Importance & Scope:
Regulatory Affairs is a profession which developed from the desire of governments to protect public health by controlling the safety and efficacy of products in areas including pharmaceuticals, veterinary medicines, medical devices, cosmetics.
Regulatory Affairs importance is to provide the strategic regulatory framework for the submission, to advise on procedures and formats, to collect, evaluate and compile the scientific data and information on the product. Conference share knowledge to the Pharma Industry Professionals, Professors and Students. Both Pharma companies and Bulk drug industries can be involved.
The regulation of medical products has been expanding since early 20th century. Regulatory agencies are being established in an ever increasing number of countries across the globe. Those that have established are reorganizing their systems and attempting to harmonize with organizations of other countries. The pharmaceutical, biotechnology and medical devices are among the most highly regulated industries in the world.
Source: Reference4
Why Florida?
After years of aggressive, coordinated effort, Florida has firmly established itself as a true hub for the Pharma industries. Today, Florida is home to some of the nation's most highly regarded research centers; over 1,000 biotech, pharmaceutical and medical devices companies; industry leaders - including Actavis, Arthrex, Bristol Meyers Squibb, Johnson & Johnson, Medtronic, Noven, and Steripak.
Florida’s 200+ pharmaceutical and medicine manufacturing companies specialize in the development and manufacture of novel treatments, generics, nutraceuticals and OTC drugs. They employ nearly 4,500 researchers, engineers, technicians and workers.
Florida boasts the 2 largest medical device manufacturing industry in the U.S. Nearly 19,000 Floridians work in this industry, with a majority of companies located along the I-4 Corridor in Central Florida, the Jacksonville area, and in South Florida. Florida is home to more than 250 biotech companies and world renowned R&D institutes specializing in therapeutics, diagnostics, industrial/ag biotech and other areas. Florida has the science, talent, and support structure biotechs need to succeed.
Source: Reference1
Conference Highlights:
- Regulatory Affairs for Healthcare Products
- Regulatory Requirements for Pharmaceuticals
- Novel Strategies for Growth in the Pharma and Regulatory Environment
- Biologics and Other Special Categories
- Best Industry Practices
- Intellectual Property Management
- Marketing authorizations, Advertising and marketing practices
- Drug Designing & Development
- Requirements for Medical Devices
Why to attend???
A deep understanding of legal, ethical and policy context is required to effectively navigate through today's regulatory environment. The Florida focuses in pharmacy with concentration in Pharmaceutical Outcomes & Policy to enable regulatory professionals, as well as health systems and insurance administrators, pharmacists, and lawyers to effectively create, manufacture and deliver pharmaceuticals that are safe for patient use and meet the policy and laws in place.
Major Associations in Florida
- Florida Society of Health-System Pharmacists
- Central Florida Pharmacy Association
- FPA - Florida Pharmacy Association
- Escambia County Pharmacy Association
- National Alliance of State Pharmacy Associations
- Dade County Pharmacy Association
- The Asia-Pacific Professional Services Marketing Association (APSMA)
- Association of Internet Marketing and Sales (AIMS)-Canada
Major Associations in USA
- Regulatory Affairs Professionals Society
- Regulatory Affairs-American Chemical Society
- TOPRA-The Organization for Professionals in Regulatory Affairs
- Orange County Regulatory Affairs Discussion Group (OCRA)
- The Canadian Association of Professionals in Regulatory Affairs (CAPRA)
- AAPS Regulatory Affairs
- American Bakers Association
- American Association of meat processors
- American Herbal Products Association (AHPA)
Statistical Analysis of Associations
![](data:image/png;base64,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)
Figure 1: Statistical Analysis of Associations in Florida, USA and World wide
Target Audience:
