![](https://minerva.dod.afpims.mil/Portals/47/OwlBranch%20-%20resize.jpg?ver=2018-12-17-160330-037)
Language, and the meaning behind it, represents an ongoing challenge to understanding the intentions of others. How can we know if a leader is making a credible threat, or just bluffing? When do leaders’ words signal their longevity in office, or the stability or popularity of their regime? How can language provide insight into opaque political environments, like dictatorships? How can we infer culture from language, and clarify biases in existing paradigms? What language is likely to attract and persuade individuals to radicalize? The use of text-as-data (i.e., computational discourse analysis) is evolving in its efforts to answer such pressing questions about international relations.
The North Korean regime, for example, periodically makes threatening statements, and occasionally carries through with them; sometimes these statements are intended for international adversaries, but sometimes they are directed toward an internal audience. We can evaluate patterns by analyzing linguistic content or style. Content refers to the topics a speaker includes in a speech or document; style refers to the manner in which they are delivered. Both approaches provide insight into patterns of conflict and cooperation. As we see in Figure 1, we observe trends in anti-imperialist language and political events between 1997 and 2015 in North Korea. Toward the end of Kim Jong-Il’s regime (in 2011), we see a precipitous decline in the use of saber-rattling rhetoric, and a corresponding increase in the number of cooperative events. During the transition time when Kim Jong-Un takes power (2011-2012), we see a decrease in cooperativeness and increase in anti-imperialist rhetoric. This suggests different strategic mechanisms at work: regime transition times are fraught and uncertain, and leaders may use less combative language
Figure 1. Content: Combative language from North Korean state media
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAhEAAAGBCAYAAADYEOPMAAAgAElEQVR4AexdB3iT1fr/NR1Jd5qme29aZtkIskFAcC/0ulBRr6A40b/rOq4D13VcFQfiRHGDqMBFluxdoHTvPdKVNk2bpP/nPSUlTZM2aZMmbc95njz5vvOd8Z7f9yXfe85539/r0NbW1gaeOAIcAY4AR4AjwBHgCJiJgMDM8rw4R4AjwBHgCHAEOAIcAYYAVyL4g8AR4AhwBDgCHAGOQK8Q4EpEr2DjlTgCHAGOAEeAI8AR4EoEfwY4AhwBjgBHgCPAEegVAlyJ6BVsvBJHgCPAEeAIcAQ4AlyJ4M8AR4AjwBHgCHAEOAK9QoArEb2CjVfiCHAEOAIcAY4AR4ArEfwZ4AhwBDgCHAGOAEegVwhwJaJXsPFKHAGOAEeAI8AR4AhwJYI/AxwBjgBHgCPAEeAI9AoBrkT0CjZeiSPAEeAIcAQ4AhwBrkTwZ4AjwBHgCHAEOAIcgV4hMKiUiFaVCmlpadBoNL0Cg1fiCHAEOAIcAY6ANRBQq9Xs/aRSqazRvM3aHFRKRF1tLR577DEoW5Q2A5R3zBHgCHAEOAIcAX0EFAoFez81NDToXxrQ54NKiaA7IRAMuiEN6AeMC88R4AhwBDgC7QgMxvfToHvjDsabxH+AHAGOAEeAIzDwERiM76dBp0QM/MeMj4AjwBHgCHAEOAIDAwGuRAyM+8Sl5AhwBDgCHAGOgN0hwJUIu7slXCCOAEeAI8AR4AgMDAS4EjEw7hOXkiPAEeAIcAQ4AnaHAFci7O6WDD2BWltbceDgAZSVlVlk8AplC9786k+8v3GHRdrjjXAEOAIcAY6AYQScDGfzXI5A/yFQUVGBQwcPobamFgsXLuxTxz/9dRSvfvYbDp/MQFREEJYumAwfL/c+tckrcwQ4AhwBjoBhBPhKhGFceG4/IlBZVQWRSITy8nLIZLJe9bzz6DksWvE6rn7gLcjqGzH7olGoqW9Eer5lVjd6JRSvxBHgCHAEBjkCXIkY5Dd4IAyvsqICjo6OUCqVyMzMNEvkk+n5uOXptZh79yvYczwdq25dhD2fPoknli1BbV0j6DpPHAGOAEeAI2AdBPh2hnVw5a2aiEBLSwsqKyvh7+/PYp6QEjFmzBgIhcJuW8grqcLb32zFJz/tRmOzEjcuugiP3LwQYxLCWT1liwpisTuOpeZ12w6/yBHgCHAE7AmBhloZmlo1CPCTtoulacZnH/4Xf+0/jsCIBNy+7A4kxYTYjchcibCbWzE0BamtrUVdXR2GDx8Od3d3/P7778jNzcWwYcMMAlJdK8eHP/yF977djrIKGRZOT8ajt16KWRMSO5UPDZBgWGQwTqTnQ6VWw8nRsdN1fsIR4AhwBOwRgS/XPIgv9ilwcPdGQKPE8hsX4ePvdiImfhhqt/yC19e8ie+27MR185PtQny+nWEXt2HoCkFGlRTdTiKRIDIyEl5eXizSXVtbWydQyONi7Y87cdFtz+OptzYgItgPP7y1Cr+/90gXBYIqOjkK2KpEVkE5aNWCJ44AR4AjMBAQUCjqUCNrD9J1ZvcmpkC8982fyEo/h6L8XNw6LwoPrl6Nls5/kTYbGlcibAY975gQIGNKV1dXiH3EcHJyQlxcHIqLizu5e/7wvyOYeefLuOeZjwAHB3z4/HLs+uQJXD1nQrcgjk+KQl29HGezi7stxy9yBDgCHAF7QUAgcIRQJGLipKanIjhhIu5begk7F3n541/PPIXG4jxUyO1Di+DbGfby5AxBOWgFguwhaBXCw92DIUDbGKmpZ5GRkY604jq89vkW/LHrOAICJHjp4Rtx11UzIRV7moTW6PhwOLs442hqLi6fOdakOrwQR4AjwBGwJQJtahVksmqUVsgQHhIFVUM1CmSNCJe0u6qnnk1FaxsgcrallBf6ts+ViJYa3Hv77ahouSAoPxp8CGjtIcio0sHBgQ3Q19cXwcEhyMzMxh3PfIAdh89h1a2X4sDnzzCPC1MVCGosLjwQ4YFSHDvHjSsH39PDR8QRGJwIRMYno7k2FeOSR2Ppyv9DRUk27l/9Khvslx+8iqvufAYLrrkOUlH7f6atUbDpSoRSLsP3P/0KDRzRomxGq0oNB4EjFBUF+OrLL+AVm4goiRemzluIkbERtsaK929hBKqqqkDeGcFBQaxlsl14Zf3vyMvNxo0XheP2S8ZgwfzZmJDYu3vv7eGKkXGhOJ6WB1mdHBLv9tUOCw+DN8cR4AhwBCyGwJX3PIMZ196L0pISpKVloKy8FG4BZDjehn0HDmDhzffg09eftlh/fW3IpkpEq7IGD9y9DLJmwN8/HN5eTpA3KqBWt0KuBj77z38gdHXC8yHxXIno6522w/pkD+Hu5gZPb2+88tkWvLNhK0pLZbh2wSQIXEQYH+vZawVCO1yyi9i8+zgjnZoyKlabzb85AhwBjkC/IkDG4sSHIxaLu+3XQSCAr18A+4wYreuB0YYPv/il27q2uGhTJcLDNwYHDvyNFcvvRIbcB598/TmmJ8ehNvcUJk9dhC/2HMPYSCkEjjYV0xb3ZdD3qdFoQJ4ZwUH+SC+sxpPvfY+RsaF4b/UtuGrOeJw8eQJ79/7N3D2joqJ6jcfYxAio1RqcTC8AVyJ6DSOvyBHgCPQRAeK+ofhA999/Pzw8PEBKBdmFhYWFsbyem6ftCw1W//MfqPeIwwdrnuu5Sj+UsLlNRPyYqdi65xCWzojCwhlT8OYnP0DsFwh3oROEbkJmsS+wj62ffrgdQ6eLhoYG1NTUICgwEOU1cmjUajxxxxKmQBAKUdExzGsjLS2tT6AkRYfCR+zBjCv71BCvzBHgCHAE+oAATZxcXFwQHx/PeHASExNBH/MmSSqUFOShoKSiD5JYtqpdTPEdRF54+YOvMX36J7hjxTJ88/E4lDW3wkGjsexoeWt2gwDZQxDNNSkRuzMy4OjkiLBA3w75vL282I+LGCyrq6tBBpe9SaH+PhgWGYQTaXnM5sbZiZNO9QZHXocjwBHoGwIUrZg80VasWNFhSG5+iy748rf95lezYg2br0Tojm3h0jtx+tQhBHnIoRS4waMH6mPduvx4YCFAWxnOzs4Q+0iQXVQOTzcRgqTenQZB7p603Jeekd4p35wTR0cBkhMikVVYgdySSnOq8rIcAY4AR8BiCJAHGv2fkVdaT+nMwW246drLMGv2XLy/fmOn4ls2fIiHn36+U54tT+xKiSAgfEMTsXnHEeSknkC0n3nW9GSwQoYrfPfDlo+UaX2TUaVY7A0XVzdkF5Qj2E8MP5/O/A8hwcGgT1ZmFpTKZtMaNlBq4ohoNNQ34mxWkYGrPIsjwBHgCFgfAa0be089pf/9GyZNuQT/O3gOzQ2VuO/26/HoK590VEs5uBMbftrccW7rA7vYzjAEgpe3J4rTDmLp8sdw/9Mv4Zp50zoVI6OUn3/+mZEVkeJAiWIwVFXLoFBpoGlVsYBOnSrxE5sjIHB0hLy+noX8Do8IR21TC/JLq+An8YaTizMaW1qgZbwmBsvw6Bjs37MbaZlZSEhMgkqlMmsMLk6OiIkIgIvIBQfP5GDJrLFobjGvDbM65IU5AhwBjoAeAgKBAA3NSmi0f25613VPP/jgbfiOuAinD++Ft6sAn6x5BHetXo7LL78U0xKDIHRzh7dX5wmXbv3+PrZbJYKAUKla0dTYCKXKsG1EaWkpo0hmqw8ODmiorwftO2naAHWbhisR/f00mdKfQICq6io0KxQIDAxCVX0jKmR1GJsUyWqrNW3Marn9RI2wiAh4eXsjIy0dUbFxLFs/rkZ33araBIgO9UdEkC+OnctFq1oDDdrQRg8JTxwBjgBHoB8QaHMA1BoNmyD1tCKRXVKFKXOXMgWCRLvzsdfw49c/4L5/PopTO7+Ci6N9rbXbtRIRMeJiHD12zOAtphtx3333dbpGs9SlN9wAd2cBRC4una7xE/tBoKmujsXAiIkIQ065nBFBxYcHQuToyD66knq4eCM2NhYnTpxAo6waQcHBupdNOnaTeGNkXBiOnMlBk1wBXxNps01qnBfiCHAEOAImICBwc4WjwOHCJMlInYnxEXjj+/XIffRORAVLADjg/XVrET1+Ad759k54eHjZ1Za9XdhEZJ45grf/8xbWffkDmlS6M0QVft74FVIyco3A3TmbDFaYttc5m5/ZGQLkK03ROl09vJBZWAaVWoPwQPqxGE7kEkWrTef64O5JpFPFFTVIyys13AnP5QhwBDgCVkTA1BXUux5/GlJVLuJiInH9XStB6/BR4y7BRy/fhweWzsKqF9dC4GQ/83+bKxF/rH8LSSMnYtWDD+GOW67F5JkLUd14fs9ao8CDd9+MjVv/tuKt5U33JwIKhQLk3imVSlm3ucWVoP3CyKD2c0OyUNnw8HDk5OSgvr7eUJEe85KHRUKjacOJtPwey/ICHAGOAEfAVggERo3D/mNn8epT9yMsUArttPqux9/Dn798jfnz52Pm1M42graSlfq1qRKhVlTjgYcew7TL70BxWQWO7/sdBUe24raHXmjHxMGBuQC6ioS2xIj3bUEEZDIZGhsbERAQwFrNK66Eu6sQQX4+3fZC7p6kgGRlZXVbztjFETEh8PXx4MG4jAHE8zkCHAG7QcA/JBoPP/kiXn/hWegy21xy+Y344adf8N4rz9iNrDZVImorC5HXIsKLa15BcIAfki9aiE1fvoPfPnoee89VAA7uPe4f2Q2SXBCTECB+CEqB55WInOJKxg+h796p3xitRPj5+SEjI8NsDw1qi1xIh0UG40R6AVpauXeGPr78nCPAEeAI9AYBmyoR7u5e8FDKse/AkQ7Zp1+3EldNjcMtty5HKxzg7urCFYkOdAb+AfFDEG88MVCSLURReTUCpWJQxM3uErl7xifEM5fe/HzztyRoy2RsYiSyC8tBigtPHAGOAEeAI9B3BGyqRIh8I3HXzZdg9W2LcNvy+7DvxFk2og/Wf4WG079i8kXzkV/ZABdn3QWdvg+at2AbBCjsN9lDkALhIhSisqYe5dX1iAw2bg+hK2lcbBzc3NyQnt47BstxSVGQy5twOpOTTuniOpCPyUamuLh4IA+By84RGNAI2FSJIJOMlz78Di8++TD2bfsZ+0+cYWD6x07E3j1b4eEgQ7NGBG9P85grB/QdGcTCU8AtCrzl7+/PRlkuq0dVnRzRIX4mjdrT0xPR0dEoKChgyohJlXQKjYkPg1DkguNppnn76FTlh3aKwJEjR7BlyxbI5XI7lZCLxREY3AjY3E/E0cUbT774OvuQ9bw2JU6Yj9375qO6sgJOrvbDzqWVj3+bjwDZQxB3vNaosqC0Gq2tKoR345mh30tCQgJSU1PZaoTWw0O/jLHz2LAARAX74VhqnrEiPH+AIaBQNLNnihRU2ibjiSPAEehfBGy8EtF5sAIDMb99/fx73C/v3Ao/s1cEyB6CtiO0ETlJiSDSsO7cO/XHEhQUhJCQEOaloWg2L54GeYGMiAtDak4JKmsa9Jvm5wMMAeKEUbYomc0URXrliSPAEeh/BOxKiej/4fMe+wsBYhOtrKxkoXC1M8a8kkq4iVwQ7C82WQxSOmg1guKk5GRnm1xPW3BCUhRKKol0qkSbxb8HKAJEnd6iVDKeEbK14YkjwBHofwS4EtH/mA/JHumlTx+tPQSBkF1ciQBfb/jrRe/sCaCoqCj4+PiwLQ2NxnBcFWNtJA+LYDPX4+fM9/Aw1ibPtw0CSqUS9CHPHWKrNTc4m22k5r1yBAYXAlyJGFz3025HQ6sQ9CevtYdQqdUoLKtGoK83vD3dzZJbJBKxeBolJSWgIGzmpKToEBZy/GgqN640Bzd7LNvU1MTsIYgSnQjMyGiXJ44AR6B/EeBKRP/iPWR7I3sIoVAI3/N019W1cpRX1yEiWAqBg/lR6WhLw9nZGWlmxtMI8hMjMSoEpzIKoGxpHbL3YzAMXOuRQYopuQ8TGypPHAGOQP8iwJWI/sV7SPZGWw7kmSEWi+Hl2e5pQ4aN9IkJaXf3NBcYiUSCiIgI5ObmmhVPgxQWCjueXViBnGK+j24u7vZUnlYfKKgRPQdEJkarXTxxBDgC/YsAVyL6F+8h2RsRApELHs0Y6c+eUkFZNVsJiAj27TUm2ngamZmZZrUxLjESTU0KnM4sNKseL2xfCJASQc9TYGAg3N3duRJhX7eHSzNEEOBKxBC50bYcJlnO03KzrlElKRFwcEBEkGlEU4bkDwsLY21SPI3WVtO3JkbFhUMoEuIYJ50yBOuAySMbCLKPoRUuMrQlRbXZTLffATNYLihHwE4R4EqEnd6YwSRWeUUFs1+gAFralF9SDZGLE0L8u4/eqS1v6JsM6sg2gpQUc+JpxIT6ISrED0fPcuNKQ7gOhDzaxiDDSlIi6Dkg7hFamSAPIJ44AhyB/kOAKxH9h/WQ7In+7CvKy+Ht5Q1vb+8ODLKLy9vdOyV9YyONjY01O54GkU6NjgvDudwSZtzZIRQ/GDAIkGsnrToQeRklYi8lNlROOjVgbiEXdJAgwJWIQXIj7XUYZEFPVvN+/n7Mn5/kJKbBwlIZAiTekHiZ596pP04iroqJiWHxNCoq28OM65cxdD5+RDRKK2txLtc8F1FDbfG8/keAFAj6UDwVSrSdQd4/nHSq/+8F73FoI8CViKF9/60+epoZKhSKDn4I6lBWJ0dpdS3Cg3w7DC37IghtadCKR0Z6hsnNJCdEsLIn0jnplMmg2VFBeqbIDkbLfkrKBK10kRJBzwJPHAGOQP8gwJWI/sF5yPZCrp20Z61rVFlVK0eFrB4xJkbv7Ak8ss5n8TSys5nC0lN5up4YFQx/X29uF2EKWHZYhla4SFnQbmeQlwbZRZBxJdlG8MQR4Aj0DwJciegfnIdsL0QyRbNEWm7WpoIyGRTNrWZF79TWNfStjadRX1eHbBPjaQRJvZkicSojH03NLYaa5Xl2jAApCnTftSsRJCoZ7tIWBykSPHEEOAL9gwBXIvoH5yHZC1nP03YG/bkTu6Q2FZRVAQ5tiAyWarP6/G1uPA16AY1NjEROUSVyi023peizoLwBiyBASgTFzHB1de1oj4wr6b5yu4gOSPgBR8DqCHAlwuoQD90OyKCS/uy18TK0SFAIcKGzM8ICJdqsPn+TUV18fDyLpUExNUxJ4xMjoVA0I4WTTpkCl12V0XJEkIunNhFfBCkVlTyipxYS/s0RsDoCXImwOsRDtwOyh6CZoa49BKGRU1TBgmD5+1xw+bQESqREuLi4mBxPY3R8OFxdRTjGI3paAv5+bYOUU7KHoPutTXRO22ay6moe0VMLCv/mCFgZAa5EWBngodw82UMQHTHFudAmMobLL61mHBG+3n1z79S2qf2mF4g2noYppEPRoX6IDvXHsXO53KJfC+IA+CaOCPLOIKVBS6OuFZu2NIhmnUf01CLCvzkC1kWAKxHWxXfItk5/9LQ37Sv1ZayCWiBq6ptQWlXLtjKcnBy12Rb7pnga1HeGCfE0XIUuGBUfhnM5JSir5kyHFrsJVm6I7i993N09uvQk9ZPyiJ5dUOEZHAHrIcCVCOthO6RbrqmtBbnh6dtDVNU2oFxWj+heRu/sCdTQ0ND2eBrp6SbF0xifFMVYK1NzTLOj6Kl/ft36CNAqBCkR/n4SnMwoxPpNezs69ZX4MoNLHtGzAxJ+wBGwKgJcibAqvEO3cbKHIBriAP+ATiAUlcvQpFAiIqj30Ts7Nah3oo2nQV4heXl5ele7no4ddp50Ko2TTnVFxz5zmHsnAHc3d7zwySbc/vRaHDkfB4UIp8jtk3to2Oe941INPgS4EjH47qldjKi8rIztWevaQ5Bg+WXVzP6gL9E7exog0WCTLcbZs2d7tHUg0qkgPzGOpfJgXD3hai/XaYVLJHRBUWU9zmQVwcnFGR/+sIOJR4aWEl8Jo1qn1QqeOAIcAesiwJUI6+I7JFtXqVRsJkgKhC4ZEIFB7p3OTk4Wde/UB5n6JE+NwsJC5OTk6F/udB7g2046RW6enHSqEzR2e0IrEe5uIhw4m4dKWT3CAiT4dddxnMooYDJLfaU8oqfd3j0u2GBDgCsRg+2O2sF4amtrWUhmfXsIEi37vHtnoK+XVSUdO3YsY8o8duxYj+5+4xKjkFNcwWSzqlC8cYsg0NTUCDgI8L/D55ir8L9XXovm5la8++121j65FPOInhaBmjfCEegRAa5E9AgRL2AuAkT2Q6sR+kpEG9pQUFoFf4kXpOK+hQDvSSbaziBForS0lG1rdFeemCubFcqOmWx3Zfk12yOgbG5GRW0TTmQUgQjDll4yGQunjcaGPw4gPb8cIcGBLKIn2eXwxBHgCFgXAa5EWBffIdk62UMQgyQFRNJN9fJmlFTVIjTABy7OTrqXrHKcmJiIoKAgnDhxotugTKPiQuHmJsKx1J4NMa0iKG/UZAQocqda1YLKuibUNCiwcNooVnfl0nlQNLfgnQ3b4OwiYhE9ybiWR/Q0GVpekCPQKwS4EtEr2HglYwjQMjLNAIn4ycur85ZFdZ0c5VV1iAn1N1bdovkUr2P8+PGMfOjkyZNG2ybCqZiwABw7lwcNDyNtFCd7uEDGki1KJWRyJQJ8xZg9IYmJNX1sAi6bORZfbN6LrKJKRISF8Iie9nDDuAyDHgGuRAz6W9y/AySmQLKJoK0MorzWTeTeKVcoLRa9U7dtY8fR0dGgz5kzZ1BVXWWwmMjFGWPiw5GeV4KyqlqDZXimfSCgaG6GStWKUlkjJo6IQbCfuEOw+2+8BPJGBT76cReCAgNYRE96FnniCHAErIeAXSgRGacP4c0338Ann29EY6vmwmjbWvH9N5/hZFr3FvYXKvAjWyNAJD8tLS3wD+i62pBfWgWNRmPR6J2mjHfChAms32NHjxktPi4pChWyepzNKTZahl+wPQJNjY1QqzWoa2zBJReN7CTQ7AmJWHTxGEY+lVveAA9XITjpVCeI+AlHwOII2FyJ2LLuDSSNmoyHH34Ud912PSbNWICqRlX7QNua8eh9y/DD9n0WHzhv0DoIULwM2kbwk/p16YDcOx0dBQgP6Gwr0aWghTNoVYTsIzIzM1FQ0O4GqN9FMpFOOQDHeTAufWjs6pzCyzcqlHBzc8ecie1bGboCPnDjfFTW1GHD9mPw8vTkpFO64PBjjoAVELCpEqFWVOPBhx/HjCvvQkl5BU7u/xMlx7fjtlXPtQ/VwQFiHwlcRUIrDJ03aWkEyIiN7CEoJDMxB+oncqP09fZgwbf0r1n7nDw1KEz0kSNHmPuffn8JkUEIlvpw0il9YOzsnNw76xubkRgbjujgrsrovMkjMH/yCPy8+xRKaprQ2FBv8H7b2bC4OByBAYuATZWI2spC5LWK8MKrLyHIX4rRUy7Br1+9iy2fvIg9qeWAgzu3rh5AjxYxCcpkMvj5+YHop/VTXkkVAiTezLdf/5q1z8nIc8yYMSgqKkJ6enqX7gIkXkiMDgaRTsmbONNhF4DsJKNRLkdzqwYzJgw3KBHZ4dy/dD6q65qQViRDa0szM6w1WJhncgQ4An1GwKZKhIe7NzyUcuzdd7hjIBdfswLXTEvALbcsR2ubA9xdXbgi0YGOfR9QvILm5uYu/BAkdUNTM0oqaxES4AOR0NkmAxk5ciRTcIiAigz09NOE4VHILankpFP6wNjReXVNLby9PDA2KdqoVAumjsSUUbFIL6phgbpqamRGy/ILHAF7RaAwLwtnU8/h/OZ+h5g1VWXILyzqOLf1gU2VCKFvBJbfsgCP334pbr7zXvx9/AzD47/rv0Rj6iZMmjIXeRUNcHHuOqu1NXC8/64I0FaGo5MTe1HrXyX3Tgq3HRPa1VZCv6y1zimuwrhx45jrX8qpU126GZsYhZbmVqScp0/uUoBn2BSBwrIq5BWVIyIkgLl3GhPGUSDAfdfPRVF1I5pbVCC+CJ44AgMFgTZFPVYvvxbhUXEYMTwJyRNnI7vkgiK8/o0nsej6W+1mODZVIgABXvrgO7z87GM4/NcmHDiZyoDxj5mAvXu3Q+xcjxa4wdvTw24A44IYR4CMKsmYjTgi9FNJRS0aGhX96t6pLwOdx8XFISIiAikpKcwVVbfMyNhQuHuIcJQH49KFxW6OD6ZkokEuZ89YT0JdOWssIsOCUVbThNqamp6K8+scAasjQDZjAoGgC3+Ofsfff/gK1nz8A5555T38vPErNOYfxiVX3gLt2qlGo0arSn99Qr+V/ju3Pm1gD2MRuHjh8X+9yj667HLDxs3FX3vnstqtKh23z27aI8M5gYMDGdnz1M8IKJqa2IwvJCSEeWfod19YVs1c86KCbbcSQTLRj3jC+PH45ZdfQNsac+bM6RA1KliK2NB20qk2TRscBPxJ6gDHDg72Hk1FpJsz3N17nlQInR1x8+Lp2L93JzOuJLdjWoniiSNgKwTo+SPekrVr1zJFgt535PJOzL6LFy/uEOv7rdsxZ+n9eG71fSxv0sgIhCRejDc+2YIn77yU8e8YsjnraKCfD2yuROiOV5+cSFaShXc/+QaLrroBE0bE6xZlx2QgRy5f9GKgREZ9TQoFWjQaOGo07AZ1qcQzLI4APdBllZVQNCngK5VC1dbWySLe2ckROSWV7D4F+omhbmuDSq22uBymNhgQEoKYuDhmYBmXkICQ0FAmr9DFGSPjw/DnvhTkllUhMkiKVhvKaep4Bns5en7OZJciPbcIoyYGwVkk6vKM6WNA/yXzp41CTmYqyI6isroagYGBNn3u9GXk50MHAXpHtWjUzBaLiO8otg8lYvgNCwvrBIQLKRdtFyYwQcOm4c2Hb8aD99+DlbcVwlfsYVd2gnalRHRCEkB1UQb+/cILEMcmd1EiSItbt24dcnNz4eTUPgwKEVwtk0GpbkNbSyv/w9AH1ErnpGEXl5ZCIHCAp48ETa0qUIwDSvRn7iZwQEZBGSRe7vD0dIVSrYZC2WIlaXpu1lnThmEjR6EwPx+HD7mAbmcAACAASURBVB/GbIkvk9PBVYCR8eH4est+HEvPR0iQL+Q2lLPnkQyBEg6At5Mrftt3inlauAld4OjsAoVKzUjNjCLgAIhchZg2cRRSDh/AsbMZmOMfAGVLCzizuVHU+AUrIeDk6Iia+gb4BwTg/fff77aXa69ajCvveQ7PjInFdVcuxIj4GNz/wptY910kpl9yM2ZGNoMmPPaS7FqJiB47Dw3yJjgbAIxeTq+++monHOvq6rBs2TK4OwngJhKirdNVfmItBEhnrpfJ4ObujrCgQLi6OKPt/D3T6tMl5TXMtTM22B9uTk5wPa/4WUumntr1CgrEiJEjmRJRWViAhIQEVuWikTHsOzuvDEIHAVzc3Xpqil+3IgLa5+fvo2nw8RAysjI/iQ88nZ3Q1kMQN6o7ZlgsCtJP4+iJVIwdPRqhfmL+v2DF+8WbNowAPYsClTsc2tqYYbchuzFtzSuWr8aTqbl4/emV+PbH6Th3eDccXaXYsv13XHbFzXj7rwKMnnmptrjNv+1CiWhtqsOxlHNw85Ri1PDYDlDI0j8vNw3e0mBIfbqSF3UUPH9A4adphUK7LaL9A9Ivx88tiwAFRSILeNrKcBWJWOO62Dc1t6CksgbB/j6MipgK6F63rDSmtzZ69GjGYnn8+HFERUWxPfNhkUEI8ffpMK60BzlNH9HgLEn8IifS8nHVxBA4OjnDzdWVDdSUe+NJhr5iMRqzy/HdHwfw8C0L7eLZG5x3io+qOwRMeV7bH2xXvPj251j1xIss5L3W+yFs2HQcP5OGv/cdgBLtv4Hu+uuva1r5+qu/Lv2c2/cHxgyPwZQpUzB6RBxuXvE4OswoNY24bPYkfLDxjy71DGXoGmYaus7zrIMA2aJQ4K0A/67xMqjH6roGlFbV9lv0TlNHSYa4xGRJrqmnT59m1aRiTyTFhOB0ZiEaGrX20Ka2yMtZA4FtB8+gurYBvh5CuAhdWJh5U/uhvWhPLzFCJO745a9DqKiRm1qVl+MI2BQBaWAYkoYldFJ6HZxccfGM2Zg7Y4pNZdPt3LZKhKoRy2+5GXUuMdj6v51Y9+7z+Oq/r+KxN746L2MbYz7UrizoCs6P7QcBCnJEVsa032colVbWoa5BgYggqaHLNs0bNmwYQkNDcerUKaYIkTDjEiNBs9+swjKbysY7b0dgy96T8PfxQKDEA46OzmZ7WfhIJJB4iiCXN2Ddpr0cVo4AR8CCCNhUiagpz8XhUjk+/upbzJ8zE7eveBqfvngf3njkHmRXKwGBCA4CQcf2hAXHbbdN0WoKuQGR1e5AScQPQdbGvhKJQZELyqqZkWtksP0pEeRZMn78eOblQ9salMYnRaFF2YJTGYUGx8Mz+w+B3OJK7DuZickjopgS4Sxs3y4zRwJyoRM6OyE2yBvrftmDukaFOdV5WY4AR6AbBGyqRDg7OsJFpUJtw4UlxmWr1yA51AHLVz4LwBlCJ4FdubN0g6VFLtHWwPcbv0daWppF2rN2I2SHQisREomkw21Jv0/iiKDVJHtciSBZiXwqNjYWqampqK+rwbikGHh4uHXYReiPh5/3HwLb2VaGHHMnDoNa1Wr0GetOIjJiE4pEiA0SI7ugjHnfdFeeX+MIcARMR8CmSoRHQDQWTI7Bnddeho8/34CC0grAyQ2fffEx/trwKu5Z9TSaVICTk03FNB1NC5QUCoUQOApYoCgLNGf1JmpqaliAIwq3bSxlF1XA29MNgdKejWONtWHtfFqNIEXnwIGDCPX3QXxEEDPmU6s7LHSsLQJv3wACm/ecRESwFBOTIpinlodHz0RT+s24urlB6OqOuGBvxIf74f3v/+JB1vRB4uccgV4iYNu3s4MQ73/zM+aOC8Pdt92IdT+1G1COnnUDfv5sDb5f/xbO5lZBOISY5uhPkqJgUjArLddCL+9tv1SjVQhajehOiaAlaT8fT/j7ePWLTL3pRCqVYsSIEcjMzEJ1RTEmjYpFWl4p8yrpTXu8Tt8RoOdm74l0zJ00AoE+7lC29G4lgqzivbzF8BI54YZ543A2oxDfbj3YdwF5CxwBjgAs7uJ5Yt9WfLJuAyobmjpsGWifPyRuOF7797NdOvQLTcKv2/agpDAXLh4X9tSvuO1RzLlyGU6dOoPg6MQhdav8/f1RUlLCbCNIobDnRPYQIpGIUbcakrNZ2YriihoES8XwdDd/P9tQm9bKS05ORlZWFk6dPIlhEf6oaWjCmewihAX6WqtL3m43CGw/dAZ1NQ24bOZYRjRFvC9apr9uqhm8RL+jtHOpWDJ1KjbuTMF7323HjQunwE3EqbANAsYzOQImImDRlYiCs/sxY+YCfLVpG0pLS1BWXoaysjKUFBejrLy2W5KX4LCoLlwQnt6+mDZ9BqJDDbsOmjjGAVeMZvU0u6fVCHtOZPxJ7pG050z++IaSrL6RuXdGDYB7SC8oUiQKi4rg3CpnK2DH0/INDYvn9QMCm3efQHCQFBcnx6OyuobFZHFz6x35FxlXqjUaeLo44N5r5+LU6Wx8v/1wP4yCd8ERGNwIWHQl4vj+7XDwjUVWbhr8XHn47t4+OvSHR7P7svJyJCba7ypMfX09iCU0KSmpY9VJf8zED1FT34SIoIExm6exZGVlQlZTixBfdxw5m6c/JH7eDwjkFFVg7/F0XDZzHHw8XVFVXcN+E2Qz1Jvk7e3NAnflFxXhpoXT8eYXv+Hdb7fj+ksmQWSAEbc3ffA6HIGhiIBFVyJ8pYFwE7pDzBWIPj1LNKsXi8WorKiw6yBitFJC0RG7s4cg904KW2vr6J2m3hBnZ2eMGZMMVydg9ohAnMsrRT13CTQVPouV+9+hs6irleOyGWNZmxQXR+QqMotoSlcYiu9CynlJaTlTSu69bi6OnczETzuO6hbjxxwBjoCZCFhUiZg872oEu1Xiipv+iX0HDjGXOYpYdvp0CjKz87rdzjBT7kFdnLwEyC6C+CJotm+vibaq6M+ZjBKNpcIyGbtkjxwRxmSOjo6BNCAYE2J84OGkxumsEmNFeb6VENi8p30rY9aERLRR9EOFAu5u7kZXvEwRg55TUkbIjfeOK2YgLMwf72zYjpZWlSnVeRmOAEfAAAIWVSJKc9JRWi7H7998gOnTL8bkyZMZnfXkyVNw/R3/hO3iNhoYuZ1nBQYEslm+vdpFkLEs2UPQMjF9jKXc4gp4ebgiSCo2VsTu8h0cgDHJyXAXuWBynAQpmQV2J+NgFohcgmkrY86kJPh6u6OxqQnNzc3ojXunLk5kXEl2PMUlFFHWDXddPQuHjqXhl13tJGO6ZfkxR4AjYBoCFrWJCIgdhZ0HjsBb7A21SsV+sMQI2KJUQAVHcDto024KlfKV+jJDMvJ+ICIke0sUK4M4ImJiYkDxCYyl3JJK+Ik94e9rv+6dhmQPDAxESHgUEmrq4dBygQzNUFmeZ1kEiGCKtjKWTE9mDTc2NjF3574qEYx0SihERWUFszW684oZ+GDjDrz7zTZcNWscnJy4HZdl7yRvbSggYPzfvxejF7p5IiEhFju3fI9VK1fgvhUrsOY/H0GuckVcdFSnQCK9aH5IVSGbCC8vL8YGaY+BxShqJ80Ou7OHoGXiovIaBErFEHv0zqreljedbCPE3l7wQCPjKLClLEOp79/2nERwsBQzx7cbFcvlcsZa21v3Ti12ZGtEv6nqqmrWXpCfGHddNRN/H0nFb3tPaovxb44AR8AMBCyqRKBVgVsvnYQb77gfZFDX1CjHpu/WYlRCFF5b/7sZYvGitILj5+8PosGmfVx7S7RC4uTkxIixjMlG7p0lFTWIDrVvrgtj8nt7e8FVHICG2mpkZWYaK8bzLYgA28o4kY45E4czgjJqmp5/UqT7uhJBvymyiyBbo6amJib1nVfNhH+ABG9/s425gFpwKLwpjsCQQMCiSsShbRvwxbZUbDmShkP792DHjr+Qk5uPNY/eiGcffxDVzZxC2JynikJr058dzfrtLZESQbM6WiI2lsqr6yCrl9ttzAxjcuvmKwTuqKhvwbnU02zlRfcaP7Y8AtsOnEE928oY09E4KRGksPaWI6KjIYApvWSkSVtxlMICJMzIctfBM/hzX4puUX7MEeAImICARZWIs8cOYNikhVg0Pr6jawdHIR5e/Tg8mxuQWVDbkc8PekaADMFo9kQGjPaU6E+dVkikfn7sz92YbLQaRVsaA8kzQ38sIUH+OJxbi0Z5A1JS+EtGHx9Ln/+25wRCdLYyqH3aziDelN5yROjKSG6elHQNlpdfPQsSXy+2GqFpI15MnjgCHAFTEbCoEhGeMBw5p/5GakFnpsXtm35CtVIFP4m7qXLxcgCLjElLuPamRNDKCCkS3dlD0A0sLJehTQNEBg/M7Qwaw+i4UOTLWpFX2YSsjHS7XBUaLD+WrMIK/H0iA3MmXdjKoLHJG+UQuboyRaKvY6WVM1rRoJgv2kRK7u2XT8f2fSnYfuCMNpt/cwQ4AiYgYFElYsblt2BGgjfGDIvDnfc+gLfffgvLrrkcC5Y9iev+uQox0t6xzZkwjkFZRMvBQLMmMmK0l0RxPShJz8/qjMlFAZQ83EUI9hs47p36Y5F6eyA0UIqdZ8rQ2qJEYWGhfhF+biEEth08jfo6ORZPv7CVQUHomhXN7MXfnReQqSK4uroyIjdShMndU5vuvXYOxGIPvL1hmzaLf3MEOAImIGBRJcJZJMHvew7gxVW34/jf27Hm1ddxPK8Caz78Cl+/8X8miMOL6CNAs33t9oH+NVudE8kUzeh6Cg5GSoRU7IkAiXEeCVuNwZx+Jw6PwtmCGtQ3q1FeVmpOVV7WDATIKyMk2A+zxl2gelcqlcwuyLMXIcANdU1EbmRcSSRuukRuMaH+uHnxNPyx9yR2HE41VJXncQQ4AgYQsIgS0aJsZi5wGo0aDiIfPPbSmzh64iTSM9Jx7PABPHr3TWhTXdD6DcjBs4wgQMyVZJmuu/xqpGi/ZFOsDJIlODiYsVUa61SlVqOoXIZAX2/4eA3sbawJSZFoaFahSNaMuhoZixdibNw8v3cI0FbGvhMZmDtpOKQ+F4K5KZoVjHTN3UJKBEnn7+fP2tQaV2olvu+6ufD0cMU7fDVCCwn/5gj0iIBFlIh7lkzC9Q+/jIrsM4gLDkRQcDDCo2JYYKaI8FAEBgZg+mXXc8bKHm9H1wISiYQt5ZZXlHe9aIMcWoWgrZWQkJBue69taGIhwKNCpCAGyIGchkeHMtbNrHI5WlqUKCoqGsjDsUvZt5/fytASTGmFbJS3u3e69zJ6p7Yd3W+Jr4QZBOsr5gmRgbj50qn4bfdxbD1wWrcKP+YIcASMIGARxsob7n4MLb5x8PQLxjMvvgRHoQtbgnQRusLL0x1qVSsErp7gfHBG7kI32WQERopEZUUlCw9Orm62TEXFRaB9ZWJ07C5VyOpRXStHeJDxuBrd1benaxSBNDrYDzkVcqghQFFRIYYPH25PIg54WTbtPoGQED/MGJ/QaSy0lWcJjgjdRtsjerp38tDQXl+6YAo++G4Hdh09h0umjNRm82+OAEfACAIWeSPNv/qmjuZvu/MOVJSXwz8gAGipxxcbfoRfWDwWzp7aUYYfmIcA2UWUlpYy3/ae7BDMa9m80mTkVlZaxmwhiCOiu5RfWs22uAaye6d2fI6OAoyKC8GPfx1Dk9oJNdVVzO2wr+RH2vaH+ndmYTn2nczA1XMnMBsaXTxIiSA3Z0twRGjb1Ub0JONKsrnQdR0dHhOC0GBfZObbx8qfVmb+zRGwVwQssp2hHZxGKcfSBZMw8uLFULe14ooZE3DrbcuwaM403PnQS9pi/NtMBEiJUKlUBmdOZjbVp+LkJUJsfz1tZVAn5N6p0WgGtHunLlgj48Igq29CUY0SalULiouLdS/z4z4gQG6VDfWNWHJxe6wM3aaII4Je8sQTYclExpXUNtn46Cay30mICERqTjEUzTxkoC42/JgjYAgBiyoRB7d9h2+3p2LDN1+j7Mwe/HowA1sO5+HIr2vx+dp3kV2lNCQDz+sBAYmvL/sjJZZIWybti5OMKntK5Jnh6ipEiL9xRsue2rCn67RX7+/jgZTcKggcnbmrpwVvDoX9Dg32w/Rxw7q0qiWasoYSQS6ehthgR8aGoaBchrzSznw3XYTjGRwBjgAsqkTkpKcgadpizB4fj11/boKr3zDMnxCB8fPmIcDVCeXl9RzyXiBA7m3kUkmkUzS7t1Uig0IKDEazuJ4ShQAn985ASffbHj21Yy/XaVtmenICjmWUQN7qgOrKChB9Mk99Q4C2DWgrg3lliD06NUarb4omBbPBsbQtENkZ0QqHvnElCTAqLgyNcgUy8ss6ycNPOAIcga4IWFSJCItJQO6pvdizZz/e/vgbTJh1KcjoYtNXX6G0UYWAgIFLOtQVuv7LIZIdcvWkrQRd3/b+kwCsX9rOCAoK6ta1k2RSazQoKqth/BC+4gvuev0przX6WjIjGeWyBmSWNULVqmR2KtboZyi1SQRTDXWNHWG/dcdO9grk4knRNy2dyKaHPrr019o+EqOD4eTiiFMZnFhMiwn/5ggYQ8CiSsS0RTfiiqnRmDFjKo4Ut+H1fz+KretexOXLn8GtKx9BjNTZmBw8vwcEyC6ipaXF4PJrD1UtcplcO2nmbYo9RJ1cgaJKGSJDpBAIBrh/pw568yYPR5DUG8eyytEGBxQWFuhc5Ye9QYBCcIeGkldG160MUiLIndgaBqykmFMcDVLMactEN8WE+CPQV4zTWVyJ0MWFH3MEDCFgUSXCUSjGN1v24OzpFGSnn8WE2ABEjZ2HvQePY92ahw31z/NMRIC2EJydnWEruwjayqB96Z5cO2k4lbJ6VNU0DOjonYZuS5BUjJnjhiElpxx1zW2orChnip2hsjyvZwQyC7RbGSPg6915K4Nqk2cGbd+5u1uHrIw8nUgxJkVCN9HqWfx548rmllbdS/yYI8AR0EPAokoEta2oKcZvP36DW65ZjPtf/AilJfk4dfacXrf81FwEyBbBy9ubKRHkN9+fibl2lpUxW4ieXDtJLvLMUChbERXcs+1Ef47DEn1dNjMZsoZmZJbJ0dKsAK3Q2EuS1clBkVMHStq6//xWhgGvDBqDNTgidLHR2vbob2kQOdqI2DAUllWDXJV54ghwBIwjYFElQt1ch8vmTcUz730NgTNw9EQ6HJRyrLjjJtz1f/8xLgW/0iMC5CvvJ5Uyrgj6c+3PpHXtDA0NBcUe6CkR3bVGrR7QIcCNjXH2hESEBfjgeHYlWtUaRjxlrGx/59/70ue4eNmLKKvu7LbY33KY2t9ve08gLNS/C8GUtj495/S8WZIjQts2fZNi7koRPau6emGMigtFQwMZV/JYKbqY8WOOgD4CFlUiDmz7DrtSFTiXnoXXn1mJxvpqTL9yGbZ8+iq+/O8bKKpX6ffPz81AICAwkDGBymQyM2r1vShF7aTVj+CQnl07qbec4koIhS4I8Zf0vXM7a4E8TuZOSMTZvErUNqlRUVbGODxsLWZ2UQV2H0tHQakMr33+u63F6bF/8nzYdzIT8yYb3sqgBrQcEcSQao1EyomPWIzqqqpOET2pr6ToEDg6O+J0Jqc4twb2vM3Bg4BFlYjy4mKERiQgSuKCujpy52yftS66fBG8BCqUlPfvDHrw3Kb2kdAeLhmE9bddBPFDEFWwn9TPJEhziirg6+2OAN/B4d6pP+jLZo5FvaIF2eWNUDTJUVFZqV+k3883bj8MjboVo2ODsPanXTh4OrvfZTCnQ4pNIa9vxOKLL4T91q/f0NDA7HB0GSX1y/TlXBvRk/rR93qiqJ7+Ei9uXNkXgHndIYGARZWIEWMmIy9tL7754ygcXURwEQoBTSteemENGpzEiAyxvKvWkLhL5wdJsyZydyO+iP5K9AdL/ZFBJdEF95Q0bW3MJoL+gP0GkXun7rhnjEtgWzUnciqhbFWhqNC2Vvxk/PfjjqO4eWYcHrtiOEaGifHY29+jpdV+I+dS2G+2lTGuc6wMLc5kUNnU1MQ4Ikx57rT1zP328/dj1Nf6ET39fDwRFx6Is9nFULbwFVRzceXlhw4CFlUiEqYsxCur/4GbFk3AkqUrcXTrF4gICcGTb3+D/7zzJvzdLNrd0LlL50dKMzJySyOWPXJ9MzW1qtRQqXtHUqV17QwNCzWpu3py7yyXMbprJ6fBGXLN28MN8ycNx9mCatQ2qlBRVmpTErBtB1Mhr6/D6EhfaFQq3LtgGLwcGvHpr3tMumf9XYi2MvafysT8ySMgMeCVQfIwjgiFwirunbrjlfhIWGwOfdIpWqUYERuK/NKqAWWsqjs2c46JvZMnjkBvELD4W331K1/i+L6/8NADq7DynmW44fZ/IiUtH3cvXdgb+XgdPQSIL4L2ivVnTnrFOk5pRnfzUx9i2b8+7sgz54C2Msi1MygwyKRqVbVyUATPwRB4q7sBk5dGY7MaOZWNkDfUGSQt6q6+Ja9t+PMgkiN9IHIWYFTyePj5B+DKiaEoz0tDeXVn90VL9tvbtthWRkMjFk83vpVBSgR9rMERoSs3GVdSH4aMK8fEh6O+vgmZBfbjgaMru6WO6b9k48aNyMzMtFSTvJ0hhIDFlQjavhB5+uKqa6/FLbfejhuuuwKK2gIcPHocvZsLD6G7YcJQibmSjBxN3dIoq67H3ycyQMvH6XnmWZoT7TAZVZIrnCmunSR+YXk1FMqWQccRoX9rpo6JB+2bn8ylaKUtKC6yjQEeGbGeTs/BpDg/uHl6Y9SokZgzZy7Co2IQ6uWA/Xt2okaPB0F/LP19vnn3CYSH+mP62K4EU1pZyDODnj93D+twRGj7oa0SosAmY2VSWnRTUnQwBE6OOJ1lm3urK4s1j0mJIDurvLw8a3bD2x6kCFhUiVDUlmHxzPFIGjUaY8eOw4QJ4zE2ORmTJl+Em5Y/CL5g1veniLYzyKrcVONKmkURZ0NTcwt+/OuoWQJoXTuJpdIU105qvLi8BupWNaJCTDPCNEsgOyrs4SrEJVOG42x+NWqbVCgrbfdg6W8Rv912BEFejpB6ChEdE8u6pxfjrFmz0ewsQXFxCbZv/QP5+fn9LZrB/tLzS9lWBnllSLyNKwiNTU1MWfZw70pCZbDhPmSSwXKjgYieMWEB7caVmba1eenD0EyqSgobrTZqQ6ObVIkX6lcEygtzsHPnXzh5Jq1f+zWlM4sqEQe2bsSWfTn4dstfSEtL6/TZ8cu34KTXptyS7suQXzvNnOgF36rq2eDrTHYRWxlwFTpj067jaFaazsDX4dppQtROrdS5JZVwETohNGDwuXdqx6j9vnzmWDS1apBX2YT6uhqTt5i09fv6TYaT2/adwpR4P7h5eCAmJqajSSdHASZMnIRNJytQXdOAv/fsxKlTpzqu2+pg+8GzaJQ3YfH0rmG/dWVqOs8RYS22St2+pH5S5uJZrec67e/jidiwAJzNKUZra8+/Nd02B9IxbY/SJIG+TV3hHEjjG2iy/rb+TTy0+uUOsX/6/A1ERcVg9uw5SB6ZiBkLlyKvzH48HS2qRDTUyxAak4zrF81CQkJCp09kuGl76h3I8QODCJDTLG1pkEtabU2NwTK6mcfP5YPomq+cPQ4n0vKx65jpmizZQ9A2BvVnasoqLIfEywMBvt6mVhmw5SaPjEF8eCBO5VVDqWxBcXH/LnvvOHIOrYo6RPt7ICQsgkWl1AVz0vAIjBo5Amt+OY2KOiWOHzmEnbt2gRhIbZV++N8RhIXQVoZhrwytXPRCoxUVa3FEaPuhbzKupL6q9LyeyJ16REwI8oqrWGhw3TqD6ZiwprHS9lFxSclgGtqAHMuZI9vww4/bmOzlGYdxw22PYNpVy3HkeAo2/7Ae2fu+xW2rnkL/8hYbh9KiSsSMS66BsDUT6zfvNt6jgSt//vwlbrn5H1j58DPILtHxuW9T4pV/rcb2AycM1Bq6WWRcST94Q8ZguqiQV0ZKZiEzcnzklkshdHHGhj8P6BYxeqydlZgStVPbCD3U5Jkh9fEEzeIGexIJnbHwohE4ky9DvUKFkuLifh3yD/87jNHh3nBzc0V8fLzBvp++41II3Tzx7h9pEHlLkZV+Dr9t2dIlXoTByhbOfOfb7di9/zQWTh0FiZfxrQzqllyLyRvJWhwRukMjt2niQaHfkz6lPIUFr62XI3OQhgWn8RLWNH760DNMxtg82Q4BkasHvLzb/z/379kGoV8cft24FuOTR2Lx1bdi42dv4ejOP1BpuoOeVQdjASWiBfffeBXGj5+AJTf9ExUVZbj9spmIjE3A5MmTMXHiRIwfPw7X3HYvDM1/Pnp2JRZedQv+2rMP6997AckTpiK9+LxFeVsLPvjPGuw6esYkEIgaumdSZpOasutCvlJf9udaUV7erZzFFTWglYGE8ECQkdicicOxZe9JxuPQbUWAxYQgP/3QkJCeinZclzc1MyUiIkgKF2cKAj/402UzxkLR2ob8qibU18q6kBZZC4H8UhkysvMwMtwHfgHB8PHxMdgVuaO+vOJq5BZVYX9uE2bPmony0lJs2rQJhf3Ib7F590k89NrXmDRuGF7459UGZdVm0otNyxEhIq4ZKyf639BG9KR+dRO5eQocBTid3b+rTLoyWPOYIgPThIHsQqKiokCurqZ6fllTrsHYtqnvpjZS4hzaX83BAcHw9fWCSAcQX19/CNQqtLYaWYto0yAvPQMKQy9cnXYsdWiBf3pHjJk0BcKQGMDBAXPmzIOTE9Da0gq1RsNiKNDevX9EbJcXfEtDKZ597T3c/tDL+PSNxyErycCMyeNw/R2rcPLP9QxIH4kEbiLDfyS0LKudOdCeXrNCASI7og/FqGqzmwUfS92u9nbcPTzZS4P2L1VqNVuK1O9B4ODA9nJr6xsxPK6d4+G6Sybil22H8MvOY1h5wzyGk349OicsKWonzQL9AgIYilqcDZXX1qHoneXVfML6jwAAIABJREFU9Zg7aTgrRvdhsKfxw6OQEBmEU/kyjAr3YrglJSUZxdYSeNC9/WHHUYR6O8LbQ4TouLhu7xFtZV09fyLWfr8DNy6aiquuvBybt/yBLVu24KKLLsLIUaPYb9PS94tuv6PAAcfO5TEX42B/Mb54cTkzVjTWF/3RKpRKpkSQV1Cbg0PHb9wS2Blqg553qZ8f0tPTIaupgZu7O+uT8qNC/UFU56fPG1cak9tQu/aeR+OTNza2u9J6eoJWHY8ePQraxiSlajCN1db3wgEOUJv4fygSuePssW+wYPGV8HfXID/tGJ5/9xs8u/JG5GekYOWjzyAgPhEBnkbUEgfg0ZuvxM7CFtx61+34x3VXI3lE99uHfcHHIkrEsgce7ZUMDbIyyBw9cfeKe9ifmG9wPH7a8BUSpl2B73atxvUzE43+gdBLbfXq1cjJyYYTaS1wYFH/yDiqUaVBq1LJXrC9EsyOK9Fj4+zsAm+JBPnZ2SiqqICPxLeTkSWV8XJ3xeHUHDgKBIgKD4AabZicHI+oqCB88+dB3LhkKhwdBV1IqKg8KWdkVEntQihCTVO7ctYdLOStcI55grTA30+MVrShrknRXZUBf41w9nZ3xaxJidiwaTcalWEoKCxAcHQMU6B7Urx6AwAZTBKD4q7DKZgeJYG7lxgeEt9u75G7SIhHbr8U2w+cwSNvfo0/1j6OeZdeiv27d2P37t0or6xC8qRJzC6AKea9EUyvDmHj7ipEZmEl/vHkh2hsVmLdi8sRGx6I6sYmo+o9/ZbrauvYi81ZJEJDSyt7Hq2pjro4O0Po4cEUnqLSUogDApnbrpNAAJG7EFGhfszNs7xeDpGLEwu8pjfcAXlK466oqYWaDLSdnCD08mZh1/MKChAen2C1Z3hAgtVHoZ0cHVHbpIBKo+nR0+3K5U/DLfZipJ1Lx7n0TFw8dTJyc2klrA0P3Xcbdmc1YtuO12D85S3AE2+9jcD1n2HD2jV484UnMSJ5Im657S5cc83liAq2rOeccTl6CVrB2QNYueoRbNtzlAEWEBKLZfc8gCcevgeueu4Z3j7+8G1twDdfb8Skp5azHuOnXo5VN8zAsptuxPSUvfB0FxpUJEiLJiWCluPomBK5KD311FNwdXSAm9Bl0O7t0Ys+JCgI6ampUMrl8AwMhFqHHZLwcIIDUrOKESj1xpjYMNDiWJS/BFfNHo83v/gDp9MLMD25/Y9C91aTgVVZbQ3q6uqQnJwMHzc3qDU9O+c6CRxRWydHS0srEiOCWP/eRlaQdPsb6Me0gXbN7PH45IddKKhSQCquoWU4eJ+fzVp6fHTvt57MhqBFjkAfH8TGxUPi7tatwkzPw+SkaDxy6yI889YGrP9xJ+6/YR58lyzBgX37kHrmNOrrajFr9mz4isXsd9tXBYjkJDruFf/+HGlZRVj/0j1YMnU0a9urm+eCnj+5Ws0UB7GXFzycnaB2tMCuazc3gvoM8feHUOSKhtpa1qdI4MD+V2gcI2PC8OOOI6iva4RfqD97uXbT3IC5RGNra1Gy8Ui8vODr6cHo7Yml1kHVAm+39hWZATMgOxaUnrE2kRDOjo492vkERsbj1mWdbZw05xmHn3/rM3wWPxpePUQgGDt1Lujz7scqpBw7iA1ffY5/P343nlj9IObOvwwPPHg/Fs6cZBHELKpENFbmY8G8OajxGol/vbQGXm4uOHNyP/79xL04W1iBH//7TCehnbxC8OSTd2PF03dj7+bP8X8vvIxr5k/Hy/9dj13jR2N44ggo68pwmYth+mQyMNRN5ElAVtbOAgEcHRwYna3u9cF0HODvDydnZ1RXViIhLg4Cx84YES/EuZxittQeLBV3DP2GSybhna+34qf/HcXMscO61KOClWVlTAGj0N8CBxgs09GgzkFRmYytCkUGSdnKEv1ghkKakBiJYVEhzEsjKdQTVeXlEMe2czZYY/zb951CYrAHaFsrNibGZKxX3Tgf5B3x6qebceWscQgLkGDuvHkQ+/jg8OHD2LJ5M2bPmoWQUNMoznsa26o1X2PH7hN47qGluHXxNFacZvc9pRalgj1/3p6eoK0b/We7p/q9ue7l6clCg9fIZGhTq9mfvbad0Qnh+OSnncgrrkRcWEC/yKPt29rf5EpLNiFeHh5sohEWFobs7GzUVFbBO2rwG0dbG1/d9kXOzixcAW0ZkRErJVLWifcnLi5Ot2iXY7LLoTR8xGgc3rsd9W3umDv9oi7l9DPqZVUoKixCWZkMbRrAx0eMqqJUXDZ3Mhbf/gi+/fA1CPv4N93zL1pfqm7Od23+EoWaUJw6dQirH34A9957L/679kvs/uF9/P7Vh8iVtXSpfd/TH+KXb9cjQuqK+oZ231eRJBJ/7TuKm66aicQR4xDib9ryC61K0E2x5tJnlwHYKINZU3t5GSWdyiupQm5xJcYkRHSScFxiJC4el4Bfdh5FVW1Dp2vak8LiIhboi4ytzElZRRXw8aLonYPfvVMXF5plLJ4+GqcLZGhUqlBUZD1yooLyWuTl5yMm0BOh4ZE9zmp05fR0d8WL912NkvJqvPDRLx2Xxo8fjwULFrDZ/+bffsPp06c7rvX24OV1m/HxN1tx23Vz8cxdl5vVjFze/j/gZmW2Sn2hyA6AXKfr6ikC8YU0PDoYDgLBoGSuJM8MZ2dnEP8MpeDgYHZe0I9GtxeQHtxHbNJXXY0333wTr7zyCl566SX2+fTTT80YuBL3/mMJlq16sts6Ozd9iysWzoS/fxAuvfoWnKtsxVuf/Yj09AwcPXYCOze8hV8+eR3H8+q6bceUixZdiagoLkBQVBL89ewgp8yYDo82Dcoq5YiSdCUhuvz6W0Ef3eQTFId3P1zPstSaoaAW6I6+52PaO6aXfEFBAbOu1o8xcDa7CE1NSoyOD+/UGC1t37BgMpY//RG27D2FW5e0zxC1hZhrZ3kFaEZirntdQWk1pGIPBEgGZwhwLUaGvi+bPgZvf/0nimXN8KuqYDMOYgG0dPpj3ykEugNeHu5G3Tq763PJ9GTccOlUfPLTLixdOAWzxiey4tHR0YwTZOfOnaAPWeiT0WW7vVF3LXa9tmHrQfzf2xsxa/oYvPf4zV0L9JBDzyC92Nxc219sPRS32GX6PaWkpLCx63q7UDRPX2+PDuNKi3VoBw2REkEzYe2zSuMmg1ayiVKpVXBytOgrwg5GbDsRiFad2H+//PJLhnnvJHHGhj8OQ+XcHZNrG7784ENklTbi2TUf4tprrkBseOdV+4lzrsULzzYhRNzDvogJQlp0JWLcrAXIPLgJH367Berz732VvA7PrX4CDSJif7uwrG6CbB1FyMKbp64I0HaOQqFgvP/6V09lFMBF6IwRsV1dNOlFEhQkxbd/HuiyakN02sy108wl7UaFkrl3hgf5gvgThloiUqKkmDCk5MugaGpCaal5cUpMwatVpcHRlFTEB3nAPzCYLb+bUk+/zHP3XAWxlzuefO8HZregvU4vjyVLliAxMREnTpxg3htkG2NOojgty59fh/ioIKx/7i5mXGlOfSpLSoRQJOx4sZlbv7flaSXC0cmJuTnqthEoFSMmzB9nsou7GCLrlhtox8Q1Q1jTBESrLNIkg7YxKZZIdVX1QBuS3ctLK+W0Yt77JEB80igkxUV304QDRk2ejq9+/RNPPHR3JwVi/XtvYfexdLhIQvDUv/4P4b6u3bRj2iWLKhGjpl2J51fdhnuXLkZkVDxmzZqJqIhwvLBuK15/73348VDgpt0VE0vRzIl+9OV6THtU/UR6PsICJYgJ7ayB0rVAX29cNnMsdh45h5SMzkvv5N5FKxDk7mVOqq6Vo7SqdtAH3jKGCd2HxRePxpn8ajQpVVZhrzxwJgdtijpIvT0QF997l634iECsvn0xDhw6i49+3NlpSDQjnTdvHqZOncpc/TZv3oyqatNeJjlFFbjlqbUgD5Iv/30vwgN9O7Vt6gkpsSKhyOyVMFPbN1bOmyJ6urt3ichK4xnOmCsrUVLRM0ussfbtLZ8mIM3NzV0ipdJsmV52tBrBk+URIGytlbZs/BpvvP4a/vveO1hx/0r85603sWbNGrz2+htY89JzuH3lQ9hxNNWi3Vt4rcoBT7+1DgsvvwE/bv4NOUVVmPP4Vbj6mmuQGBVsUcF5Y2Qk48P+APRJp2obmnAupwTDY0Lh7WFY07z+kkmMN+D77YcxOj6MwalWq9kfB83I6A/VnFRUWQN5k3LQhwDvDpMlF4/BW1/9gdJaBfwqypmNAS3LWyrtPpSCCIkLfHylCAnp2+9pxfVzsXHrIbz0ySYQYZZ+6HaykyDK6R07diAvNxdS3+4Vgjq5Ajc/vRZ5JZX44Y37MXF4VK+GTbM0UiLISJpsTfozCXUiepIcZKStTaPiw7Hulz2MvI1W2wZDIpxpnPoRev38/VkekZGRhxZP/YtATuppFFbWwMXFGSoVcSF17l+jUcNbGmyQ+2Hv779i454jyKuqQ9nurShPPdLhpUhMpDPmL8ENC3o2yOzcY/dnFvuVHtrxCxbOvwTH0sowfuZ8vPzGOwgV1uNcTmG/8N93P8zBeZVWDGgJmoJx0YxCm7KLKtjWwtjEzkaV2uv0PXV0HCaMjAFRJxPTJCVykaW9cJqJkFW8OYmidxLHQHSI6XE2zGl/IJRNiAxEUkw4TufXoKlRbtTotTdjKamqR2lxIYIl7oiJjetwa+5NW1SHOBxeuO9qlFfV4nkdI0vd9ohKWywW9zgOIpW796X12H8oFW88fCNzI9Ztx5xjeqnRDFnfxsecNvpSllb3aIm/Vi98+vDoEKKiQUpW55W7vvRl67qkRNCWBtF+6yZSpsjAksjsyNCUp/5FYPNXH2HmzBnMJmnGzNmYO3cO5szR+cyegxVPPGtQqFfWb0ROTi7+teo+bNiyA5mZmczbhjxucnNzsWvrJiRFdF2dNtiYiZkWUSIO/bEBk+deidNZ1aBoke2pDTFJI7Dj23cRE5OAvcezTRSJFzMHAbKLoFC+ulS1Z7KK0Nqiwuh440oE0VJfP38y0rOKsP3QWdZlcUk7bz4pEeam/NIq5ioW1sslbHP7s9fyS2aMwZmCGhZ+3ZJeGruPpkLs3MpWn4ie2BJp0bTR+MdlF+OzX3Z3PAO67dIqCj1f9DKhF46x9Mz7P2HDT7uw4tZFePAfC4wVMymfFAhSRm2lRNDqHvVfWlbWSV7aAmo3rhw89NekINBqj6FIqWQXQfeCOCN46l8E7v3X61j/3otEAI11P/2B0ymnWQReisJLn5TTKfjqv693Eaq2vBB/7dyFZpUG/7j7bniq67F3795On507d6NcZlnFsO9KhEaJRx54CMmzbkB6+lEkRWmX+hzwz8dfQVZWBi6KdMJdK1ejZ8qiLrjwjB4QoAibtMemG8L3eFo+PDxckdTDFtJVs8dB7OOJb/88yHopLSntlWsnVc4uKofYy42RW/Ug8qC+vHjaKCg1jiira0ZleRkLMd3XAbeq23A2LR3BYhHCIqIsaivw7PIr4Ovjiafe+56FjNeXNTgkhCmpus+XbpmPf9qFl9b+hMWXTMYbDy3VvdSrY1KIadnV0IutVw2aWYlsgYgzokjPxZEi4dIqGynotPIyGJLWvdMQ1oQDbWcR/T1P/YuAi4sQt951NyIlHgiPTUDCsGEgKn3tZ/jwEYgK78rlcm7vZiy+9DLkVTXg3acexqKFC5nrNrlvL1y4kH0uvXQRdp84Z9EB9VmJUFYXILW4Ao8+uRru2kUIHRE9fMPx+gv/QvqR3cip7otVqk6j/LADAbJfIBct7Z88KRSnMvIRESztss/dUen8QVSIHxZMHYXth1JxPDULDXU1jLFO6+6lX76784Kyaki8h6Z7py4u0SF+SIoNx9mCWjQ21Hex9Ncta+oxRWJVNdbAV+KNOCPROk1tS79cbFgAnli2BIePpuH9jX/pX0ZgQABbYTLkbbLtwBmseOULjEmKxifP3mGRoGtaJcJWKxHUb1h4ODMq1fVMcXZyZMaVuSUVKK08HyCwC1oDK4O2bei3bijcOtlJ0NYOGVfSFhNP/YyAsxhfb/wJSSFdKRGMSTJ24S1ISzuLGH8vPLP2G7aalpOVifTMLGboTTYuJSVFWDzNsnYufVYiVKoWFniLaKaNJTIEc2ptQUPDhX17Y2V5vnkIkAIhkUjOv6zaUFUrR3peKSiEsSmulksXTAEZYn7x8/+gam1h9hDmSUABk1pRVFbDrPFpr32op8UXj0FqUQ0ULa0WIZ46cuosfEVAUHAoxOeZ7iyJ8b3XzsGEccPwyrpNIA8L3UTPFi3x08tE16r8bHYxbn3mIxbS+8t/32MxbhB6sZG7oaEXm65c1jym7SLy6c/Pz+/UDf2mKmUNyC7sjFGnQgPkhIJr0UoErULoGpDqik9bGqRIUWRPnvoZAQcnTJk9D4Hi7vggOsskdPdAeHgYnAUOzPh6+6/fo7xZgNAgH7y4+n5cceXV2L4/hYWE6Fyzb2d9ViLcpGHwc3PBp19uNCrJz5s2Qi2WIjywswGP0Qr8glkI0JYG7W+2KJqQVVTJImkm6zFVGmtwzsQkJEaHoL6mmv15m+vaSe3W1MtRUlUzZN079bG9dNpIKNucUVHXjPKy0g7raP1yppxX1jaioqQIUrG7xVchtP27iVzw4n3XoKqmAf9ae4HJkq4TJTI9E2R0qzU2rJA1sKBasjo5Pn9hOShctqVSx+xYZNiryFL9dNcO2QSRQSkZouny35K3E6UzgyAseMv5SKmkRJB7sqFEONA1vqVhCB37znv10Ttwzc13MPuHz159FK+v/R4+7i647tK5+G2/nW1nODh74elHV2LzR8/hkefeQVFZVQe69ZXF+OCVJ/D4m9/hzrtXQSoy/LB2VOAHvUKAjN/Iylomq0ZqTgkoHr0+U6Wxhmnl4B+LJiFILISPD806zXPtpHaLK2pQ39iMiEHi+mYMK1PzKSbF8NgInC2shby+ziAZmKltnUjNgpOqEQGBgcxi3tR65pabP2UEbrt8Br7ctAd/7EvpVJ0s9WlmXlcjg0rThjuf/wT/z951gLdVne3XsiRbXpJsy5L3HrFjO85OCCGMJECAMEJCaCkbCj9QVoGWFQplj7ZQQtmEkTBDGWWFESB7Dzvee++9Jf3Pd4wc2ZFtSb6aPiePozvOPeM90r3f/cb7HTxahOfv+QOWLUgfUXeyO2TOoKgjb5nwbJ/mjo36j4qKYk6FzU3Nw5eRcyWRdJF5ydULOcrSmo6OzDCeF0V+kSaqsqpqhBbKuA7fdj4E9P1NePntj/HoK19j6awkvPift7Hmtsfw6Zdf46LFKXjvg68EHfSkNRE0mt/9+WH87fYr8My6PyEyVIP4xGSkpaYgNDQCN/7lcaz8wx34x99uEnTgvLHjCAQFBzPbZlVVNfbmlCBIGQAKNzS3XHpGFsICfdDaS5Ypy78SlXUt6O/rn9LhnaOxXnFyJnKr2tDb12f1mxw9sClES+EjRnxC0phvjKP7tnb/wetXIiRYgfv//REogZuhkJBKJEyl5RW46x8f4PNvduEvf7wQ1124xFBFkE8ShOnhRm/HpAFxZCGTBkVpGJs0wlTkXKli9NeuTsVPONP8RnNEGGNOZiUSIBsbGkZEfxnX4dtOiEB/F7RiGU5asgToLsbh0jacd85yNtCQEBV628aOtLJmNpY/MUz2IsX9z7yB7IO78NA9t2LOzBlIz5yJm+55BD/uOIBP33oaPlKuhTAJnQAH/f38EBwUiLyiUuzNLmQ0pxEh5jvkdLa3wlsixsYfDqGoyjx2QuNhU3gnJSiKDDW/T+Pr3XH7zAXTMQAJGtp6UVNTZdUUiyvq0NlSzxzcYmJirGrDkotiwlT469XnYt+BfDy/6bvhS+lBExkRin2Hc/DSB9/i4vNOZom8hisItOFojgjjaZAJh3xByKRB0SJUKCya+CKKqxpQ22gZHbhx286wTWYjKhM5sJJfBK0LZ690hlUzbwwevqFIi1Hg7mvXYs0lV0EbEIulcxPxwydv4PWPfsTsJXPMa8jMWgIJEUO9pWbOxQOPPY1N77+PTRvfwxOP3Isl82eYORRezVoEKNZbpQpBB1OdtzCmSs/fUsea02Z1dRXaewbwy+FyfPXrQXMuGVGHnPHk/j4IC1aOOD6Vd0KD5UhLisGxqjZ0tLYM+xNYgklOXj6kGEBMbJygYZ3jjeH6Vadh/rxUPPnGFygorxuuKpUFwEukx6VLZ+LFv15hMRnZcEPjbBAvAT2wTIUcjnOZTU4RR0Z0dDSLeiIyN0MhM2F9czsLaTYcc8VP8qEiTcNEWGs0GiZocL8IF1plDwn+/eo7kHTk44ddBVj/9jtQiepx47W3Ytmlt+GWtUsFnYygQoSgI+ONWYRAsEoFmVSMUIUMqXHmO7qRDbqhrh6qEDWUCjljsDS8eZk7gDIK7wzwZTk5zL1mKtQjMqf8mg7GJmrpTbijuxfVFWVQKvytytZpLb7eUgkeuXEVc5Z9YP0nrJnth4vxxLs/QCIW4dbVixEs97W2+XGvo+8iUa9P9GAbtxEBT5JJg34LxiaNtIShvBKUJdeVC2kiWKZU3/HXkqK/yJxFpFMk5PHiGgjEpMzCz3uPoqGuCteetxDw0WBbfhk+e/dZ+EmFfewL25pr4OuWoyQnKKKrTQyXD+fCMGeixC/R3NqGUxbMxEVnzMGv+/OYX4U511Kd/oFBVNQ2g5wJ/X0d5wxn7njtWW/pvDQMirzQ2NGHmmrLTBr5RaXo7WhBVGQ05DYI6xwPB4rYufrCU/HRd7vxwvtbcMuTG3C0tAEisRR1dbZjMCQ7PT20J1Kxjzd2Ic/RWzj9rkpLS4dNGklRoUzrdqTQtYUIQ3int9fEIdmRkZGMCpwy/PLiGgiU5+3HZReeg+SkJCQkJCAhMRmLF5+EhIREfPHrAUEnIXACLkHHxhuzAAF60Ei9ZZgZr0Z6vPnJmegNmdSadMNcdcYcPPXm59j0zW7MnR5vVu8t7V2oamhGRmKmWfWnUiWVwg/Tk2KRX12DKHUTi8sfzxvegA3l2ykqKmSapclk6zS0Z83n/deuxPe7snHXc5tYzojX1l2LMK8ulJZVsDdSW/A4dHZ1ModKevt1hkLOnWTS2L9/P8sfQn4S4WolYsPIubISxLVgaY4ZZ5iXIQU43TPMcWAl50q6R9C9wh6+Oc6AkUuPQd+PGy5fg29zO3Hd5WsQ4CuDXkd3FT36B4BwVbCg0xNEiPjxq4+RX96EsezwOq0WSk0ULlx5Fhzrcy0odk7VWGfvACqbuqEK8IK/zAR1qInRkuqYmAiJ9VLiJcPMlCgsykrG5h/24P5rz4MyYHxVJzVZ3dCK9s5euEtmQxMwTerQWQsz8eLbBTippweUmyQlOWXC9mrqGtFQU4UwemhNMlvnhJ2NUYHSeN+ydhlue/RNrLtlDdYun4cjRw7jyNEcRj5EIZBCl86OTub7IfN2Ho0WmTRIiCBtBAkRXhIxpsWF4ac9xxgfC/m+uFohjQ8l7DM3Rw45mAYFBzEWT7pnmCN4uBombjXegTYcKazBi29swbUXzLf51AQRIj5989/Y9FP2uCFoibMXYSUXImy2oEWVDdhxrBJnZWpYVk9zbvLNLc2MRCgzk7QIHhB5AJcsn48bH3qVcQVcetaCCcdb1dCC3l4K71RNWHcqVjh1djL+/Z43mtp7UV1lnhBRUFiIwf5exCUk2T0dtvEa3bjmDMxIjsbimcnscEjIEAU2eeqb8/0ybsucbbLTD3FEOI5oavQ4ifqZyNxIiJgzZw57I89MjGT5ZihfjCsKEQYH1vHCO41xIMftiPAIHDx4kN0vCA9enBgBSQDSE+NRUJgPwEWEiGfe+QZP6nRMiKBQP4lYENnEiVfJ+YaWW1KNo2WNOD012Ow3RUq4RW8Wxm8k5y3JwoMvBWLj1ztgjhBRVtPEss1xTYTp74QywAdpSXEoqqtAVGgj40EYT13f29eP8pJiyBVKxMUJk63T9MgmPioVe2LJ7OOaE9JYkQqctFdEgT0W0+HELZ9Yg76H9HAjbMjhz1kKPUBJhb9z5042b/IPIIZOInTLKarCohlJzjJUs8dBwhrhbYnvCYV67tu3j4V6ciHCbKgdU9HDCxesPAPX3nU5uuvyMScjBRSsR79ZnU6PU5adjZhQ4UwagjztxRIJjBvqaGtjGTuJGYJuNFU5O3Dfs2/h5bffQ9DEfjyOAd7Fe80prkJdaw+6+nVobjoekjbetMjGSTcS45tCuEoJyv1AmT0pP0Ja/PhpwYsq6uDvKwNlOeTFNALLFmbgP2/no7u7iz2I4uPH9jcpKSlFS3Mj0jKy4O/rHL4BhlmRXZxU+oWFhYxmXUiHTwrtJDU72d+drUTHxGDvnr1MG0FCRHJMGPz9fOCqzpXkVEkmCUuECLpHkOaC7hkzZvCwfWf7jo4eT25OOWKio/H+W//BZqkX9Hot9PohQWJ9TKqgQoSw0RmD3bhl7bmIiIpCXFw8UpKTWUKQrMXnILusHhLuEDF6rQXbP1xQDnlAAIJVwUzlSDbP8QrdsMnbmhwqRzvJrT1rAXp6+vDRlj3jNcHOlVU3Mt8JTZDr2YYnnJxAFU7OSgQkPmhq70HVBKmVSQXp4SlhXtQCdS9oM/SQp++WIWusUI1Tm8Tu6etnfsIhofqeqJ3goCCoNWqUl5dDqx1k/j+x4cGMuZJuzK5WOn5LcmZJKC2ZmUiApHsGXc+LcyPw2GsbUVJayrTSJcWFKCouZS8wtbU1OO/kmYIOXlAh4sBPm/H8pm/w5Euv4rT0MKQtPB2vrn8BkSo/rFz9BwQYqysEncbUbqyts4epVjOSopE+LRGtrW0T0tTSQ4DUmqSmHF0WZyUjKzUWH363C11G9Mej6w0MalFR18w81olsihfTCMh9vTEtMRal9Z1oaqxjOQtM1az24IZNAAAgAElEQVStq0dNVRVU6lBEhqlNVXH4MeIMoAdKVZVlIasTDZyFd5KKfQLegonascV50qaSg2VLSwubN5l5psWGoaCiDvUt7bbo0qZtdnZ0MJp8SgNuSSEtDK1TbU2NJZfxug5AQCIR4+MNL+KMxfMxa9E52HfwMO665Ubsy6+Dp0jQxz4Eba0oPxfTTrkI16+9GKvPX4p+kRKr1l6GjS89gw9efxHNvUP0sQ7A1K27LKyoQ2VdM+OHiI2KhFanYxLoeJOmhwDZnuntYnTxkoqxZvk8ZOeV44fdOaNPD+9TCvHK+mYW8uaKoW7DE7HDxtL56ahs6UNXZycj7jHVZUF+Hrp7ehEbnwARebk6YSETBnEnEPkQhQoKVZgQodM5DdHU6HlRqCf9XoqKitmpjKQoRn09OnX66OucbZ/s4mTOIFPGWCnAxxoz3StI8CCTBi/OjcCm5/+KVZf/H3xUYaiqKkdXnxhF+7Zg4fxFKKgVlrJdUCEiIECOusJsdGuBsJgkHNu3kyE9a3YW2mqrUFY/vorduZfFeUd3tLAS/b39yEiIgJ9cyZzTxiOGIUKfqupqFtpJKY9NlYtOnw1/uR82fbPD1Gl2rKaxFW0d3Ty8c0yEjp9YmBEPkbcfWjp6UFl5YhZIYmssKy2B1CcAifGOdag8PuoTt+itnB4m9FZOf0IVmj+1bYmKXai+zWmHwhzJlEMmDUCHzMQo6Aa1zG/InOudpQ6ZjciBlXAmvC0p5BNB0SoUnUM+LLw4KQLaLvz9mZdx82Nv4bOPP0FCjAp6v1B8vO0QUv1a8NK7Xwo6cEGFiIXLLoC8Nx8JqaciKGYuRLX7cO7vrsfZF/0OA54KRARbpj4TdKZu3NjBvDL4+vkgOZoyd3qwxEENDQ0sS5+paTc3N6O5qYndFMeK+U6IVGP5wnR89ethlFabdtSsbmhBDwvv5CFfpnA2PuYrkyI1MRbljV1orK874S2+qKgITc2tUIdHMwpx42udbZuECPLurxWQvZLejunNeLR/jjPNnUwalHOitroaaQmR8PPzxpHCEwVCZxrz6LGQxodSgJsb3ml8PQkdZP5sbW1lYeTG5/i2EyGg7UFnjx6L5w+Fd/YNaKEdJKFPhnmzUlGcVyboYAUVIvxC4rF123bc+IdzEZmWhQ1vrUfBzu9Q0i3He++/DZWPoN0JCoSrNkbqyUP55YgJD2Z/NA+yW9PNrq3NtNqKQvRIFW0c2mlq/sQZ0dLchk9+2GvqNMprmljYEA/vNAnPCQeXzJmOmvYBdHa0Mwc1QwVai6LCAvTpREhJTjQcdtpP8tSnN9nqqmrBxjjMEWGhnV6wAZjREPkEkDo/Nz8f4SFKxISFMOdKMy51miokRJAWwRzmVFODpnsGCRNC+8SY6osfsxIBiRIzEjR4aN29qK1rAJmnvbzEyN3zPd7+8lcsWDzXyoZNXyb4Uz0yeSbuu/d2+EmA5av/iNyiYuQe3IFzT+VhQaaXYHJHG1o6kFtag/SECFDyJCokRNCDibQRpgrdAEaHdpqqt2z+dCTFR+CDb3eBnChHl8LKevj5yhDGwztHQ2Nyf05aLKQ+crS0d48waZRXlKOuvg4yeTASY8YPqTXZsJ0PEpcDCRJkMpsoCsicoZEgTA830kJIzcjlYE6btqhD/iD0EC0tLYcYg0hLiEBheR0aWzts0Z1N2iSNDwkBloR3Gg+E/GHIBEp+EbRuvDghAh6eeP7Vl9Bf/B2iwsOxZ/s2XLp0BqbNPQOLVl6Fm9ecLuigBYmXuOPSZWiNOxuPX70M51/0O/R6/CabeHgwT1CdTouo1NnYtOE/kAo6fN5YXlkto9+dkXychphIgciDnh5M06ZNGwES2UPJKY4EjfFIj+giSqhF+TQefe0z7DhUiMWzhpgLDQ2SmUPh7wMNFyIMkIz76eMlRmpSHKrKshFdV8uSOhGZUWFBPlo7+zF9djy8xILL9eOOydqT5B9ALI6UJttUhI8l7Ro4IsjebpmV3pJehKlLJg0yPTXU12FWahw+/m4XiisbEKzwF6YDG7dCQoQ5KcDHGgY5l9La5+fnM03nWD5VY13Pj9sHgYhpJ+NIdiFef/V15JdVol/rgbknnY4/XHKe4AMQRIhIn70IPWFJ8FEE49zzz0djWzuMZVRPiRTxqek8b4bgyweQUyXlJslMih5unVSV5AhWX1c//KAynDSEds6caV6s8MVL5+HpDV9h49c7RwgRWq0OlbVNCFMpQayMvJiHwKKZ0/BazhG0t7WymzC9FdaQo5pIhqzprsN+SH4RbOw1NZMWIshGTxoNZwzvHL2qRPdNppzi4mKkxGgwOKjD0aIqzJ0eN7qqU+6T2Yh8TyZ6gRhv8GTWOXLkCHOw5ELEeEg57tz9N1yNuZffiT/edteIQdx2xVpkXXwT/rDipBHHJ7MjiBBxxe0PsDEMtNYgNWsezjv3zJFj6m/Bxo+/x4AOjH5z5Em+NxkE9h0rQaDCH8kxx0M16e2W3urobYF8I4x/6KSGpDcRepswp5CGY8mcafjv1n146IYLEBIYwC5r6+xmYaXzMxMEjzs2Z1yuWicrOQoyfyVa27uYSaOvtw9NrR0IDIlDuAslczJQYJOnPqm1SaCwtlBkBpnfnJFoavScSIAgk0ZJaRnip8+FPMAXR13IuZI0ETQH0lRaW4igjtqoqKhAamqqtc3w62yAwJN3/wnfH8jBtu+3wOeb7ZiVFI1BrRYeHiLoBrrx/U+/4umllwvasyBCRHtjNT7579coPbwDj6zfiEf++RxUEoCyjxIl9p6v38f6zXvRcNEqeHN7hmALSF8OSkkcFxGCSHXgiHbJXEFvC01NTcNCBIV20k0/MDCQaSpGXDDOztoz5+PbrQfw+c8HcfX5i1nN2qY2tFB4p0Y4DvZxhuA2p7wknpiWGIe64iPIz8uDXqdFU48eZ6Ufz1HhCpMltTZ9x8rKyhhpmbWOejRXA0eEtXZ6e+NFJo2S4iJ4DHYjPlKNwwWuEaExMDDA1oq0lGNFZZmDJQkQtPZkFiUNkqWkVeb0wetYh0BQsAqqkBBIREBIoBJqjYZpo4nzWqvX44FHL8AV551iXeNjXCWMEFFThkcfvB/Nne3QDnThub89CDLtDvnd6OEp8cZNd90BpfPk1RkDDtc6XFXfioLyWlx0+hyIKcOKUSFNBGkcyPnNkKuB4vpJqJg+fbpFN5EVi2YgPDwE7329A1etPHnIO7u+BV09fYiP4OGdRrCbtTl/RgrezDmCvp5u9PQNANIAzJrmvNwQY02K3siPHTvGKLAnK0RQH/RwcoVC6nyZjy/aWxoQH6HC7qNFaGrrRJDc+Si7jfHs+S28UwhhjfxgSkpK2P2FiLh4cQ4Erv7zfbgawIennYL0My9GSpjS5gMTRIgInz4fR4uLUbR3Kx765zvY8P4G7kBp86UDKHNnS3sXjJ0qDd2SJzn9Gec4MDe009CG4VOl9MfKU2filY9/xP7cMsyaFoOK2maWyTAmjGsiDDiZ+zk9Pgw+/gro9TrUtnYjMXEGZFJBformDkGQevQ2SvZ10m4ZBFVrGnYFjgjjeVEUSURkJJrraxCm9EF9cydKqhqcXojo7umxmiPCeP60TeZQekkh8ygXIkaj4/j9i6+6DnkHd2PjT0XQMXPj0JjIV3HRacsQLaAGWZA7F9lDpVIvTFu4DG9On4UfPvsULV29LEW0Yei+ymCsWL5UWJ5tx6+VQ0dAalSimyYK3tGFfuAUjkV2S7I501sehXYaVJGj60+0v3b5fKx/fws++HY3EyKKq+rhI/NCmMo04+VE7U3l8xJPEVIS45F9aDea+0S4dG6aS8JBvjbkG0HCKZnKyBfHmuIKHBGj5xUbE4Pq8hIovUUY1OlwrKQas1OdW5tEOJP/ymS0RgYcyCRKf3RPIeKxyZhHDG3yT+EQeOHh23DzA/8ARJ7w8aYsniQ+6DEwCLzz5VbnEyIMU2+vK8WZZ5yCHUfLmZ1MxJKYAzrtIBLnnI7ly5ea1FAc3b8DR/PLMHPRGUiKCMaGFx/Hpi9+RlRiOv58x52Ij1IZuuCfRgjszy2FOkiOxCjTyZroTZGcK4lhjuyW5oZ2GnUxvDk/IwELMhPxyQ97mINldUMrKOkWTwE+DJFFGwuzknHzk+9g9dJ5iA0NsuhaZ6lMQgNFaZDvDZnKSKCwppCQS45+rmRbJ1OOzMcPAV3t8JGKmW+SNXO35zWk8aE1E8JsREIDmTQOHz4MYsAl8ykvToLAYBv++cJ/sPrG+/HPdX9iWk4Dp4dWB/j5CRuOLIgmwgDdju8+ws78Vny9/QDmpcZA5CGCnv7p9BB5Sk0KEJ++/iwuuPoO1oSPOhrnnzoL7236BLPmzsfhvS9i40efYOf2HZgWzdXmBpzps6evH0cLq5AUrcFYabiJEIi0RPQjJ80E3URmZGUZN2P2NvlcUFKuPz2+Af/9aT+zAZMAESh3DTu22RO1U8XESDX+98KfER/u2jdfEiIOHDjABFRrhAgDRwRpNSYT4WGnZRvuhoQedWgo2trbWZbiQwXOn5SKNBF0HxBCiCAgSIjYv38/00RxIWL4q+H4Db0OHiIfrDx/DTQq6wR7SyZhnf5xjB4GB/oRGpmK5QtmQCFXMH52eYCcRQcEmEgVre1qxF23/hVnX3EXCosL8X/L05gA8cRrX2Dvrh3IL8hDqLYOj63fOEaPU/dwWXUTSqrqkWlEMjUaDfLCJtUlaSCIGIhuIGEmsnaOvm6s/QtOnYVQdSBe+vAHpr6NDQ+B2NNzrOr8+AQILJqRiFAXNweRoEqcA+QXYU3p6+8bSgjl59xOiabmFhUVzd7yMqKVKKqsZ/5Jpuo5yzF6iSB/DqE0PrT2dH8hkykvToSARImrfn8ennzkHpTVNNl8YIIKEaecvRZBoio8+vL7LDGTYfQGVYph3/DZ0VyF8kEx/nrP3YiPjcc9996D4MAwXPm7FayKjzwMq5bPRcnRfMMl/PM3BHJKqtDV1YOZKTFjYkJvS4a0zcSyR2+KZMe0tkRqgnDmwgzsOlqEqrpmcKdKa5F0n+vI0z9YpWJe+tZkduzp7mEcEa5ANDV61ci50MfPH2kRcnR2daOo0jTN/OjrHLFPPiskRJAWwtIU4GONl4QR0kRRBBhpOXhxHgTamtpw6OcvEBMRjoTEJCQnJSEpKREJCYn4/NcDgg5UUHNGV0cb6qqrce/1l+DZ+9QIVAQwhyvyQo+fsRBffPzOCJOGnzwYQejFJ//9AvPuuBQff/gxGpur8eOOg1i9ZAag7cL3e44i8oxlgk7aHRo7mFcOqZcU0xMixp1OiFr9W/piIC0tbdIOUESD/fGWPSzmmAsR40I/ZU6Gh4WhsqKCUWCbS2JmAIc4IsgxT4iwQ0Ob9vpkXBmaMDQ1tyDIT4zDhZWYnTq2UG+vcZnqx5ACfDIvEabapXDXvLw8pu1MSEgwVYUfcwACp6xYjdj5yzHQ34e+/oHhEZB7ZWIkZXsWrggqREh9FXj4qX9D5u/Logb6ujvRM6CDCDr4BKpPoL0WB4Tj/nuuxw13X473n/8rqqvrkZE5HWvOmI/PL12Dwv0/YuexLjz+/mrhZuwmLZEQQZkEKWX3eCVEpWKCA72JWHqDN9XuqXOmISU2DHtzik8guDJVnx9zfwTobZS0jRSlYel3jJwq6VpfP9f0rYmKjkZpcT6mhcud2rmScuZYmwJ8vG8wrT1pPCnUkwsR4yFl33NnXrTGbh0KKkQoQ2Nw3Q3Xo6OpFj//uh3BMxYgPSoQHjIFZGP09McH/o2YzMX4aft+zD9tBc5cnIWHbr8F//1pB5Qhydj45Tqcku6c0r3dVmlUR22dPcguqkRqXDjkfrJRZ0fu0psH+UKQ05pGPb7AMfJK03syLynOXJiOPdnFCFfbnsjE9Cj4UWdCgMxkAQEBzC9i1qxZFg2N1OD0Ru8jc838K4wC2k+O1Ag5cmqd15xBwhoxVgoR3mm8wMRFQ06V5BND7dNa8uIYBA5t+QCX/umhcR2USWB/8pV3sGKhdQ72pmY2xqPdVFXzjr36xO24/i/PMcrrk9bcjRvnAVf97Q18+sUPOPMk0/HwZ65cA/ozlMfWv4HHDDsWfNIPxNpYdQu6cXjVooo6lrfikjPnTzgWXx8fRlFLIVk+AjEC3n7ZWTj75EzMSnHuuPgJweEVBEGA3kTpYWrMSWJuw2Snp+tlMm9zL3GqevS70oSFI7y2Ftm17ahr7oQ60PmcRAlnujcKbTailxOK0tizZw8zZ5FmghfHIOAjVyApaaIkfh5Q+AorsAsqRJQe+Ql/vOc5rHvpfaR4l+OpDwux8oqHsWrLr7j86utQkr0NPhY481fl7sTFV92OWx98AquXnzxiZUiievTRRxl3v+FNm34oVdU16BrQYsCjn9laR1zkBjv+Pt7Ym1uK/v4BJMaEoh86dHX3jTkz+pHPPmkRk05benoNXORj1jfnhETqiVnT49HW0/sbiYk5V/E67ooAvX3Kg4NRkJ+H0soqRMfFsbfS8eZrCOfs6Oxijn7dOqC/t4+xoI53nbOd8xSLoVRr4O8rQ7BPBw4VVWKxPJGFYDvLWGl9mlpamUZS6ylGe38/tINaQYZH996AoGCWwr24rAz+waoJ116Qjl2sERI227p7oNXpxtUUTGZaiXOWYfNm+/sPCipE7N/+E8ISF+L+61fjx83r0dfbA1+lCq+tfxZhGSuRV9GBrBjziS60g4MszfWgcV5xI5QXL17MiJQM2gciVaqpfQsSkQeknp7QTyKzoFE3TrUpggeOFlTCz1eGzIRIeOo94C0eexkJOu/fVIzkF2F9rsWRMAz0D8CLh3eOBGWK7nl6ihARGoYDYgka6+uQlJgIz6HEOWMj4uHBHja9Pd0sYsDXkFXSStbLsTuy7RkPkQhhGg385QpoAprR2NQMiUgE/Ti/SduOaFTrHmAaiO7uIWFN7u8PqcgTerEwdwKaf6hGgwC5HHU1NaBmPel+M9H6jxqmu+8STnSfJuGZXoDdqYz99LFilkplMBrrKtE+CPj5+0HsNWSvLywqRueAHt7eltnLoqYvws5du0yOhBbj5JNHaifIcWjz5s3w8qQFI5WHBWoPk70430H6/uUUVyFKE4RpsaHw9PCATGouru6Hh/Ot0NQckSZExfhgGuvr2YNEYs53cnCAZYEkZlWZRNBbkX0XQeyJsPBIKIrLoO/vtvA3aZ+h9nR2Mj4PpZ8v6IEm5L3RWyxjDrWFhYXo6+piOXvsMyvX6kXrJWUBB6416olHKyhPxMJlFyNV3YGsWadh/YZP0Vx5DM89/jBOWn4pTjlnDZI0trV7kjmD3rbdS84buYiNrR04VlyF9MQIeJtzox55Od/jCNgEAdIGkj28sbGRaQfN6YSc/YhbQigGRXP6tFWdqKgo+JOtubeT+YPZqh9r2iWMu7qHND5DAoQ1rYx/DflFUBiptaRj47fuHmfdTQNhWBVBhQgvhRq/7tyLuVEe2PTRV2go3I2/rHsCKy6/HR+++ZQb6gUMMNrvM6+0BnVN7chM5ul37Yc678kcBCi8kzz0iXzInEIcEYODg4I7+5nTt9B1goKDIVcq0dfVhs6uLqGbn1R7hDM94IWOzDAeFAmQxFxKoZ68TC0EBNUhNteVo6JZh42ff4/W5ka0dXTBX65kpFOmYNV2NeG2G29Gm4cXPKFHW0fHCdW0Wj2uu/M+nL1o5gnnpuKBI4WVzClqhonMnVMRDz5n50GAzBLEYkhvoykpKRMOjB5u9HYmdMTAhB3boAJl0/VTBKOuthZk0gnwc57IJVtxRBjDSGtI609cIWRWpogbXkwjQE6W7lQEFSIObNmEMy57BKXt7YgODIYicPykWSKpF3x9pXh+/ZsAJDj19CWMmMoYYJ1Wh77+fuNDU3r7QG4plAo/pMTwUKop/UVwwsnTmy7RrNODxBzOAENCKMrn4A5F6iNHb/8gKivKERfnPEKEgZLa1sIamTTKysqYJorMO7yciAAJzYastQbzBpmYvKTS4cqHdvyM3PJaeHlJMdDfD90oR0ydTgtVRBzOOHniEP/hRm24IagQMW/5JZgd9y/cftPdePKhWyD3HcpjTn4KEqk3ApXyEVPxkPjhsRffhL/XAF7+qRQ/bPl2xHm+MxKBQa0OhwsqEB8ZwhwrR57lexwBxyNAJo29e/eiqamJcUeMNyLyYaI8Du4iRATIFWjt80B9XQ0zHwiV6Go8DM05ZyuOiNF909qTb0xVVRWmohDxr03foam1A+uuvxCmAgMNWrprrrmGaeyY/55ej7i4ODz77LPDcG7/9nPcuO5pti+WesFbIh4hSJAQMe+sVe4pRLTW16KuvgV733oSn7z9D8j9vaHT6UGTTpp7Knb88AVMKbnOWroC+6u/GgaRb5hGoLqhBQXldSxdOoXV8cIRcDYEyDZOb1ikjSACqvEKmTOGiKbcQxMRGhLIhIj29nZUVlYhISF+vOnb7ZyBFdTWDqwswV9QIBMi6AFpCL2320Qd2NHmH/fjT4+8gdNPygSYa/+JIbRk5qHfxFNPPQXKsGzQRBDXhnG54cGnEJMSj/N+fwPe/+YXnJwWzZ6jhjp6nQ5SJ2J4HTl6wyit/FSExuDVjz5lMcNiTw/0dneid0APMT3vpD4YKxAx6+xL8eGZl1jZ69S5LLe0Bs1tncjiTpVTZ9FdbKZEgUxmDRIisrLGptalpFuk1qUH2+ibqItNeXi4YcFy9OgkaOnsQ0V5mdMIEaSJIKdHW/spkK0/PCwc2Uez0dLSwrIGD4PjxhvZxVX44yOvIzpKg5fuu3JMMikSGui7ThqbiUxLZ124Gsnq+yEPVkGlCnFq9AR9nfVThmDZsqUI9BFh57Zf0KyXIz0pGtHJGVhy0nyM15mtQo+cGn0LB3c4v5zFGacnRVp4Ja/OEbAPAqSyDQkJQX19Pcihb6xCYYekiZjoZjrW9c54XOQBKBRKlDR0obmxjoVVOnqcpBEgTQRR3guVAny8OZFfxMDgwJQJ9aQ8RlevexWt7V147cGrkRA5/gOfBAnyF5qwSBT46H/fYmbM5PMdTdjXJCuM91y3qum/33YpkjPm4LY778RjL2zC1k/fRFxEGN7+bJtV7fGLjiOw/1gZVIEBSI4eX018/Aq+xRGwPwL0pkUPLhIkxioUckiCBL0hu1MhKvq86g4mIFF6dEcXEuToz0+gvDkTzYciNEgwrJgioZ5/euod7Nqbi6duvxSnzzOdG2oizEyfFyElIwvKCRIsmr7WvkcFFSLydn+J+/6xCa9//gs+3/QCBrpacMF1f8WdV6zATTf9H9rNEMDsO33X6a23fwBHCytZVIY6MMB1Bs5HOuUQILsvqbbHIx4iU4a7cEQYL3BGQgTKm3rQ3jPITBrG5xyxTQIECWyUZdUehZxkyS+GQl1J0+TO5Zl3vsZbH3yPa9YuxS1rl7rzVMedm6BCxJF9uxAzbRGuPGcRxBhS20i8ZHji0XWQdtQjv7x93MHwk2MjUFbThJLqBmQmRY1pcxv7an6GI2A/BCj9PDmOkV+EwXlsdO/0gCFVuzuZM2iOyVFqwFOKkvoutDQ3gPwRHFkcIayRSYP6ra2tdeTUbdr31zuO4O5/bMJJ89Pw7B2X2rQvZ29cUCEiNDQKlSW5KG8ZhEIph8R7SFW5fdt2tPYDCrmp2Axnh8g5xkdU152d3chK4UyVzrEifBRjIUDOY6SNoDBPilQwVcjcQdoKdzNnBCn8EKEOwsHSJvT29LL06Kbmb69j9grvNJ4PaSLI/6K8vNz4sNtsF1bU4dqHXkOI0h+vPXgNKLPyVC6CChHzl12M0zN9kZGWjgeeeAVVuTtw6w3XYPGqG3HxFdcjPpgLEdZ+2Q7mlUPqJUVaQoS1TfDrOAJ2Q4D8IkiNPhYFtiHs0F04IoyBzUgMR3Z5Czp6tagsLzM+Zfftzo4OJqzZU+OjUChA2igyZ5nlRGh3VKzvsKunD9c89Bqq61vwygNXI5mT/o0bMGEx0p4+cny9MxvXnjcHR3OKIe6uxQeffYe71j2Ht/79oGBpqC0emBtccDC/DGEqBRIjnd9b1w3g5lOYJALGFNimmiJ1tztxRBjPMSMxEi1d/ahtG0BLs/kJyYzbEGqbNBEUMWNPYY34IcLDw9He1mZ2Mjah5mvrdv783CZs3XYYj96yGitOnmHr7lyi/clrIgY78fe/P4zS5n6gvRrrX/gQT720AeUVFaioqkF1VRkef/DWMTkiXAIlBw+yvauHOVWmxoVD4e9e3uwOhpZ3byMEyJGPyIfIL4IcKI0L+UJ0d3WzB5tEMhZ7jPEVrrVNv1ORyBO1nVoMDg6gzIHaiI7OTsbFYWuOiNErRCaNQa12TE3U6PqusP/ih99j/btf43cXLsHdV6xwhSHbZYwCkE0N4ql1D+DbPYVYluyL+55+Ez1eemh8yLXSgzlP0Q9JHhKGlSvO5Jk8rVjWoop6VNa1YPWyeVZczS/hCNgfAQ8PD0aqc+DAATQ3NzPuCMMoSMXd1d3FEjZRPXcrceEqhCj9UNPWD2+ZL8pKS5GRnmF3h2hiSCQHVjIt2Js9kkjHyN+FhMjp06e7/BJv3ZeLO556DzMzE/H83Ze5/HyEnMDkhQixAi88+xAe+ddbeG5rI6DrwTN/exBikR6GvCF6vQ4JMxfhHC5EWLV2xIjW19OHmdyp0ir8+EWOQYD8IiiPBnnpEwGVoZCvBD3giADJHYtK6Y+48GBUN3XCJyAQ1RWlTJAizYw9i4Ejwl7hncZzIyZSSsZWV1/P+EDsQXRl3L+Q2+W1Tbhy3Svw9fHCmw9dC2WAe35vrcVs8uYMAL+/+QHkFhTily8/wAUXrEFJRRnKysqZdy556FZUVOK7T97F8Txl1g53al53ILcMPn4yTIsNn5oA8Fm7JAL0ECGHvtF8EfR2zDgi3MhPBD4AACAASURBVFSIoMUiv4jS6iaIZXKIoEdJSYnd15CECCL0IhpyRxRNqIb5RTQ1Nzmie0H6JH6eax9+HSXl9Xjp/iuRnsjZgkcDK4gQMdSoB6YtXI5PPnkH33/6Pm6+8Xr8e+P/cHTvr/hxx36I3SyH+mggbbl/KL8c0ZogxIarbNkNb5sjICgCpM4mtTZFaJD2wVBIiKDcGfaMGDD0ba/P9MQotLR3oK1PzzCgl6mxODNsNSYDR4WjcA7VDCVjq6uts9UUbd7uvS98hG9/2It1N16IVafPsXl/rtiBgEIETV+L2y9fgbMvuAQb39+Edz7+AYX7t+K0hbPw3JtfuCI+Dh9zQ0sHjhVXY3pCJHy8uS7H4QvCB2ARAuSlT+GcjY2Nw9dRZAbZ6G2dVXK4QwdspMaFgXJplNW1IiwslJkzDA91ew3HERwRxnMjAZIEGPKLcMXy5me/4NnXP8dFKxbhvmtXuuIU7DJmQYWIQz9vxnNvb8WXu3Lx8VvPoK+zBedf+xc89eercd89d6K5V2+XSblTJ/nltahrasWM5Ch3mhafyxRBgEinyHnS2KRBDzeKyrBn2KG94Y6PCIEmSI7DBZVQhaiZJma8XCK2GJ+Bi8NRhF4UWkqCRENDwwhNlC3mKnSbO48U4ubHN2D6tBi8+NfL4SkS9FEp9HAd2p6gyORnH0LstPk4e24y+np6mMoSHiLcedet8O1rR1GlafY6hyLg5J0fKaiAVqtDJhcinHyl+PBMIUDOhEQ+ZCxE0MONHO3cWYgICQxAfKQaRwsr4OnlC1+ZbAQGprCy5BiFT05UiC2UBAh6mDuqUKgnCY3EXuoqpbaxDVc9+CrTlr2+7hrQWvIyNgKTj84wajsmJhmlef/EodJWKJRKSH+jvf5s82doGfSEKohzHBjBZdbmgbwyKAL8MC02zKz6vBJHwJkQII0DEU+RYyEJD6TeJp8IEiBc2WPfHIzTEyLw9v+2o6tPB7VaxaJUyBeE6L6tKRTt9uvBfLz95TYcyC1FSkwYYsKCER8ZgmhNMDQqOUKDFJD7+YAiZzu7uqBUyJnWx5r+hLhGrRkix6MIHTJtOXsZ1Orwx0ffxLGCCrz9+P9hTlqcsw/Z4eMTVIiYc8ZFuHT5s5iVlowZySoU1fZi1bln4uMvvsHN9/8LMUr3I5ax5QpqdXoczq9gN4lIdaAtu+JtcwRshgCFeubk5LDU4CREkE+EI7gLbDbBMRomT/729m6U1rUgOjISv+zYxRgcLQ31pOR7X/xyAB98sxu/HMyDl0SMmDAVvt+djdb2bvT09oGkhgA/HwQG+CIsRImMOA3mR4lR3ybGd7tyEBmigCZYgQA/GUR25OYICgxiGUSd0S+ChFki4TIW6ta9tBn//d923HXjhfj9ioVjrCw/bIyAoEIEJDK88/kvmPXo3/He5m8QHQwUVbfihdc+wv9ddZFxv3zbDASIn72gvA7nnpIFidi6txczuuFVOAI2RUCt0bCbteFttLevz62dKg1gTo+PYCrxnKIqzF6azsJaKVLFHCFiYFCLn/bmYtM3O/HlLwdQV9eCmCg1br10OdYsn8c0kxR+SCR0VfUtKKtuREF5LYjToKCiHnuzC3FGUjo+2JaDDx7ZjIBAPwQGUHKwQMSEBSFKE4zEKDWiQoMQplIiNJg0GDLD0AX7pIc0aaKqqqqYBspR/hmjJ0Smns2bNyMrKwsZGRns9KZvduHv/9mMs5fNw8M3rBp9Cd8fAwFBhQjt4AA8xb647b5H2Z9xn+VFpdDEREPq6X4MdcbzFHI7t7QaTa0dyErmmTuFxJW3ZV8EFHI50zzQA5TYK3VuHt5pQJfMDOqgAOw/VoJbVp/C/BPINyQ1NdVQ5YRPemn479b9+PDbXdh9pBheXhKcOmcaLvnTJTh7USaIyMpQAnxlCFEGnEBC19s3gPzCQuzZ/gtWLVuIRSedhMLyGpTXNLG/73Zmg6j0e3r6QCEkZP4gAqUnblmD1cvmGpoX7JOcawsKCliETlSUcziIV1RWMq2Qt9dQUkgyG9/46JtIjAnFy/ddCamEv7SZ+wUQRIgY7GnFvXfcgo2ffguJXxD+fP9TmBEJPPHM82hs7UBrUz26PJU4cmgnJ5wyd2UAHMqvYKpHIq7hhSPgqghQOCc52OXn56OyspJNw1HcBfbEUB0oZ6bII4UVGNSLoFGrmV8EEUAZ+4N09/Zjy65spnX4etthtDS3Izk+An+99jzGTZBlIVOtt5cEUhHQ0z+AlXPTERxyPGlfX/8AWju6UdXQgur6VpTWNCKnuAqvfboVX/560CZCBPlF0HegprYGTiNElJczEq64uFg0t3fhqgdfAWHz2kPXIjxEac+vicv3JYgQ8fqzD+LJ9W/jkiuugbS/CTdfeS70Wh2UoYmYmR6LgODpOPm0syGjwGlezEbgYF4ZVIEBSOHpZs3GjFd0TgQMfhFlZWVuzxFhWAFyPUhPiMS7X21HfUsXoqMjUVJaiq7OdkgDg1lSvU9/3IcPt+zG4WNl8PP3wbIF07Fm2Xz2OZlkey2trZCIxfCUjOSW8ZJKoA6Ss7+ZKYaRAhQFdjC3DGQi8ZYK67sWqAyEXC5HbU0tI9xydL4U8oWorqlBdFQkxBIp/u/B13DwSBH+8/D1ODkr6TgofMssBAQRIv736WYsvexObHzjKdapUnsaXv66FNn5eQjx44KDWSsxqlL/wCD7YVO+elKJ8sIRcGUEKHcGRWS0tbW5PUeE8TpNT4hgzpXFVfU4OSMJe3bvxhc/7MB/d1fgm20H0dnZjYyUGDx8y2pccOospMULE8FANn/C29zwzvnpCXjh/e+QV1qDzCRhTQ4UoROiVrNEZBSh4ygabsO6kEmpp6sLqSmJePqdb7Fp80/sxfe6C5cYqvBPCxAQRIjQisSYnnE8w+TM6QmILgjgAoQFCzG6aml1I+jvD7NS7J79b/RY+D5HYLIIEDslRWRUVFSwh5s7c0QYYzU9IRze3hJ8+N0u7DiYA6VehJycAny/q5A5TK89cwFOn5sqKBst0WsTNwM5MZqbAnxBZgKefuML7MkpEVyIIDzCQkORe+wYI55ytBBB38HgQAW+3lOEv/zrfZy2OAtP3LLaeNn4tgUICCJEkL2LEuoYyoB2AJ7+wnv6GtqfCp+5JdVo7+iCpfbQqYANn6NrIkAOdqWlpcwfwNyHm2vO9Pio4yPUCAmS4/l3v4GnRIz7V89CRmwwtr22CqkJwr7xG3qlDKmUfIsSoNG92ZwyMyUGSqU/th8qwDXnn2LOJRbVIU2EWCxmPiFxcY7jXiB/lObGBjR1DeKxDZ8jMkSJVx+8BjKeUsCi9TSuLIgQQZKvxOu40EA2NQ+PAeN++LaFCOzPLYNEKgGFifHCEXAHBEiIoDI6Nt8d5jbWHCh08syFGWjr7MEfLz4dvvpO7N+7Gyp/Yf0OjPunZGckRFiSAjxKEwQyvew5WmwTvwilQsGYS4kvQqfTmS3cGM9LiG2WDK6nC+VNfahqaMN/7r0csWHBQjQ9ZdsQRIiQegzgtcdvxY4Pn2BAVhQcRmWTFgsXFg8B6+GB2LS5eOvl5yBIh1NguQ7mlyFUpWCx3FNgunyKUwABejMmCmxyspsqRSTywH/uu3J4uo2NDdizexeKS8uhUocOHxdygxwHBwYGLPI9oHGSX8TzG79FbkmN4Ll6iNCJ+CIKCwuZqcVR3wEWHeThgfyaNgTKfXHGvDQhoZ+SbZmn65oAmiXLL8KCGQlMTUmhS6mzT8F5K04f3peKxRB56sHTb00A5G+nO7p7kV1UhbT4CBa/bd5VvBZHwLkRoHvDypUrMX/+fOceqA1Hp1AooVQqWXSArVKDkz8EFUvDaMkvorenD3tyfnv5ExgHitAhU4u9E5EZpkGU47U11RjUi5FT3oSMxAhGG244zz+tQ0AQxcBN657DTdb1z68ygUBRZT0qa5tx8RnCE7+Y6I4f4gjYDQF3Tv9tDojkF0Bv5EVFReyN3BKTgzntUx0SIsgXwlIhgvyvFL/5RVx7gfCRCjRvEiTJpJGYmGjudASrR0nAujs70NAlQlltKy49ayF3WhcAXUE0EQKMgzdhhADR5Pb29mGGhSQzRk3wTY4AR8BJEaA3cvJbsNUbuSFLqqUU0+QXQcR2zC+iT3ifNhKYSAtD9Odanc7uq0OmDOLuKK7vhE6vx5LZ0+w+Bnfs0CmEiMKcwziaV8rwba0rwfp/PYsH163Dpk++xMQJb91vWQ7klkHm443UOJ650/1Wl89oqiNAb+TkXGqcHl1ITAwpwC2NgKHEXAvSE1BYUYfc0hohh8TaIu0IMZe2tLSgrbVV8PYnarCqshIiiReyy5oQGxbE0wlMBJiZ5x0uRHy4/jEkpmXilc9+RUdjIU7KzMSNf7oD//rnP7H2onOw5Jw1aOs5Hj5q5rxcutrB/HJEhwYhLkzl0vPgg+cIcARORICcCokzg72Ra4V9TaJQe8qSSmYjInmytJBfRF9vP/Zk28YvQhMaypw+KUrCnqW1tRVtrc3oHvTEsfIGLMxIgL+vtz2H4LZ9OVSIGGivxh233YdVN9yPh25YhX/+9Q5U6MOx72gxyH61f/u3yP7+Qzzzxn/ddgFGT6yuuR1kzkiNi4CPbCg5zOg6fJ8jwBFwXQQMb+SUjIwebkIWQ3intYROM5KjGV/EtkMFQg5ruK0QlYqxaJIAZc9CWUQ99DpUNPehqbWTJTWzZ//u3JdDhYjW5ho0Sv3w0Lr7oPDzxqEDhTj/qpswMy2WOQZlLViKay5cjF93HnDnNRgxt4raJlRXNyArxTZENCM64zscAY6AQxAgtT5pDYR+mBI/BEVAWCtERGoCkZEw5BfR09cvODY0LkqFTpoIY4JCwTsa1SCxVHrJZDhW2QKFnwwnZdrfsXPUkNxm16FChCI4HCqPLjzzzMsM0KXLF+HQth+Oh4IOduDXPdkIm0Jq/WmxYXjj0Rtw5XmL3eZLxifCEeAIjESAcomQ46PQfhEUmUFkTn7+x1OGj+x5/D3mF5FpO78ISr5FpGOkgaEkYfYoZN5pbKiHXizD4aJaxoERG85NxUJh71AhQuKnwT/+8QBef/JmZMxZiqI2EbJ/+QRzl52H++79C+akpWJvtQy3X3uJUPN1+nZ8ZV644ryTeTpap18pPkCOgPUIUPglkW/RGzlRMQtVKDKDHtT+fn5WN7kgIwH9feQXUWJ1G+NdaNDC1NnJpEEhpdrBfjR161FS3YhT5/B8ROOtj6XnHCpE0GAvuPIBbP/+M6RFeuH9T/+H2Ng4FO7ain+vfwUBSQuxddtPmBmvtnRevD5HgCPAEXBqBCjUkyIpmpqbBBtnZ0cHy1ExGT4O8osIVAawPBqCDcyoIZVKxbQw9HC3RyFThq9MhvzqdhDh1CmzjHKg22MAbt6HIGRTk8VowWnngv6g16Gzuws6LSDz8YFE7GlR0+T17CkSgScftwg2XpkjwBFwAAKU2ZJYK2trahGqEYYCu6Ozk2VJ9ZEdz2Vk6dQi1YGML2L3kSL09g3A28vyKI/x+iQBhwQJ5hcxMACxFVEk47VvfI7ov4ml0t8/AIeKshEfoXJYaCeZityxOIUQMQyshwh+vsdtec2VeXj8+dex8pLLcVJW6nA12qAf30cffcQIW4iXnVR4bW1taGxqRs+gDrqBAWh1nGh7BGh8hyPAEXAKBOiBIvXzZ6ySlVVVSEpLY75geitvWSIPQKfTM82Gl7cMfQAG+vthzS3Qx0uCmakx+PfG77Avvwxzp8eht1+4MHux2BPK4GAQb0NlXR3UmlAMChzqSotM/VRWVqG3pxt6mQJHi2tw5sLp8PHxRmdf/3HfOzt8IzxFHmjr7YOWFtjNhAnnEiJGLWZTTTHji4iYcfIJQgRVpRApYn0zCBGkGqQvow56aPWATm9/VrRRU+C7HAGOAEfgBAR0eg8WLRAcEoL62lp0dHbB18/X+nuWhwjdPT0se2dQsAoeHiIMMlZIy6USumJeejyefet/jC+CtoW8l+rgCZVazVgjKTolJDRU0PYNYOs9xKisKGeh8iVNvWhoaccps1OY8KC197NB7zk8R3fTRzi1EBGXdQbqauvg7etr+F4Mf5Lm4frrrx/epw3ySl6zZg18xJ6QSUkFJ6wabkRnfIcjwBHgCEwSgcjwcJQUFaG/swOaQOWkWtN2dzM6baVCDj92/7O+uYXpCQhS+uNgTinE8IDcW1hipuiwMOYX0drYCB9PT4D+BC70PGisq0OAXIFjuTVQ+slw2qwUUE9Cz8ecoYtkMnh6eDAtujn1XaWOwx0rxwPKUyyBXCGHl8Q8WYc0E+Q4wwtHgCPAEXAFBCjckTSpQoR6UmSGpSnAx8IoPESJ9IRI7DpajK4e4aJHDP15e3szvwjSJPf2kfFF+NLQ0IC21hZ4SP2w91gFKMFYdGiw8B2Z2aKtsraa2b3Nqjm1EGGzWfOGOQIcAY6AEyBA9NcKhYJltpzsQ4Y4IkhDa2n2TlMwUDvzMxJQXFGP3NJqU1UmfSw0LJRlHG1qbJx0W6YaoIRb9ALa2KVFYXktTpubyrN2mgJqksfMe8WfZCdjXa7rbccbr7yBPrEUHtCjp6f3hKrkHHnGuRchKznmhHP8AEeAI8ARcGUEWGpwjRpFhZNPDT7MEWEl0dRoHCmPBnFYUB6NWdOEv/9q1Br2UCe/iPDw8NHdT2qf/DootDMwKBDby1qg02mxhId2TgrTsS52qBABvRZffPg2Pv1lHxufSq2BCPoRNiPyOFbGZ3AhYqwV5Mc5AhwBl0YgLDQM2UezWcgjpcu2tpAmgswEskmEdxr3PTM5GkGBcsYX8cdVpxmfEmSb6K+JBtsWfBGUJZQ0HImJidhzbC8SItTITHLdVAK1ZYXILiyFUhWOmRnOlcLcoUKESKbE5p/34oa1S/FVbjeO7fwBIr1+ROgNqfikUp6ISpBfLW+EI8ARcDoEyC+CpQavqWYPPWsHSEIECRCWpgAfqz/yi8hIjGTMlV29ffD1FvY+TOMkvggSIrq7u5mj5VhjsfT4UMItLbp1YhzILcX5p2SB2IBdoXz+xjP4/lgv/vHkvWy4H73xFC67+i70/hZos2jZamx48zXEhlrPSiokDk7hE3HpypXQ+Mkg8/KCl7c3k6ZJojZI1Z6eTjFMIXHnbXEEOAIcAYZAgDxgKDV4Ta3VjuHkUEkPYiJyIhOJEIX8IhZkxKOoog7Him3kFxEaylKXNwrsF1FeXo6gQCWK67rQ2NzO/CGEwMQebeTs3YJPPtnCuqrL3421V92FU1b/EXsPHsGXH29A2c4Pcfmt94142bbHuMbqwymezvPOuxwfb3rLaUAZCyx+nCPAEeAICI2AyEMEyifR0tLC/qxpn1KAkxBhbfbOsfpckJGIgf5B5hcxVp3JHKd5U3SKkNlMKeEW5eUgDo59eZUIlPtioQtl7fSS+UIuHyJd3L71W3iHJOLTTesxK3M6zr7wMrz/xnPY/9PXaOiZDPLCXesUQoTUx5851rgbCYdwy8Rb4ghwBNwZAcqjQamxiQramkIpwMkJUmghgsIig4Nsl0dDqVSC/ECE9Iugtvr6ello584jRcwpNDo0yBpYBb2GTPMikWjCNdLriC5x6NEcrglDUGAApEYjUQYGQ6QdxAAxKjpBEUbv5QQT4UPgCHAEOAKuioAqZCgpFfFFpKWlWTwN8oegh5QQ4Z3GnYcxv4ioIb+Inj7B/QokEgnUajXKyspA0SVCjJ9MGQq5P2rbB5BXVoPfnz3feEoO2ybzPK3v5VdcDpm3bIjBUg9ERUVh3bp1w+OSyXyRvf89LDt7JUJ8dSjL3YeH/vUuHrrldyjJO4Sb73wAmqQ0qP2c47WbCxHDS8c3OAIcAY6AYxDw8x2ZGlwqNX73nHhM9ACmIrQmgh5TlBr8yTe/wLGSasxOjZ14MBbWIJNGbm4uiBxqskIEaWPoQR0VrsEP+XXQ63VOk7WTNE2kdVl98WpQskgS+uhv9JpdcN0D8E08BXm5eTiWV4gli09CRRn5pOhxx01X4JeSXny75Sk4y8PbWcZh4deOV+cIcAQ4Au6FAJk0iCCpqamJ+UhYMjvSRJBDpY+PjyWXmVWXnCvJL2L30WKbCBGkiaCxkxkiNnZyQgqZgzo62hGgTMP2w4eQHK1BZnK0WfO0dSUSIkhIOuusszCekKiOTsRlVySOGA5ReFN55B8b8FZyOvyd6MntFD4RI9DiOxwBjgBHYAoioPktNbg1/gEkRJAAIRRHhDH8M5Jt7xdBrJ3kXElv5pMpRDDlI/NC56An9uYU4+SsZPh6W6bVmUz/411L0S4kDJDjp6WFfCkAD6SmpSN72zf4duuvljZhs/pciLAZtLxhjgBHgCNgPgKq4GCm2rZUiKAHE5kzSIgY7w3X/JGMrBmmUmBGUhT25JSgs0f4PBcUnUFcGaSBoUzM1hbKm0SanPDQUORVNKPFxUI7zZt3H266fCWuue1+86rboRYXIuwAMu+CI8AR4AhMhACRL5Fqn5JSUbimuaWvr4+lACdVOb3tCl2G+CISUVJZz/wihG6f2iO/CJpHfUO91c0T10RzcxPUag22Hy1BoNKf+XNY3aBTXijBxq/24JsP3nCa0XEhwmmWgg+EI8ARmOoI0MOU1N3kZGhu6entYUKEf8AQt4C511lSb/5vfhF7jhZbcpnZdUNCQpgWpaa6xuxrRlcklkpPkQgeXn7YdiAfc9LiEKVxfGjn6HFObl+ExGnpmJYgfC4Ta8fFhQhrkePXcQQ4AhwBgREwpAa3xKTR1dnFmC79/WwnRGQmR0EVLMe2QwUCz3ioOYpWIM4Icow0OBFa0hH5UlBoZ6hahcrmbuSX1eC0uc6VY8KS+bhSXS5EuNJq8bFyBDgCbo2ANanBDeGdkw2PHA/YsGAFy6OxN7sYnd0nZlse71pzzpHjIAlQzc3NaGtrM+eSEXVaW1uZGSgiIhJ7jlVA5AEsnpkyog7fsQ0CXIiwDa68VY4AR4AjYDECFOpocDKkiAtzCgkR5LdgSyGC2ifq6OLKBuTYMI8G5QCxhrWTuCEGBwfgrwjET3tzkRwdyoQec/DjdSaHABciJocfv5ojwBHgCAiKAPFFUC4Mcx+mFNFgSFYo6EBGNUakU8R1sDvbdn4R3l7eVlFgkykjOFCJ1j49SFtyyqwU+DhJaOcoGN1ulwsRbrekfEIcAY6AKyNAERoUqklv1+YU0lgQPwQJErYsmUmRCAmSY7uN/CKIuTEwKJAJTySsmFu6uruY4BETHYXsknq0t3W4VNZOc+fprPW4EOGsK8PHxRHgCExJBIgaOSgoiJEvEffBeMWQApxMGcS3YMsSqlIig/gisovRYQO/CDKZUHQK+TfQn7mFIjooJFajCcXWfXkICpJjfnq8uZfzepNEgAsRkwSQX84R4AhwBIREgJwM6WFKqcFbW8Z/mNoqBbip+RjyaJRWkV9Elakqkz5G/iCkhTDXlEMdkinD388XWk8Zft6XizlpsYhQB056LLwB8xDgQoR5OPFaHAGOAEfAbgiQEEEP09q62nH7JFW+LVKAj9XpkF+EluXRGKvOZI6rVMezmZrTDs2d+CFioiJRXNuKwnIK7Uw151JeRyAEuBAhEJC8GY4AR4AjIBQCRL5ENNYT+UUQRwQVW0ZmGM+J8miEBCuww0Z+ETQPMuUQayeZaiYqpLGgkNDo6ChsP1wEsafIabJ2TjR2dznPhQh3WUk+D44AR8BtEPD19UVwcDBT69Pb9lilo3MoDHR0Oumx6k/2eGiwHJmJkdibU4qOLuH5Imh8pIUhwYA4IyYqlHBLKpXAx1+B73fnICU2DBkJkRNdxs8LiAAXIgQEkzfFEeAIcASEQoBCPSl8kxJTjVU62jsgkUhskgJ8rD4XEF9EVT2ybegXQayVlNVzvEJOpyRERISFor69H/uyi7B4Vgq8vSTjXcbPCYwAFyIEBpQ3xxHgCHAEhECA3siJznk8CmwSMsjsYevwTuP5LMiIh3aQ/CKKjA8Ltk1+EWTWGG/e1Jkh4VZ8XCz251Wgs6Mbp87mVNeCLYSZDXEhwkygeDWOAEeAI2BPBMicQWaKsR6m9CZOybqII4IygNqrzEiKhjpYge2HCm3SJc0nWKVifhGU2XOsQmm/ScgKUWvw/e5sltuDHD95sS8CXIiwL968N44AR4AjYBYCE6UGpwcs8SPYy6nSMGgN+UUkR2FfTgk6unoMhwX9DNVoQHTeY5lySHggU0ZIcDD69GL8vD8Xc6fHIzxEKeg4eGMTI8CFiIkx4jU4AhwBjoBDEAgNGzs1OHFE0B+RU9m7LMxIQEl1A7JtmEdjPFMOkVFRZEZ8XAyOldWjtKIOp87hpgx7fw+oPy5EOAJ13idHgCPAETADgVBNKGOiNGXSoDd1ckC0V2SG8XDnpydAO6DFriO28YugMM8A/4AxnSuJG4KiVqKjo7F1Xy7EYk+etdN4gey4zYUIO4LNu+IIcAQ4ApYgoFQqoVAoGF8EvZkbFxIi6Ji9zRk0BsqjoQ4hv4gC4yEJtk2mHFWICg0NDejpOdFkQqYMhVwOLx9/bNl5FKnxEUhPjBCsf96Q+QhwIcJ8rHhNjgBHgCNgVwSMU4O3d7SP6JuECMqX4QghQhOsQFZSNPYdK0G7rfwiQkOZXwRFYRgXciYlzUxsTBQqmzpx4FgpFs9MhreUh3Ya42SvbS5E2Atp3g9HgCPAEbACAeKLICfK+rr6EVfbKwX4iE6NdogvorSqETlFtsmjQdlMKY/IaFMO7ZMgkRAfi51HitHd1YPT5nCqa6OlsesmFyLsCjfvjCPAEeAIWIZAiDrEZGpwe6UAH2u0lCmTwkx3HS0eq8qkjpNfhFwuP8EvghJuURhoUHAIvt1+mNFwz+NZOyeF9WQu5kLEZNDj13IEOAIcARsjIA+Qn5AanJwKtTkQBQAAIABJREFUDeGd9LbuiJKRFAmNSoFtNvKLICZO0kaQOYNMN1QMCbciw8PQ0avDLwdyMTc9HmEqhSMg4H06bXTGQDe+/eordA6MdCTiK8YR4AhwBKYaAsapwSk9OBUK7SSHQ0dEZhjw1wTJQcRTxBfR1tltOCzoJ7F2krBk8IswJNxKSozH4cIqVFQ14nSetVNQzC1tzDEi7G+j1Ou06OzoAKnlyL5Hfx2dnajMO4Sr167FvvwSEDd8/+CgpfPi9TkCHAGOgNsgMJwa/Ld8EvRgpbdyRwoRBO7CGYkorW5EdlG1TbAOUatBzqXVNTWsfYrKEHuKERERwVgqJVIxTp6ZbJO+eaPmISA2r5ptanU0FmHGzAXo0fvAVypGW0c7dHpApx1Ea1sHzls4CxKJJx57+T1ce+Ey2wyCt8oR4AhwBJwcAQp3pBwZNdU1mD59OlPvOyq80xgq8ovQaYfyaCzMFJ5y2hDiWl9Xh8HBQRA/hFodAg+JN7bsPILU+HBMTwg3HhLftjMCDtVE+CrDcMXaC1BbXQkfTRpefPUtvPrKy3jq4Xuhlivxl4efwfqXXsKpczLtDAvvjiPAEeAIOA8Cfr5+oMRUtXW10On1TMXv4eHhcE0E+UWEhiht5hch9vRkfhGUGry4uBjEVElRGcXVzTiYV8YIprwkPLTTkd9UhwoRnhI/PPDUq/jli43QNRzFho++whnnXoRrbr4BoXIfXHT5Zbh41SokRKodiRHvmyPAEeAIOBwBMmmQ6be5uZkJEVKp1K4pwE0BoA6UY8ZveTRaO2zjF0EhrmS6OXLkCEhwoqydvx7IQ293H/eHMLUodj7mUCHCMNdFKy7BL798D3HVXkRHxuGll94HpF7obGszVOGfHAGOAEdgSiNAQgSVqspKZs6gMEd7pgAfC/wFGYkoI7+IYtvwRYSEhIAiNUh4kssD4OOvwDfbD0MdogQP7RxrVex33CmECJquMjQem3