Home Publications Research CV
Effects of Sea Otters on Rocky Shore Food Webs, Biodiversity and Ecosystem Services
PI’s and Collaborators: Kai Chan (IRES, UBC), Chris Harley (Zoology, UBC), Evgeny Pakhomov (EOS, UBC), Jon Shurin (UC San Diego), Terre Satterfield (IRES, UBC), Villy Christensen (Fisheries Centre, UBC), Rashid Sumaila (Fisheries Centre, UBC), Anne Salomon (SFU), West Coast Aquatic, Parks Canada, Fisheries and Oceans, Canada.
Postdoctoral Associates: Rebecca Martone, Russell Markel, Jessica Clasen
Graduate students: Ed Gregr, Gerald Singh, Brock Ramshaw, Jordan Tam, Jordan Levine, Maria Espinosa Romero
Widespread ecosystem change caused by human activities, such as over-exploitation of resources or the loss of top predators, leading to economic depression and cultural loss, are dilemmas faced by human-communities worldwide. In response, management agencies strive to integrate information on ecosystem structure and productivity and human perceptions and values into models of resource management. Following extirpation of sea otters from the BC coast during the Maritime Fur Trade (~1778-1911), populations of some nearshore benthic invertebrates, including sea urchins, abalone, and geoduck, became “hyper-abundant”. Although coastal First Nations have harvested these and other invertebrates for thousands of years, reliance upon these resources increased in the absence of sea otters. Furthermore, beginning in the early 1970’s, burgeoning commercial fisheries targeting these same species became highly lucrative. Thus, re-introduction of sea otters to the west coast of Vancouver Island, also in the early 1970’s, set the stage for conflict between this native keystone predator and coastal communities, economies and cultures dependent upon shellfish resources.
In order to inform how human-communities are affected by and can adapt to ecosystem changes along the west coast of Vancouver Island, we formed a consortium of researchers at UBC to investigate the ecological and social effects of sea otter re-introduction. The objectives of this inter-disciplinary research project are framed in the context of “ecosystem services”, broadly defined as the benefits to humans provided by ecosystems. We ask what are the consequences of trophic cascades for nearshore ecosystems and the benefits they provide for people?
Specifically:
• How will ecosystems be affected across the seascape?
• What are the consequences for nearshore diversity and productivity?
• How do changes in ecosystem states and functions link to ecosystem-service provisioning?
• What are the consequences for and responses of human communities?
Cumulative Impacts to Coastal and Marine Ecosystems and Ecosystem Services![](data:image/png;base64,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)
Collaborators: Dr. Kai Chan, Dr. Megan Mach, Gerald Singh, Erin Crockett, Allison Thompson, Ed Gregr, Laura Dee, Joey Bernhardt, Cathryn Clarke-Murray, Caitlin Millar (Institute for Resources, Environment and Sustainability, University of British Columbia); Dr. Miriam O, Hilary Ibey, Kate Ladell, Dr. Jim Boutillier (Fisheries and Oceans, Canada)
Despite the importance and irreplaceability of coastal ecosystems and the services they provide (i.e., the production of benefits to people by ecosystems), degradation and loss of coastal ecosystems over the past two to three decades is intense and increasing worldwide. This degradation is in large part because, even with longstanding mandates for coordinated management, coastal systems are still managed piecemeal, one species, sector, or issue at a time. Even where decision-making institutions have committed to integrated management across systems and sectors, they lack an understanding of how multiple human drivers of ecological change interact in ecosystems. To provide for the well-being of coastal communities, resource management must content with cumulative human impacts and their affects on ecosystem-service provisioning.
There is little information available on the impacts of multiple human activities on ecosystem service provisioning. Initiatives to map or catalogue ecosystem services bring attention to the need for integrated management approaches, but do not give managers the detailed understanding that is necessary in order to assess trade-offs and make informed decisions. In parallel, global and regional initiatives have developed approaches to identify, rank and map the cumulative impacts of human activities to coastal and marine habitats, but ignore the links to ecosystem services. What is missing is a transparent, transferable method to determine the cumulative impacts of human activities from land, freshwater and marine systems and how they influence the production of ecosystem services.
We are building on the concept of evaluating cumulative human impacts to ecosystems, and extending this to the cumulative impacts of human activities on the ecosystem services themselves. An evaluation of the impacts of human activities on a variety of ecosystem services will allow for effective management based on the ability to spatially prioritize conservation initiatives, and successfully assess the trade-offs of various human activities. Working with the Department of Fisheries and Oceans, Canada, we are integrating ecosystem services concept into an ecosystem risk assessment framework and examining the relative risk to ecosystem services within the Pacific North Coast Integrated Management Area (PNCIMA). Working in concert with DFO scientists and planners, we hope to help set priorities and strategies for this large ocean management area in British Columbia.
Ecosystem-based fisheries management and certification: extending certification principles and assessment![](data:image/png;base64,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)