Directors/Managers & Business Intelligence Experts, Departmental Managers, Vice Presidents/ Directors, Pharmaceutical Scientist, Scientist, Policy Analyst, Pharmaceutical Companies, Bulk drug Industries, Pharmaceutical regulatory agencies, Professors and Students from Academia in the study of Pharmaceutical regulatory affairs.
Top Universities in Florida:
- Nova Southeastern University - College of Pharmacy
- University of Florida College of Pharmacy
- University of South Florida - College of Pharmacy
- Lake Erie College of Pharmacy
- Palm Beach Atlantic University - School of Pharmacy
![](data:image/png;base64,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)
Figure 2: Statistical Analysis of universities in Florida, USA and World wide
Companies Associated with Regulatory Affairs
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAmUAAAFWCAIAAACn633uAAAgAElEQVR4nO29+XcU17nvvaslJfc/yX9w/4T3DajVLcCYE8fG4Ngg4dxz3pW7chyjoQf1pAHMOvZxGGyDmYxvco4ZTLDQgOITC+w4MeZmHWLHSGpJ2AxGA4NRd9Xez/vDo97aqm6JVkstCer7WbVa1VW7JnVVferZUwkCAAAAwKMQK70DAAAAwGPAtC8dx3GNKKX0OAAAAPBko5TSnwWZiS9t2yYiKSU0CQAAwGtIKfWnUsr8yggz3VtvvZVKpZLJZDKZjMViCQAAAMAbJJPJVCoVi8WSyWQ8Hu/o6Ni7d68p1GlfKqWUUvF4nIiy2awpUQAAAOCJR5dCcpaslDIajZrZs8JMmkgkdK7ssu8qAAAAsGKwLG3b1oWS7e3thX1JRBxf2raNUkwAAABew4wVHcdpaWkx587kxxJRIpEwl0GUCQAAwCNo5emYMplMFogveVIymcxvWAIAAAB4BHaflFIplUwmzVmz8mNdLp0H08PmIvl1cF3edaUno2TV/GqOcJFqkTsGAAAAlEC+ZXSeK1OiLymnMXMzLGSe4jiOlJItmM1mHccx16ztaC5Cs3OAWb0umwIAAADloFy+NGU5NTVlbswVULoUWNCOSqlMJpM/3aza69ooAAAAsISUMb4kIlfUSLPjxWw2qw3K4aae5RrPX7PO1NUZvMiPBQAAUD7K6EtXUaXpThZkwV3RmbQ6vY4a+auOVk2Pon0LAACAslIuX7oq9ZgjLrHpr2zK/Mo+OpPWVfZJRj2lYnYJAAAAKJkyxpdXr1595513/H6/EEIIcejQoW+//VZvUik1Njb21ltvCSEsy2psbBweHuYF2X/j4+P79u0TQlRUVOzcuXNoaMhc+b179958883Kykqfz/fKK68MDg4WPBgAAABgSSijL7dv33758mXexmeffSaECAaDY2NjlIsLa2pqtm/ffvfuXSllfX39mjVr7t27pwPHQCCwY8eOiYkJItq2bdu6det4Waampqa+vn58fFwp9ctf/tLv94+Pjy/04AEAAIAiKaMvXbVYm5ubhRA6TLx06ZIQore3l3fiwoULQoizZ8/y3IsXLwohenp6zLmnT5/mrV+6dMnn83V3d/PXrq4uc9n598fVGLTIYwEAgEWib4l/+ctf6uvrfT7fjh07OG+MiK5evVpfXy+E2LZt25dffklESinOfrMsi3PaeCWXL1/mlC+99NL169dRILUYFmSE8taPNUsxt2/f7vP5bty4wbPa2tqEEPpcGRgY8Pl8HR0dROQ4zq5duyzL0nIdGBgQQuzatYvXxnOvXbvGiYeHh4UQ7e3tj9wfs0Zu8UcBAACLhF/rpJSybbu5uXliYsJxnL1799bW1vLtKBAIfPXVV0T0j3/8o7q6mpcSQqTTad1wjlfS0NDAGW/79+8PBoMrdURPDGY7Rv0GkrlSuqYsjS/NZPfu3Tt69KjP5zt27JieaFmWz+cbGRnhhpUjIyP8JDW9VSGEEFyimclkbty4wVO4zi2Pj4yMsInT6TQvO/++ueaaDToBAKB8FKyZqJTq6uriqNFxnPr6+oGBAaVUOp2uq6vj+xXf6PJXyHP7+vr4rrgcx/AkUrAFYzHpNUvjSz4/RI6Kioq9e/dOTk5y4xDHcbTzOD3HiPq35yyIdDrNX/VcTuzz+bRNpZSDg4M+n8/n8xXpS5xeAIDlxAxZzGhm165d+/btY4/evHmzoaHhs88+e/vtt+/evcuhJN/rhBCNjY03b97U0Y+UMpvNvvbaawcOHFiJA3qicPUKsALxpYu//vWvgUDA7/d/8803vAafz1dZWTk0NMRnwNDQkGlEM74kosHBQc7BJyNPn3NrlVJDQ0OVlZV62bl47733WlpaYrFYPB6Px+OpVCqVSq3EO7oBAN6itbU1mUwmEgn+jMfjiURix44dP/nJTxoaGnj6r371qzVr1rz44os/+clP/tf/+l+pVCqZTMZisWQy2dDQsGnTpv/5P/9nMplsbW1taWlJpVL/8i//8pOf/OQ3v/lNa2vryh7d40skEkkmk6lUKh6Pt7S0RKPR3bt3HzlyZC6JlDc/1mwx+X//7//lomztPCHE119/zQlcEaTpS9u2R0dHeQo/iPG4Lt10xaZFHqdt26lUqphjAQCAxaCbjFMuV/by5cuWZXG9HiYQCHCdjH/84x9+v1/fQnnko48+qqys1PHlF198IYS4fPlykRmJYB7MgHL+qi1ljC85P0HDESSXUHKdHdOI6XTasqzdu3fz+tva2jg/lpfl+j579uzhU42XZV/ats2+fO211+bZGT6rTCj3+msAAFgeuEDq8uXLbDs90bbtYDDY39+vlLp06dK6dev0jZtvVrt37+Zbs+M4V65cEUJ88cUXnAD1YxeJq4rsguKupYwvGf7h//u//5v7JeBZp06dsiyrv7+f0/T09AghLl68yF8//PBDIcSlS5eIyLbtCxcuWJal5548eVII8emnn/KJ0t3dLYTQq5p/r3SvewRfAgCWC9NqHDlwrhiHEEqpL774oq6uzufzvfTSS1evXuWJjY2NnHLfvn2Uu68KIXw+n17DCh3Qk0CR1WLz02uWzJd1dXV/+ctfiEhKOTw8vGPHDiEEV5gmosnJybVr19bX19+9e3dsbCwQCFRXV+ui7PHx8WAwuH379jt37kxOTnLZp1bd5OSk7utgbGysurq6traWFv6c5TpUAAAAYC7KmB97+fJlzjjlZ6g333wznU7rF14S0fDwcENDgxCisrJy3759d+/eJaN60sjISGNjIz9Gvfnmm5OTk2akPDAwEA6H+Tlr3759pXXuA18CAAAokjL6UrexnadE2swd1W8m0bPMSkNm4OwqCadcK+Aid0wDXwIAACiSMvrSzBE2vcgdBUgp9UjB/cjHbBmjHZy/leKBLwEAABRJuXxp+kxXlDU7U3ClNFVKRqVePctcXPcslR9oLgj4EgAAQJGUt7+CfNXl9wiVvxN6okuiJq6XSHPoifgSAABAmSivL9lqHA6apZicieqKC23bNoswOT0Hmo7j8Kq0RM1VzXMw8wNfAgAAKJIytidRs98Eokd0aFiwD2LGnGjbtmtVBVOivg8AYLXhENlEmfIPU0RTRBkimyh3o0Q/BktMeePLVQ58CQBYJIpIERFJIuk4WR7hQRE9JJokmijnMEZ0h+g20W2iMaIJoineJZXVu5HbQ7Ao4EsAACgRNcuX9rSfpE3KISWnbBpT9FLTv29tfmdz89HyDc80vvtc6OhzoaNbQu/UNf3bA6IfsrO0rY2+sv+uxx34EgAASiTfl9MVDxWRIlvRXaIXmvb/LPy7jeEz5RueiZ7d2PD7n0dOPtf83vbmt+8T2Xk7aQS+oETgSwAAKJ3Z+bHOTLUMRQ7RzQxtbX5rY/hMMNIdjPSW47M20r0x2vN0+Py6xjM/D53asvPgrSzZREpO71nuli2hzEUCXwIAwAIx4ko1S0hERI6jpCSSZBNNEr0QObQxfDYY6Q1G+srz2VfT3BcMXQiGu