/chcduvwS33HgtDhaWQir2tB8SvCeOAEeAI+DECFBqcEq2VVpaytT6vr6+jD/C0UOen5EAnU5vszwaxBVBfwMDA4iKjEBrZy+2HchnAgRFiPDiWAScRogwwHD9XY/i4N6tePmV1xCtsiytK0nmIg8PeBga458cAY4AR8BNEKB8Ehq1muWTIB8BuQOyd5qCckZSFMJClNhxqNDU6UkfoxBXpUKBvt5eJMbFYv+xUlTVul5oJ5li3LE4NDpjLEBTZy4G/fW01ePTH7cjY/Z8xEVoTqiek5Mz7GBEC0Tqrq6eHvTrdBBptSw5zQkX8QMcAY4AR8AFEaCHaVBICIqKi0GvSt4+PhjQ6VgmT8dNxwOBCj+kJ0WyPBr1LR0IlPtCq9MJOqTo+Hj0DAxAHqzC1xt/htRLykimHD9/86ZJz6fegQG3fCY5pRBhWJay7B244IIL8NjrH+GeKy8yHGafFN60YcMGlJSUsCQ0tEjEp06CRJ9WD93AIKNkHXER3+EIcAQ4Ai6KgFgiQUBgIDNhDA4MQOztjV6dHv19/Y6bkQfgL/PG7LRYbNlxFHtyS3H6vFR0CTwmpVqNJZGRaOnuwZZd2ZgWF47YyBB0DwxgcFDruPmb2TMlSuvs64dWr2fOoWZe5hLVnFqIiMlYjN27diMyPukEMEloePzxx0ccJyHiD3/4A3zFIvh4e4HzXY6Ah+9wBDgCLo6AT2goC+tsamyEOjAQ/mJP6MU+Dp0VKemXzEzB33X/RW5hFVYsSIeXr/Bjon4KqptwrLgK1686DWq5/9A93suh0zercxq756APxCKR22kjnFqI8PZTYs7cOWYtElXq6e1lC0QCBpWh/82+nFfkCHAEOAJOjYBELGZOhtXV1cPhnc5wn8tMjkI4+UUcLgBwps3uvb/sHwrtNGTtdIa5m/uFcaWxmjsnqufUQoQlE2F19Vz3YDFm/AKOAEfApRDIzMwERWooFM6TdEql8MeMZMqjUQrii1D4C6+JoEX6YU8ONJpAzEuPc6k1c+fBOlSI0A30Yt/uvRj0FDPJlWhNRxetTo/Eaek8S9toYPg+R4AjMCURIN4E+nO2siAzAf/79RCOFlZiUdaJJujJjrehpR07DxeBqLaJ5IoX50DAoUIE+jtw61VrsT2/kqHhKZbAY5Qng1arw7/e+xw3XXK2cyDGR8ER4AhwBDgCJyAwPz2BmZN3HimyiRCx+2gJquuacNpV55zQNz/gOAQcKkSIfFX4dOt2/P6is3CkxRvffLgBIr1uhBih0+kQHh3rOIR4zxwBjgBHgCMwIQIZiZEIDwnE9kPkF3HWhPUtrUCmDC8vKU7O4lk7LcXOlvUdKkTQxFSaSNx6xSW45fnPkJ6Wasu58rY5AhwBjgBHwEYIqJT+yEqJxv7cMrS0d0EZ4CtYT4NaHX7al4u0hAikxvGsnYIBK0BDTsFYuWDF7/Hq80+P0EAIMDfeBEeAI8AR4AjYEQFKB15e04jsImHzaBzKL8fRggqcOmcapBKeDsGOSzphVw7XRNAIFWExOCUsZsLB8gocAY4AR4Aj4LwIzJs+5Bex6+jk/CLIF66osp5RXG87VIDvd2ejv7uXmzKccOmdQohwQlz4kDgCHAGOAEfAQgQyEiMQoQ7EtoMFuOMy8/0idHo9SiobcCCvDNsO5oOcM3OKq9De1gUfPxlSY8Nw25XnYPGsFAtHxKvbGgEuRNgaYd4+R4AjwBGYIggEK4f4IihJVnNbF8ujMdbUS2sacSi3HL/+JjQcLaxAa1snZDJvJMeE4pLl87EgIwGzU2OREhsGsadTWN/Hmo5Njre1NKK5tQPw8ICvXwBCggNt0s9kGuVCxGTQ49dyBDgCHAGOwAgETpqRiC9+PoDc0moszEwcPldZ14yDeeXYdigfOw4X4UhhBZqb2+Hl7YXEKDUuOG02yKdi7vR4JkR4Sabu42nf95tx/6NP4efte9HVO8AwFEtlSM6YiRtuvA3/NyqX1DDIDtiYuqvkALB5lxwBjgBHwN0RmJcez7QGX207jO7efmzdl4udRwpxKL8CDY1tkHiJER+hxjmLZoAIqog8Kjk6FDJvqVtDQ0kjKRGXUqkcd565Oz/D4jMuRNy8U/GXvz2B1MQ4iDyA5vpqbPnmC9x01SqU1f4HT/7lunHbsddJDz3NzE1KY2MjrrvuOrz73ruQecvcZFZ8GhwBjgBHwHUQaGjpwLzLHkJ1QwsGBgdZ1sq48BBmllg4I5EJDSkxofDz8XadSQkw0r6+PixbtgyLFi1ieU8Mj16NRoNrrrlmuIe71i7F5xVK5Pz6gckcJC///U+46emvUVOThyAngJBrIoaXjm9wBDgCHAGOwGQRIL6IC0+fDfJxOHNhBuZnJGBabCjkfrbJpzHZ8drzepFIxLKw+voOcWgQmaJh2zCOppYuBGqmmRQgqM7c9FTo+j5B9yAQZLjIgZ9ciHAg+LxrjgBHgCPgjgg8fdsl7jitSc2pv7+fJU67++67mXZmrMYuvPhCnHPNn3HHg5H4/cXnIToyFDKJGC3NTTi85xfcdMPtSF9wIUKF4/IaayhmHedChFkw8UocAY4AR4AjwBGwHgEPDw9otVq0traO6xex4urb8XhZOdb9/S48+7e74CdXwFvsiebmJuj0wNwlK/Dum89C7CS5xbkQYf13gl/JEeAIcAQ4AhwBgREQ4e6//QvX3Hgn9uw/iNKScnT19iFQpUF61mzMTneu3CFciBB4+XlzHAGOAEeAI8ARmCwCQZoonHl21GSbsfn1U4+9w+aQ8g44AhwBjgBHgCMwNRBwOyGC7E5SL/eON54aX00+S44AR4Aj4D4ISKXScR0qXXWmbmXOIAGipaUFhQWFjCfCEIdrvDheXl6g4+Qpy4vzICCTydiakOMRL86BAP2eaF16enrYb8Y5RsVHQYRF9ECideHFeRAwCAnEBzG60G+ps7OTPZ9o252KWwkRCoUCc+fOxe233Q4SFkyVyspK9gMMCQkxdZofcxAChYWFINIVPz8/B42AdzsaARLoioqKEB8fz5j2Rp/n+45BgB5GdXV1bF0cMwLeqykE6uvr2YtQRESEqdMg4WLBgv9v7yzgosq+OP4bhhlCOkRFEAMEO1CUFFFCEAsUBbvbNVcxWOwu1jXWFnvtWtfu7m5XBQTpmhmGuf/PewMDqKjr33VBzvt8YO5758a53/PivFuvMfT09D4qL64Hf6gVK3ONwC3gUdgWGhoKKysr9O7du7AodPw/IBAUFIThw4fzTuB/UDwV+RECKSkpCA4ORmRk5A934/tIdYvNoQsXLmDhwoXYtGlTsdG5JCj622+/ISoqCpMnTy60utxiUz/a9kO1ROQa51OG4pqcRCIRPhUnNx/6/X4EuJYjssv34/0lJamrq/MtetwvXS9fQuz7xOGuE+56IZt8H95fWgpnF+75UtLs8uO5RZ+xODce4mNjJT6TjMT/MgHOJp9qQfqXi6fsP0KAswfZ5SNg/uNDuXb5j9Wg4t8jUFKfLSXOiZBIJDSo8r2TvyjsZmRk8Ku5FQVdSAclAe6myNmF+6Wt6BDgxqpwdqGtaBHgButzz5eStv2Q3RmfMqKtrS3MzMw+FYVk/wGBevXqgRsYS1vRIcB1Y9jb24P7pa3oEOA+Jc1dL7QVLQIVKlQokQPDf8iBlUXr1CJtiAARIAJEgAj8mARKXHfGj2lGqhURIAJEgAgQge9PgJyI78+cSiQCRIAIEAEi8EMQ+CGciHdPr6PvgIFIlOZfHyILy+aFoambC5xd3fHLnN8hySc+uicSfj7N4dDIEb0HjcOr+HSVQQ9uXI6uXULQvn175V+H9th78qJKToFPE3h+/yp6hQSifv16cG/ujaVrd6gSsMw0LAwfBzdXZzT3boWNO06pZFxgf+Tv8G7uDtcmHpg8eyVk8jyxJP4tJo4YCBcnJ7Ro1Ql/nryTJ6TQZwkc3BUJXy8P1K1XH/4BnXD8wn1Vmvhn9zGkZzCcnJzQPqQ/rt2LVsm4wOEta9HCsylc3Zpi0rSlkOQu+MpkWBj+M4I7dcy7XjqG4HHUuwLpaefjBBRyCRbNmAhXp8awb9gI/X76GW/i81aivHhoJ9r6esLZxQ0jQmciKTXfTSwny5iHl9Fv4GCk5LtWONGByJWqayl81kpI35N/XCM6yhF4F/UEw/p1Q0P7+nBu4oEZi1dBnm988bUj+xDo5wUnZ1cMGz0V8ckfwt21eiHC5/9WAOiVI7vQo3vXvGulfXv8vmV3gTjFbocV400qyWT3b19nXVs4MYh1WXSGQlWb2WO7cyZnvQYPZ2OG9uPD3UbP4+XnDq7n99392rPJk8YzC10hs2nckqVlKZO3cqrO9MpUYD4tWjBvby/m0dyL7Tx2UZU3BQonkBLzhFUy1WGGlWqzydNnsg4tm/KsZ6/fzyca382fAQI2ePg41jvYhwFqbO3ec7zsyMZFfFz/oH7s51ED+XDnYbOVhSmkLMi1NoPQiI0ZN5G19bRngAE7fuN54cqQREXg/P51PE/nlh3ZzBlTWC0rMybULMeuv3zHWFYSa2hlzLRN7diESZOYU83yrJRRNfbkbTKf/vTOFXxa73Y92bgxQ5gQYAF9w3lZVtLfzFQTzK5eI9bCx4d5eXkyr5YB7GFUgqpsChROYPLgjjzbXkNHswljRzANgFVzasuyGWNPLx5iYoA5eLRnE8ePYvpCMCff3iznNsWkkgx279Y11snTgUHbiMVJ88o5tjmCz7dlh75sbM61FDxkZl4EChVKQJ7+jjWyLc9ERhZsfPg01iekLc9y6NTlfJrnV48ybYDVc23DJk0Yw0w0wew9OjNpzuMnNSmenTm6n1XQETKXdt0KlDOmeyumpqnPfHy4Z4s38/BoxiIidxWIU9x2uOlbxXZbNn8CMzLQ4w1sWsmOxWYqrShNfMkMxWADw5ep6rZl3s8MasbsXUoG69SsGqvq3Foli7p1jM9j3aEbjDEZq1u5DFt7+L5KToEvJ7B1/mie5Z2YdFWits42zMIpkMW+ecrfFMdH7FDJ/BtVZRXqt2LZimzmWNmYOfj2VslWhA9igC6LTlewpxf28vmu//NmjlzKqpvpsKbtR6jiU6BwAu0aWrHStk1UEWRxT5mBCGzUr7vY6e1LGCBil54m8nJ5wjNWSgA2ZMpaft/Nrgyr7RGiShs5dwwDxOzpuyyW+PAYK21myWK5px5t/4iALPEl7zT0nLhUle7klsX8eX7xaRwb0taJmdm6MXmO9NQ2zk5gR6/9zR+JmPUzM9LX5Y+VtanJ4mU5ERUS1qiSEWvo00uV78opQxhQij2OzrsuVUIKFCBwYfcynumhHM6ccETHpkxQphbv3A0JcGWGVg1Zrs92ed9qPv7+89wLjYIF+LkyTZEaf6x9/4L3pzYudmzEnK0FyivuO8W6OyMgZACuXL+F5b8MgDQlHgrObADS4l7xza3eXk1VLUONXDwARTyu3buPdzHRcPXwUMnK1nSAuTpw6dplICsVSWnZeHTlL0wOm4i5C5fgWVSCKi4FPk1AbGqJ4EFjUc1MWxWxlLYGBGrquHPlOGRCbQS18VLJggJ8Ef3iDh4/uoO7f8cjKCRYJfP2bw0hUnH7WSyuXjgKkWEl+DWtlSMXI6ClK25eP4PclnVVQgq8R4DB2tETI8cMUx0X6epApA7IpRk4fvwQytZqigaVlFNshYYV0aJxFVy8egkKyTtcexSDDsEhqrTNfP0hUpPhxpNXiImKA9RE2L5yNcaHhmLF+m1IJYOoWH0qkCnNgl9gIHoE+ami6ekpvx0TF/UCp6/eQKsOIRDmSBs19YKxpgBnr93gj3ToNgRXbtzGr+N7ITM5AbnLeaRFP8S1Zwno2CXPZl4tuWspHVcfPFOVRYGPE8jWNERAt/5oXNNCFUFXRxNMAcjkWTh58QpaBHRC7rei67l5okwpIU5fugRAgDmLV+PBo6do1dASCUmpqjzAMhEVl4HE13cxe9pkTJs1Dzce/p0nL6ahYu1EGJmUQUWrCrAwNwZjeV9/1DWzhJ4GsHnrLpVZtv2xmQ9nMQ3YWFvjz517kZnTvXjhwHZEyYFspo6UqGd4/jYOc6dNxV/HTmDmpGGoWbs+jlx7rMqLAoUTaBU8EBsWT4PyO3VZWBz2E9Yfvo2Rg3og/fVLaOnowNQoz8EoY1EeMnk27t95BAEDKlnlfRhN39gE3FLzr6NiEf3sFczKmUIv35IF5laWiE9MRUrJW9+lcAN8VCLA9PnLMKpbK16aFPsKQT4tESczQc+2rnh+9zGqVClbIGXZCuURE5+M2NevwX1YtVJFU5Vc19AYIiEQ/TYJf796jNjop5g6ZRZOnTqKPl3aw8HDF68S8vr1VQkpUICAnlllbN+6FY525vzxm+eOoE2H/rB2aAXHKsZ4G5MO6yplVGlEpfShq6uBl6/j+WMmpmX5+1/5ckZgLK9PPj4qBtz7VMUKJqq0ekbG/LX0KppeiFRQCgk4egZi2+olqnvN5t9mImzFAfQb0A8ayEB8bAZsrPOuFzVtXRgaaOPF6zg+xwpWlVDBygqGuuICC+hJ41/jwdOXWLVwLnYf/Au/L5qCujVrYOXe04VoUjwOF2snIhexjB99l/d5VZGeBeZNHYvIuaPg4OQO14b1Ef7bZoi5O59IG6PGz4Tk6RHY2taBT/Om8A8eAE1NdWgI5VDXNsakSWG4dOs2Tp06hcePH8FaMwmDho7Dh0OacjWg3/cJnDuyG441rDFk6gqELViFwe2bISkuCWpqAghzX624REwANaEaBJwPqABEojw7Mk6mJoC6UAC5lEGkLkCBE5YJIFRT42+O75dP+x8jkIU1v06DTeWqOPw4FbuPHEH1CuZISszg2RZMIYBIqAYmZ5yJCtiFe9viPmcsl2bCyqY+Js+Yh7uP7uPU6Qu4eWYPHp85gJlLNhbMjvYKJZAY+xoj+3RAXafmKO/ohyN7N8FQDL41VZzvelBmwNkl7xrhjr1//1PIFZyJPrCZmoC7lgpcQYXqRALg7pUTaOFcGx0HjMeA0NlYOKk/kJoEufx9tlwDhPJ6yc9Nns346yT3GBOWwuixE3H04mWcOX0Kj588Q+sGFhjUZyCSpDnN6LmRi9HvD3tGdRoxDVdP/Ql3p3po3iYEqxfPhEAghpGONizrNcHdB/fQu5MvajVwxqatW2GiKYKRvhG0TSsiLGwSaua8eembWqFvl9Z4+Og+0smL+KJTe+7kEXBq3hqGdm64dfcBJg3tzqczMjeEJCMDSal5b03vYmKgpSGCjW15cH5E1Ns0VRnpKYnIzmawNDeDibke3sWlIm8ODfD2zRuYGulCL7ddUZWSAu8TyMpMQmsvN3QfNgVdR4Tj8f1b8G9Sm49mWl4ff79JLpAk9k00ypoawLScMbje3aiYPPIZ/I2UwURfAzYO3hg/5ifoayiT13JqCY86Frh4g2bOFABayM6T2+dRq7ot1hy4hlWb9+H0wW2wNNWCQiSCtjbwd1Rec7hckoaMdCkqlM9rYfhYtgYm+uCaIqLf5tksLSUJ2QoGy7JGH0tCx94jsHH5LNRo4I5kbSucvXYHv04ZyXdfCLS0oaMnwN9vUvJSSDOQmpLxWbtoGJbDuF9+QdMGtnxaoaYBhg/qBUnMS7xOLMZ9gMV9UAen/+4lY5musQmLyZmdociMY21b+7Kd556oqjdrWDDTs6zPJHLGpoztx0bMUg4a4yLcPbaVAersXkwK2zBnOHP26aBKxwWCmtRiFvY+/KCaAgLa+YDA1cOb+AFFK7cf/UD2MmcAa8Sm0ypZgEt1ZuvckWXLpayqiYj5hISqZGumDWVQN2EJMsauHlrF53v4yuscuYzVKW/AfLqNU8WnQOEEpg3uyDT0K7GHrz6cNbFq+lAGgT57Hq8cwqdIfsn0uUGX87gBYApWs6wWc287XJX51oXjGASG7FVcEuvXzpX1CV2gkinSYpi5jhrrGrpQdYwCHyeQLUthjauUZk7eXT4SQcFa2Fdg1g3aqmTndyoH/J2++0Z1jAtsWzCc6Zcuw97ljPRTSJOZjbE68w7Ou5bWzfiJQWjMXsRnFkhLOx8S+PvWaaYOsLCFkR8KuYGTrrbMooaPSnb9kHLm0+GrBWeKhTSpzJp2yBvcejhyHqvTwIVF5zPBL/3aMTXjyixekjezUJVxMQkU69kZuYy3zRvKoCZkUek5hsiWsCZ1yzN1Q0u2dfsuNi+cG00ONnetcprhrLHdlPtLVrOt635npcRgPiHKm+S5PcqRth4derJV61axfl1a83GX7TiRWxz9foLAiGA3nlfXnj1Zp44dWYcOHVhAu7Zs0uwIfuZLF297BpEJmxuxlI3s3p6Pu+HgFT7H9XNH8fvDw2awBVMncK3orOvI+bwsWxLPHO3KMj3z6mzJ8t9ZVx9nfrT5mdu5TsUnlCrpIlkiq2wApmVkyXr17MGCgoJYhw5BrF27NmzH0YssLe4Zs9ATsaoNvdiKFStYs5pWTGxizV7EZfDkti2ZyNtlcOhUtmhGOBMBrP2g6bxs5k+deVn/cZPZqnUrmZu9NVPXMWPXn8eWdOqfrf/ji7t5dg1cPFm3rl1y7NKBte/Umb1MkLLLB5X3ouCBY9hvC+YwI3Uwx5b9VLM1cgvYMKMfg0iDxUlyjzAWmTNLavgk7lqayNQA1nn43LwIFCqUQMQE5fOhfUg3FtypE38PCwxox4aFhjPuCXP18AbeboG9h7Nli+azMhpg9T27qabe5mbcup4xs/cNyt1lL26c4KdHV3P1ZSvXrmITRvbl8xk5e7UqTnEMCMPCwsLy2mWKZ0iSmQ65hgH8/PygyfUXCtTh36YN3j25hlVrN+L2k9cYOWkGRvYK5CvY2NUTpQRpWLVyDY6duYgWHXph+cIp0BQJYVG1DhrVscbJA3tx+OhxJKYDYbMWoXdg3oyC4knp+2gd/fcLaBmVQXxcLDIyMvmv2slkWTA2t0Zz18bw9PNHcsw9REZuwctEGcJmLEHPAHdeuVqNm8JIU4ItGyJx9toDhPQZgXmTR0Is5EyqBT9fL7y4exYbN/2BNKEhFixbBx/nat+nYsW4FCZNQ3TMW5iamSAuLp63ifJrtlmo1dAVdWvVRHOPxrh6+iC27dwHXataWLM6ErWrKAe5VmvQBGZ6cmyLjMSpy7cR2H0IFs8IhYY64NTMFya6QuzbuQMnT52FQflqWLV2HRyqVSjGxL6P6klxMYhPkUJTPRuJSSkqu0iz1eDVoiVq1GkIW0s97Nq6CYdPXkSzdl2xaslc6GrmH1QESDLSwbSM4efrC3FOB3XNRh4w1pJgM38t3UOn3iOwYOpo/lr6PrUrvqW8ffUS0DJAWtI7pKVn8HaRymTQNiwHPy93lKtcC7UqG2PP9i04dPwsXPw7Yc2yhdDXFhWodGJ8HKzs7OHiUJ8/blDGCr6eTrh59ij2HTiMl9FJGDx6EsKH9yyQrrjt/PAf4JLLs6CuXtC4KiMxBbKhhvfGKanEFPgXCXDzpQRfNyRHoVBAjZu2Qds3J0BsvznSb5IhN31dreB4ym+SL2Xy/xEgu3BLB7Lc2cX/H0xKTQSIABEgAkSACJQsAvQ6V7LsTbUlAkSACBABIvDNCJAT8c1QUkZEgAgQASJABEoWAXIiSpa9qbZEgAgQASJABL4ZAXIivhlKyogIEAEiQASIQMkiQE5EybI31ZYIEAEiQASIwDcjQE7EN0NJGRGBok3gzeMrGDV6DO4/j1Up+vDyKYwaPRbRaVn8sQ3LZsGxUV14ePph9da9qnhgMkSuWAB3F0fUq9cIw8ZNwcvYJF5+7fR+RCxbhT3rl8HNqQUeR+UtXZ6XAYWIABH4EQmQE/EjWpXqRAQ+QkBXRw/zZs/CnOVbVdIF03/GvFW7YawjQtjgYHTuNw72zr6oaW2EHh38MXz2ej7u4vAhCOnzE+q5+KFjUEv8sXw6OgRBzpzMAAAZzElEQVQP5WWPb5zH4H490WXgWGibmaGURsHFkFSFUYAIEIEfjkC+Dyv/cHWjChEBIpCPgF5ZGwwOcse6TeuxYvogCDJjsfPPCxg57Q/I3tzBLxEbsXrvFXTzU66wV81QiEHTJmHy0BCIS5li4Ya9GBLsx+doKHmBUSuO82FNLU1AoInIA6fh61w9X4kUJAJE4EcnQE7Ej25hqh8RyEege6+eWLg5BDdfZUD85E+8zRChd5eWeHR+BQA1bF02HQfXCcDUhIh9fBtZSXF4ncLQd+TPWLN4Cdq1XooXr17j2eOHMKxSl89ZmpEOUytreJMDkY80BYlAySBATkTJsDPVkgjwBGq7+MLaRBNbNm+H+rMdqFzfC1UM1XEkLh5QE8K+sSNMddWhUDDo+nijv7YRLLQz0cHTAfuupKB/3x7o1L0/ru9fhjUnn/N5cmveamkLoQBAHRl0ohGBkkWAnIiSZW+qbUknIDZAj04BmLdoEhTpCRiZM+bB0q4uoMhCHZeWaOtizVPav3IWlu06Ax/32tjx111MXXcaozs787JT62ZCzn0wmfs8LmO808F9kpA2IkAEShYBciJKlr2ptkQAQT16YdyiDWA6FggO8OaJ2DRojq7tPNDOvQ5+Hj8a6dHPsHj5OgyeshQ6RuXgUNUMs8YPQNLj1nh4/TwOn7yGtEwFdvx1jk+fkJAIciLo5CICJY8AORElz+ZU4xJOwKq2E6qV04aJcyAs9MVKGgIxVm/Zh7qzfsHuQ0ehoWuMpZG70beTPy/fsucAwqfNxtUr11DD3hNX5y/B8kULEJuYCvcm/ggXWoJuJiX8xKLql0gC9BXPEml2qnRJJcB1Pdy7cAA1HFti37lH8G1cpaSioHoTASLwDQjQOhHfACJlQQSKC4F5I7vBvkkruLUdiBbkQBQXs5GeRKDIEqCWiCJrGlKMCHx7AncuncLjmFR4erZAKU3Bty+AciQCRKBEESAnokSZmypLBIgAESACRODbEaDujG/HknIiAkSACBABIlCiCJATUaLMTZUlAkSACBABIvDtCJAT8e1YUk5EgAgQASJABEoUAXIiSpS5qbJEgAgQASJABL4dAXIivh1LyokIEAEiQASIQIkiQIvMFSFzSyQSHD9+HIlJiUVIK1KFCBABIlA0CBgZGqFp06YQi3NWWi0aapVoLWiKZxEy/71799C6dWu0atWK/6gRt7ogbUSACBCBkk5AIBCA+9uzZw/27t0LGxubko6kyNSfWiKKjCkAqVSKhg0bYvbs2UVIK1KFCBABIlA0CERHR4NrsaWt6BCgMRFFxxa8py2Xy4uQRqQKESACRKDoEODuj1yLBG1FhwA5EUXHFqQJESACRIAIEIFiRYCciGJlLlKWCBABIkAEiEDRIUBORNGxBWlCBIgAESACRKBYESAnoliZi5QlAkSACBABIlB0CNDsjKJjC9IEQEZKChJTU5Gdnc3z4Ka5ikRimJYtC9E/GE/19NF9pMgEqFvD9j/iqkDc27fQ0jWEjrbmJ3VISohDtpoYxgb6hcaLef0cZ89dQFpmFmxr14VDnZqFxs0vyJKkI+ZdIsqWNYe68B8AzJ/Je2FFtgyxse9gaFIaGiK6hbyH57/bZdmIeRsLbR0D6Olo/Xd65JQsSU9BUroEpUuXBr2t/ufm+NcUINv+a2gp468hsHflVNja2qJ27TqoU6cO6tWrB2vrSrC2q4WVu09+UZY71y2AXY26GDJx7hfF/1aRTuzfhd0HTiuzY+lo5mCD2Wt2fDb78GEh6P7ThELiZWP6mIGwtKqE4C59MXToADSqWwuNvdsiKjGtkDR5h1/ePoWGDvXxICYp7+D/GUqLvo/qNuXx5+X7/2dOlPybEshKhLN9Lfwyd9Nns2VZ6Yj8fSVu3P/7s3G/NsKRzYtQvb4DJAxIefsCK1asQlwyTc/8Wp5FNR05EUXVMiVUr/TUOKTJRdi6/y8cOXIER48exb49O2FjJEWvDh3w5G3qZ8mc2x+JcjWdcWTbis/G/ZYR1k6fiAlTf1dmKdDEvKWRaO/l8tkiMtLSkZL68XqtCB+OcbOWoO+o2Xjx+jWio9/i6O5NuPvnTvi27QeJssGm0DIUCoakpCSINbULjfNPBVpGFbA2cjvsbSr806QU/18lwJCYkID09MzPliIQKTCkdy/sP3Xvs3G/NoK9RzusWboE2gIg5eU99OnTE9EptIDe1/IsqunIiSiqlimhegkYINYxgKNjfb4VgmuNcPfwxsJpUwHpW9x7EaUko8jA8gXhcHdzQ7deg3H2hvKt+My+zTh18xVSEl9j7fZ9fNzszHjMmTwKbm5u6Dd4NG48fKmie2hnJPb/dQJr509FcLfR/PH0+FeYOGogH/+n0ZPw+PU7/nha/N9Y+fsaXLtyBcP6dIdbU18s+H0jL7t4aBuuv3qH6L8vYmkk1/ogglSSCQVT8PI3T+9g1ND+aNKkCUK6D8DRizf449w/obo61NU/7BaQxL/AuCmL4BPyMxZPH4kyJnrQ0iqFpv5B2PBbOGIeXUVUgvLN7tHt8+jczh/OLs7oN2I8XsXlOiUC6Onq4vKp/ejSvjWaNPfByi17VWVzgYN/rIavdxO0btcJ2w8cV8myJUlYMH0c3Nxc4R/QGftPXFDKmAKZEikYlA8EeUY8po4bxpft0y4Ih8/m1k2OzetX4fS5a1g8bQLc3Tzw07ipX9SColKCAv+IgEgsVp1Lu7eux18nLmJtxEw0c2+GvsPG4VmMckn9lTNnQC5Qw96tv+LYpVt8GdEv7mJI/65wc2uC0PA5iE5SOiMxL25j5apIXD1/Gj2Dg9DMuy1Wbz+g0ivq+V0M6hPMXy+9B4/Gw79jeFlWlgzZAiES4qIwb/FKCCDEnJkTsWN7JObMXYyUzDwP+Pyh3Zi1eDmk5GOouBaXwId3ruKieQnS8+r9F5i2ci+0NEQoruuspGVI4eVYE/0Cmn7acny3PcP7vffHT5wBoIEqFqUBhRTB/l7YduwmenTritePzsG5wRrsO30JWTFReJskhbogC0+ePUd2RjJaNHfF+QcJ6NwxEHcu7ID9mo04dv48XGtYYNem5Vi27TQMDUzg17E/UuNew83VAW/S9BHYuhmO7/oNv2/aiWtXL6B8VjyG9O6JbE0jeHh5wlRXhp96B0NsUAbWggQkZmRCztQRFR0PQI5hvTuiffhGVC2rBfs6NaFevjF6d/TB+RN70cx5LU5dug+XupaF8rh74zLeZQF9+3X+II5/vwnw7DISYk1N3D+/D43cW6Kaiz+aurpg29pfsWvXUdy4cRp6uqWQmZSEXj36oWWrVjBJfYheQf4QG1xEZ6+GmD9hMIZPiUDHLn2hkR2DQN+m+HnhFkwf0h7Du7bDhpPPMLBfDzy/dQp+7o2x+fgdBNbVRHCHTthy7i7aGGigrbcTjtxNx+C+nfHi3kV4Odtj+bYz6B3ggGVzpuDE7RjUa+CE6lXNETF9PG6+iMWRjQu/Wz/5xYsX+dYYoVD4AcficEChUPCOQaNGjaCt/fkWJUHO1bPl98XY9NdNVKvVAPZ1rLF5yXScu/0MV49sRlT8G2QBSIyLR1KKBLFPb8C+oSO0zevAy60eNvw6EZG7DuL6uaNIjX6KXj1DoKNXDt4tmkFd8hQ9An2hd/oeWtUzgaerEzQru6KVR1PsWBuBmpFbEPX6Oe6d2Yvgscvx4PIxxCQonf/YuGTIUhMwauQQlLZrjC4t7JXXyoAuSLFsgRGD+hQHk5CO+QiQE5EPRlENxiWm4q8Ld6CjpVFsV2tLSs2AZRnjzyIWa5ZCVmIUXB0aQywEBGpCpCTE4s79xxg7ZzmqlTPEqT+WYuP+C7j8JA72lQ34PIPd7PDz2Mm4fXwjzh/ZjtsKF8waOxhbFoXi8LkYvEp+h/J6nGuyCG42ppg6+1e4rp0BLbEYYr0KOHvrMuwsTDB7eAjux+ohMf4+lMMhZ8LaUBeLV+/EogEuyIICPcdMxW9hypudc10LrNtyCBe2zUKrletxXVEL4SN7A0iHrr4RdLS0IEmKhZNfCH7ftB68tqF9YaZrhhuPHnzSiYiPfw1ADeUMP85NU5sbPKfAxNHDoFetBc7/tZtnETq0M8qVrY6IDQcxukVZpEoVmLlsLUZ39eHj21oYY//xGwi0N8XYKRGYv+4ohnVWOneOFXtgUPgEjO3lg427jqFZyGSEh43n860zYRRkianIFpSCoYEGjAwNcGn/Cuw9/RAn7r2Fm11pPp6Obz2EThiLnu2OQ6Quh42jDy6e+QPczaaOhQAjlh5BqhzQ/053n7dv3yI2Nlb1hs4rWYz+cU6ESCTCP13NVl0oh6mNPS5cPgNdMbC9sTkCBy5HTDowYdYyrJm/BX1HTEXbZg3Rp6UjxOaueHzrEE8mYspQ6BnYYPOhSwiwNeKPTVy0GqO6enLDn1HBzAx/nb4JZ7NyuPs6GdtWT0dAs+qYMG4QBvYdi+Q0OcRaOtDWEKGcRRUsmjYV2w+0xMJFS1HVTA2zwydi3bqNvBMR8+giLj1PwerFI/CNxv4WI+sWf1W/02Vc/EH9lzVwt7fDo12zim0rBMdOwQBtzc9/eU+RLYdAKIZz02bQEwECgRoSop8j9uVzXLp8FUBv3LpxHmoiTSydORYKuRRCdRHuvnyHZ3jMmykrW4EsuZQPX7t+CWJtEaaMHgCZTAp1kRiv41Mhf6js/sjMyECj5j68A8EluHbrGjSE2fipfz9IpTL+5p2YpsDNu/cgkzlCR18T7QO5h7Fysy1bEQ8Uyi4LaZYccoWyXOS8DUoy06FnXgPTRw/A/HEjceX6LUS9eYk4CaBbSpSbzUd/tbT1+OPZ+HApdCbPwuvoaJgYinDz1kt0DpuuykO7dDU0dKiKy9fuQNa8NErpaMOnmVOOXIBS+vrQVNfAq0eXIYUAp/atw52TkYBAiJiHtyCLf4mYdCFGDemAMXMm4Oq5bfDw8kbX7r3gWLsq0t7cBVc/dTWG8yfOwNK2icqB4App1b49Vg1agTRpNjg0fq19eQeCk1lbVoW28AZ/PqgU/pcDnp6e4B7ExXnjlnrW0ND4R1XIzJShiU8r3oHgElYobwOxhhb4iU+yFCjAIOW/Q8Fw+/EDKBSV0b9fX0hlWRAJOVcBuH7vIdpUsYCOvj7a+rvllK+NKqXLQJKWDmMLO7jVs0SgVz3YO7nAz88fY2bOg6WJGA8ypfxLD0deOeaHG7PxDjArjT7dAjFwzjZkYR4O7dgMsUEl+HvU/0f1o8hFgwA5EUXDDp/UQkOsjjImhU//+2TiYibM4h70+qaYPX0y8j9ia5lroU/YdqRELgXLTINISwvmFuWglp0NJhCg5sgwGJtV5GvLDSbM3STJydDU00X58ub8mxznlPw0eT7KWCinfnJRdXTyhgZJUlOga2yO8ublkZWVBYG6COGLf0Plao2QkZYKIdeflM01BCs3rZyvC+buv/+rq6eP2+d3wcGlDWo4toCvlyeqmmtiyIDBkGTl6fl+Om6/smUVvuXgxJXbaFTNvECUk38sh0fHUbh8/TxE0IQO3yqRF0WeJYOmSATuQ7AikRoYy3VEuAe7AmpCISQpycqWDgtzlNYTg+NmV70aWnc1haGmBkbP3gz3lt2xZcsfOHLkDyxfOAuhC7djco9GOS6SAplp2dAQl8orGIBMmgkI1aCmxn15ERCqygY4N1L0nfvkNDU/PcW2gPI/0o5AAFE+B5Rjr86xz99XKODOfQZpWjoMrExhXt6CP+/VxRqIWLoMtR2ckJJ2D0J1ARRyGd+lyCHSEqhBLsuEuqYpTly+jz8iN2LP3n1YOisUU8On4dTVW9DX/VjXi/Kcb9upGwaErcCBE1exfddBeLcNhpFmfsV+JEP82HUhJ+LHtm+xqx3/cR2FAomZQOl8U93Nqlbl+06z5EBFu5qQph3DwDETUDqncWPplOG4EpeK4MAW/MMwt+IVrKsi49gFhI4fr7p3Th7eA4nZ3FudO//J9fxOR3mrSjh7Q42Pn5vHsO7toFXWBtq25fnBhIp8n2jPH5ZnySHUyG1tYfzNWlOkhj93bIWwvCMundrPZ5ny/Cp6SgA9fV1+P192uUXyv+VqOsCrdgVMGzsUQZ5XYFVGGT8rPQFjx/8Ck6qNUN2uGsqZi7Fr/36M6+vHp8uIfYBLV54jdFAdCAUKcDq+/1l5uUyGcja1AGSjWZueaO1UiU97YfcqLNxzFq18HODfpi+mrduLOb968bJgn7pYs20HJnZz4p0DBdRRq74NHq9ZgicJ2ahipBxzsGvrblhUrAIdsRqy5Mry+Qz4Fqnc4Zi5R+j33ySQ//zkz4PcwhiDXJ4NMd+6oQZTMzPE65TF+PHKritAgi6BAahs74qyInXeGc1/nnJ56egb4s7xrRi3eB/27FiHdp17Adlx0C1VGnvP3EIbszznTZGtANcioauv7H40tW6Mlo1rIHREP7x8/A6b5gfnaka/xYxA3itYMVOc1P0xCUgy0iCLT/iguVuHce0Sybh69yW82veFnaUI9WrUxeJfI9A/pB36T5gPS+saPJTUlCQkJytnJ4QMHInSwjeo6eCOiCURCG7ZDBPnr0YVW2XcNC5uat56C4N/noTMFyfh4t0GEb9GwM+5PhauPQBrG2sosjIRnyRBljxvVHlqchKSUpTpy1kZ4+zxrVi0Ziu4d+7kxHikZEhRu6490l6ew+DQKZg+ZTwaebdFBgM2rVqFDDkgy0xFckrubIp8dhVoYtGqVdBJewE7axv0GTAcY0cNQzVra1x+y7A5chk0xCKMDJ2Ay3uXIqj3MERELIRbE29oWdRE70APpCYlICUpDfJ8zflJiQl4GxcH44oN0amlM9q418OM+QvxS+gING7dEwI9cxiYlMObx+fh5uKMNWvWI2L2L9hz/C4CWvtAJMhCXKIECUkpaB40CLal5Wjq1gSLIxZhcI8gRB69ifDwifwbbnzCO6Rn5K0NIJVkICU+kX+g5KspBb8FAaZAfLIEaelK3inJiUhNS1flnCWTIDMjAfzpK9KGsZkAS+ZNwKmrd/HLzJm4+ucqtAnphYhfF8PR1habj9xAJUsLyDLTkJKQhOx8LXzJiQlITs1E6YpW2LtzPTwCe2Nj5HqMHPgT0hQ68HGujpSkRMQnJPBtIQamRshGJkYM7YNn/MBjAXr07oq7167AsHJDNG/MvSTQVhwJCMPCwsKKo+I/os4xMTE4c+YMAgICfsTqfVGduFYBnfJV4NWsCTTyDabX1tKEFOowK1cRNavbISiwFaIeXcPeA0eRzrQwed5S9G3vzZfBdYlY13RAw/p2KKVfBgGtvPDg6mkc+us0BDpmmL98Hdp5NFTGzcqCbc36sK9dnd83LlsJfp5OuHzyKI6dOg89i2pYGbkZLjUrQSKV8l0nTT08YaynbKqVyWSwrlcfjerYorJdNSQlvwM0dNHMxQkymQR1GjjD09sPesI0HDt6HG9iUzEqbDZautXBk0cv4N26LbTVslHJrg4afmQVSuOyFdG5UzvI09/i/PnzePIyGg2atMSadWvRqLqy+6ZKrUZoWM0Ch/bsxrlL11GpnhvWrF0Jq9K6kHFdMmItNPfwhK4W10oigCBLjjqNHVHPriL82wRCnBWHnTv34sWbRPQdNRHzJg6BulCENv4t8erhNew78Ceu3X2GboPGIHxkLyBLAll2Nlxd3VG2bDkEtPbF0+vnsO/QMaRlizFpdgS6tXbnnQiZVAb7xq6wraSchZItz4Z2GUs093D6RyuQftHJU9IjCQT8GAeXJs1RvaoFuOugRt1GqFPNhifDtQaglAmaN3NDKbEGKlpbIS7mDcrb1IC3px/cHexw9NBBnD1/BRXqumHzls2oam4IiUwGobY+mnk0QykNZeO1TCpFtQYN4NiwMZraV8XZY4dw+MgJvE1VYPaiZWjhWAOZkkzomZjz07D1TMrBUAuIefMajk29YGaoC8vyRpgx+1d0GxYGX+faX2S97du3w9XVFWZmZl8UnyL9+wQE7P12zn+/TCqhEAI3btzAjBkzsHnz5kJi0GEiQASIwI9B4M+NC+Dd7Rc8fPkKNmV1vqhSQUFBCA0NRc2aX7bs+xdlSpH+LwI0JuL/wkeJiQARIAJE4B8RYFIMDGyBpX8cQ/efF36xA/GPyqDI340AORHfDTUVRASIABEgAhCI4BvUHU7th6J9gD8BKeYEyIko5gYk9YkAESACxYuAGloEhBQvlUnbQgnQ7IxC0Xx/ATc85WPfUPj+mlCJRIAIEIGiR4C7P9IwvqJlF2qJKEL24NZIePLkCY6fOA5+JHUR0o1UIQJEgAj8lwTU1NT4+yP3S1vRIUBORNGxBSwsLNCgQQNs2LCBm4hXhDQjVYgAESAC/y0BrgXCwcEB5uYFV2/9b7Wi0mmKJ50DRIAIEAEiQASIwFcRoHahr8JGiYgAESACRIAIEAFyIugcIAJEgAgQASJABL6KADkRX4WNEhEBIkAEiAARIALkRNA5QASIABEgAkSACHwVAXIivgobJSICRIAIEAEiQATIiaBzgAgQASJABIgAEfgqAuREfBU2SkQEiAARIAJEgAiQE0HnABEgAkSACBABIvBVBMiJ+CpslIgIEAEiQASIABEgJ4LOASJABIgAESACROCrCJAT8VXYKBERIAJEgAgQASJATgSdA0SACBABIkAEiMBXESAn4quwUSIiQASIABEgAkSAnAg6B4gAESACRIAIEIGvIkBOxFdho0REgAgQASJABIgAORF0DhABIkAEiAARIAJfRYCciK/CRomIABEgAkSACBCB/wHfM2MEBhDSBgAAAABJRU5ErkJggg==)
Figure 2. Style: Localized cohesion and event intensity in North Korea
A different indicator that measures linguistic style is called “referential cohesion” and it follows a similar pattern to the intensity scores, as shown in Figure 2. Referential cohesion captures the degree to which a speaker’s language is locally cohesive, with repeated words or phrases and semantically related concepts. Language with higher referential cohesion tends to be more conceptually simple, and less cognitively demanding on the audience. This linguistic style is straightforward and uncomplicated; as political events become more pacific, state media language becomes easier to parse and comprehend. On the other hand, as political relations worsen, the semantic presentation becomes more complex. It seems that linguistically, peace is more straightforward, whereas conflict is more complicated to communicate.
The implication for policymakers is twofold. First, we find utility in studying the language of state media, as systematic variation in language can be used to help predict and forecast political events. While some might regard North Korean state media as noisy propaganda, we find evidence that the content and style changes in meaningful ways, such as during times of crisis and domestic uncertainty. For example, the young new leader Kim Jong-Un needed to generate support in his new position of power, being relatively inexperienced and unknown to the North Korean elites in the “winning coalition” (Figure 1). During this time we observe a marked increase in belligerent rhetoric in their state media.
Second, we observe changes in the style and presentation of state media reports, which we have connected to theories of persuasion (Figure 2). Substance and style change during peaceful and conflict-ridden times, and we can gain insight into how North Koreans – including the leader – think about the nature of these problems, and make inferences about their worldview and state of mind.
Language Conveys Meaning between Countries and Leaders
Meaning varies across culture, language, context, and time. Leaders may use the same word, or semantically related concept, but with different intentions. In the international system, lexical and semantic ambiguities can lead to uncertainty about leaders’ preferences, goals, and strategies, especially in authoritarian regimes which tend to be more opaque than democracies. Linguistic relativity, i.e., the Sapir-Whorf Hypothesis (Whorf 1940), suggests that the structure of language influences actors’ worldview, including grammar and vocabulary that can be modeled computationally with multilingual (and monolingual, multicultural) data, such as leader speeches, debates, and social, traditional, and state media sources. We engage the ongoing debate over the Sapir-Whorf Hypothesis—how meaning varies across language and culture— using the examples of “war” (Figure 3, Column 1) and “conflict (Column 2). As Figure 3 shows, there are similar but distinct patterns (between languages over time) among semantically related concepts. At a very basic level, countries and languages make distinctions between the phenomena of war and conflict, suggesting that we cannot always assume shared meaning even with the most basic of international relations concepts. In other words, a native French speaker speaking to a native Chinese speaker may have different conceptualizations of these two terms.
Varying interpretations may rest on even more nuanced elements of language. While conflict and war are relatively concrete ideas, function words such as articles and conjunctions, can be the source of misinterpretation and mistranslation. Function words are the glue that bind content words together; in the case of UN Resolution 242 following the Six-Day War, the French and English versions held discrepancies based on the French article “des”. While the English version referred to “territories”, the French version required an article (“des territoires”), leading to controversy about whether the language includes some or all of the Occupied Territories.
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAhYAAAIJCAYAAAD5x3SdAAAgAElEQVR4Aey9d3Bd13Uu/p1yKy56JRp7r2KRKIkSSZEiJVmSbUmJ/WxnkjhO7Jm8VM9kkl963kv5I3XGSSZxJslMRrbjyM9Wo2w1qjeKokSZvXcARMcFbjntN9869wAXIDrOZT1bAu+p66y9dlt7VcVxHAdBCSgQUCCgQECBgAIBBQIK+EAB1QcYAYiAAgEFAgoEFAgoEFAgoIBQIGAsgo4QUCCgQECBgAIBBQIK+EaBgLHwjZQBoIACAQUCCgQUCCgQUCBgLII+EFAgoEBAgYACAQUCCvhGgYCx8I2UAaCAAgEFAgoEFAgoEFAgYCyCPhBQIKBAQIGAAgEFAgr4RoGAsfCNlAGggAIBBQIKBBQIKBBQIGAsgj4QUCCgQECBgAIBBQIK+EaBgLHwjZQBoIACAQUCCgQUCCgQUCBgLII+EFAgoEBAgYACAQUCCvhGgYCx8I2UAaCAAgEFAgoEFAgoEFBAD0gQUCCgQECBgAIBBfIpYJomPv30U/T09GDhwoVoaGjIv41PPvkEhw8fRmVlJe66607E40Vy/+TJkzAMA4sXL5bz3t5enDlzBkuXLkV3dzdaW1uHwSkvL0dZWSlOnDiJ+fPnDcLhQ967hBUOh+W9Y8eOCbzm5mYsWrRo8Fo6nR4GlycrV6684lpw4SpRgEnIghJQYDIUsG3b+dd//Vfnt37rtxzLspwLFy44X/3qV53vf//7Du+98MILzte//nWnr69Pzv/5n/9Z7h87dkzA85mnnnrK+YVf+IXBv29+85vOwYMHBR7vByWgQECBa0uBc+fOOatXr3ZKS0udrVu2OuFw2Pmd3/kdQcowDBm7sVjMefSRR5xFixY5s5tmyxjmA9u2bWNSS2fPnj3y/K5du+S8s6PD+eu//ms53rx5s8Al7L//+7933n//fbn+5ptvDqv4D37wA7l++vRpJ5vNOl/60pfknO9VVlY6999/v9PT0+N87WtfE3jEV9M0Od6+ffswWMHJ1aVAILG4SgzczfIZy7Lwj//4j/jN3/xNfPzxx/j3f/93dLR34IknnsD3vvc9HDhwAEVFRejr68Of/dmf4dKlS2hsbMSf/MmfCAn27t2Lp556Cl/+8pflfNeuXXJOWCUlJVAU5WYhVVCPgAI3JAV+5Vd+RaQL7e3t0HUd77zzDv7oj/5IJAXPPPMM/vM//xOnTp3CnDlzpH7bt2/HY489hkOHDsk5pRj/+1f/N959791R6//aa68Nu/7BBx8MOx/t5B/+4R/wne98Z/C7lH787M/8DN544w18+9vflld+7ud+TuakV3e/OhqI4NpVpEBgY3EViX2jf4qL/rZt20DmggzCvn37cMftd2DPh3vgOA7ee+897Ny5U+6/+uqrMjl9/vOfx/e//30Y2axUnzA48fzt3/4tvvWtb+EP/uAPZMK6fPnyjU6eAP+AAjcFBV555RXcf//9wlSwQnfddRdefvllzJ49Gx9++CGampoGmQre55xAtcjAQL/Un2Ne0zX813/916j0+KVf+iV87Wtfk7+WlpZRnxl5kXNLfX394HfLysrw4ksv4eGHHx75aHB+HVAgYCyug0a4kVDgLmX5smWyi6GU4fEnHhdd6Lvvviu7iR07dkBVVXz3u9/FunXr8Gu/9msy6Xy0b9+gNKKjowO/93u/h29+85v4i7/4Czz6yCMi1biR6BDgGlDgZqQAbSuy2Sxo+zBaoS1DIpEYdisej8t5Jp2RX24e/uqv/gq//uu/jq6urmHP8qS1pRUtl1rkj5uUyRTaW1RXV0/m0eCZ64ACAWNxHTTCjYQCRaPb779fGAtKLSgGpXEXxZGcjNauvU0mk2effRY0sGpra0MsFsOTTz4pUg2vrplMBqlUChS3hiMR2R0FahCPOsFvQIFrQwGO77lz5+LVV14ZRODgwYP45V/+ZVy4cEEMJqnyyDfC3P3qbmE2yisqBt+55557RNLxh3/4h4PXvIPnnn8O3t9Io1DvmZG/CxYsEINRqkBYspkMvvGNb2CkWmXke8H5taFAwFhcG7rfsF/l4v/ggw+KSJS7F05ClExQ3bF582ax6n766adl1/P2m2/jd3/3d2XSefbpZ9Hf74pKqQr5u7/7O/zLv/yLiENff/11JJPJG5YmAeIBBW4mCpCJ2PvRR2JX8dJLL+Grv/hVkLkgE/ClL31Jqkp7Bto3/Omf/imefuZp/MZv/MYVJPjzP/9z0EuExXZodzl+ofr0f/7nf+TvxRdfHPawZ5NF3Dhf/MrXv45/+7d/Czw/hlHp+jkJjDevn7a4ITChLcXtt98uBpp0A6PB5YYNG2SQUw1i27aoQe6++25QV0u1CPWzDz30kExEIytJKQclF5RgEHYgtRhJoeA8oMDVpcBv/Mav4+jRo/g//+f/yIdpQ0HVBgvdRv/jP/5DNgRkOlhouMkNxMhy22234Ytf+AK+99//PfLWqOd//Md/PHh99erVwth4Fzif0C7rt3/7t8XYe8mSJWLDwU1KUK4/Cih0Qrn+0Aowul4pwO5Cvejbb7+N4uJirFmzRtQdtOzm4CejwZ0HDa08P3IyDrw2b948qRZFqlu2bBGmg8c0AiWzUlNTI9eu17oHeAUUuJUokEz2ob9/ALW1tVdUm3YY586dQ0VFxZj2GFe85MMFfpcGn1SzBuX6pcA1YCzy+RjPtdAB2Ztgt3r9dhQPs3w+lMeUUFAqwbbz7nnXeJ2F17173nP5vx5sMizU8QYloEBAgYACAQVuXApcNcZC5CK2Df4nDIRjA1BgQ4WjZAFHh+YogKrkGAxFFi0+w9AG8g7f8HiRG5fmAeYBBQIKjEsBbj6CgT4uiYKbAQWuYwoU0HgzTzLh2Ojq6sSJU6eEFH29vTh67Ch6evvw6f796Grvwv5PPkVvMikBlmjId/zYURGxOzl3JJe5uI4pGaAWUCCgwBQoMDQ/eBItV6qVuy4bj6FnpgA4eDSgQECBa0yBwkksHAuOorkGeXYWT//ox0BYxX1btuK1V1+B7ViwHBvd3R2oKq1FV08PKmfVIQSgm8GSQkBV9Sxs3rxVpBSq6u5gVB9FFp54nm3gSURm2h6FgEmcPLh+4ukXLI9mfuOYX28e+4Wvh6efMPNx9RtPv+ARR6qpCG8mMD1VF+FNpdAOxzAtbNx4B/bteReG5cBSQ9AUW/q3bRjQw1FRizqWgZCuwrAs1NbOgmXZmL9gAbScem0q3w2eDSgQUODqUqBACu2cTt2TZjo2NFVDKBFFX7JfJrWS4mIYjoXq6lKcOdqOxQvn462PPsL2e+9FVVkpuno6xEiH4WRpJPj6G69hx4770dTQ6BuF6ImgaxoUVfXNaNAyTVi2PZg0xw9kOZEzsU8oRLYLvuBKmDSEikajfqAoMAoBk4Dp1uonnh5M0lPTNN/qTzy9ZEmefcl0gZOWZIAYsCgSiUwXzKjvzZSexI04MT7JZAvrwuiqeigsTEJvdw8GsgbUaAK2kUZHexsonZzV0Ix0xkKUOacsC1nLwIGDh7HpnnvEaLittVX6QlEuKNNkvx88F1AgoMDkKcA10VtvJv/W0JMFYiwUKKoLWnZGehQr1qxAR2cHzGwGq1avlhwSTU2NOH78ODZt3YizZ8/i577wsxKl8c4778TZs2fQ0GQiFApjwYL56OnpREjTxetgCP2ZHdFbgQsAF4OZ7ODysSADwD8vGl3+vekecyJnuNyiooQveHo7dubzoBeHX4VwCwGT+JG59KuNvPoWAiajEhJPP3C90ejp0XW0X9KDDA0yGfEmSPb3I2PaUAzAsbPQNR2OqiHZl4RlKzBoduUAD+7YildeeRnPP7cLP//Vr+KnPz0gc8NXvvIV36wwGF8lXuRm5/T2QqPVYTLXqLwZyMGbKSzve/0DA8JMiZG0d3Gav8SP8x7nPG6q/ChZwxBJGJnNmdaZ+HG+46YvPgXGdbx6+NkmhMXCNmZOJD/K9YifY9MGcvqlQIzFSIQUzJkzG7NnD7kIMd48J5tZs+qlIzEOPQtdDnl9wYKFw8X/XouOBB2cBxQIKHBDUODBBx+AbTvCzM964CHhHCx6gxF7sakAVE2DA5p+uTFNePTgQ5/BXb1JVJSWYNv2bfjOk0/6KsVJZzK+bS7IDHJR9FPKlDWGJIt+MKyWZbqMhY8eWJ6Udqb4kX78o4cYI/L6UfxuEw+eX/ixjuwzfm1w/cCPMPg33fa8SoyFqx8fDUleG0tsPNrzfnS0AEZAgYACV58C8bi3w3PINuR2t5zAcvtcen8JWjb5ipwLmHulunpI7eL3vED7Lb9guvNZrj6+kdg//FyUxp5zp4Wyoojtix809GB4NnXTwmfES363id/wiO711ge9dhhBykmfFtArZNI4BA8GFAgocItRgILWfCEkWQ07J7VwScG7+U/cYgQKqusbBaQnUa/m/i/hxb3eJTvzwS8N9Tdb+t7Q+eAjwcGkKFAwiYUnRpH4FUTFMeFAE32qomhQNB2Wbbg7BUfN7V8saXxF1WDJ8zrDWsxYbzcpSgQPBRQIKHCVKKBgSLvP3TjHOHf53k5fHTq8ShgFn7mJKWBzXXFgwIZGo2jaD6g6HK4xjgqN22t6JoHLoQLFAWyFrC5EKTfT3ftNTNkxq1YwxkKBK+4UTsE2cPzEabS0Xcadd2zAhQvncOLkKSxctBjvv/8e1qxehaNHj+G229dhz7sfYf3a5Th95iLKKssxZ+58RPShaWjMmgQ3AgoEFAgoEFAgoMAICtiKAlu1YWUdfHKsH23JFAb6UzAMVcIeLJhbhuXzSxGXZcak+Sg06FAUchxM6x6sPyNIOuFpwRgLETXR+MMht2jg0KHDiCQSSA6k8dNP9iESj+HNN9+FotjY/8nHmL9gPr77/R/i7vUb8PLLu0FeomqgAbPnzENrSyvOnz+Puro6cb+bsFaTfIAGQpSs0KXPL66UFs22bYlniL8w/cOTdWYhrqy7X4VwCwGT7eRnG+Xj6VcbkYb5ePoBNx/PQrTRdHEkXgy9Pt33/apLACegwEQUcOdjBweOWDhy9gJWrCzF6oYylMWrEAppME0DB0/24KkXj6OyIo67VtYhHlegO5bEVIISMBUT0Xi0+wVjLESoyfwR0KAoYa5iMDMmenu6JX4FsgYaGmolqPeeDz5EVXUt4tEIenu7sPa2dejsbcPJU63Yvft1rFiySGIucOJm7AW/Ct1C/Z4cuQASrmuQ6ol2Z4YxBwfrrQ9KbmYKlwyAIzD9o6fLrBCefzBJN0foSZr6V9y6h8OMCzJTWg5hRRw5UbnFD7hu3f2mJ+HNtO4UJ4em5Kadi22To7h4fnDToajiVspmYIB/Us31ChFZp5Ayn5J+j9eh1guObnQKyGYWJhRHkzQRihVG2rSx653zqCgJ4X89Uo+oqkMcKUXVYUHTddy2qBJrFlahtT2DN/e2we4fQGV9OTauKUbYCud4C3d+Yy+lsbFj89xzyRwyVXQcN22FKkoU9zpVfdzLUcUChX2ePTrXqwfHgBswUhMpSc68SJ7nOLBhwRJ1ocYUGGwoRaX2BrR7FnDyrNxxm3HQBuHatGrBGItBq2/WWg3hzrvvQm8P/bHDuPvue9He2YVZtbXi0/61X/5lnDlzFl/52dtw6uRpLFm6GK2Xq9DUvACRUATV1dWSGZPuOH7Gh+AkVYg4FtzN+Yknd4gssVjcF0bIg0eGxcWTVk2e6opfcmBRHKjoUMSgzoY7uvKn+Cs7LOGapuV73f2GScwJ0y96epQgU0mYLH4sgKTnUBt5X5nZ71AbeR4aM4M32bfJiLAuLLShohSTc4RpG5IjyJauZUNXOWEqsDgL5xlzEm+devFcBN7Jfjd47lagAJfeNBQ7LIuvzF6WjovdA3j9g4vYur4JJdEsIozbweVISMIOpw+u77zUUBtFfW