Collaborators: Dr. Fiorenza Micheli (Stanford University), Dr. Antonio Bodini (University of Parma, Italy), Dr. Salvador Lluch-Cota (CIBNOR, Mexico), Dr. Geoff Shester (Oceana), Dr. Giulio DeLeo (Stanford University)
Novel approaches for promoting sustainable food from the oceans and vibrant coastal communities offer an important glimmer of hope amidst ongoing degradation of marine ecosystems and the irreplaceable benefits provided by these systems. Emerging research indicates that sustainable seafood provided by fisheries and aquaculture can be enhanced through the creation of innovative agreements and incentives. Current approaches to managing fisheries and aquaculture fall short in part because they (a) do not account for multiple users across the seascape; (b) do not encompass ecological, social, and economic components of sustainability; and (c) set the bar impossibly high for many communities and fisheries. Overcoming these obstacles requires initiatives that address components of resilient social-ecological systems, system-wide assessment rather than a subset of activities, continual improvement rather than a static bar of sustainability, equitable benefit sharing, and formalized mechanisms for compensating direct investment in ecosystem conservation.
We are developing and evaluating a novel approach to fisheries certification applied to cover all fishing activities within a geographic area (e.g. Vizcaino peninsula) by a common set of resource harvesters (e.g. fishing cooperatives). The project includes the development of tools and indicators for evaluating the ecosystem impacts of multiple fisheries occurring in the same ecosystem. The benefits of understanding cumulative impacts from many activities occurring in an ecosystem will include new stewardship incentives and mechanisms, and tools and perspectives for implementing ecosystem-based fisheries management in multi-species fisheries.
Small-Scale Fisheries: Linking Biophysical and Socio-Economic Processes![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAGUAAACECAYAAACJZOXoAAAPRWlDQ1BJQ0MgUHJvZmlsZQAAeAGtWHk4lN37P7MbYxmyJ03ITvYl+xLZ953EGIxljLFkyS5Li6goRIWQpVRUZEmkFCrK0kKWIkkhSrbvM7y97/X9/a73+v3zO9c1z/mcz/nc932ec88893MGADZ+Tyo1EA4ACKKE0WyM9AhOzi4EzDsAA3DACFQA3pMYStW1sjKDJP/SlgcgNdT6pem+/kX0bzQLDQoIAEwKEnD4bmMdOvbaxnZ0fCSMGgZp/OiY6OfpDeGjEJai2dnoQ7gCwiy+2/geHXtt4yd0HEH0pdsOAYBmp3iTKQBgZiGs5U0KJULT9Lje3qHEIAhnAQDXCgoKhvzjX0C8GJFKg2zxvyAsTN8XqIeavxcAKtqQz9Z/OKIxAHege8c8/ocTlwSAPRiArkv/cIs2W3sF43oe6qMgv+UOxqQHAGpkc3NRBLI/A8B69ubmavHm5noJAIh3ADwIJIbTIra0UFBYDwD/13j7nv+yQEDJoSeYD7iCZpgS7D78EGIX4gdyDDWJXmeQx9IYW5kIzOdYOfBF7Ao7XnFGcovwvOXL5bcSwO9+vidbyHIvg0ibWIgEv2SLtIvMJ9lAuQ8KZopXlRZUVFSpaqX7X2kgNPdpOWjH61TovtRbNRA+YGkYYXTxYKvxmCncbLe5hoWDJdUq1brA5rpti123/bDDpONXp2XnDVekG84df2iHB+dhTk8OL1Yi1hvm/ZM06/PBt9/vEfmuf0XAhcC0oHAKMdiKqh4iREPTJkMbwzLC7SOEIhaOtEfmRJGilWNQMa+OFsdS4zTiMfH9CUWJfknySavJ7Sknjtmm8qWOpZWnUzLUju84gT0peSoq82OWUfbJMyVnL53LyonJ9T1vc0EjTzQfn79SMH6xu7Cx6Nal+5cHriyXsJfuuSpYxlvOWL5SMX1toLK9qra6sCbjetgNr1rHm863gm8X1PXdQdwVvLevQbpR5D5/E74Z2bzSMtc682DxIVu7dgf1UU7npcdnnsR2+T91f2bfbdlj0Cv7nPn5uxeFLz369vZ977//KuW12QDnwORg41DOcMgbs7d73668a3+fNKI+Mj969YPrGPtYz3jWhOOk4OS3j02fMqbsp/dMf/1cPxP1RfXL4mz5V7c59rnub2nfDeZh880LsYuGPwSWOJflfnr8ylyp/d26+nCtY713Y3xzE8o/FzADhTAGWAKcBV6HCEHqo4TRPBgBBhWsJ2MOboBZmCWOdZzNlP0+hyrnbW41nhY+o50vdjkLjBG890wL+QmPitiINogLSIRJPpBGyKju85JNliuUv6XQrtin9EF5VuWXGnw/ozqbBo/mLi2CtrCOuK6MnqK+hoHuAUNDUyPzgxbGliYWpmZmxub6FpqWylbS1sI23LY423W7b/ajDr2OzU6Vzuddkl0pbk7uuofEPfAeS4eHPZu8Comx3m6k/T48Pku+L/2qyen+xACNQM7AuaBHlIJgKlU3hCVkiFYcSg7bF/YjvCEi9ohOJDLycVRGtEkMLqb76MlYszimuJ747AT3RPkkfNJS8ruUjmNVqdlpEekuGVrHBU+gTkydfHqqKvPU6eAsu2ytM9JnCee4chhzNnK/nR+98DyvJb+6IP9iemFYkecl88v7r4gV7yrhLRW4KlmmVm5QYXrNotKyyqLavMb0uskN41rTm3a3yLfT66rru++M3J26N9Mw17h0f6OZoYW9ddcD8TalhzrtRh0mj4w6dR4rPxHvEnjK8Yy5G9MD61nr/fl88cX8y/m++f65V1Ov3w30Dj4Yuj1c8abw7dl36e9jR0JH/T+QxnzGKRNRkykfMz+dm8qbvvS5dKbyS+1s/demua5vk/MCC3GLv5fO/lT49fI3afXrustG3Vb+dwB9cBxMwxxhg3B/BCuiC5mDCkY7YCwY7LDejCm4KqY3LNyszvhLbN92aHHkcn7lNua5ygd2OvLXCCB22xIK9nwQEhS225sgckW0QaxTvEuiXfKO1FXpbJmYfT6y1nKa8pIK3IoIxTmlQeUHKuWqJ9VC9tupK2twaSxrvta6rX1GJ0TXWk9Bn0P/h0H/gZuGp40CDx40FjReM3ltWmOWYu5iIWuJshy2qrFOtLG1FbZdsuuwP+dAdJR1XHfqcs5xOewq4brg1uiedMjYg9Xj1eE8T3cvgtcEsczbjyROmvGp9A3wk/CbJpf5ewfsCRgJzA+yp7BSngQnUlWoX0IKaea09dCqMJdwTHh9hNcRliP3I32i2KKaon1i8DENR4mxuNi6OLd4bHxDQnCiXOJKUmdyborfMbVUbOpw2rX0qAyj45zHJ07cPBl7yiSTK3Pi9M2s5GzXMypnOc8unxvMuZt7/vyRC/Z5Cvms+VMFTRdPF/oWGV1SuCx6RbCYUEIo3X11Vxl3OaZ8tuLJtZLKE1XHqrNqyq633Xhbu3wLf1uizqDe/U743VP3ihvqGh/dH2z62oJuFX5g0EZ6mNpe0dH1aOYx7olkl8lT8rO07tKe9t4vL3a/dOsr7p97rTGQMTg4LPwm5G3Le/wIdXRiLGXC8KPUlORn8y/NcxOLzitS9Pxv1z56TUArA3DVEACHcwDYqkE4EwCRKqjORQFgxQyAnRqA8+YBWDMVwNzEwJ/6IQB0gRdIBqXgEfgEQ8NEYcawANgp2A3YS9gPODdcHe4BT4ZXwHvhiwg+hC7CD5GFuIcYR+KQykhP5ClkA3IKxYk6gApHlaGG0ExoXfQR9HX0NEYQ44EpwowwCDL4MdQyrGPNsJexy4xWjDU4ZhwF18ekynSFGcccwTzBYs3SxirPWornxWexYdmOscPZk3agdmRw4DnyOPdy3uYy4BriDuZh4Cnl1eed5EvbKb3zNX/8Lqld7wQydxvsXic07okW1BJCCT0Xvrg3QERTlF10RqxDvFgiSZIkZSatJiOzb5+slpy9fKBCsmK+Ur1yv8qy2q79RuoRGtc0R7V5dRx18/RGDcQOhBt2HuQz9jXJMT1vFmGuY75p0WZ50srfmmyTYltrN+nA52jrlOnc7crsZu2ee2joMKungpcR0d7bmxTvU+U7TZbzTwzoDxKjJAS/CVGh5Yb+CneMqD7yNYo7WjZG76hzbHxcQwIWqmM9KcrHitNY0+Mypk7onkw5VZ/5IYsl2+JM7TnFnEfnLS705B8s6Cy0Lvp1+UlxS+mtsvMV0ZXkatfrurWcN8du19TH3z3U4HL/aPPd1pWHah1Bncef5D0t7b7R2/LiZd/Ua4ZBzeFTb3+MuHyon8B99JxqnGGYFZ0D3wqhJ8iFH/xLd34GrSj9Xlu7s+Gx9fwQBqYgBOSCJjAOVREZmB0sGlYM64LNw3nhevAAeA78AfwLgguhj6AiChHdiFWkJNINmYlsQy6hJFCeqAuol2gc2gh9DN2BQWNMMKcxQwzCDKEMj7D82CPYAUY1xss4RtwR3BSTE1MPsz5zE4sqyx1WZdYGvDa+k82SbZidxL6wI4mDg6OCU5tzmCucm4P7Do8LL5y3ms95J3ZnE38olOtpgfLdZIIMYXlPm+BpIQ9hhb2MeydFHoqWimWIh0oclrSWOiCtIaOyT0lWWW6/vJ6CuaKrEkU5VaVM9bnahrqiRrDmda0FHTXdFL1+A9ED8YZvD6obF5qsm1mZn7V4arlmLWPjbVtk9wbKsZvTFecZVyW3ZPd+j72HQ6FKteGtSYr1afPDkh38rwb8DDKjlASvhTjT7oXxhh+NeBMpGxUT3RzzO3Z/XGJ8b6JgUlRy/zHZ1My0uQyL45UnVk/pZB49XZ+1dMbgbHEONpd2fihPK7/kIkNhcNHAZc0rZSUcpRll6PLMawKVdVC1mbgReRN361KdYv3