/4pcnZr8/EJogyRlDN7lts9yHJRwJcAALBA5vBlru34dJqHNk0SbWnWvizT0Lc+3u8P9dXG+gKNJ1+Ivv890QM525WQ5VIAXwIAwAKZ35dEUxmbFGWIJoieaz6Yy48tyxCIdv+/TZ018b5gS/eGyOnnmt8d01VkiWZnw0pyxZxgIcCXAACwQNQsT05Lkqa7UnEkKSIl6QdJE0Q/b3x7Q+R0INoVjHaV57M7mOz7abizNt61Ifqfzza9w74kIrPWrpblk3MHX3bgSwAAWCD5vjRyO/VMji83hw5viJzxt3QHot1l+vS3dPtbuoLRcxsj//l889tcfpmTpZ2/b6A04EsAAFggKt88Ujfi0DOniMZyvgxEu8s59Aai3bWRzqcj/7ml6eAk74oiUvDlUgJfAgBASRTty42R07WRrrIN3cHwx8Hwx7WR7qfDp7c0HjF86a7mA18uBvgSAABKwt260TbLCE1fPh06UxvpLtcQ7g2G/ysY/q/acO/TobNbGo9OEtkzEbC7TuyTcwdfduBLAAAoiVn1Y2d8qWfOxJdlbk8SDP9XMPwx+/L5xqPT5ZfuTGM0Jlks8CUAAJREYV/OlBQa9X3OBqK95RoifdxrQW2ke2P4zHNNR2a3J9FIInerTLAg4EsAAFgYZtiWG3fXrKEZXx4qa/tLboIZiE7Xj302dPAO0UMix91trCQlUYC5GOBLAABYGFo6+f2tm8lmfBk5HYx2lW8IRLsCLZ2FfGnKsmC1XrAA4EsAACgNqWbelpVfXXYmP3a54svOje7+fYx4F6ZcNPAlAACURnG+bD66LL7sro10bQyfeb7pyBhRZrYvlbF7T84dfNmBLwEAoDTgS28BXwIAQGnAl94CvgQAgNKAL70FfAkAAKUBX3oL+BIAAEoDvvQW8CUAAJQGfOktyuVLncxxHB53HEdPz1+JUkpKSUT8WTAlr4E/iSibzfKIXkSPFAl8CQBYBPCltyhjfKkVSIbklFJ6XErJ41JKTmnbtl5cSqm3pdXoGtcpi9wlF/AlAGARwJfeorz5sWaMaLowk8nkJy7oVB2emmm0IDOZjN6EK2UxwJcAgEUAX3qLMvry66+/3rdvn9/vF0LU19dfuHBBW5CIpJRr1qzx+XxCCP4UYmZbjuNMTk7u3bvXsiwhRENDw8jISDab1Zm6ExMTe/furaqq8vl8TU1NQ0NDCzrsgocKAAALAb70FuXypW3b//zP/3zlyhUimpycDIVCQogPP/yQjECzoqKCHWl6VI/X1NRs3759fHyciOrq6qqrqx88eEC5fNpgMFhfXz8xMaGU+sUvfrFu3bqxsTGUXwIAlhH40luUt/xSlzX+/e9/F0L4/X7+ysrk2JGnyBz89U9/+pNlWT09Pby57u5un8/3wQcf8IKXLl0SQnR3d3P6np4ey7LOnj2L/FgAwDICX3qLMvqSZcbFisPDw5WVlWxHXoOUUghhWRbNLtpkdu/eLYQYGRnhlMPDw0KIPXv2EFEmk3nttdcsy9JzR0ZGhBCtra3FHvQchwoAAAsBvvQW5fIly1Kr8R//+IcQ4uWXX9aL27bNJZcsS7MyLREJIaqqqgYGBpRSrFszGOXCzsHBQf46NDRkWZbP5yv2oOc4VAAAWAjwpbdYjv4KlFKtra1CiN7eXnNxViBTV1d34cKFma0KYVnW8PAwGfElB6OO4/h8PsuyuI6Pji/N6kJzHadZU9dxnFQqtdBjAQCAHG5f8u1NSqmUQzlfPtd0ZBl8WRPpeip+YV3jBy+Ej8OXC6Jg08e5UrqmLJkvdS5rOp2uqqpas2aNnsXtSfSejYyMNDY2+ny+U6dOcZEn2zGdTvNhjI6Oal9SLr68fv06r4F9+cj48tChQ4lEIpFIJJPJWCyWSqVisVgCAAAWTCqRSCQSsXgyFk8m4olUIpFIxhOtre2RSCSVSsXjLclkMpLa86+pd5YhvlwXv1AT6fI3ndsUPbs1dOxXiXda2t6IxlqSiVgiEUskEvFEKhlP8W7Hkyv5j1tVxGKxZI54PB6JRNrb2w8fPjyXRMrlS93wY3x8/Kc//akQ4uuvv+bpZr6rbk959epVIUQwGJzeqhA6giSia9euCSEqKirMuQMDA7yGwcHByspKy7LmqR/raspS8FABAGAhuONLvrUopYikbdv37WXKj60OdXJ8qfNjHziILx+NLjHUXpu/kUV5+8NTSjU3N1dUVHR2dhbcmNYYl0EKIXh329vbhRDpdJo7Irh+/boQor29nWsPdXR06NpASqnR0VGfz9fW1jb/LuX3IpRMJos5FgAAKESB/Fg1zUx+7PLEl9WhznXR7qdCp59vOnKHKEMkScGXRWL2wzpPlmwZ82Mdx9m7d29lZeXrr7/OU3TVHsdxtLRYgX/729+EEOFwmBOcPHmyoqKiv7+fN9fT01NVVfXJJ5/wIidPnhRCXLp0iZ8Luru7hRD9/f2P3CVXV0GILwEAi6BwfR/HcYhkNpudIpog+nnDu+X25Zqmc8GWnvUtPU+FTm9pPor4snjMdoyP7CSujL48c+aMz+fbuXMnf2VB6j0LhULcmwERff31136/v6am5ttvv+U0d+/era6urqurm5iYuH///tq1a6urqynX5ezk5GRNTU1dXd2dO3cePHgQDAa5Zef8zwVmh+88kkqlFAAALBiOIx1JjiQlFSmlSCrbns7ZM+PLLeHj5fZlbax3XfxCMHx+XeMHW5qPcnyZdWxSjlKOUkoqIjkd/kqa57i8RUFTzJMlm7/IkuXHcimjyIOIbNvu7e3lTn8sy1q7du2JEydu3rxpHkM6nd65cyf3AXTgwIG7d++aezw0NBQOh3mFb7zxxt27dx+5Y/k1oKLRaDHHAgAAhSgQX+YKfTJE9MCh8WXJj62JdK1pOlcb6Xom/tHmxsO3UT+2OMxsTt27zjwqKZcv8zdjLqiMPGJXZwVqdrmr6yVfrmadJe8GZ+QiPxYAsAjm9CWRVEotW3uSYEtPbaw3GD6v82PhyyLJN9oKxJePBfAlAGARoL8CbwFfAgBAacCX3gK+BACA0oAvvQV8CQAApQFfegv4EgAASgO+9BbwJQAAlAZ86S3gSwAAKA340lvAlwAAUBrwpbeALwEAoDTgS28BXwIAQGnAl94CvgQAgNKAL70FfAkAAKUBX3oL+BIAAEoDvvQW8CUAAJQGfOkt4EsAACgN+NJbwJcAAFAa8KW3gC8BAKA04EtvAV8CAEBpwJfeAr4EAIDSgC+9BXwJAAClAV96C/gSAABKA770FvAlAACUBnzpLeBLAAAoDfjSW8CXAABQGvClt4AvAQCgNOBLbwFfAgBAacCX3gK+BACA0oAvvQV8CQAApQFfegv4EgAASgO+9BbwJQAAlAZ86S3gSwAAKA340lvAlwAAUBrwpbcooy+vXr26b9++2tpaIUR9fX1XV5crwdjY2L59+3w+nxCiqalpYGDAXPnY2NiBAweEED6fb+fOnQMDA3qPlVITExN62cbGxnQ67ThOMUfLm5BSKqXgSwDAIijgSynl9Cyl2JfPNR0pty+DLT21sd5g+PxTodNbmo/Cl8WTb7TcL1hU4iXzZV1d3V//+lcimpiYaG5uFkJ8+OGHRMRiU0oFg8GXX375+++/58TBYHB8fFwnCAQCdXV1Y2NjPNfv909MTNi2zSv3+/11dXUTExOO4+zYsSMYDN67d29+Zer/gk4WjUaLPBYAAMhjTl/adoaIHjg0vizxZU2ka03TudpI1zPxjzY3Hr4NXxaHForjONlslsfncVy5fMlO0ma6evWqEGLt2rV6q3/605+EEN3d3Tylu7tbCHHu3DmlVCaT+fOf/yyE6Onp0XN9Pt/JkyeJKJvN/vnPf/b5fHrZrq4uIcSpU6fm2R+llPa0npJKpRQAACwYzqxyJDmSlFSklCKpbFsqpYhIKYdy+bFbwsfL7cvaWO+6+IVg+Py6xg+2NB+9Q5Qhyjo2KUcpRyklFZEk3m1JK/h/W10UNMXKxJcql/NJRENDQ5WVlT6fT0/Zs2ePEGJ0dJRTptNpy7JSqRQv29bWJoQYHh7mlQwPDwshOjo6ePHW1lbLsjiH1nGcdDr9ox/9KB6PF7lLjOM4yI8FACyCwuWXjuMQyWw2O0U0QfTzhnfL7cs1TeeCLT3rW3p0fuwDB/FlUUgpzazH+QVXLl8qo5hQKfX1118LIerq6nh6JpPhgslvvvmG0w8PD1uWZVkWR4FCCMuyrl27pn3JRZWcmFMODQ3xhkZGRoQQP/7xj+ffN/1/0TF4Mpks5lgAAKAQbl/m4k5lxpfLkB+7Ln6hOtS5Ltr9VOj0801HOL6UpODLItHKVLmcyIKUMb5kWfJ4e3t7VVWVWeWnoqKCI0hOyRGkEILPNZ/PZ1kWR59ENDAwIISoqqoiIsdxLMsSQrAviejatWs8ZZ442vwX6GSILwEAi8DtS761KKWIpG3b9+1l8mV1qLMm0vVU/IKuH4v4shjMuI6nzCMRKmt8ySkdx7l27VpFRUVNTQ3vChersh1HRkY4BGZf6gxbnjs8PMyLDAwMVFVVCSF09Onz+dLpNK+f40tedh4OHTqUSCQSiUQymYzFYqlUKhaLJQAAYMGkEolEIhGLJ2PxZCKeSCUSiWQ80draHolEUqlUPN6STCYjqT3/mnpneeLLmkiXv+ncpujZraFjv0q809L2RjTWkkzEEolYIpGIJ1LJeIp3O55cyX/cqiIWiyVzxOPxSCTS3t5++PDh5fYl4zjOxMTEunXrhBD//d//rbfnOA7nr7LziCidTuv4knL5sTqC5Lkum46MjPDckZERji/n2RM1XQivKJcf6ziOLi4FAICFUyA/lqbjlZn82GVoTxKIdnN8ua7xgxfCx9GeZEGYdXzmb2RRXl8qpbglSU9Pj94Ps76P9iXHl7t37+a5HR0deq6UkiPI1tZWXmd7e7su+5RSDg4OVlRUdHR0LGjf8g8VAAAWAvor8BblzY995513hBD79u3Ln3XmzBkhxKVLl3jihQsXhBD9/f28/lOnTlmW9emnn/Lcjz76SAjx2WefEZGUkpf985//zF/7+vr03AUBXwIAFgF86S3K6MsPP/xQCBEKhfREKaWOMsfHx7lHghs3bkxOTgYCAbN15vj4eG1t7QsvvDAxMTE2NhYMBqurqylX9jk+Pv7Tn/50x44d4+PjvJ5gMKhbmxYPfAkAWATwpbcoY34s14DlkkUTnWBwcDAcDldUVPh8vn379k1OThKR4zhcW2l4eDgUCvEaDh48yB39UK708dtvv21sbORC0AMHDkxMTCzwwAscKgAALAT40luUMb60bdvsssDcnl4JB4Wc0lyz2QhGKZXNZvVcXWPIbGfqalhZJPAlAGARwJfeorz1fTTsRS1FFlu+3tiClPMfK9NsSTqXEbPZ7EJlSfAlAGBRwJfeoly+1P3H6vSu7ls1BXu51QGly5FsXN28lD+npqbMTRQPfAkAWATwpbcoe/+xZPSe4MpTNQNHV3qanYtrVhQyJ5orLCHwhS8BAIsAvvQWy5QfuzqBLwEAiwC+9BbwJQAAlAZ86S3gSwAAKA340lvAlwAAUBrwpbeALwEAoDTgS28BXwIAQGnAl94CvgQAgNKAL70FfAkAAKUBX3oL+BIAAEoDvvQW8CUAAJQGfOkt4EsAACgN+NJbwJcAAFAa8KW3gC8BAKA04EtvAV8CAEBpwJfeAr4EAIDSgC+9BXwJAAClAV96C/gSAABKA770FvAlAACUBnzpLeBLAAAoDfjSW8CXAABQGvClt4AvAQCgNOBLbwFfAgBAacCX3gK+BACA0oAvvQV8CQAApQFfeoty+dJxHE7Jn47j6O2Z081PRkrJn7wIf9WzeKJt2/Oss3jgSwDAIoAvvUUZ40ud0hSb/tQidBxHO5KnZDIZl/9YkEw2m3VNcW2leOBLAMAigC+9Rbl8qZRipbHe9EQdd2q9aU2qHDq9y6OumJVnZTIZHrdtG/ElAGAZgS+9RXnLL7XezOBPa09KqUdMrWrzueJLFievyiVXM0HxwJcAgEUAX3qLcvmS1WUGlDyFxWYGiGRoVStQZ9IW3JwWKq/ctc7igS8BAIsAvvQWZY8vu7u7KysrKyoqpqam9EReydq1a30+nxBCCGFZVmVlpZRSa/LevXsHDhzgWQ0NDdeuXTMzcu/du/fb3/7WsiwhRFNT09DQ0IIPHb4EACwK+NJblNGXQ0NDO3bsEDnyN8yy1FN0ni2P+P3+bdu2jY+PE9H27dtra2vv3bunE/v9/rq6unv37kkpf/nLX/r9/snJSZRfAgCWEfjSW5Sxvo9lWcePH79165YQwufz6bBSF1uyR80V6jT9/f1CiAsXLvDECxcuCCFOnjzJcy9evCiE6O3t5aW6u7uFEB9++OHCDh2+BAAsCvjSWyxHfR9XfKkLMnV8aRZw8nhbW5sQYmRkhFOm02nLstrb23luR0eHECKdTnP64eFhy7La2tqKOU5z/+PxePHHAgAAsyngy9zdzKZl9+W6aPem6NnNjYfvEGWIbOnAl/NjeqGYFonL7Utdu5WnV1RUuNLzfnNIOjAwwOkHBga4qJKIbNvmBdPptJ4rhKiqqnrkAeut8wh8CQBYBIV9ads2W+qhogmiZ3YeWgZf+sPnayNdG5pPcXz5wEF8WSwF8zgfmZIpe3ypuxrg6ZWVlUKIbdu2dXZ2zmxVCMuyBgcHeSUjIyN6JUopXoTjSyLSc+c/zvzGJ8iPBQAsArcv9R3IcbKO4yxbfFkT6Qq29GxM9G0Mn9nSfPR7ogzRVDYDXxaDq7njPClXwJdkFGHy+Ojo6M6dO3/0ox+dPHmSl2Jfcn6sUmpwcNA0Io+Pjo6y+YaHhwtWKXJx/PjxZDIZi8VaW1sTiUQqlYrFYgkAAFgwqUQikUjE4slYPJmIJ1KJRCIZTySTrc3Nze3t7alUoq2trSHa9mr7u8vgy9pYb3Wos7rxD5uiZ59rePd/Jw9GW19PtbUmE7FEIpZIJOKJVDKe4t2OJ1fyH7eqiEQiyWQylUrF4/GWlpZoNLp79+4jR47MbzSTRLnzY10C58jvm2++EUIEg8HprQrBESQXag4MDFRUVFRWVrIg9VwiklKm02meMk9/BZwHywl0y5ZkMln8sQAAwGwK1/dxHIdI2rY9RTRB9FzTkWXIj60OdT4Vv/BU6PTW0LExoimirGMjviwGM37LZrPzhJgrE1/ydLOfgaGhIV39x3Gcjo6O//E//sfAwACnHxoaEkLs2bOHl3rttdcqKioGBgbYf6Ojoz6fr6Ojo8j9YR4+fJhKpYo/FgAAmE3h/FgppVk/9vnQsXL70h8+Xxvr3RDrDe78jxejJ74n+kGi/PLRmNmcxahtZer76EBQl2V++eWXQoidO3fy1w8++MDn8/X39/PX7u7uioqKixcv8sk8SPcAACAASURBVApPnjwphPj88895PefOnbMs69NPPzU71XOh+9Izu5mFLwEAi2DO+rFEUin1g6Rxop83vFtuX66LX6gOdQbD55+OfKjbk0hS8GUxmLVb5q8ouwLxJU9samr629/+xlOuXr1aU1Pj9/tv3brFBr179+7atWt37NgxPj4+Pj4eCAT8fr/e9Pj4eG1t7Ysvvnj37t07d+4EAoFAIFBk5ViTWCxW/LEAAMBs5vSlbWeIKEN0h2hL+Pgy1PepjfVy+8utoWO34cuicVWOLT4xs2S+ZE3qHu/0CM89f/58KBTi6YFA4MSJE7du3eJZHAum0+nGxkZuRnLgwIGJiQkdMnOby507d/LcvXv3TkxMFLlX8xwqAAAsBPRX4C3K5cv813XNVRlHSskxpZlTavZgoF+HSbPfDuZ6lTT6WwcALC/wpbcoY3ypO083M0JdrUHNcV2WyenNT51SKeV6XyaV9OZLBr4EACwC+NJblLf8Um9Av9VLTzTjTjM6tG3brA2klNLNP8w3grlsSnhfNABguYEvvUV582N19qkZHepxnpXJZCjPf/ltNOdpW5nNZhf6pmgGvgQALAL40luUPb6UUrI1zZ5jtR3zw0TtVLONpsYsv3Rl1RY8mPmBLwEAiwC+9BZl9KUZ9s1VZmnGhZxnmy8/U5mu2NTEleVbDPAlAGARwJfeoly+NE1pRpYFF8/Xqq4fa8aj+YubrwArAfgSALAI4EtvUfb82NUMfAkAWATwpbeALwEAoDTgS28BXwIAQGnAl94CvgQAgNKAL70FfAkAAKUBX3oL+BIAAEoDvvQW8CUAAJQGfOkt4EsAACgN+NJbwJcAAFAa8KW3gC8BAKA04EtvAV8CAEBpwJfeAr4EAIDSgC+9BXwJAAClAV96C/gSAABKA770FvAlAACUBnzpLeBLAAAoDfjSW8CXAABQGvClt4AvAQCgNOBLbwFfAgBAacCX3gK+BACA0oAvvQV8CQAApQFfegv4EgAASgO+9BbwJQAAlAZ86S3gSwAAKA340luU0ZdmSnPccRz9SURSSqUUJ8j/NNGLuKYopaSURe6VCXwJAFgE8KW3KJcvtcBs23aNOI6jjZjvOZ6it+L6qpTSi7MsWbdUyKaPBL4EACwC+NJblDG+tG1bStnX1yeEEGJ6PaYgJyYm9u7dy3MbGxuHhoa0U5VS4+Pj+/btsyyroqLi1VdfTafTpjXHxsYOHjzIyzY1NQ0PDxd9yHMeKgAALAT40luUy5eO46TT6fr6esuytC+1LLPZLBH5/f66urp79+5JKevq6oLB4MTEBOUi0Zqamrq6uvHxcSnljh07AoHA+Pg4x5d62cnJSSLavn17MBi8devWQg8evgQALAL40luUMb4UQrz//vvfffedEMKyLL0g67C/v18I8fHHH7NEe3p6hBB/+MMf2Ih//vOfhRA9PT28i11dXT6f79SpU7yG/v5+y7K6urqIKJPJdHd3CyE6OzsXevDwJQBgEcCX3qKM5Zc6msyPL5VSbW1tFRUVAwMDPHF4eFgI0dHRwYWa7e3tQgjOZZVSjo6OWpbV1tbGi3d0dAghRkdHOdb87rvvLMuKx+MLPHb4EgCwGOBLb1He9iRszaqqKlf5pZSSJTo6Oso7wb7UyTgkvXbtGn8dHR3lKXquEGJgYIC/DgwMCCGqqqqK37GChwoAAAsBvvQWZfSlK7501V8VQlRUVOg6Pul0WvvScRxtU97cN9984/P5fD4fr5PnjoyM8NyhoSGestBWJfAlAGARwJfeouztLzmUrKioyPelz+cbHBzkr+xLNqJSiv2XTqd5LkeflmWxXLkOEcemlPOlWUQ6187wJ6/EcZxUKlXksQAAQB5uX/IdSEqplEM5Xz7XdGQZfFkT6XoqfmFd4wcvhI/DlwvCbNk4f7vEsre/JKIf//jHOr7UXRPoGJHTDA0NWZbFOa5KKc7CHRoa4sTsS5/Px3N5PJ1O81YGBgYqKyt1Xu5cHDp0KJFIJBKJZDIZi8VSqVQsFksAAMCCSSUSiUQiFk/G4slEPJFKJBLJeKK1tT0SiaRSqXi8JZlMRlJ7/jX1zjLEl+viF2oiXf6mc5uiZ7eGjv0q8U5L2xvRWEsyEUskYolEIp5IJeMp3u14ciX/cauKWCyWzBGPxyORSHt7++HDh+eSSHl9yXY0CyYpJ/Bdu3YJIbiEUkrJ8eWuXbvM+j46P5bntrW1KaWy2ezu3buFEDo25dJNris01/6YTw3a5QnkxwIASscdX/KtRSlFJG3bvm8vU35sdaiT40udH/vAQXz5aHQmqKuHnPnTmyyNLxnO+dShodkXz6lTpyorKy9evJjJZIjowoULlmX19/fzgmfOnKmoqPjkk0/46x//+EchxGeffcZfT548KYT4/PPPs9ms4zi9vb0+n++zzz6b/1B1lV3dK0IymSz+WAAAYDYF8mPVNDP5scsTX1aHOtdFu58KnX6+6cgdogyRJAVfFonZdmOeLNky9legt6oLJs0EY2Nja9eura+vv3v37uTkZDAYXLt2rZ5769atdevWvfTSS+Pj45yytraWdes4zt27d2tqal5++WVetqamprq6mr07P65ubBFfAgAWQeH6Po7jEMlsNjtFNEH084Z3y+3LNU3ngi0961t6ngqd3tJ8FPFl8ZhNH3Vnq3NR3v4KNFyE6arFOjo62tjYyBP37t07Pj5u7tDw8HBjYyNX7Tlw4AB39EO56DCdTjc0NPCyb7311uTk5CPjaF2AqqekUikFAAALhuNIR5IjSUlFSimSyrans9DM+HJL+Hi5fVkb610XvxAMn1/X+MGW5qMcX2Ydm5SjlKOUkopIToe/kuY5Lm9R0BTzqCR/kaXxJVtNSqnfRmLuhN6ngnvGi+harOYscynXe04o183eXOTXgIpGo8UcCwAAFKJAfJl7rM8Q0QOHxpclP7Ym0rWm6VxtpOuZ+EebGw/fRv3Y4jDfAqL1MY/jyuVL166QUXjJ07XeXV/N9SsjFpxrv/WCxTS+NBMrpZAfCwBYBHP6kkgqpZatPUmwpac21hsMn9f5sfBlkeTLZQXiy8cC+BIAsAjQX4G3gC8BAKA04EtvAV8CAEBpwJfeAr4EAIDSgC+9BXwJAAClAV96C/gSAABKA770FvAlAACUBnzpLeBLAAAoDfjSW8CXAABQGvClt4AvAQCgNOBLbwFfAgBAacCX3gK+BACA0oAvvQV8CQAApQFfegv4EgAASgO+9BbwJQAAlAZ86S3gSwAAKA340lvAlwAAUBrwpbeALwEAoDTgS28BXwIAQGnAl94CvgQAgNKAL70FfAkAAKUBX3oL+BIAAEoDvvQW8CUAAJQGfOkt4EsAACgN+NJbwJcAAFAa8KW3gC8BAKA04EtvAV8CAEBpwJfeAr4EAIDSgC+9BXwJAAClAV96C/gSAABKA770FvAlAACUBnzpLeBLAAAoDfjSWyy3L6WUvFW/329ZlhBCCOHz+YQQeoeUUpOTk/v27fP5fD6fr6mpaWhoSM+VUt67d2///v28bGNjYzqdLngk+fDKeTeUUvAlAGARFPAl3+KIpFKKfflc05Fy+zLY0lMb6w2Gzz8VOr2l+Sh8WTz54sj9gkUlLnt8yWtg25k7Z+5ldXX1jh07xsbGiOjFF18MBAITExN6rt/v3759++TkJBFt3769pqZmYmLikTum1+84Do9Eo9FFHgsAwMPM6UvbzhDRA4fGlyW+rIl0rWk6Vxvpeib+0ebGw7fhy+KwbZtHHMfJZrM8Po9KVsCXUkopJYeVlAsZzbn9/f2VlZXd3d085Y9//KMQ4g9/+AMn++yzz4QQ3d3d/LWvr08IcerUKXrUcwFrUu+/UiqVSikAAFgwnFnlSHIkKalIKUVS2bZUShGRUg7l8mO3hI+X25e1sd518QvB8Pl1jR9saT56hyhDlHVsUo5SjlJKKiJJvNuSVvD/trooaIpVFF9qn3NmrLkfWu+pVEoIwXmwSqmBgYGqqqr29nYppeM4u3btMucODw9blrVr1655DtLcih53HAf5sQCARVC4/NJxHCKZzWaniCaIft7wbrl9uabpXLClZ31Lj86PfeAgviwKjt943HGc+QW33L6kXHaoEOJHP/qRlFIbVO9NRUWFEGJ0dJRLGUdGRnTmLS9YUVExOjrKXwcHB13qnQv9f9FbTCaTizwWAICHcfsyF3cqM75chvzYdfEL1aHOddHup0Knn286wvGlJAVfFolWpsrlRBZkBXzJVFZWsgWrqqp+8YtfnD9/XuVq4liW5fP5BgcHOeXw8DBn3jqOw3Mty7p27RrPHRgYEEL8+Mc/zmQy82zO/Bfofw3iSwDAInD7km8tSikiadv2fXuZfFkd6qyJdD0Vv6DrxyK+LAZlVP/kKfPnUy63L/Mj35GRkaampqqqqv/4j/+Y3qQQQoiRkRFOPDQ0JISwLIt3lyvTjoyMEFE2mx0ZGWH10qMO9dChQ4lEIpFIJJPJWCyWSqVisVgCAAAWTCqRSCQSsXgyFk8m4olUIpFIxhOtre2RSCSVSsXjLclkMpLa86+pd5YnvqyJdPmbzm2Knt0aOvarxDstbW9EYy3JRCyRiCUSiXgilYyneLfjyZX8x60qYrFYMkc8Ho9EIu3t7YcPH55LIisTX+poj9f21VdfCSFqamqmNymEZVlsRCK6fv0658HyUhxf6hYmbFMhRDHPBfzJ+bGO46RSqcUfCwDAqxTIj6XpeGUmP3YZ2pMEot0cX65r/OCF8HG0J1kQZh2feTJjafl9adZK0uODg4NmCWVbW5uu0cNzfT5fe3s7f+3o6DDnptNpIcSuXbtK2JkE8mMBAKWD/gq8xcrEl2aZqpTyyy+/tCyroaGBv546dcrn8128eJHT9PT0CCE++eQTXvDDDz8UQly6dIkznTs7OysqKj777DOz3lCRwJcAgEUAX3qLFfClUmrnzp1cYSeTyVy7ds3v9wcCgRs3bhBRNpu9f/9+dXX1tm3b7t+/PzY2Vltbu2bNGsoVed67dy8QCNTX19+9e/fOnTvr1q3z+/0cTRfTpGSeQwUAgIUAX3qLlYkvOzs7m5qauOZOTU3N+++/f+PGDbOjn9HR0Z07d3JDkf3795ud+xDR4OCgnvvWW2+Nj4/Pn+k8F/AlAGARwJfeYsXqx5JRsqpHOE9V912ge+TR9XRs23Yl1r0cEOJLAMCyAl96ixWIL3W/ASxCnZXqqjTL6FJJV/GkK6Dkr/AlAGAZgS+9xQrUjzVHXH26crDI2stms67GpJlMRouW0zuOkx+kFg98CQBYBPClt1gZX7rqx+rp+QGiGYmaE109wbo8WiTwJQBgEcCX3mLF+sNbDcCXYJkxs1WIiBtHcWNizly5devWzp07KysrX3rppVu3bnH6q1ev1tXVCSG2bdt25cqVhZY7gLIBX3oL+BKAZUVnpTQ1NXHPVqOjo2xQx3EaGxuvXLmilOrt7d23bx8vsnbt2m+++YaIvv766+rq6hXceTAb+NJbwJcALB+6PEJfR0KIdDpNuRpt3MsVz+UeIh3Hqa+vT6fTjuMMDg7W19c/SdfgYw586S3gSwCWD7ORMY/4fL7h4WEedxwnEAhcu3ZNSnnjxg0hBF9ut2/fbmpq6u/vf+utt8bGxlZkz0Eh4EtvAV8CsNzoeuCO41iWlU6n9WX1xRdfrFmzhl+BrntUHhgY2Llz56VLl9asWfO3v/1txfYbuIEvvQV8CcDyYbYz5gxY/bKdqakpncxxnL6+vo6ODiJSSgUCgdHRUaXUV199FQwGzT46wIoCX3oL+BKAZcVsTGXbNr/MVZdr3rp1i4iGh4fXrl37xRdfcOcefr+/v79fKXXx4sW1a9eu5N6DWcCX3gK+BGBZ0WoUQvh8Pu5FWb8gvb29nTtV7u3t1YtcuXLlxRdf9Pl89fX1X3/9dWm9JYMyAF96C/hyxcjvscHVOI/fx7JSuwcAeBTwpbeAL1cG/jfqgijXf9UMIHTvRQCAVQZ86S3gyxVGq9HsO1d3H4+cNwBWMfClt4AvVwazC9yC71rRmbFP0j8cgCcL+NJbwJcrRv5/UkvU1aod+bEArErgS28BX64YjuPYtu16YYvrfdr81fXuTwDA6gC+9Bbw5cqgFTgxMREIBLgnF1bmzZs3GxsbhRAvv/zyrVu3IEsAVivwpbeAL5eQInJNVW4gIiLHcXbt2tXd3a172VZKNTU1Xb58mYguXLiwd+9enu5acFH7AMqOJGWTIpsoM/cw/9wFDVNEU0QZvXWcBssEfOkt4MulQhLZfHYq4yqa5TiVO3slKYeI6OLFT0+ePD08PCqEbzqJIh7nf3MwuE6pWQu6Vpr7JtX0bBu3y5VH2STvk3TuE31PdIdojOgO0R2iCWOYJJogGssNEwsfxnJrvk10k2hi+rY4RcrWd8minrJAicCX3gK+XCq00Ob1pTFMTEzU19dLKdPpNMeX3KREv+zw+++/5+lSSteyeevTvpTw5cqjbJI/SIfqQgefa/7ds03Hnwsde675vS3h97Y0H93SfHhL8+EtzUe3Nh3b0nTsudCx50JHNzcvYNgyPRzeHDq0OXRoc/PRZ0PHngm9vzV0wCb4cjmBL70FfLk0qLzBmRn4inL5TP72t//+1VdXiWQ6PSiEyGQe8vQvv/zipz/9f3w+kUolKiosyltQX6V6EwXcDFYUKeUDok07j24In9vYcnZD5MyGyNn14dMbI6c3Rk5ujJzcGDn9dOjM06EzGyJnNkROb4ic2Rgufji7qfnspuazT4dPPx2eXs/G8NnNzcemiEjJvBs3np/KBHzpLeDLpWO2r2YHf6Rm4s7pQViistInLCGE4PGJu+NEUpLD12F39/m2jlYp7fxlC8evefsAVgRFZBN9L+ln0ZM1kS5/6KNgtKs21hsId9VGOmuj54LRc8Fo5/pwV22kKxjtDLR05m58vcV99taG+2rDfbWRbh7Wh7trI93PhH73wLUfinK59KAcwJfeAr5cInQRY6GMU1dCHrJKKqKHdjY9MiwsYUuHI8XRG985SqavjwZqg59f/kIRZR17Tg+6Nqf3Aawciiir6C7R043vr49dCEa71sd7/c2dNaHztZGu2khnMNpZyJe9wUhfMZ+BSJ8/+rE/+rE/2uuP9gZyw89Cv79vnnfwZdmBL70FfLlEqLxM0/wsWkWUq+iatWcCxOGR60L4pn2n6PU33hTCt2atv6u7VypyjLLLWWd6vibzagOBlcJ21F2if2r+3bqW3ppwZ220x9/ctT72x9pId22kKxjtCka71oe783xZ1BCI9vqjfdUtvdUt3f4Wvlf2BqLdm8Jz+RL5sWUCvvQW8OUSYtrSJsWDnC5PMk5WHlU5yOjHx+wzVo/o5iSzV6ErxOoBlX1WC4pokujn4d8HQp3B8Pl10Z5gpLcm1F0b7q3N3eM4EzUQ7Qq0dAajXQu4P0a7OEINRs8Fo+dqI50csz4Ter9QfiwoH/Clt4AvlwZFUk0bi9WVnaWxvHJNacSCTtbOTVWkSJkR5fT1WPDWV2BbiuxcXVmwktjSuU/0T03vPxW/sC7a7W/uXB/7r0D4Qi5Plcsge2vDvYFol7+lKxDtCkS7gsV9BqPT5aA8rI908vBs6P2HREajJdwayw186S0eD1/qjZpxGE/h7m9K26ul8qUicogyKsu1YSU5ao5or+TsUlWoHqyaritrK5I2OQ5Jm+SUmi4HBSuIIrpL9LPQ74OR7kC4KxjpDUQ+zg19gUhfMDf4W7r1EIgW9RmIdq8P89C1Pty1IdS9Pty7Ptz9bPPvHtJ03sPsZyY8P5UJ+NJbPE6+ZDXq/uG0MvN7Xi2SJYwvM3Y2v3XHEuJaoZr9qXJCdYhsood2FpfEyqKI7hM9E/pdbaQrOO3LvkDk45wmp+u4BiN9pgWLHIKR7tpw3/pQH0eo60M83vds8+8fTG/d9CWy6MsHfOktHgNfurZo27ZWpvlKrJX15XSlG0XZLL+NS5k5ru6izVmhZ5GfrgWltqWU5DiKaHrTCvfGVYF8QPRs6P31kc514Y/Wh7tqw73BSK/ZAmRDqHd9uDuXv7qgoZtryU6HquGPg+GPg5G+n4X+M1ffB75cHuBLb/EY+NL1yg7XuH5PJOW9SPKRLJkvFamsTQ5R1ujoVdLMjheonlOgF4J5B9eC00hXtdisIidXIApWktm+jHTWRqYr+7Dz1oe7N4S6N4Smq8tqjxYzBCPdgWivPzfobN5c/VjOokcbkmUAvvQWj4EvyciJNd9vZVYu5Z7kFsrSxZdyujaskyEliWTm4RQZeaRGPq00+q5byPrzuvUxc30zD6eIJClJToakrbtDAyuIkR97Phjt4iaSxj1uOh81GOkNRLuLb0wy3Z6kpas61lkd6/S3dOn2l5siv7tPpKarfdlEuDWWG/jSWzweviQjylRK3b9/f//+/VVVVUKIV1999dtvv+UEC923pfWlzPxA0iGpVC4SfKhoiuhhbpgyhsW8hsJc20M1va1cJQ9HZX6AL1ccLr+cru8TcfsyEO1lX9aG2ZcLHboD0S5/S6e/pTMQ7dIe/Vl4xpdE9szzFCgX8KW3WO2+1Jmu/JW3vmbNmm3btk1OThJRfX19dXX1xMRECStfwvJLKacjP5toiugB0YScfgGF+Q6K0l5DUfCtFDPvuJD0gGiKyCZycjuzVMcFSiNX3+f3tTO+nK6qk2tqqevp9OY6ulvAYJZl5tX3kTOtmKDM8gJfeovV7kuN3u7Fixcty+rp6SEiKWVfX58Q4tSpU7RwTyxtf+sOUYboB6IJom0Ne+rCb21teGtL8+HNzcc2N7+3ufm9zc3HtjQdy71cYsHvo9jadHRL07EtTcbamg9vbXirLvzWtoY9E0Q/EGVyWbVgBeGT4S7Rs82/Wx/uCoRZltOtJ2sjXbnGlyzL3F2PPVrMp6tEM9y3PvTx+lDfs83/6fYlKC95vpyp30cq58stzYfK7EvOuuitjXRtCp1+vunIBNHUjC9nlWTjCWoxrHZf8ubMSj3t7e2WZaXTaSKybZtfhrVr165iZMlpdMc68Xh8iXZTKso6JKeIJonuEG1pOvDz5uM/i57cGD67PtK5Pty1Idy1MdT5dOjsptCZTaEzG8NnFzTwUk+Hzm4MdW4Id60Pd62PdG4Mn/1Z9OTPm49vaTowRjQ57UupKIv82PnRhd9ElMlk9MQlWblDNMWBRdP7G5rOBSN9tS0fV4c+CkY7uaZPbbiPa7TOeDR34yvucyZXNhDt8kf7ApG+9eHeZ5t/P0lkz1Slnt3wCDwKsxrEI+4nRqxmGEiSkyFlk3KklDbRQ6IJohdDbz8dOrOgIuoFDn3B6J8CoT+uD51/Nnx6687DE0QPiTLT1Rx0PUFSuVwonBGM2ZTf1cq/IKvdl5TbRS1OIYQQYnBwkI/q2rVrQgifz0fzHidfCa4KtEtYfqkoq0hmiO4T3Sb6Rfidf2o4sil0ckPE8GX43NOhs5tCpzeFTvNbmYoezvBST4fObgyfM325KXTyZzuPvBR+5zbRg+mCTEkKviyK/IZJS4JD9JBokuiFxnefi5x9qvmjjbHu2vDJjZGTm0KnN4XOPN3cuTHUuSF8bn30zPro6Q3RkxsiCzgfNkTOro+cXR89syF6ckP0ZG307PrIuU3NZ7c0Hbtr+lIZ93GwcOZV5kw+5yxfqunadkoR+/I+0YuNbz4T+t1CH5EXcD6Ez22M9jzV/NEz4VPP7DxSHz40TvQwVzpDSncBNqu2INDo+wA96lbwGPjSlJyU0rIsIcTIyAifzdevX2eDFrk2pVQmk1FKOY6ztO+LzmazjqQfJN0nqm