXq5++vhIsrHit/w8aN6kVo266d9oNQwVNPP61ejPXx8ZKwebMsW75cnnn2WYmaPVu9ChB/y3fflSnTpslrb7yha5WjQEDsWPV4AN5+5x0NFbB0KaTv5BfQJ5Z7HhsWpm1hH/2zYggYAt8jYBb/91jYL0PAEwgQXye+3zUFMssAAAXmSURBVDcwUEaFhqo1PSYsTHDTY1lD/CgD3T/8UAYPHapx+OjoaOnQqZMSKW7+zIMH5almzdTSnhgRoa5+cgBGh4bKuPHjK1n8ECpWMx4F6iGGDlli9aNIoAyQJR8yapSER0TI/gMHJKBjR62LMEM7f38pLS2VgsJCJWSsdUIUhBf4DL8fajiYlSXxGzbIr558Uts9ZepU3R8xaZKOJGDf+fPnNX6P0vJmy5by3Isvyufr12uSIMIhDFJSUqLhALDp1qOHtpl4PsoSBSWBMELrNm30PCN+T9zW1ggPIWDE7yFhWFMMAUgYN3mHzp01eW3nrl1q1WMZd+jYsZz4S06fltlz56rVP23GDMEljoUNAWP946bHfY6iQJIeCXg6Pv/IETlx8qRUdIE7JI8iMTwkRC1mJHHn7l1N9CP+jseBb9qDJ6JvUJAm76EYEM/HZU9Mvl379qogHEhLK6+TenHzcx55A79+6imJjY1V5cRpF9+QPhZ6XFycvPr732udhC/4MDYf0qeAEbkFOTk52r4+gYGq4KCwsA+Ln6RBvA9m8dszZQj8OQJG/H+OiW0xBFxDgJg11nWL11+XHTt26HA3YttJSUmCS92x+ItOndIkOhL/sHZxu0N8eAO4xpmzZzWpDmtdib6sTK16CBpLHoJ0CsSPq5xYPCRLjJ+iSkhursbbIX0Injg+igXW+rutWgkufJQOrkH8HSscBaLw+HGtj7oYDcA3bcs5dEh++9JLsjImRokeTwMf+gix85tRBZB2QUGB9q3Xxx9rEiNKDe0k34B+oLywbcXKlfJS8+aaP8A1iPEHDxx4L8ZfVuZ0074NAUPgPgJG/HYrGAIeQgCyzc7O1tg6cXQmsyEG3qVrV3njzTc1ix0ChRSxdP/YqpUm8DGsDTImCY5QAUTKDHhvtWypmfUMh3Pi6SkpKUrCD3ab7Pyu3bvLvv37dRdkjmVNXsDzL76o14f02U49v3vlFXm5eXMdIsgJkPKWrVtVUcAjwLA6jlv26aeauAdhE4Zw3PCEATgeFz85CxA27WYIIaEEvBq479lP+IAhg1jwZOuTHMi55C+grLDfUQwIc5D/wPEoHFYMAUOgMgJG/JXxsH+GgOsIQI5Y/R/17n1vON7w4TqOnYS5hIQEJUcIj5j+kGHDNNmOYXEk95F8RxIfBH3t+nVJ2blTXfIcSwyf4X8MBazo6nc6zMgBhuV9umJFuVsd4iXZjtj/7j17yhPlyKgnZ4D5A3DhU1AIGG7HcLqw8eO1fdRL+CA1NVWtebwRThwfwobg8SZMnjJFE/tQalA8mI8ApQNlgomASBIkpEECIYoA59JWFBWSAJk7AJKn36vWrFHFiX5SnxVDwBCojIARf2U87J8h4DoCkBWz8OEuJzu/qKhI3fgoBMxUB+mS1IZlzDEku/HJyMjQIXmQLtY13gOImNh7Xn6+fhh+h9UMoT5YIFq8Blj4XI/iWP2QO54Ep0CwEDjb+e0U6uT6nE/byVegTtpOnVyP/jEUkBAEx+QXFEhxSYkqBhzD+STooXQ4xxNGYAgiLn7aiQLAtTkXzwATGlF3cXGxBAYFqVeBc9hmxRAwBCojYMRfGQ/7Zwh4GgEWrYFUGdrHMDt+owxAwri+O3XpIouXLFESrWtHiI/v3btXPQTbtm1T0q3rNdw8HiUhcft2nUtg165dZu27KQyr29MIGPF7WjzWOEOgMgKQG/PbM5ad2enIqmeIHeP1Saojfk6OwA+1dJn/nmF5WOLU1ZgKfVYvSX6+zuPfmNpubTUEGhIBI/6GRNvqMgTqAQEImax9EudmzZ59b+raqCj9z7S6znj2eqjKLmEIGAJNEAEj/iYoVOuSIWAIGAKGgCFQHQJG/NUhY9sNAUPAEDAEDIEmiIARfxMUqnXJEDAEDAFDwBCoDgEj/uqQse2GgCFgCBgChkATRMCIvwkK1bpkCBgChoAhYAhUh4ARf3XI2HZDwBAwBAwBQ6AJImDE3wSFal0yBAwBQ8AQMASqQ+D/AY4giCPYHHguAAAAAElFTkSuQmCC[/img][br][br]Select [b]all[/b] the following that describe the association in the scatter plot:
[size=150]Using the data in the scatter plot, what can you tell about the slope of a good model?[br][/size][br][img]data:image/png;base64,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[/img]