Tu4fvLTWmN/E317c6tsEf1neQO/kf93YlPFPsnukteeHax9bf+po4CIYK3qi9ff8+bVT+w+j4yUn1j7NTRZ8tZpZm07+ufDP+fmz+5kLv4vSPzWUeqHrYrRz9Xbk6s666kbOVf3FgB+LBNdAPNmDiUPYTYNWwITgargj3gmfD2+ALCCGEAyID0YxYRIojDyPzkP0oVpQZ6gTqGZoZbYPOQ49jpDGxmOcMIgyJDGNYI+wtRmHGAhwXLoeJiymfeTdzGYssSxOrGesoPpyNla2a3Zx9fkcehwHHAmcJlwM3jruNJ5pXmXeZr2FnPL/xLm4o1827cwi0PdaCikJ8wkjhhb0TIsOifWLPxV9IvJYckfoivbaPXVZKzgT6RZ9VbFH6qkJQdVQ7s79Pg1PTXatSe1XXSq/SAHsgyHDwoIlxJ/RuMmRBtgLWBbYaduMOmU7azkuuN91pHsqHF7wKvCVJNb4SfmX+IgHXgvZRGqhGIUOhQeHoiOJI3ajRmMhYdFxmAkdiXrJgSk2qelpPBvEE7GRVplsWOrvgrMC5nFwMVB+m8l0K+gudin5cvlZMKsVcPV62XOF0rb6KozqsZuCGWm3RLdRtSt3wHaO7DQ2yjZVNws0FrSwPYttm2h07OjrlH1/pYn+a8uxnT2Dv5Av3l8P9jq8GB+wGu4bl35x5++W91kjm6Psx6fG4iRcfhT5FTvV8FpqJ+PJgdmNO7pvJd+d55wWLRY0fQkuYpfHlxp8JvzR/fV9J/M3++/IqdjVkdXhNby1vbXpdZf3Y+qsNoQ3yRs3G903FzcjN+/T8b5+X6PUDMOoHBwbTCGb6BlvD/79LUGA4dCbbauzQlYniZWEJ9XQ8TQ2zsoN6LujzOzTC9gDU46HjEN6HbAidvbYwwdvTwBTC/BAvG+2nbwFhJgib+dAMbSAM+YE5+XuaWEGYBcL+JIq97V98JDVw64xL1xynhunR9TwQvkgKPfBHUxftZ+f4l20nLdzGHsLCkOZVQLApXU+P9cubZPDX2uBISqCFGcRDa4ZzkMOM6evngLAEMASegAZ8AQlIQ2/l+sDgrysB4gnQOBiaJYFQSDe5pfujctgak/+HlTTw2fIXsWUTAD5BNkEe5CQa5GvbexcgQpwnoPxhZKtkP8uu/RltRQzcivrHwhQa/Tez7Wl7ddszZOANqf7wxD8W9MhBt3wiLgRH7XfwQ4og5ZFKSD2kJlILqQYISC4kH5BGKiJVkbpIbaQ6NKfWO3t39u+1bO+N19/3aAqtgwTCt3aE8jf7v6ICMvQfxtbZHdplgIa+Gxcv0dGjc9L07r9aGCkyjE7oB1OjaGRfvzCCLvTPBUmKYEwhykgR5GXl5MF/ALAoW0HtElrAAAAgAElEQVR4Ae29WbDk133f9+t977uvc++dBTMYDNYBQWwEIZLiJlKkbEkJZVfZsR74kKgq9oPkPCRPkVNJVSp5iKREJctR4shUZMs2HcOyJNIgCBI7BhgMZjD7dvd96dt9e1/y+f7+9wJQSsL8UZZYSNWcmb7d/d/OOb99O6cjzz33XM/utk8UBKKfqNHcHYxD4C5SPoGEcBcpd5HyCYTAJ3BIdznlLlI+gRD4BA7pLqfcRconEAKfwCHd5ZRPIFLiYcf033yvZb1uxAw0diM9i0Yixv/gpeN86flb1GJCdSTGNT0OEzDoRa1rPT8eiUYsptMRutY5PaRr1ukFgQU+cj3P4pmtboe7+Mq5te/9utXm3uNS+s0VLB7xTix96vNWuPdzlsod4cKOdfUc/neCxzHeGHcEz9BxDXX/Ej5E/HmaVE+D6PJMfyzj5oPGH4szXh3mOQmfcPB8zT/GXHp6qDrgFY9FLJ2IWCLWsyQ3JTnPUzipKUbs7x1b9s93+hMaKdEYoOS/gBbr8VcDpEWECTqPACTGxBCDgUaZuS7Rdx3R8A5alwdxi+7mHj7w3J4A1A0mzOH9cyCTfru7c9bcmAO+CZDVMauUrUN/6rp85jmrvPdDG/ziP7T8xMM8oyEwQQcBONS7xqzvATZ0n46oRb0r9e2DiAbE5vPhKRp1F4KKMJdup2ttERpHdbfGHwOJ+pzkvoQmTxPC2zwP+nAK0PWaZyI0pDWqkE2UISj7GxOM+GeO6QkaocbEMX30r/rDSecoAYTvopZON2Yarw+VS/TeBhktZtPWcSak722uFqyisaRVl85at1GzmAiDFuF5uq8nJHa71tndtO03fp/76pzjGnHR/kC6PhgfGocZv5/SWIQcOvB56KG6jfFD4eKAqHO6JseYxekMpgsxghua+gc56l9jFIFwrN2JWKPNtcxRRKi+mlzf5nNHF4Zs6jVUc8rThBwhQgov/mlyjgyfMJQPu0ehmggvvWtkmrxfr4lyXUzP4LYOE20xsY7EhqhOE+BYBxkjMaRnd5q7Vr7yI5d0rVbLsShq7AEgAUVTTcBB7aVLtvnWv4BssxwLiMFFDN8cyFynawVMhJJfI8TqqCODMcVAqMSUxijc+jsD9fvpIxZHhCXjluGVTSQslYxahmOCiYipx30iBidYntumHyFD/TTa6j1cC81UPSAWAFedOmdalIEATqeUYAKwNJTm56EuB4PzMdfpII1bnNpaUFQPthey4lyq+UREkSDG9Qafe9G4NVbetcbGMtfFmDhI8YeYZTNZu2dm3GampqzW7triyootL71q9YXjljv0lB4C5/BcBwqAQT8IOD2e60jgMzPx8fu8JEM1RI2Tl8ajG6QLBWR9jjFWfdSx4GkQDX3omOPDCVZI6FlD3ALRJDghAqu31Xu4Fh4pPI/+XYc4APksuDtiNCpeEbG+uETXcbEG1wWYQMJFltSBaLsDonRND+7Qs5p80yPi/ImjJHVQwOtFk9bauI18bgbA5Drdn8tl7KtffsZy/Wm7cOmGXbpwzSq7eyC0Y4mV/976nvqWFR77tnXaTShed3wAWBdh6kx6UU3jds7iI/MRc3PAj8vA0FkhJc6w9K45i1MlgnWZDBqAwI26YP9cL+AeLmWuiGaQs9+b7rhj+xhI+YCSNCe690FqUpI+SeS9KF4KT5QkKhVbaFr63IEFAooLpuPWkWbH/cHkEGX6wKwPrDYBtF1Zd+7xp3K5EH3k+LQt76zb2e9ftNL2LtdzVpzc6Vij07DmDlYYHchKDJ4NgvXJv+shjEvQ5ZhEpJDR0aQ4JfGp4wcIkggWzHsQnLjYLVA9B6oT98YhIL0iXCRpkRCSdJ57AktPRAhc4KKwLTRSnEp8uBCG3p2VNRjED+NwPcFAG7Bpg8F3UXoBNYpKggkLoAKOcOFPAQCSx5qBJqSJNMGZ+EgyPQWiE4mMHubA041C+IXzl6zVaDrrxqEEIUVGQqfTtvjAcet79ttc1/Fn+kMd8eqHIXnf9CXYc0BvXb5oXLKyNDdHkAhJQOZdY5UU1jW6Jxrh2SJC7hMRihhlUepvGw7UdXGepb5gkqBfjoZtoZEimSwrQ4NmrPwJFGJMZMTROsK1C2kEAwEN+sD1buEwsvcZWCTI4IUAgUSDdiXJFQlmh+7kNNQrscOk44WxoC9dC3J69NNqC20RS6YSXB+1FK8WwNhF56SPf9Yi6Yx1W3t+jawmByTfxCH6LAr25pjRAIQUOua498lJjZsz7wMVVEB4GgrjhBtECIKJtJwME81B9zqMmHtb59WfHq/n6eEhW2ikCPByjuKibAdcANAOnNGGjAIRzcB0HtEAioJhaER+QzA4KXMBVIOUBBGONGE5mdKFYnPJfcjcfYP48D0WjSexwho+Jecs7pY53EZc6XuGVwpKlUiK5oecWgMQCFA8T0AHSHQUAEfvIF50o6bxSPzISHFRxFUiFo1JQ9H4DEjF+O4OI9wjzvQZiuC4hiu4CwTxZ3/m/nw9W2LPCZnzYVpopEiBx91OpJP9QbvZqgn75ATm/c8CvEPbT+yPQ3Kdphk4lfGRmYjiOOIiKwLFETfwY9JBsmxi/Uct2T9u9Y1ZZqt7hS8QIA4FIA3M5Hqj4VzUEZL8vDgUR1OfeZ7EER8Zt0CnMX4wLh8z54XcWJQrgIiuFVe8Px994iBPR0TqiSI5ruE5ErviMvWlx/r01Asfgl44oZtBaNimUYZqEWSoOpRj10FfyLfQwNRzV9RI2ASPgAOazcFAeNcU/aumqO8Oy/3B7wNJXMHL9QrvzvYgQE/L9w/Y6OmvBxP2u/f/AAE5c36CQx/AGeAyHiFHYHCHlHcfK0f0TwOSqJGjKWQcWGRyEqUPWwC+xfxacnQ5Jn+qyXcZLG0ZEJ39uSLGurCQyFHc0aPfAPT73/fnK/rc/8iHO7fQnCKAfWBqq+tgmupQDxG1OCEHtrAPQoASwgQxps6ggRRfhZo4SNZ7mzv1NCFAIRcZDIlkLxCTmmSsbdkTn7f4y3+AJbbz5yfHjcHd3KyGg5cYmPbnBaNT/y4cHQm6RH0GvfFZ4+GIiFi6RzpCRoXG0wUJIiJI0cfs2pTzcop1g4eXOO/E4A/VSES4ByPS3dxKH96LX8OBEE04DNUkSqTINUanZEe/vkJJ3mswYVGMXi0mKXUs2awJyxBW0/W6UrK3xYtZAJx9faUJgx0hUopSyrtWRVgm+y01+Qgc2gq4Qw/SZEXlDli+QjRRrm+tnrF2cwvggXTOS/E6V0g5izN4D8zXQNzqOfLE3Rv3scUdkRqjECGzV58UrtE7f7zvboxx6SvHxZbyxzyko3t0Jc890L+6Tr2FbaE55UA8CMjqwF8CjCiM3gLFrmEzQJ+AhkbjpHSQrtH09JkZMFlZMQHANNM4I8kSYZUsr7k5zVEujXG8iTM29czftpu3X7VGvRY8g+fp+XquN33gQHfhrFVKt6w3+qD1P/3LFoXieWRA0bJrvW8udI5m7PtI1b0x5iIx6iP34zxUN4szdIv+8D3q2NCcdJBH6rs3IVckGRzXTf40gOcSY/+qO72FRop61zACZtkHOJ0G3e6LJ5DhXKNemY8Pmo9y4jROl98M0CkHQPMfStt/Mthu80WULcSIKyV6qiiFwaTZUzNb9r9jjlYFJ/oRGKSw5TQevJLZgmXy/cjEplXO/itbXX7X+p742wCxRfcRSw2ftFhuDMsLhS7O9xEyZhGRnMEuukLv9Ovqiv7EQXHvTfjQdYIDY/aBi8j4zEQ4zNiZMUiVZNB3eZ2auscNdVPIFhopbuoyHMl+WSFOPeqcf3KiBFohLECdqIdDvHRekJeylJftJqofA3ZcJO6JgwV0q+3hD9a5XGFumZ7p9pZN1G/YNx55wK6/sWDH8gUrZtN2Zn3LdhvYaXo+1+fIr0RgqczgpI2PH7K07dh78+etfe0N61aWJCHdt2nk+iz9wJcs+/C3GFKSngEpFKI5uZKWb8TcpK7lwWvOkqiaq4jgYB4xnEehiAPcHkCb4eor44HbeemsGy46+DFbaKS4fa6H06FMV6SCZuJUo2GJihQHc67QcQ2cE+5U+XmpTMxcIOm+ChMNRAd37n92qgIKkixyJMfrV+y+1JY9e+rLNhF/xtZWtu2exrZ9AxH28haxLpzENv1U8OCu37plg+PD9viD4/bd73yffus2NVGwbDHrJvMe5nKnvGXNN/7I2qUVyz37q/SL5SSuYewifFG9D1rj1WAEZP8cfBAqpMhdjIHM4BzXglUh1h1HccfBZ979i94/RguNFIkekaZbKProClDdc4yeBVghISqxpA8wfUfQZcoSV7oSNcsHuAPESgm6pZXoWYpRcMiPp2CTLlTaqu/Y6txF+/rPPGOFgX578PQj9vyPX7DNXt6+8MSn7ShWUqfVttXNLXvhpddtcTFhmyu37J//n2etWq7Z6GifBy6b7TahmoRFqw0itR36wn+58pJtIxaHvvCrOIwyaQM9IOX8fmN8+qa/mo24