94fUfk0OaGt7eGjj0fOr45dGJz+PjzoWNbQ0e2ht7dGnp3a+jI8+Fih1lLhY5tDh/fHDrxfOj41tCxLTvf3hE5tGPn6w+IfpDkSLIz2bw3IAI3rs4uaOGNkeaB70o/EL3cuHfrzsPPNp14punY5vCRzaF3Xgi9+0LzkReaTmxtPvF86Pjm8LHnw0eeD79b/MmQOyWObQ0deSF0cGv44ObwkedDx15oPl7fuP8hkTIKL+HL4uFHaqVUcTUHZ3zpmL6UWVK2krZSasqe9mV9w2svht5e6E+8gCF0bNOrB7e2nNja/M5Lof11O3ffJ7prsy9dTdGQHzsLs/tu/jr/feAx8CXl/M9HJYSwLGtwcJCIstlsOp2urKwUQpjPCPkopY4ePZpMJltaWnbt2hWLxVKpVDKZTCwRsXCkLdXa1ro7Ht8VSf1bc/LN38T3vpp6+5XWd3+th7aDv257+5W2A6+0Hfh129u/bnubpxTzaSx1kNf2Suu7r7QefDV18DfxvaHEmy3Jf4vHd7W17u5ItcbCkWR8qY7sySSZTLa1tcViMT4lUqkUT1yq9cdi0ZZEe2Pst0273vv/4od+1Xb4X3cdfKXj7d+0HvhN6uBvUodfSR39devhX7e++0rrwVdaDxZ/Jvy67eArrQd/k3r31dTBV1MHXk0deKX17VdaD/4mdbgxeaAl2ZZIRpPxRDKeSsTb4ok23p2lOq4nlWQymUwm4/F4MplsbW3l8Xh8zqsomYglE7FEIhFPpFqSqZZkKp5MJBKJVDKeiIZaU4n29vZYqj2U2N2c+rdXk2/MXLxl+Ty4c8+xX7Ue+N+pfa+272to/bdQ255E++5YKplIxJKJKO9tMp6YPjESqWX7x65y4vF4LBZrbW2NRqP6p3/jjTfm8YhrSmJV+VJb0LZt3jRHkyMjIzx9cHBQx5dF7pvuhHbpyi+nOyjITk1X4nec6bqy9uymIEs4ZHLrd4icXHvM7JQ9030BmBt9OkkpU6mUPiWWaPWcL0eOoh8cekj0A9FDoh+Uu3VQJneGLPTXt4kcRUpNn2aZ3Kr44HRwadaQBPPDGU4cXxaR2TArvtQhpmNniKR0skRkO9N1AB8uxZefhAAAD8dJREFU/Pdd6PBDbisPie47yiaacmQul8moKY0q07Mx40vHcfh3j8Vi86c3WV2+ZHTpYzabff3117n8kqePjIxUVla2tbXxiV7M2nSyRJneFy2VcmSu6pykvKKORQ58ENMDb4U3Z+4DKAI+mePxuK4ItkQrlqRsOzul+6fgh5mZajizdmL691rYOTDzJafDXGUFMzO2YA1JMBfmjfIRJ4Oa6ZNSGf2HEBH/BHYmS0RSUUZRNu9lCUs+2DLL55okp4AT4cu5yX9WTiaTcyVe7b509XUnpTx58qQQ4uLFizy9q6tLCPHpp58+Upb6mZHLL4mopaVlqfbTlo6a/qfL6QdMZXNhxqx+7Gb984rvDC+H0kvZ06/YlFlStnSy09vNPSgt1XE9qZgFFZzNsLQntm1niCibzSqliGwlp0hOEWVzXUnkBmXrGiKlnw8q1zsBzdwKjYOBLx8NXzh87+PyywX50tSQ4zgcZRLRw6ms4mo2RAv8iRc4KEl21tyVzMPs9M7NPlDkN5jk/9CO48yT77jafUmzd1Epdffu3Zqamvr6+jt37nz//fe1tbV+v5/nPlKZZkm+lPLNN99csp0kmnJsRdJRubdgqiyprFuWSzLMUqbeCtdgl1nHxuNjkfAJ88Ybb5jv7l4SFJEtnemfiU1JWd1d4swvqPgXtBd2eriDBGlGrrNDCGne2cH8vP7660QF6oIVQL8HPs+XSikiScox36rkTrf0AaZDkigjp8+swq9Jkq5TBTBmO0Mi+vd///e5Uj4GvtSnrw6eRkdHm5qahBCVlZW//e1vJycnlzo/bcFwZojDHeLNGowzNu+uV/za8xfMfZMFh6U8NrBA1EyZlpainX97JaLS7l8q15NUfsMANas4bfZTGlhC5vYlEc2ZH1DG/XnEAxbNvlcsxy49iTxOvtRParrm9zLvybxIQ5nkGqZP2vyTuMjP2YMybovuTSC/ZRWgcrkKhi9l/m9nPvHMLFnEp/bldA+IxhmVW7k0W5VAlmVgVtT+CF/qGQu66ov/1GXVj/Klk7tB4YwojcfAl2YO6lx9MRRXpa2sTFvKvCHaRhDgjjIXyux7oiosS/4DX64w+tfJ5ZnPeEvlVf3I5UksFH4JiXTdJXObtqf7eIIsy0SeIeeMMlXZr0eVfx/QWzcGNfuOAUrg8fCl3ihX03A1Ms2X6Ergft4s7LMS479ZeTvGrXb2JTr9Bb5cedSs4LJA+fVsvS3Ul3K6QFQHkXL6USkn4OyML8Fy4fYlP7wuoy+dmeyKXP0Go/4EfLl4HgNf0hyRpevr0tbXWDCPft50ncQl1IJzvy9aFdwBhBSrAjZkzpdGppmabc6cLxd6MmRnlDntY7418x2T6+IaOXWgjMxbVKnMXJ9yDUbZpD3zQre8l8zj9rBIVrsv59KkWZa5ygoyZ5PLNnad2cbVVeRn/pBbPzS5SpHTtUKkmRObJcp1WCjzfUnFfkpuRpJVZBsnwLQvp1U6a7tgKZk753OepAu63kv7NGv0zHu7ACXx2PiSMev9O45jZsmurDVnQgc95OXG6EzUEu5fhbN6yGwtoK8WXA6rg9mPMg6RTdKZ7owlS5LIIZIlnQ8zrpX27CLM3K9vT/e7Pu3LEspHwXzk+XKmg9aZucspJ/nI/C08Wy8Bq92XNEdG62qLKQv40vSZkaYsvpwVvOJaWDUYGsvFkVNEU6Ts6V+s5PhPERH7ctbiuV9fEum4trT6RGA+CvnSfaXPJF2GvZFuZc7tS4n3MZTMY+DLx5u8/9YS+2yOO2F+Rz+unG1Xx4k6ZOc0rs7rzd5wXN1HmE8zK11FeVUzy2QkXbe2xaxzzsVnr1//4gUbK+uzwjw9XGcFmJtCObHlIb/LMylnnU6533dW+ulPR5Iiac+63nXjArNnOHOp/E3PtWNmS7/8fnMWcdCrBfjysYdPRJfGiNwtbTjLep6Xo3Ky/OrH+iW65ltiXJgVssCqZa6XlxX87czyDgbX/mpA/3YFy6rIeJcA5T0l02wdmgn46nY9VJmz9JSpqSlXhziO47gax5urKvio/ZgCXz4JmCe0GfDN5TCdkk9l81Ixl5JS6svAvMNyHSu2b36rHrAKMX8mV6m/+cPpm52J6w4IVpb82huZTIZmR4dUKG/Jdb1ns1n9qG3mJ+lxXq250Ue2QZA5XNP1U/jjDnz5eDNXX5d8beR3jaTPe9dT6vxXgk6T/5JRsz3P4g4FLAeuH7rgm+X1Le9JigyeGFw/n76i8x9ttaXyr/eCNqW86FO/GIpm3yh4W7x1fg2WbqegY1wycmifGODLxx4zx8M8s3lcv/tMJ9MXBo+4Tmj+qiem02l+t6hri2bo+cinTrB6yP+xXOEj3wH1RPOtPsu4m6Aw+U/A+Y+wNDsXYZ7rXQhx/fp183xIp9MVFRW8Wle2Ez0qD4l79vb5fLygWSvCFfs+vsCXTwh8PQghLMvy+XxackKIdDrtSqZPX1dGzZo1a65cucIp+YceHh7mVRXsTUlfe0/AlfDEY75lfWRkhH/W0dHRcDgshNixY8eXX35JuZ/y/v37Qoj33nuP05vPYWBl6e3tPXbsGI87jrN+/fr+/n7+yneAyclJmq3J/Oudx30+Xzqd5nGeyNd7wRwIU7ecOBAIXLlyxTwrBgcH9e3C3Fa5/yfLBnz52GOWGfz4xz/+6quvyLi1CSFGR0ddZY16wfxxTqajiqGhIZ/Pl58+P4OXnpQqcE8qQoihoSH+fYeGhvi+VlNT8/bbbxPR+Ph4c3OzrvPV39+/Y8cOv9/vqo0JVhal1NDQ0I4dOzjcv337thBi//79RGTb9uDgYHNzs07pWjbfW0KIa9eumdPT6TRf72ZEaOa16tXyDrgu/MHBQZ/Px0uZCeYq13zsgC8fe8wSRDOGYO35fD6+S46Pj7e1tQkh6urqvv/+e51be+LECf3CbR2M3rx5s66uzu/381xeeUVFBcev27dvv3z5spnr+wRcCU887EseN33JwYrrF9y5c+eVK1eqq6u/+OILyqsRBlYQx3ECgcDt27ellP39/adPn7Ysi3+aDz/88NSpU5zm+++/n+d6/+STT5RSfHMgohs3bmzbti0QCBw/flxf70qpAwcO6FyHioqKu3fvEtFXX321a9cuXtvw8LDjOLdu3aqvr1+zZs17772nF7958+a2bduEEJz4yQC+fBLQhROWZQkh9DnKBh0dHSWivXv3nj59mog+/fTT9vZ2PTcUCumVWJY1PDwspdy9e3d/f7+U8ujRo5WVlZTLV+GtfPLJJ4FAgFxNu1CKuYrh31rnzA8PD/NN9osvvggEAh0dHSMjI1qZ3377rWVZUsoTJ07s27dP/7J4Klpx+Id4//33//SnPxHR/v370+l0Q0MD5yo1NjZ+++23nPK3v/3tmTNnaIHX+/Hjxy3LotxvfeXKlb179xLR3//+9z179vz1r38lolOnTl26dMk8o1pbW3l/jh07pkuCDhw4wCuvr6//8ssvn4z7A3z5eGMWD3CAqG98+ony2rVrRFRVVTUxMcFnrWVZHDFYlsVzzcScgNc5OjoqhOAV3r59OxQKCSF0+SiyYR8jLMsaHBzkE2BwcFAHJRMTE93d3UKI06dP85TTp0/v27ePiP7+979XVlZOTEzwGnDtrwaUUpcvX961axcXQDqO09fX9+GHH9q2vX79en03sCxrfHx8ode7rq+gt8VPxmfPnv3666/54amxsZFPCfallLKyspLrQPDtgtfPD+6cKXX+/Pll/R+VDfjyiUJHk0w2m62qquL8WH0ZjI+P6zJ5riBnLn7jxg0e4QuPAxEeX7t2bU9PDxENDAxUVFS4atsi+FjlCCE4b42IvvzyS30+8C/Y1dVVWVnJefiBQIAzKviTQ4eC9TDB8qNVNzIycuDAAcdxbty48fLLL3/++efHjx+n3A9a2vWuH6R0o5GGhoabN29yhMqFo6+++qpenJ/AuMjTcZzh4WF9Z7As6+HDh9lsVudLPQEP1vDlYw/X2+YuNioqKvj5UaNLrXbt2sW2O3PmzIEDB7hBSEVFxejoaCaT4StECDEwMCClDIVCn3zyCRGdOHFCByI1NTWff/45Ef2f//N/zEqz+R0MgdWGUmrv3r2NjY1cub+pqYljhebm5vHxcdu233rrrW3bthHR1atXhRATExPcuu53v/tdXV2dXsmKHgSYoa2trbGxkS9SIvL7/a+99tpXX32lH1tbW1u7u7tpgdf78ePHq6qqyPitL126dOrUqf3792ez2RMnTnzwwQdnzpzhuZWVldevX89msw0NDby4mR/b3t7++9//nsefmPx8+PLxxvVz6DqQuvET58IR0fXr1+vr67loc3x8XKcfGBjQ66moqODHz++++y4YDFZXVx89elT78vLlyzU1NYFAYP/+/ToDh5edmprK3xmwqnAc5+2337Ysq6Ki4t133+Uf6/PPP6+vr6+srOzo6OCirwMHDpw4cYIXUUpxy5Pbt28/YQ3PH1/4h7t06ZJlWd99951t21LKY8eOmZWZiejmzZu//OUvF3q9c4Ud3V+YUmp8fPxHP/oRN1n58ssvA4HA999/r1uv8dP5t99+GwgEampquLoQP0Dfvn27qamJ82P7+voePny4zP+ocgBfPt6YPaTnP74ppfI7tSIjIuTzXj/9qbn749DJzKwVKaWZ/gl4fnxSUUYjPD1Rj+d3/ulayvzpwQpi/gT6VzN/U2V07KWv/eKvd71+s9do3f+AmZ/E61ezm1eau6dmd4/wBGTGEnz5BGAWLJn3RNeFwQl0AzvKuwm6egwxP/MvifwCiSfjeniy0WeC/lSFekpzTafZ5xVYWfgH0i18OGvHVYFAPz0v9HrXm+AR17sWNDLvfcOutembj7lvT4A74MvHHpcU9Q/kKjNwXSf50817KE9xPU4WLLfPXwqsTswf2hUW6NtZvhF1VIH6PqsE1wU7z3Tzhyv+eqfZfnW948/V9ab5UE6FnquesNsCfAkAAAA8GvgSAAAAeDTwJQAAAPBo4EsAAADg0cCXAAAAwKOBLwEAAIBHA18CAAAAjwa+BAAAAB7NwnzJ8/KbvgIAAABPPK7uHeb0pVIqmUzqr+h/GQAAgKdg8emgMZlMmv2dTfuSZ8fjce6uUHe3vcz7CgAAAKwIrr52lVKpVMpMMOulspFIZHl3DwAAAFhFmF3mtrS0mLNm8mOllK2trWT0QL+s+wgAAACsKK739rS3t5uvIhA6kZTS5VK8wgkAAICnMN+eVri+D0eTiURCv3QU9X0AAAB4CletHXai/jqTH+s4TkdHRyKRSCQSqVQqFoslk8kEAAAA4BlaWloSiUQqlYpGo3v27CnsSwAAAADMBXwJAAAAPBr4EgAAAHg08CUAAADwaP5/y96NLwEssUEAAAAASUVORK5CYII=)
Figure 3: Companies Associated with Regulatory Affairs in Florida, USA and World wide
Marketing Analysis for Drug Approval:
Regulatory Affairs Department is the backbone of Pharmaceutical Industry. It is the revenue generator for pharmaceutical Industry. The Regulatory Affairs department is an important part of the pharmaceutical companies.
More than 15 years span is required to develop and launch a new pharmaceutical product in the market. The Regulatory Affairs Agencies explains expenditure spent on each drug annually is $850 million in US. The Indian Pharmaceutical industry is one of the fastest growing industries in India, with a compounded annual growth rate (CAGR) of over 13 % in last 5 years and it is expected to grow at a higher rate in coming 10 years India spends around $300 million, united kingdom $700 , Brazil $200 million , France $550, Italy $400 As per cabinet decision in June 2010 in Japan amended a new policy i.e., Health power strategy through “Life Innovation” and expenditure spent on each drug was $450 million .
Internally it cooperates with other department like drug development, manufacturing, marketing and clinical research. Externally, it is the key interface between the company and the regulatory authorities. Industrialized regulatory affairs is to drive compliance, speed to market, and cost efficiency.
Source: Reference2
Source: Reference3
Statistics which shows Expenditure spent on each drug for approval global, USA & Florida
![](data:image/png;base64,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)
Figure 4: Expenditure spent on each drug for approval Florida, USA & global
![](data:image/png;base64,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)
Figure 5: Expenditure spent on each drug country wise for drug approval
References:
- http://www.enterpriseflorida.com/industries/life-sciences/
- http://www.pharmainfo.net/introduction-regulatory-affairs
- http://www.hygeiajournal.com/downloads/554336197subash%20,ansa.pdf
- https://www.pharmatching.com/inforena/the-role-and-responsibility-of-the-regulatory-affairs-department
|