Td91ifhA38VRQpAQ+j536Hod08vv0PU8QTeGbKGRIrs9GGZAT3p+0KlGF+gUSAWYB555FG6SQSn5qthYGg4AHh7KlrhLk3dJ8NJYhW89O0aeorZ5xdYv/dg2b1yy0c5Vu1X8kf3Dl14g4tu2q+9eBsBJO3bsqH31c5+32zdv2MbWtqUwEDY2N6y6V4FqEzY8Om4ROK1UxdtPI27hBsXIImScuj1M7FTGmldesNaRT1vm1NdBbgsCAUtOPQzIiSmYXwBKHWOODNbHyruQ4jDYx1aAlGA+Mn50ne4JmmCxf8P+kY96+xhI4TF04va5BiXkA0qFHtSh9AmwcUXP/INgHSQkpU2ICgoluIjMlhjUdQmxvJDB6DUhwWPp/HO2+Ob3rQqg282WNYtm/+Htkt1e+oFVKsSypGdyOfvt3/09p/5PPXjaeotz9oOXfmylnR2bnJyy8RGzI8NtO3Otg18VAKlWr1syySCqVZw/gA+SMnDP3oV/b/mTX7QkAwpstAB0SkF8uMUhuiD8I25nzPyRKIu4LxOIPfGammJ2/HekSV/KD1P780/0Q3/pn9BI8YIEHiO2VAeKEXlhwD5wJYqCgCQ5DSaVRyylgby4BIZwylFENcWIA0ctiDPFoMousa31ay/a6pvfsyjIEMd1uy1b2uTmSMqKhaxlSGpF9TCooVGt2W/8r79jP/3Fn7Lvfvff2Mbato1NjCOustZolm1mtG3nbsVNiUow7pyAR8q9Gj/GBEhKpdKkmYk2L7xmow/+FHY3EWYRjLieawKjxYfC2AVYIsAc1CPVQLFjSGh0d3MfESJaGS2SGDKxnbvUqcy5kC00UtJyJACo4KJIbhJ2CIYqQCvMrgmLE+AIznv+gLEoCiBOyAIT6Q6FMKrEKzpYXo5cZHqjsmWrb31PJlKAdM416g0HskLkChQKArKGFAnoywJ8Qvd//NyfWIe4yKFDh6xQKOBcdmy7ErddNH8hTT9AsImVJsCUdneEH3BKFhCkZLk+227Zzrk/s5H7nw24lRHJz0gxD+cOTVlABxlt7hOnJvguHRHMHY7Rcf3j2WoBMhmvf1cQBrHJ50D0B9fc6W9opGQzYB2gKL2ZkDfrwAawHEvBCgJ6kllLPGkQLczfBk6LxJuqPXRQPkcVs7dCvlpgTnMsnYpa5fY562ytub8hk5lH+qTVh6pXxJ1SyHJQ9ZwOCjuDsugiikTxHmAUEEBeEsV1dt6sVKtbs9YDKQ0HbKNaR6/EeQ7xLOkYyU+eUV+/arvLN2xs6jiqES53UUW/PE8JLciEXjV+ERX38a7xKCIhgoN+nAnEHV5IARqYsnObECFYaWgyJ8K20EjRIF2O0oXYMkl+VABMCRCIKvkWbtpyXgPWUAJxxsSUS+WeNsCQt54UPDgmZR+JtGz3xusAJLCAlKjqtAT0jBcqcCMcgAWVTIEErqE/5VVcgAhZcKYqUJwSOZ6AlTfIPIJyS6c7Vt6tkG4WwLgXbEsMJzRYwQgCyiGQ9q78wAbuvdcipJ11PKg+CeaTQbxqjpIQgq5MfFWoKIwUZ8zdXtwoN2AeThMaLS8RI3PkYEqRZ934MVpopIgb3OwVuEUp9JMEIIw34A667mDZKHqs7JuQkETcSYkmkWeS7522rscEZsQCo0dgq1tWW1+y7dKu9RUHrN6scm0TgKYcCC0QUqtV+Z5FugUSXaIkhjXmQFZQjiaxJmQJQdboWV9/Hq4AeIjEvb09uE/cxjjQWemskmBYXHBOmmObV1+nhOmXLJfNgRhxZseSzE9z5jY4DUzxLsNB3CEfhtH5MfWpGJ9zEIc8nQGxSjogXDgTEKnM7rAtNFL6kNEiLsHALSY+SwGmpfEYhHg2IarVV0wpKcVsSkhhMhoPA9QriwiQHe9WGORX27yGqVq3NsATMtoAqw3wc/GcNUls6XldnhtwhxAL4IFUW+88UKKlw6CajKWLiGsB1FgqZVV0TrTbtHptD6TWkVSkwXhOtV21vmQf92Map7GXeUZ7e9FWr75ljz71RZANZfMscXOaOYnnPJwDQsQD0i/euEahmh5SAv4LnrN/LsqJuGQYDfKxhGJuDgA/dMc/oZEi68q7ASBSdFmALQeQsZJ3CFhUOkX2QBo2qjMOsbqA6kNzhMiUTliNOUhBajo7yPMalJxGvm+XdqyJEpbZmpYuwJhI6IH0s7u7a4V8HqALaHoGwGckMj+LIKLQrFme7xkQewKR806vYbtDLRtlnOevEMJBp8jHUcZSLz1b4683mxBKxNbPv2wDz37BOVkOsowTwVUoEEjFHZJgQWh+X2pwv4hCMHBrC0RpTC7GdaPsfClGb0JcuBYaKbJgvHIR0aTPTQCPlHBRppy1FLqaDAH0uStMHdF1TYRuTcVo/HfK411orGEZdas7mLGIFEIm5U7ZqogqiZjRkVGLIPvHJyftxvVrgUKFE3Lths2AhGlM5uNA6XCE74maNeHAOYBdLkTssfvSVtzGx5lt2eI21lkxYQN7bXsbP0UiS/olS0FGE4QIaAnYuTR/yXYwNsZHhtBdCCQAqvJWTUsiTGJJJMbU+S5k6J/IinM6xrtEsn/nSqnRoP4uyM9wCX3pz51baKRk6UU5eilNjUIBRg1QMlYc0QATqkSpMSoNQPVbuqaKWSILpck9QTZPHj+TxvPuEmKvExqJAqgmFJ4BMXV8kAbiRnqgr38Q/VCyJ4/0W//Snn22W7FHix0bP5Y1pJtVEugbqDxLjGturWFbC4ipHARyElPwXNM+c2/RBlcatrhZtyGAPFTCBEZkSV/ViJ/J8FCkQDqmWdm0axfP2vQXvwaXq3omEEmCoyNC0+YlwHYgTOeO4GuADBCoKzxYy3lpP90rVOpalzM6EKKFRooUuzxyRKh3pOo/kZDYHEkCnlQPjE7hcyYuKyiw6WUmamBCqMIXOcSJHMsk2cX5a2dta2ebqpSk7e6UHCmiWinwEuLq0+NZ+y+f2LUpNPYojmRiEARPEFMbTJCbBzg78gMkMHr29mLdXrhZs1//hVHbA/hR+k0g248ivwbS9EVE4O/uxey3OC4dU9krcx/WI0hKIda2tkp2/dxr9uxPf80ljjhaXBIInWAOgqcAfHBM5CeESay5XhVs+M6bE6oXFOoAdzSDq3TlHVtopGzWIpangzRyk7Hsm8A8n1FJz8sCiWILKwSew5MsJnTErJ8RS4c0wVyG6+SU5ek1HmvalcX3fICusKFOtSQAElLyjbr9bGfD7hG3ZOJWOZq0YhHRiG5As1uMy7NYdXvVju3VOnZ7tWmnj2ZsIB+zazerNihIAdUyAOnDDFrKIdYQf9MbDbu2iWMKMnKEbAYGBngGEWd01frsFSuVy/hcBC253XWLzwLC41lCxoGedMQwQXGAH+ecgC8VonvFMR650HcByJ+ja+7cQiNlsiDTV0pWDBI4UVL+6l7DkKiSf6LvWjsi0ziO45SHI3Kc0ykxSxCSwOqqbdv28jyKnaJVrDCdryKyVDYkJnwaEfDQY2lL9CURNRABk4wrVEJ1XKve4nMcYHIhF99abthPncjaUw/nCW91rVTpAHTGxtAEjzhmeYzX87W2PY7Iuo4OzIOQoeEh9B1yF8LKF3JEl3fgmHXLT81wL8f1eE2J5oCV2OKzpyccyEHwNbhKZzQcOhSL0QKF75rI7wv++KmP/BMaKUeKxH54VOAIMUl1ykvKUPa7qEKzCNLDTIWJSrTJTxM1yTsWsDmEuIja4tKsRQFIBw6q7EDPQgZmrkIggN6eyMbs0HTKq0eEzGQcU7nJM0FgLJ9AB9RwMvHY6yrO69n9x7MAuGfr24r4BkQA7GEquAt9eAiR99p2zaZ5Vj86rJ90gMaifg9at4VeIto8PX0EnSCCE0oCdR5469ywzzGOMc4K/IKFkCYLzJmCewWnwI0UoqRXPuiHyz+yhUaKgo9yqHyo+6afsy4zc2Dzh9MMap9K4Cqxsnw5+SUy1XVKiBWHbS7POUJSiq1z59bWFs8J1GuGG5/oSzuFq0TU0AnWoB90SxskSlZ30V9d0r6bcEVfH0gCQa1mD/ETcIm4Vn3L4EiBmDw6LoP8PMP5IimCVDKJ9RUUYsgZll6pgRQZHAKmllrIyhLhMxVHoEOSA4zEkcPENHRvQghd7n9mHkIEExaRxiIEO/fPhXkTjEO1wE6nY+5Ai/igDmx3mYxeZgrJiPr0UpP3LsrReTl8/PXjsnqyeO+K/CaJXaWwhgp9xOlpDYCSBvAjAwQqmWVPnifvTQBeLTUwmfE5eK8TRFPIRQBNEyGVU+sXgo0C35FWTgRpERNnduGoAURaHFe8BlEo8aXmwoVnKNgoszeO3hGwBWB9BzfOL/6dY44HXe83o08OJuvneBrPcecYjlK/Sd5TXKxixrAtNALj8sRlkDMIQMA7VASGDugj6FLfdA2Dl9mMXpHBLvbW7HROtpLgl8kOuCns8Re+pwBSnyK9cFx0t2wrJZDTomyaGREeo/HOBNMasXwNRQC4VmEcAYwOyLmQWeR7gCAfxvtidhNvViShCHZLWVPehRgBGTpwn0XPyZDHD9DAG/3puWoyPg568gMaj//jG3PVVXq+muYrItUIZAWqHcDJv9zhT2ik+HMYpNhUQPVh0J8TKN8/kJgcFKVxQiLEY3wgUoQiy0tN4iCVxf9mogrZKPioqK0+F9EzbczXOiMTd0hyZcRlQjQT7RFfE2F4v0A/A8HXQFqXKGGMDlNwQx2ukPMmIm6KUxBdEp8VriEoDecScSA1UIXtNAYBTKIzRkYy31fg2Yrvcb+Plxu8ezmKAfA1B81EL04F2NCAuNSX/HG/5q8mJ9kJdR85wdGP/nuA3I++Sg93rgiUVxuHsMliEoVXVFsrTx+Jg1I+eGGVMCghRbLV/Sru92Vz+8ctnsGTTnsoPai1itn0oSl7klx8fmLMvgOk0yhupXDbvLpwTRd51oXie3z2hBShkij6QQpeCJScFJAUSJS40OS0IDbH9z5E2upesGAhzX0CZ7FYdEJoENKp7dUsClIyuTyID0CucQdP3Iewo0HICOhe1/lLc+KJHuMT0fpxrvP56xrOHmCJ6+7UQnOKLEdhXJ27paUe5VHCPcF3pxmYRFfpcwAU4MHE+cqgwKEDDnVtfYMDlkBcNVjpq2KGr3zpyzY4kGXFbdsGhnL24veft3OrDXuSapQWSPEcu3SU/+vZXjdpy5EZW0hP2t76GTsZLSGO1KeIBa6kK1VZukXE5/GCgpF84IpifxGxl/CyIwU2D6opE4gu6ThRk/5JWgeD5h3zPhCAQpgAzkmfkODCuIQIHeflswcOukYGg3Rom3REkK7U3R/dQiNF+uFgoOJEgUf/RSkBEngHCBINTqEwbnCJhkjjTQCTSPCBx0jzjh2xzdlZe4q6rodOTNr2u2+T23jXIourNjw4bP/41QV7AodQsk8KX4gpw3Hz7XGbbx2xNSyyc9eXrLG2ZzMnRa4ofXEJHbj4UUcaK32P4rHK8d3qpm2kOGg1LC9FpTU6ZSzrRJWHCiAFZHWJr6mJAMVpaiJ2J0mJUm8c10Q5KtyAQk/sCfh1nt2ot+Hg4Ll1iKoFpTxzKrjzTn9DI6UhStBMfZDIVz67AuedMTnANd59CeqAUOdSqFLx4l4nVESN/Ahde8+nv2wD6IjTJ0Zs/eXn7Xh102qImXh/1mZgzUp91P7o5bJ98WHFuuK2WiPG1Zu2rV7RFtY37Z1Lt6y/uWKfnyIm10jyTHIYxL6Ur1HEWoFH9Suk5HnuAEZDOQLnkR7YQ2/pXa86KQJlI4dnTsDV+DXAW2MOdEiAlMD/4lkQh2qcHfikGGqI2Sb5/TZAFxLK+o44bBAMRDM50gkygWyH1p3w4edDI0WDVBfM1QeruwNkBIPWZ50XADQB0Y6ssw6ioCMvDmTqXidh3uS5p4ojdt8Tj9vVN/+ddd+9YMfuGaW2sUt+Peuxr0cmRu3HN3r2TtnsC5+9x3ah8qXdmr23sGJ7a8v2s0fq9jP35Oz8YsPK5OrjcImQXRFX0VlMYVr6FWcrxDMNt9zexbSGK4QM5VTqhHMUANXsxk/cz+UkrXQPSrIpsQOgGwBcyba2nFUQWAXgKjxsYmgowq3ny7kUEajJ8ozCcVn8KtUYiDADWehk6dd81J/QSHHRAyUqICIukdgSJbjXytwPHuSijQFrkkKkmr7xx8WBQ43J+BmesdLI2XqFpXHU8a4TXtcioBbiQw7mVbjhsZkRe4tqyFdvbJvM2ltzq/ZwX83+q8/m7ORk0bZ32tR3gWA4YYjwwdm5uv3JpT0bRYd87WTOuxPA6N6mCeF3N6Hu9TWQqJXDpHIBpKeKM4N24+p1Gz50DICj9eCCBmHvOuMJ1rsolCQOCUJKmkBQ/AECoASlBFzGcVwEp80afLUZSPOggaSMj0IQ+eh2AMuPvkpnQVop5ekAACAASURBVIjY4GCRpnvpH7pL4UfGwVgdBQHSuMdLVDmuJgaSOax7pRgVX0oPT1niwa/b9q0126jvQV3cD2kVsgQhd9u2QD3XDNUrv/vSDTYVaNk/eCpjX3uw37miAYD24JA5EBMl3HBhqW7nlxo+9S0QqMl98Z6siyMBcRjR9um+uH1+uM9KAGuhDAKX2TwBPdB/7/22t7pml8+dtXtPPeLiSdzURDdoj5igojMQQcQSyA+JcxRdADQQUBRnSgwRZSmY+EV1bpqvir+7ulamaMgWHikObImkwALTJNWNkBD4LnDGPgfJApOJ79zlVzE4IYTrpXNEvmJx3R+FjCaOP2wD3/5HFn3lf7PIwnukmOM2t1m20WLGXp/bsqVaCQusbUVg8i/fqdj3Llbs6w8W7FniXb/5w207vwY1gsgYwMthgckEltU3XmBnCD60MZclOHIA6stEVgVIxb92Wgk7hnW31cxbpm+Y8bRtY+G29Q2PWH9x2KlI8kAxPCknhXHcBAYJ4r4UxRyqeRYnKVMv7lauiGU0btk1EaNtjAlZYAnllwMtzPtHt9BIqTMRWVcCZNBg2/1vqisWerRM+aBJtutYoCy5l8+uWnRY3BIc8fx7qrlpU90rlplMUWpUsLevzMIJcXvhErlzwvJVYlxF0gGKRK/skRspdWzltZKdma3ZBcxmFf81oUTw4QQisfLEkaz9wqMFW99sWxWHo1alKr/V54m4XekJhjqL2FuMFWzo5GMeXfDYG07l2u3rlrk/Dycro4powkEVByR4zuKL/9z2APT0s9/iOBEBxJ+HVtw6BRlwTxddprBNlkK3GGkDiUgOh26hkSJwS4IFyhyQihs4JhYVO6vsSBcI2AHI9b7fOC6WDgKlAWIlohJUxg+VL1r/zmXrsHRuDlF1YVWvqiOrQvgjT15mCv0gy0q1ZCpoUX5dXvzrCw3ExD7a6V86TnunDBeT9qWHi6wAQ8kmBRCiBt0JPHs5j4gZlO8OWCm1qtZMkcJEt/j6RxaviqVbhPDX4Zji2GGvdhFXqPx099Y5W770BplJahROPGvjWGsdagEaQDwI7cjqoyqUAgY5r+IqTVz3eyDM85EHQPnL30MjRZQvfjjglQD0gZgCXgyZP1zkThQn9V1jcsTxribxJgcsBosP1q/Z0O571tpatI29qt1Y2bC3L87bTm/YTn7r71hqeNKmSi/Y7hv/GvMSrxxFfm6p5SETTVLPllevl/fPgQ7i6Zu/+HWbOoQVF6nZLiNuDDQpAJy1RKXkORiJsF2q8rPc1Ed45+g9x8jZUHEJ1BoUdWiNviyvbm0LLpgCGYpIC1cRm3vreVtdWrLE8IxlB8ZRiUFQNEvsRhWkgVwIDJw2WJLlKZh4djYAQai/oZGick3N3gGgPwcNYATcwQEOawIBSjQ4ISXgEg1YlFNszNtY5T2Lby/Y5vaOXV1as+vza7a2R7X8vV+1p5/6CjnzJCyfsHsHh+yncgO2RbhduyP9oz/exA8ILD1JA+kN5uwmZ5LetIJ3c3vT4mnis1BsIa/qScL0eP9lzN7+eB5TGQcUBS9kRgsZ+5W/+YgVEI0N+R/ouSoGQp3Vv2WclUZk1tqxPAuZVGSByOzt2S71yqOnHrJjhwaJ66Ez4FAFNkQkCpAqpuTWmp4vruO57t85NASbO7fQSHFWBMD6R89QfPCuz0EL2NWP8kfZOclbyfc2A8t1t22mdsUK5VvI+Q27vUZOfHbZCx4GT3zGnvr5b1q2n3osOXKUCzWhwvVOmrBH1I5iNWmPlM+fyNgfX9gjfQD18VzJbf77COQsKuCYXXrXDtk1+87ZhlVAguT6KTimtlU1FtfZFlx5u9ywSRBShbrrGBFxIgOSANonoABrj+VSEB9iEXHXZmurJhwUIZ387N//BZzFhuuHVu8NYwcyq6PcxWVljm/WUfjE9Fq9lLWiWfI/qjUjTwPHRLUTYMgW+so2FICAAN8SFwzYgR4g6SAA1wX4HWJXWsyj2q2Wwh6dqk21b9tk57b1ars2u7lrb166bVdv77AF1MP20C9800amZlwU1Mq7jsCWm5Bmi5F+a2GJqZhNoZNvorjfuF3Dr8EAFy04l4IUMKPyUBVzLG017Sv3ZOznDvfsT6+usJiobd9vad+tlL2+uYOOSliRoOM6Cv1qpWovvPy29bNkL59JwlzExQpYYugibb6TIt8TS5CAwXqSSNPnPOa5IgZMxvoVMsLUau3tItYWLVWpwzUJxBbI1L4CJM7qIKUTSVM4gb468Y1QaAmPFAYlIEied4jHC+hK38rcU9WiHKUIn6V2vawUQB6JrthM6zbrDtdtaWfXbiys2/mry9ZMTtjJr/4tGzp20k3InZ0t7lODA6EqX/yJAq9GJm0jkrNjUSpPgMNyCUsKs1Qw8eizc6uGhVhEBK1hTb1yo2afmUnbFx8p2Jc+VbQN7nnzWtV+wOviBlX5+B4JgJcuJIkcxOz1ty5btYuTCVJTcFUaaySJqZtD9GVZWJOnaCPDcbkC/X05rsFTJ2uZ4V31zXEqcfZWlm1zY9ureeIYJvJfEiAw0a1RviqR2LQ4/Zr9FSOlAlDbcIEA0HNliO2N3Jb8FGYlXhTGl1c71Fm3w+2rlm1s2OJWGRG1ae9dWbS1Cnrj/i/b4UeeYdCwvvLxcEKMySke5g3kuo7iO9kSu9W6hwjwO65oL1JGhL/o+kB1yrvEDaWzTk2k7ImxlP0vL5UoRY3ZCHGyMgUUSRzKIqLvM/dm7f7hpJ2jBuxHt0EOa+tUh5di37AqxLUNxyjeEMM4gEpYEJshBFT0BUqd7RXL5tL4XUQdKHtStX9h6oj15Qle4jAO5cmaElPr8ojVtVXnItVsxLlOHOW76cnaIzwUtoXmlB6zcEtH1AmbQ1pOp+DIOQOMWCFStun2dSvWlwhj1O3ywqpduL5oK5tYW8c+Y48+9gX0Rj+SmNiU6o4hfyEZ4cC7nJd9hGBmtilhlT3xXnPEpijyGgDANzdYEQzuHppM2i8+XLA/O1+xYhpZf4LCbIA5mqMMFqwV0UNaiYzTDqVqqOgbkH1siBowkmvD83U7u0bcCzEr3wM6AugU5zEG1Z2lkAQtUgrdesV3SIqiG04cm7FXXj2D3qKC66FHbPDhZ8nrUCMAMrcZb6/BKrFhKjzrZWvubrFuZtfyEE6cgnXkm1U2oIKQLTxSJL4QL/4fVleViMfB2hWLQ21H0ls21JpnMvgbcMd7N5bs4o1VS48/bI/8J3/DBicPufz1oB2QdWQAhOBdYjF4PurKbr/8/9jW7avWIexSwkL7pxQ0xFWmOobIIffyNEHIG1vIbWqKtW6mBiKGiTieGk7YH12p2w0A8BDiQ5HZLud++5zZ8zdi9l/cX7cxyPgIoZZ5El5zOKZu5oOVNrE35Xk6AFp5mTZrW1ziIEZb1Iqdp6IygmEgfdo/ccQGiDakEjkQA9fxisTHPGTvO22w6LVDYXmZCDikh6zt2t7gYkiUBNZlqIslurSNVHf/vRir2kOFddvEz+gDV0OURi6sl+zG/Iqdu7xEOem4nfjKr9jkyVMggwAdg5RiEGcFDctJIopjUYkwECUdpVxGbZdCYIDTwXBQhLZDLXILZb1cz1mFvVp+/fsEE0HIxh6hcgjw2aMd+42v5Oz+EQr5Ltfs9fkGxRMxKxF+kVHw/FXWN0YzVunU7BgA34ODGohaX4aE+PXtQzAutFYG+kLhU2WmVbPSlSI9xlhDL6hAPD8wZhMZjJgbrxkhN4sOH7c6prie0Syvs15zHYuuwSYLhHMwsZMU+yX3Vi1e3zqY+B3fQ3PK6tYOlJFCpqY8D/5gYcMipSVMU6yY5XUKElr25rnrmIV5m/zUL9rDjz5NzhvvARNXOiJCmEJIQEb5oFSRKHO50dyz+bM/tN2lWbgPaIFAxYtUaxzHNJ0kIZVmaYPWRt64ds2WEWW1CmIFLogDuAZUulRK27+6UEMDRWw6G7GXiBTX8DUO9UXtj95r2S99NmPjT/+ndvj6H1iKGNpqmc2nCdfkcGdklKj4IpYZQIHzHmOFWFz1xhmqZEg1M846ZnStrnUzRLF31uyV//s3QJ5WfRlz/ZzlDj9iW7OXrMfazcz4CYsMYACQfohWt23lzT+17s6iTZ04dkdkHFwQGikTwwTsoKoiltAUSjxX3iBJkbf2btOuza3b/MKa9R172p589ucsjZXSRom3yL8KDTKfg8U/wTKHBvqmC9dpXXsDJzK9u2yTQ1m4COsNpSgRh1bwXIUmLw6qQn06Lz9GiI2BkP6BIuIohePXtN+joPtYHtIlnbtE5WR+Gw+cKPMOQbsfXUvYr/3yA3bmJXTLdtPOrMU4Z1agsBkji/QzxRL4IvKrtJZSvkm9so1zCodQXKH9xNS0K7eWYmglmOoAFEXeu/yaFTev4+AidtBXLUpgq9urXvXZBYGl9WWCljErr2X9GWH+hEZKlnXmE7EFG6resNbuhs3uVK0C1S6Uara0RMeJop363DcQRThqhDQQz17YJnlbVYW7gAtQJcKS2ukMQ0HrFTtMbnl5EQpFtMny4rz8DSl0fVd5qr47oiAKLbVT1cvgUD+OJVYWy+d2sAzlGzSaUCo1wnlKXa+V4ShEW55QypWNmv3mb/5ju3CRwCQ10VpZptLbpfWa5YgSH6JwfJiymYsLm54A60MayNeSv1SA25XsUuJrBB9G6/AHsziXEIWiA0UczATVnNvUIN+8wpKN7hknHhGjQg1yS8GzVRC3YVtopAzc/lNrw+/PlXKkUscQG1gaaysWIXxRxyM++cVvEkSkdKey6/EjpVclqGKEhvtY7KNYEATjSJFi8VW/OHKdMmsZUfIJdurWhgRCnOwxWWddDArf0x4nTZaaFpE64ri/jAiLVCjM26t7yFx59vntug0Qrm+z46ois0XCNTlM5HmiBy++eo5natEsjiS6anRo0O6bjnlBRT0KZ0M0k6MaB5UvmLg9OFlRZzmUdcaC8gPGBDYjskKJdYHYHHVMjdIeOR/iZGQjGZa/FFFWrMyTZ+qT0MzhY0fD4uT9hOEdb/j9V2/byaGYrWfGLZqZtPrmGrmKoo0/8Tmsr13E0KbV1+YtPTJpCSbNLBBBEkJBBCwhH0f/MFXRiwwea4sPCtGLolzOaVYgzxNgiDwt1xOCgoiBwioyw+W8dqj5RcfBFVqWlyWgCAysQkW+yp3GBvtshYizYlEL67sBsPjchMtU0C0qXt+Zo2o/bl9++jQRAwihVbPJAYo0GIKc4BiiLc6YFZ3Oaw9LjatVt1ynbjsYDzXGWkR/rcMFmw0q/xmTb4rgVqQMrsCyFGBVITPa+GtQ9A+eftTmzp+xxtKcTU1Xbe3yW1DmLooYbYlfsHjpglUvXrTjj33WijMnfYtaQO1NaHEqBxFadygOEmDi6KSRI0dt7mU85n3OEgJkD0h/AEfnItcrnNcSbd2sCasJSQk86xLUqvsF/TzBSCcFgLhfFezXcimcGocIlJRCevKgTUTw+Wu38F0QLYijTJsleBCIrKokVX7iYOXvGwQp9Zkh2QAcss33bawx6ZU0hLEDl/ikRFT7Taa+N/rSjheZ1l8DUsqU/sxdv8kK3n6WoSFL8XLrLF1ozV+memPXSsjj/gfZL+X6VRvHQx44wU52JD+U33BvXXAEMqLkXLHPhscGCD3s2Y1zl7wYISU9Q9Nk5KtIFncJV8gUd+7hmMpMfbk114lbHBISa3CbtvmQRaaQyOp2mQ0QUjZEHVkBPaAiBukmRcBaGAwtDIOltTILliq2xmKl9R2ixHBwP/EvVabUQGgOk1piSmJX4O3HEiwivrV7+HYraodAvpZxrC6vOffHIBgRi6/T97EFRKNl7RK50slhW2idcou95Bso8OzkjLXYZrZH+EGDfY1VntMD6AxZSCuzduSZL9ncxXOWGxq1/NgUVK9K+aYLsRRmZoHJxIkJLb99zjbnbwKYkg0WC56s8kIEkNJFCYvwvV4YP0VFKVqy0ANBCj6qKUwzOjZo6+s76CeAh1gS3psgpIKeaWMgPzI9ZfOzCyAZ6nZuggu5vwmyy8S/ZDCUcHQU8xpmrYoQ3kEENtkbJoEX/8inTtkIUuCdSwt29FC/TU2N2Q4GRH//qH35M5/GmGnaP/uDf2Pnzl/EgWWjBWJi0n0Sx1XWV7pjrHEztjx6LmwLjZTt7EmofoWynZpVkyPIckLysKUo7Br59LS0OL9x8vJ3fsuOPfUzduvsy3bi0cetvTXvtVFpqKzc2IP6MqxLwRrDGomzGPR0YtVeolxoD0AJy4qrqRpEFKrvLpv5IGkg30a5+oBLsMAwvbUvixaUyllLsxlbk2Vzx09O2sDoiJ1+/CGbX1q3RcI9gVhUFBgbWJagsA4ARQjacDqHTFPOJoU1JotORDY1NWWPHD1kV68v29AQ5vfYqO2uX7NYY8fmr573nH0Ma0xcqGWH0o/aNDuTycGTfN+XJlm+Hx3Uko9wLTRSjnVvWa2Ytv7WtsVKbJ0xfZ8NUMW4NneTxFLJY0Ka+H0z4zZQucm8cbTeXEHmdm0bwN0gZL+GDO9DnGSxxpIE9A6x/OHR6Ja9CmIpRwEJWFtQG9D3l4ovgkymzGVSrkIYIlEAlSMHLAEIDiRh+BYE8tQTp+2+45OUv/JLROgIWU7whm2s40RgShXyePV7sszQbdIt/pyujeSzBBvLbB2C1w4nKZDYR0Cxvrhsl6pl7/vitSVbKmP+oj8GIKhdrlXIRXVf2v9FVZFZxiti6ibQZoSGirGsTYDU8aNTdrT/r0GnrDBA1T1VkKOd0jUbeeYXbSk+Y3s77zgbi7AFqE18hjI6JdPXzy5E7MWFbK7hmO20cLjY31ELf7YUcWbztAU44nWIJw2StD7loDwnoVQeVo2zBxMVkqT0ZWb6P94lGlRNogjDXhnbmLENZEECwCiXYxCDltAVXCTFWT8hyi+ivNMywyn7abGyeF0RS1rfBJxPJLsE4SjyLaTXAH7u0JSdPHHI3r1006aOjdtjT3/GZi9ctR7zmJ4ZBilmywuL9t61WcaOBQZyZGMqVK/wzNYmVTiIwaPZQfvhrUX7vPd25z+hOWWX+BNRKmJaFBrszNvpzXfYj+uk7eFfIMugSpCC7Fza2EHWT9j08QdsYXXVdpHlh0+ctHGiqLL707B7B2dyQbpkcclOD8fsX7MISArW14tIMwDwIECpZBpfYQlFqFUaKtNMZrF0SIN78vgixBb8nvU5AqLVivVTIqR98BW1SUrOc4+es0slRrIv5oRVg9KVu2mBRDmfkwPs0gKSFDOT/togqKh8fQy/S25fjzmWEbMdxKNWnbU3Z30J3jIFg7g0cB6GQWGAza1HuRrTG87t4N1njj+Gec6PJpzb+KtHyghhcSnXNNRm+UlbmruFY4YnzwA6AM2tJgdmF6+4zq6oLAIan7HyznmrE2DMsvAz6kFGIqgowSpLtfeoGvmtx48Qoonam9vMDGqTJx8gRJAWgsQbnPO2zykckfxW6CWLSIKHnEuv3FyxEZJNx+6l9JXNEaLErDJYVBq3IgGqvtxrIvfhgiq+RZa5aBnEFsbBUKafObTs4uKOW26jiMAb753H4kzYWqnCTkvkXUokx8TpRJejySGSYBANQUqkqBeMp/pTlhiZwECpWXwTxxoLsM4cl4koEKUMphDib2hOeZSqeAUWq4kCa9KTNvfe61DlqgcKBTOxvBSwLJqOMkjkJCJsoKaQ/eoCO6WeOCHYScpgHIBIEKiNXdqVhn0ZHfh24Dz4c5RWdjxwTbC0gsdBterjwPqCUbxIe2Z62J8rnyVfRMGCgEDvUPWYZwUw8TF1JdNUfcpSUwFdikylTGZFg7VoKc+xHHG0sfG0R6YbCUJAaUpjKT5v7tatON5vxw+PkAXGo6eMdmaMJBi/AbZLykBcnIRIIuimr/29v2PLs3NW2eR3wq69Q8Ri2zIDLTvJFophW2ikvFq71wqLL+KAUS9FBJbSACaEL0FQQJvcqAkhkvvysnuS10R6C6xt3Mts2vryEr7JKAhBXoM8brYqNVd/92rFhkZYK2/UYElhEo2V9yzbXoaDICpE8Ek4RSRJ0bO0oZ80LLorByBk/ajA58REnvo5IrTK+gGkNhvxKGjY4LkHrcpy70F2OOrjadp5oopFuMUOSh1yLGM4wtEKfgrKIoYPlY0NUgJVwjemf1IPaTKSmxtl28PavMn2JQrXlChAk18lU7jDRm8pPP4vPfEgkYOWrUzn7NUfv2wjoxmjjOJgCHd8D42U7Ugey4X0JynTPpR4c98pSgIA7fco8XXQJCq09iNOyB1hTNH0IVu8yqacFChoxW1ZAUpR6DH2gMQZ/fZ//Q/sd/7H/9Yuv/KqPfWzP295FhQlWVWlZ2fZomOGwuzjk2P28o9ftN/6jd+h0CFm//mTBXv+FrqMvuQ0apO1Cnogw94scfpUKqGLb1DA2cMeQoHjXCLK0loURFFDlRrh3b2Sr+DSSjDi9NSDVezq4jYWYtaXTewSytlc3PAfJYixQ4NWE1fJQW94jp/NEeCuGjUDWjKu+cfw7iN9gxYlbN8gNjd45Ig9DvLePHfFPvXTTx6A547voZHymc6PLX6iD/kLuxKwS8IrmfwwTlOLjWqgROZVx+pQYYV0Qp2Nb7Lsn0UcL/D8CZUuXr9uM4fGMUXhMpJMMcIalZ1V++7v/zO799HTduHlV+xn/8bP2SPPPOUAcA4RW0B1DxBeb1ENc/TEEfvSESNi27JDyPjnz9xgPNR3AfQrm03LE7Y/GstQib+CAo7YLnsWjkMUTcIlbkrDpVqBPIbo6mPH79mlbasgkupw0xaLXwfxLbTpmnKG0j073B8H2Cm4Qvqki7UXJSVRwIobBck97J6VrQrpBWCC+MT8s2OHp91ajIP8H92e8zrlGwtz9tjRh++IEF0QGikZlFeViSn1m0BJquq8hWWC5Wn3siRBnnoJStW6wTqKPFLbtChFdBCkra6QjdvZIASSRNaukUqFygB2rXzbMAHsjTN1O3nqBPTcs1dfeN7uZ82K8hoK00hwab3LSxev8AtCaXv0U4/YO++8bn+CzyCfJt9PMgoASbTJAqxjoV28vQGQyMHjv0gkikjihHsUx9IeX8NaawlnxYg0PDBVdCBozaOQdmKkiENJdALLThaX6snyWHJt5ry5gwGDaFbAcosEyjrWG6N0AuJmRDb34XiKMFXKKsP4yKeesS3CMqovC9tCI2Upf4wlakSG4Ygucj/OVoB1fl9EuZKVpS2X6ZJg/TksHqoVEtV1S3a2PUd+YpCl2Jk+itbIWKN3VEWorT8iTNrY1LPNc25RJam48vk33yS6y/ARcypgU62ZrINVqkEW15p2mEk+2nvPpmNlW4WK/4cfklQSQHhtE8vS8w9NEAbi2fLMpYlGRvoQY2l2uWjbGDpIekXm+RDKHh7zwvMIEYc2+ZUrq9se7ZXT6WNFv+0qwcbzFwF2sPYSsxrOUCo7mc5bE3GaZnPrLjqlSTpYizCkbbWDxcihCbvvvlP27ltvhsVJeE5ZuvCmVfEJ+ljEmWcLjVyaTWfwdptk9kbIQ1cUTYXdl3cpTpOcZ1e8wyMUL2AMNCjNkSedgLKLFC40ibJqFa6WcEc0IbaLqlfxMbCU6mTtbp09Y4fuOe4UmeobQCKQVTx+wo7fd5IJJ21s6Ec2ze8I/+HbFZZLZEm2yUtnHT2lr4Ps11XEnJVfMki2VEDsEaPa2Nj1pNQOmUTtkz9NQDSdwVKTyQ3AFbtW5csez5lQ5BvCKEMdDQyHMghoYtoq/KModGYIP0g1YPQBXn35RRyFv4ZY28FokKXnDS5T2erMiftsY/76Xz1SNrFCVokUFNZ27NgUFhK7BUXwRbKYjkr4jI2PuZhaI+TCvJDH5B1qGQrYMgAhaQtYLHmA8PDxIWJRa1Zg28A0HJOhWCGxwz4rAPtoATufT9/5737NRsYwRXG+Jljy1ldUxi9ihx99EgCSSNuiUhEraZn1JdmhAVu9NYsIYbciDISvoFBblAY1JbpApii2XK6SDCPHjkjTloaPP3AYgJLqRWRV4IINHNw6oncPkaU1JbPkYHKIuyJiawCiamGllcms+u6u6JsYJUVautfBwiOmgkWJeIok7alf+lts01fAupRodHYHEehgsnEnx1RbFq6FFl8DUJ/28GoiMpSV6zKYiUOTyPQCVgtcgwKcIFxx+eaCzS+uuaLfAEH6vZOBkQGPNdX5/d+rLAIqE8VtdvENKGTLY2oOKMOIvb/cG7DqwiwKk7A+i3tiFMStsFLr/As/pPQzYq+/+hLRhG3PWo7niX/WEnBs28aHC2yrXiYWV7AydcpVjA+F8mVad6iOyeKly3yV4taiBm3e2eDVRYRmMY+T6L1lNtORsm/BdYos1OAS5U1y+DCFNJYkIZ1mirWY4kpCRvFsH0iRr684hxDFIljietp8oQKyC1yvH8TR+V7phrWL97kxFAYtoZGiIN2wOqKiJUYsKYMoWl5ZYknDKH4C3jG+Rg0KVU5cokMet7zlMpZNa3XDV2wpRaz9tGJQYA+DYA+q32lnbR7FOoL8HW8t2AUAV6Eq/r6J++zbf/9XiF/lCb/fwvFjctSBnX35BdLLAOKl37O1G1WCoewtibVR4NdRKR4iHTDnJuwA2UeVmBZxIC9cmuWHCijcg+MScLXCNB+0HtHmDCF5argIhyh3o51bU3BKFlG1BwGWFWihcl91X0pRS6k7MrhchohsNXGkYncZ3IBddFlhKMUZxGKnQsQDMYlLofrjMC00UgpwCUrARscH7MbcInZ/2p58+gEW18zaehVdAVfMzt5CAQYlqAphCzny8qvY+O7HcGD8COaitqBlXm2A3IOqm1DeaqKPElLKWKOIEUTf5bffsjf+w/ftK9/4hk1PTro8l9Vz+PAvE/Mq28PFf2+9yEFbDwAAGQJJREFU787b//wCAKA0KA6wZ0YHbEQaHGBt6zdWMP32UOprpaodPzqOLmLrEZ4hClZljtYhyjgRZ8ifUZxOFZIasypX5IdUIAZZlBJDfh/cobIpicGYiiFwNIWsJIShXcuVXNva2rSZ4QEEMWW9tSWWUxCIZSVBWA2+r5HujD9Rfj+mbKVE6Q2X75ADzxDxGx4YtCMzLD64jXnLdua7VM4r/+6/ts0glRXUxH31LPe10EERxACgo/Cb/YKhyjhiRJZOld/eqmGl6TcdlVD7t9/9t3burbelcxF3hO151RGH3Xi/LfRm7MpKy6ZmiHHhZA5hgEyg9AU87dCXwnKbYGM1JbTksLbwoapez0toHtNcAcsoiFT/+vEzcZBTEU+Q2FO9l8qJ8or3aQSytyEqZTGdohQi1gvAZwjAfvrxx3gft2LfkLsGMcxulVYl2otYA2z2htQI20Ij5dBEzvoow9HSaG3L0UTcvPLGeWx3FOXcNXQHx7CmSuUSOztgXWFlHSJelCONmkbc5fq0YAcAYDZmWToQodCiAjUr5evbcIi8hTwSX8rPa4lbaXvbvvN//FNbmV90E1dmcozs5cUf/5n9T/+StS2Noh3jd1KeuP+oHWN/MCXAcgBtiJXFsuwqRGrvm+xH3CXt5vyGnb2ywDs/ooaVrXCQ+lMpkcagRaRB/oVzwN+zk3CZxFkHqaDSJ5gGrsAyE5IUfINIoAGkEsszVtdsZGKCOaJ3if3Jx9JOe7uxIyT00gRfqfoM2UKLr6NDJH1QhA0G0oXKKuy3NYecLlVveiVhGQNAG98cG8nZtoJ2fB7lx7T0i9plKEZOlWz9zZVVqwFsfR5Fyc4cHbNNthFcxD9Q/W0GBErythFhUWJXi4T3/6/f+W07jnN5/+nTdvHMG/YjfgkiAkcqkVSmHDSL/GdZpFuBZUIhinVpg5wVLCsxQL+WSYhdgeXcEiu9EE3HDo8JM8ILXIvZjrOaQUT349Os4Riq2KaGzqtilOQJ92NrMWZRDXhg07AevlqEyDmLKqk73sPzZ6vdsTFbvH0ZxA16rZqIqJeYcFdASbiwLTRSFjerADlPMC9p2S3ARlByapA16nixKjHVes5twg0txMYA5TlK725TqCcPWkHBCLtmV7XFIGxcBXAKYkrPLF6fJxyTtGHM4bUNQvrIf4/oynxFtkeiTbt8+Ro/YHPTXnnhRQKEG9ai6LsNNZaIHKRYWy/xtY3IG0IvpFC0K1iDqqQcITR/e2PPtwBxGQpMFTi8zToZIePQOMCD+pNYZ9rxtcBzVDMscRonLN/Q8jl8nE6NzCUtxiIiObxRwjptuL1HPRcmKQQEbI4+RFaWHV/PnrXBz3+d57ItVr4IG2kn8RZVO8d4gjJ3d26gOlzrGxwkgNewuWV2C4LkRgex3QlQLlNIsAJlKe6lKnctnda25DlRPCblHoE5z6ETBxvEhJYnf5AvqeBLbOJDzPJbWzVyGidO3gOACGLCRT0cUCllZRK76K4qyNc2udEqoo9zfTyvHyRoLUgZ8SEfY4uo8TwiUanoMt/nKYpQDUEZ4B6E/A9mu0wxuuJyspC22MOSm7iOfAu10Rn8qWIBC1H9M5YuTrLrRn3mpepI8ZdzMyYwySE4+V5yKWPWZceKw0cO+zyVddWGpHVE9sDUoYOu7/gemlPGhyao0QXTWD5DUNWm+xqUjWLhOFuzdACpYG0Q09V2ucgNbVJQhaI1IVF2HxUutSGWCJCRlGJX9nAXtlZZTptEUuvydXbQHrFyqeSyHu3osl5IUB4kDkXukEv31VFwUQZLSZsJtCACUbdMXcXBNvETVMjX5JoWJrYAKYtK/bguASwHRRjzcM0aPo7C/wVM41/9zybsjbdKNr8ZgdOpbpF1SHA1RmFGQlFvxq3S3NTQkCQZhSGrFCau2Jk//H1Lrczb2uycXYc7ZhFd/Lfy+rqVME76MAa++fiTd0SILgiNlD/8k9eISaFIEQnKX6tHYC2C8QJmlYk2oDbVDpcJ3k0NZymOrrIMmh0gWKIWwRLST79mBsbJR1DmCUKUQlXuRUDTrtnad16BQIkg+ThdlGNBPg3U3Ie/kSCucQsEtcmxaw3JAEBsqXqeZNkSUYEm4nCP+6RHlAKWS5EhM6jFQErtatme1stLZunzNqJymRKlJGLpsU/fa8emx9EPq3ZqumbbrHGRGHWCYmwdxJV+tmN4dMwJxOsFmNsmv4j34GiKXcLX7cUfvoIT2cR/ukkfEClcryUS3q5d/6tHygqKWgpSy5o1Yf20ky+WYYLaVEasnpDtDqCVpt1BrqsWKk1NlXIXSdZ0xItyOvOWYyl2bVtWEMBBeYqK1YScJgpeG33KUBhCBMaB7AP3HnYFfXluzZNk+Im+6UCbYsACOZpByoa2WO9YKgVixrfjAHnSWQ2lCRhjGkcwRQ49NTBk0zzvMP6SfpRzfGWTPH/KxrEOE1z3/bd37PalOutuqCmAe6A5squEWojtKVDS0Eo0mceMT3pK/tEwOnGLFcEE9JgEGUsiwuJEbXHCxc7BTr2aZIgWmlOKTEpRUQX4FIKXKan9hRuINBkl9EyTHSPK6JEIQmwxcMWfZB0llQgildzbXWVj5oLtUXwgD1+UqB+xUSJKTQiqEVZ3bxjRdGhg1GYXMGdvznMWQNDiBAlHMXPXtOiRGFSC8Tw4PUkV4jJIa3oORGa2qitVJqt+ZFjEqRWo1yp2fWPZ0jvr9tDpe8ndPEjPpKcJ52zgNx1++kmbeewpm5udtWuvvkaxxJoj4GCKWtYQbIYtkcm2usP9tgIUm9rkn6UPYowGxRuTE8MEPFkPSagoDye6Ce2jv/Of0EjJIb/hB5eTe0RacyR4JBJUViSPWEVtqEWOyUNWoYJKjpoU4vFjApwv4kQVuaaGeElitWiSWneiHx9wWO9zuUqB9FOxeiZWpl1dWbNlKWIuEiepae9K7WD31OkjhOPXWZowaKOsDbnSnKXQWuPBFEXBx6klU96H5CCmOfqY8Yh624jVl155y86du2xPPfWITZ884n5UEq+7wGYIUcpqd6emrP+BB628/RIrtyJ2ioVAyC2KvLcI5sD9iK40m+rkiNNFIJ4263XGWQy7NLtuqxslm5yZtMM41XWWGyZZ7zI4c8zHHuZPaKRojUaDCSooKc5QiEL7YSmh4/sTA1wVpImrxda+XwnXq0mM7GIZtbsLrBc8BGIBGiQlxGghaQ1vrcxSOc/vc48KGbKYp9JNTVE4z5YIUqG0mtdXUZTRLbftiMfcqB+7eRVzXFysjaN5BqEX/UwICWjuZbzgU+F9X6LBXMShcoBffe0tuwoXTh0/bONTh6iKHPISpOs4rEukfYdxSh9MQWEQS5lXCd9pU6ay+uJ8HAsrCNmw5LtD0g1xrdqCm1dvUmfG3vokzeI4vBH2oAzbQiNFaV9xQxErRF5rDXPWQynoGVUFDsA5eS3mR4arGC2NSGkBfAH6IO6lH5aJb2xYEctFP0OeRHfkVO+JHVOp6joiEih5yWwFBAeQ1SXMcK1Z0W+t6B6Jxiqfb7KXyyh+QJMfG15DycoEPn3sME7oEtvnAgSiziU4ukR6mFqPgFDk+IIQVU+O8ZO2QwC7gde+tb5m53BS5waLdmNq2nqH7+GHCfCrlEkFedfYzUje/BZ+Vkn7kPDZFT1WXhoiENfKenuXvWXkuCoirR8Ffef8VdubHPYqm/6BTbPHvxQKL6GRIlElBd/HhJoACVhTu0u+BKrWLznIVJVAdSuHrsVB4giZvgKEEKOJVPBbavgVWrmlBFid3+lS+EVNpUEyCGX+Krzep04Qhdo3pSqOpH891x1PIJNjd4c9qH2FHfX6CHLu7G5aE2NjG5GZA5gCkIosmuyRv47+kQmucfjyOHZQurWgiAQ7JnnvEBfjXGb9ZoZ8yokvfI4dJYKl3js8z9f78133i2sZmRf6aY7KwTTRZSJaIUeRaRGlfuRgG52rH6lOax1fyBYaKRqGrBCJkyrOXJ7OZ6hUf29+GWqmOoXzijep/kliQpRe5rioXuLHq+KZdNC0+FMbI5A0Q2Gr8l1ev5pTIJSdQaEu7ZKcArDKfUhhCxAyldUEqMsLt61NCIVlLqSo67ZAkVwFoyHH2MpwWAPjooW8l3hRjkX6SvEt1KMtkKxrkjPJYr0dnhm0h07dYz988bztgrgo1TopuHC7fN1WqIPWYqA8IZVA3wVj1Bjy7O+SR8xKDoMvN7dljSloKQ7LoDvlZqrP4uRR3RKqBeZMiEuVCh1mAlLiccSVdtPWL85pdZQUtX47SyAXMjygyHHlMwIVgwjZ5wZ1pSBlPxMapFRUG6hta2MvmpS7lkX3K7QvhYzeElXK1NaWtWJPIVhF3XWAV9KWHZjaGOq2hjiVBpsZ7WdNCqF28j2S9zUQs03UQLokjYgdHynY2AhYhMK1a/hhasV+7VuP21eHJeOCa4oUznUQh3XS2ApEqkmUeSmSfwv+yOx10cyz5Aoo5wSPe5QhjR/1IDrlcfyWQdyIwf6BD9350R9Dc4qotQzVar+SJM5aPxZJBY97ariIfoF7JF5QvnVtAQtFpjVQMBKFLAMDIBBlAo58kCJpAG0MsExsShbcBw0EAoh+xY2YoHYd2iXgJ3HnyyM4JjAphDO7XYFriS5QGhQjelsgA1khsKi0L+qI3+mKkY7GiiMd3YVbRkb6PejYpQDv5BFWDCyzaQ8EUp3dsD986Zo7nx3ieEmKK7TDRovwCFB3TlCnEp9qB6JYOlKR6WyWmBiFGQq/aM2kCDANUVSY/4pcMEIxSyqcePQpv/9Of0IjBd71qg5ZMZ4WVuCI4GOkHbctREqaIGQGsaE1hSmcPlWvu/zleoVDtOWGfBBXsiPUXKGIr69VqbUKLCpxgETYEDG2h08ds5HBnM3Na++ulPW1KZWlRjhGcDDK5gYqYdXPbkj8LFCnq1Ii6t/sq8/cby+8+LZHqYM9G0lUEVjMM7b7jwzZA4T5FSe7Tt2yfkkiKl8Cr/stAqFRFj7lcUA3OtQO4+zWiI2ppEpj1kYKB80rXPQFBKkgXGOR7pII1y9dBHGyADHzGC1pMrUn+uM2tC92D57zUe+hkSLRIhGmMEYM5UwAmAERY4qz0QBijUWzXq2oxUMRxIQCiGpRnM0GHr50gfRFEQClQNzFa6xpgcPEATzWdQ4Ys6MUHtyHy17B2749N8/cETEEMrXia4/wirhIBeVSyuIkKX6tO5QDOrco7zzJZgdsGwKBy1+pYhYfH2FxUhFxRe3aLXb7PoHYKqH466wg0K+nbvPjn9rQpkSAtTs8QUKNxDJBSBGJfh5XiNDY1ZezqSbGZw9y6jhftdhJCUAO7udrCKDqhxDgxF2CnJVE1n5a94VooZGiZx3ohWCwij8FVpPMxSydJwGUNrbEOXYzVlbVHtaHchXemJyWYl9e3HWkSd+oiaNcV4DQ2xTrTW6zP1abTXBkKWHVnL95i3iWfoiZFIBECACRBlCTZefJKa59+9Ic+65Q7Y/lEyd8rB8a0HWlvab94PomJrA2m+7YC8tbHINDeaY4RfqrhhjSD3dG4LouxdlVCKeHTyKBdeC0uv4QXiCeaIYyJoyICNafH9cxXa3/+6Y3pAaBUuEPDN66ikkcsoVGihAhbnmffelAg8lj/o2iOLv4JrKUlGbNEktqNlntRCxKCNG9AjqzszX0wP7YJaR9wrLMZEZqF7scnFRHpJ3HNO1n0jmAwK4u/AYkiMOIUIW7ZLlStlL4ig7LKlJbXinZaCtnk8j2YZZx38KzrrClBzF2qlWqdg6kyg+qcr1sPWUXPcTCPKTV6pjkiSRGRpLN1/Y2PX6F7ea6T89X6ngfS0FehTl5aF+s7ogQxuAcvgs24q7W2kLAabo3ZAuNFP9VayhUgBD1CCiKhE6w9lw7nq7JmwdokrVtZLJqrXbLAmfQBHhHjL6KfBnwQVMR9wj720N3/LopuRqykGmQjH2Nskb206/y7ipmqANIRXp7XDeMn7SFLC+gaL0yHtZTDiVLzVCKnzW8ny6uU+jdQozIh9DGnxlEGnIXscswMA7IOLjoVF1ZhrnlSWXv7LFxAlyi3L6GKpRLSqhflbR2QV63VfJzmoOA77yri/+C5oe5L2wLjRSV2/ie71C92Fk2uMTLFlUsNbS/1hOiHigP4sczJQqgRnFWkahqC0umgR9xIAY0OHGPmsIpwxQ8aEmBdu8+DbdksaxOYuHdAvA7IBMV5giRYyZakGhKwVkq+JPf5IDjnN7XMF2BJancLMqf4gm4zQM6OKqnqaZXvucqW6vncChFHdgKWF34X+i8BM/cGx6zFpyWAvDaTVXjlHTwSLY4Yr+9D38hJHjUwSl/DxDFR8759id/7uxHfwmNFHHAh4GqYml1XGdyGlMftbifOXnCrl2/zn5bJaesBx4+ZdNTk/bqW2edSw4qOhSW0K/8aDe9PsLusthU3pnDYFinFqCVQsHCbcqt7ELhWa6Xs6klBwXyOcqA1kCI4msSRxqXwjDKOGql7xAIPQViTnKekmfJWXuaUZ5BhB3GhflKf9R+FwtsCWtLiThVrvhybURXq3+MsRMxW1/w7Of74NMk32/7Xz587EOc7wDhWofM+5d++OL3H/QXfgiNlDYA0eT1+rB+ccsH1lyk4O4MJNrBaqoQSBzq67MHTxy1DYokBlhouiPxIeBDeaK6ItWMOYKGdcW2RP4ATr7QBgUYbHfGLg6IHag7K1EFKdawHlSQNw4SRXnbFOypaTz+G8B8Vp79NFWXP4MZPAhy6iBav1uSoG+ML7tHQkbb6dZj9gW47wy+zE04WpFkibQsNdGDE2y5S5iljemstLVCPt4AulM/4xTQkdz8+f8A+kMIkDiTiPUSpuABwXNC/N3vMcSVGsv+ICSW1ASQKjmIFgBMYIqu18mhs6XGOME8SVmV3ahpbaFyL1J+RfSHRN0JNgvooHiBO+IhmLAAMEBRWxVgqExVO1XsqWISfdUktEOPFNbJ2QSwEIDuE5I1LilqXZ8ZCEpOF0BGGaQIkSopUp5+GsIaJlbXQ38dp99D+CqDpAlUaKiK//5RfjqEKnlt3Kkl4t58zly8L6/Ul/4JIX/RP7fAuFH5JhEfV3KtXv5J3+7YQnOKvGQNSApPwHUZy+N1bAKR8+QDkwQFWUdI9PXCStMWrq6hXyioQATJn5GfIeuqH6RJya5R6oO84XkUhw+k0QXoKkzHHlSeRWeQi3J/QSawKg8HQdYY1TOzOHoRfg9MY9DrIHWsiWhHuu1O3jZOESah/ykBDuQo9auVwGXgcpbvJ+CyBudeo+ijDcmr4I4sgG8zVd03HPZAiqJsruy5xhHxIXD+pSDmhLjI3Qf6hXLc+NFcw7bQnCIkiCoFCLUDBGlRZwHKKpGIun57y9bnWJp8vN8mZgp24eZtO3/9BtWTS47EQUIrqHiyfPyggJQ2jiGCiwgu23ZA/Wso+zNb2qgAK09Xwv7SNVEWFYpRKhT+VbmmyrXSARqKuFVmsaoeNbLLFJATXrDpn3rUSpzT7zxuAqUSYO2HAO5HeW8jqmBe+xS5HKW4d+AgUXOUDGEW6yuGeGxTjH5A3Qdz5vEB0evD+20fPbIuhAA4TpaGjAM5vu/fIZcgZAuNFD3vQB8ccInLcyhPv/6zTpowSmHD3OqmnT1zmbw61IrcEI0pUygRptC8dpubADnaLTeBTlHAcZtiPAFbGXFtH6iyoJ70CSJPDqg4bJjQN5Yt3AMisKiUlpahoJqtPAaCMCJCqbIv/r/4wTkrkbcZ/Mx9Vh3L4+eAVPpb55oRwjNT6KkdYMlv6UAsYlicVBDbIZxSIZSfZ2M1/dqqfvRG7YN0QYA8B7yjR+DjQUKI4+YAQfAVfWg8wXFdpmvDtdDoEzseiIoPHk3ugCK6ew4TN/JiBw1KP0TDZmhzy/bMY0ftpddvQ+0s4NH2TVC+flhmG+VeZYGNuFu/HiQrSuZ1EsAoUawl2zFCHcPUXtVwJFSlMjCct9LqLtk8gouMRcvnFFMTl8hQCMxlCEOeP5D4Jz96zx45PGpH2IE1SdCyBZfpp2ylOy4QTmmBzDnJUVLE6lvBxLHxEX4UNEcKeBmdAgLgGDUHp3MBX2T/apr6o3cu8+bvB0j74HBw7f41Id9Coy9QxvgIsKF+vVRNhQOihvWVul25SQAPsZPCn4nj1SOF7Od+/itWIDwv9vdQOEpbCasunLFB6GNLa100b85rzopxzqA7RuAsVc1sSOZzTr/reGVum2AiVfSyyhB/WmsiM7iO6VzfT0tnUeJahp3lFcW8Pc+vCD1/ecvegQB6D03YLCVJi+RcXoLTrkMMfSBQMFYJkqLZh1ioFCeAuEOGURwugHOFi0gNM9ArHH+fA3QNVzBe7UKrlIVPxHWJruMmzvlLDwvZIs8991z4q0M+9O5l/3EQCM0p/3Hd3L3740DgLlI+DrR+QtfeRcpPCNAfp5u7SPk40PoJXXsXKT8hQH+cbu4i5eNA6yd07V2k/IQA/XG6uYuUjwOtn9C1d5HyEwL03W7+fw6B/xcK7+BeJBGx5gAAAABJRU5ErkJggg==)
Collaborators: Dr. Fiorenza Micheli, Dr. Salvador Lluch-Cota, Dr. Bonnie McCay, Dr. Chris Costello, Dr. Jim Wilson, Dr. Laura Gonzalez, Dr. Tim Keitt, Dr. Sergio Guzman-del-Proo, Dr. Elisa Serviere, Dr. German Ponce-Diaz, Dr. Alison Haupt, Dr. Geoff Shester, Dr. Wendy Weisman
Despite the overwhelming social and economic importance of small-scale fisheries, and the widespread degradation of the associated marine resources and ecosystems, these systems are poorly understood. Community-based management, co-management, and market incentives can all foster long-term stewardship and ecosystem protection, but their applicability and success to date has varied. Beginning in the 1930’s, the nearshore fisheries of Baja California were organized into local cooperatives, which were granted exclusive fishing rights on local stocks, including abalone, lobsters, oysters, clams, and shrimp. Cooperatives throughout the coast operate under different permits that give them greater or lesser degrees of control over their local resources, and vary broadly in their ecological setting and in the success and sustainability of their main fisheries (primarily for lobster and abalone). Our objective is to develop an integrated framework for addressing environmental and socioeconomic processes underlying the varying success of the small-scale fisheries of Baja California. Through my involvement in these multi-disciplinary research program studying the complex biophysical and socioeconomic feedbacks within management and conservation, I hope to be able to make significant contributions to better integrating ecological understanding into conservation of marine seascapes and associated assemblages.
Geographic variation in demography of a temperate-reef snail: importance of multiple life-history traits![](data:image/png;base64,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)
Collaborators: Dr. Fiorenza Micheli
Individual- and population-level performance may reflect trade-offs between energy allocation to different key demographic processes, such as growth and reproduction, which can, in turn, be influenced by local biotic and abiotic conditions. We explored geographic variation in demographic rates of an exploited benthic species, the wavy-turban snail Megastraea undosa, along the Pacific coast of Baja California, Mexico.
We compared key life-history traits (i.e. fecundity, size at maturity, growth, and survivorship) of populations existing between 20 and 170 km apart under different conditions of ocean temperature and food availability. Trade-offs between growth and reproduction were evident across this environmental gradient, with higher growth rates in warmer locations leading to lower size-specific investment in gonad production. Because later onset of reproduction in populations from warmer areas was compensated by greater fecundity at larger sizes, geographic variation in life-history strategies resulted in similar age-specific reproductive output among different populations. However, we observed that, while there is substantial variation in demographic rates of the study species, harvest management is applied uniformly, and this results in southern populations achieving lower reproductive output before they reach a legally harvestable size. Our results highlight the importance of considering geographic variation in multiple life-history traits when managing across a mosaic of land- and seascapes characterized by varying environmental conditions.