0DUraBo8eTeP7lTnxmSzV0m/msFPc9zpOqCVuxYbE7y6pOibcBx9Gh2CqypoJ9RzrR72goDdtYMKcUiSi32BoESt76z1xZGpkOKyz2H4RLzBz2f5XMOFkUDaqhy7mpODAcFR3dfVDDGqoTCkIgs6RDFe4lx5Rc42YvGGPhTawyXyhAdU0NqmuGaltV5abiLS0tl4srV66Q3xUrV8pv/ay6oYdv8SNOqkP7N/+J4bn78SvSbg5FgeTMDTgKu4ju8df+f3ySEEkDr09N8pVr8pjfeFKyVIjiN56TwfHpp58R5uKzj30OLzz3LLImlwAVESeLeHkl9u/bh3nz5gJOBIadBsMssOdF4wnU1zdg6dLlBdN2+0kP/9tsZjEFrmwbn/uUbEqu/Mp0r7AtpkZDShAiUGiMqYTQm83g3Q/bYOlhPLFtLsK6iv7+yUm6uV4x6Ovy+UWIRHQ8+fxJzKmLo74ugUzWQV/SRiarwjD60NzsoLGmBEVh2mpEQKHqJ8e6cejkZaxZOguzYip6jSzeeKcVtqGgcbaOVQsrwaj0ikoJBHc4KizVgaVnYCoh6IomcjvyLJSKcPifuNiHAyd6Ydt0csgKHhWVcThZFR2tJlavjGLlvGI4DEopTetJUqbbAjN/r2CMxcxRCyBcLQoI053j9flN9k12zYyI2WxEhLGhrlGGwtVCK/jOTUYBhuEORaMw7KxELVQyaURilVCNLjQ0NaCmvBwdne3oTwMJxrywLFSWJHDg8GGYloPGpmY899yz6E8mkUz2+Uad/v6BXOCumfdvLoiMbMniVyyGgYHU4EI7U5jEj8GYKLGbKSyvAYysIWkMCHemMD2GgrCmsplybBMZxcKevSn09ltYvbIazcUqssYArIwbbXTSbeI4yKoOGktDeHBLAzq7gIttnYiGdSRK4ihWbKQGEmi5aOLTA+eQVsgeUyKnYUFDET57Tx10lZ4nCsqho7k6hgxUnD9n4qmXzok6RNEsOFYI6SwQV4Gl8yqQyXbh2OU0bMuGqqmw7Yxk/a4tU3HH8jIU6Sp0SibEuNSGpWaRXF2ED/b0oaMtifUrK1wPK8dEKtWfk6Z4rTTVXwWMIjzdEjAW06XcTfWeK3YmQ5G1FVzsTOPT460Y6NFRFHKwYW09aspknNxUtQ4qcxUpoCgSSdE0szh17AwU1UE0UgzYWaiqLqG8Vy1fgbfefhORqAbbtBDWQpi3cDFoXnzixGnE4zF85ctfwXe+8yQSiWJfkfcrXL6HlJ+h8gnTT/yYHiAajY0ZmNCrw2R/s5mMbEb8ijZKlRlV1OMubLRNoPxKeEFHGM+3915CfXMC982NIeSERF0RR1iSYXKjNNk2sRwDCScEq8hAwlYxqwRYNrs+t61yt129yX4UJypgoxIq7SJ4WQEs25Jzuk97tg/iuOrYqFuqYd2SKiGraC0UbuBs9KYcvPnhOdTNKsHjixsRiagSZsGTouU/SxUJLRf5QcVJoNhW8Mi9cbx3uBu793bgoU2NCFG3AjIGxaATbc4qI+c8O0Gr8lUKUkDHBr5tQXVoi0bVjCAs206qcOh4waJQcS5B7niNf6JkkntX8Z9cC0zii8OenPlmYswv+ididxvdlQCM+bnr8IZrZNs7YOKN9w9D0Ytwx21NKIup6OjN4rk3T2LnnY1orGL0w9yA8UbSdViba42Sf/2pcDW52jhywtm8ZctghRYvWjRsYeNiwoRwW7duH3zGO9iw4Q7wj6VQY8tPesx01+7Ve+jX/8ibQ7B9OGJuHJFq+gBL2pi2bxNN+JSgUr3BZH0RnLucQXbAwLI5xdAYNl6jmaPr0UFIE8Mbwl1TQsIkaPQLydlljsRGVTJgPKZBn5HcAzrth/KLF6Ml513i9V/vl1iWx4H71lZewSx7fTL/2XzQwumQt3I0bFxagTOlcTz50kk8eu8cRGR+JvpEbCT2w6CMeqI61NJY0GxNJCPCzNgqbNVBZ1caLZ39qC0tQnVlMRxHQ3/KRDzKL9Eej3KVQhVyO2Lx7RoG7v9kP1pbW7F16xYcP3EMx0+cxAMPPIR33nkLc2c34Y033sb6O27H/n0fY/26dTh15iyqqmuwbNlSaG4Ekyl1jslWa+ok9yBT78ljW9K/s4N4sx6ve9ym9/TMf6eP6chvs8MSv8FiOeh3DDy16xIeuK8Zs0oTUDR+z0ZNaQiPbJ2L3e+fwBNbF0roXpOGdOy4I1yxhsEcBO7PgTfI/IHmQrkRYE5lQpwMbfyos9fOU4XFXag3LvLf5bF37npTDdVkut8aghAc3ZwUMMUlwrIjSJkGdr9/AV98cB50GOIscHPWeexacfw0z9Lx+bLZ2PXGaaxcUImlCQeqQ5WXCsbycJmMsWFQKuHkvFTIIvRfzuL9A12orgmjsyuDmuoELlxIo60vBVMPYfWcFE6fHkAm5SCZ6cPOrfNycT8KyVh4fBItu+0sLpw/i6LSavT3J3HyxBFUllfhjTfewv79e5HNDKCiohIffvwp1q9eg7179kDXFQwMDKCxsVFiWHzwwQeorNiJZDI5HmWmdM/VCVIP57kITuF1MSaEGNdYjCQqZmgKLEuBYWRgOgZUZwT3OgXw+Y9yNzdc5zhTJsNlKrzsruxEx86nMG9uMRJRC/3pfrG4cEVcNqKshxnCuZYMqktpdGQh64RF1JiPJzsmM1iOXByGPzPVs8LBJCZ+4urS02sb73eq9c1/3gH169PZceRDGX7s2gDMtN7hUGhaSaI8BsL79XAbeT7Rde9+8HurUoDjS0PXQD+effUCdtzdhJgKmIoOTTwrhlxAb3YKeWOHUsHSIhU/s202nn//Ai52deOeNc2IR9xoopMRXFBxQrVGXzKF/Wf70TS7GO99egkL5pbj8E87sHhFDKkzaWgVKjq7TWSMFCprypBIF8sK6KldCiexyLWmq85wxCDlcnsH+MfNbuvFiyitqodlWrJb0RQFmUwWn/70ANatX49z58+grb0be/bsxT2bNuLssqWIRKK+ujJyN8jGYN75qUy0rJPnx6w6NhRThamTubDhGBoMWrJHooNitOl2bM89z9u1US/KMhVcR/u2B9dz48zYNo6e7MCO+2YhEaLbFEWBLrOUk6hh293zsHv3WXz24TqEbLo3UQ86nHEiXA/maN+dzjXCNAzT13b38BxXhzsNZOluWqg2mgY6o77i1X0m7tCEQbVFUAIKXCsKOLaB9qSNZ169iEe3zUFVcQgKXTMVc1AFcq1wu1bfVcWDzwbCGu5bU4GOXgU/evE4Fi2qwLIFlQgrYhkBh7E0JB7H0BJFAXba1vDxkXacPZdEc0UE61bV4NCxHuy4swltl5O4d1MTolEF5SVxaKGQqEl6kgb0kAoUqwhpXmqOAttYyL6Yhi1aFNt27JDASZFwCLObGzGQyqCktBR3bdwg7jf9yQFsLk5goC+JstIy1MyqE2mApumIRqNiyMMFdaaLan6jk6kgPE6SHteXf3/8Y5q1KDjbaeDwiU5kTRULm4swt4YTrgOFRJ7hptWrKydyMkHTw/PKWnh19eg5kLbhhIF4WIVqxeCIy7QiqixyubTRKS+yUFyuo69HRUU5rZVjUEdUkHA9mFd+dXpXCNOrt4f39CANveXhSHh+wSR0wvUW3JnC9d5nUDTC9asQLuHx1/vGVGH7ic9Uvx08f2tSgAufIma8nFRt9Js6frT7OB67fy5KYyE3/LZCGUbB98rXbwPIeqNKxFB69DXPiqB61hwcPtaD558/g8bmIqxcXo64SrWICstWcKkzg7OXetHa0Y9UysKq5XVYu70MEVm/NGxY5RqbNlYPxb0pK6FDrlvq8rIOu1fcRa9wrUDrUH6JExgU2XHGYrHBxTYSdQMJxeL8dTB4zp0+gESoZJjkRuLl5NsFuLW4iv+66gPXsIJBSiiid/CTty7h/jsaRFpx5FQX9vw0i03r69AUzUJHGjBL4ISSUJyiaU/k/leSNhY0smG0twwOH+zEssVlUJUsFJX0pwUwB7LbSXis2cDieRX46EQPtt9WDofuVEOmS/6jeINC9GwIZoo+F31PUjVTWMH7AQVufApwvmFcBwWGo+GHr57Bzo2NKCkKMY5UUEahAL2t6NWylhKLRcU4dcHA87svwVBoc6HCzPajvjqCOQ0VWLK4FEXRECSKhuNutEfsG0f5wtiXCsdY5L6ZW5rkbOwdUv5T7otXXhm7EoW/4xqgClck1KaVgYUXXr+Mz9xTi+qyEEKWiubaKC4PGHjptSNYMr8Jq5cUQddpQBOTKIOFx3NyX5ComuQdbF1iVZxrSePR1bXQmAWQzIQwHfktQIcpB3U1Ubz18Wk4SmWeC9Pkvhk8NT0KeH7903s7eCugwM1BAcqH4ahImcAzrx7BbUuaUFcVlliWrmjfP6nezUEx8mEObC0LxdERd6JYWh/C0vq4OKAyn5WqVEHJed/QW1QUGQ49P6jMn1m6g4IzFl4jebsv7zefyRi5y/POvWevJ9GrxIl3gP0HelE9J4SG4iJYigknbEO1VVRFFDy6ZSH2H+7Fh/vTuH11JVQ77OoTRAKQv2B71Lm6v+JXTVxsBa3tJkorYohRJEEdHbn/HPM0hJVri6JrDkpjYbQPWKhlKsBrX5UhFIOj65oCjm1h38f7YJu2eH3t/fhDOBZTV2cALYJwSEOyvx+hSMz1JjMyiIZUZLMGamfVw7AsNM+eA52ZKnOhwf2qMJk3b86ZKUzC8Z8ZdPEjbvnz5vRxdUPF+zavOo4EyPKDhoTh0dBVfzCWAjc7Ojr7s3jm5YvYuXk2akvZTxj+mv+Nb+/jwZs+vYa/6Tc8Qve9D1J1JDZwlD7whOoP8eVz0zSoZCRoS5ebxL3IxtQwOGHZSHIxmG5/u2qMhZuci8mPIjIxZLMZxONF4kVA40la1NOWgl4F/OV9GgcyP8h0Kze8O8z0TFZc6QCW7eDo2R48vrMZdJjQFE1cTunSw0EQUR2sX1OJp188hfUrqyVRjLtiXx9cNcMkk0M1NQtHPh7AitUVufwN7IA0pr2yW5WUBtQAACAASURBVHCQa4qFxfOqceBED2pWUFVFrjYoAQUmR4FLFy9C0xPIIo2uy11IWf3Q9Go4RhfOnD6O5qYGaOEipE0F0RDgWCYsy8DH+/dj+84HZOx19nTl5o/JhWieDGZMbmgwuaE3yU7mpXGeIePDoFF+waNBtJ/4ER5zW/jFoJmWKbD8ShTIhdu0bJhGv0ybdG5PZm384CcX8bntNSiJ6jAsxrJkDEpKWScoZHx8TmBZCHh+0Y/UmAx+Fl1zxylce6dbrlxBpgtp5HsiTqfrigPFNvDij19CVzKJxz77KN58/VVcamvBw488hv/6t29j9V13ovXUScQqatHeegGzaqqQHEihsrIOmzdvcs0ahLHyX5lGsBMxLhL2SmHWPJfQh073YMn8YkQZp0MCoDDBDNNIM2KZARM2oqqCcDSC/oyKsqgtrpl54VRGUmvccxc//8QDlLrYThaWo6Clx8a2UpchEg51DEyIAxVA9fUJ7Dt0Hs7KnA0M25nFEaOMMd6+dS5P1JeuF0pcCzyZVdXJJnH2YitSA91IM7mT3g/dTKGqshzpTAqqCWQtBTbDFDgKHrh/O1565WU89dQP8Iu/+FW88847YgTOidOvHTdhWblojzNtHy7WhCczlU82YR5+xM2POhMejYKZ4MqPwjp7O+6ZwiMskQhYWVg0JHccpEwLP3z5LHbe04h4mHlBOBcrcCZpXDHYJj61h9/wSDNpY5/6tB/4zXR+KBBj4YnucoyAY0vmtaamZgyk0mDspSWLF+N/nvp/cCwLLe3tuHfTJnz3uZ/g8w8/gDPHDyNjmmhtvYwDB4/CyKbx2uuv43Of+yx6e3tn2ncH3/fiWIQkLv3g5SsORBgndcggq6j45FAXHtpUg57+XvGMkGhjEmiVcSwsSfONrIXmphJ8tP8sNjCMq0LucHyR3RUfzl1gRyGu/PWjkNmzHROtbSaipUC6NwlHG78r2KqJkKnCUNy06Be7sigNDQzajgizwnj9E9Byqvizzl7uham+O97zjJHid/EbptfufuJJmJQKzqQQBsM30xh7KmXbtu2up5eqovq+nW6wYduCQtdV9knLlIiJ9NaSDQlzQWoaHtz5ADZ0dqGktAQPP/wwvvfd70752+PhaRhZX+FZlin0Ge+bU7nHnexUaT0efM5RlAr7waTwO7IIOc604pqMxJOMBDc4ZB4ikTAGTBUvvn4Mmzc0obGK0muK9qfuced3m/gN73rvgyPbaaLz8VeTid4e877rysZUsxLqVdFQU1+Lyx096O7sQHlVFS61tOILP/MYDn/6CeIVNdi3/xNs37oZH3+0D9u2bsbR4ydgGBQpprFm9Up0dXUgEU9MOt77mKjl3fACRE0Y4567crHfVHG6cwBVpTFUlBdd4W5J0JwEvIlgaZGDXccvI15cBI0x3ul6O43CwcbAYn7lC7BtU1LvfvruQWy+eymKEnS7HVsiwu9bigHNCoPpdJYur8SZlgzuWlYiA50SHcbXp0Smry/paxvx25wAJxvnfyrkLQTM4uLiCSVgk8WRde/r6/O97mTOC1H38epFfW9Jadkoj3AhGbvveS80NrheZDwnXYJyk1HA5SdgKQ5UMpuOhmTGwTOvnsPm2+eisTIkqctnupO+yah23VanQIwF54ohd1NoIaxdd1tO9MboD3NEvaGoKjbeczfghLBq6SJ5Z/WypUKsdWvLRLXgGqAAuk5Dr8JMKIQ7XodlaHKJSQ8HH31yCVs2zhbtnhteZPRJkbq/mKbBUUNIGTaKQlPnsr1e43e9bYU6RwW9aaC6aGK8SBvN0WGrNhRbw5LmYjz3k7NYv6QUYUpiFKqISIfRaeHVYya/E7XRdGAXCiZxGa8/TQdXv97x+lIh6j49HKfeZ65X2k6v/sFbpABVyo6SFbd2x9GRckzserUV999dh5oEE4opo27kAupdnxSY3hZ6mnVxNfmuTwIZDxba9cpRzlbBi4ZJw03uVPk0J5KpTz/TRHKU1zgJW44DwzaQMYHS6MQMjrBVjo2mhgROX0yDhrnXSyE1O7qzqKmuEuUMVT0TFUa1Y7RNMnpFIRPF8RD6mNmYxp6Oa2MyEYzgfkCBgAIBBUalgGPDtDRYtgoGsX92dzvuWV+JmpIoHI3uj9dyBRgV4+DiOBQoGGPhCheoP6AxDjGgboxCiRAUlYaObldhBjqx+6OEQyIMUo1CIyXXxVHzJB/jVKLQtxhhkoxCR7eN0ooi121HEnCN3dkpyrMVG8vmVOHoiXZQSjDx8l3omrjwyST89HgHFjTHmRx3ch9VgZDitpumRLFwUTkOH2qHDYooCWOScCb3teCpgAIBBW4lCojdl413f9qNH+w6gQ0rylBfVQxHtaAiUkhh6K1E5atW14IxFq7nFjkJl1EQ8aVIKVyGwj13xVtcnuX8OuVKRWzsKDh+ph0LmxK5WOsTtJFigTneYnHGt4gg64/d5QQfndxtEwq62y3UVNEDnKoQc3Iv5j3VXB/H2XMZSVzsWpcHjEUeeYLDYRTI7/z5x8MeCk5uNgqIbRrt01xPD8YygeUwaANMOyu/tkiBDbT2mvjRS0dQURLGFx6ahzm1YYQ1bjsZrjvgK260rlE4G4scJURa4RjoH0hhYCCD8opymNksenp7UFxcgp7uLpSXV6CltRW1tbXo7OxEZWWleH/Qj5bGcF7+hWtFXPEKsR2ca7OxbmVM3C5lgz62wMJVG1gqFM1CRZmDi20ZzKufmhV9oerbk3YQi5rQTQVKlBbYEnZtSp+LqEBJaQidPRZmlTAQrGtxMiUgwcO3CAXy9y/jDJpbhBq3TjXdXJcuY0B1sgJFS0OxyTDoyKgWLrc72H/oIsysg4e2LEE0moFqKzBcBfmtQ6qbrKYFZyyEXoqFl3e/BCOr4sGd2/Ha7lclJXp9YzNOHT+CcCSKgbSJ+vo6JPv6YGQNRoVHVVU1tmzZIi6cdHG7lsVgwBbVRiREB/uJA0PRdoRutRxCCxZU4uODXdcNY3H81GXMm1sGjZsHmHBGCYg1Ea1Vx8HS5eX49FAP6u+gtf/ENJkIZnD/ZqaAAwbJ40aD0knaT9HtkcWVVnIDa4uR9lhjne/wLyg3BgUYgEniTeTaXLEMGHYU57rSOHioBQMpC7XlYWxYVY+KhAqNbSvpD7KDfeLGqGmA5UgKFIixoG2FJQsWA6dwKtChIVFdJSF6dQVoqm9AcUkJyqoSMFLFmD8vig/2fYqHdz6A7vY2dPd1oa2tBXv37pXJ5u2338ZnP/tZJJN9I+sw7fN0OiOdmT7E4xZbwal2AzWlYQz00ZAoLWGHR/PQZIpvTqCWacChz7VjI6aruHS5F129RdAVGjpKgnX5pKsyGvfrEnyGsQe8UMHjuYaOhMSJXFKcsxUcMhERHD3dg+0bZyOb6kJSDGQHQFuWqZSsYqNWU/FKWwc6kkWIWCYczZSYE1PBb6Jvss5efAi/4BKmFxvDL5ish4cnj2cK12tr1yXav12+H/QkDLpoT+im7TWuaMkc7Nr1vHgjPfLZz2DXrl0wOEbIeiuMq+KgJJFAX3JADIQ5fkIhN75FvCiBmpoaLF26tCALDuvjp5eM13Ze9f349RM/2kOReZs5k5bLoSSWWpxfxNRe9BZs8rY+Be0dKTFcZ7j2rmQavb0OKktiuGNVNSpKdKgqFbO5jAckFG3R7DAcx984M363ya0Gb6p9uECMhXQV6TAywdoK5s6dg/bOPrS3t6N53ny0tlxGdSwCXQtjzsI5OHfxBB579FEcPHAQW7fei5Mnj6O2rh6RSAyLFi0Sf34GiUkkiqdaxzGfZ0p2Dq6JJkhmAm0/1o5liyqRKKIBI/NquLq/kcC9OBbxOKPGkQ62hPtuqo8imQqhoRZQcxE8OcAnE9uCkwrpOJ04FnyXrq8S/tYxJaohG72yVIPRH0ai2I0PMNWly7QtODEbK+dX48JFAysWxaEqrqrHzzYi/iyFiLvgN0xONn7HsWDd/aSn119nUncuSp6UwYM34a+jIBaKQi2KImu7YfudLANtVcIxe2CrIbS1XUJtbT2SGQVliTjsbAbFpcU4cuw4LMtG8+zZeOaZZzDQ3y+q0pkybx7OHpPJ85nCZB/w4M0UloffwEBqMDjeTGESPwaxY1jvqcKSsehF2s1NGDT+ttMqLDWLjnQUZ8+2oy+lYMDUENFsVFcUQ3MsFCciWFlbgnjUQkhhwMQs0v0ZsZ/w6slfb8F2g7j5Z7flV5t4+PnJ8PvdZzx4U23f/HbgusiUG9Mtk2YsvAl+5ITC6yPv8Vye4y8XVzWE5ctXkh2VWBXsLkuX8czBgvkL5NrK1UtkIZ43d47UZeXK1e7zeTUb+e28WzM6HMR3DCgU2LZ2mNi4iuRyU/eOJq3If51Mhcu/06NExbKFtfj0YAdqq6oQlpcnP2g8+ubDn/oxZwIdp1v6Ma+pCiFVRdYzliUqU+QsKIFKKxZWLCjD8y+3YcmSIoQnX6Upoz9RG00ZYC7Qkt99ymsrv+FOp36jvePhNxN6TnmnyxgFVA3qOgwzi7PHz0KxLYTVMGwzBY2JxSixKCmV6JthTUMma4OM/6LFS8Ql/ejRExIt8stf/jK+8+STvjOa02HaR6Ovd20mjJsHY+iXm4qiqTNzQwCGHQ0M9EvOJsYGmmphv2E2UXq9keenR9jJvn68/WEfKsr6sXxJPWrLdMR1b11QoLpuf7BUrgsWNAklPnYSQ0+akkgkporeuM/7xaCTBly0/YLnIe3XpqRQ+Hl4TuZ3Uj1LOlNu50igPM8vXkfIv8dshLqquwsWc2qwMXJyf3cNy61mvEYumG6l7KiydI8eu2Lkd/NxKOSxZStImQPCENCDwoQ+oWmRVFW4ewWKpaKqXENbdy86uysxq9wdkF4sj0Li7jJ4/AInb2DvJxfxyI4FUGwmItMltDeDX02VsSC/qDsaImEgXGqgr1dHpX/CpEKSJIB9jSiwdfs2Gd3sk4sXcUPBbLrMo+Oq4dyQeu7cQkaEhez5xo134o477hR3dF4tBNPmJ8yZ7BTHaho/8SNVp8wcEjF6dzCZF0OuKyY0S8Hbe9twuT+Lz21rQFGUIQOYtoBSUjdcQC5MolSLmWm5ublCTDGi0qxrIWg44jPTPvW3LVw0WF+/4PoFZ9oEmooh/w9/+EOsXLkSK1askD8ef+Mb30AymcRdd92Fn//5nx/UU/7qr/4qfv//+/1c/3EnClZWOFw5pR7NdUGyZPHlsZ2LZ+FOHJxQhheej7w2/Am/zlw8LTexjp3FxcsZ1FVTLEQDUh2qhOee+GtuTHuuwEAUKj533wK88OZJJA0TtmUIvVh/1l2K9zsx6Ck94RpQ2Tjb0o/y8ggSNHJhzjDFzcw6IZc0ytfcd2krYmHV4hq8/sFpGI6rT2V9LNpzjGBARwETXLpFKMD+wjlA2AXueoWXGHJF5wLkjnAv8w67qMdecN8xNRugW4SsY1aTtBwW+C43fXJI8rpFGzj5y9nD0RU053XOceves2GS8ZNzIGs6eP9QF77//Cns2t2J595tQ1VNDI/dXY+YakNXQ+K+rjuqeH5QUstJRmL40HbCDa85Js7BjZuHApOSWLC6XV1dOHjwIL71rW+JSJLXGhoaxLL70KFD2LNnD5544gk8+uijOHvmLErLSnPydW9yoGkw3yKDwVnGzRPPOAqcQuSW0JXP82zoilzOTTvuceH/pbiPsx+Ny06cuYhlC+qFoeD4HInZ2Ni4TwqjTl152MLWjbPx/O42PLKjGnFJW8sJNeQyZZIC2P8JlIyFoRh4Z28nHtneAJXfkd3i1GqTX0+XGWIuGBVNlRo66hJ47a0k1q4NI8EdkcMonZPuXvmgg+ObmQKD0olwbiDlpH/DYhV4Iyw3fm5mehSgbsLQO0yNrok61mGKdI9Nc2RPIS7mpqOge8DAybP9qKgMo75GRcR2g+A5No0xIVLOvmwG+4514kKLgWXzSvDFh+YhpDH+jTt/MGst5wFvnuNBfrpFd46f0sRZAKoEIK8mBaY08zOexJ133gnqvth5aantlfXr1+P3f//3sW0bxZ3CPrgThzDEBi63t+FyZw+WLl6C7u5unD9/AQ1Ns3Du9CnMnr8Up44exqIli3Hk8CHMn78AF1taUVpShpraaujMuSG7X2/C8b7qz+9I0REHjAwZBRLY6nJHGneuF0Wx1EkV+wl3xz9ZDGQXoABzqqNoXRjF23t6sGVDOXTuykgj1ZWH+M1WsB5M437sTAZlFSGUhamGmVKzj1pF169Fg6poCCsZrF1eij37+7Hnoz5suyeOMMU0LhVHfX+qF0e20VTfH+35QsEsBNzR8J/JtRsBx5nU71Z9lxJQS8kgbIdFMsEQNTq9LDgPWDbOtadw+Hg7egcysJUIKuMKGhvLcfpcD/Z+kkFlVQnKyiJI9iXR1taDjBJDqR7CmoUluHdlXDYlbkC90FA6hluV2EG9x6TAlFYY+p3ffvvtg/7n//RP/4QvfvGLAvzrX/86/uZv/gbf/va3B/VjNnet3L3aJt55+x0o0WI01DfgzTd2Qw1F0ZdK4+zhT7Dv0GksbarCf33vB1g8rxkvPPP/oEViqKyuR21drWT27O/vFzdOel34VVgf7rwNY/hyThmC/OeYSMOCpcShWQYsKwxTy4q4D/QMGaXQ1ZR/wsUPsvC5JdahZzewsrEIr5y/gAMndCyaXYSQk4KjksWgfOTK+lFtREtfr+6TWRRcRswVP59oy+CDT9rw2P0NMCwHjpUWiRFtYzyYo1Rl/Es0zPW0qaoJ2BrWLFXx4ms2jp5KY2FjTCQ8uW3p+LDGuct6sJ2mjecosD2YI9tolEendCkfz8m00XjAvfabURuN8gE/6k4YNPyblp5+FJyCS/5RQHMUqOkIOi0Tz77Viq4+Cw3VroO7aQD1VWEsn1OBupo4YiGOTs52NlY0xWHaQE8S4r1XU5fAxhVViIhkwt30QDFd6SrVLBRA59nN+VeDANLNQIEpMRas8MmTJ1Gcs9aNxmJw3YIg6pG//Mu/FLuLxoYGlJQUQ6XRJhdFhYFtaOgXBhkEisrC4RB0RUVFdR0OnDiD6JJmMJ4EpSFly1egq7Nb4li8+cYbqKurxcmTpzB37nxZtP0iPBkAd3I0hhnOUP9Iw0RLsXGhPYXyUh226YAulnSv4kAcy97DskxZCLnIDC/cM3CAmgiZOu7d0IRn3jiOaKQasysjIldgJtRhelHRMdMeRYVp2LBDZDoI11XRXLFo00ZDxB9uunobOvad6saFk534zPbFiDpZGBaDz1AC5DJApMH0C+vEML00vKXoVMW62xJ4/bVWlJTUo7yIKhFXj66KYa6rDiP1hli58aVQXMSIIxmL0RdrAiaTo4qFurA7okcmnRhOmKJdSml4zO+6IlvCNC1m2mVTkm48Gh+XiegkMHP0HB3XiSBceT8f5pV3p37FoyfhzhRHRsadepGOkOun1MGzN7CBHMlgSXj5itGpw7853+AGSKxPFA2M/MDgdp6kkzXmJo6RLdu7s3j7pxdhpC1sXt+I4rC7XSmKhRDSyUZYSA+kENYYZ8idbxjEjyYsquqgotxERVmJjBW+KXZiMN3NFNje7ujNV3XcnBQPajUTCkyJsaAqpKWlBb3xuExK3LXUVFcPfv/hhx/GurXrsOuFXVi0eLE74XPC1sJYs3a9qEA4gaxffwfa2tpQX1+Pk1YWX/nC7cKw/NwXnsDhI0ewZs06nD9/Hk1zTIRCIcyePVu+y4mMsSz8LGQsCDd/kjVtUxgLQzFx/qKJ5fMrEItHc8sOmYCxCxdAVTUmxJND9PNbF+P5F49Dub0ec6tjCPMLI9Y2TieObcJwDIQj8cH7HPQyyMUWhDuSoaFO6UZf1sBL75zDrOIEHn9gqZhUKJwY8gJhcXHxk56OE0KJ5eDBB+ux66WjeGTLMhQVi/sIbIeaVuLpMhqymJOMefiMRlVvISSe+W3kPSsiXoep0GgTE4KjDoC649ZWHZ8e6UJXup2sHGCEURGLY8GcGObPTiASyiIW0eGoNE6LCJPrwZzuL9s+Go0KnqPhOlW4rDth+ttGLqM2Fj2niuPUn5flCgqNe5kHYtDAlypBujIOsZzDmWx2ff53C5acUbeE1jMVN7W4bopsU7ccdA3Y2P9pL85fHkBxpY67VjWgjsGnxGB2iJ4u5chok5Hg/eHMtOu1kbN9GUbo/GUiB2/Y/VuwTYIqj0uB/B4z7oNkKvjnhdjmw7Obm/Hue+/JxEcGgIv0//3z/4u333lbGAIPICfZxsZG+fOukalgqa6ulom4qqpKzjdu3Ci/zc3N8j1Orn5M0gJ0kv9w+eMG3IKJjhYTVesnTaZJfsF9rFgDdu5YgGfeOIEzZTHcuawWxVGRT8qOgdbUKctBd7eNnm6gdpaFUBjIZB0YaS4QgGU5MB1KHdKoroggGtZx+HQvPjjQhZ0bmzCryt2NcKfC4ikwpoToJB/mGkFZSlksjAe2LcePdl/EunUVmF8fQ9RjfBQbjshRXT/2mc5PYvrKTTB3ckoWHZ0hvPjeZZQWO1izvBJ15XXyZQs2uvotHDzThT2vdOKOZbWIl0AmaSH2TBGZJI1u1cfYNz7dvx+WbWHl6lU4dOAgTJNSCg10Ulq2fBmOHz6AjGnCVnQ4lolIWEcqk0V9fYMEdZoz241x4zcNyYj7VThf+QmPeNkKVbaulM/Ws5LHS3V0nDrdi/cP9qGsSMeaVaW4885ihCQbtIjsXLmqY0K/wqbKr8ibOaqRIfSLgJyjBplN/4D63iY+9hlpYx/hFaIPTrUlJr1iPv7447jvvvuGLfJkNBgIhmG3S0vpBQJxST1w4IAwFvlMwVj6WI9p8H69CnjBW0Ze9+4X9FdRYDkOupIaIkXpXEAr/79o6SZKNQVf2jofp1tS+PEHl5AyIFHx+LWIHkZcV1Fc5orsz3UMwMhmEY6qiEY0KJq7+9dDDB2u4sT5XrS2WZhdH8Iv7JwDldmGlYyrppA0767AowDjVlgWWp+zqHYIFcUZfG7nLOz/aQee3d+DlDWA21bXYVFTAlEKKsRA1p/V3LRt0Q2/9UEr1KiCR++pQaJIgaJywqNbLxUgKqqLQ7h3WTWSc7N4+d1zaO0owe0rqxFmxsXpSPX97xI3LURKI86fPQtND8NYlcbFCxeRNtNQ9VIoZj/aWi4j2dOKWGkZ0oaCCAMsmQbShoGPPtqHhx56CFbOdol2J/zzs1B6N9YcNZXveHj5BU++besSOMxUFPQbGs6c68XHB3rQUB/HYzvrQEkD5ZWaSdWzA5OcGpd6hxEuHdjqEK082nm/U6nbWM9audABftTZw4uRQT1ajvXdyV734PiFn/ddD653PtPf6wk/1o3r+3TX30kzFrR9GBkZzOMsKY3wmAgOzlmzZglC3rUhgnt8rbug5N/nYie68JyEwoPtVYxvDI92OQRL9I8SJyMnZh/64BSOCC+30FEKoABvvXkO92yZ5doJTAHSZB9laG9FSVO5ifmzoljQUA2Hy24OFcGGpgEOMJDqQ1FR1A0lTndd2npQ1ClzBo8dkUlQWMzllAsqI9wpTgSOFz9gsohN4znXtiEEBxkooQxUJ4KSsIO719YJXmlTxQefXMJPP27FXWsb0NQQhUYRrxqSkOcSs0DE4Lk2mAgHh9YqCjp6Dbz54RlooMfSbFQmIPpgQhHROukhdh7EkLlSVBTHIti2oQZHL2XwzKtn8Jn7GhBnPBGqTEhTsbkYKUKeCKHg/pgUEImSg6yZBS0EL7e0I5PJwuBibqZE1efYKbS2d6AuHIVhKjSNgWJTrfYQXnjhx/jed7+Lr/7iL2L37tckZHY6nRrzc1O9wRDXnLfGDcrkceOiPuCYdPup6x0lvU3shpiXJ5NOSw4iRzNgsyI0dhW7plzfFlfs3HEespzz2AvpHi6h/nNxJrL9WQzYDl59pw1G1sSyJRV4dFsdwrCgZDOyCbI4/9HoQnGgZtwcK7Q7opzSY/i9T5H2LCatOX0oWSaNFPp4c/L0gXqSBRpW+9nGtAXU9SF18fQxdN9kn/ETHvGbsA9OEmnScKb1Zf/zNveT/OywxybFWHBx9xb4/Lfzr3nH3i+f844ZYEVWx5yukNdpOyCR3CjiYyIsBxK0hdM571Ni4C02NPyk8R8fotEh11L3VJEBS4NKLgbkzrmsTKS3z6/D4DEHsbxLNYiCQyeTqKhOoCqmQrNUUY3k5pTBV2Z64MKLiuGUC4sp2Yf4G7nGOYK7Mz4s+Un46z4kPzJWXN3z8MYcGkRXTmHu1/z8l9/wIqsCERddqaC7m6Kd331ra9BvV+DNDy9j7wEDq5bWoK5OQ1y1hUmi6sejsStctYSpE3sMGqdJsigg5Sg4fjaJQ4c7kYgr2LRhNsrizE3A91lvr8YuXVyYvObmd2Ef01Qbty+uQHVRDD954xQe2DwXUcOBGaKhmvdewFz40keEWQPuvfce2A6zWCq46+5NAppDVtM1lBQXY6A/Kd5UjHEjI1lzM6Du2LEDra2tKC0tk1g5Tz755IzyGIysE3dnE4ePJkYsbt9y5yEmUOPc5eYDItPKu3TrFJsshRFdTDimBkXn+5zROJTl3xw8/vCcs1ouTHZuPrNMGx1pB2d6UjjyfgfuumsWmip0hDR3fOUBmOKhIrZAnHf9KLqelbk5HBnf/myy3yKTQiZvJrkqRn6LbXy9w5u4D46s1Xjnjq/1He9Lo90bvhaN9sS0r7mDh51EcSy889Z7uNTWgUcfeQCffLIHx06cxPz5S3D06FHMmzMXR48ewYrVq/DJvv24beVSnG3rQEVlJe5cv47DDYYSQq8VRjqrIKSrg9IL7lvpwcEBbygW9GkaeDkSd4Hj20TSsXHg0z48/kitfNvW7Sln/5w22UZ50WPQRrl1Q11i8raEGsL22+vQ2W/j6IkkPvi4BYmiGO7es6CT5wAAIABJREFUWIvSmAQplXmWO0Lb1mBpCrJKGL2Ghs6uNPZ92iHtvLCxFJ+5rwnRMGNpOFAd7s3csOXCg41HGWEi2VNUNDbZ6Oyvxhvvd2HL7dWDBrSyYxwPxhj3bpa2GqN6079MD7DK6kH9OenEuYGMhcdMMtuxW1zJo+wTclfmzZs3/W/78qbHrOb2SKJes5FRDAxkNNgWmQwbsQhts2z0GRY6Ow3U1enQVc5LXMSZvI2/Q7C8+ooFBYNaUcZgK+gasPD0y22oKo+gNKHi8YeaEKWKQyS6vlQoABJQoGAUKBxjQdFybudBxqKnuxPVtbWS9ryjowNz58xBSUmZJB5qbbuE0tIiHDp8HNu23IO9H38KxRnA+VYHLa1taLt0AW+9/S7KZ6/CR8dNmPS8UDTEozHUV+tomhVFdbGCkENBvDbotjYR1bw4BlqYUglaQxviWPX6R5exbFkC2WQfspLvhJHlQhOBk/teLAPqy/wsTMntiQn9gpuf5tsvmOJOPAYwU82KZ4hmhFCs2lgzT8Hy+XU4f6kfP3rmIJRIDHqUnhBZ2LYKRhkOO3T1NaGHHSRKNaxdUYeqOKVKBmD1INMfkslYAgWK6scLDj0GEi77gYFUr0hD6Mkyv8nChUsD2He4DUub4jLt02BOFYZ1bDgj74xX95HPTvb8arfRZPGisbbnATPxO9yNu7tjd7fuHQ9XXVJZRUmVe9djOEYuwhN/rXBPcLNE/kBBV7+Ddz8+j2R3GPGYCS0WEm+kVDqNgbSOkN6DsjIV739oYPPGelTSpdxxEOYeaKTAgrV2KKWl6kIVpuLHL57GAzsbURkLI9OfQjRE9UVIjF09+hSungHkgAIzo0CBGAsOFG5FXPWFwjTLGnCx5SKqK0skAdaZk2dxWmtDX2835s9vRndXJ2KRCN565wNs2bwJR04ehdqbxKGjx7Bt6xb0JVNobKjH/IULc7AZOMnBxbY0Pjx0HqWlCdxzWy0iTOYiiXAmJgz1ZERR464XGj280d4XQjatSNZOBpuxVRUhJyHqEW9nNR5kugfyLx5305GP9+xk73miQWZgZPFjV+zB9DNDn7T5OCnOHaZa57xM1YejyS6OYuTS+REsXVAlHithGlx6+muFvi42kv39KI4WQWW6Zdn10ZbDVZVBZaZFapvdpUuiolL0Ps56JF1T1RFPhKHaHAJRPLApgR++fAlzGytRk6DthyduvmIVGLfZRtohjfvwBDcL1UYUM88kmyfx8tp6girkbucvhfnHw99mk7lKqOHXr/UZ7R6oZqWDZ9bQ8Pq7LRgwU7hzXTMqy3ToDEpFaZkElgD6+5IoThTJBqc34+DdvSfRPaBB1UIikrMMByFbk3lKo8GzmoFpROFYbjrxSEjB5x6cj7II3acpFSHLxfmEthqeInicDn6tCRZ8/5anQIEYCy7uLmhJHqRGsfOBh0T3SL3eksWL5JgLJIMUhXRaPdOVMiw61kgkjFkN9a7MkUYkkvnNlSC6akF3CuLx7IYiNM1ahINHL+O/dx3Cji2LURNXXZsMWpbLVMVJAWIsqFLlkZvbxPJV5ZSQ20bYEbz23lncd08TwpqLP++wXMthnD+J+8VUsE5+S0BcSo39Lxk+0tFLTiR0Ffsduhx6FB6+i406qoRVj4iFstsaw5d6NzPrYEf2TFDGRkOYDra9QsO6nJ45rKvYeXc9fvTqSfzsZ+YjRtNQhpK33cBcDCbkYTgOaLnF9vKjnQisEG00U5ism1/1m4iW1/4+ZxC6eypo6VSw641zuHdjFRbUNkDjPCKqHLdnSO9mfj8JIKFBUxwUhy3suHMBZJNC7lciWwFZBtpnR2Z8OcdBSGN8CVtsf1SbQdx01zib8CSvEinB73gz0rWnTIBBQIGxKDA4H4/1gD/XFaia7ooBcwBFJEjhXiinYtBdVCI5AyBdH656IIvAcThaodHgskXVqJlVhlfeuoDaWWHcvroaRQjlDDq5UTBFfG44CnQxz3MhySJF3aaj4UhbP8qLIqgsCgbvaHT271r+Ej2ckRjtG+7TQ+xE/tujPT/5a3mQHA1lJWls3jgbP3m9BQ9tq0DUjgFWGI5Gb5IsJMDYBMD9ZCom+FRwu8AUcCUVFhhE99TlNN7Z047/9UATYlHaXJF5HEf6kutajC5M7oMeG2Qc3MsKoowtIQyaWwn3PucdHdTAuc+5fZ6sTVACCtxIFBh7ZNxAtaCPCUXkNSU6Ht/ZjLJIMb73gxYca0ujJQVc6LOQpcjbjEO3c2Gc8+pH3WYWNt7bexkb11ZDy7cay3suOLyJKSAjIYLZtWE0z4nijbe6KfiGo6YpgKbP3k1c+aBqY1GAnmInLyax95OzeOLhBkTDFDroYqA51jtynTyB9JkhLzXxWKIkV9XkFsPM26opf173EsbUVRiOCz64GVDgeqbAVZJYFIYEg1y9iNHdnW9EAW5bHMeiBVF8sLcTZ+wUDAu4dDmDHVtmo75c9/w/BpGixOONQ224bW4FikLMbTKY6HfwmeDgJqeAZIV0oFkaVs8txwfpDrz09gXcd9dsRBTm1RguQbvJqeF/9Uhf5mZRdYnTYDuUADFaKuNV2KKRogUOI0dKim/a41ClxEWYv1Sh5WxnuGbThZ3XXA0abXbkiXFta66slGuZ40JiNEpuUXiNajIFJy6ksO9QD0qLFHx++0JEcgwBP6IzNO94xZ2cBp8YKd3IOTQPGrW6Fp1effjaBPAHIQcHAQWuPwoUkLFwxXgSw4L1ti3Xh11hHIpc0CIy9TT918OwTQOaxut8WAGjuTGJmcSwGHeM5UawN5Bpj+GoYLjs+zYyjwknKgc9KRu73z4Fx4ni7g11KC+jARotL8Jo6zdx/lQbNu1cyc3ETV+oH+dkfSOVQuv0CV8SlGkQe491K0pw6FgIz73cih1bSlAcYuppJs0i05mz3Rm0CxmiJOEUGtehr03/yBccZfxwtXfjL3BxFJJIiGc32JM2GE7awYsv/kTC0O/4zE689uMfY4D2AraGEJJQQ3EJoBVSmd83DMdMIRaiZACIFxWjpqoaixcvlvlAAkjJ8k95Qo4RydnWeNPA5CiTN9glCZoFxdaQzSp47r2LEl7//q1VKFE1aDmX9sEmn9qHJoGO7wAn8c3gkYAChaFA4RgLMb13B4tiG3jl5dfQ2tGFxz//KN59702cOXsBc+bMx4UzJ5GoqEHP5Yuon7cQJ48ew8L589DeeRlVFbW4e9OmPAe0sYmQPyy9wS9ZPGnuZAPlUQUPb5uH1h4L7+y7jIG+LOYujCM9kEbLpQvYsWkxGJiNcGay5BZ6wZbdm1fBsckx7h3CKDSe4yIwjZt+1Nv77Kh1JxPLB2SBUhC1wlg1L4KSUgXP/fgyNm9pRF3Cgaqk4ThhMLwyB09+v/Pg+/Xry+I/BjK+0FPRxACRmwfSbjBAGpmrEWaG7veAeKJEXMkRLUIk3QO1qB6qkcVt69bi6edewOzmehhpFcWJEthGFsWJGI6dPCWhqhsam/DsMz9AKplGf1+fZBl2Wy0XdZJzjqqKweu4UTRzNPFsF1IDKdnQ8PXznRbe+egc7lzaiOYGDXrawIA2IFIUnREtJyg0jGXUQz/LwEBKwltPpk6T+W4qlZaMwX7BM7KMMOogYrgRPSeDw1jPeIbF9NijgbVfpb/fddf3o87EMZXyL/Ir6+i2sRsYbKZ19gM/buhnkqiwcIyFt/jRpsE2xNujobkRfckBWOkMli5ZhJKKOrRcPA8jk8bmzZvxP8//BJ9/5BEcO3hAPEFaWy/hxIkT6Onpwe7du8F8Jb29vVOiO90ZaUlNETc0AyV6BttuDyNjJnD0eBbFRcCaexciBAPJ3pSEv+ZyMVJ0OdmPFiKOBWEy5oY36CaLy3jPcdD6PQESpt8DjnVgfAjC9itSoAdzPPq4YeINVEdj2LSxAi++dBrLV5dh4SwdmplxZRbs43kGfIWIOeE3TD/aiDBoZB2JMOsLxJCRK7MwbKSJeErkxIy5eYDjiZNVJtWP48daoGb7YCtRGJlOhBwNH+37GJWVZbCyDCYFpFIGaMC9fPlKWbSOHDuN2zfehS986cv4q396CgdbDDRVxZAybai2hdKiGIoToZy6ZCj4Vv5CwigZbsmxgxLGnXgzEnYEr3/cAq5lX3poKaK6BU3VYTHoFRJSt8n0P49p9dONmzgzauRkvp+r4Jg/Ln5u5M2ZhGzO/0A2kxEJs19ZeNm/GC7br0iZrDPnTj9cwb32Zf39bGO/8CNeHo4zwY8wZrKxKRxjwYmGOxfRS0YkWVlHZzc6OtoQSSRw7vwlhNs6JSRORVU19n20D3dsWI/3330H2++7D0ePHUE2a6G7qxsb7tiAVKpfOCgmPZtSyYUR555KIulySaB8NaygbHmfuIbpYaaB96AOHngXpvRbqDgW/f1J3zqy1/E4eGfS+UYShnA5+U25jUYCyjv3cPUTpgd+PJgW8zkoBhRbRyIBfPnzYex+/zLevKTh3jsrUcIYnTrdAj1o7q8fk5cHsRB196ONPLxMCVXjMJQIbLGNIE/hxhfRxdGbC3lul6+o2LHzQa9qWLZkYY4p4zMeEfOPBx/FPfdsxaZN7kTHb9cW02ncwoFj3QhpqriS92cG0DfA9soAzI8j/9nQI5QyRaAwrDYjtKoWVNVBVVURyosVtLVaOHehD7FiHZtWV6G2MpqTvJAxohWIyyBNdpLlc/nMzFAtZnLkn3qtMPi5aRlmUsNCvuvVebJtOB4uHgy/29hPeB6O49VjonszhVE4xiInDhVhlqLh7nvuFhsLalAXLeKkQv0qV3gHjso0yZYMfOX226XOFVVVYmMx0wq6QlqCtAYN+02dk40FO8Xpj4GaGAo6x6HlNjUjF4yJGqKQ992J3N2FzZQe+Xj6KQHJh1uIY9LAz7pPhKPGUJ5KBCaZC0VD2I5h2x2NONE6gGdfaMGiuTEsX1gpWWZHKs+IKw0RGSFlZMAnkaDJ2Bi5mLrvDMLK9UN6DrhSN9oScDRxzAwud2Lt5+bV4aErLSAM2hXlF21Eh3bpKdsbeUyWdMfNiUN4xI6xF1xvBTdTptRF8OGuSMO+gxfQlVZQmtDQ3W0ga+pQ7E6sWVKPhpqy8dtrUNLj0YFo5B/nY5+rG5+wFZToFm5bUCmsA+M9eDSzSB7JmpuWOBDIRcs1mb3Wo4iiIGs4aO9MorMvg7lzi7FyoYayRBG0XOwa98tj4zIcs6tz5m/fJ/OTkyj5gT77M8U+PhV/6+oTUlcBjJ/19pNRmU7VC8dY5CaJIb0r80+yhIemj/yBnItj4VXCr24/NJ8O6Udd+35WPSUSE05MQ3h6GFxvv/4N3OutZtcKn3GZlVx30ZnxlEsXNWmOgsWzYpjzmdk4fKEPP9zdAsU0Ma+xGEsWlohI3bQtiZJCxsTRHDcao7veSdI9Gh5yi5+1AcNSkLVsZAygr89BR/sAWrqS6E85MLM6QhEDkYiKhgYH9VVx1JaGJAaLlovMJBI4x6ZvheDoLYVME0922VtwZcH2bspVVyng2UYQcYmJqlqSEZfRS1lMxZL0uQzkxKiSHJNZO4TObgNIJ5FKaTh8MIXKmihS6SyMlIIVy0tQXVkmY3xc+soXpv6PpRkwiQiDrZHfIQOVGxqa6jGfMTfBIZh1U4Wuuca2bFKqZKIaUFxfirk0yQDQ12/BIbxBZmfqeAVvBBQIKDBEgQIyFkMf8eOI3JyfHB1xItfOKdRPuIXA08XPv/p79fWbq/Xg+tHeHgwPpvfrXffjdyowvWT0lBaEFRPLm8JY1tiAAcPA6QsDePm9NiRTWSQSlxHRHdTXlWNBcwXiueivhgl0dWdx9Gwb2jpMQElA1S3EQ2nEY2EkYlGUV8awaGE9ipgkkkyJyTD4SfSnHRw50oLX2w0UV4Zx26JqVJWHENZoumiAkRpFAuix7LJrF1mhyDgkS3Bu8ZX+7phu4DhPwJGToLgMBb1j3P19b1pBa8sAHEtHT3ca59qSTPmHshILK5dU4raV5Vi0sFKMnpPJAcDSUF6mI0x0FHHa9DDyo7kEBr0zVFZNpCom3LTDTFNIKQ3JxopSRyPchwSmYgZSjwmRDLryJH3TQi5DRbmljztu3yobAAoocINS4IZhLLj74Z+fxTMI9HNnVQg83Xq79Z/KYjgWrTw6+q0K8eCO9d3pXPdg8tePuufjMCWYYqvD5YuLFGOhUI1mojgUwqp5ZVg5L45kTxaxoiKkGanxfB9efuMoDMuVeEQiFuqqy7B8QQM2rdGgq671gaVQBai46eFlQWQsBS7MJmxNQ3WphrkNRVg2vwwU9Xf0ZPDpsSQ6u9wFH0oIxYkM5jYWobmxHLEQlXuehwYzC4sSUFy8TUuRMNSmGkNW7COYQRbIZACDnI+u4WxLF0639KGrGygO2WhuLkU4bKKiIYxVq5uhC3wDmhOWxb04yn6poqq45Ir2cdn2fIr7cJyTKrh9ITRo4+KqnPLEMkJD0jh3Left4wWVF0wU974wW7eCn7kP5A9ABBSYDAUKyFiQCfAGugO6JKWzdB8rElcnutcwTXI6nUFIU9CX7Afz0dMDIJEoEvebcDgklud+LygeYTyJhXfu12+h8C0UXL/qfVPDYb4GEbubIj/n8m06EuKJWdUkFDOUNDTFQiKkYOXcIqyct9ANBiWGjLSV4Jhw5QEcGpZso7n8UqZguaoSYQo0MUBk2GjaAknyNX5LcTCrPIJZt0dgo0KYBcN2kM1YuNAygDffO4HOpAWo8UFvFfYZiRXjpAUOx2Q67SAeZ5I1wjaRiEagh8OIRhRUFMewaVU9SmIaQvTTZnQPUY1QImBL3AkVUUDJSrVVGeasEwUFkpHHzc8jOsj8OcDH3uFNK36BLIA01C/UAjgBBW5EChSIsaDek/pZXdwEFSeDF378ApIDNj77yAN487VX0NGRxKqNa/Hy829h3dr5OHfmIuoamnD+wjmUlsRhZDMoq6jGls1bZCdEffCgMtUnStONU9OGbC98AivGdp40xC+YlC4QJheKmTIYnhTAL9wIhzALAddPHD1YxJO0nHrhttftL9wh65ReeHr5nF2CJN0Td2VCl22yGHFygXYtG7gqsi/zrntf1kmB6/VFz13SlQaIgaJkuBxaUT1pQJiZSnUFZfNLsXxeqagEZKgMPSqf89RerHd/sh9FiSvdF/NfcWmTYxhy2LrfpJSDagQ3giZFBkPvuc8PnQ8dEcRYNBfmJyeR4pj0DAv5PI/5y3H6/7P3Hu5xHNm96K97InLOmUgECeYkUhQpUtogbdAmX+/a3utw/f4P/x3vvevr9fds767X3l2FlVaJokQlihEkEUgiEDkTGRM6vO9XPQU0hjPADNDDIE3zA6unu+rUOaeqq06dOucU3znlImnRl/4/zYE0B1LBgRQJFhwwrUHFWjFxteVGdXUZgoEAFJeChqYG5GRmomFXPfKL87G4uIqu7m68+srL6O8bxMrqNKYmZ3Cz4zY0LYyPLl7EX/z0p1haWnSMD8FgSAxcYQcCu0ikNE0Xx6YzlYO5fLfdlEKFjA/hNEyn4JE2iaeTMAmXtDsNkwF4Fhctd+Pttkt0ORlzwglc5TYVY40kC49l45VZb6No7BP/TRg8PDC5uAUmuru7oYXD2NPejrvdd6Bx7RHRbHCnSdNC8IpDCF0wDEbidQmNZlVVlegDdXV1iSP5NctJYXinC4p1lliCtRTg1p9v846Lim0WjVXsWVmgxMJ9J8+cbGM5fuwEn52UTZFgQZSo3o1cqgcVFdWYmZvHxOQUysorMDIygUNH96G2phIKgghpOs6fO42r127gu98+j3t3+xEsCYqJ/9ixI1hZWRIDmZNxF1wuTlgqvF6vYx9tKuJYWCs3BVlZ2Y7gaf9wneSnhOs0TH4kTtEuuyRhOhlzgnAJk9t5nACcmARSxU/i6jQ/JV/jpaZhoPf+fbg8HrS0t+LBYD/CmgrTnQmXtoimpjbc7b6FjLxshMN+uFwaYISFYHH52jX8+Ec/Ei7hwigkXiXbfM52k7zeabsRDuE5e1n47RQ34pQa/OJro5zlw/agSZqZ7pSHhMHL6TZ2Ep7EcXvcskpJbeF2YaRMsBCHAnEfmZbaioqDhw/BMLQ1t8697TxKPYD9+1uFEdzu1gNQFROtrS1CSXzw4H6Yqipc+KRk7QTDtsuodLk0B9Ic2BkHDJ3nBZmYnZoRsSS0UACK6YKph3H9+g3U19VgdGYcZtgArVu5W/WDV7+PN/70Bn71q3/F3/7d3+O9d/6E5aUlRzWXTmrEOEFsR8u0GWedDPfMehjSWy5WNqs30Xc0/CU8XbfcnhMtFyufnGCdDunttMbXyT5DPjjZZ8jDneL31Ib0juyEiAOdyDj+VnlksLgslzaYfkodIraF3DqR76196PU92vW7CIh0kuZAmgPPFAdOnjpp2R+5PDh17BhWocIntDsG5heWhZdJXVMjGDskJMI6uxEKh/Dqd1/B4NAIivPz8Mu/+Rv827/9m6MRY8lEJ7Vs3IZyEh6tcagJc+ripOH3+4W21gmYPG6AK0BrG2vnELmAdDKkt8TI2TZxts8QRyfxc74PSi4mlsqZPrHcO84VJR5Iw7c1uPb39ntrL3anaqy1aiI31ISwFifhEpaT8IiqBc85uBK/ePvw0XxK9LeEm2j+RPJJmDJNpEyieVIF0ym4hJOqNnIKx0R5zYVDSUmJ8BiBSf8SBUX0MhGRM3UUF7Ojq6Dxq8mtCWngyhWJoYuTTROuK50xzYE0B54oB1IuWNi3L3gv9244sPE3U53GZhF7T/mMXJFeGzKvHZYTXJO42OvcKVzCchpPC56z+6ykU6odd0qzLO803YQrYTJ1ejJMFUzi7QSuxC9VbZQK2mU/iJUK7xnLCcZyYRWZpBfMxmFI4WBg8zWBPUJvLODpZ2kOpDnwVHHA7k+WUsR4SumXX34p6hgaGsKlS58K74mbN29hdmYGFy58hImJCbz//vsYGRnB5cuX0dfXJ/JwEExfaQ6kOZDmQJoDaQ6kOfD0c2DjUsFJfOk/FtnqMPUQujpvw5eVh8WlJdy8eVVY5N/p7MHnX36OXXU1qKuuxm/++w2cOXkMn1z4QJhcLJaVo6amBuPj4+jv70dFRYUQNJxCk8ZGjBoYDju3zaBpmggAxn1HJ1atpJUW9Vy50uPECZhCUOP5ELrlGusUP4mn4zCJp6Y5Rrvgp412J/gp+Uc86U7JzrtTuFKYflr5SVdQaVQt6U+naQ6kOZDmADmQOsFCOptykIUBXQtjJRDA3MOHwoBrcWER+w4cxcBgv9hHnpmaRGZGBqamp7D/4AHMzj7E0PAILl68iP379wufdunK6VTTWbEmqA3ZaM+xE/iGoYuJkAKGc5clVDgdHMjpSYv0pgKmputCWHOOn4yZYAmAjsLUdeiGjLC5c8gUTrhdx37v1EWYxHGn/ZOCD2NZbE+A2uqb43uppXxsSlWnWJyGk+bAN54DKRQsrDiDlr+oB+fOn8fc4hJys3Nx7ty3MTszi8KCfLz4wgvIysrC4EA/jp96HoNDg2hsbMb09AyaWnaLSHvFxcWora2Fz+dDZmamY43GQTEVcSx26qoTTSAHcU4wDEi0vYF8I0S5Gubk4iQ/CTdVMJ2iXXKCeKYCJq3teTnVThQqnG4jwnSadsnXxFK7YGG/Z2lG7bXZEzkn8yeGWjpXmgNpDuyYA6kTLGjhTfRo1a24kZdXgLy8fLE9whgXOTm5QlFQUFAoiGhu3S3OSmhqbhW/S0pLHNQj7JhPSQNwYmKRlUpBQP5Op08vB9hWTrb900tp8phROOZl8YeaHbHPJ37z7BVFMcQYILZQFVUcxiYyRWysWC7N2+T5ni6R5sDj5kDqBAsbJZZSk+cqWA+ZimdiwLAeMnAON03kJLoWt3PNJZX5IgBssNO3aQ6kOfBscODdd98VtkLf/s538MEH70DXKFxYLrWNu1owOjaC5dUlQPHCCK3C51WhQ0F+fhGyc7LR1mppMJ8NatNYpjnwzeVAygSLaAVntExAEcHkHrI4vlke82wXHTYKEULxsfHRjlstHcfCWYamYjUpYcp0x41uA5AqmE7BJZyvSxwLLhj4x+1MGk17VRUrhg5fRhZ0LQh/Tg5Wepfh9fiwGtRFyHE9HEKm34273Z1oaGzB0moAb77+R8cjby4vrwiBxwley6iHtm6241sr8qal7XECR0be5FagE7BInIy86XPgzCXpXs1IlFLDtVMGOt0mTsMjfU9bH9zpdn7KBAt5kiOVEgp0oaEQOgkRv2J9QqNplgiHY1LNGb8LWQPTdk6kjA+THZfCBWE7NRnIATR+rcm/IUzBJYfxlB9x8hjFLmHhGfvddp9KmEydaiOJSypgSthOpMTvWWijRGhl25Ge5ZVl4UYeCoZEIKzVlRVxdHtxcaGILrk0vyCOkV9aDsOlunC0/QDjaYkDzI4cO4Zf/OIX+PV//IejUQrJY6fOjSGNvJyMokh4mZmPnkabCN9j5bHsynyOnRQbCgaFQTDtdpy45LjsZLRR4uXU+ThsYwplTrbx09YHSeNOxtuUCRZiNBBHQZswDQ3XblzHxOQcXn7pPO52d6G/fwDNra24ffs2du/ejY5bt3Bw/wHcun0L+/btE7EsSkpKsWfPnohkrUNRrI/Wic4rYWwiy8gs20idx3MbSMQtIge/uBnSL762HNjJYLFTprz66qtrvh67W5qF/ZVYeIitUQWnT5+OLC4ohFjmWaZp4MXzL+HMi6aIyrlTHGKV5yThJF+c0gSs4+osflzqUbhw7IoYwTsGjyHURJA05yA62cZO9hVJoZP4EeZO+bdTGlMnWEiOMTUNjI9NICO3GIuLSxga7EdhUR6ufPUVjh8/gXffexdV1dXouNWBgwcPoaPjpvjQV5YDqKioxPT0JK7duIbi4iKsrCzbIe/oPhgu9YeRAAAgAElEQVQIwuV2Q3Pg8ByJiDw2nRLoThtXwqQEHwgE12xMdgrXWgVbhyUxJr9Tl4VnQMT5dw5mKvCUB0WpjrUR6eXBSRywd9o+hGW1kQXTyT5PuMRzJzAJgycC8y/Za02QV61+JxYLJgN8qwCNN8WeqWEJGMJY08rnBE+TxXU7+Xc6IMerM1Vw49WX7PO1dk22YIz8TzutMVB+qh49DfxLnWAhtBUUKnSYbhVhw8D86AjKiwugGSYeDAwiv6AINztuCldSXTeghU1cu3IdJ06eQH9/L2ZnZ3Dt2lWcPXsGba3t8Hoz4fc7o26zeoK1EqA/vlMSPAMkEZaTLoKcsDmYOw2TQpCz/GR8iFTA1FKAp7OutuxPoVDY0cOdrHY3HKWdMLm/vtN2d27woteYXD0z5RT1dGv8nqpZJI1MmgNPIQdSJ1hIYul2aph49buvIqzp8LhcaGluEgY/1BYwQiVXPjTWycjIRDAUhN/nQ0VFaQSCIt5Lv3unBAAC5+DoUlURfMupgZKHKFmrVjlYSkbsLHUSJrdCZOREJ/lp7T1a9O+M2vXSqYBJ6E7yU2JLmOQrr532p/U2clZtTbxSQbvkwfZSud6NTrcHLV0qzYE0B54sB1IuWFiHD6nweqk+JbHW4OH2WGpUqU4VqWnA42EALCWmYdFOB+tYrH521ka2oEGxCPmaP+NE63T7P80wSSvxS9WVCtpThWsabpoDaQ48Wxxwdlm9Fe00744oOhm34tGLAXL0uKrQVA60j+KSfpLmwJPngLS1ePKYpDFIcyDNgTQHEuNAyjUWEg3DoOm3Lky9eXaIZupwKx7AUKApYbgUtwiQxf1V7gNzxSYCZoFHqlv3Tq9YqRKm/sRJuALvzfxmJUOSSC38nLMMl/Q6bRAn4SZB2pZZJUyZblkgiQypgukUXMJJVRs5hWOi7KZ3h6Gvx2IwaaxpaoDiErFshBMAFx6qC4puwKAHmDzEUIwHKlz8WJ30ZkgU+XS+NAfSHEiKA49NsAgHQwgEF5GVnQddCwl/9uzsXCzNLSKjIAcL87PIy8vF3Nw88nJzsbS8BI/XL8404OwvYl0wmpaDFwUYChdOqoUJy2nNigXPua0QiZ/Tq2EJ18EmWuMlYTs9GaYKJul3Alfil6o2SgXtm7a7aaKvtxe6qaGlpQ2997ug6VYYb8rhquKCrodhulxw6S5o0ChjILQaRHlFJQKrq6isqoI7LVhsyub0yzQHngYOpE6wMA2YXHFwy8MI47333sXC8iJ+9NqPcPGj9zE5/RDFxaVYfDgFw50BRQvAm5OL+dk5FOfnIRAOIK+wBGfPnAXtNLh1wn/PxpUaPJ2cDAjL6SsVMIkjBUCnL8J0kp8SPycECsKy85L3/KMQ7NS1EzwlbsnC6Orsgup2o6F5F+7e7UXIDEFBDlQsQNH9UFUThltDOOiD28v4N2GYwSAuX76M733/h2CAPdkXiEOy9cfjHYU3esrQ8HanMAmH8JzFzzrhlqcb7xQ/8o9/PIXYqf5EWp36ngjL4qFz37xFswV3pydEEz+LXufGTwmPeDrRJpLeeP09kecWDCOmrWMi5VMkWFjMt/QMgGLqcCkGqmpqsbK6Cqo9m5uacLe3Dy+ePobf/fcF/OzH38Lv/vQOXnvl+xjp7wVWDExMTuDWnU4wtO8nly4hJzsbn3/+eSJ0JZSHHilkoDyRMqFCW2SSR7tLL5Ytsm/5mp2O1/LysohMuGWBBDJYHZmxMQLiZNkEimyZReK5tLQkohhuWSDBDIS7uLiI3NzcBEsklm1hYcGxaIuyRuLJCI5OXKSbkwjxdJJ2wmUbMarhTiap+vp6nD1LoV96ciRGtQkDsw/nYZpBGGE3FA8XHkG4dD8MU0dYDSFsqoCuQDXd+M53z+ONt97Eb3/7W/z1L3+Jt//0Fm51dIBbK5FgFxFz8MTqt3JFlij8tBQFt2/fQvveduvVGjncfk3i4oRDzaphoLOzC+3t7WsLoXU463dbQhYLKUvz1dPTg127GuB2e4Rhu0QsEWhi9OAYIjObwIMHD1BYVGj1f4GIfLklVpEMcolHgk2Mj4+vnUK9Vk8EbsKQeagty5gG5hYWsLK0JDRUETCC7kRh2bCL4Kvg9p3b2NO2J9Jfua0ceZVQYo3BZKIc5+7cuSPaOKHiCWQivLa2NrGIRiQQpIVioohaDJSYdnZ2iuCSrJoQ2DeT6dGcE1977bUEMI+dRTElp2K/38FTSpzWUWKKoeHyV9cw9XAWjfUNWFyYxejoBHZRuOi5hbr6Njzov4vGtj3oud2F737rZfTc70ZQN+Hx+HDs8CFcvHAB1TXVaGpqWcOJHYjuoolcJNM0aBhKTlOTYqB/aBR993rw0ssvw9R1EdlPHoq0ecdjIzJMObdRKDgpYk9YMQ3c7uwWQsCxo0dEVWKrhTYiJlcIdEXcpKOYBoghLT8YrRSqG4S5shrCH/74a/zi539nPSc87kVHYG2OK9Eg7WwPAwZcgg/Tk5P44vJV/OAHr4r3fOtSrBVbopOFVHqIQV4EiArhP379H/i7v/1bURc1TYI/xHdrJMXAYuFJnlofAz+U//f/+b/xf/3jPwp+su24I+ZKIlqiaHthFGyBIE7/+3//M/7xf/2DaEPa/Oh0PRYn8q7v7W/SUhauEQYQPtviX371f/A/f/lL0TZ8RfsI2gclcwlbBBIt/nT86//37/jl3/y1AMG+RHAWL7eGa9Ft2SsRHyPS/3/1q1/hb//+7wXOa1Boz5EgrhTGiUMibWqnfXR0VKyUuWokLmvnBAkDCwWGThss0qcKgZ8ahKysLOtb7e/H3vb9os4PLlzAS+deELFxPPxGFDdcwgDDXlvse8FWLQRduMFTq+rGhx+9h5fOnqc+RGhZDUUVWy6J8MPisTW26KoKtxHEux9dwrfPnRdaVjakqrqTWomKT9UMQzMNqPDgk88u4fjhA/Bn5ghehE0THtUVGftI0VorPkK0zuBj4lsKQNd8YoF34+Z11NbUIKegCF4OhVChuqw1ZnxI66BF2+kadNUNt2ngfm8v3G4v6hvqRftaTWFAdfs2wWwdnvh+TBMBA/AihAfj01iZmUbr3j1WJoXjvDfx/mYaCFEjI3RcPI9KwQcX/4yXzn4HqsJj7bxiouXUkUgf5rejIAzN4NgZEv3zow8+wLmXv2PTTCkJ9kFrXtR1E5oZEt8554ULH36E8+detBT8CttdFe27uQbDanvyD0ZIjO1WxGsFH374Mc6dOw3T5GxC2yU33BFX+HXOp+4uhYLFo0iTAVIFxwYVHSrKrY7PmYfX/DxXNjqGhoZEcCgGIPL6Mq0B0jTR3NycVJRHTQuDB/ow+ufD2VnoLjdqy0vwcDkANbyCuYUltO87kNikZWoUawSueiiE8ekZLC8tIKzr8Lh9CKwso7CoCA8fzmDPgYPsypGQxJt8uqYOjTEITUALrWBobBLQdczPL8KXqSAUdKGyvBj3+/tx/MRJuCPGbVvNB1bH06BpAfQPzcDjMjA7M42W3XsxOjyMoqI8dN4bwHPHjoDBwjbBcK1R2Zd5cZJ50N+LjMxM9A8No7S4BPf7enH00CFQan7uxAl4fb61cpvdEKSYtAzux/chrzAfd3u6UV9fKwav9gMHcbvjDo4fOwaP1wu3KzGhkodesU89eNCHstIyXL95B6UlpRgZeYDGxhYMDt7H/sPPIS87SwxGYgtv0+HaokILhzD44AGKS0px88Z1tOxuQc/de2jb3YbOrh4cPnxIaNk2ozn6naFruNc/iJrKMlz/6ivUNbVg4P497NnXju6eu2hubUFxYVGCbWQIIZKaua8uX0FTSwvu9d5HfX0dRsdGUVfTgKHBQVRWV6KyvCKpyS8a70R+s203u/iewoQcF5hXZ6TQlSV88MF7qGtowp2eLjTVVKDrwRR2N1RhoH8AP/jhj5GZ6d8M9No79rHQ6jL+8OZbONjehusdXXj+zAv47NKnOHb4AD79/At859XvoSg/P6FFC3Gl6v6N13+P/UeO4epnl1DT3Ibhe3dQVVOP3oFBPHf6LFoaatdw2OqG8D788F00NTXj8pfXUNdYj+GBPlTXNmBwYACNrbtx+MCBiJBJaPG/WPKUC6rrNz9HhrccnV3XUVFZgdqaKgyOjmN6cgIFBcU4c+bMJlA2Ykx4fX33MDw5i8XZKXh8GWBgwMzMbARDYZh6CN/+9regUKDaanCiDG2amJmcxGfXO5DnA2aWgijK9WN2agklZTkYnwngJz/4FlRXYpFeKZwvzS/i3fffQ01tNfr7R1BXU4Jr126j/XArhh48xE9//EP4fBRWNtIW+5eJYGAVr7/+NvYf3I1r1+6gqaEWd+/1oK19H+50dOLV730PRUUFsYtveGoJFvwm//Df/4nTZ87go48/QX3dLhE0cldTLbq7+nH23EnUVddvgZ8lWLCNV5fm8ebbf0ZNdS0Gh3vRUNeKewP3sbuhCZ19vTi87wDa2yOC2gZ8UvPD9U//9E//lBrQsaFaqy6rNaW0aJfK5Hu+e++dP4nVe1dPN0YmJrG0uorx0XGhyh2fmEDr7taErebZebkwunjxY0yOz2B4oB+Do6PQgnMYGJ3ExNgQFpZWUFldA28Ce5nCql2oxnRc/fISHoyMYmCgH9PTM8jKycKDgQEMDg0jHAqgoqoGfo/cH92sJ1NRbOkhuu7cQkfnHUyMTWP24Rhysovw1dUrmHv4UOxTc7LOy7G2BxL6OEwDXT138OWXtzE2MQQe/hQO63j3zbcR1jRk5xYI6T0vN0doSbbo0WuD2kB/Hy5e+ABTM1NQVQ+uXbsJmComxmeQleUXbVVWVha7M8R4ynaaGB3Dn958E7Pzc/B7PPjys8+xvLqK/pEhlJaUY3piClVVlVuhuAadfWliYhzvvP0OVlZW4Pb4sbi0ipnpCczPLaC8ohA994fRUFfDFrXKcUW+BuHRG+K5+HAWv/vtb4QxMldp12/exNDwCO7f70VNTTW6u7rR3Nz0aOFNnswvzOPff/0b5GX7xCD9pz/9GbXl5bhw8SJKKipwt78frU1Nm+ImwZMWDjoPp2fEBP3Gm2+htq4Wd27f4lINV69cR5bfh4HBQbS2tia0epOwt5OyHTb7s3/76/mAleUlDA70IxTWEFiZQ9fgBF48sg+fX7mDI4cPQdd05OfnJYwSJ4n7ff1QDB0hTRd9IbC6iMDyMk49/zx6+wZQXVWZ0KTISnVNw927PXD7fDBCQQxPzKCxoU48O//yy+i8N4iWXYkLFlzGDvTfBxQ35mcfgmMd6fzq6nXs39+O0bFpNDftgsoQ6JHFRTziqQOlxmJufgpLizomJoYxPj6B0ZFhaKaJ/Nx8LK+G0dzUmFCfEvWI7bRFTE7PYG52RiyAMv0eBFYZ0t4tAhrW1dUKLchm35DEmd/S0vIi+ocnoK8sYWh0HJNDI/DkZsFlelBQkIH8ogr4fYkJFhwPAyur6LvfJ3S0C7MLaGnbjdWgBpdbw676ZhGYsaAgX6KwaUot6vLKKu739MKlagiFDHTe7oCmG1hYWsKZM2cxOjKKysqKTeFYL60Rhtv7vd13kJWbh4XFRVy7Si1SFd579xP85c9/iL6+EdTVVlhbI5tCjSzQSanpwuj4AJqb9uLKtes4efwQPv7kijA3GBybRtOu+k0hOfkysSWfQzWuDxYbBxiC5zspYMj7Q4cPC8HB4/FidvahkMyFgBBRCQu1T4K4ybqPHzuCDJ8HXq8b8w8f4uCBw8jw+cUxBWJrSyzFE/kcrIoJ98DhI2JVzv31yckJLMwtIMPvh9fjEQM4O6bc90sEXe6H7dm7F5kZWcjOzsTg4BhcLhNZGdkIBFYFCPIh2autbY/Yry8qKMRgfz+6unvo7YvFpQULPwkzIUmFtZtoaKhHVXUlysrL0N3Tg+rqChQXF2B0bEgMVMniyT5QWVWN8vJycU5MV3e3cE2uq6/D8IMhOimKK1m45eVl4GBXVV2F7u4ueNwu+DP8oh6TTLAJFJutACPVW0JYYSFa2vYIYfTu/ftYXFoCbQ9oR2RF4Ey8H0m4uTk52Lt3H4qLyzHQ/0CsLvse9IK2O9yqUTdf9Eswaykx8Pj9+OzTz3Dk8GG4Vbp3Wtoz9kluO7APG5EYM2sFn5IbtjNtTAoLCgQvNNODvbtq8NXtu2hqqEJn523kJzhBSJIys7JQUlqK8soqLAcCaGtpQkVpISrKK3DhwkdCKCRPEr3cHg+qqmtQXFCMpeVlFBUV4sOLn6GlbS8+++QSqsqKEwUl8nHqqa6uRU52rlgMcduiq7MH5RUV6OruQm5uzto2y1aAqVKn1qCyohJ+vxc5uXmora1B6+7dQuicnJ61ljJiOElwTFEUlJVVCNu0wsIiVFZWIjMjQxwSycmWwrvoV1shZ3tfXFwsbD6o5S0tKkRdUwMU3QWPx8DoxBKyMhLTegqQponsvBwUFRehpLBYaDdDWgh72lqQ7c9E151O0Ua26je95beRk5OL8pJiVFRUIBBcQX1DA8rLq1BYUIxPL32K8orEF0+szONxiTYh3Ty757nnTmBhcRlnX3wOH1/8AmVlhVDksRibYme9XFhYEvZHu+pb0dnZgfraWtzs6MTupnpcu3Eb+TlZCUBxLstj3QpJFu2V5QWEQkGMT0wjJycPK6sBof7mYMNPoKG+PmGNBetmuXAohIX5Ocw/nIU3MxvlpcWYnV+CHljB4soKmpp3C5hbjyvEwJIWDS2M6bk5LC/OA3BjYXEJocCqOFhtYeEhdrW0ib1MfmybX2J9IUKg05NmYvohwsFVBAMmMnOBh7NhVJTlY3hkDO379iekql2rz9CEcdzY5Dygh7C8uICm1t1iJe/P8uLe/X4cOnAQHhcNxBK9uHlrYGJ8TKxORsenUFFejqGhAXFibXd3Dw4cOJi0ZTHlm/GREXgz/BgaGkRj4y4hDLS27EbP3fvYt3+/ENoSjfHAdtdNXah9szKz0X33Htr37sHy8gJy84pw8/o17N63D1k+eiZwQklsUqH1/9TUpDCEpMHe3r17cOvOLTQ3NqO3rx9797Qlfb4L1cxjU7MozMvF7Y5r2L1nHzq7OrC3bR967vZi165dyM9P1JDVhKHp4swd8o02SpNTU2htaULvwAPUVtWIU4QpdJWUlAgBI9GWf1L52Jb8Nrmrwj1y9pVkhAA73mIc2eBtQ6Pz7cMjbMIkgrIHRf+215/IPTVOFLaZSjplmkj56DwCn8hCju+s31zoRedM7LeEt57bArRdeOs4rUPkSJvIlsp6ifU7iZ/kWfTv9ZyJ30kYTGXbyEVx4lDWc663MeHtrE8TKreCpJ2SpNveJ9drTt3dUy1YpI7sNOQ0B9IcSHPg8XCAE9DaAL+DKuWE5gSsHaDxTBV1ivfPFNFPAbJpweIpaIQ0CmkOpDmQ5kCaA2kOfF04sJVu/utCZ5qONAfSHEhzIM2BNAfSHHgMHEhRgKzHgHm6ijQH0hx4NjgQMQy98NEFGKYbu5qbcbfjKvwZORie7kdpcT2Gh8dQWVmG2ckhuJCNzHwXVHcO5qZnkZ3lhdvjwtz8nLA1ad9v2RdtpuaW7xJNychk8kYzfquy0fkTqe9xlYnGPRHcYpWJxjc6T/Rve/7od/F+J1PGnlfex4Mb7znLxXsX77msK5my9jLyPh58+Vzms6fyXbzUnlfex8srn8t8TOWzrdLHJljQKG1waAifXvoSL730IjQ9hE8+/kRYJ9Pwbd/+A7h1qwP76a9/+6YweGxp3YOszAxhAS0N9bZrxGNnjryXzJG/n8Y0FTgSJq9U7NU6ha9TcKLbNBW0pwIm8U4FD1IBM5rHsX/TlTqMrMwsBJYWwSgwbq8X0FRk+lQgxNQNX2kVNM3A8OQYqmsLhR2t1+fH0aNH8dlnn+L61cvILynFp5cuYXFmAn/9P/8uZnU0rOWYkUzKSLQyCu9mZWNVaK9Hvpfw5Ngln8vUXiZWfTIfU+a1w4tX1l5G3sfKy3f0RvBFYszY65f12Z/FgmF/r2m6iOfh9697b2xVRuIXrz7GevB6vRvacasydpzseYPBkDC0pLeWPU8iOMbKQ9wY6E0abdph2uuNVdael+95ybbgO3ltVVbms6eyzOpqIG7b2vPzXpaxp263CxkZmdFZE/792GwsGPjn408+QV19I0aGh3Dw4D4Rnvv+vfv48U9+in/+P/+Kv/rFz3H9RgfCgQXGQsShY6dFgCG6RtZWV1qhjROMtJkIByxrXDbkemMmUi5+HquTOA+PNTqFI2FZh1vJjyI+Pcm8kbQ7hasFT3Z2C5Od88D5Nidmkp+p6EtO8HOdl4RmDV7b4SXhKCIaZtJCqWlgYXEed+/eE+6OdMEeG5tBXV2V8KCpr9+F4eFBVFaUYWRoBJU1lcIbjIHMZhiFsbVVeDBNjo9j9959IrjRb3/97/jFX/2N1TWi/pcCVKIpi8sw77wnffHKRlUlfsbKu7y8hKys+KHTY5Wx12uvh3llyHh7nmgY9jLyPjoPf/OS+PHeDpO/Y5Wx54l+z6BeoVAQmZnrbo3ReaJ/CyQi/9nf8RHhhcMhMbnZ641Xxp5HwrLnXaULuKoK19NYeWWZ6JQwop/x9+rqCrxeX8St/FH+ybpjlY1VP8PsZ2Zmrgkq8eq1l5V12FNZX7y+bM8r72WZeKnMxzRenujnj01jQfej3Nw8fPnFl6iqqkB3d7f4UAoLC/HRxY+wZ08bvvzsC9Q3N8PQCjE7PYrbt2/j9POnRVAoLbCMU6dPi2OV7YRu556TC8MHh8Ih+P0ZAsROJ1nCZHRHxhtgB3HiSgVM4kXpWFUN8WHslG5JJ+lmhEt+bE7ATAXtqYBJ+uX5MFztOkG7bCP2p1T0pfVV+fZMrDi4JX0pKnJz8nDk8BFrEoOCsvIq4Rp35EgRYIZRVHRQHKVeUlohQuaXMoUCusOyzqqqalRX14jBjc+tIHVJY/LYClAoflovTgRPM35PK9/SeCXGgccmWBCd/fv3Yd++A1B4zoOp48B+616sSl1uEQlPo0ZCZ6x0XcQ+97g9aGpuwtjYGBSXZ9v+1nZ2cPBnvH2mOz3tTsIlLH6sTPnnxJUKmMSL6kBGTXeKdsIkrobxzeSnbHMn+SlDW6eiLzmJZ1L9XAokTDnn8vwWoQQRP/hAgGM4OUaC2Fx8EQWTqj6dOc2BNAceDwcem2DBuPFu23wrDvvimVw8cUOkPFjLGkrEgTiRIB/MYR+PnGALBQApsTO16th8GNuqXglTDo5b5U/kfSpginoj9BO+XH1G2ACeVsJh3W0dhWZl533kUDA+kO1hp0Hiaodpf5/svYT3LPCTuBJPp2gXvIrATJZv8fLb+ekonvEqjPnc+sZImvXV8RSoiBoZPKOGJ7e5wOP17J1M9s1HQVpQHn2efpLmQJoDT5IDj02wiCZSTmhiZFl7qUDIGPz9SJTK9CCyxianbyInf3JgdykhKLoHpmJCU1wi1DfjnHoicpclVOxMCHMa/TS8Z48D7EEcAyyhLIK/6FzpvvXstWYa4zQHNnLgiQkWG9FI/3qiHDB5omQAQRUYGXXBl6HD51aQ5VPhVXW4OOCL7R1DLDV5qisFwliaiydKR7ryp5oDtHHhn8KzfkwDulBF8Lh2gJufvHiaMUULuQXE/PLiMxr18Xpi2zkSmXSa5kCaA3E58EwIFlzZrGs44tKS8AsJj9bxTsGVMDdqYBJGKWbGVMAUFdlOmbQq5lkaXnz0xQMEw35kZutYDStYXvAguLyM+gYfnmuvEAdYuXj+agyJQuIa611M4rZ4KOE9C/y0aHauL8k2ShXtTrXRFk0Y9drEnTsduHrtJn78079Ab88tdHbdQ31jAwbudaOiYQ8mB3vxvR++htf/8Hs0NDaKUz0L8wswMTGJiopScf6Bz5eBY8eOWvYY3zDlht0VMYq5Sf9kH3ASXtIIbFFAflNbZHuCr53tfE63hdPwkmX0MyFYrO8PJ0te7PwSHo1GpSp2p4OthCl3j2PXnNxTR2HK0ysVy8gU0MXqkMe0h1UDNzqnkKF4cP50qWVfodPKU0PQLELn3QX87o17eOl8PUpzPFANXWgruLZkdAKxK05lRsR2Y6e8JJckrKeWn7amJK7Ek6kTtAvQEZi2anZ0a+eno3gmipVpYnp2EidPPYeRoVFMTU3jyJGjuHz1Czx3+BDevtKH8/ua8Lvfv47QwkMRsyEY0vFwfg4V5ZXIyFLQ09WL4uIyrKws44033sTY6CiWlhZjYiAMwpOMY0GXRHlxYI4HQ+axp7HySnjxBvlYZez1RsMnvGTKyPKxyvAd42LwHa/oemOVseeJfs84FvSOsmuYovNE/5b4MY1+J+NiUENlr3ezMtEw7HkDgaAwWncJj7j4bRsLRvQz/mYcC3rXWacYP8o/WXessnZ6+J4X24I08528tior89lTWWZ5eSVu29rz816WsafUCGZkWB6T0fkT+f1MCBaJEJLOE58DlvEbj8fm5Mc50IBuuDAXMNB5dwYz84vweVScO7YLHnF2vAHFw+0OD/wADu3OR011Dt58vxeHj5Rjd1U2vLoK1c3plPlMGK4goNusc+Ojk37zTeSAoqCooBjXrl7H/v0HkZWVg5u3OrCroREdt+5gb0Mj7vf148zzJ3HrxlUxYPu9bhFQa2p6Bt8/+S2sLmsYHHog4k385V/+HL/+9W+QnZ0Tk5tSeEo0JRAO6ow7wYsCYryysSqMlZf5cnJy4gqbscrY67XXw7x2ePHK2svI+1h5+SwevSwXq4wdt+j3TsexoKt1KBR0LI6Fy+V2PI6Fx+Nd25Kz80byPRk+cpvPyTgWFBLY93jFw03iGd2W/L3TKy1Y7JSDz0B5S6DgRjbV9TrCUHH97iwGhzUcP1KMQ3vK4HGZcHObg4OKsmZCK6jjzkdxFvCz7zfhvU+G8eD+DM4+X4UceBIxu0IAACAASURBVKFS66NQUPEyrM0zwI00ik+GAwra2w9iz579QhBVlSZoQtulwjxxMtLPjovVU11tzdpkzAWcEF5NDc+fPoNTumbZaIjtuJ0PgHZecDD+Jl1PM71OTG6pbktO2F/XSwoj26XvmRAsSKSTjSjhUWJ3Cq6Emap98e02MMuZ4KYFjeUUrOgu/OniFGqqffjJ94vgh1vEFBEWdKKSWPEDFGiKghyXih+frcWDh6t4/b0RVJV5cXh/JXIolBhBaIr7G8HP6Law+pBzfclqBg5azg1c9v7pVJ+P5sNWv1mvpTo2wcibqkLH0oibObfqFFW4pHN6t1Nu3dPAWIHi8YrVNHs1TT7TV5oDaQ5YHJCKBmEArTzZb+Mx665jrQj4LN5zybB1WwgnOhGlYf5RYpf3O4W7DicWLduD7hhM0y0G5ZWwgj++ex9tLRk40JCLDN2SKy23UrqWUlPBLvEoDR56jihAWNFRm+/FL16pR1VZPt756AGu9MwjrHDThPykccbOL8dot6GSCpgET7gW7Y/yzVZ9crcRmMkVip/bTruFb/y8qXojBRpFUaGoLmEMzGc8/4fPrFT+tgS1DWUi4S3WF4p28SNVWKfhpjnwdHOAQ4VpGggrq9DMMI3j6DcltrxjjeWPg5rHprHgYMaQz1yLCPcyk3fWxC4GD65euPfPHMLQkIGz3JF4FlakPjKPA1D6So4DjENB174PPxnDkQPVaCxRoBkGTBftLkQXjAIYY8AWsYwUeBW3kD1UmGipyUJdZRYuftGPT2+s4PjeEvgMHaKBaciobtxSiaok/TPNgTQH0hxIc2AHHLAWDDpUuOE1MqBTsFAZi4gT6ZObKx9fzaYhDhP6r//6Pebn58T9f//+97jf24t/+/d/R0/PXfz3736LocEhvPHWW+i+dx+Lq8GIat3BlWCMRpSrohivnugjx/AyNYxOAmGPBy2VfuuMhZ2uiE3LnsLnAs6drEOW34t3vhxH2HAJSdlQqYpLbbs90caJUblj7RUDdvpRmgNpDqQ58CgHuNENzAXCGJhdxdDDEFapdVaDYGj8JzUCPz6NBVzo6uzG8eOHcedOD5qaG9HY2IibN28K4aHjZgeee+45XLl2Ewvzs+i83YHc/CJxWNjI8Ci0UBArKwGHgjKZwrWH7lGWe0+MFfqjLbjlE8PQEQ5RFeUMPFboBExi9NGlMZz/djlCKwGE9CAMfaddToGpLEE1KJv6sLfJK85++M93p3D+XC7yqJFSWDPr2R4/nKA9utFSAZMW8boI3LQ9OqNx5G/nYVp93sKTNWwHV7rTquJo8eSFKBNLi4vo7unBocNHsLywgHt9vWjetQsd9/vRvqsB3Q8GcWL/HgwPjyIjJxMPhsZRU16CselZFOf4obt9cJtAWYV1SJkIAR6LeU/JM2tscQ4ZJ+Gx/ZyE5xyVFqTk+1cCGKzvoSWQeass2/l+4sPcbltEnPjw+keDqC/JwXxYh7tXw6k9eVB4IJTqgqaEoJpemIyqDO+2vvz4mMd+89gEC3omZGRm4M7tTmTn5GBoaBgXL36Is2fPYnFxCQP9Q7h5uwfl1TWor6nA2HA/Ln91FceOHcbY2AhKSkvg9rjFPmxsUhJ/SvWR3FJxuz2i4E47MmFybnG5TXg8FkyJkdjy2UZzbgZTwt4q5bR+9dZD1DRnoCzDI2wg3KoPuqIJV6nt0k1pWMX6EcmG5seeXSrKit14/60xNLfnYn9DHjwRnViy9UjaPV48ws+taI73njB1XYERo43ilUnkuaSNvt/yPpFym+exBD+nYJJ2YcegKthun6fBJSX7ZGkUyjGY+OrKl1BUL4aHx9B9+yY8mX68/vY7qKnIw69f70dzrR83Ogx8/MGHaG5vhuLKxb3bt5GVl4sRRcPDpUW0t7ajuLQc4xMjCAaCG+Im2PnJeAp04Us0lWXp5shrs7Iyrz2NVQ9tuAiPsGJdscrY67WXYV7GOWA78i9eWXsZeR8rL9/Z8bPDtN4lxz/WIf82q3cz+uzvLFjrNnCSBgk7ERztebmNbprqWntIeFul8eoR+EXaNhqGvd7od5v9ln1Plo+XV4wMjCUUse+6PxZEVakPpw7kCT+rTzumcO3uHA60udE/PIe2qgK4/BpcBnepw494/cWrJ9nvXOLN9DEKFgqOHTuO+bk5ZGVlIRQOo76+DtnZ2VheXsaLL57D3Nwc8vLzsbqygr3t7QiFNeTl5UE7dgyjo6PweenSuPOLHxEvNqQUAnbCRAHM4ERLG3cDbmG7QHHC+k3rdZOHLCUp5BJPC69HhZW4XDAN+n9AMVWYmoo7k4uYnFnEKy9VwUOjHsUDJUTJ1Zqwt083eSgJsu5VE9hV6UHFaw240jmMty6t4vvnqpAhspnQFZoV0e6Cp9tGKIg95orBk7iFw0nQHpcp1gvJTw4yst23KJLwa8ImzO3zc2NVYhIH4HW4zzuN50asN/9lGia8Pg+WlpehGwYyPW7OboJvLqzA5/Gis7NH2OgEAqtiAUKDYbdq4rmTp/HxZx/jypXLyC8swcDgAFaWV8B8sS5OmlwFJpoSBgMeSSFgs7KJ1ifhxVuNboWbvR7mpYZ1ZWVlU7rsZeR9rHr4TuLHezu9/B2rjD3Po+8NBIOhNf4lAoN55GWHx2ec7EgvL3u9Mr+VZ/M2tuelEKqoYbGYssOz1xvrebx6yDsxIe8QR1k/A3jxkv0vXr0CR2qDhRcVBS8Vn98YxWtnarAaXoEa8uFwaw7+/NkcPr48jpJiP37//hC+91IJRNRk1bXuAChqjN3WHMt2MvY8NsFCMq2gsFCQ4/X5hFDBHzLCV2HkHQUP8TxTTlzi51P9nwYNmjjzgAan9LBgKMqQMHQ0Td+2twQ4ESRzmbS4Ny0l8dByALevT+O17+6CD2EowrOD+25OuCLZ28aqj4IUL49Lx/F9NbjZNYcr16Zw4lghvIYCt2kZfnJi14U7lApX5IyIWDQmS3ssGNHPUgczuXaKxuvx/X5yeB49egx3e3tRXJKP4oIjGBufxA9f3Yfu/vv42fePYmB0AH/5P17E1NQUXB5gfGwGB/fuxvjMQ+Rk+nDo0GFMl0+gqKQI1TVlGHswjszMda2ZnYdsZwp5iaYsS42AHHs2K2uvR97HqocTD+HFEzZjlbHXK2EzZV47vHhl7WXkfay8dnjMF11vrDL2PNHvrQiZDPK03h7ReaJ/S/yY2t/xN+G53S7HAmRRW+dSVXi83g202uuNRV80bjIPJ3iv17cWeVM+Z2q/toIv31PASCZAlvBCg4IHI6uoK89CXo4LLiUfml9DlunBt05qyMh0w2N4UZi3hE+vz+Dbp6rgcVsLu0RxtOdL5v6xChaJIhbdOPwd/SxRWLHySXjsHE7BddFbgmpU2i6YIeg0y+XAZrigmhpUhAEXXTI3drxY+MlnEs9kyhgIAYaKoG7i/Utj+Nl3KuH3hKAYFHisAYQfmaLEPvND1p1sSlwNRYXBWAWqCY9p4GBbNt7/aBWDYybqyhnrQodq0PuHp9hSe0KEYte0HdpjQ1p/mgqYhE64JMRK1+vb0V0E5o5g2ArbaXcUT1sd8W6tsVZFTm4+jhw6HPkGTJSW01bCxPFDR4R271DRAdEnKiorhSBeWlIhQBaVloFeSNUVtaitqBF5+YIn8KavNAe+iRwwFB1aSMWHV8bx16/WiuWZ+MapqVZNuE0VPmTDdJlorc3A6qKKzzrGcfpAJdUdULm4FPNAHJXxDpn6VAoW0TRRquOfU5eERylRwt35YMsTQA3QG2JmxYeuew+xMONB0Ajj0CE/qgqzkzabkXgm412hmh4Ra+LitXGc2l+CTLcJxfSKaIVrcITfs0X7zumOtIrJzsx7Cg6WPM2j1s+eycfFjyfR2WWgtDITFWV5KMxQkO03oRjUcVCb8+i1HdofhbLxSSpgsgarDznPz7X22kjGtn7Zaee9Y+2eBDask5/xWirEB8oZqhAwNrrHrUucdE8XNlGicCSvKOvcmJAEGemsaQ48WQ6YOgxTwVufjuPcyVL4PK6179klhAVLgwyV4yvH2Qzs3wN8cWMJX3XP4kRrITQXHVTXvzGnCXomBAuniXYGnilCZBumhoBiYHlVxeychs7OOYTCo9i7uwwH2rKhmSY++fQB7mUu4/TRcng8GtygcScbnVsS1mp3fRKJRAGSSHIwlh0gEp3Qymt1HqpH+Vp4YBhe6AYwMBlCOBBGU40fbtMj3oshOOUTCg+/5sqdyPM/FVluD7593oflkIr+wSV0dU0Lmxq+372rFLuraZ3JMM00LvJbq1BF5RFpUKOix1mTkpCKxMqWMAyeeWBVKDmWTtMcSHMgzYGvLQfCJk8KXkRugRv1Jf41oSImwSJglkd4hTx3oBwffTGFz7sn8FxbCTTFgEdxxm4xuu60YBHNkQR/c5IzFAMrYRVv/7kfuZk+5BVnYv/hDFQVFsNrMLogV1c6vnuuHvfGl/Bvbz/A6bZSNDe64RaToYg6RVMl8KQOcUkhkhEsNyzIrB8GaOSjQKW9AqduMwDd8GB4Hrh0bQhhYwV5COGlM3vhFjILy0XCdKcwYApXwaRCCj3ETc73NBrN9wGHGnNg7sqBrpgIaCZu3J/CP384iVN7KtFSlSHOMbHsU0Jiq4YbSJY1N0UrWuurQlJXxQqXtekwFL7zSNFL8CT93zeFA/Jj+abQm6bzm84BjrC3e+fRP7uI105XCSP9TXmieGAoYbEVzgD6504U4+L1BVy4MYkzB0ukznBTENt5+UwIFlSdOqm6lfB2YmPBiXRmRcM7703ihZO1qClVoBs6gkEdXpNuh9b5HNwa8CkG2qoy0FRWg/evTaPn8jy+fbwAGZzwTa8w9hQHeLEDmHQJpShgRa2kVsMaPi0NhRL2wXQZCChhzM6GcW8whImHM8h0q/j+6Upk+OjqwyBVPNqcJS3BYkPniPAzFTzdDKbYExeeISay3Aae312M4y0l+PzGOP6zewbwhbG/Og+76wshzF/NMEKqBreiw2W64BbeLjSKJX20E3HBTWYluE0o253cdfKyaHa2j1pSmXN42mnfrI2c5IsdltiKMTShYaKnBz2I5Mm4Qj+leoTfvTArVlUojODKgLsiH418degM+83+rNDkl0bICTa8HZH0fZoDT4oD1DiLFSl7rw5d5SjPxWeUMT1dY7mJwaFbRE3WoZp0ndZxd2gFAw+W8OrL1eCIyHF+8wFQgQqvZbAfiW599mgO/vRJGFNzYVQWRUSALeEkx7RnQrAQg5LF5eSoi5NbwtuJjcWKoeHD9ybx8rliFOWG4TKzhNGkm4YxYkLn1GjtCND1kx3Dr5p45UgZ+gaW8du3JvD8sSJUlnsQWNXRfWcWWdl+7Grwwu9V4TKtiO+WOGG5BBEcjTMXAwYuXlqAx6uhtTEPh5rzkJXJUOmWECG2WMQ2ghW0yvLttE1SEZsV8sGpSUbyNCGYEaMhNqnHZeDUkTIYhoJAyMTnPTO4/M49ZGa4EaD7WiALWf5Z5OX60NKYh6ISLxS39aG5TB0eU4MiDneP09i2xxJHS9iyvdjhLeESZkK0J1pXBGai2bfKZ6fdUTy3qpiciQyQd+7cxlfXbuBnP/0L3O3qxJ2ebjQ2NqD33j1U1u/GxGAf6hvqcK+vH011NZiamUdBXg5GpqZQV14AzeVGhjsLR08cF18Chff0lebAM8EBU4NJ7QEMaC4Nqjiegm6EPB16o4BsiQpcmHKPm8b/XEQFETI8uHpjAT97rRJ+Myw0tdbmszXux+cD4VjHNxgUZnQFJw8V4dJXU3jtRW6F8BwoF2BoAJ0QHLicgeIAIk8vCDEqikO8OHnIo54/vDiMY8fLUJLL1VSmsA2w3DhtHUVoHmgDETmOXNgNqKir96G0ogpf3JzEp1+OITPDiz17CzH3MIDXP5yGCyE07SpDRVk2zDD9w4HVlSUsLixhbG4RK6sunDldhcoCCiCW9EuvFGsFSCxZH0+DlJsgNqHiCTKaQoyFE2ebSIAXEeVeFUeve3wqvt1egtDeYnG2CSnStBBcXi8mF0x0905gvsva1gkEaasSRmVpHqoqFBQWepDts/Q89PGmdwr/PV77C6uvbNCIcJEijrphq+hw0xWZD8TUyGFh46DC50IuFVkorBhWTBIFwl4nENKxHARys13wqTwjgAOGIvjFsuvQIhoUYZdj1WdtTVEFwD75+M9xmZmZwfOnnhcBsh7OzODo0UP48kYHXjiyB3+4MopXDjTDX1iOrnt3EQqFEAqGsbAwj6rKSmRnu3Gr8y5KC0qxsLyK9976PcbGxrC0tCh4Gf2fjA+QTBoIBNbAiHgBcWJhrGWy3cSqZ3XVirFBWLGuWGXs9drLMK8dXryy9jLyPlZevpPweB9db6wy9jzR7+mqy7gTwuYrUnF0nujfEj+m9nfWbyuOBeHa641Xxp5HwrLnZZwIupu6RKyS5OKbSHj2VPTPECM3W1+cvX57vSzD706Hpcnm98xxwKWroLW7oTC6hIrA6ooVF4OeigYXkMxFzQUXqiGYeh6u3h9HY7MH+lIIyzw6QVmBqVLAWLfLkzjGalviQW8St+aGR1Uwu7iC6fkA/CqFHi9MNQCX6RFtwcB8MgyEnZ5E79OCRSxORammhPFk5NROJaTgwq1RlJXnoq7KC7dBaY8TJs0NrWttGBE37HhW57MGdsALF7yZwLdOVApjS7eLGU2Y1T48t7cAK0EVfcOL6H0wDYPqY0NHYUE+yncVoS27An4PjW4MuAnXFtVvrV5Zn0BnfaqJRerjfiZ5ICc2ibOw+icyKuAXakArIBA1Nn63G7WFQG1hteWBYWoIKyaWQ25MTgcwNvMQXfc0zM2GUVziw9HD5cjlllBkQme7PDYBQ2oaGNyLfUJR4eH0LzoHnY5NuBhi1zDhMrwImxp0xYWZxRDmlzQopoksvxuZmbT0diMQMDE0MY9792ag6T5kZAE+r4n5aUAP69h3oAC7qzPgEbFTLJFmOWTC9PHAOFruWAf4WXwnN2nXI7n+eFu/uLgYV69dxaGDR5CVk4M7t7uxu64a1zr7caKxGp33h1BZvoKc7DyoqgterwfZObmYnZnHqWPnsLAcwtjQAywsLeFnf/Fz/PY/foPs7JyYREitTDIpAeXm5q5pnuKVjVWhPa/9fU5OTlytoL2MJXRvjL1hh8O8vCS8eGXtZeR9rLx8x0kxVtwOvotVJhaOMh+FinA4tBZ3IhEYEr9YeRnHIhQKrsGT9WxWRuaRqczL3+xPnCxlEDuZZ6s0Fm4ss7q6Ao/HK2Ayj503st71spTludhT0De+ilv9KwgbYRxpLUZdCTfETbg47vn94uBNHiQ28VDHtTvTWFpVUF7mw9FWF0anQvj5tyqEOz/HFbEtiMwNn7Okh3VnZWULVOy4UfCjwOIzVLQ15mD8YRh76n1wGRkwVRqC0q5NzmR2SpK7fwoFC9NqhKfhZEwxALM7mGKSMHQX3v5kCMWlfhzZXQBF4z4wB+rtNQTDnIt4JZGOCdMjbAZyPQr2N+YAZiZ4ICwjhPoyGAMj8sHTkFGsOp8uoSG5rrfd3GwNNzymjnyPjrxyD1oqisCj37neHJsI4k+f3EWx14cXT9TC71dgqlQubgyzvt3aNy8nVw6W5woFP2t3inFNxPABt6FCU9yY0xXcG5jD/cEFULosy/cix+dlCBKMTuiYn1sRK/ac3EzkF/jx8gv1yPQawqWX2hhdNbEYUnHzzjRu9DyE6tVhGooIWe51BWGGvPAYLrS15aCpMQc+YewrRGQhvQnN0WOSLyw5RkX7voPY234gMgg3rw3Gp4RgTvWa9a1t0PjIPq8oOHP67Eb224TqjS+S/8XBl5cTg6ocyJPH4vGVIJ127cJOa5b8k+lO4BE3J9pB4kCcBF4OTJgSJtPEabW811bCJj6+MoHvnikXobevdkzj9q0ZnDtVJs5cMg0NuqFickXHx58P4LvnGpHhc+Pe0AL+9Q+9ePFkldju5uQvDNjtyETdU3MR66IwKbSkKnCopQRvXOxFa02dEFb43elCQ0raLMcDak4IScQ94hjCLZ1IiAC2Eb0euSVNsYnaWHk9NsGCnZjhvL+6cgWnTp0UUe4uX76M1tZW9PBgokOHcONGB/bta0Nn5y00NLSgvLwCGZEJlQiTkMQbU5K4/VT2Q3p0PpxT8MdPB3HiYD72VuUL9RRUGsXIDkamRhnhbFH1emdnOcsXmcFN2MDsOCYjZaph6Po63db4Z02SAj9rPN6ipq/PawMadLkFYLrEqkszqUwEw8GgudSFhpda8GA6jN++349XztSgOIdqvtgfWio4w60O/nEflX0nrLixHDTxcJ7alQWMDIWhmjpqG/LwgxPVyMpwWaEcaJwacbENhfJgaGak/1tWjBSPaPDFLSIGwPF6gPMHCmGIOVEFQ2YLzQyDlZkmlsMKbnZO4833R/D84TLkZlMI5t6Mc3upTvLPmto3l3b4zchJ58md3egk1WlY3wQOMO7EHy+O4tUz5SjM9oMGy6+cKsX4kob/en8QZ08WoMKfgyCCuHBhGq98p1poXWkvt6fah+aftYjvngEGIwrpHbPN51HhMbPQNxbGrhraq/kEaGv5YY2XHG3EVgvnGXpCMtS6wpOtQ/CYLrhodG1GxhUbRo9NsOCAcLOjA9XV1ejouCXS0tJSvPHGG3jllVfwL//yL/je93+Iix9fxMzsJBbmAyh+uUSEduXeJwna7EAfG00bbyPbGtKC3NrjMmAa+hpMFpDboMKQhge8WHY10E0VPf0LuNIzjR+drUJBhheGwYNcLGbSupeRJCkMcMAjnvxL6BLZODyy1agGtwZVTp5yeDV0TeCq61bcfEs2pKWvaG6r3ijjn63q5jkN2+ZnHOCS9m21UQyYxE/CtPNTTJ6iIwuOQwcnSeZl5M/IhK4HUVvoxvderMXr7/XhxJFqNFf7hacJYeqGCU1n5FFKq5b9i0BhCz5KQdNCV7axtbriCsHQw1b0UUPFasBA38gs7o4sY3nJQJZPQXlxBqorctHe4oHPRU8Xd4RGq+25ShCHzvID1iBO9iU/xUjClYKQOekbQ0EztOYVYfWVyHAgvCgsujIYWr09HyvBXFz8chCZfjcOtVfB4+GKh8IY1yNyNWdRFVm4x2iR9UdyX3n9SfouzYE0B+JxgGPOrd55VFX4UJzL00Wto85poF+Z68cPXq7H638eRH7GMhij4vkzhcj3+QBxBAK/dZ/QKHChwsMjhTdIvMqSeM5x4zvn8/HRJwH03Q/i9KliZHr1CHwXlsMmBh9MoqjIi6UlNzxZBpYXwvjsxgwyszLQVp0FVxYQWgzCl+1Fe0PxWu2PTbBgjdzf4jkAZPTCwgI+/vhjtLW1CSOsnJxcjE1OoryyDrubW9HTdQfvfngRe9v34rNPPxUHlq0GAnBJCWCNhM1vhEaImg5bMCpNDNImwiEaBgnnTIETB2yXi26jNJQzMDITwqUvRtC6uwI/e7FCDMYhzTosZq1WjvaR0VgaMDk18HKyEsdn8xS9eCN+vOdrCD56Qzzl8dk0OnLikrQTlhMwxUQdOYhoS37a2oCzLyVoxvvIcCn48Uv1uNYzgy+uDOPF58pQmOOCEQ4KNy+NMTDUENw6fb1pBBlfq6GLPqTAFRH+LMMq6zCgoGEiFDZwtWcefQMLUDwmcvJzUFOehRcOlSLLR7dYTYQzZ4hdRQsJpQED1NhRt7eDbCPVZQmU8p0w5rRrxuK1v5BCKHeGhLPZS8cr8GBCw58/HuKpNijIVvH8oTL43NahRCpPiCMshcbHrO3RkO9sE7YFjboep+ZQ0p5O0xxILQc2fv/8xbmKn4P8nGgLZ/0lPm6GdAMdfYv4q5cqIkbTJlSqGVVGlgAKfSp+8nIxXBkZ8Al3fH6H1ICHoSgeoW1lTm4BO7n5TZr8phffOmviwaQff3zvAVpq89GyK0eELfj8qzHkV2Ti9udz8GTpMMN++LwLyM3NQm5RGP0DS8gqVKAHDdTmZWxomscqWBw9ehSDg4MoKSkR0RdfeukllJeXC2HjH/7h79H3YAj1NVXCErympgZLq0FUVlVBffEcJkZHkZWZuWaFu4GKTX6YRljsWyum2zr1k6s9MxNhjfYNAfgzXZheVjEyvoiZmRA03Y3lcADLKyGUZnvxi9f2INPLExat/aN4Ayo7oDw4x34QzyaoJfTKMooKiwNqEiqQQKZQMAjd4xHGQvHoSQDMhizEU1oSOwGT/LRgujYcbLSh0jg/rEGAGgUDWXDh3NEKLOwrx/ufjcHvVnBodx4KMjzI4ESqZ8H08QPmVlT8z5bGuVzf0xRT7DtSY2B6sRw0cPfeInr6ZtG+Nxf/47VWa3CgsQS3X1R6lIWhKvzwWEccpKMes400d/K0R4ERP8XgqOtorQmivrIUfm8mRqZCeP3SFHZX+3GyvVjgabkrc9gkH6jJ2AhNwIl+uDHLpr9YXgzdhmXoHDYiqyNLxyreqaoJg1tcMtyaKSK8wCtMzlRhhOdE/9oU0fTLbyQHqBnlApQTOO0dFgPA25eGkZfvwbeOlIlFKMcBYQlkUOBfj1ppcntRHP5oaZJFP+dAZACX70zjRFsuXG5uK/ANgydamkJ+EzTAZyjuDLqW2uyGeCI2v0NeVp+3tsRFGQdaSHzKbreIEdRYpqD+1V3o7F3Ah9fnUJaro6EuB3f7HqK03INgyERVZQZUj4JA2A23X0EoE5iaWEJWjhc6F0s2nB6bYEHG+Hw+NDc3i+rz8/NRVVUl7ouKikS6u7lRpLSO5fBWYFqDm4smswyas41BjQKFSzOhqewIVJW7QJe9wbFV9PRNYz6gIteroqE+B/vbS+D1avC5cuB10X+YDpwcDBM78txq8KjRWFC0/f+c6kTRGBDudvgZDSeVvy38kuen1U1ol8CyBuAykJuh4yfn8RiJ1QAAIABJREFUKzE0E8QHV8cQDhjY15yPQ3vyhEHk5kIFtzu4+aRCV4Ji22VpWcGla8NYWVGxtzUHr71UibzMDCtwk6LDcFkDDadIF1cfmwgtqeShgK0o0KiZMr1w6UG43Dpqy9z45atl+KRjDm9cHsF3TlRDxGCxNkfWBjQ7bjvtL/Pzc+jq7sHx48exyPt797C7qQk93V1oaN2LwfvdqK6vw8jgKGpqKzE8PI6KinJMTEwhPz8Tqtsn9nkrKyvXTpW045e+T44DTmgWk6vx6c4tRhrTjZAJ3B8M4CoNK89UYWx0Ee98NY2XnyuCj5N9xJPLTg2XMUIcN1Vo4CRLjQSwGlIwMLqMo/uLraPOOSbFGNJ2+m3ZcdnuPbXie3blYe8uLqKsRVZDBb1OOPfqgMFgjmHQycAU2lYTZmOhpeiMjBhSuHhsgkXyxFLy08WAbrUEW4Nox2iVTYBrqo6FgIHbdxcxNTkvpDPV50NZkQtH95ahvDRD7LMLmwXu3cNnGdBRAqUgwqAmprHp8d4bq5es3fh0O7/WhQrnYNrxcFK4WMfVXsPO7i2YydNOw0XrQ41omXiiqkLbBA1V+S78+HQRVF82rnQs4g/vD+O7Z6uRw28mHrqKgpCuYXZFQ9/gCkbH5qGHXDh5vAQVhV6omo6QTk91+qVTGGVsE4qk1vpEgI2QsQ3ZOB5W23zugiFinxhwGS6c3VuIm31z+ODTB3j5+TrBBFcqkDQNXLv+FTyeDAwNj6Hr9nVk5+ThrT+/jYaKcvzXW++jvToXfQMPcOdaByYmR+H15aDr7l0UZhdgZDyAxZkl7NnXLuyzBgYGhNaTmp1YF9ltHzES+c3tQcYn4LVZ2UTrk/Di9autcLLXw7x2ePHK2svI+1h5uToPhy16JX4yH8vJ+0RTTdcRCoXhdq23x1ZlJX6x6iM8sb0aaQ8Ja7MyMo9M7Xmp/dRVy0EzXttqWMX9ARU3uyZRU+PDD8+XCFuowl0+mN0h/O7NURw+kIe64kwgqCGkBIV7qKzHwCpWgl7cvDWDvqlFeOGBrrtx4kg21GAQYfFd0VOMbuiRLZZIYfKOEzhjbchL0hEvlfnsqcwr+wrf2em155X3a2XobciYSwaPlteFdoLGmaI3MHAWUTO5yOYihTNmJM6OoEv2IgvqUyxYcK1J1ZRlHEdpih8DQz4IJTclJjKN1vfSrU8IAoZwmaEa62bXFOaWwvAoYdTXlOBIWwO8HktI4LZFOBQSRjGEx2Ymw0R9wjTSUnORXSkZaGWrplPHObBmj2Lr6+z7VvgsDR54xZbIC0cyMTDswVvvjaKq1I99+0qR7TOEHQVjQVztGMTcQgiakimiqmZ6QqipKUb76Xpk+XUrdDqFDkMTrseMm2EJNFbF4ntznLrkAVp92Aqkxp4ujL84NtDewwQOt5TgwnwY/cMLaK7JATQFuisMt+Kgi65wtzUsb5XlFSGss0WslQ8HWiJkfevlFWWYm19AUUmWUDsztsep06fx2Uefg55k+fkFwi6Lk4VTl+wqTDmufJ0v0ihU7tae4VNNqpz0UoYkw2dTm2jqmF/2ofteL157pRU+YdTNhUkQqunC/t05aGsswicdI1he1dFSxo5C90sGm1OhGgYCLi/eujiEk0ercPxoCTymiaDLBa9mndXBkwjETMOubiNI9LmnoC24HBI0Ce80F9wKt24sOzAL40hrCIcI0YusOVN8unaKeKzEU3zxCHBqjmjnwnM5plcUBDUN42NzmJ5cxeqqH0EjCF+GgvxcBRkZXoQNN8ZHlpHhMnCgvQJFxQyMwoBSgIuNJyIfWnEGrBWx8OqNTAhkhrVHtpEtZGL6elY5YE3wFECBcOTwOIrfqqGiodKHiqoqDI2G8PGnvdDCLvh9LqyEQti/rxL7CzOR5aHxLAcQunNa/Yj7sFJwEN488kd8vccTZ581dnEAsDQ6oqdHBoVThyvwm7f6UF3qhz8DcOmxj7PfPhEKThx7Hr29fSgrKUBZySkhHLx24Eeg9uGvDh7H6Oio2PoY9GeCNlYTExM4dvggpqenkZuRh0OHD6JmugolpSWora3FwEA/vLSej3FJbVyiKUEEgkF4vJEFRcStlYJiNIwY1T2Sh2WCwSC8Xq7+Yo8f0XCjf9vriYYXnVf+tpeR9/KdPeU99/yJHy87nfxtz2t/F++5qlHDa25oj3h55XOJX3R9Ah8JL8K/rcrEwtEOn55w1AawfWVejvW6GYJL9wrtw4UvB/Hy2UYwjhAip34qSpbgBT92BqY7e7wab16YRFt1Nvw+PxRu03OiNT2417+Ahqo8NJb6YKouYTfhpfbU492Sn6FwWJgKbLCxiGheJe3RqZ0+eS/zsC/Ha1uZV6ayTKyUQtN697W+Bcs3nmOINGp9tH8/1YKFlJK43zM2oePatSl43BoqyrPRdDQPPr9l7BIMG1hZMbC8bLn8HW3Ngc8jhn6rU9BWQ3IxnaY5ILYswlYwcQPIgIaWCi8aKxsR1hnRcxW5fp+wwaZAwQ+OgxDVf5Ybh+VA8XVhJAdal6rjxeMVuHh5AudPVQt3VpfNOM0JWv3+DOzbt28NFG2ryFs+Y5qXlycG/YKCQvG7oKBA5JVpWVk5Kioq18qLNrH9St+mOZAsB0xFw9Syig8/HUfzrkIUZtEdVByBGAFlzRz8n5udmbS9c2lY1Tzw+xgcippzF5Zh4M7tJfzV9yssj6pv+IzzdAsWYk+H2x+raG0K4eTJXCgmXd1kVAra5SnI8KjIz1egF3DfODMyCXBTgzEAOPzQeC7ZLpfO/3XmgHWwD6NykkoPYISEIEF3Y39GptgiEPRzC070IQqnkU4kkoiw8TVhEqmsKfVibikP7314H8+fa0Thmq2KM0TSayh6VUTIFGzsafS9LMN81mpTbIZGzOVE0fR/aQ4kzwFTx+3uEG6PjuKVF6pRJALIMT6RUL6s9UsLsPSVMnGwpQTXuiZx/ngFdNOD+YCGP1+4j7PP0QCaRptP97SaPKOSL5EwB+7evYsbN26IGqiuqa+vx+HDhwXz+/r6cPXqVfFODgIVFRV44YUXksfIVkLsXChuqKYfbj0XPjMj4mMv5QS66lgDPE9n4x4R92ylpmPN0p/GMuKEuMjEYKsjffvN44A1QfEwsPXgWCaNlISNjaWUsAQOq5/RFYx9in17XS/49epLbhqaKQb2N+WgpDgTf367B617q7FvV5Y420YYs9MGQhHRXsTeq+DAmrfLNvgR2asVxrZc5/FMB2GLIb9ve9/kd85LHqImJMLIs3SS5kACHFjX6YvMmmqgZ3gCPzvXDK9q2UqIF+JcKPbn9T5tmVqyzxmor/Tg/2fvzZ8jO65zwe/eW3sV9n3tBUsD6GYv7CZ7YXeTbHERN9laHmnJz/bzjD12hN84Zv6Kef7JP828CMdMOOI9hWTJsmRblkRJ3ERRFMne970BdAPdaOxLoda7THx5K4GL6io0CrgAm+ybiELeJfPkyZN5M0+ePHnOb07OI2n40D8wgwsX7+Erz3WhrowLWG4JcZv08e6fK2IsqDT5y1/+En/7t3+L7u5usXc4NDSEP/3TP8U//MM/4J133sFf//VfC2ZDrj6ef/55HDx4cMFJywqa/YEkEpYY1Cl94NlfkWqxwWWmhSeFGpQ2CmRCL/YokKOA8+N39o+88UemXuQpvoQUJONAPW8qsTVW+vDN13rx6bkx/OCnk3juaBOayunUjfuqQdhn9jnH03gPY2q0c+Lnam+5IaUQU0B/A3T0aAh/L/6cb16CW2wHaU7Uxs8+ussWk8zGl7BBvCqtHwWk8qGuwaAqt0olYs4tNC1A/QoqMRboW0zDBaqqo7mqDD/899vY1hPEt97YigA7q5CoLdq2WL8KPPqQlxsFFrC3xY+0Sqnh/LlzoCLMP/7jP+Jv/uZv8Jd/+ZdiJUdFkePHj6O8rLC3wQVguQsp2ch/znuxMnSISAul8Z55FPAo4B4FFidxrtMMBDQVh3ZXYUdvJT76eARXowE8s7cOQWqMs1iFXnf9QnJB5Wrah6F/m+LrNAuGnsXU1BSoW8GjhDOzcVRWRDE1FUdlVRgz0ylUlocxMzMnvJbOzsVRUR5DKpUUCxR6qKQlXemR83FjLB4nuxOLi0r3+jj7iy0VI6Oq49YwDcbF7KOVXJDyV4ihIAp8TkkG7SJBw8E9VfCFg4iJkxNisnIT0TXD+rz7yooYC1lL+i3w+f3wKwq++c1vCsbi9OnT4ugS3/3v//W/QtVs2wF//ud/jueee27JnqqEI2MyEPkMBu8pIZHasevTwSQGXuxRwKOApIB95Nr+fikMUBUfqnwKXnm2BZfvxfHTd2/hlWNbMHV/DuNxHVowjlQ8jampFKrqyqFZaezb3ibBOWJbUvH7Tz/G8J0RPP/8MZw7fxoTE3H4Iwqy8SSygTIE9AQqqqoxMToCXzAMmlGPhIOYn5tDdXUV6DOoqakde/ftFZr4cgHiKGjVl48qLGeFaFLdjSDr6ubkY4/bD47nbuC7Vhiyvtz6tGjCwFJpLBsXb03h2NONQilT48GOBYl4sRJVYaeGkrmgRrubFKvZR6WpgSEkfsWyLvNc4uec95ZJvqJXa+0rEqcVFVYgUUmMBSUWDCyU1/yRAZCTf01t7YK/+0jO/LZ8xxVRPD6PCxcuCE+mlHDcuXMb1dXVOHHilPByOtB/C9t6esQxsubmFqElblvhtDlCflZOkXWB+qz4kcRrxRk+h4SLOLpV68VKLMJefLaWq0cdHutGHG083aenhL8WGq533uXqzm+L3zXTCFUSjpk0gu/PiPPeTzSXIxrw4+23r+HAoa344Jf3YGjT6Ni0BUNDOprMNI4dKcRU5FZ79IeYzuCJnbswNRNHNmtg+/YunDxzCvt278JvPrmKg3u3CjPpqblptGzajNt372M+Povm5ia0t28SelyDA7ewadMmfPCbDzA6MoJ4fK4g2Wy/JrR9Q/8mK4vJuMiwXB6ZxhkXKieZTIokxSbwQnmc5ebDd8IrlteZR14XSst3rC/fMeSXWyiPM02h9zxe65QiFUrjhCHxY+xMa9/TgFdWSLZWkseZRsJywk+laMxKg6Kl4bN8SCompueyUPV5JOL0wWEbtxN2kRz9ReImvgsx/9inQNiX2Ych5kTaRrK/G+LhDBKX5WKmt9uCC+rF/MvlcaYrVJ7sK3znpI0zrbwuVI50zyDTlBqXxFgQuOSqqHNBKcXevXvFB89G+2//7f8SIkym4yAlf2wU0+Bx0ROIRGI4dfoM+vp68cN/+h6OHjuGy1evIZ1OobamBr/+9TuYGLuLptZ2vPDya6Jjse+z8nLgK7WSxdLLxrEH3GKpSn2+2DFKzVkovbu4LZbgNi0XIbtztYifu/S0sXNn5edOTYtAEXsTizYUiqQq6TFpylCoT5HK8nmuaKEzoYGeFe1ittQF0fRiB1R/AH/wSg0yZiV8WhDNVQHU10VQllNcK4QUi+7s7MaFC5fQ27sDW7d2YHDgJg4ffAZXr97Ai8/uw+DgIMJBH3yBIDTNj1gshm0dWzE2NorW1nYkkyncGxqEFgwKiem//OD7C+NNfpmy/6w0lvnLclu5pEWxvDKtMy6Ulu8JT9LVmZ7XhfI4y3WmZ1oGCa9YXmceeV0orRMe0+WXWyiPM03++0J+kvLT5N9L/Bg73/FeGDDMZhDmCS1HWxTL40wjYTnTappPMBY+HzuzirmZDJrrwigrr1wCX+aVcT5uspykpiAg+qm92JbPGTuDhPOwmAt0uRiX+R+WR6ZzxjIP58tCfdmZVl7LPIVimabUuGTG4i/+4i+QmJ/HL95+G6++8ip2796NU6dOCSbjT//0z4TEgkjQJfrf//3fi8YUSAnlGIpXFaTTGQT8AezcuVMwGs8cOoCf/+zneOHFl1Db2IxtXVtx9fIFvPPOu+je1o13fvkL9HZ3Ij47s7DVUmpF89NLc7bc62WQTEZ+upXesyHJdJHLNk0b5krzLpeO+PEjcxNmNpMVejKEu9Z6S9xJTzKabsFcT3rabcTTQ+4E1p31Zlu5Rs9MFrZZY3faiPRk+6y6jcRCIQtF8yGoqKAPAXFAwzLR2VCbO4q7dFBdoG7OyE5b2ybwZ/H7UFQhpeRgtnVrp0ja2dlhn9TJcTbSNHuv1SMG/97ePuEN2VbezLmCWSjEu/Ao8DAKkDlToMPCxcuTeKLH9lH1sFze+9IpsGLGgkZs/uqv/kp84OXl5fi7v/s7fOc73xGMA12f81SIM3CLQ4iechwcObknn9yL8xcuoqdnm5BQ7Ny5G6FoGS5evIi//uv/DVcuX8XevXswPT6Kw0efxWxKFyub4CuvYuTeMFiuHFScZZV6zcGMkwvduEtFsHxOc7UwdZ2eSKOlZi+YXuLpJkwWJDxnGoar7q/pY4GTq1sutdej7usBU9BT1D27sLoq2JglPrTbSF+XviRXgSWi9EBysWUCOlvjMVSu3OSprQeSigcLqzpxzj/n6VTkWpRGKsJXgs2gSFP6YjpYGEdUsbolV2MfASxclvfUo8CDFLC3QslkT87Mob6q8cEk3hNXKLBixuLZZ58FfxTZcGUut0SIBe1VHD16dAlCfM/VEfdqZKC+BF2n24MHxXrlwi7F00/vF5ro+/ftEUfOou3tlIWh0Wd7FeXAQuubtOleZE0ki/BijwIeBdaNArY4ngwFd5rtHRJq09tfpW1KLKf8uWIcbJgLyYXIP/csp++RE40IFmQhnRgJvNFgkR7e1UooQAXOwfsptDZU5fx8lNpfV1KKl2Zx1l+GFlxpOFf0ZC74Wy7kpxGe28T+VoFcApQNb8HtUWCxwanPwiHEG0YK0M575FFgwyiQYyDoL6Xg17j4za4cpdzHzQw5BsU+8kcphhMKb7wRwEkR77pUCvC4qIrzlyfw8qFWYbi7VAhe+pVRYEWMxcpArXeqJaPMehfmwfco4FHAZQqI437C1hW9qtLSIWURdCMtTXXb1jcXFxG2lSzDkMfPF7dMXEbNA/cYUICbZwme5DDpaJAVXg0j/BgQyoUqfoEYCxdq64HwKOBRYOMpICwdArcHB/DJ8ZN47Y0/wNjtWzhz4Rx6+nYJHauenl5cv34d3Vvacf3mNWzp6MGt20PY0taCu8PDaGpuoIY1NEXDjh07lkhQN75CXolfRAqolg+nb85gR08lfMIGxRexFl8MnD3G4ovRTh6WHgW+uBQQFg1N3By4jie2b8edgdsY7L+Orq4efHryYzz9xJP44OMTOPhkr22kyNLQP9iP+qY2XLx8ES1NzZidHcfg4DC2bOlEJqvjl2+/jdHRESQSiSJ0kVsnK49ph8Hnk6tYyk2K5S1UpDOtfTx+EV6xLRxnnkLlOcux3bDb+BVKK2E588hr+c6Oqf/GQPzsLWvCc8Lk26V5HnbPU2s87WcHwmJ4GAxHKhqvEubgaanKgGEq0DMpoRhsK+xLWHYeR85lyhH2EWCoFvS0AUu1MHBzHtu/EkE8HYfPDMASpuiddZflyLhwPXj02aln+CD9JJ4SznKxbceCOZaqGCyXR9JYliNjO89i3+NzZ/1kOmf8YDk8nivdrjtTrvTaYyxWSikvnUcBjwJrogCVt0+c/Ay7dz0pfDOcO3cZNZU1OHv2HOrranD18lWYqoX5uSSa2hrRf+M6ouEghofu4RvfegOJ5Ec4f/4c2to24ysvfAU//vEkFgzo5WEmB/1SYh4Xpm0CBg7wxfLmFSVunWn5gCeQ+Izwlk4Wi7mdeQqVt5jSth8k8SuUVsJy5pHX8p2MqVRPnTneS/o5YTKfTLvSWM9mRXHO+j4s7wJ+Rs4LtWIK3x0afCDvk1aAQDAARfXBclhjXsiXe1asHOroWGRSVBOapSOua4jEZlEWCEJRqM2XUz9+SFsXgs+TJQG/f8H8QT79VoojYTMw5kTuPOxQqNxi5eSXxxN6hfqyTOeMC5XjfL+aa4+xWA3VvDweBTwKlEYBRcGh/Ufw1JN0TKhix/Y+6Cbg01Rh/8OnKdANUxjj4jFS2ruhboXm02AYlhhwjx07Bjz3LPyBkJgY/T5/0UlbKpyvNOaAzcAj8gzL5RMJ8v7lpydjQZsmziP3eVmWLYPwnEHeS3j55cl7Zx55Ld85Yyd+TOd8l3/vfFfsmq4cVENdMjEWSyufEwdRFl10QIWuZIUnGtOkVeeUbRNGHhTIO0CwEhyZxqR3PRgwlSzOX5rA7h31wiWFpfly63hbv0filB8XK4f9hXUu1F+YR4Z8eMXuKVUgUyH7IfMXSyufyzKcsXwn+14+HGdaeS3z5MeyfWS6UmKPsSiFWl5ajwIeBVZJAdv7I30NcQDjkY+AaitjwqdBsbIAGQVQqdMnxOF+v08cMRdeVaGLFaJi744LHJaeGlklWuuYjavaRzl8/vjZ1k3vTmdx/Pg4MpaKREbB9q0adveWQzEUcfrI9jq6GkqSXeFPRVLxY2g8gSNP1cOkAz06EyvkCXvFxXhtuxypPMZiOep47zwKeBRYPwqIVbkiVpB0we4XdmpyK3Ux6NsGt8QQLlxZcxnn9EC5dFW/foh6kNdMgZwCr4ksdFPB9cEkLl0bh+UPoTqq47mjzSgLK0glDLx/agqKRQY0kzOIyHZe2URumbSrqcFUkoAZRDJlYGRSx0zaRGWlAr+QSNFDqS0RWMuqfM00+RID2EDGwu4YYpWRE/Nx38xWLGEj21RmKsGh0rviQ2xlfInbxauaR4HHgAL2hCH/20NAbiAQgmonCexUi09WNtEspveuPk8KsLV43HgioeKXH95Bc0MIX/3KJkQVGj7k+G/AtExEwj4kc0qgpuwKJSCuKwp8lgHFCGFe1/HP798WDIWWNfH0zhYxu1Bi5jEUJRB1FUk3jLFgQ6ZTKVy9dl3Y+9d8PoyN3EOsuhI3rt5Ad3c3bl27hvbODtzpv4mGhiZEY+UIh0OrqJaXxaOAR4FHjQL5g7lUXJPPGXPQp3Jh/qIiP82jVjcPn+UpwDVk0tLx61+P4oVjLaiP+QE1DctS6IRcKFLyCCj1axQrJdybr8Zku2aawrBa3MjgX9+5jVefbkNtTQCZVBKq9Ka3PKreWxcosGGMBXE9ceI4Umk6VzLR2dmJ7373f2L/4UPC/ex3/+f30LllEy5dv4HRe7exefNWvPjyq6AjIjtQxZf7r7aS1VrrLvZ51wrEy+9RwKPAiinAkwPjExNobGwUvnomJydRXVWFCcbV1eB9bW0tEskkNFXBzMwsqqoqEY/PC78+VJQjM0Kvp1JpbsWFewk/NwpwCM+YBn754SgO7a9DbUwF1Cwsi7o1Wk5oTTk1x3YLmhUU0gte28zmylGnz5rbY2n89ncjOHy4BdW1lE6kBcNiiKOlK4flpVw9BTaOsbBs74rt7W24d29UuIjd9cQuIcXY2tGJ478/idYjR2GqQ2htq8fAjVt47ze/xZb2Nvzi5/+BHX09mJudFd4VV19dmdMSmuh0RLa4d7cKuZsElzsuxEGPx3zcU4paxNM9mMh5YKW/Fx7zWlu9JQlYdzoicw+mXXebntIT6VpxpfM52wur2/TkKttega8VR5uirPdi3dcK02bOpafcRS+spcFl/ShJoOO+UhlzThCffPpb3Ls/gaNHjuH8uROYmUlC9ZuwUgnEfdWIGdPo6OvFxx+dx6bWCsTnUwiGo0jG51FZHUIqmUVzy1bhqFB4SKUDNC+smgJueeJ9EAEetbV4FgP3J0z87P07iFb4sLO7Eq0NAVu/AQEx9AgZha3LK7bDyYT4wn7EsypiXEjSvoXFaUouMPNKMy1kkIDPDENVMzjZP4+hW0l84/VWRAPU0eFWC09+JKHljpfmQVj1rZSirRpAXkb5feU9/lxuWTebqSttjJDIbhhjwYFo567duHjhIrZ2bEF8bg6927cjUlaGs+fP4X/5X/8M1y7fwN4n92BqahQtDY2YSejo7OrAG2+8gfvDtxEri4kzzRL51cYkGAdtGhFZzSBZqFzCJKPiuifSnNfQSCRSqNhVPXPbcyaRYN15XMotPNeLnsQzm8245jVU1t1tmLa32PXxlOuWd9OVdj5b6GhBz+rYvn07ZmZnYRoGtvV04cTp09i/owNvnxnC7h1tqKisR1t7K5qbKjA0PIq5uRk0NTZjS2czjn96EgP917FpUxs+eP8D3L07inh8riAanNg4cZYSp1L2EceH5SlUYKE8hMdQbAIvlMeJc345TnjF8ubn4X2htHwu4ck8Ml2xPE7cZFoZk1m1xz9uYymAqcJUTNwamsFTT1Shu4mKFFkkErOA5QOTOIOEw+++LKrgzt0pbK70wbAMIW3g83w6Mg8l2IqpIYtpTGX9uHx6Bq+8GoGZTmI+5YOl0mYHjYFlBFNMSddy9ZB4yLgYLfh9+nwc8yhFW9rXCtUrP03+/aLBrUXC5KfJv3eWI69lmmQyKR5JmsnnMp0zlu+cMevFcWK1YcMYC3aAqqpqHD5yZAFXijkZnj/6rIjr6upELJ+LG66pacxF9bvCVEiY7Kgy8LrUFZjMu57xIo6LuLpXnq3A5Fa9Ja6PKi1JN+Im8XSPjjZcCd8teuZ54HIT3c8Jloqu7j6cP38RPT092LK1E/23B3HsyCFcvHoTf3j0SdwcvIPtO+uQ6ExC1clUhdHZtQXj9yfR2tSCxPYM7o7cRigYwFtvvYnvf//7iMXKCtZH9sOVxhJINBoTl2zHYnllWmdcKC3fl5WVFR1bCuVxlpsPnwO/hFcsrzOPvC6Uls846RSqL/MVyuPELf89F2qZTFow7GK0Et8aMJe6j76ORoSiSu54JyfOB8dbJ7wtLQruDCfgbwkiGmZ7FM9jKVnAUGFYfvz+1/fw6kutqAlRNkFGJnd0Wdgn4faaCn8gINrDWd5y9SpGi2QyIQxQyS05JwxJ92J5nWklHqwjF2VO3SL5rljsLEdey7Syr/DIu37BAAAgAElEQVS5szyZzhnLPIViZ7pSrjeOsSgFKy+tRwGPAl8aCnDFSD6+sbEJzc2twhoi77d0bYFiqGhr3yK2kdo3bYaiaOjs2gzV1NDZvQ2WYqCzYxtUxUBX9zb0bOuCadl78VBsi41fGkJtcEU4+axXoA1NVdEQT2iIhWiPwj4BKPvCcuXWVYZx5sIspE6EnYe4Lq7mZX6FfUFVcebKNJqbg6iJMQ2ZCh06/LltF5naizeKAh5jsVGU9srxKPAYU4CTA7fKuCpSaaJZSAl9sDR79cpVFX8MGvwOx5NaLq0fSi4PYxEEg2Ffev8fIQqwnSwVhpKBYoShagoU1S/aUUoflsM26AOSOuAzFOiWRQPfMKFDQxDUrdFhQjEVIXGhVdZrQ3EMTcTx8sH6nKlubpEE4E1uy1F5fd95tF9f+nrQPQp4FPAo8FhSgKc+LDIBxRQvi1BFpW0LJAClKndORIViBRZOBWZ1E59emMDIfRPBUApmKoA3XqxFgGlykpEioL3HG0QBj7HYIEJ7xXgU8CjgUeCxoEBOP4VbVqqSAtmLkgItZml0EkZZhQGfRUYD0BUd/fcM/Pb4CHb1VWNfXxmsrIVgyEBAoa8R2twU2hUlFecldp8CHmPhPk09iB4FPAosQ4GFnYyF+ca+4H9uhtB2jX1qwN4aEc+FSWjPYuIyZC3pFbed5ImBkjKuIDG3uRjmEhYi0WDJEgvuiEUjPiRSOkJhP7UPoVgmphMKPjl5B29+tRNhmvvWLFg+OqxjGtW2uJnT51kBml6SdaSAx1isI3E90B4FPArYipsUUQ/038SnJ0/ja6+9gaE7gzh/8TL6ejvFEfTO3h3ov3ZduEP/+LMTaG2oxs1bw2hrbcCde6Noa6yA5Y/AZ1nYtmOXmEQkg+LReLUUsBm31eZ25pPMhNCdEeyhgZmZFKrKg7AU25OoM/3y1wZaKgI4cXUS2YwBjW3eU4fjxwfx0vMdiAbo6SNs27awNTttGxhi44R1shkbWYbETd67Fa8XXLfwk6dB3IJXChyPsSiFWl5ajwIeBVZNgYGBAezasRO37gxj6MZNbOvuwO9PncHBHT345acX8fzOzbh5awDT03PwI4OGxlpcuXoTTU11mImncfvOVWxq2yLcqf/s33+C0VH37FiwUu7ZsbBPreTbEsgnnNNuQCHbCvnppd2JQmklrPw8vJfvnDGf2/BsY1ZOmMXyONM4YcnntAtEexa2Eq6FwZFZ1FZGEY/HhQQqP48TV+c7sgY1FUGMz8yhb0c1vZ7j0s376OtuQMRMYn4+I7I680gcnLETfjaTFZIPLZ1+JO1YpFJpcTKK+MtQSv3y87DvFYIl0znj/HL4TlVpx4LM2+rC58tYuGiie3XV93J5FPAosFEUCEciOH7iM2zfuQeKquL0mXOoq6nBmbNn0Fi3BZevXMZXv/YNDI+MwrJ03Lh+U9htuDN8F29+8w+QyiRw6eJFtG3pxOtvfA3//KMfu2bHQq4+C9l1EKtwh12LQvRyppHvOWBLuxPymTN25pGrS2ecn9YJr1heZx55nZ/WthBrO3mkgUCG/HLz8zzs3jaQJ40qKbDMLOYy09hbH0U06hM2JPJhSPwYO98Zlo72sIWm8kZ7KwQqttTFxD6ZSuNaucnXmceJv3wu4fM+paVct2Ph8/mFqflC9HOWXQg3iSNjBtqvCASC4uTUSvPKdM5YwmVfKdSXnWnltczjjOW71cYbyFiInVKBpyAljyStFmsvn0cBjwJfGArYp0gVPLXvaezZ95RQsFN39EA3AE2lUWcGjgYqNEXByy8cg2LpsBSVBpmRsYCAksVzz72IY0dNwBeAX3nQEuNaCMLBn4OxG0FOJG7AWg8YxM8O7tSXsBZh8o5wFSQzfoSDWt67XNHLRJqiwUAWpmZCV6k+oUOlG3VudThW9MuA2JBXTmNWay2Qfc9NeGvFZ619eMMYC7pIJ6c8en8MDU2NwvDN/XujqKurFyJNOiGamppGQ30tRsdGUVFRJbhBefZ9rYTKz7/0Q8h/W/o94X0RYDpr5ja+hO0mTDdhSdzchinhOun6qF6vR91XXlcFms8PVdiisJUwA9qD1i0Jj+cBQF8SuRASefywY0+BU9JlLTFXp24xUk482McIm0yhoWeg+FazgLQdkilUyKTFZcIsYK3TWe5y159vv18OM/vdo47fw2vwYIoNYywUxcKJk8dxd+g+uju3QDezGBgcgW5kMTjYj3379mJ8fAaaZuDOnUFs3dqDY8eOQdNsrppMiZtOWtj5pUjNjYYVH5PL2mSLMOUK48EGfNSeEGc36Ml6EZabwW14buK23rDYJs76u9lO6427B/+LRQEhELEATclCU+3Dpl+cEeyLRetHFdsNYyw4RVBZ6Mkn92Do9iBMM4t9T+3Fhx9+iMOHD+Pd997FW2/9Z9y4cVU4Kro7NIJPPvkUjY0N+OlP/x27d+/EfDyep++7erLSGyX3BW2GxZ0JjDBtr5TumRpehOmeJ0eDnjNzuK6egktzrgue60RP6SxpaQ1Wf7dYdxfbfaGN3IPJvr7WulNc65bjvtVT3Mv5KFOAMoqUbiHgV3MHNAxA2bCp5lEmzWOD2wa2toaenu04deoUOjs7hZLK2bNnsHv3LvT39+OtN/8Il65ew57duzA9fh+N9Q2Ym0+js6sL3/jG1zE8fBvRKM3D2oLStbQQV2tfBO+mxNOeCNzzckm62d5NDdc8kQqYwgtrVnjEc0NisV51Jz3d9kS6HjDd9kAr+zxxldrebrRTKd8hceBMY5g0+WwAqt+2WWFmkFX88Js6LJVHE7m+pW8JOxiWRZMFtpdL0xCKn9THsH8y1eMVi6UQPX9atGypwqIRKT5UchLDHK2FpCBnA4T0siwDpCe1V9YiRbCFiWwUMr5kIHRxrljnvaXi1p1ZlNMGhRceSwpsIGMB1NTU4OWXX14g9ObNm4V4dtu2beJZ++Z2fhdoqq/NpVHt88niK+I1B5NHPazlc32wbvbg7y5MlrI+k4q7eK4Pjg/S2J0n7tbdxmk9YK5X2xenoj0JUWKZxOjYOFpbmpDJZDEyPoKGuipMjI2hsq4Jo+OjqKmuxcTUDMpjIUxNz6KyohxzyaSwXWBqfqgmECsvh08jbcTAULzgL+MbwUywYtxiUEHtxoRl4vcXhzE4khRSAr/qQ0WZH1WVETHfl4c1bG2LwKdlBEOhSi8aC0qcqyGUAZPMiaKxQ4E2L6kHceNaHMf7J9FS58PTOxrpHww07e2Fx4sCG8ZYcJKgImZ+cE4eizy0PaByQGLfZxp2YEV1r4PaqycbG1478cjHsbR7dwc7ucorDYeHpyZcd+v98DJLTWHXvdRcxdPLOhdPsbo3Np7rQc/16UufT7tbOP7ZJxidnIHf/wwunD2FeGredi5lWojrQcQ0A6ZlQKe3a8uCAT9iYR/iiRSqyvyIZ7PY3NKJ3Xt22/oiVnZ1DVYkl9S5KvL6c39M/ESPMHXEsxm8f3was2kDyKTwVF8jDu5oEq7J6ZgrPq9jbGoWehgYn87izMVxtLWU48CeMmgGpUVkClbfvyhPUnPZDWRgQMH758ZhKj68+VIzz/eAsifJVJZKPHs8Xh/GulRcCqd3Fze3+57b8ArToPjTB2f64mk34I2zsexea9FufG5twifOFBuAkFeERwGPAmukgJjALCpfG+jt7sT03BwsPYuOLVtw8vxFPL29G++d7sf27Ztw8ep19Pb1YnJyAildwdz0BOoam9DbtQkff3oCN65fRlN7Gz58/33cH7mHeHyuIHb28T37CCkH2YfdE8j8fELAWkna/EIL5XHbQBbxM3ULE2kDv/pgHIeP1KE+osGvBKCqBvTMDHTFFNKDQNCHtoYINMOCXpdCb2cDzl2aws/fHcMz+5sQtIBkIgXTJI9hj6qyDqybvC4WW4aCtGbi3mQaF88kMJlOYndbFZ7oK0M2nhHHQlNiZcjtF5poL2yIS9KxUDk0uMU+48RHpnc+K5RX1kmmT6cz4jinWwayiFsmk4HPpz1AK1nmSnCUuCeTKWFczIm3fFcsdpYjr2Va0VfEEdYH21amlbHM44xZr3A4IpOUHD9ijIUTf0opFu956bhdfOFdeRTwKPCIU8D+ent7+3D2wiX0dHejs3c7+gcG8NKzR3H5ynX84QvP4NatATz/7LO4dvMmNm1qx8j9cfR178f90TE0NLRi1y4dd+8MIhIO4a233sQPvvc99wxk5U4hRaNlOUmeJClxp0QzZ8RJPs7pgNiHKSlJUMQTW6Zq52HSggayLE7+hGeC6yau7sWBytxEbGuTmKATLyGttWyNk6ypYHjSwskzw3jra12oDPhh0ueHotvbDcriREBsbAsh3D6OCAnQ0aeqcfxcBD//zSSOPdOIaFRDWSgKS7Vg0IEXJbeqT+hKmFYWwsuoZbv1ouNyEsE0LPSPzePstVnEZ1KorYni6PO1qA75kdGTiAZDoi6ULgufL8QjB1dKymS8QMoc7VlXvmOgDpyc3ORzW4qxmEvCKRYvpgQ0LQlN04QJAye8Ynnlc8KQ186YuNGgFWEyOGE6y3XmcabJf87ZLRKJLLFlkZ8m/95ZjryWacgksO8xOMuV6ZyxzFModqYr5foRZixKqYaX1qOAR4FHmgKKiobGFrzY0Lww0HV0bBWDdmvbJhG3t7fZ95vs++5ue1BkOobuzi7xk/W0nCsP+XCVsVi0UBdRyUBHFppCmxu0oSDm2cVljdAnEEt6MdFKBVIqo9o6YALS8lgoctOXTIEiJmCRi8+Fkip9eqpiS2g6kcHQ6BRSaVoinUdjYxBff70PERoW43aGYEaoJGkzP4sFyzLsiZFbHz4zgKd2+rB5awQnPruPdNbES8c0xBQffJbf3tugEqaYjAiTizsTumAOeOJNxU9+M4iaaAzP7q5ERSwAn6IJ5sgyuI1Fq5iLenB2nTjx2szCIm6f01WOafmcSn+sivUYi8equb3KehR4tCnA1RWDjCW2zlUXV1brEcioqKYPftMHRegzUJOAongDlsmhUk6aCgzVgmrKsxW2QShNSAlsKcPyKJJ7MAXHQgVMXbARNizql4zP6jh76R7GZjOoqahER1sEdeUqNteXob4mAp9gdshUEL8VMDI5YrEmlD80hjS88nwjbg7N41/fHkdfbxl6OsoQpk4bFS1JXkpBhGJmFqqpYWoO+PnHN3Fwbzu21NqMDP1JMLGlpAXk9WgTD+YXkwIeY/HFbDcPa48CHgVcpIDNCCjIKIZQiJxNmJicSiA+l0RyXkcwrCIYsq1A6rqJ+RkFGSOL2jo/2lprUVvuQ0jllsbK1ufcpshy+8RUMDcDDA6P4dZoAgndRH11DLt2tKA+5hNMBA/DcaslGZ+DT9iDoCSBT4Q9yhVTwRba09W4Cs1S0VbtR/srdTh/PY6337uDtEJlWBPZDNBYE8OWxkqksgau3x6Dbvnw6qEtqI75YKg85mqBchWNf2YYOtyzs7PiCnkJH1kKPFqMxRKnZHJVsnKO/JGlsoeYRwGPAgsnBIRugQUYFgX+3Is3xerbFL5BbOVDW0fA/vbtvXpOZNw64LJaE+m52uc7GQQcsU9viC0FcKIX5eg5qw30PJIzOS1OnVByYIH6gXfHErhwdQyJlB/hkIWqshCqK6Ko2xSFTyVOCtIplqTApwHhTk14gJycSOPyxVFMzKYQCkShaj74fWm0NUYQDvsxOpfAbDwNHs6Mz6cxPasgoZMhYNkGAv4M6irK0V5fhje6ahEO+ITcw5bYMBdractCsjARtrUz7CpTouCov6RD0ZhbLaQPNTYVG2aZFsLTfUE8vb3WAUvByGgKN8eTqAj7cOypNlRFfQtSJI1G13P2MtiWQpCzaHakaPHei8eHAo8WY/HAnqnHVDw+XdGr6ZedAoKh4IaC+KztyZUGm3hL3xKWadj79WLVb0+pYuLnuGDqMCl6p6MwMiCKgqyhYnSOSn4q0uksUoksshkVumEhEvEhFOVECuhpYGRkAv2TGWSyXFlrsEwLZppa/So0n4b2xih29zWgoTYMzTShadz2oGTAZkScsbOdasJhdLY0Q1cMpFIKTMVC2jRxZziJ27cmUFUdQU2sDEG/ipaaMsSiKiIB6j+owsaE0P2zRQk2WB6vzx2zJ57yFY92KtZSnJx4lHIt60KpAxU3GUQbMM6NwY31QTQ1hIRkQqZfjB08iMjpjdOl0P9xSLuhjAVNCjNQwUfuk8p4gdgWlYDsNOzID/AaCwm9C48CHgW+OBSwcPr0cZw5ewHf+tabuHThHK5cu45Nm9pw+8Y11G7pw+Sda2hu34w7/XfQuqkFwyPjqKupxsTYJJpaqsXEGoqUYf/+A4IBSSQVnL0wgayeRSgUQjgseA5Bksl5C+nbWSENUX0qGhvL8NXOaoT8mm1cixO10J+wKUimJz6fQMDyC+ufpdCV45TP4gkLKj9Qk0FB3dYY5usCiJYF7DFMKGbyPTkHnrGwYPlNWCqlNTlHW6VIH0pBsEBaORZz/CX+aw0PjONrAEhYEt6jiJ+smsRR3q81Zps4lV/XCm8ttFtr3TaMsSCiJBz9hfBYDTvz3NycMC+cTqcQCoXBs7yhYACpdBLBQAgKjwcVMKq1VoJ7+T0KeBTYYApYFmbj0zh85DDujoxhdm4aB/bvx6cnP8Whg/vxsxO38JU9u3Dq/BXs2bsHl65cQve2Htzuv4mO9s0I1QRx5fxVlFWkMB+fw8/f/g/037iIsojYn8hVhhMkJ+/cgY2cvgP1EUaumDgrZPZUNqTvCh7nZHqacbK3VIxsBiFfEKZq204gE8BxSg7QMi5EuYV34lQHNRV06Hoafn8IqmUfJzUVLqz4oxzCxlPCelg5hE+7CcFgUGSR5eXHEp4zzk8j7wnP77fNbjvLZ16ZZqUxx3YeEQ0EFr3SPixvMRyZj8E+cmqfNJGwiuVx4l8oLWEx8HhoobQyT37MPPnPeE94ZAIkI+CEWQqOEjbbgrjJ46vFyi1WjizTCY8GKZl+pXlkXsZVVVV47bXXJNiS4w1jLPhBnT9/DpfOX8L+p/dCN02cPH0WZVEFs/MKymNRzMxMoa6hATduXEHPtl4cOnRYENruZ/zAFweMkmu6JINNbFszm/uNUtubHXr13Ls9rNkDEYtjg64tiJ3YRRBLdFAWH7tztVj3xauVQ157XR8siyJzW0XN2SqrwW4R9nrgaUPP9anFoly5cqvPc5uBvdHWMchhXGL3lAPPqiqmKGioa8G5M+ewa9duVFXV4cqVK9jRuwMXLl/H070d6B+4jR29vbh58xY6tnbg3r0htLc1YWJiAi8/81Vk5nQM3R1AMp3Em996E4bxI3z72/9JSDI4aftyOgTET+Aq6ss7u6L8HG162t8oBahiK0Zsw+j4wQ9+gD/69nc4pQldDgv+XPzwwdk0OXFRf8E+dmoYOn74o3/Fm299Q+Antn/EIG+PNc7BXtI1PybmWW7LwIBuKfjhP/0Q3/n2W2K80k1DbClp1DdxMD+F2kbCpbEpwlFp3TSbxU/+7ad4803Sz5Yk0/aE/D5knqIxt61gCeZMU0zcHr6Hges3cfDZw8IiJ0+MEJYTt3xYEld+0WwYto00iHXm1BlEon509myHT4yjijDkxf4ru20+POe9LTnizpkN9+7wbQwMDuGZw0dEsfYxXY7R8hSPLblxwniAFqyz6EAqjp/4DOVlMWzb1gvDhPDiSgmY4jhuK/pDTiKUD1fAoczMsBmUn/3sZzhy5AjKymJLXFdI6X4hOi6hH/sf+7GliCPTP/juv+GPvvM1mOzDNAMv6klGiNSTFLQhFMJNlifLKDVWLLuGpeYrOT29mf72tx+ha2s3BgduQtez6Ordju997//Gf/6z/xP/3//zD/iT//JtXLx0DYaZwsT4GDo6+1BZU4Nf/eIXiM/Nor2tbYnrHPE5LKXRivCyHfbowndBJBISNu9VfnA8WJaDVypYamjTuZVhmggEg0LFigfISgusEUc/rmjI8JgwDAWZTBrhMFcqfE+YpWK3FAtyxwwLqwtuPeWgcxHHD71UzMnB08snYcoPcmmppd3JbpkQEq6w2HfmdvBq21yWTidcxJOic7cC4ZGm0rnXmuAKUbkF3UgjmyGe0TWZXl7ERRHfHNspFGJfWl0fYtv+8R//8cJKbRH+w6/kKk+K4Tlo5ot/5Ts52BGqvGY8OT6KiqoqXLh0GfX19Zgam0Bn91bcuNaPHTv7oOWcFDrzyEEyPyY+o6P3he+R/pu30NjYKBiNivJy3Lh5C71926Gp9uTICUjCzK8p5xrd0sWEeu/uMKIVYdwZGEWsMoCpyTQ6N7dgaGgIfX3bxeAvvw8Jr1AsyrBM3B25j3DIj+F798W3ZWayaGhuxt37I+jt6hIKpM565ePmpJ9pZDE8Oo6gCkxNT6O6ug6ZTAp+fwDT09Po6upa+HYL4eQsh4wU22pkbBx+mJiYnoNqWUiaJhoqK5HOZrFp0ybRT4rBkrhKxsLUDYyOj8PQ04jPJeAP+mAqfkSDPuGNua19k8gie24huNLwiCXwMzAxPo35ZELgev/+iPA9U1ZeBqgBNDc1QhOmzR+USknYkn78XpKJOBKJJGZmZ8WJmHQiiZraOswnkyiPlKGuvmZh5StwdPQZCY+xDKlkAqlUGmPj42LC53VTUxNGR0dFX6ysrHwoY0ZoAqZp4MrVq6itrcfM9BgsJYRsdg7NTZswfKcfrVs7EItEoTmYW4mHEzdnG8vnMh1j+exh8YYxFlwZDA8N4cRnp9Dd3Sm2OS5cuoJtXW24dP02dvb24tKVi3j6qQMYH78nOP/5pIl9Tz+FgZs3cO/eXRw6eGih4VhJKYZyVrzodU53Qw6o8XgcP//FL/DNb30zR2xy2KScmLocUoyiEMULTipioLAsXLx0UXSUvXv3LmQqCUdO7rl9NgmXnezMmbN46aUXF2DyohS4crCW+U6fPiMmwe7uLlbYhivOtNH0bq6YBSlO7j4vcsLkK3qoHRkZwYED+6FpvoV65GVb/paWCHMcPj1gxuPz+P3vf4eXXnxJYOkUEy4PaOlbJ00vXLggGIvdu3eLRIUmt6W5H7zLrzvrfe7cObz00ksLiUtpH2YiTNaddeT15OQkfve7j/Da628IRUWmKRWmhGvHFvpv3cLY+Bj2739KsI7st6XAlDhyK3O1QbZvsTgfrj0Oi+ET84k5/L///b/jqQMHhYXI3392Bgee2obj54axp7cedc3b0NdtG9MqBt/5fHJyDN/97nfR1dWNaCQEXziGU599it6ubdAiIWzd1IH29lYxJnA1L/MWwpGMxeToOH74zz/Elq1b7eOgagiGkcb0+ARq6+vx9MFDqK4oW1iRSniFYq60R4YG8W//8TZam5qFLkZVTS2uXLiIlvZWGKqKoweeQUVF+ZLJJx833kv4g/038e6HH6EiQj0SDdv7duHdd3+Fts2boad1fP3rf7jQH2SeYjGZlKvXruLUmQsIqjoQLMfs+D00tnZCT0zD8vnx6iuviK2WYjCcuFLH5eyZs7hyYwA+LYlMWhXtXV/dBEUxoKsmvvb667AlNPaypxBcyVgQv9OnT2KofwwZhabQg9izqwOfnr2AqlgUGcPCG1/7A/hzvqgKwRLjeo5+nDd+9fbPEAnHMDx8F1pAxVx8DpFIGQLhAFRDw6tfew1+h0Sg0CTNcoijoev4xU9/gsbGZvTfGRbbZqFwDHOJJMrLoghoPrz66quyOkvaWOIq2jaHXzadxKlTp3Fj4CZqy6oxmUygLBbB9Ng0GhvrkIGFr77wYo5RXrpslPCKxUvbqbBkJz/vhm2FUIDV0tKK5q+3iQ+Lykvdvb1iJdq7cw80S0F3b7dYSbW2NCCdSmJiKo6h4SHBHba1NaN/4BbKyioxPTOLvr4eQWxqhy8XFgYmK4tUKovRsQkYmSQyuo7XXn0VYxOTCGoWxidmsWPHdntiFVsOUh97OegA/QGMjY0J3ZFQKIJItAzXr11HZVUlZmZmsH379oWPdXlI9lsO3pl0CuPjY0LTPZ1OYMuWzRgYGAQ5WDJYO3fuFBOQ7PgPg8uVGXVbuCohvtFoDFu2bBGwQiE/xscnsX3HTmHC1zZMTGnJ8l2DeNJePsXUXK3znivIixcvobm5WTx/4oknbKbrYQguvLeQSiUwcv++aCu2XW/PNly9dhl1dY2YmJzGju19C74NFrIVuWBn5494yjaiRIX4njx5Eu3t7ZiamhJtVMhBXhGwYn+Vkg/WPZFIiPve3l7cuHED1dXVGB8fh6z7StuI9KP3T7Y7Vy6pdBY9PX0YFH2+QrTdjh07BEorhcnE169fF5K0aDAIrjJbW9tw7eYgaqsqBPMi8SxW18/7udy+4MAeDcdE329uaMQnn32GVCaNmspazOu3UVNRjYxemlOyiqpyMY7U1Nbi7IkT2HPkOXT1bIWaNRArr4ChZ+2tkxUQgeNbXX09Ojs6UFtXg+PHz2DHE0/gztA0aqsrESsrR5bWr9gnOcoVHbZsRp/Lm6amBrS1taO6sgpnz36KppYWVNfWIj4/h+qGRrGdvALUFpK0t7egsakeEb+KU2fPw8qqMEwDWctEKBAS3zD71sr6lyIYsoE79+BHFhev38a+3T3oH5hFTZmP4lDx7S0UvsyFGKMtCzue2I47IxPC4ung7VuorooinYqjLFouFF15WsaW5C6dGIuBfvLJfRgffg/QUhgeHMe9ewF85dWv4tzHv4dhZnkupyTJ3VNP7cfVK1cRCgZxb3QY5VWVMBQVQb9POGETS1LBOKigeq5t1aQwdhyXDjy9D8N37wtjbJReWKoP0/F5NDXVI5tIi74nFrqisxTtMEL2yPFrYHAQO3dvx/TQDMaSMwhHY5i6P4FYWRkm5ylloXZPcTiFMV3d0+Vnj9XBLJwr12FZLUF70aSKYDkMooQAACAASURBVCzMXF3ZXWj7HpaK459+glTGxL3xMaHQSS/J4UgZ4vFromE52UYi4cJlFXhKsKdOn8TdoXGY2XlkdAtdfdswdHcEAZrxNf3YtLUD5ZGgYxevAKC8RydPHsfs7KyY9Pz+IDZv2oQb164LPwCxcu7BbVvccsjLm38r6KIAp8+cwMT4JOYTHCgzaN+0BafPnEdTUwvCQb+YzKQd+HwYhe7ZiT/99DMxcVFSoyo+pJIpnDj5KRqb6uDzhbF5q71q08TX+/DOx8Hn5MkTYnIiTJ/Pj8nJacEEDd6+LSQimzdvRnl5eSGUij47fvwzjIzch6ErYisgnZlFWXkM/f23YZgqOjs7hK+IogDyXhDPEyc+w/x8HFNT06Dnx6NHj+LtX/4K9++OCDy3dnSgLBbLy1n8lqv806dPY2piHOMTEwhHIkLxmAxBXV3dAsxYNFocSN4b4vnJJ58KxmpuLo6AP4zJqXFEY2FEIvaqdOvWraKsh7dODrhlYmJiHNeuXkdTXSVSuoH5tA5NC+FKNiVWRqtpozzUN+SW9KFFh219O1FRWYm29s145bU3cOniRfzVd/4QN65ewd4dtrRipQiplg99fTsRDoWQTZvY3tElzFWXxcpw5do1tO1ot/f1xTHP4lA5ttCiJcP2HU8gEKBCpB8VFTFhM2Lr1k2iTzfUVq1gWBcjpNArMNUAdu16QiwiorEQ6hsaxLza2tqKeyMjqKRIv4RgwocneneIsammpgnbd+zA3bt3BQRKyCgtI51XEijBUS0VO7f3gcr3za2bRb0rKuoRi0aQSCYKerMuBFsM+bnN2D1P9IjFT1dntzjym0lTwTQgvN5SEiolzoXg8JlNPUDz2UqkO/Ztx9zcDJ7oCyMY9KEhWo4tW7aK8ephi1JnGcQxHI1iS2cHyiorsGffk5iZnRGLNNafi7VgbluF+WR/cMKQ18SRjECsqgEtgSjgD6G2tgb3uQXS0Ci255r6aPqeDKgtKZN582PRWpSAGBYaG5sQ9kWhNviwtbcTo6Nj2PnKy7h95w4OPvkUAjm/Jvkw1uN+w7ZCHo68JbY/aCSH3H9qZgynTp/FxHwKt25cw6a2NkRjFZidSSESDuDo80fAgfthH4LghqlmpGSRSWbx619/AEtP4/qNQfzN//FXeO83v4WVnEPW8uP5F15EuRDzrvQIloVUOoEPf/sukvMGBgaGwJUrJ3IyG9SLePHFFxc0uR9GA4GrZSCbjePD33yEVMLAzYFrOPr8MZy7dA3BcATV0bDQpi/o3KhIAVypzs7N4/hnJ5FMzuLWrX7U1zdhePgOtmxtQ6ysHgcOHUQsGoAmjuHZ9v+XG2OopJbOpvC7jz5CKp3C9es3sX//EbElwo+morIcT+/bK6QsROth7cQ0rH86mcS77/wahmHi5o0bqG+uA/dE5+NpxKIVeP7Ys4jFVj5hE26GbfTR+0gmMrhy5QaOPvscamvrcPHkWQTCYew/egiV5bEVDPo2gYUUJJXCxx+8h3hiHrdu30Z1bQN8akCIfrlHf+DQAUSiEfiEPQQ733L/CZOnpD4lQ53KYnBgEC2tTbh+47qYTEnTw4cPIRIOw8d9/2WAyT4PK4t/+/efora6AfOzs0hDRzqThl8Lgt4eKyvKcPDgwZKZv2WKfugr1lMwCUXiQgCceXhN6Q4nQW4XykBmj3BlP3PmKVYe0ywXJCymccIolEfCIk5ye4l48lrGhOGEuRyOLIPvmZdBwuS185mEKWGJxHn/5DvGhfBz1k3i58zjfO98zmJ476wf752BeDvzOGE50zGNExbfSbgydtKA74vBlc8lDBnn5+dz4uPESeaVsbMcSn4ZCEfiJGPCYJCxuFkBjpR88tt2tovMuxLcZFriK78HJ37OuuXj5szrTCfrLmOZjrF89rD4EWIsiDW9/dkd0cxQSWYO8UQS2ayOcDiEeDwhvBnOz8+jq6uTGR5oSCcRFq/ZaQ0YuinE/hS3W6aCtk3NGJuYElqzkzOz6OzqyWkgs4Ms5l7uikfKJifGMRen9zy/2P5gByQHyu2Hjo6OFXPu9jdpwjKzAs/EfBKW0DT2IZnJoqy8AtPj4+jp2bZimMSd+5eZTFbgxsmLdeM2AJWZOPFNTsfR1d0t9oXtdZdtWGi5erOtqIA7QffWyWTO9oiGLMXIFL1NTqK3h9tVy0JZ8pL1N7Ks+5hYtfAD8QV8mJ2dQWVlDWZm5oR+TqEBYgmgvBtDz2ByclwoXhmmglgshsqqarH3PTE5iY6uTvgD/mUn6zyQQpt7amwU7It0BqVqfmEHobqqSkhGurq7FhT/8vMWuueHykGG21WEaegG/AGf6PuhcBSUCnV2dQh9CzHgFAKy5BkZdR0nT52C3xdCVVUlstkUItEo5uYSgpngNlCPaKMSGmlJGaXfPGxAKgRxPfLkw2S5+c+K3W8UjhtVTn49S6GFzLtWXCWch8XOckpJK/M9LE/++7XSIh9esXuJnzMullY+d6aV1/JdsVimc8bF0srnpaSVeR4txsJZA+/ao4BHgS8dBeTAUywuVOFiaeXz1eSReWVMGPL6YfFqynuU8+TXtxRayLxrrZ+E87DYWU4paWW+h+XJf79WWuTDK3Yv8XPGxdLK58608lq+KxbLdM64WFr5vJS0Mo/HWDip5l17FPAo4FHAo4BHAY8Ca6LAytRr11SEl9mjgEcBjwIeBTwKeBR4XCjgMRaPS0t79fQo4FHAo4BHAY8CG0ABj7HYACJ7RXgU8CjgUcCjgEeBx4UCHmPxuLS0V0+PAh4FPAp4FPAosAEU8BiLDSCyV4RHAY8CHgU8CngUeFwo4DEWj0tLe/X0KOBRwKOARwGPAhtAgc+ZsVhqpc2ub6FnG0AJrwiPAh4FPAp4FPAo4FFgzRRYV8ZieRaBpmptc7VLa8FchZ4vTeXdeRTwKOBRwKOARwGPAo8eBdbVCZk0FExTzbTIxaCqirCzTlPPdCpE10LSTvmCC2+R0rYdL+2by/jRI6GHkUcBjwKlU4B+Pmi+n6OE/a3ThRTHh2VDbhwpyVb8sgC9lx4FPAq4TYF1ZSwkspZh4Cf/8mOEKyrxwleex89++hP4g1EkU1mE/BaaWjZhfGoSVjoJ3TChaj7hMS8ajSAUCiEUCmPv3r0CHP1ElOorQuJRLJZMj1vMi9vwJN5uwyU8t+oscZSxm7DdrrcTR167QYP1wlHi+uWLVa42BH9AXmFlbUCX43Qa9eWjhlcjjwJfJgpsCGORzWSEW2pT05DRs6iuqMLEbAKx8kpYyUls2roVdz8Zw+H9+/EvP/oJOoRDLAhHXucvnEd9XaNwFf7JJ58I51v79u17+Mpmha1kmrZXOHpLfOhqaQUwCU8GN+BJWBKuWzAlPHrn8/k0WcyaYwnXLTyJkK7bHiPdhsl6E1834BKO27R01p3XbuJpM+irnaEVRCIRwQysjCGwuxWd8927dw8z8Xn0dHfj7tCgcGcfK6/CzPSUcIwmnK11dgl33n6/H2Pjk6isKBfu5AM+DeGyKhi6jtaWJhuo99+jgEeBR44CG8JYaAEfUnoWsXAIAzdvYjaRRCQcRCY1B78viPJoGDUVZfjsxAk0tjRB1zPCBey2bb1IJtO4efOm8BT61L59+PFPfoJjx465Ski6OC8vL3cNJlev9FBJL5puBQ7K9JbqJsxMJgPC5SThVkgmk4L546TgVojH5xCJRF2VVBFmLFbmFopiq29+Pu4aTCkBoTda9/ume3iWQkAyM+fOnUPasNDV0YEzp89A1QBD0WCZFnQzDR98gpG8fPmy8OgaLa9EKBiEambh9ykYmUjgwMH9FHZAoS6Wsq5qYqVUz0vrUcCjQI4CG8JYqKqG1994fcGHfV9fn7iWrcBBdP/TT4lbXlN6wNUfw4EDB3Do0CFxzYHJzQlLAF2Hf6Ws4lZavNvbPyx3PfBcaX1KTfeo4+o2fm7Dk/ReL7gS/rKxZQKWgQAUTMzMwlRV+FQLhgn4ocKgvoWqoWdbF4aGb8MwDShmBpahCtf0R577Ct555x289+u3UV/zR3j77beFm/k/+ZM/cU2aQ8aYW7Buhfn5BMLhsGv4pdNpBMloPUwXZYUVyGayMC0LwWBghTmKJ5PSSuIYDoeKJyzhDWGyTdygocSPCzRusTOslY5u4kd8CM9N/AgzlUqLxd5qJNPEhzSKRmMlzRcbxFjYqwpOjmQcOLjlT5TyuWht0eCLaeUzL/Yo4FHgi02BvXv3YT6RhGLoOPD000gm4ohEyzFPqVQ0gngiCfh82Ld3n1Dtnp6ZQaysXEwuXFQ888wzuHPnjpDifPvb38b3vvc9lJWVlTToFaMgxyAGNyVZHJjdxI+DvJvSu0w6DdaazIobgRJQju1uSlaJlxs0ZPvyt5qJ8mG0cUuqKPsg68vgxkKA7eH3BzZ0Ub4hjIWzUYoRqtDzQs+csLxrjwIeBb44FFA1DY1N1I0ooNvR0CAqwrmdKpq1dQ1U00Rtvf1c1rKurg78ycBB061xgnDWuoKVeMmY8NzFz736ChzF8bxFvTCJ92pjtsejSkO2g2wLGa+2ns58btaXeLnZZ4in8jlsF24IY0Eu7Nb1qwhGytDc0oz+m9fh8weQMUwENRWNTc0Ym5hGOjEN3VAQDIWg61kx/pBzM3UdDQ2NYkCyKE5dh0Ac3epsNtfp3se6WN2lR3AXn6/uar3wJFw36clVn5vwSC23Ydq0XF07FMslYbpZd8Ji3R+9IHEiO8FD6PYfB4ECbMijh76HkUcBjwILFNgQxkJPp3Du7BkooSherq/DxQvnkNJNmKofmq6jvqkBE+PzaGuN4dqNewhHo8hmuU8XxOTEGPbs3IXa2gaMjd1HJpOCYeiucWHU5eDPMOyTBwuUWcOFDdM+JbAGMEuyEj9OCG7iKScZqc+ypMBV3pDxsyzVVTyJCuvtVpD1lTC5ylprcLvNJY6M3caTdZUi69XUmzhRD6p0Rnw5FsF+J4+SeuzEalrGy+NR4NGgwIYwFoY40uijTAaJuThULQBVz8KnUSXcwv4DT+GdX/8O42OTaGtpEXuwMHQcPnQI7733Lj7++GPU1jbi5o0b4AkOKreUPqgVJjgna56OIEyGtYq15GqQCkyrUZYpjCVX2CYI0y1RI/EkTNZ9rXV24pxMpsRenpt42vV+UC/HWW4p16y7pCXzuVF/wmQfWku9Zd8hPvLazb7JurqBJ6UIVKbzgkcBjwIeBQpRYEMYi0AwgJ6+PoQiMcEYdG/rRSAQQDabRcDnAxeMe3Y/gfv3BqhGhJbWFpiGjlAggMOHnsHQ0B3U1FSjufkIBgZvCA3VQpVZ7TNOsG4rGxEXKlm5FYgjB3Q38ST9fT6fq8dNuZ9HmO6e3rFK1kp+ON0tV2lpl+c+zPXpm+7j+XB6eyk8CngUeFwosK6MBXdNKeDkZNPZ1cW1obCcZz/lvrlNZlPJoqGxDo31VYDiF7urqsJVm476ujo01NfbR9Eel1bx6vnYUcCwTGQNBUbWRCTEbYYvIwnsD15+93YNWVELZs7Avz025PSoqHRmmUI6KZQ6hYVOWxeKFji94FHg0aPAoq6QjZvdl/lfhdxyNQGTekQZKAiIa4NdXTGhmIp9jwxUy++aZJ6licDogU/HXrQWeLFIXpHProXtyytXl/zqglvWCtaVsZD4K7SCA/7kcMA3NG9jK+XxDLtJPwE+P6hXJjRj+USxt0+YehFR96xELlLNu/IosIEUsABdMaBZGqADpmbi4uAkjl8eRSAdwZtfa0WQYrzPQZt7PalgSj0ZRRXbcNw2shVTuSPK710VNhVUy4ChWFAsFTTXYIghmbo7FswcTTTNVvBcT3w92B4FVkeB3Mxn2f5wYNlm6E1FF/pnnJIt08BU2sLJyyMYmZiBT9ORTvvw3FPtqAvR3otPMNVQ3JnvxMwrmIMUBxx7RlVoYI7XkuEpXluLA5VgIhR7XBJ1Y3oBNLcsYL018Whxvi4O08U3OYLnuCfbBZnNBYn/HFyg5RgqFaZiI+0OaV2shgfKo8BaKCA+A6on6rB8Gq7fS2CwP4HvHOvFOyfuYzquo6HCHbsCa0FzPfL+5sMPMTcbx6uvv47fvP8+4nMzKK+ux8TkJMpiUczH5/H0k7tx5uJlHD18EL96/11EY1VIz02jojwKLVKBoN+PfXt2QxGKwrauEJmURzFIXRk3cbOZMTmWrhHyUvHRGoHZ2dejzq4glgPiNn5L4dntwi1M3aJemA6VsVhYK2JOo1RCV4CffXgbz+5uwXNPNghZfloHfvTLO/jqMxWI8vQjF9YuBPYXmwHIwrICgrkxFUMs7fkNCdwesoihQr5CsYpGo3WEZi/8DcuAgCCqnRH1syzNIQhwoQLFQLBi77//Pu7du4+33vpP+Pj3H2Kg/w46Onpw/eY5vPTCa3jnNx/j4J5tGBgcRVrPIp2cQ7S8HNFIFMFAAPQPwmDrGhQrafXP3fxYFxty9fjk57Tr7e6xSxvP/JLWfr8ecN1sH9aQg4HbMCmFWxHM3JFprmB0U8HZS8P4yuEuhNUkdu+swGfHp/HaMdpxEEsEAZM4u6GwvB5tU0qPoe5UOBiCbhigcaaK8nLMJBKIRsuQTicQDYXh0wLCGeHbv/gPzOk6ApFqUE8rEvXj/JUraG1sQjqTwY9+9GOMjo4K099uKeDSyqObQcJzAz/ilUgkc75z3GEspOVNqSC9lrrLCZaw7IlsLdDsvIRJpWjGbtCQcNgmbsAihoXg0WNv1vDh3z+4jJbWRuzprkIIcVhCOkC33jriegCqpaK8DEjMJ6CqWULD/p2V+MVvRvD1r1Bab0FzYU+Uljc1zQ+fpiCj6vjksynMJJKoqYphZ189Ir6EvZwvUJakezAMzMT9CMZMzM4ZqCnTMBfPYjKRxUcfX8KOrnb09TQgmc6if2B84xgLdo6WFg4ICSQScXR0dOP2wAiefupJTE3PwhcIIxYLI5HJIFZRAR9MVERjuHb9Buob6pFIzOOnP/0PDA8PCwXQtXfZRQiJRGLxxqUr+gpho7gZ+EG4CZPOnLK6Lo4euoUnTzHwKKI8ZeMGXNZbOiJzAx5hyAHfLXiEw360EsZXAbl8HxQ1g2Q2hExChT+TwKyVQQgRjM1PY2y6DGHNEDDdxFHWfS39iIPy6q0/qphLzGGwvx+qz4fp2TlEyiowMz1tW95MJVFVX4vKijK0dm/ByfPnoFlZpFNp9G0/jPkkcOP6DSQTCXz722/hn77/fVesMpIuZLpYt1LNFy/XPqSzW1YUbfxU4e3ZLQkNmTue2nPrlA/7P3FzS8nc7TaRjDXbmMENZp1wpLXWrGXCpxs41z+HzR2NqNbCeOfjEbxxrBVRRYGlUU6v48rVOezqqUFVjFseNKdub+11t2YxOlWHM7cSeGZXDKoZhAUNMykTp66O40BfJSIByvA1ZhGSDrHhIvSRaPuF/Ikh+DpLsWAofty+n4WqKdjUHsKF8+OorIng2aNbcGdoFr8/OYLXn2+DkDGo3H4UVAF0S+ySGIohJC4TUyl8euYO4noGNVW1mLo3BysWQGZeB4LNuDmawdjkAMorQpi8b20MY0FUaZv9/v0RDA/dhU8L4fbtQTS3teHihet49bWvYeT+fdTWt6Gi/C6SiTmkMmkc3rULWd3AlatXEI/PgyZ8/8f/+B+uOmUibgz8+N3qZHIAcOvjIn5uf7CEyVMh/LnthIyMBU/9uBXcHuyJ13rBlAPMYt1t/xgW/EL0aFJBy+J2H0WlIdwYmEX31gpUxKKwlAgipoInt9fh1tA89u2oAPUNIrEy11ZYcqB+EM9FjNftSlFx9NlnbR0qVUVHx1YxCbE82b9tHSvg4IH98Gkq2rd2LqBD3J859Iz48eQRA79Zt75bCUfGCwWv4YL9zC14Eo6M14DWYtYC7hUWX67uinV2K8i6ynitcAnHzTYhPs76aqaJFFScvzyLr7/eAr9loqYuiJ+/O4TXXmpE2AjC8vlwa2gWrxylFdoAO7GolrDdoqjY2RnCx2cmceW6jrIKHz46fR/hkI62phg+PTeO5/c1g0yDKrYvFKiCGcjCMhVkLAunL00gm1WwZVM1Ll3tR9IwEIiU4aMzI6iuCOGrR1sQtgx0tIUxOBTBzbvz6GoNQrMCyFoGPjkzjdlMBof31sPKAu9+MoJn9tTBUhSEAlGk57NorPOjoaMS9/snYPgVJDM+hNQwEolpxMrCG8dYHDlyZEGkuzU3WJCzNc39gqjPHnlGDC7PHDq45EM8eOggDhzYD5oDXs/gVscljm7CWs86rxfsL0r9NwZPqnvTDDPXFVpuRcBtGEM41hoanMfhA61Cf0rsdyoqutur8M8/vYZtnTVQyJBwGcF90ofsg66kPTemzoUx4fcuV9pkEiRzwNTyOc+NMWiq7R1Xs5dQj/03VZii3tNHjQLUV/j47Cj27q1GxNJg+ICWag3beqvx699N4vVDtZjL2N9BxMc+7mTC2PcV+E0Lxw404yfv3kMoPI/Xn6tDWSAgTkv+0y/7YXAb15cVp0YsetQxDaGzcXV4DpcuTKK3pw6RmA+Xbo6hc0s1mqoC8KsmjF11UHwpBIQXngx8VhBHDtXgn//lHspea8LsdBLnT06jszOG9k3lePtXowK95w/Xo6Yc+OrzW3JMEE+v0DGghc66MlvfQs0AFqUrNUKR0x3tkIe0LgczDiKMOaA4Bzdey3u+yw+F8uSn8e49Cjy6FGCfpqoTTzxkc0pcxFYR1mezCR9iQQ4u1LamkpeBsE/D889twTvv3cfR58rESSlxbsoFxuJRoZP85h/ER44BtoZJ8XQP5vSeeBTYeApYsBxb3pNpE+OjCRzdWyVOdfhMPww1i+3tMaTn5/H9dwbR1lSDzrZwjqWwmQmBt3CFYEJXs4iYUbz5Qj0Uyy+kEyY4cWvo2lKGC7dnsGdTOQyN2xQqDFXH3UngyuU5vPpyO8Li9KUfm6tDgGIIY4CKEkRIpfQ0AihZGPQnrFiImDqePViNE78bQENdJV44VoOqELdZfGh+tUaUyW0SWzWa+Tl/82hs7oSnap/WAkKgzpgmJLM8x7UBgYODHCBkLIt13st0zpjpnGlkPi/2KPBFoAAVubiHnbTSePvDUZy/NQdd0ZG1VHz22RQ6ugLQyFCL+ZQfNLdJLDRV+tDeGsSZC1PQhYb4+krsHh1ackiyhyXnWu7Rwc/D5HGmAE0k0L4St+4uXJ9DKpsW3mx0M4u0oeODD2/huSOt8AkBo2bbplA0aKqKvX2N+OrhTRi7PYqtm6pyWyiLvVxIH4SuhAbFp0BTAiLm5+BTKWcAejqrcPnGMLIWz2ErsMwU6BD4/d/dxKvHWhBR/cLgpKJaUH0KVM0vJJ1kBMQpUwJRVGgKF/oaFDWAza0x/MGLXTi4uw7VkTBUNQCFHlGVMPwsV2xtKaDZCEWlUin1w+yxSoxX4ppzfM7+Do0kbkQnoSTi9kC/sLxZW1+L4duD8AeCSOsGApqG+vo6TE7OQNeTMHQTPn9Q+Aohd0SXyfQNUltbn9M0tleAYoXnIvL5kpTVgl6UusiV12ohLc3Hjux2kLjyY+HMJgy4iEkst4JeRYGEKX9uMIQSR8ZuwHNWyU2Yi3iSEbYNPlH+YEsrFLz323HUVUVw/vo9hCvbkZqZRDZtYVtnnVCOEk0gxhh7M4B7szufqMBPfzWJ0QkdLTWcb23mwrYAszovl4t4uk9PJ229a48CX0YKUPWSVpVm0gY+OD2Ek1ciePFgFSKmgev3M4jVRVBNoQB8YveS8780jEWjj9VhC2+80g2fLyMMYdl2JGxKCVULMiG8sHlrUZqWk1Qqio6wCjTXVuFHHw6gr6MKkzMpDAwm8OLhLQj5OLkTVr5+mz2eL073jkWKWMgstpSdPze7Clh8t3CxmHDJle3Zxx7v7PQbwlhkM2kc//T38IXL8Mprr+Lkic+Q1i3oiib2k1paGzA2GoeJWbFvZGhBmOkEIkEfphIZ7OjtRmVlDdJpOiDLunpCgBM2f24697JhuuuEjBMC4a7FedSSvsCbHEzT4IrZFMo5drcw1rCfbzMW7tLTdr72AP5reMBTJm479+IJAEoneOqDkgrxPVoGPjs7hapqH/b2VKCrqwz/9It+VAQy+MbL2+BHBtShJluHHO8oPfgGTBMHdtfhw4+v4w9f74Xv/2fvvbrkOLJz0S9t2a5q77vRDe8IDxIADegA+uEMZzjSHB3du7T0or+gd+lBr/csLT3rztHMXXMkzlBDztCC5NCAnoQjLOFNo313+Up31xdR2V3tu7oTTZCsxGpkVpqdO3ZERuzYsfe3vQxcJYKQZcFRtJITWqkHWqQs/LbJ9uQrGYt8dMptvlVxysnqj6oEfugS8FzklQKOfjGE5x/qhG7q+ONfLiNeU4uk5uKx+5ugi3F49u9SUUOgt4Ti6aXw08ULzFNM0VM8uL0dozkHx84NoK0uhoeeagVUy/cBXTzBO3jniigW7MAZeeCoGtLjKYTCUVjZvIhZdwoF7N+3H3/+0zvwNBOKww6T2p6Be/ftx3sfHcUnn3yK1rZOHP3wKPr6+pDPBxtrztDIYBOGBRsrzfrnoOWHcJZ7IS+nbViWLaxBVCrg6sIZRyqnXD9bmsWFMdP0p5GOegtpuovjPuhy862MtWedU65ByJN0GMKqKDK7q+rR1GijAA+nrozgrw63IFUch+6p+NlDTYBqwskXkSPaDKF9/akCmaPCpzrQiiFEUcDGDS146U9XEQ2ryGRSePrhdQhpaWF6XEpv4ofaLr3cDDeNTuV5cVVZvasqgbtUAuzvFu6vOAGwCjqG0haamwwYio5fPNyNWNSEpltygiDGL+mLMD1Lr/zM2bvqcDwbegWLBvSzoh8DEanroioObmsUSxOeZ0NVpjuCfrdiXhHFIhQKoWtVjwibGx0ZRldXLwxTh21bjA0LagAAIABJREFUIiyRner2HfcgnRkUEMcIReEU84jFoth37724cvkikokkfvbCT/HrX49MxAwHJToOCkGH33Fg/T6EmxasnIiLJ4SsplkCRnk5iG+apt+BJGQIFFvAbzfB1zkxEJj1U4PC7LGKg+FBF13tdUhEknA0ovDpSESlRUhRLHpBifw40zs1Bxa0iAZ33MaWjVHouom6ZAQXrgADaQsbOhiCuvTPN+iy+zKdb+86Fs6cP4vhkSzu27MN58+fRyqdR31dLQYHB1GbTGJ8PIUdO3fg3Lfnobg2hkfGUVdfh3y2gJCpIVlbLyyWq9esXsQwMB831WtVCZQkIHycCnAFjDYDDOySPwHVAuGpCEu1oBcNWJqNz08N4L4tDTA5mCsKDM1FyOTALiOZBNXyicIsgqYKo1eKrEkrJfErRHwpl0ukVURg4txlX8PSe6ZZhDX9lK8D0uS6ZesWASXqKcT/V0ROAIbXUf6E9WjvaIOn1ENxNbFEQoAsuC5aojG0tTQDy+hEp/NV/T0pAYKv3B6zcel8H/btbQOb7sJ6++Tz1aPpEuD6pQJPcWCpHo6fuYFdW9vgKDZ0WiJokFCZYMiU+QDE4zMlzjwijlqEoxqIKXnc0xsXcPexWCfe//w61neumv7iu/+3Aly7chWeQ0e3nbh88ToME7g5MAjdMHC7vx+mYeLc2bM4fe4sdu/Yhr7b5zE+nhZtUlOK+OyLYzhw4IAoKy1ZtIZyeWeKxWeJkpC05JJjEPTIBict5I/bcmn6y6Hkk1gxQWykGbwM/UiB5XMoyxxMnZAWt+l1wrwdxJaxPQ+XBjI4dmoUzz7cgIgbgaXxW9Wg2h6KSgZfnXMwOuBg/46QUEBoWSddn/ZySuzTmM7f7DQnLcrsPUrQWLPeyqVVz11anZAntttK2+4dVSz87lLVuIZMhFKCesiyC13Ld0opiYMx+wQip5ZIQfBegoComtTMpBIYzAc1aw38CE9SmgO3C3jtsxx27LEQB0OUfJXwRyiQZRZZOlbSO9qCa4cwmvLQXB8RmQJIWrbkiJjpzPsqtnsvBBUpqF6cwA703EB9VEE6B+QsD3HT71z8L83fz0v5O7vIb5rIrFYhh8H+AWGxtKwiXC2MLJem4CJdyGDjxo24cuMavv76K8RiCVgFG45t4dlnn8Abb/0Fr776Khob6vHOu+9heHhYoPJOt/gsrZCeWCLzMTWWRmPqU1x2CpIelxo58ARFkwB5vq/VVM6X9otKFOs4mPqQPEzCjQfTvqmQTpWfCwsK3jxyBXVN9Sh4KgZH82gyVBRDBSiOIsI+Pzk+BBcGDj4Yg0VodVoc1CzyeWsavaXJzn9qkr9g+mHKj4qozrqueJM8xGKxipSLO6pY+GWg1kPHS5rJDcMQvgIMv3HLPP2pVVGJoPZoqx50ZjikpkVPV9cVz/n0qvsgJeBhdDyD7ZtjuHzNxpYumQguyDf8uGgRWVOFq2q41W9hVUdtyV+lvFMsP55bOhOzBBGCRqVEZkvsatFw40YaG3pr5n74LrzC7KUPHjyIfM5COKThwYMHYNseuFTKAZiw0uwEFVXBgfvvRyGdFnmDkjVJsfxBD/qDDz2ArVs2o66+Hr/4xQv47W9+I5byysG2llp09lMctCvtROd7HwfaIOnxXfRvmTowzsfB/NcI6c2hg3Ww3I3yo/WDvAW1DCzrxA1sqdqnxzqh8iMiuBwbxy6OobmnAfs3N+LbawX03y6ga0sYYYI+uS4yRQ9DaRc/e6xBDNJckhBO2ojBtVOB1TH5o/2B8uPxRB+wjMphffD7CBINeSF2VkaxcGz84b9+h2iiHs88/Qxe/sNL0IwQ8kUbIY3xsSocuwjHU6ATAteMws5nUFcThWdEUZeswd69e0VZfLPiQgWr9HpQlcj3+o2jUh4Wvl+a3IJobBN8ekAqp+LAtga899ktbGiPQFVc+CFOC/M09Q6W3f8Lik929kHWDzn2afI4CD7Jn6ApnLFcMIT31NkBHNjTtOTFJdLk5u/ZkTnQsH1DC458dBPremqEdU9a8mhuX1hh8WkJwiv8H2PqaxN1QGLmixOJqSfrE7UA/6ZtoVBkCqQ/6y4IpYKvIS06tAbRHny273Z6ci1atjOf56XupfyIKrlwO1zsO/w6Wez9C91HehPcebSsqCi6Kk6dGcHPnloDpuHobTfxxw9GsXNLHUA7oargoy9GcN+eFhgKkXCl3ZFhp6QVZB2Xt73y44XKNd91UeYFfD7me34p11ZEsbCsAprq62DrEeStIpqbmjCayqKuoRZuPgNdV2GYCdweGMGtvj5s2LINXlhHV3srPj9xBoVcBqlUCu+//76ICkmnU0sp65zPMHlUkB8DBxg/kmHOl1Z4wafJfVC8iqgQl9nqiogrRViKjeGhAsJxIqj5H09ljBYKRTFjoektKD6XH8UwtQyUoU+TV4Lik3XuKTp0L4+cYmJw1IHm5ZBOswOrbCOP3Hw+2S9oHlBUCcXrYThnY2QkC1Onhzm9wnm/RO+c703BtCMZFRLUrHk+fqvXqhIIWgLiy1JyIvmX62n4+twQ1q+rR0RlmLgGQ9fkRBe2iPpIWy5up4t4vNaEy+8waIZ+gPRWRLEww1G4qo5YNIKL5y8IrPO62iQKloNQIiEcT5hps621GW0tTSIviOUZWL1uA/KOggvnz4l1wCeeeEKsqQbt0U5Mg6AyGvozQg5WQfIp8SuCzbzItdC8ZUPRc4gmFezZ1IQz1zK4f28SmqvD5dKUYoGwtBPOMQt8BKqanYgKCULjpjw5GNI0GNRA5tdREFknuZznKbaQCpfz4rEQXM9EPuuirgFIxqJQiH43OU9aQILyss8jf/l80kRKgzWRee/pLeDqYBE7VtcKaF+dzp4izfL8CqFPN8ike4sqUPWmqgTuFglozP7JpQYX14cyOH8hhxefbRbh24zkUl0d9YkQBseApriLT78exO7ttWKyxWyfvqfU3VKcu5GPFVEsVFXDoSeeFiZdLmVs3rxJrFP5nRzPlQ8aHJB4jed379qJXTt3CNnxnvL7ghIoaQYxCJKfSToTBrdA2JTlDtZMK+QsTO0ZKGhHb6eNU9/0YWCsFi01dEDMA25Y4CzMRHObvVik6f/NfkdlZ0mLShr3QW1B0mSEE02icqNpVIMDG+fPD2PDusZSNFPlvJeXd/KY1CVg38ZV9Tjy+S1sX5ucUFoWI6Igyx5UfVTpVCVwZyUgrXlcWRSwMa4uFhXPXc7j+PmbeO6ZXpgeLX/052O2UBtrV9fj3JV+WK1JDAyP4qHdDXBVYktW7RWLqav5pzeLobCIe3wFQnZqUjnwz/Fxf2CnIsF76ABUvk12rOVnq8fLlQDrIJsHYuGQMEiYnoZDD63BW+9cQx4WVNeEyC5ZyjS53Pf9IJ/3bIGySQcv+kBwU1QXN/py6G4xAFdaM4IsO8PX43EVTtFBwWXAsAowhHWJy1dB8lalVZXAXScBKg38TpUCbM9Gxs7j1bdv4MbAGJ5/bB1qmV9DZ1IuTmKYC0NDR4OG02dSOHqsDz97dB10VRd95GKU97uu/N8BQ/5U646+mgOYrxxwX65UlL+Y6/K85sdoU+Hgbyoc/rny+6vHy5dAJuciHA4BSh6aF0UybGP39ia8e/Q6Htu/CiGa+oX39PLf9UOkYBFp02GbdQU+hae4yBcYFRJCCAw+DWpNVvpc+Esq9GZvaNBwY6iAtY1ReEwQRAFXbhxZ8WqZ/v37fQMZ8a/55wTGAPsMUTC/cJP9yYozX33h904C7MGIUXH1locLF6+hb8jAQ/ub0NkYhiZSGUgnTL9gvN9UTezfXo8Naxph6v78m+3Pb4P+3dX9bBJYGcXCdfHlV18IPPX169fjq6++RCgUBp0H6SjDdWrGUzMUtVAsIhqJIJfPwwyZSMRrhAVj1apVU5ZPZivMcs6xQ/M7s+XQ4bOyc/QHguVSm/p8MHwyyoKfiIexdAq1tSaY+o6gTvxs1q+qwa3hDL48O4S9G2tLvs9sKtKkOJUjUeLSqTvz0dGPkW/2QWCYpktkAuSywMTRTK4WOjNVlnyJSElYKqUfZeGXSXIw0bF4dJkEbo66eOu14/jVL7bCc0PCQjE4aKG5TUJ6KwqXkgLYBG/kQZpiCWO2aX0zPvl6EGsao3ChCefOu7nfo7z5x4kCN7m8hxkWSt7DTUxCSnt4lLZsCFQy2FdUt6oEFiMBtqYr/Xl8fbIfj+xvg6LmUBeNCGRcRiISKnuKszqVdNfCPRvjIkEglfiqX8ViJD15z4ooFraVx8DNq7ipDqC7txcDfbeQJqiIGYZXyMI0deGwef3mbaiGIZw46VhIK8Xw0BB2btsuOqMzZ85gfHw80ERc7OT458dfT4pm6UeS5mQHunRKk0/SeTMQPgloCgKlqLC9IkbHCmjvrIPHsCqXoVR0XnJw3/Y6/PndazAVHbVxU5gRO5rDMBTex8gU8sb/Ssm2xABAC5NMlMZBwR84JktR+ZHrSmRFOveKVL0cmOAKR0UCKrmeApfvWqSNkjLkRoddytTnk+fZfShqQZRBcQ0QJZYLHP6miV9Uarhc56EvbePtj25g8+41ePODS9i3qxmqa+HClRFs3tQkEpLpTEymUmn1qSxuL/ghLoBtC6Xb59PPVEY5J5g7JFVAzrGh0x9NcTGZwXD290iURW/J35AvP36b5KmSjQrDG2+8jrGxcbzwws/x51dfQTqTRk1dI8aGRxCLR5HLZLBj+3ac+OY0IvEapMeGEDFrkSsMI5msgSqgzeuxe88e8WpfWamUl9n4lkqPVGpmu76Uc3Q8Jt0g+PPfHyi9khLn0w5i70c0BUGLNJZCT9Si50BxVRRcBx99cRXPPbEJtZ6KbE4CRXERUZ8tGJz1BUMkxJRNXPYZc5VnKfzNRav8fFD1TDr8W8ltRRQL5nDPFSzokTAG+/uRKxblIJmnc6ADjnOKbSMSDouYYatQgFUs4tEnn8S7R97Bhx9+iIYGCUzCD5TWjSAGLQqaHSXpUZEh7eXS9QcE0uRfUBsHBJ/P5SwL0RdADI2ei6JjI5WyEQkBxQLzVxB/zgEcBapu4fF9XTh1YRx5V4WVI5zyRdy/fw3iMUDXiFDvQnFpRqRyQQdYB8WiJZJ7sSEvh09fbiy3LWRZhEakO08VyKAe8kzdNeFM5fjWSv/BOfb+wOjLk7eRT2E1U1wYTgFwQigSqK3IXDYMmwUcl2qUCkNjTgENGdfAu+9exXOP9MCIZ5AZiODk2SxGUqOI6QZqTQ1eASgqBalUTMS+z8HYtNN+O7JFvbNtTnVclteBjqYoTl8cw+aOKCzDARWZ+Ta/3GxLlbZ1X3Z8bql1S0tDfbIWNkHvNA3trc0YL3hobGlFPpdGY0MTujq7ce7SZai6hrr6GNxCGKFoLVqaW3H89ElkchY25PL4/e9fwsjAgAhFr7Qss8mI5WN4rww/rkxpmo0ez/nhwsHQ9JDJZAPN7sx+VlqMg0DL5GQq6FD7SXqV1DEVb4aGUrF477Pb2LWpC1p2HGlXR8ZKwyvl2ZiwQM5VgQue90C4Am6V8Dc7WSk/v81QlkHQJForv1eOcZVvsj+pNGpyRRQLwzRx34EHEY5ExUexb99+gcLpOPSdUCSwUEmj4sdNhDB2fGHDxMGHHsTt2/1oaWlBV1cXPvvsM4HQV7mA5n6C7yKaXZAbyxEEmp3PE+nxb9l8ejIBlhC3q6Bo66ir0RCmaZkmQM9BQXFgeiYiIQ33bzfhMkenF8PIulp88kUfUkUbbraA559Zj2iIHxQVKIncRx4JWBSUqZp8uo4NM8wZMjH9uQjATt9Efx4wnCLqa5j4a5GaRUmgjmNPk6WHCK0YShg3xrN47+hNxBJhWFRsPAtQo1DdAn756GqoSOPrLwexd083Gut0KF49DtwLvHXkGnbu6kJnkwamPFcQkjnGljFG0aoSjRIlcOom1EPbwc57GvDG+/3YsaFeWG0W8ypagYhy+V1shmEinU/j0sXLiMTiyGczqEnUYmxsFImaGqTTORiRMFoaGwRabyrlIRrTkS94WLd2LYiTcuHby1BcB//X3/wNfvMf/yHCcYOwCPizuiDDxPk9BBnay4EmHI4EMODI2g8SeZMUWV7yGBTypt9GK64TzxYLHEXYyFkmNvfEoXjsORQg6wQKBUAFYDrAm8/3UvY+VAHbYxDtmlGZP0jkTWqFbR2dcAn3yp7PzxGiAJxgTXSGTEomHDbl+ipnV8lkrfhbSgV9N89I/wXpFfDdcDDvWylzuYAhXArylokwYdOF57TUTkOOKjR6l8BLtAkw5NRz0BBT8NTBDuaGw2sf9yOTzyAaC1Yhm413thHHM3D9VgbMvdTRZCI15uK3b53Huu4onrqvZ7EwG5PkS4ps+cdbVFwcvzCKq9dyeP7QasQMzhi4AOLCdhUc/eoGTl4exeq2OAYGXDy4Myzar6o4CKnAQwdiqIlQASnCFQh9WZHvw/eLmHz58o+oRrmqikjIQyxi4eqQhd56s1L9avmMVEhBJhAj2q4Cb90afuhCIXLEMECvH1qHHBFmTjO0p2gygZJY5lGwe/ce7N5zL/SJ/EHBhSJLi+VEb1RhyWa/PehQab4liMFmglsh5PmtXBP3LvJAWmcWefMduU36YNEXK5dSEKuRoIL85GUawGBDRu9UeYOqZ9IJitZiq2tFLBY+M9Rk5ZoVP142ZnYq0tmRsyitBAVLIbDDFz89t2RmD/aD93la7p4auuJxCSEET2Wz9cCsrbaSh+vR+YeT6buHd495LAikxHU3V0XOycNQNdHBSy6Zllf8pDugVEEI+TgRzMjstEBjrYHBcRvNMRWWq8Hgw1OKSQWLWT6l+U3xTIHLP+2mGeLnIK5wkYMpjEVaYQ+eamE84+L1T/vRVuvgkxMa0lkXf314Hd765Bbocurn0RAmAi7nKAt0HqV1RzGgCbOIhqG0h4sXBvHc02sRFrMbJhnyoHrE2lewf2cn/vefLuHbWxbu3dgkoM+Z34bLFBznNJg0+kBRQiUXSyZ0myKUGeVd+gnZWTCnzv4dHXjz4wtof3Q9Qi5lLuuLcoRiLv0VAT/J759/soP3JpILsi/gWjc30YxoOZsQmyL8r6RyVirXxLWAGayS+4FIQGbPZg9wrT+Nzmbm1GGj4ZSKbai63WkJrIhi4ZsY/d6Cvzkgc6OFgpvscKTpx+HakkAnFv+J5ZOg8gGIlwX6H7tvD7lCAfFIARoSwlwfsjhzVeBo9AQwZnMRCpSLxRKTfTL/9+B69BmgrKf11BM//QPu/WM5VtYnTNwaHofXnpTV6kNKlxgRa5ychdpyYHM0Kl9UAOZvckJF8Bj+yvbBpQ8FdjGKV49exs8f6ka0ToE1CmhhIGYo0NyidEwiIh5nJJzhikiR+SVCx0yWSXc0OBoXe4p458MrePKBNQhRqVGzgMeIjpKWxcUXDdi/oxEffDSM7v0JgVcxAY4lm+q0mYFs2/NzsvSrilIQUSKxiIqooeNKXx69HSZ04YeSguPV3JVwPmxucjnLL/tk2+KZ8tnVtCv+A9V9VQLzSsArWcMv9Q/iga294l4/x4eM8pj38erFZUpg/l5+mcT9xz3Xxv/5/36LmvomPHH4Cbz0X7+DYUaQzRcR0jWoOgePIhJ1tThx4jTW9PaiWMwjHo+KsNSamgR2794t1okmlBSfeEB70i3v0BZP1sHp83kcOzOOXz7fCp3OdmoRZ0c8OOO3UK8m0dNhlo/Liyc9484gtG06XXLwdVGwFCSipWiIGe+a+wRnnI11IZy6TOuCRBiQoZpyGKAsGQ7q0p9DADfJGYROpWLqSDHtJXSoKAoMf2HdYoy5reDjs/3YsbEZzQyLpSUoGYKi5WA7YTS01uLqLQur26mSSO9ncjWfkUjwpxLYiutwNmzFwUefjmHd2iYkahQoDvkPw2UytjLfDQ6GGzriWPWzWMmaU5gojqBFdW3J7WiqKHx6U89O/hKswxTSpywePtCFt9+/idRoEts3JaF6MWHpAaaGZS5Ed/IN1aOqBL6vEmCf5IqJRjZrIBaZt9P5vhbyruZ7RRQLeh431tfC1iVORVNTE0bG0qhraICVTUM3VMRjMbR3dSNZ24hiLodMJoX29lacOHES6XQGmUwGR44cwY0bNxB0EjLS9rdK18tysPHViSHUNSVw5kwW3R0qvj45jMGRKGqbQ/jy2xv42eEOmLpEYKyUvs8XHYToLSw9hZf+odCSoHkabLWAW/0GIqaBdCrlG5P8182756CmOgrGxhQRLsglD24sm++BLCItwOQ9OrKZPHpbDWgoRUjMQZ10B3MaPv74lIg+qQ3ZGEyp6L+dxoHNjRjLj0K3Q7D1FExHQ0EpoKMxhG/O30BdTQvCcEToqcscoHNEYVB+3ArZIhRnDJai4cvjQ/BgYG1rDXK5EXhORC7biEyIk8qc5zFJET8ZF2nbARiei7RMvRxQ/fii8fn0Pc55vrztiDoQS02uUGaoKB64L4nPPrbwuXUbG9dFodNXRslPqVvSZbK0pbQjnyfyQYdSKn/VrSqBu1ECKi2dCi3jprA03o08/pB5WlCx8Gdg5Xsely9dlM+C/GvlQjNDYRQdF5GIgW+//VYMPvF4DEXbRjhCD2eC5NgYGxnCnj334sMPPhSPr127HtlsHhcuXBBx9z/96U/x61//OlCPXr6IHebivXoFioLIgqd5KoZGCmhtyeCB/XX44yvXYYVqYdkGnnogJBwbP4srApxl53ouGTBRFLEGFsYbKJef5FF6W8disXksKxwES0oHAYWEjwI1d38AIOQ0l0BIMYyL129i+9pm1NRU7oBpuQ6i4Yzw7KefgUq4KM8QmWp1TRdRP3nHwadH+uCoBTQ3dqGtluiQmgwDE4sMtDGQJRnxcu5WHp8f68PuvWvwl6NX8ewz6/HBBxfw2L29SNSEwbBlxQsJeF4mCopoHmJhG1+ecBGPRwTSJf0LpuBdCnGULBmKDeJTUDEYShs4f2Uct25l0VAXx317ahAGLSIEm+KyTfmqv6wNKV2x3iJwP7juX76KxAG3Yu91SXre/2dvm+RGrhkzIyNXojxlHI8+nMR/vnYNG7a2IuYoUEyuO7Depc+J/D7vDJ/zFmKei1R2HWl7mUUhlFKf+bhoOTNPV8/8cCRAiyX7M/oNCYA0RoTRmqjAoe8d0w7wm6X/V5mJklfYp+dcD6aeK0tz/sMRzd1eknkVC3ZCL730En7zm99MKcdjjz2GDRs24H/9P/9LeHfzIsMgn332Wbz44oszZzKKiiefeV7QoG/F1i2bp9DzQ5R8v4uHHnpQ0ODvffv24d577xVxuFyqWNpyxZTXLeMHe282a+IpMJzJxYmTN7Brezviqo5du+rwyfEbePGJTXDyKWiqh3tWJ/CHt65g2zqud9Ozz4Hqcb80NhZVfhFSagF8j1hv51o8N5rOmY3Txe1xF7lsHg2JeZtA6blZdoqCkJ4XjpumRuWFdPhOfvRE8QSOfjKKnffUoKm1HUeOXMYzj/ciFs5BcaMidJTLJfSjoDCIa/DpiVv4qyd6oWsOwjs78JuXLmDT+hhqaqSyoHpySUmhwkTXB3qv6DpMIwKGLnsCepfdCgdTqQCUfIRFAUiFYi84Ht79+DJ2bmvFA/fVi3Bbnc6apc5Jm7Z84JdeVplwEBAKkn/+u9mTG6ksCOVGOEEnYCg27tmSxFenbuPglgYib0BhfQip0N9nAafWFS9MaQlyVj2BbcNXiiVj/m2yJv1fK8509YUrIAHZP3C5kg7ysh2I/ksl1o6OvmEPbQ3yW/e/bZ8tTuIGRvJoaqDjpmz9/rXq/s5LYN5RhYMYrQUvv/wy/v7v/x7hsIQnrqurw7Vr1/DKq6+I85xRHTt2DH/7t3+LtrY2PPzww1M49wfDcmtG+TmazRlaOt20KtbZFUUoFXzWf2YK8RX9Qc2ZY5YHR7EwZkWQGvdQn9TFuvyargh6OjbBgIOc4IvhgA7qa0z0j9poq9fBAWx6ZxlYEYSpniMIFR+xMABNjIZmaRYvFSMqHO8d68fBXZ3QhJNk5RzwMzdMFfm8ByPOZQEd0HLwlJD4jK/dzCNTLGB9T6PI93lgbxtef78Pzx9qhFGaQNO6wGgODyZG0i4aogmYjBzwNHR3Ao/va0NnuwEnkxdLFbNFerBNtNSpGByxRBiqptB3whThsfS6kKHNROe0oHlUrFx8c30cXe0xbOutKYs4+gF0PrQk0g+kO4Hjrw9jZGMT6nQmk6MywbqnYvbdDcacKLCfGB0bw/0PPoSTX3+JdGoMNfWNGB4cRCKZRCadRm2iFkPDQ6itS2JsLAX6WBHvIhYLw4wmRGPdvHGDUPJJk3/T+47KW7QfnSatW0H1NZw5B9l3BU1PdGhLEdYsz7Ccsj6W38aYI4b+VVBZvzYyroeRVBFNCROao+OdT2/gdF8Wz+7rRFeLOdUXik0dHm70jaC7uV5YRP2+Q/Io64RFCKKeg6wT8udvQbUb0imn69O/k/t5FQu+mIInYNU//dM/obGxcYLBf//3fxcD/j/+4z+iu7sbN2/eRE9PD44fPz5DsfAFRFp+Af0931F+PFthF7o+2zN36hyrnab9nGXgyDtXsOueVhjUprUcdEShabawaCiKIQZ4zhV5z2fHLuPJg6vFjLHcfB4on44OV7HhKBmMZ0x8dPQiWltrsHl9K8IhG5pLhEkNfeNFGLaN+qQB1/atGZVxwgjUmkQMwyM51MT9gSsOeEXkHRsffnIJP31mDXT2DYqKzlYD31zM4/L1ItZ2miWwGkqTKYxdXLk+ht7OCGzVhubRJqRjfSezg3pIleJJ5jLz9HYkcPpcP1obu6B6lAFxL+h26Yr3C02HGU88DzkoOPfNKB65v11iKYiwYCpeUxMRVSaNu+NuVWWETBi65+KBXe144/UraG8KY/u2JtREM9CxyBOYAAAgAElEQVS8CKBIILPvgmN+/wMDA2IprmjZuNXXh0jIwPUbN2HqBm7cuI6IoaMvNY5QPIEvjp2Cbbvo6e4UUOmOlcOFE2exZctmESl24/p14S+Sz1ONl/ak5ZVL5izykQ+XR0s+XSgUhNN5ELRIg/S4BaFIkU55qgBBeJn/UbEgj8viT1GEVfHEuXFEaqIYTeVw8+oAQgZD+m0k62qgah7+5yPd+D9/uYTnHuxBbXgqyjHH59sDeWzqdpAlqjInPqWNCJRB1nHQ9OinRvycoCwtrA/WM/+WuhFQrxIlbFLa87yRlXD48GFoxKFQVfzud78TL6GV4Z//+Z8FytqpkyfR3t6O5557bgYlDqSnvzmFWLwGnV1dOHvmjEClLDLxmK4LxYI5EcxQSDhpclmlWJTCpU8BG2tnZ6e477tUMoQy6TkYSmt4/c2ruG9vC3o7w6VZN/0UJMAPuzgqH54iB6zGhAKrGIXlegLvgbNmmuqWsrH8c1Wwq1liAnL2godvTl3EvoM96B8ex0uvnsehR3rQnHTF2uQHX/Thqf3tIumYs8QZLGGA6+JhDA7n0N3JsqtyUqza+PjjIdy7twc1RgiuQrjbGCceeGDPKrzy2i20tumoYbyoZ8ETCpiF20MaNq2NwCBsCUNGFfpf5AEm8RKOmCV50UGkbD2VMuxsieDEGRVXbqSwuqMGo5kiLlwaxNaNbQJfgkXkI4xSudqXE4NtVCW+RgiqG5HQF0TXJC/L2Dhz+U43NwyX5VKA7hYPbc9049qwjVdf+xbPPLUONWFpXJ7BI9kujctsXzSqcalBtuayi/5NMwgs7gRps9Mcz+Zx6/pVuMU8htIphKJxDI+OIRQyMJROIx6LY7y/H4lIGPlCAdnUOCyrAPpYZd99Dx+9/x7WrOoSVlOi5tKnRyVy2jI3afkoCtTYub6xSl/BTt1HoV0uTcqPgwMnessauKcVguUmj8vlj2QJgkh65LGyTcJZi07EVvHhyT4kknEkmDogauD+p1eLb3g07eDilX7s2NwGQ/Hw04dX45Ujp/H8o+sRDWswVAn2R0j+gqMhESN+ji3SolN+3GghD7JOSK/y8s6Uzp3gj28RGFHa0tCQyRPbRaVtY1GKBYX2q1/9agIGuNyZjEnB+PFcuXpVVFb5NV90ViGHC6dPwDViaGltxaXzZ5EpOoBmAnYOhkE2FFy9fhMdXV0IGZrQKAmJPTY2gh3btqOtvQOXLn6LdHpMvC+I+ckEf8wVUpoJ+Odm24su1gM+O3Ub9+1tRU+DAdviAMWFgUkcdhtFOEUPtk4zPyMJXKh6HrfHLHREeR9njpVpj055TpPZmOPsg1K0gA+/GcbfPt4OVffQ0hlFc00CH392E4cf6sBAxkLIK8LUPbi2A8t2KpYn5cAyNSQUnL+aw3ZLhWNT6bRx8aaH8ayHniZd5PhguKMrkD7o4QGs2RzFJ1+O4MFt9ULZKOg5wDWRyaehKjUocnwXToksJGuZ2raFQrEAbRZTj18n++9L4tW3rmMw1YGz56+jd00L/vDaGdyzqR2JZAgRQ8PAYA5ffHURTx3aANvOwCrKZZvJtrQ06w05JR9UjhfTjuaovllPc+Dk9zXJ46y3zXKSFhsPnXEP9z/YjVffuIiHHurG+bNDuE3QoM5RNLfEEItGEY9q0NUiTE+mZKIrpVg50Zj4Tg4Qk54O0rvBNCsfiNg5HT58SFgsCIa3qqtLdHqcnbF9S+WPOWZ0sTTKiYyoX8rWJfy/hscefRQP3H+/mMwcOFCPq1evQDeMwAZaTmj8QWcWoVZ8in1bkPQsK1jFh0oAB4+geCQarM6kePqihpap8vS4jKngZqqAdMHFI2tjQrnN5HVEDa5Ba2hOKmi4pw2qwhw+LpriKn7y+Fa8cuQKHt3fic5GAvwVcfGGjVpTFUkUPY33TrbgoOuE9JZU3qmln/gVNH/8nshfkDxOMDvHwaJqnx/03/3d34lEYD4dNkae/5d/+RexFPLWW2/h6aefxtdffw06d5ZvdKzhDJSeu8PDI2IAFIOtwrUf2SlzzGCuADED4cqCpuHRRx/FW2+9iSPvvIP6+mYMDg6KtOq0lFSqQZXzU37McvCPHdfCG1fuVGQzBTQ1hOC5ltDO6TJQvgl6jluiKTXxtd2N+PbSEFo31jBWU6wPlz+z0DHlxU6Af3NtXAIYGHDQ0ejCVQ1oDhEdFDQkitAdE32DFj4/eQN7d7eUaNGXlDMM6UA5F93ZzjP0kmbrfJYyoA7g4duhLD77dBTPH+qWfE6xhlDGHra0xnDk6hjO3sxjY1NULM+kCoDJ5STPEks1098nOj9moJ1FsRCtx7XA4IdH72/H2RN5vHBoNXTXxbaeNTh7cRDXbxdhuwU0N0dw6PBmxHQL+aysc9ZVEG3Jb0OLa0fTSzjzN+lxY9nZ3rlVyifFz+WflhoX+/d04uMvbmDHPXVYv7ENtq3jxvUxnB0bx2gqhXhEwY5tTchlshgedLBxbRIxMwxFhAiTFxMevfNVW6x7T8fHEAwu8B/59/20Jm+V5Sz1AiVlcvLqbEd+Dh4OFv7fbPdVz32/JOAw2aFSwF+ODuHQ4S5ouox7shRL+GFRuaZ+MKkieIAmlYu/emo1Xn7/Mro7a7G+OYbPP+3HL5+th0LHctEPTT71/ZLK95PbeRULOUBOdmrsGPzOrXzPj7u+vl50gKlUaoYkGG66dcduRKNxcc+2bduh6waYuVEXJkxPnGeCIppKzbBMQkYsggcOHMDqnh40NDagvb0NFy6cQTTKBEqVz+FmMFY6QfPiYpIysa8vulSTTDDvla6EERZszOSFA4JP03Yd9HaoOHnlJgyzSZjlZqBdzsVc6Tzp0dTu05ztdi5PnL1xHXs3tyMcJm4EFToZ3rrvYRMv/2kAdckkWhs0RBRTrF+rKmlWFm7KoYBZUjWxLEHbYi1u9qVx7HgezzzbjKSZh2YkJtoKeeUzrmdBtXQ8erAT//2n2+h5LISYqWGwP42urhpEzBBUlTPhqaVjKDIHpPJZR/kdrBfF9RCPeGh/OCyiINhqaY+4b2srPCpyNqM+GCRDyHUZRTKfLMvpL/b4TiT38tum/70tlhfeZwtoeQcRz8CadmBVR7fwQcmOZxBrDKGnsVEouK5Xh/5hFx9/OYxYg4ZkYxSvvdeHrevrsXZtAmHDZpCwTCOtRkpxPNMqqRLGptxLOowqktD9QX7XU15T/fEdSYBf/mLaiugh8MlXKWzcEkOdJpc0VMWDyfTn4iNnS+HkTkDgiczGnOhx6S6kO3jxYC8+O30bvzlyC//zifUIqQpc1RYh6t9R4X+0r51XsaBUnnjiCRDQioN5+eyOYaD/+q//CkaIcNu4cQP+7d/+Da2trbMIU0Hv6jXiPDNVsqFNDhJsdHLWKDyBeZdYX5eWhPpQPRrqG4Qj5OSAs5iGOgsbyzzF9xcsWht0MPEUU3QJx82F2FFcRAwVRYcYCRpUEQ66oOhn4VYM6XN+qIorzYiHEgYUlfk2COCkgGAxSUNFZ4eLDT0xhEETI2cBTJJeuSZfqjGhANheCL9/4zwSdRp+dqgHip2HrajQp/UnfEZTDLhmEVHLxKMH6vHykWt49uFeXLiZwZ57GuS6/hyynH9g9eBpGSheDIrLjKLMhUKrFqNf+R8dadk5aaCMeJ0K1/dlm7/sc5eCXgdUuBRVBOlBE46yNmzDgkMQMXoHCVmoaKz38JPDScAh/LyGbZ1RnDifEnXU0mBi3z2tqDElhkvwIat+9M7cZale+X5KgIkMRbgzk82VVAKWhNFL0h4x2f/cHLXQP57B/h3dEqCO/hKlf75flXxu8hn5mwRlCPp997Ri75aWibxTAnJ/jj7l+ynR7wfX845u7NB27dol/qYXZ+PGjeCfvxEY6B/+4R/8n7PuqThwiUNqsBx5OIvl8MZN/iaeO2ebYrbNZQpVgaZqwmlJrhFNNirx2Ar+Rw6v3kijs4NOf9J6IwGZ5m+5YnBXHDQnVdwaL6C7VhcYGGSdn5uw1M1PQigBriLTl0uwGJrJGc7twXSIVVBAf0ZHax0TYXF9SToiSmVMgakaeHxfh9D8yQ9DUhWhGi1NgFzW4rLnvo0hNDQ2Ix5XYHoa8g6HKzpfirfMQtyAp3loro/i6YO9eOXtKxjLA0/u49qobAOzPDTvKTnwxmWzkjAT8AQ4WOkUkcI1OdthRyTq467Dc5i3iEu6KJKjMcSU7azUyIjRobkG9BKWCmtL6F7CC92EojGBmyrAwvZsTmL3pgZcvZXDy29+i66eBPZurkdUKaJ/OI+hFGCrDnKpIvpTFpqbokAuh11b2kWYs5+bYUnMVx/6AUhAWrlojWJfQ+uC6N0ZHSiisPy+3EPRBd79qA8vHG6H4apwdY4CpeuyE1ucPPzklYu7u3rXHZLAvIpFUO8Ua8TCx0J6bpevH4tOjQpGaQLJsYXZN3mCznpUPGy7HONigRE4KKZnoUMz3PXrRWzbmRADl+C9NJDNcnvZKdrqdazursPlSzl07WqYgBOQ34xUpcoemHFICG3TIuqkg1tjDr483odUVscvD7WWQkx1XLzYh3WrGLfNWSoDXRmCxdm6ZJI5Qiatkvxo5xr8Z7x+1hMc0Nd2S4sVk4XJskhFUR7PfEzMMEr9RUNMxU+eWYWbt3MwVEMYOWc+sZQz08rFkNdpyc/m4m8pb7urn/H77lInLZoCvy+/zy41iEl5yG+UX5kAglOAnlYNrU9248LVAv77TzfR1RVCz6oGvPX+ZeSdPHq6mtHXZyM1yjDeLlmPwnQ98fK7WkRV5u6QBDhP8Bj6bSNrabjRl0JPexxhYc5kn0hrogvXUzAwaKG1LYyYbsBTiKi5tAitpVr37pAEfrRkV0SxoLf371/6HeLJejz++ON4+Q8vwQwxCVkBYUMXa/GMrlA0HWEjhAIhfgt5JKIRGPEowkZYoG9SIaGvwZ3Yypd55qLPvjKVdlAfo0VArglPmOJKD/lKk2+B4V7lg54nrAknvuqHrdTAEJYaDqbsfKcNhLMxoAKWrmE0ncVf3hvCwYfbcfJiGhduFrC2PQRbBS5ey+KeLe3S9iPgcCdnqrORnOR1tquLO8cPefrHTLqLkSdN6gnFRqxDFxYgGUEzkx45WQy9xXE8eVeQNEkr6HBT0gx6WxJNxUBEVbC1J4T1a6K40Z9HQ1zDYw80CUtzSDdwuxGordORiLBWpSI9k3dZHqFzCKRQqYzy7OR0QULO02xOh2+lBOs8vY3NpF09c7dJQNarB1t18dbRm7ALFgbHMjiwtU0uV5a+a9b+2fO3sGlzi5hUst6lenu3lajKz2IlsCKKRbGQRzIehaOoyOULwoFwNJVFPJ6AXchA0+gtXoORsRRS4xm0dLTBURXhv3HszGl0tLaDTqF/+tOfcP36dTDENcitPNHTfHQLroqCl0U+FUVBycnlBOEvMfMzIE1/oBEdKYpwYUIzbPzly6vYvq4VIU8mP3MVrmvPP4gwAiVt2/j0qxx27q1DTB3F9t4oXjlyFYlDa/HFp5exqrceVi6LLENTNVs46rE8k7PRqaWjJYnOgfwLamNoJB1yiXcy6UczO3Vh5XA0EWmQVcfhMd5cQINPvZ84KlOtVlOvL+VXef0s5fnZngkSdMenL/kMBlnSp0k+/bbpn5tvT0M21DwU+q24EbSEFIQUB5t6YmKJhfXW014vSMhlptm7FcexhJM25wZc3hTKGD8OXYfiTxiEMsUQSGKPKLBLUTvCeW/CEgeBgzOpjMzHffXadyUBft+eV8SZS3nUJ3Tcv30V3jvZj0+O9WPv9kaxvCucL+GhL6Xh4ZowVN/3aa5O67sqTPW9FUlg9h6gIhIL32yYJrK5PMI1EVw4fwFjY+PQzTByuSxMjem1FWQzGUQjYZGEiIqIlctj/abNyBQKOHv2HHbu3Imf//znIm/JbFgZC3Mx/x01NTUzZt58gs5HqqfCc1UUMzkkG0wkaxISMEJhBAMVgqkmX3aYMxNSFeC5Og49uhZfHruN9z/rxzOPrBLYDlzTViYSRZV3l/R/lno/U3m74ynYhXF0t8cQ8pKIuR62r2nAO59cQ32NgX1b6uXaNt2k6bDnyfXzuUpOxDgqFQQkC2rjoEU/msUAxngMPKavCqLCmXK+Nfl4PL6golJpGeaq80rp8H7fEhBk2/Rpfud8EioeNQJ8ncuTYpAXQeNs97TZGQItdUJuognTsjj1u6DV4fXXX8fYeFbkFHr11T8in8shkkgiPZ5CJBQS+DV1yThG0jlETA2Wp8FQVBRzGSRrw7A9E+3tHdi9e5fQmCkj/gVh0SAdKlxB0aM8fHo8Xi6Pd4I/anBBW4F9pZWAdOMFFcfPjeCvH+8WDsOPbEri/33vFnZ7CjSCBKoF5Is6wgR2K/lYebRX+CslAVsCy2UYRJ34dcx9UJvfZpbbXnx+WGb+reS2IooFs1I++9NfiHKxEW+7Z8usZaQgKQBfoJxR799/AAcO3C8GK573r81KYBkn56JLf3rpvQxcvT2K9kaCWxHFiaKbvbIkrXIFgYyFRLhjDMAD21vxyue30DdqY1WtKcCmZCfsO2xM0pWdOOAoDi7eyqO5LYEIZcRQUtXBus0NuP1JEQf3Nk86zIlXSzPzfCKZq8zzPbOYa4ulK9bwS2OPyOsxB3EqaYulOQeJGaeDpkn+SDPIzS+zvw+C9pL4VOhKzVWPUvnEbHLaGviMok9VKsg7b4lEIzDNiLBEMPV6fV0C6YKDppZm2Lks6mIR5DwdPR0JfHLyDBriEdS2tIsMvKt7u/Hp51/j0qXLIgrtD394GYMD/cKaGYTs2aEzpXwQtPy68q1YQdD0+WMfGgQ98mgViR3DcP9grJY+j+wbLc/Dn98bwkN7GpDPjQuAK8d10Bgz8O3VcXQ2ymSOZ246aK6LIZNJz7CuTtIjhsWMRuaLuaI96yQoWnxxkPRYXp8ej4Pgs1AoiklZsVg5AKDPQywWr6gPXhHFgsJnh0alwTeP+52lr0n51/29r0XLKJKK2k1wN4ukTnR+5DphETduabh/d50I1aS7Jb+CmYsgC7+eCJVbVtfjm1PD6HigScz2qEpwPVloH0QaBLEDmN+CDpeuWJO88K2FRx9plmmAmUWUWWU1F08e6AA0SwBy6QL+emEeqndUJbDyElBRX1eP8fEcrl25hoaGOuRyGbS2NGF8dAQNrW3IZ3NojEcxmMri0f17MDSWQiJWg0KugLb2Lmzf5uL8hQuiP/mb//Er/Pa3v0WQFh3KpNJOdCE5BkmP/SctjH4/utC7F7pOpFj2PT7o2EL3T70uJ0BEy2RvxF/EtzEUDaFoFCe+HUNHTwhdTZxOSYdy5gV6cEcMRz6+iQ2rVoks0df7b+HgrhbUxP08NtInjX2hHDMUMOowqI2D5d1Izx8LqUywzXDzx8nllF1VswJZNSh01cXwsiKKhdSw5QzGVxx8NEH/A6FQec5XJPgM7+U57v3ziylUcPfQnCvXgi1LQyaTRTLaBM8P5RTaQOVaNBOFddYaODrmoOAqCDO+W+WH6cEg9oRAcqLKwg+MSoaCtKXD9lKoj9DBSc4gGekggLaYc4OZO8WyTHClr1KqSiBICTBSadeuvWUkJbZN2Yk5D/1OlwnINm/eNDGwsm/gX1AbO/Ug6ZGvIOkFzh9lt0QzuYj/Es8ylJT9pIQPyGsF9I9o+ObsEJ5/ultYqlj3vEFXNERDLvLFIlyXfmcKsjkXsUh5bhFabmWdBik7v40EYQXwaXEfFL3yspYfl79rKcdB0lrs+1dEsWAb+eCD95FIJLFt2zYcPXpUrMFzjd/HLyeU9949u3Hs2HGx5lcsFoQWzTVrKhkbNm4UDVTqyIst3lLuE9qCeFAAKXGNDxauX7HR0ZqUmrerQdHkcsRS3uB6IZE+PVZbxHjKg5nQcOSjq2hrSWLTmnoYzC0ilAtaKmzkXA1/fvcMduxog+rqcARMrQuda2cwhPMjwbBUse49zUS9FAarz1QlcJdJwO8cqWD4x3cZiz8+dmhhZdSOsERbcFRgNK/gzfczqIlk8ZPHexAWy7alSRJ1GAGUp2N1Vxwfnx3HyK00uhqj0FWa6cM/Phn+QEt8hxULNiNPhI7mRkcwnsphw8ZNyKTH0JcpQAtF4OVTUM0QQoaOd1/7IwZsHQ3JBjjZNMyIgW9On8T6dZuRLdoYH+pHNlMEPeVl50ITnHRvFCu4E45lPEcQFuGJIDRpzuyFhk2gFsI6u0xMo5WUGD+NrnzKr2tLcWGIVOQevjw/gMcPNMNmCloO+mItxL9zcu8v4XCtdi7Tk0PAGNfDrtVN+OyLW2hp1mE7Gr69OYaBoTzu29IAg8nEFRcFz8S7H13G6q4GtNUAeTsvUo3wjXI5Rlo1oBRKIbCLC8cln1xXtSw7UGsQFURamegU6lujJqVT+RH5lGuE0im0cgozn/BpahrTbQeTgrqcZlDlJm9UvifX6Wf6Lcws3fxnguCTc0k6ZH8XA/x38c75JfpjvqqKdIF5x8LNfgvHTgwJJLr7t9Whs4UwAqWw4wmDEjH1PSiOgq3rWvH6h7ewb18HmqIeVNegcbi6/UAkcIcVi5I5S9OQzmagRTURLppKpWF7CgrpFAyByKagmM8hEQlhpH8QYd2Ak83h0UPP4N1338Ynnx5FW+cqXD1/FvnsiEDjzOcdhEOyMXKNj5HPVB0YA83sGOyCFTUPuMwrwsgOC6obBTwNjp6HrdoiARYHAXZW3KtUuQX8Mfn2YCoeFC2PccuEq3qIRV0Bkz1f3fsZGUWK+Tlu1BVXhGMmGyK40H8NI66BFx/ogatYOH8xj5ffu4VHHqiDCwPvfHgNm7oasHlVFIUinY6mI2eIgso3VeBfIfj0VOkUOwefSz1N0+CsfC6BoKiXkrl7on9aAp3yR1h2KpqkzS0IuoJmKcQ2KHqCt4D5FPIMkM9yuVaPf+gSYHQBYfIZesycMQWcvpzFyVNptHcZePhAO5JhBVauAEWV/hJyRWPSzix+a0BM8fCzg40AI+sYlrpE1N0fusS/r+W7w4oFxaLAMEN47IknoZkhLsKh5dAhqKXUyDT507uAjovMbnogX4TnuGBOEV3T8fDDj2Dbjl1obWlGT1sTLl67iaFBG386ehlaPIFdPVHsWF8rFAum2HbVHFyvFrpDx58QiDuteDq+vDwGqzCIXRuaYSpRBshBLa0aEHuB4ZH0js6rNt5//yrWrelAZwszOho4dXIIW9bXI6RFoApI8vmrm6ZBpjc2Q74z0tT7qTAwbp8ZOx7f04pVHTUIRai1h7B9o4HG1ghe/+A69KKCJx7oRH2jJrJz0v+CfAY2aytyCFTm5HMq14v7xeyeforeoPhk/dC5zFcEFsfJ/HcVreISHdbmphs0TbYjWr2W5lg3O5+k6ctz9juqZ6sSmE8CDhQrDFvLY2AcOH1mAM8/0yNwTYiWySzMFv3NSz4SklK5qi1gcGXSBoabchPBcOX3yNPV/7+/ElgBxYINR0VtnQTQWWh+WBNlY5tsZCZCCEfiAk+CVo6BjIl3jvfjb5/fjJDn4vNzw/j9kT48+VAHNNXE5asuTl4+j0yBbkFhRCI6MhkHHU0miI/x+Te3sXdrA3QCW0kUCVF7/A6YffPShTy0SBzfnBvCsa+5bjiGmngUG7pXTzgULVTd8qOaLMP0+0V+EMUR+Ro2r5Wpw+EVBYSy6yroqDXx14dXC9Ask/ZB14EjLC+5aR/sdMqV/Z768Vf27EJ3B0k7cIe1hZi/S64HKUO/SKQZlLOZT7O6/3FIgIusTN6nqQoKFvDuh/148tFeRET20bDMIlzWd/84pFIt5WwSWBHFQmY0lU6RnHVKXwcZUiT8IBj5INJ7y2UJar3cuBfDsyJSJYnliWREwa8O9UDTufAB3Lu1GS2NBfznaxeEebutpRYH965BY4xrfEA2ZUHRFERCLixFw18+vYYPv7yNnfe0I6E7cD1V5CkhjxnXxemTN/HUM+thGkVkxnSEot0wNKZIl/4cswmx0nNS5WC6X6rqBIkh7VJWTo0OmQSMsQTwEOXCkjKMlJk/qltVAj92CdDqcieUrh+7XBcqPxdh2TVbKvCXo324f08LkiaVDV2E5CsKI0MW5+O10Luq17/fElgRxYIicm0O8AZXQsC8IFxSoCOZ7CA82J5M4yysFaoirvFmVVcA24FuhKAqFiJaHiZHerHJNfLuNuCFw71QdA0Rw4LuMg2zvCNWU1rvcKkcWLj/vk6cPTeC/37tG9Q2NSOVyiJfyKK+th6K5WLrtjZEdAuap8NMEMOi9Cqx899bfm6JxxOgQ5PvoHohkQxptJF8U6XiOTpyVreqBL7PEmACvaNHP8TYGP2nDuGzjz9AJjWOWF0zRoaHUZuIIzueRm1DFP0DKRx+9EG89dHHSISiyKZTSCRNaJFG6JqK7Vu3CNds9iFBKRqkQ4yDIDfSC4o/8hU0PQcONEfBSCqFkayG3sawwOpjT8QpDbM407+MCMSax34ZOHFxFNFEHJ0NOlSmKxdTPHInUTyDlOGdrBNyHISCGnR5/fYXVLshHf6t5LYiigWjBH77H/+BaG0Dnn/uJ/jP//wdNN1ErmgjpGvCGpBziqiJx5FOZxAOh5HNZJFIJqCqHhrrm3DffQegqJy7zxxgNddEXFOEVzHDLj1H9XGmJmWpFIUfRhgatq1rxNa1DRgayKGuoRGZTA6urePC1RTW9EYEhLcY2MVgLpWXSUILH8lKDLYi2YHyww2qsbEUd4JP0pR0F5bTYu8IujPle32aPA6ic2GZg+xgyFfQcrxTNEl3MRtns4T252TBsi2RFygaiWB0bAShcAhjo6MI6wpGBtNIJOP47z/+Hnm1BlqSi/YiLRlOHj+Gnp4ekTvmq6+OgY7gmUwmEP8bGTFTQDbLHD5TZhSLKd6s9zA6TNf9CetC22AAACAASURBVMlyaUpkUL4oKH8ju2ghr+Tx9pc2UgUbx8Ie9mxrR9K0OZ2Bpwo3NXiOhqLq4doYcOrMTbzwyBpkCkUxWZssuPwG6MMTFH/s80gvmDqRfTLpBVcnCJy/HL+RkmN5EO2wkM/D1vUl5oSizBREIpGK+skVUyxaWlpga2EULQutra0YZy6ARARuPouwriMe1rFx/Xq8+eZbaGtrEwXp7e3Fl198CqtgYWx0HG++9Wdcu3ZFJCErXydmVAj1a88qCt2Zv9S8OcUnQt5DE2pG+DJ4TgyhmiKyVh5ZK4tYJI71G1UUsuOwrThctQiXyoiA7p78dBZzxAHGDxFczP2LuYc02UlxX172xTw72z2k44eFSqVltrsqP5fPF0SkCXkNik9flkHRY6l8mjwOiq5PMyh65I2h1f4WFF3yuZR2xGe4kQ/CcU92fj6HC+w9CKfmFJE3L1+G69oYGM4gGk9geGAQ8WgYo6MWYrUK+vvSWLN2Iz49fgLJsApGgT304GHkc0dx9tRJbNu6FYm6JEzTEBORinmZhVV+B/wzzeAchRl2TXrclsujzx+deYMCDCx4KopcEs5k8VdPteDWsIfPvryNTFZBQzNwcGermNwV4eCLM2MY7k/jhcc2wQh7CDFRHIGvyjaZ0NATdVJ2esmHLDMTEAZRJ6TFzafH4yDqhGUOhxl9uLztTvAnOfKgafqc8AeL4brSydeKKBaMjqB3ezyRxIUL3wrY19raWhQcD+FISPgQ5J0Czp07h55VPTB1A57poae7G1Yhi/PnL4rkZL988UX8+n//GokE4V2na/+cKXOpTxEIlDME4dkAM2cqhJd1RK4PETXCJEp2CIkYGwatEyVfCuHVzHsr3zjTZOcbJGysxIUIluadSELGBsxObzFJyBYjWV+WSxrI5niBbwkIEgra5zOoOvd5ZBHuZj7nEPGcpw8fOgyh5Hse1q1dLf2txLyg5DfBvl+RaLsksnXHHqgeDfYMKPfw4EMP44EHH4Zh6CLPyNeffzoBsjfnSxd5gYMMv1sftG+Rj817W5D0JH8MEecSxPT+b1425ryoqg4uXnGxrqcOpmeit15B9yMtXCDB+Utj+P1bV9HWmcDt62PYsLoW9x9cJfAp2L8yun164kDKzratZQ/YPsNB1omvRARfJ5Oh6z7fS9nfCf7IB+vIbztL4Wspz6yIYkGt9tHDT5Xxt7XseP7DHTv2gH9yY+dDDXm2j6qUdGuu0CXhYEQq0meBR77yQZAt+YH4dCtf/igxKHaSrk+r/MrSj2WjC5amX/6lczX7k0HS9Wn5+9nfWNlZ0mLnEjTNyriY/+5y3sqP539q4atB0lr4bVPvULV5UGGnTHwnuyV5WqLUTG/932VZppZspX+VJlFCIPQx0YQPlsqcHSKz8VR+ypfXCVo1+ZtanIrT50fx4uFVJWwX+pKbYE1tXVOPlroYRkfyePDJ1TCEIiEwrsRkcOZ689T3Vn/9eCUw+QV/L2QwvWsJkuk7STtIPqu0qhL4sUlAujXPLDW/2R/hd8tQeQGGR6weAgMygkyXUWbCBjRdJgQOLJYmVQZcMZEi2J8qwP9qzChManD0E/JhJsTEC2isM9FYb8qcRKUKEMbcH6PcZzbA6pk5JLAiioW/dsQ9Z97+b9/0w5kHTb/l12lOp/nfn5WstClnDnlVT1clUJVAVQLfqQSEVYIJv1zmQJYWCE3l8itDP0UA/yR/jLwjaFXJUsvlJGJRFKDii+MDuHp1GA/vI2aOCmhMd1ieDIzWC98JfbqyMvmK6lFVAtMlsCKKBV/62aefIZFMYt26tfjqq68EmmChWESIiJfCQccWk49ioYh4PC48bemX4Schoye4r4hML0T1d1UCVQlUJXBXSkBESUnO5Ey/Ui6lVz7/F8jAloeRjIPhVBYXro1jYNTGzo012LGuHqrnwvF0FMUETmYIpTrQP2bhnY+vA+ztRZi7hoiiYtPaGux+vBcafc6YP8kL+UlFy5icDN0vO1k9rEpgXgmsiGJhFyz037iF/sFh9PT2YLD/NrJ5BzBC8Ao5mKYC1dDQ2dmJU+euoKGuDlY2i7Bh4MTgIO7ZuROu4+CLY8cwMjIyxaN/3tIt8iKdGH2P/kU+suBtDGkKynObL6NFxwqYTz8JmW8VWrBQi7iB5fajTRZx+6JukUnImHhueb4v5S8jTT8JWfn55RzfCZp3om1aRWtZ7Z0KfqDQ8gwhJ7BSybw/sw7EsCpgoCEQc+mlPZev1cyn78QZpjkkV1yI4AF/Scg+fqsM0yT0dQhnr+UxMpKCGWXirSYkovRqIBCgWHsQz4gnlQJUhsoTaddjkgMPtB9onoWsreHjr25gNA3kXQX1yQha63U8uKsNyZiG3752ERu7auGYKv7zjWtwPA1miFRTIm9S3DDwk0d6EQvLpGFMo+DbH9i+PEaaITQlim5CZv6NEyeqB1UJLCyBFVEs2IqLjG3WNNzsYyhTGhaxJoiq7VhyVdAq4osvv0Rn92pkxlMiq+OTTz6Bt954E2+//TYaGhqEdzy9joMcsCkiDqxMIjWLur6wBGe7Q0SFyARfs11eyjkRJRAkn2ImpUHTGIokXeSWwtf0Z+SSVbDyZMIwesIHpgCxfoKUJYXg0wxQliQr2iZpipCnAHr5Ep3l1Hlg9TABrMRyyYgsMUpPDHt+6+LgzXtk1uKpjtb+PSu7nxiahaJDHxCqAqp0nqSi5Gq4PZrHF5fG8MCuZrKONz7qQ8TUceC+eiTDBZgCpl+Fq7pQPVP0g67nwlULMNwwPMXC5UEHn3xyE3t3tWBVh4n8eBaxWFS0C/pIeI6Cpx7oxJ8/vAnFUHDf1nqs6TbF+4EO2PzOFQcGUYxLCMYzWpFQ6GacXVmBVt/2g5LAiigWRiiEx586DNVgkhoPjz3+hBjMHMeFqqki/JSofEJ7hiowLDzXFSGqjx16HLv27gVxMNgZHj16NLBQRr8mueQyV8Iw/55K90xIFVTIJd/N5aLA+SzSoQuB8klrBespyLLndRmDHeRSGOsn6NTfQdc560bUuTl13VtU2hL/4/dnBNw2F8sK353OZJDNF9BQm0Q2k4ZtWQhFIshlc+IbZB8QDodAPBTus9mcwAhgUj8PFkKhOBzbQW1tcrGvvcP3EbJPFQO44tnMeSgG8Lzj4bVP+/HTexvRWBeDqmvY2FaD2yNZvHPkFtpbY9h+j4GwzpxBDINXkXXTePudUaxZX4NN7RFkLODox4P4+ZM9YCJnuBagKXAVR/qq0WSiqqiPhQS9eAzo6QyLVACKyNLswBTWFGL6UAy+VaWqRNzhRvGjJ78iigXXFpN1ddOELcFK5Exl2qWJnx50w0A0Fp84E9xsaYLkHTq4+z/eOyXLoOkGHRrqV3jQfPp07+b9d1lmKhbvvPMOxjM5vPjCz3Dk7TeFg7YRjiGXzUI3dBAJMhaJIlcsIFmbRH//EMKhCFwi8yZCGE0VsXnzZmyvTUorQQnpde5ycfQt22j5UIhkQ8BqpgP0NzqQS8uTyFHkO0QISwlNR7yPSzY8ZjSGSI8BT9EwnrHx+7dvIBYFtm9qhl3M4uTZm9i7uQPhEJdFGBLKrtZDU20UPz3cgdNXU3jpjYvY2FOHLevqoegOXn1tDKvWx/DN6RTChoKvTo7h4IMtCOmM41BFGKjiWVAYCSKiQWSIfRFFHNjAFOSCudJSCi2wemnBRoCDBGf18kX2Pd0T6I1tkdvc7WbxhfOB4xb/xNx3+nzNfUflV+4EzYW4WBHFQqw50jtZwJTKAZfnuDG8SeOapPhwmDOEqob8YGi18MR6YDBokwsJo3q9KoGqBO6cBBjFEDYNhIwQbNeDEYogkTSQKjhoaGxCNpdGMhoTyIiNrS2IRsOAZsK1XcDJY9vWTfjwk89x4vjXWNXdiVdeeQUDt/uRSqVKjt30S6DCIBUADhrlqgOHZ+YA4mYzSye1hVKIpTjpliGyKoqkpdhwXUNER+ieCocJ0KiN8DlPwY0hG29/cQPPPbAKnqbh1PlhRKMm9u3qRTxsI59LQ4MukHwnphqei9VNKjqbV+H0pRG88pdLyGVc7NjUiNXtwLrGJvzu3fPYuroFSa2A8WwBGn0v4CGTyU5Ez5XXVHGJKQrpt0WnUFqEStpTOdkKjychvYMabGmpnfR/m5BghXz5t0tlgvQmAcaWT5PouJLe8mlRbkQtntyWT9NHQ6b1s9JNRmoqiMXiFSlhK6NYECrXLvKzhmYYIk8AlQcqFY7rQvcsuIqKkKag6ErFgmFRvCZAdXiPYZQ1hkrFU72/KoGqBL5rCdCvpaurC2PjaVy/elXk/GBysbaOOoyODKOjvUUMnLFYDcbGRpFLZcRw2tbegmIhj7qGZuzZvQcXvv0WkVAYf/M//ga//c1vJpBJOTPjpF1OWQimxxJPdszCyiBQd21pQRCTGOlb5aoW4KpQPV1Ai9O/AY4JW5OKis5ZrqqB6YOY45Bw/19dyOLk+WH8/XObEWauIkVB930hgRHKvk1RdKRVG9G4tLhOGEFkYmfEFRf3b22Ct7VJWiTEyoYFN6zj736yFapiQxeOoBJHguXjciDho4NaFqTvG4fboJxx5UCkisi+INqbLHPlA9ts7y6fuXOgFK3Dr5TZHljEOZ9mpQPvbKR9WrwWFH+kRf80+iYuRbGYjc/FnFsRxYKN7b/+678QTdTh6aefxn//4fcwzbBIQmZoKgzVEwrF6s5W3BwYgeN4KOYziCcSMAxTJCfbu/deYX4U1o87kDaZlRqEWWyycUjteDGVsJh7KENph13M3Yu7R/IaLJ9++YOSJ0vimy6DqB9fMv6MKkg+STtIendClj5NXw4ruafz9qbNm0W0g++qKd7vMXemVAGEtVKoBiWFgB2/1AjEHatX92L16tUTbAurRAkHh2WzwMzE2kQEES0Y/G6E5UKxYDkabo54+OzrK9i/qxUttUSZ5FVTJNyCkkYRGsYt4PjpPty6UUS8RsH2e1rQluDUCMjlPRz5dBDJqIr/+/A6uJotHCTl90l+ZU5iEbnCLF7kfFK/EccSpIrRIQSfYHSJ7H88hIRFJCSWNXQBf+6jd/vt399PCGE5ByX5Bklz0hqwHMbksz5f/n45FMtplB8HQTMIej6NO7X0u5xyVvrsiigWBLqqr62Fo4dQyBfQ1NCIsVQGtbV1sLNp6IaGkBHF6p5e3BoYQ7KuFoWUjvaONnx17BiSNTUYT6Xw5htv4dr1K8ikU6XQtEqLO9v93kSip+DNWWW9yWyvruAcFYvJJGSTK8MVkJhxq2VZIjTUH2Rn3LCEEww3pQOejA4Jgs9J02BQszT25L65MZg6p6DYjvzkXkGUW9L0zcBB8em3I1m1S2+f0Wh0GbNmGarp42lK1Zb/l2D5xQkZZ6GItXCemEOmxG5wXVy7ncepC0MYSbkIma6MnBDZkPmcXFN3bAt2Pod43MRD+1bhw0+uoLE+gu7OJGIRByFNRbqo49zZ2xgc8rB9WwMevCeGdNbCZ8dv4/0hC/FaHelMCg/s6UV7QxieKhUZgkRMStNHxpRWDKE5lF2l7IXqIYrM/+iwIXKJSp8I5koR92vwFFsu2QiVRtZa9f+qBO52CayIYiFMMIqKeCyGS5evgB94bTKJXNFBTaJGQNEWbQ/xZFJEf2RycmDizKRgFXHh3HnhCf6LX7yAX/96FPGa2ZKQLV3UHFiDTvREbgj0FdTmJyELwuTm80QFgAmDmODr/2fvTYMjOa5z0a+qem90N/YdGAwwwOz7wuG+idRGUZRoWfJzyNfhP/5zn388vx/X/uVwhMP+Y4fDYV/7xY0bDr979d67lkRLpFaKq4aixG04HHJmOCsG+7400N3opZYXX1Zno9DTALqBGnKG6ozBVHVW5smTJ7eTJ0+e41bgjRD+sc0lB+4GbDedkBEf2eZ8dwtPCdMteE483YLJXT2ZFLecpVXWtvbSW3y5mbv2NRORsPEg2IxNwecAvPr+LJaXdZw+2Iymerpk15BYsYRpDI3KnYJhUaD4FPCYOazxMoWCpx/rwfWJJIbH4zDSZDr8SGQyOHK0CQ+cUOBVbI+VdREfnry/CxndwFwig9poKwIqWR0yLSUMSOXxt/vWOv2rwIWs+qyxmQl+cDJRayizKT2qCaoUuBMo8In0Ws3jxRNf/HLeCI6C/fv25OtOMaVzEAEnTx5bQ5eTx0/i5PFThTieWzrPTQsftvni1sRNNAjLvd21XTEb3uoktM3qiux2nQsznBsgC3DdpCeBug2PC8vdANPturtdZ9c6zRYAUeV7eFpF3x7goYcb4TE0obrp9QCNEd7csM1X26DpoIv6EuxLlBJ44LVU7G4LYqDDD8VkegVLqSQi4QCUnIoi69bwqiraa3zCP4cQpLg/dLZAhWqWKgXuPAp8IoxFodrioNE5Gp3vhVSbvGwlzyYgq5+rFKhS4K6kQGezhfsPNEOx0shpNrNgHz3YEg9hyZI14w2RvL6D4C6EUiSlDV6I4xZFXOiEZinQaLlPKNA7Nj00hKXqMBQvoOh5K5vu2Re5K4lfRbpKgXUo8IkwFrYYXw5SXkkybH0sx85eGlaylRR55Ginp3jQNHUXz+zXoUQ1ukqBKgVuMwXs6xA8mpBB6GUqtk1NobgpbnVQ4ke9CFNc6aS2BWWbXPQtVQGVGW0YCvz0dOFfgYagsC5pCsNQNmuh8taHU2tSJRSWRRi0kplXGRVHF3Q9noXCax/C/oPUAMljSquVpgZDpQKn1y5gtRqyOtVnlQJVCgh54CdEBprljtREceLkcbz22ssIBMJIp3Pw+aj5zHvUOXEub/B+u9cnnJDR8h6dkFmmgYMHD35CmG6/GCEm3T6YKoQqBT5TFKC/HxGoqCjt2vBUgpb9hclp1WYkFBOmQaNSgEFJgsWr6bznyX8a/WVB89h2HXj/0wNbF4IKkHL7Ypdjw1793/5aSCOOVZ1faaEyQ/GGg/VZ/U7g+fset+M01lFQ9bVKgbubAp+IxIJMAxUFF5YSyBqGuGs+MzsHb6AG6aVpqH4/FM2P5UwKAU2Fnssil9PFzuTd995B765dyGRzGBoawuzMDC5cuODC+Ti3G/asRgMnwUAwLyXJa2mLdi1nS5KfGe3TW3GVzDJ0rGR0BIMBsSsSuythVWfrnYUTMW9cBIP5SXTroAo5KUniXyDAC3f5XSCrc8uRVSHLpi/yRohHTPxia2nnKYeUJaDzHD29kkbA7xe7TO5W7X1nicQVRK0kkwiGwsIFBVHjYrMduGSOeYMjGAjYfmfyuJiCnpsg5uxCImne0IGiiJsmwaDtG0L011vSbgTb3tdTyM9g3ztQxS0oGp+iISk7RWGp3QjYmm+7du0Sd+Mr1SUSljeXEvjK00/j1ZdeQmJ5CZH6JswvzCMSDiORSKKxIYrZ2TnU1TYhvjSLULABK+k5RGsj0Hw1CAXCOHnsiNCZEHoULl0V5xijAi5huqWLQniCieJRjFN6soaa5f0gXoTlJn5uw5Q0LK9Gm6ey8XOnTQhLwnO3TdzDjxSRfZC4Vjq+SlFU1rvUt9sV94kwFjTOkUgk4A+rGBwcwmJ8CZbiwcpSHH5Fh5pRoJsZEcd7516PJq4DPvbYo8jqGZw//z76d/YhmUgik11BMpmsfJAWJnh2ApKTA922O/CLX/wCn/vc5wRMe+xXsgrK5YjAaBbYEsZ83n3/A9x/32l78uOyXfGkIlcQu+l5TfdXb76JRx55xLXOdvHiRdTW1qKjvc0uRJoEzjNJlXU6G99z5z5Ae3s7GhubbDG0JKWsjvy9HnCZLv+dS98777yDPbsHEIvWrubaDM5qyjVvnFAYfvn663jo4YcFY6HlbQmIDxXDtRHmZHDmzBk89OCDBRsKhYLLgrm24mJ3rwAv/uJlPPnk54UtByHWl7CYXL4XCip6ER2dCoz27p7Ki7pu4vVfnsFjjz3s6JKVMRbbnahqaF3TNGHwGnpdLZYyGUSjtchlUojWRJBJxdHa1oCZ+RzCNV7kDC/CwTBqIvW4fPECmprahS+Rl15+GZcvXxYWOLe7aJNyrBeZ90AgUETIrf8kPHlDars4Svz83IhVPJ+UrgM3Fgy8ybVdmLJfcCNJHN0IHK/crLhRZ4kf20TCc6POTnjbqbPEj/WVvpa2y1gQJttD3tbbKn6PPfYYeMW83PCJMBYcWE8//TQ0j0dsunb1dAnpAM13eyjipJc+B8ZsbBKERH38kUdx76lTCNdEUV9fB1XTsW/vIWGJUx6fiPPSTSZZMccyDV0Sy12E5hFOkGjdc9+hA/CrFgyd/kn89O1TXsibJie+vE9PriWdyaK+sQl9fb3weHww9KzAl/UqtyPz+IeBA4uw2dmC4QgOHNgPSgPoiMnrsyUN5SFqT5xMS3h0/tTY2IhoNIJaLtiCyTKEB1rSYxNyFookfvzjOTjdsNfXNyAajSEWo5Mouw1pGEkKlzedD8UWn6JxGnkHsnoO0UgEra2ta67vklktl5ayztTjYeCTi8fAwIAYcIyTk79IUMZ/pKH4Mw2BR043xLXdgYF+AYv0Zb3LmbBF3+cuGbZOAZkUVbGEhVqv1499+9nmXnFNu+A4TTi72hhR9nm7fXQhjlE9HmSzGYTCIezds0c4YaNJZ8JkqISeTM/6VxpUjZuMJQwNDoLOCZcSCYSjtVhcWES4JoTMShrRSBTzc8uIhGtF2mAoi+yKjgN79yGXTuPq1ZvIZFK4//77MDU5iXsfeAC8Violbexj5UzIpA37WM6iFNXm1L733PP4xtcfgaGo0EQUPesWX5C9tdbUBxHWJzhuxRVX+1bK93/wfTz71a9BKcCwRxa9KW86FvLFEE+6N+Ax8fnzH6AuGkNPn20kTMDgEVCZwGz9NntzxSyDg4NYWFjEsWPHBD7sewwaz5uUVUNjt9Y4P5eyj8luYFlYWFzA+++/h/vvv9+WArJfi7qWN/fJutp6MAYMS8Fzz/0A3/j6Vwu+T0hB9tVy2ph4s06sN28DWYaF7//ge3j2678LWLrYBChq+VadBX4s38pBhweqZeK5536IZ7/+tOD0WVe7K5aBHxWIRV9RYJm6OAZkP/rB8y/g2ae/Aqia3aeFaXpO0aTlxn2RZRMG+7Oh0BKtildeeQUHD+5DLFafh2EbZiuXfqRhpZJyxdrK7FCyl92eSIpK//t/+xc88ugT+ODD8whHA1iMZ1BXW4/pmRkcP34cx48c3Hxg2fMGdDOH+PQUvvfv38PuwycwcuMmDh0/ip++/gq+8PA9eP+9C7jv3gcwsLtfLIzlTbYmhoZu4qWXf4Haunokkmk01dVjfGwKoUgdVlKLeOqpLwkbHeVSyTR0XLl0ER9+eF4MoFQ6i5auHly7dg3d3TvEhPq7zz4j7G+UC5NN/frrr4td2fT0tBBl33fvabzy89dQE4sgY6Tx7DeeRcAXLJux4I7nJz/5CZqb6nHxwkeI1TVhbGIKAwO7MTc5Acuv4Zu/+00OwfImUk4ChoF/+7d/wz33nMLbb72NpuZmDI+Noq9/F0ZHRtHW2oonnnhC4F9u3Xnc9c///M946qmn8NZbbyEai2J6ahrRcA1WMhm0dbbjC5QMlBlIS/qo+G///V9w7z33YnBwGPV1jbh85Qp6d/Vgfm4ee/buwamTpzbtm+yaws2UqWNqcgb/6/s/wsljB3D12hUEAiFksjqioRDiy3Hc9/BD6NvZK/QMymkkehA+88rLuHH9Ouqb2zA9N4nuri6Mjo4LA3VLS0v48pe/hObm5ooZizJJVUjGSZlMnVwU+FtObvKdTwYZLzPLeDLcy0sJRKJBXLs+jFA4jFQmjd7ubty8OYhdu3bn4cuc6z/FlGCZmFucB6UoNwdvwBeKIhbyoaauDoPXBrFz587C7nF9SPxigXdFVF3HUjIJn9eHsfExW9nUBFpamjA9PYv21jb4gv41x2UbwwVodjuVTgvmi8xANp1GfVMTkgnSIYq6WockbxNgQiHWMLC4uAjd0IVkOFITEQa62Db0GdLc3AaPZsDijZkN4XEVs5nh+bkZsSGbn58TzKuqetHa3IzFpTg6OjvLri/HFTcoswtxRCI+jA1PQPP4oWeT6O7pE+N/Z28vtAquixPm7Ow0YrFaDA8OYUXPwqdqaGltxMTsNPp798KjlbuTBHT2wYUZ+CONGLlxBT5/EJnMiugrQ0Oj6NnRXYHnZDJ5CpKJBaiaH1OTE9ANSzB2DS1tmJueQmNLG6L0cCe23xu3CJvL1A1MTk7AF/AJCeViPI5A0IdoKIKVdBKhcASx2rpN56UNm36Tj9pf/MVf/MUmaVz8LFlbSZz8al8oofg3xO48sRRHY3MrpmemcenSRXz9mWfx2mu/xFe/+hWMj42hd2dPeZOiOPK3EPD5sDi/gHAshoWFedTW1cIfCsDU07jv9AMYHRlDV1dnXmohcS0gWfKFxr+mZ6YQCoQwNTOLI4cPYX5+EV6fHydOHhXeGykhKI9RYRGmUFydnpqCx+fF6NgYHnrwIdy4MYi6WAw7e7qFW2ka9io3sOxYNCoYMk4io6OjmBifQHolg8ametQ1NKC1rR1+n2+TCWW1RE74YU7uqQTSqRQmJqewd+8BAbexvla4xN7Vt0t04nI2Vdy3k+K0M0Fx4MJiHDeHbgppAEWOwmhaJoP+/v4KaGnjSx0ILqBkqnS63o7FcOTwYdTV14uz/f5du1YrVsYbpSbL8XnU1dVhbm4Bk9OzgtFjn3ryiScwMjIq8C1nN0kzTpza/IEgZmbn0dhYi5mZWaykM/B5vRi8cQNffuopTM3OoLOjw26f8romampCGB+fEFKPPXt3Y3h4BDSRf+79c3js8UcFo9nQ0FAxPcsg0Zok7H/c/UumQUpzJKMhn/zOd+cf49gnFpcW8D//9X8gk04imc3gjTfeFNLAM6++Dp0njpYFuy5rii75v/pKhgAAIABJREFUwzAN5DIZ/NP/9V/h1TyYi89idj6Jn/7H91BXX4eh0SnMzc2gu6tD7EZLAilE5vutZeC//ev/jVDAi6vXr2Ho5pgw1/2rM68jkUhjeHQUvX090DbZeRIsF0T+/eRHP0ZiaRkXL1zA+OioMPz13vvvYmZ+DoODo9i3d3cBi81eCO/dd9/BlcsX8fGly5iamhD0e/2NNzA2MY2R4UHs3bNf0FqYG98MIICr167itV++gps3hzEzM4er168ikVjB4I3rYgwM7F6VDK4Pzl4b+P/05Dj+/X99FwvxBaFTd+6jy5idHMXIzWEsLi0jHIkhEgmX3V/TK0n84z/+g5hPuIYsJzL48P2zWEjMIbmiYymeRHtby/qoOb6QfmT0/uUf/h71ja0YG7qBq1eu4uKli7g5NCo2AWRQOU+x/24WxHxnmfgf3/k3oTv08UfncWN4DNOz0zh7/iIS8QWMjI6jf1efYCzKgUn+4+y77+LsB+cwMTmBialpjI+NC/oNDg0JeLv3DNxWxqJ8Nm0zCpX1nYR2Etv5TgDFv8lIa2hq60Q0FhO3RX73d34P7757Fl956kt492377L3sooUCmwbNE0BrW5c4343GIti3dwA9La0Y6NuLM2d+BRJdGNER4tFyoCvQPD60t3WjoaEZOzq7xOTt8aro2dGKjy9dFM6XyuoUheIUcdTR1NqC+oYG7Nu/D2OjI+hobRbSgempSTGBFpKX+RIIBoXkpL6+HidPnsTvfOMbOHTsoDCjTklB0Ocv0QrrA+eEH6mpEccqNbW1QoJk5nLiGMgfCgqJAA0LlTHGRCFMp2iqWOzZ5sFQEI8/8QQ6Ojsw0N+PpXhcHIusj1HpL1zE5HEKjz2OHjki2qRrxw7BYFEKUklgW5Kx4CLf2NCAQDCAex+4F9HaGE6eOIX33nsfA/0DhSOgjWCz14vbBooHNCbX2dEsjpN4pHT6nnuEeeqnv/o03j/3Pvr7+ipiKrjLefu9s/AGg+jc0YWRkTEcO3YcV65cEUwF9Wza29u2dKyxUZ02+1bZWJDQFCFp2r9vLzraWjE8MobUygo6OzqF87LOrm6srDg9Q8p8pZ/cvXu9Hpw+fQ+amhoxOT2JbC6H0/ecQC5LKVYXMkbO3iiWBrEmVsxeloV773sQoWgQieUEDB0YH5/Ewf370djUJKwM25dn12Td8Mfpe0+LxZ8MKiVMjS3NQvJaE62B5q1cl+HQwcMIBvyiX01PTuLcubOILy3DHw4hFAwKs+I81im34mTIm1sa0dBYj+Gxcezs2yWslOo5Q2zauIkpKwiPsZaYn/p39aK+uVnsvOfmF9Dc0oL44jxa21pA6W0lIRAM4cjhI2hqbMTE5Bg8AT+a2ppRG4ugt6sH2VRl8Dh/nDh5D2rr6rA4N4fJiXF0dnZicTmB9rY2+2i4zAnPZqeAe06dQiAURtbUkc6mkU6lsbQYFxshuS7eujqWpgKZn3Qmjb2796CmJgjN5xPHi36fhmg4Ao+PfaZcaKXL2Cz2jj8KYQWkGJTvnJAo3uVCQQKy84szvE1qypRyqFDHQhwMFrNV1Jfg/faCLoTMtQnw/GfiY+O0mp6wZJzcqa1+Xf+Nkx4P6zgouVMTnomEwunW4MmSJI5OvPiNNJb4yafMs9Gz0DZ5XZO1eJoOWm4E5dZvBbj5T8SXxy5czBlYj0rwlPUmXL7L3bKExWcl8AQSpJuRE2eqYudRsL2S7175sVsJXFlv2T582n1gtbNuBR7hOvMV/2Y5/LvTA/sApZS8hv7B+Q+xf/8+XLx4CXv27MbHly/j9KlTQkpYflUsjI+PCxPnXGCPHD2O+Pw8Gpub8Nbb7+HY0cOirHLpwiPM2bkFcdPqww8vCEXmK1euCgkjJVE7d/agtaUZ1DUpN6RSSSwvLYvdf1NzE+bm5oQUir5pIpGYYOLLhcW+TxpyYxJfWhKSE0oURkfHkEylxNX+PXv2VtQXCHNkZAjZbE5I/ijBJGwu5LOzs2KzUQl+PAohPlzAh27exK7+3bhy5RIo+bx2/YY4IuU8UEl/vTl4E7V1MaGjcpRtHI+LjeU777yHU6fvEbe5ysWRY2d0ZBiNzS149+23sHv3Hly+chn9/QO4du069u3bC27cKsFvZmZa9NuPL15EV3cXhoaGsWNHD0ZHR7Bjx46KNlOk3ysvvyKOkKmPJ803kGlMpugrJwweJ5UjSS2XJsXp7grGohjprfwmz+xUe1mfZeAXhjt/ks0jWn3ccRSQfUgiVu1LkhLbfXJSL2aK+JuMojNUMqmvB1MyYvLphL/eO2HJ4MTT+c7vlcIkcymZYS7kDLIsyWzLcjd6yrzyKfEivWQc81eCH/M5mV8Jk3AIt5K2cMKScGQ9iZOMqwQ/4kFmSuaX9JEwKsWxGJaEI+vLOlQKk/Xi3+qG2cZS0k4+Je4bPVk+/4qDpB1h8bsT7+K02/39W8lYkORkNErvGfiVk8PaiWq7hP7ty086/rYuqMWDevt0KKZm8e/fvv5VrXGVAlUK3KkU+K1hLO7UBqjiVaVAlQJVClQpUKXAZ4kCqwe3n6VaVetSpUCVAlUKVClQpUCVAp8KBaqMxadC9mqhVQpUKVClQJUCVQp8NilQZSw+m+1arVWVAlUKVClQpUCVAp8KBaqMxadC9mqhVQpUKVClQJUCVQp8NilQ+mLEZ7Ou1VpVKVClwCdMgVLX3ogCnQ3aLshpo4V2P+i3g7dn7Ktw0g6FKXyo8MpiHnFha8ZOJ6sir8+VupK3Xvkyr/NZCg7zy3hn2s3eZR4nTm7CkuVXUj+Zh08nXjK+Elif9fpJmpSiVSV0kvll2zvh8r1SWDL/dttPwuHzdsCqMhZOClffqxSoUuD2U4BMBD3K0ridYBgU0MOsPfmuLf4WIz4i39o01V9VClQpcGdRoMpY3FntUcWmSoHPJAUmx8YwPjGJQ8cOY3JsWPjkiIb9SGdNeDy2RMIw6VVTQWtrG2htcm5mBkFacUwkUF9Xh5mpSXS0d+Dm0LBw+EQ3zpX4yvlMErZaqSoF7kAK3BWMBZ2+0AkXXXHTwZBbYT3x1HbgS+tm24FRnPd24Hk3wLwbcGRb3Q48i/vAdn9/ujhaOH/uLKAEkM0ZuHDpQ5h6ACO5FUDzCffVPs2EpXqFZ8eRsTH4A37EZ6eRMywEwzW4dm0QkaAPIyMj4m9megqfe+JJ4e9R2FTfLoGq+asUqFLANQrc8YwFJ8R0JoPBwUFMTU3hW9/6lmumSNPptHDn6/NX7shnvRbgTiscrhGfS51drZdvo3i65+bOzA14coEhTPpbcCvQ8yiD3yVaEs9kMiFo6Ua9ZT0Js4Zuol0KNO/LflRTY7e5G2Dp4p1mmund1a3AeodCYdfGTrl4SQuhJgzksitYmJuDZZrIZrLiGMSwVqAYXuimBdOTgaUrOHxgP67dGIKRo+tuFdlsVuTJ6Qb8/iCefvoZvPrSi/j5iy9iYN8BvPyT53H63vuwb//+W9Ay6ReowkAvuMFgUPjoYX766qkUjjMP4YXDIQHDGV8uWjKPfEp4zF8pXrJMCYu0pRnpYpPoMt16T5mfT2dIJlOCds64zd7Xg8W6cWwFAoHNQNzyvRgvJiA82ba3ZNggohiWpDnnPPoz2cw09nr1kzjJomW7SvgyvtSzGKdiWPxdbl3Xg8UxUIm5eCeedzxjwUWFk/aDDzyA5194wYn7tt/ZISqfdjYvljhzYXQzuLW4ugVnvbpJxmW97+XGE08OMLfxLWfQlosj07EPlRqYlcBwppX95k6vtxPnzd8VPPDQo4jHl4Szp3tPP4zUSgbBgA9pPQ2vai8cwvEeFMHwHtgfQqK7E4GAXzhOikSiWFxcFM6dOKF/45u/h4XFRbR2dACfe0I4JizFMEp6bo4jQGabEymZADXv1lxVbdbIfpYDRaZRIPPSKZfdT7YPi37ubsWPZdpO+so9GmL/Im3E5krTBBNbCa1kfmc/ZX6Or3JxKFAqj4sTFr9JfCqFJ6hR0PaVpUjHhUph47f6ZeO39fCigy+fz78pU1aKVrJEWUf5W25K5e/1nsU4MV0xLMaVQ7tyYa2HS6n4O56xINKCI8w7sxHvpWqyxbi1/PYWgZTIVqqxSiT7zESRjmLaLDGg76RKuskE3I563a5+w3rfLtjl0KEmEkM4Eit4j6mptYQ3HhsnexSSsaCXHgWKcGfOSZZ9KlorLo4UJkku1AzhgpRIcWWDwIWCuzQnnThZ83epSXujess8twuWLNuJFxmjGzduCP0TZ7kybamnzC+fpdJ8luLc3lh8lmjjZl3uCsbCzQpXYVUpUKXAJ0cBJ+PufNcKLEaeJRUSPrIUYuuVZ1NtPJ35SmFOl/VuBi6yCnffBaCWOIrRpeNCdRX7QpI74IX6XTxGq4YqBT5tCrjIWFhyyyrqxMEZjy8iFAzB4/UiHo8jGAohnUkLsVs2nYHf70N2JQOP3yvO5vWsjqyeg9fjQSa9hGC4DoZpCXEo4VmmIf6UvJhyu8RzW9GSOJIj5pOh3F1DOfUgTLfgSfzKKbfSNG7ieTukC9UdS6UtenvSsy+v9kPaslAoywWvl9qjx7bdVx7LYOdwC1POM0Rien4GXqiwNA8SS0sIRWuwML+Aro4uBIN+XpZ1maXZfg1Wabp9WFUIVQpslQIuMhacHCx7UjB1JJYW8PyPXkRLczNOnTyBH7/wQzQ1t2ByZkaINFPJFMLhoBi4Oeior6tHOpnG5MwcIqEapNNzUDxB3PvAQ+jq6IBhGGLyEcyAom57kXV7ALoNb6sNulm+24Wnu1P76nkh8XWboZI0cAMu++PtYFYkjpu1ZyXft0rLreZz4uasj2QqnHEyLeNkeaW+M53ML99lXreeLHfwxiB+/uovUOMLYSG+CNXrR1t7ByZGRvD73/62YCxsFqg81sct3KpwqhS4GyjgImMBITrkOalqGVhJLGL3nj3iJsfychx79+zG1Mwsenp6MD4+jt6+XsQX5xEOBIQVvnMffIDmunp0dnbB0C3s29+Ht955B++++zYC3gfxs5/9FJapC1GfQg2mbe8VLGQyWbFDyuVyLrSVvbRSFLm603Zj0rFEnW2Y7sBjZW083bPonstmBQ1zOT63jycXbGo122H78Gxxmq0pTZhu0ZN42jdi2P7bxdPuQ+l0RiiEUWPfncA+tCIYoK3UWzDzqgK/PyC04LeCE5UEM+k0YrW1ol2lRj1v1Ui9KS7UZBp4Q0TTPNCzGXh9PnB88rYR+wNtV1CXgFfPDUNHIBDcCjob5iEOfb29qD1bC5/ixez8LHTNi9raWqh6GuGovAG03fbeEI3qxyoF7loKuMhYWBDLlKLCVLxoaOrER1ffwt6BAWQyOSwnV9A/sAdj4+M4fPAQZuZm0dbahuEbQ9jR14M//E9/iPmZWYxPTSIaqUNjfQNOn74PI+MTaGiox7e+9U288PwPQcUtt45CNC0tGm4r15nWa3HuXsvV7F0PRnE8YfKqICe87QbuxjiR23jaSnDbhcn8Wa9XgHHriqSs6+2gZTma0uXShJI0W+kvVG6WTdPxRoJH08SiumniMhOwvbdTbylFKLM4RzKb4Xr91ZexGF/Cs7/zu3jttZ9iYUlH0OOHaWRgqAo8KsTVUlgmsqYXAc3CynIc3mgtFCMHjxZAKrWMmpowhoauo7d3Dx5//DFRjmUZjvJceOVRq2Xhma98FYZpQtU8yGZSCIciyOnchPDY14BlqcBG+haWCd0EVORgKT4YsOAxLJiKwgMWKIoB3dSgKYxjmaSBAV5EMRVu0DjebebfUji/egAeB0ODppoA8zgCx7UcN47osl6Zbz0JUVkAbkMi4rS6Sdt+Afbct/05dBUTN2HJzc4q9Lv5zT3GQgwCbtosUKKg+IN45OGHCh29r69P0GnXrl3iuceyj1UPHz4qjlc58cUitejp7bU/QEF9cwsGBvaInSDPPVVNE9+2OniKG6qwU3JhwXbCloPULTwJW+LqLGcr706cnO9bgbVeHjfgOic5N+CVwtUNuJJJcwMWcSzUO38LqhTeW4njBG1PrFuTUm25ftQ34gKhKGjvaEdW14WOVUNDDBZtKCh+5BQLXq6Rmg8Z2nwIxoBcCh6YuDExgWMH92F6Jo6urk4kk0k88OCDeP/sRfz612+io6MTL/3iVdx732kkEsu3kIbzSrnBOcZoP8MfCAg9CuIe8HmxGI/j0sUr2NnXi9bmeszOzaO+qRGeEvMHab2Y0nHx4xkcO9SA0bG40B9L6Dm0RmMYGlvAjq46DE1Oo70ujFTORC6dRawhhNGxRfR0NGBoKo72hiCyKzlkDBOhSAgL8ym0NPrR016fZzlWa0fJEstNJBKrkeu8yQVbSG1V2grJVHSkx/ykrYTDYvh7Vcq4TsElokvBksmkpE3+LvfpxEvmkfhV0ieYtxiWzE+pG6WKzn4jy3I+N6qfhMX0lOo5fzthFL8X48TvxXnLbYv1YFE6WKl9E4mne4wFmTeOYcuEQrv/ILe5OokVT0zFY1FWThGX0Gz01uQRGQhzLZcuK7LVp7s852onXIP7VpG7i/LJ5ner3hKOfLpFCvaz2wHTLfwkbvLpFlzCuR0wN8Uv79tjYPdejE+OY3x0BJ2dfVhYXEJNOAIjm6Edb3CqMAzOGpbY5YeC9UJhsnf/ASTn53Fg/17Mzkxhz5694AL66CMPYWFxDv39/XjiSQOGkStp+KzAqG2KKI/J7BsVdIj20bmziC8mEE+m4NEszM/PwdR8woCXbik4+/avMT27iN/51jcRDd96HMNyr9wYgy/ahKkFA9NzSaR0BV5PDX5+4SruuWcvXnj5Ag4e7cOloQX4Q0Fx7HLurSGcPNKPH778IU6c2Ivz12YRqw0DGS+GJieQM8OYmc8gFg2jrsYv6OU8gmMb0+7PZm3N78RRVVeE7Q4aeqokyPzOciStK5WMlYJFXAiPi2Wl8JjXiZes13bwkzAkXnzeDjsW5dZ1o/pJXDnXlSPxLQeWhFnu0z3GgiWKVZoyTU4QJoRnQqFoaYveb62AKRgRivT4jToUUrwnFKOEhvjqFTR2DP7dCqfc6q5NxwlKczA/a79u/ZfswG7hSUzcrPfWa/bJ5/ztrHf5u+xPvkW2VuKOnTvR2bNDbD44om19Cvv4QxEeS1VQuMB5g8Fm+HnlU4VK+xaqhoH+/vw3A6aloUfpsX8rLh+FgEroJgxukqDCMDM4cOQArt0cQ00gAl3PQNEsRGNh2Ea9BBpr/uPYb4pFcPbaAqJ+P8ycIY5C0ssz6G1pwNWLE9jZXYu56TlEAiqMXBbJdA5tTTHcuD6J/u5GTI/PIBbwwkqtIK1baKkPI+BVMD7nxY3xeRztb4VGXCndypcu5541yFR//FZSoFiC8UkSwV3GQmDOLm5ANzL46YuvY2BXP3b27MArv3gRXTt6MDo+hpbWVsxMz6C+oVbsQupqmzE/P4+Ghgjm4ynUR6NIJ+KobWpBTawePV0d4qzzdgwat6Zwidun2ZjldhyJa7npy0nnFh3LKWuraVjvO719ZNvI51breqfl40LrcegE8DfraHsvtSWbtB2hKB4RL/G35ZOqQ47JLxpsS9JyOZVPmWt7T4/qwdFjpwSQ/EmOwOnQ/mOFBdwWz65fLuu3s7sRO7ptLYmBHTw6MAUTwDrZmy4FhmVBy9OCBTrpItMwXtCKloJNCwdJAQX21Vyxidtefau5qxRwmwKuMha2WhEnDBOzM5NoaW3H5ctXEQr40NRUJ5SuyChc/vgyurq6MD01jf6BXlz66Jq4QfLhhfcQrW3B3Nwc9HQCg8OjOHrPfYLp+OWZXyKxwlshSXHUsn1CWMhm7dsg4irr9gEKCDx3s+2rc6ldf+IpvzjeXiFMTkfuwCMcnudt1Q58Kdyp3c9ATX238HS33sSObZ4VfcgdHHmuacK+EeNG29g48txb1w1ImgrCbvM/3jSxjya3iqclzBe72We2WaVC9rzZmMJvd14knVbHsYyx4a/9tV6ZZBpkIBPlZBwYL/UzGC+DfLeZrjyzkR9VikoZSjVUKXBnU8BVxsK2R2dbrAvWxHD18jtoqG/A7Nwcrly7gcaGJgzfHBJngKMjI2Jh+//+n+/j/vvvx3e/++/iOToxLW5+3Hffg/jlK7/Aa6+8ij/8T9/GiZMn8N2fX4bH68vvcrZHWO4A5O610vPFUiUTHicEwuKf/F0qbaVxHo2MhdeVIyDixUAjZG7Ue7UuNlw38SR+bsEjnqy7pmXdhSnsWJiu0FK2DZkKLuButg9v63g0j1CsXm2z8t4kXk6dqfJyVlN9UhSQbfRJlVctp0qBjSjgKmMhC1KhIhqO4WvPfFUsYIzfs3sPNI8Hup4TOx/uHDl5fuELnxd31u+555R9d90y4clf9/ras99EMp1BKOCHR2vC0M2fYXLhPnS3hFzZu1NSwcnSzQmckgW5q5M7D0mXrT5JN+LoBjxOQISTdnnhosdKshZuXTclrShVcbPehOn12l5DJR222iYyH6UKbHO3+hDxsmG6y1hkMmlxfXWrfcjdhWtVCiDpKJ82eyp/rfe8Nb9jw79epk3jydBNT08XxhlpJftJpfVnXkqzJL23C0viwUpIXCRMWTFK+LYaimFtFY7b+aRSv1tw3YbnFl6EUxluFtI5CwHvnSm/ug2MhQJFtcGGgnzaIj458cqFRy6+8jdguy6noVw72PliPi8vdYs73wd2N+K9j+bR2RQQUgs5aLfSuBycbu7A5GCXUpCt4LRRnu3U1QnXLThOmM535wTojP+032W9ZfvI39vFi31IwtwuLOZ3Cy83cHHC2Dpe9nj+1ZkzGBmbwDe+8SzeOPMyZuZpFyIKPZOEqqmwVBMWFScsFdmciXAgCD25CK0mJuxZRGobMT81ipb2LgzeuILdu/fhwIHDCIYDgJUT+Zz4buWdtylmZmYEQ8t2ZZ1lf5bju1y4Mi/TMy/hbReWhCmUznn13sFkSLwqndO23q6yxNvzrJTe5WBxt8AsXRcqFCvgjSVVUZHL6viHfx/C//F7vdBUbhbt/lA67ycfexsYC0cl8treZC6ot03eavUk0ZFuzWtxClqYUaEqFqJ+CzlLRyqtIxzwbGsSlgOquLQ1qFTwQ8Ij1ynfK8j+mUnqdt3dhlfZrqC8ZrkdMN2ud3k1uR2p7BG2klpG144uJDNZWIaF2mgYumkiEArDMmhZU0UafuipOEKxFiiZZczPzcFYSmJ3fx8mpxfQuaMPieVFdHd24PL16/D7wwhHQ3jppVdw770PbNuOBWvf1NQkbDHQyynblUyjfFZCHdknmJ/2BOjqfDuwnHklPOLDeGdgueXasWBeSo5pqyB7B9uxkPUrrquML/WU9Hd+Y/5KbEXIvMWwJB621D0nJJYyTuZxPpmf34vhMI3Mx2/JZP66c3GbKrRqzRWUa14ahhXE+EIOo7MpzC1nUKNmYKlaAZYse7t2LMq5tizLKn66yFisOiGzj/EtTE5PoTZaC58/gNnpGdTW1SIeXxI6FslkQuhSpBJx+AJh0cGDAT/SK1n4Az6kkguoiTUhZ5iIhijHIHwLxw804K3z43jgZDe8VgqK5RMW+3j8wkCLdZpJi3jFVS39e+2wLJ2mkljZUeTupJK8d3NaScc7vd6yfdyk9e2A6SZ+bsDaXrtaqK9rwOjUFCZGRxEM1GA2voRAKAAjo8Pn9cGwDHisLDx+GoRaQigYQHNrO9RwDRYXF9HcWIeZmWl0tLciHAogEI1iaSmOw8cOw3zi89B1c9t2LMjMyV0t7QnI3/JZCR2L89TURFyTWBAPwmOQ+FaCG9NK/Lj4bEWfR+bnUwaJS7m2GGS+UrD4jfA4tsqxxSBhyacTLxm3HfwkDD4lHNo98fn8mxqRWq9+Tlh8X7+uFuhP67W3J/C5kx0wLRUjl6dw78EWZAwLzbFYoT2dePK9nLbYiFbF8Mr97SJjYYsjxAJjGUgszuGXb/wasUgUJ44ewZnXXkE4GsPiUsL2ZKrr8GoqagIaEmkdmZyOmpAfSwnuXjyw0nFkLQ0PPfIoQv5mYRacd9w7G8O4eiOBF385inuOd6AuTB6C91EYbMVRcUdernQbUII6FuTWZUfZIOmmn5ww+O78vWnmMhI4z2vLSL5pEsJzE0fCY3ATJuG5XW+3YcobRe7W23bT7RZMwuGktV14zF9qEhINv+5/9kA8fPwkDufPkc1d/VzZoFgGpA0LWroUNiws6urkbeGomr1Ps3Rhz4IbC4OmrYW9C9hHrmJhowPEdRGofqhS4C6lAMeOWM1w4VoCb1+O48iudjTGcphfWsbJgVZMTSyiq949dwJuEcpFxoLTggXeRQd0pFeWsXNnLyYnJpFOr6CvtwcTM3Po6OjAxMQEOjs7hOjSq5pob2hBMrUiPKI2tbYIp0P7D+3BK788g9fPnMHjT3wer7/8ItKpJPR0Eg8cimA6YeA3HwwhPptDX08dDvWHoCoZZBUfPCYnqc05C3FNUFFEedsnqF0edwCrIi83ZjvphKxMEcymFbE7KxW9aB7ZrSCdkLl53ZRiS5uWbtCRNbXF0m62Dxmf7SjNraW/3YekmWWvK87x7BLcoCV96kjdqLV4b/TLbjunaWDaYLB3cTSMtzoFWZatn+VkgMRXhc7L7SCfzhJtn8qbj3dnnup7lQJ3NAUsHn7QXwwNtBm4cGURv//Ubpz7eAIPn2qDZgbR2hzGhUGaseemrtTI+PRquDqqt42D7YSMVuBgedDQ1IHzl4awf89upFZWMJ9IYGD3HgyPjOHQwYOYnpkRLtWHb1xGtL5JaNXTj8jcwhJaGpsRCIbxwIMP4cbIGGLRKJ55+mm88KMXEA5HoJhATdhCW3MYOaj4yYvXcfhgAwKaBj8CwphOOTsrLgic9nx+W3F02yTIA6Dorpzyyy3PFpG544RMlskFkWdoboVsJiP7LI1kAAAgAElEQVRYOXqhdDO4TUviJsXIbuBJOvJWCJ3EuRG4qNI5HhfiVcVmNyDDduDnEF27A7UKpUqBKgVcp4ClIqdayORM/Oa9WZw82IjOqIY3kjoW4yZqowoCHhUrWXqAvrOYCtLCRcbC3pnwf4saql4Vjz3yMJW8xeLd07dLSDN29vaKRXdgd7+IP3xwv9B2hTD9LWTpMEwLHlVFowLs6NsFD7VghaRdBX2d6aoBD1SEBAthoSboxVLKQjBC87/UnbXlFRvNoZzAuShUqkW9XgeSuywyAQz87QZzIeEWl8tSeMVTCJApKla1PEO1cSdbD14x/E/7N/GUtHQLFwlT0sCN9mEfcgtPiZd8ulVvG051R+8uPavQqhS4fRSwFB0v/HwIvoAf9S1+9Hb5oVgK2qI+nDk/h8N767gCwBROce017/ZhUznkjVehCuCJhS6fngu6SXGnRxOibPoh8tENtMcjfHPQohx9dIgrXZpXuCUW72Qu6DLa4xE3QTRFhU+l+V7etLD9iRBhb/5d2PVVVXR0xzA+OgfVYj7b8uNGTAXR5KIiyqygjhslJTwbpv10Y9GSeDqfEgfBxvGuPCwk0hZyrHYZJgglnhLOnfqU9JNPN/AkLB6DuEkD9qHVo5XtYenEy816bw+r7ea2ZwYekQnWhjoUpi5M9NNkNb0Wm6aRN9lviN9krBjPP8PS83E2sy7iCYOMp+jvhMpZwd7YbBfbav4qBe4ECuj0AqMF8aWHOvDgnkaoJi8pGDi5vwVvnp1HZ4NP6CQFPB7QfIkYMwJxMco2rALH0Hgii2vXl/NjaMPkW/romsSCw1roWHCA08iV+GXzLcLbqayvc/yLXT3xlpH2XV3KG7gbp/t1ce6a/7zeTq6zJYp3fj0Da48CxVRg0XV7AWZpukhYEq3SqcqPlfDk7pW/3VocuCsuhsc5lX4DdC2H516dxcPH6tHTFtgUYYnnpgkrTCDpWIxnhWAKySWebsEjYMJi+0jY7rWPO87xJF4S1wIxXHpxk5blo2QP3utXr2B4dAyPPv44Pr7wEWbm4wjWRGCspKB5vELtWurTZLImwuEgZiaGkYMXNQEf6ptaMDExhu6uLgwNXsWugX1oaG5FbSQkbNyUj081ZZUCdz4FxMqpcR1loO4RoFgqaoLAU59rhJ92TCwTbQ0hjM8vY2e7F4oRgKHmoMG3bgUty8BbH8/gxmgWiq6gpzdIzzvrpt/qB9cYC7IVFMszcCHMZZfw/37vBfT3DeDwoYP4j+9/F909Pbg5Moa2tlZMTk6itbUFpp5FY0MbLl64hPaOJoxPzaIhFrGN4tQ1oq9/D3p3dhcWAzn5OheFWMhEasWADgU+i5rktr6HM00pArl5FCLhc3KUOMq47T65Ky4VuJjz6nMqk8HHNxbR3UZvh5uHzeiyOYTSKSR7WPrrnRN7O+rvBkzCcLvvOKm+VRwlQyKfTpibvVOqQInjzcHrCISjSKVzmJmaRs4CElMp0OGXZcTh9ynIaAHoK8tAsAnLySkc2LcXg8PjwuHWlWs30dJYg2s3roobZ+fOvY+Tpx/E4vwcfvWr13HkyMm8D5i1GElGf21s6V8cu0xvK7rakij+lvGlc5WOXc1j+/qhj6PtwpIwiZ/tO2jVDkJpLNaPlbCodK17POK6//qpb/0i8/Mpg5N2Mq6cZylYzLdVeMzrxEvisFV4xbAIh4E6erTWut78LMtdr378LmFJeEKKrgDpnCY217zSKgM3kwp0nOwNY2UlAZge1Ef9GLqxjGCgHh9dn8J9e0LQFHrSNQv9WObnM57UcH14BU89WIcfvJpAZiWHnJJ1JhHvxCsUItO+2r63JNogwkXGwi6FJCcyC3NzOHLkGEaGx4VTsUMH92Jsegp9fb0YHhlB/8AAlpfj6NvZi/HxWaysZDAxOYGuHb1iF9PY1Ykrg8MwVS9qYzX48Y9/LCbd5WVqwa4NvIymW2lxBSdqKsh4KEjafImlgRPi6p5WP5BKpdZ0lrWYbu0XYZYK1Bs+fy6FUwdacP7SNOJLy/CU2Q/cvBFC3HL5GwzSwmopfCuNK9fASyVw3YYpmOhcTjDTleCxUVr2R04wbtPSOYltVP5632g0qlKc7HXHAlQPhkfH0dgyJIwxzcYTCAbDyGSSUDwKUlnKO5N0+wk9NQm/V8Olj2/ioUfvw49/8By8gUYMj4wLA1b9R3vx4Ycf4t1338YXvvAFHDl0TNgTCASCt6DO9ik3kOZMzz/egJG/5bNcOEznzEO6EzfCdcaXC0/mkU8bP7uufN9KICyGtKoIHzIer7eiPixxkXAIi7jYuG0uOXXiXAqW/L4VeMzrxMsJayvwimERhgxUsC7+Lr/J52b1k+kkblzL03oONWENAZ9H6M8pPBoBjxP98JgK0pqJgOnBDp+G196J4/pr41CtALRjHngRgNdabQtxAsBNv6Li4vA8Tu5rRo3fg+ZoBilTRWP4VgkHcdkqU8H6uMhY2B2V6xrvpMfqO/DGb36C7u5uLC0t4frgKDq7ujA6Oobu9g5MjU+gob4ejY3NSKYyaG6pR21tFEvzi4jFYujc2YsV3cTU9BSikQieffbr+OlPfyYMftxSYcNAtCkHMxuAv1lBwKRuR+ldvmxEPm/HrRByp27eOpD4CoM9onPkYyzA0E0MLifx+/cFMTHjha74UV9DE+gqdI8JzaJZYgnh1mc0Gr01cosxt+tWiJs4smputw8HIK9Tu3UrhDiSkeQCXukivlHTcTyEw+7eLNqovNVvdgd84skvQNqN2dvfJ+YIfpGTNPupmDvyR1b8Jcfw1579lrBZQXPGvC1j5HLYvWcfcroh/J+Ea2LQ835/Vsu1326ZK4oTOH4zLf/YR+S1WhlXCRyClPkkeNZFxm0VlsxPmJI2lcKS+DCfLR0Td38FvEpgSVyceeS782qxLG+jZylYMj3bolJ4zCtxkXBk3FbgFcOSvwmL7bAZfhvVT8Iifk7cUrkcokELiubJK+VzdHjyFx2AAPUMNcAHH7prc3jg3h14+cw4DMuPAO9z5zfWYrxYBjRFg5XTcXNmGV/cVSvMgu/c6cfwSBqNe/151QEe3wtKlaSfk5abvbvIWKwtKhAM4utf/7qYOFi5vXv3ikY4evTYGqTZMIfr6nHo0KHCJENI7PStLS3iqWoeodzlbIQ1pSkK2tv8GJuaR1tTE3vVms+fjR/5mZcqcFRug4IbU1ns6FTgUUwc3VePdz6awxdPt0JRaf71s0iDz0ZL/jbWgmNXLtacEXk8wjFeiMuPeRnvpBF1MBjU/GTJ3TWDz5f3lyHUQqWWj/i0rf8oYdjKsc+2Cv2UM9tMxqeMRFHxxGm7UrYikK7DK4a/nd/OusaXDcQiNRDcg8X5nCGvOSindssQDPqTD/dChYlonYbFBQPhxrWbajIVIAzVAyOnIuixhC5ie0sYr1+fxOHdNdAUmgu3y7DL2t7/azHYHqxCbsmhkWngxCEnFf7mLoxx8o9x/M4nGRAZz3ScUISbdH5zcPyFguSLYqGzIYiRmZRQ9qTW62ctFHgloQlPsTHw3qVJHNvbCEsx0VYbwMxiGlmew6k5Uf1Cns8aMar12QIF3Ft4t1B4NUuVAlUKVECB+HIKkQhvfpQOco2lAzIoHNsm2lojGJ8sfWzOq6nzWQtRn2kra2qA36cimcvCEvZtuWE1yrlYWBqhotjbwlgUlVH2TxLLtiK2eoZVyLzJKhkLakjoHsFYGJ/ROVTcBBEU0rCYNoVrtxqeC5OT1VU0R1UsJKVZc24BS9CxQNDqS5UCVQpUKVClwJ1IgfQKEPTT3YR927IkjpRECOkfr014hXLz1MySLZ0Qx0HMRekbVTk1XB2axcDOBvs4xTLhox6FFoBhmYI3MRT3NuQuH4VwRbdFnJah4zfvncWu3l40NjTg7NtvoatnJ0bHJtDS0oyp6Wk0NzchWhNGMpXG7MwsQuEAEokkaqMRLMxPo62zF4aior25QdxlX1dEaVGDO4uQ34exeA4dVB2wcrDghaKQsGRYSDQNCrib9wpi22Qv2WRbinSK7twWpRZElUIpx8LFGws40FcPVdVAa6f0VL+/rxnvfzyJzx1vFkqcjC/F8RZgbamWpTNJXu521NtmOEuXW0kscZN9iPncgEsdAQnTDXh2fWxRfCV12yyt+zhuVuLa77RVQTZXo/8P0xD+Pui12DIMYc7OpA8QhTdEHJMbd2OWBs0ykKPU0rBgqLyGDmiGFwTiHs3X4lv9VaXAp0mBVDqFiN82grXpdVAOExgIey0kDVUwDrpp4OLNFA7v8cKn+WFZOYyMJnHsscb8mKE+kYrmOg1ziyY66gjEA4VjruSqURk1XGYs8h46LAPzc1NYSWXwm9+8jRPHjmApEcc777wN1ePD1WvXUFdXh7GxcahKDsFgFOfOfYQDBwaQzpkY1nUkl6Zw/qPLePLLT4kbI1euXIZh5GDoOuQZq6wqd+yqqeHh47V46dUZfP2LTdCEsawVwAxAUdNCEGIZtAiahSUIaGuA84jFjSAXax7puL24Cvx4RsYZFabQEh6+mcCJz/eIIyTxXQHamoN4/X0q8KhC70KcmghXu27UcGMYkoFxc6KnMpOb8FgDwmRwCy7b2308JTU3pnklX+WRYyV5ZFr2Z9mnt0q3xYVFzMzOCLP+8/NzWFpcQigURDaThkfzCou61KJQFRNp3UDQ50cul4aq+ZFbSSBU14D4zCwam5swPj6Crq6d0DS1tDK3RLz63JQCW23PTQFXE1RMATk3MWM6l4PXa6sJbAaIwnzO9dxG8qopb8PenMvizfeXkTRzePhgB1YUFaZQ4iTjvrrs97XX48ZwEq2NXmgGJf68DbL5jcrNcFotYbOUFX6npCCX43VOFcuJJWT5rtLhly4mdV3PCWWRUydP4fz5S+jsaMfiYhyeQAhe1YcvfeUZ/PAHz+P73/13fOt/+32spNPQsxmsJJageHxrFDTFbtk0EISC9kYFb360iON9YWjKMkzdQE4xsJAAJqcmsGNHLSI+XSiCZbMZoUSWdcXZk71np8RFarpzMt9+sJ2QQTVtjtIyMRnPIOL3IJNOCNsddhkKDEXHzpZavH9hGgd7w4IRuXWJsjlS3jxwBz+7dN6Hp80Cf453om8ttXI6WEJ6JetWef5SOSwkafiD7JmwT7D99rFvhaTzbb7detsSFV7dpb4Rr0O7E+x6E1d78qoUT7vP0A9MxTdVeBynqHj7179C1jTRs7MPZ995E5mcBtOgASDeuVeheQBL9cLK0a5CAB4ji7GRm+jsG4DXNJBMfwyvX4N56WNMjA+hs3sMTz75OJLJBGZmZgSDUZJeNnddHhnzMzRvr0gHhfaMnZ+5y4Nip5JHt/TIahh2W4rZf4uwHHkL8FhSJfVz4p/Hj31NbooqglVYzRx9KV9XcfW8ErxKwcrjyj4rHRw60d/0XdLfmVDiV+m4KoaVrxttWChKDqZTyuYsT75vUL8CzYUzTF3UlZLmnBEQNjIUcTwhRBISmv0swok2mGnHSTXTSKVNfHRhCk890YLxkRV852fD8PpWcLC3GQbnaTrbyoeGCPDa6DyOHAwjSOu4QmJhiH7FDfxWGU8XGQtOPvyjiTANDQ2t2N2vo76hAblsBn5/ALW1dYJ5iMaiwuZCJBxGNBrCqXtOivhAwIdMNocg76MrCp5+5hnMzM6jLhrBsaNHMT46gkgdxUPFCwItU5IWFu45EcR3XxrC8f31CGthGGYGv3hzHggq8Pp9uHRtCY+caoXH8iDr84ol0G0nZG5fN+UiSGdcwmerBQxeTODkiTbEwjxjW6UFz8qOHzDxHy+N4MSBFrH7owGiUoED9k53QsZ6u01L0sJNmKSjm07IiN/tuG5KuLfDoVupvlUqjlZ0vaqGpfiSrWymacKvj8YrdOJKIRkMIY+DRpP+Vg61sVrQbk1jLALL5A6OtiU0fP4LX8Irr5/BK6+8gsOHD2N4eBj79u1bXSAdCLB9yg2S0WYezmScVPjO+ErgMKszj4DnAiwJU8JjOZXiJWnhhCXhVQJL5ufTGdyERbi0wGxU0IYSl2K8GE/c+FcpvGJYkk52XQlPllr6uR6tJE58Mo0wYZ+vK6UOrDt7Io8J6SfEGZw4CWkidJiWivq6WozMr2Ap5RWKmu0Ha3AgF0XQS8tOFrK0iu3QvdNUYMeOGK5dX8LeHWGowheH3d9LrxxOLNZ/307eIqi8AikOJfJ3bb3Y0d0l0iiRGtTXN4odbTQaExta2qpgUCwdkUhALHI8hxW3P2gFnf4AYCEaqyvcHqV9jFuZCvY+KjCybEv4JBnoieHK4BKO7qpFJqdgYdnE1x7shKYDz/1sCFlDg4cUvcsCT6kVy8DsQhZ1ETJwazsbRWEBLYdgTQALSybqo5v0+Lus/lV070IK5Bnfk6fvw+zsLHQ9i6NH7wMNtNEIlZTOsGacqDlh6roOSkdoYZISEho143yxsLAgPCKnMxk8+7WnMTs7j/b2Dhw/flTs7kp51i3sxssgHXdnTM8yafhI/pbPMkAUkjjzsI7ETSwABfsRhaSbvkhY8inhMWMl9XMWJGExP2/iVSqJkvn5lMFJOxlXzrMULOYjPNoaYj+pNDjxknkJj7SrFF4xLMJh4LGBz+cvy44F8xTDsWHYsPieCShiA65bOryaB0G/T7jDKiUBdsIS+FgqvJaKlo4Q3j23gIHOIEI+wvMhFFhd5m81hQWc2uvHf7x8Dfv66uD3cF2xj/NFJbf432qJWwSwmm110WdfMxSqShI8FzcSVS2Y/BZ58g60VIvnObYtdO5GJBFVxzkQ05OQq114tVQbFsuyCcKyDu1qwH+8NISDu2pw+VoSA31RqJYCj5pDT389Ll5bxon+2iIgd/ZPSit0xUAqYSEYisAriLGWIgZtBZh+HNlXh2tDS7jvkHsGsO5s6lSxu9MpUF9fL5gDHvEwyMnZOUHKOhRPwjJtQ0ODYDy4JSETUlfXIHhrWzl77ViQsKrPKgXuFgrYjihM6KYFL3fBDGRiHMzb+nWh9Bpoq/fjrY8S+MqjLdByubVr7jqZfaqOQwMtOHtlEfftbZRL8Dqpy4t2ddsuhzYnAmpyGzrP74iICsOwjyvEk3c0KPIRhmjEQ4h9hNiL5zz0apjPS3G4CHkFss2rpcDvUVBXo2Bi0cAHo8vY2xulCiMMxYsju2pxZWhOiF0Ja5Vf3Bzyp5vCdu52+cYyBnp4q0VSexUrSmxoHrkx5sXU7Dz0u6dyq5Wovn1mKSCZClaQkgmxWchbu5QMhoxzEkHGMX/xu32l+tax4Mxffa9S4G6ggGWKVQqprIWAP5s3h8VJfPOJnNJ8OikLez145FQdoj4fcir1GDdXxFQ0BQM7ohgZSWDFoC2LzcvbjJ4uSiwomeAAtxfAlZU4nnvhp+ju7MGRI4fx4+d/iNaOToyNT6KxsRHzc3PgLiaXXUFLUzc8vhwWFxcxOTOHaDgEPZ2CLxQTpnu7u9oLpJXi0o0qRunEicMteP7lcUSbfPBr3O/TNZkGr8WFN4Cx2SxaXRRayMaQjBB/y8lyI1w3+ybhis5leTA4lcFXDtTbTCxJ7mANNctW4Ql7Nazk2Bb2PeiyGN7NENnkO7siS3S73m7Bk+jL9pG/3XgSplt4yvaWTzfwkzC2g6PEx40+TXwkPLvfrE5kVAAW/SjfnyTupZ+r+Up/r8ZWKXC3UMCWV3AWjScs1NaEVoUVm0gtOL9Tnk/FS9qk/dK9DUJ/yRSnAXJmXp8OXBc1xcKJgy1468IsHjzYBJVGtxz6ezJ3AZW8Ura9LlFBey0D4yJjYRcth/rS/Az27TuI0ZFxLM7NY8+eXRibnkFXTw9GR0axq28XluNxDOzfj2tXR/Hx5Q/Q2taEltYOWJksgjUhXB8ehnJdQ004gOeff17scuh3xKm4Iitc/NRgIpFS8VBHDRLJlNDA8Jq6OKLZ3RnD2x9O4dEjIaEl77YTsmJctvub59GWYiCT9iKpZ2GkUlhSV6Ba/jWgqdBLLtVj8vqehpnZBGqCskXWJBVn3GtjtveL14C5KFR6VrtRqW47DGNZbsMko8tzWz7dCrzdQF2jNJUYXQqs93aZqq04IRPoi0kov+nI14eToZikHPWjIR9ataCSGTWmNEUVxntU7sbE1kKyHPlMAoCDs3bAqr5WKXC3UUAVrho0LC0nEasJ0syLvXN0KFuWrhPHhQwKQj7b5L0mpn7nN5lm7ZOzDBWoe1oDeOfiODK5RgR8HIFrx6yUnJD1p2qDHcjVyPdVuO7NXM6tM52QNXbhjXd+hh07dmBxKY7BoVF0dXVjZHQMOzrbMDU5Bp6Z8qZIU/My+nY9hampCczOLaA2FsOO3h2AN4DRsTHU1tbi29/+Nn70ox+J91X0N3qz8IfP1CASpEMyWylLaNaqafhrPDDOz8AX9iFgafCEVKhmEKNzWTz/+sd49HgvBjpDggmjm1pL90Hx5GAq5OxuJaITC5blhvY9lVF5ud+eSnVEwzW4vpBGX3cdQjVeKGoph1IWdDpq0lV0di0hmVFBe/DFQe4W3XTwdTc5IXOjfSRNqWiYzWbuAidk7vRLWe+KnoqKpcUFzM7PY+fOXiwuzGIhkUI4GICeWRG2KsREZdma7bwBwptaK6kkLIu6UwYiEd4om0NTYxPGxsfQ2dElHDSFQ6GyRMUV4ftbmJiSKDkv3EnVd9p2uJPwuj242At5MqGjoT2SL6L0wu1q+YJxB1TFwKnDrXjr/DQeONEMlY79eA+8ELgecV3Kb1bpbt2i6Qcqe/Lq7arUwpmrkH07L/ZCCPgDQXz16acFKEoY6ISM4ciRo2skDtzpHTp0UHzbubNnTedubm7F6dP2uWrJO+oi13r/KYiG7LxMYSpUZPEBpheaYqK7LYrBUQO7uwJQLJ+wXHb1xjwefWAAC5NL+M6Hs3j08Q60hKiZbkCxgk7Wab1CRbwb4mKelymgHQMNihmEoQJXRxZx9GCrOGJhQ1LNoljJlbZFGXa0NmDwahz93bcyFm7gtyEB7vCPbta/HOnZHU6OTwS9N8+8jowJtHd24zdv/RLJjFfoYWlWDlnFB9ufmArd1GGqfnhhYGJ0CAf2H8NCchLpFR98XtoMMDE2Po7urp34/Oc/L2xEUDufi2KphbFUXLkVdsLcChzmkX3NDVhOvCU+8un8Vu67M68Tv63kZ55ieOXCKc5bKp8Tdqnv5cQRhtxklpN+vTROXOS7fJaTx5nGmU8cZ1hAMrmCcLhhDT2ltMCZt/jdCYvfJFNWHL82nzxP54bZQnd9AO9/MI5UpklY8lyblr9M5EwgvpyF368hHFCgmDp0E/A6uAnH660gKD79+7//e3GvnshReWrPnj145plnhMj7H//xH9HS0oJvfetbIvNzzz2Hmzdv4k/+5E8KzsQkVA4wOcgYR3j8LSdm+duZxpnHXi4ltPKeTlh2Dp4baeIe7/49Mfz01ZvYuSMAvxDBWpiIp3FPgx+7G+sxsKseP/nZEO452Yi+Tvt+C/U0uNB/EkGhERPLK7hDXTXw8c0kUukMGmu4g9NgWqU0fm2O0vQoaI748M7iEkyL9iy2Qr1PopbVMn5bKKBoXgT8PiwtL9MvKQJUYrc8UFU6WrLg0Ti2fKDFfY/PD8vM4tixI7hxfRh1rQ1Ir2QQDIYFI/H5J7+AN868jpdffhm9/f145eVXcPr06XWO90ofBZamu70t4rxnT8r277z2UOks68baeXn8ZMOzJ+7twJJ5V+Gx8Erq50TWxi+dzoh5nXO7XIicqdZ/d9JGprLryl/bh0Uo0rCbzRDIUsp7Er/isGogr/jLxr+LYdk0J+18PqOMupailSwx336WgUTagmEtYTa+DBgrSKU4JtYLxTgx3dq+QGOA7H8btkV+HZaaTWTcj+5rwM9/NYyvPtqOS5dnEI0EMD27hPb2BgyPziNlmnj/whSO729FV0sYK4ksbo4s4qnPDRSQ3ZCxoO7B3/7t34oji76+PjFw/+qv/gp/+qd/ir/+67/Gf/2nf8LRY8fwzW9+U5wxUw/izTfexP/+n/9zoQD5UrzIb/ab+dak2ebiqAm1lvzVHcWDUJDarwqyum3me3bRC7/PB79nBYoRQH1Qx9ef6sGPfnYdOzv6YCm0a/bJMBWsu22XwyO6ysfXpzGbyOFLD/ULWxym1za7ygu8zmCzPbavuqBHwUrOW9TVnKmr71UKfHIUOHr8pLBjkUuv4MiRE1hejgtDeJmsLgyMcXhLNRXD0BHwB5BOJtD2YDcSyRVE9sWwODcnNjLUaXnqqa9gfmERPb19ePyxR4V+TymDbxvv1tbWn/MN03MylsdlcsNTCRxClbBkCcRtu7AkTOIn61opXhIfCYtX/N20Y0HcIhEpxpelbfyUuPDpDKzbVuARRjEsxkl4bNtKQjEsSXNuit2zY2EhhzTCQS80bxS1NYENN4TFOMn6OetVLu0kLMGWmDmEwgrOfryAuTlgbC6NczeTOLG3BS+8cg3HdjdjZmoWne01WFrUcHVpHl1dTQhE03nGxm7DDRkLScA/+IM/wJ/92Z8JnJ/+ytP4yU9+gr/5m79x1kHY7bdNZJFvMmEZGbzxm/fQv2sXWlqa8OtfnUF3Ty9Gx8bR1tqGickJtLa2IhoJYmVFx8jwKOobYsIiZ70whjONjq5emHRC1tKU7xSmmEC2sgO3r2fSgpltYlgzge7uGD4eTOL+3TFcHpzCoV1RoWthqDosxQOfT0esLoSFhIWmaBYmAsKN2ZqK539IWvGnfJcNVir9ZnGKpcFUsjANeqWz8OxXBuAXRlvZZBZUYUCMV/ZWISkciHTalPdoVxvzIp4yUeej1yYyI8zpVLxZzbvdN8krs+7bqXcxHm7D42Bzo31uN54Sx+Jy7tbfzS3N4J8dLLS1tQnvu6L/ijNadmT2HTl+uHw3cgMAACAASURBVMgztR3Ht07mcYSm5lbBONOq5xrnZY401dcqBe4OCihQlQx0xS+OFrayxm23nmIEKh6onhw+d7pTmIioCSpoawhhdHwSj53qRm1EQ4in6x5L2EzK5nzIrlDZlOvS6mK0IWMhF4izZ8/iX//1X8WRyNn3zwpFSmclyLnxnFN4P8nrks7NTQivm2+/+x5OHDssBv65c+fgDYYx+PbbaGpsxIcXLsAy0qivbQUtcp4/fx6BcBQzE9NIJWbw4YUreOzJLyC1ksaVy5eF9n02nS4cnzhxqPSd5jH6e8J48bVraAj4MDSewpE99cjp0j8Dz54sdHZFcfHKDB44VANdyQpDW6vkWy2VcyDjc9kccl4JY/V7pW9kEnKaieSSAW/AB08ujZxQsrFh20KytaIyQ6FlTg80y4SuGehsDuKj4Vmc2BmBalL6QV0R6p3YFuiocOlWoF8YUqAUbbZSBulJvRr+uQWTePD2ypZ8D6xTCd0wkMlkoWm8g769IJkzKoSKWyZSSWp7YMXiy36Z1uyxUymeEi/e+JFHl5WgJPOLmx2yTuQgqAgtkCGzm2comJhpxBU68SN/p7o01vnslaBTTVulwB1JAY6P4Yk02tsrk6i4XRmuEdEgry2YuO9wm7CADTQJkw0wVdQ3aDAML7wKj27sjSrNjjvDWlm684sY33bit99+G//yL/+Cv/u7vxO2Jh5//PFCShq1WrO7Uu15QVMDSC4vg05c4/E4llIpcUUltZwQu/6VZAqWYeLUyXtgmDp+85vfYOfOnVhJZ5AzFTz4yKPwqsBLL/4UK1kdumGbs+Y1UhHExMTZZ2t/lpaD3zTwxfu78OalSRBfn+aYvKgTYqloa/JhaiqFHLw2U7FOeY6cAj1BuXXSloMzFTM1U8P4XArNtXQGkxfvbQRTLCE0ha5CMxX074jg8qUlpEQ8d340mOLoABvBqvRbvtbbrbekDelJxtZeOLbWxhJW4Wn3HEENN/oQ4QocXcJT1DmPozgXrbQN1klfoKHcU6yTrkCnou8SL7nRyKNY9oP5OUcYgqmQ9+NF7PowBHPBdufxo6iBPc+Iq3eOPiwgSAzXB1f9UqXAHU8B04sPr03hYJ+LBpYqrLQ9n9mXHryKBkWl7o2tf8N3xaNCs6hsbX/zaBroHcPLOcMRypJY/PEf/zH+/M//HHouh+4dO/Cd73wHjz32GGrr6jA9M5PXzLYwPzePSDgEr8+P+oYWDPT3o6mpUUga6ISsobER8cU4YrUx8YxGIwgF/Th0KIiWlmaEw2G0tLQhGAoJ969PP/M1TE5NIRaN4OCB/Ri+eQNe2o13XGtx1KWiV4Ou031pBEw/vvxEBHoiIWyzrwFiAlGfgQC9KmpehOhyu8jpzpr03GXnsuKqXHF8pb9NasdbKibm0+hvi8BHT3PrOBSTsE14YfMNXPA88FomjvY34frlBE4eqIdhBgD6BVBVYYOf/hBcC+IONoRPBLdgejMZV2jpxIftU8qnhDNNJe+ULAifAf61NkUqgVGcllIQSgfctAnCetNHwlaZg2IcK/1ti3ZXmQnOQ7dajyUjISEXXmTEurhLIUghYfWlSoG7jALsw7piQU/7EBK2h8g83zoGPp1qSTzyz4LJhaJ4B3IbMhZSEkHxJyckr88n9CLocZBaxF/84hfxl3/5l/ijP/ojYd/hFy/+HP/nf/kv9gRgKeD1UQY6FyMTwv2nVJyJ1ERsfQmYiEW9iEWjeUMbeRexChV3gN7eMCilMKlYJUSn7ihQ0ugO3ceqmo4WLQir7laFI0scLejoaKvD4MgS9nVFhOEim363t+GluaV4wkCEpCniCB1tWHilxVHBWVi2Gicvo+7d58cPfryE9i4d756bB6v50PGWQh4e99w5HdiBVvX1M0UBXae0TBXzhjDZ7xQ6iOui3C947CPVQo+0E/HYkowJGTiOA85LhMUnFQ+roUqBu50CnN4nF/5/9t7zSY4jyxP8RaQWlaW11tCCECRIgqBW3Q2y2bM93bazM2Z7M2ZjY3NmYza33+fLje2H+w/G7sOe3dnudM80mwSbbDYBskENkhCEFoUCUFrL1JkRcfZzT6/KTGRVZVYlSLAng0RFpIf78+fPPdyfP38igfpql/QVkRUr64fWvnW/Su7s/uZv/gYHDhxYWdj++q//GrOzsyIC4X/7b/+HcFh16uQp0e7/87//d/zd3/2d/PjF5oP+y7l48/SIRwupCYJUFD4YlB8GNcvISUMwaho977EURaeWmFgUf1QMIhMW1Rx5zsv4GrktPhjqGejp8uGjL++iv823aofBSY6IrnBvxcBqFYYdOsI8VooZsPOIRjgKWn2f80kQiDhJ5ouTsBN2HHykGp+fmcChw8048+U4EkJXRBeMHa1dpMVMToilxBIFikKBP578EONjk/jlX/0FTp58T0Qm9bj8Qppps+vQdR7hcTrSEI8n4PV60NPWhKHRMcwuhVEWqMDC9Djq6upw8/Yt7Ni+E0cee6xgC4SiNKYE5DuhAOevdU0lvxMsvrtKBu4u4bH9jdBNW0aohu8Og+LVtC5jQRe+//zP/5xR29/+7d+K35Ri8Hjj7//+7/EP//APIs2gpy4RoZTTA6O0mSlPlboMcpqKaMr1jyLkFaVP5jZZVsak53vDZEAth9AHdYjFO1NRMQOpzf5IeRxbq7hYpy07vN4EYPoxvWSiqTImHGqBftiFhsqD2fHTsiYW0+FykK9iRQKbtVBdM91hWehpcKCnsVUwQuc0E3GDYYgXoGt+6Stjc6DXrLP0okSBbArQB0xnf5fQoXI7gNqGFlg8ltIsRC0NLodk7iPRKCqqa5GMhfHhp1+gotyF7u5+TE0vo3dbH4LLS3j00B7cunkXly75UFNTh5Mn/4AjRx5HMEgfGZkXrYDyvbiIMf+qHwvOU9IPQCFwWJ9aEFmO4d8VbHXPFycFS+HB39n4FQJL5VV40HRX+rBYV91OFVu5q/K8p18Kt0LotRYswo1Eopvqg2y8FI7Er9ArG5Zqm1QuTwhzaZWWC/Z67Vstp2EmCDitCCIhBwyNivaZtE2HnY0T363Ckjk57vK51oLlpUpCKhpxPnDS86zLWOQSv6eLHskIrF4US9Jxkzz6iIYW8b/efAtdnT04sG8/3vz1r9DW2YW7wyOor6vHzMw06mpqYFkxBCrqcHvwLuqryzE5PYWKQBnCwWV4AlXYtmMnutpbxe6azIhpJKGLxq5N9FWc1n9SzM1aubi48z9aVDxxuAyfnBnD8WfbQW+BNs0plckY1UBjsK/VCUyKareGn6lbmJgMob6e9swWLCG9KQymQMlGl6sJaEhAN12orHdjZiaGGp+MYsfBK1ijwkDfRzLFXhWj7QSu6FkseAph9fEVC64YkwUsXgqPte6y3asmsWvlKzxdHSEU3tGqL1hnrjkhH1ya21oxNj6J8dFhVNU0YnYhhEBFAPFoCB67R5zI0Uza5/cjnjTgKavBE48/jqGhQUzNzKOzoxXzMzNob+uCpms4cLAewWAQPT09oDI5x7rfn+M4M+273AhPtk21tfh+LMoE7PQ6NsJHvVdl1J1jWLVV4avy5ntXsLjQck6nvlUhsFR53tXF8sRNHXer9I3uuWCllykUHsum46Vg8VvlVSi8bFiKTpFIGA6Hc8PjuPXap2BRsdlumxT+SWzausuyaEM2TkxUsESG1J98fIrkCysd7kbPG7dgIwgr71NLi7CmsLA0P419+w5gZGgUc3Oz2LtnB0ampoWnvJGhYfT09CIiJoYuXLl1Dy1tnQjNjqOxvQNWPIHGuhpcv3kLd2+7EfD78M6Jt4WvDLErKYLyJtEWpoyaJhQZV5qR/mCZIiYqg3u5LQsup46LNxfR1WrCYTiFjw0u2DxUUUxKOBwSENQClg6ukGdDS+DeXQNdPT5Ew0vQqDeR9hHnB4sfEo+jyDwkhdSossaBgVvT8PTZkLSWYSuSN1HufHgVS+GQ9MyX486PFjLXZnYs68EnnhxHatJaL2++7wjPpseKGoSMtNwqjpsOQgYL23bswrYd0nU/6cChzDVfDmm5OAndC1pDCUVgqde1c+de7MxJODnfEAY3OMnkA5Bo5qz3TzMx16L0fbeUOG11Hk1vAxfQYsIj7FyLcnqd+T5HEhZcmouz9Z+E1lsRGQtODpo4HWBkzco6BiF7TwQdorLnneFRtIggZGNob23GzPSk8OjpL6tAa2MMg3fvoaa2BrO0GikrQ2NrO5LQMTwyhuqqSuE748SJEwiU0xRnlUvOt+Ny5aNnUUJiwKPcF3eOrI0KpTqeeawC//beLezo6IbTbwhJhm75YegmNIpMLcDQLDAwEnU2DF2msQ46u7JMB6g0yhXeEE2g+FcTMROoq0E2RroM14QJbjw+ieaGSlhLGjwB34YB0HK3QTIXSkmz16/j7rUo7D4fKr1lAkfbquZIbhB5pD6IIGSMZFvMQGlsBsV+areXR7M2zCIZoEgpCNmGlMr9zUrdK6WqLEepdLRnSh2oXHAFk630iJiBsHPDz1W8lFaiwMNBATLH8ppfTKDCK6OSqrQf8r3IjIUkBbk4l9uL1197bYU2jDHCi0HIeKUfo1RUVmHbtv6VdE7W5FbrG5pw8BDEOY+SLny3E4h03CPq1AC/S8OxR9vw1ulR/NnzzUKpNEnlx6Qdw/NBuMqdcNOxJyc5qXMqd2RWUhxD0GlrXNiDJuCkgo44RnEgSW15lrJkd/A8OmrpiBpB2GyNiOt0J77ZiVMdV8nyLt2GuMEAZjY5i28aruiu0p8SBfKgQK6xyzSyFeQJ1Bi1hD288MOyHtQsiWUBpx3rQS29K1Hge6PA2PQCmmodqbWD0uniWD9+Xw1SX/QDqV8xD+nKQXxOVwghE6LESUzns8rD8iot19T0QJDeAGhbnR19reX45Ns5al+AnshGFkL4+MsJnD45jW+uLIpIb6YVX2mXBcbsMIS77Vv3FvH2qQlMBOkwiBwqlXQoEaEDMN6o+2BiYGgJ9XUVQgpCZ17FcvHKsO+BMh2h0IoceoMWl16XKPDgKMANhPrHWvicfn9wNZcglyjw/VIg3Y/L/HwSFZWMsi0l2t8vZluv/YEyFkRPMRGUQpBRoOUIJw913svf0ppk9R1/q0tNNIXrFygIxbxrwknVvm3lcNkSOPHHu5gOJfDx1wM4/koXXnupBlHDxL2ZOGg5RwM6nqWQcUgCmFqK4cbleTx6oBlfXxjCmUsTKWnFqkhM05IImzouXprCwV0VsFs8F3QKxqMYLeGxTntnQHgTpUKoOOspBuASjBIF1qGA+u5VFn7/6ttX7xSDwd9qfmCaeq/uhMFn/itdJQr8ECkgjtg57Vsy/lU4DLg8Uk/tB29rylAixesUtThKzWojEcVv3n4X2/r7sa2/DyfeehM9vf1Cl6KpqQnj4+NoqK/D7PQ0KmurMDExhab6RkzPTKOyohKLizNoaGpFZWWVcPXNBVBOPErhqziYK6zzhUYnVAndwKO7mzA+m8Bbv5/A8We2w68bMGHHru46XLg5h7a6WmHNYWq0xrAjZCbwwelpHH+xDT5XBHWPdeCdD+8hbtJfx2rtPCq5fmcR3W1V8Nioo8GX7CalK7Gad1NPloXmWh8+uhGCtROwNE7OxeMv2UdKArUp/B5woWIrbxUbXdLvT+tiezRcOn8Od0dGcPy11/H1159jemYRPq8fZiwMzeGCZSUB3QabpiESN+D3OLG8vITyQAXmFhdQU1WDiXHqabVg8M4A+np3obOrUzrWE7pJf2p0+9MaBZttTS5TyM3CYrliw9sKLnTASMYiSdcFiMKmK6umtAVhKxV8j2WLzFhowiyUTrFmJ0fQ09uLu/eGUFlehu7ODoyOjaG6rh637w6hvb0NYxMjqK+oRDASxMjEGKLBEOpbmhAOR+HQTFy5eAn9u/aitjaEK5evIBwKi/gjxVoHGTyKUhQZQKvwXqj0avjlK1XQrDiCITrxsuBwxDE7E0cwGIINdhhCBVXHh2fmsWuXB/ZkFNGEhrhtEYZpQ3ApjKRuQqeXz6QTIXsSl76dwo+eb0Y4Qg42gVg4hCA1Q4twCS+G0DA+P4u5+QBsjgTs9AlfsMVJJjKkJS8ZqKo4H4ayic+saWu/0q1CijHJkFGhxQWtEooBj62LRmNC0udwFOfzJI5sN++bxZFlN2UVIrZmGmZnZ1BVU41INI5QkCHT3YiHQ3DYaJUVEj5xONojoSXo/loEI0vYu2cPTp78EF29XRifnEJDfS2mp6fhdDlx7fp1uN0uTE9N44OTp/C48GMRzDE4CvluOG7T/VjI31KvqxA4REOVVX4nyLwTxmp6DmTXSFJl5J3jTfajSl+j2LrJlIRKiyZKlQsfa6pu3tWVTjuVls89NyyWDIcL9zsha0zHS+FgIRQKqx8F3LNhybHA75TO3OhmYf0rV/uktIJDIsy41UkLsTCl1Ytyo7fhfJyNEzHIHKP5z5/3w+LY4Pee7l5i/TZmvi3OzCVgSuS4QPG/skAVbn91GjXV1VhYWMQdMhjVNRgfHRV+KibHx+F2uTEzNw+7x4GG2jp4HS7MLMyjzOXDoYOH8eXnX+PW9evo7+0Wdtb0BMp4IozXsSHdM9uZ85fDIaN7biV2hDSNlh3KAF9J2xzqq1ywdB8CHrtwGz42a8CAA3s7K0GdTXvCAcNmobfDwvQ8sK3NAxt9YcDC2BjQ2VaFynIf7CmlNk7qyq4+Z0MKSKT+hmlq6Gr2Yj5soLu5PEORtgBQGVmdjpgY1luhZQZAymjS7PWz3232N2HStnurjJSqnx8gJxaviCWsUrd2p5M55Vtga5BWS3Mh2soY2rQkJTWGXR4fxsYnMDQ8DE1zYnFhAV6PDyHGg7E7hMm3ITzz2hFfmoPb5cDFyxdRXVOH2ZlZlPkCGB+fQn1DPapq2zB8bxRDw3fw4guv4IXnXxTHIn7//VEhC8GbY0LlV7Ti7/T0VYqu/5ReRo5jv4Cdnr4+hNW3qoy6842ybFL4rubO70nBIpMiGYvCLBJUed7VRVzUXKXS8rnngsVyqm2F+p1g2XS8FA6bhZcNS8HhptTpdK0c96t6su+52icEk1ZCeJtdDpmoqnTD79Xh8/jzUtzMxol1KrzS68+HdvnCSoe70XPxGQvWqOnwBipx/Mc/WiF6X18vbHaHmAA4kE166eSduhea9LQppAeWCXratMwEXvnxjxBPJOH2eLBz1w7cGRyExlBqRbxWP4vNAdWVJCElwtYMO9qa3Lg7GkV5j0d4H/3iwiieOdIiJBii820G44+isz2Aj8+Moa+tmWcSMPUkLl+axbPH6pFtApqr8zeHsVTC39ZRgQsDs+huCWwWzA+yHBfYYtLyQRHhYcNxq/g8cfQoDMGFa+jt6ky56qfGjwY7vazQARxVflJ+cEhXrlkMxAcrKZzQyfeAYSXQ3709FTuE+TJ3alvtEy6OD/NVTPxyLUYPU9uL2Va2q9jwtkQrHkNbOian5lBX54dm2oS13lbXJIXT99nWIjIWqjnyzoBh6d7cbC6PENUoZU4yEZysVu6pnQGd4wgzNBs9weF7jciY2aK1fmVOQjQbbWl249SZYezsbcbFq0sor3Oi2uGAoUdhhwMJmpdaFnweO0IUmojJ1ECIUj/dDq+HlqwPymqDu7IEqrxOzIUsmIYJ3U5mrVjDeS06ldL/I1OA3zpDLGdfimGxC6dYEJuMFI8ussptRGYUXsl0c7xmfnvZsEu/SxTYFAUs+gwo7gaWeHC0mlYqzIWVwCcXFtHU5MfYdAKHdpTDgvSrtCmcH7JCxaUedxypBgq9lBSzwMmDBOWEIVx+pyYRUyhkmsLEUuaR5clFU5lLTTD0OslpRC59D5smOEmoy4EoBqMGn9tCNGbh1LkFzC/F8czuJmguwKbJkO92jRILDTY9iSqXjulgEoaewNWBOezZXiaj22X54C/WuOEukBhblgvddU4MzsaQsOIwkzFavgqOXvVhseoswSlRIJsCiqFQ6fwtv2/5V6Xnvqs88p5utpc7fym1RIECKCAi53KSLO5aw3WN+oc8jp6P6xiaNHH39jwuXF9Ehd/+J2WhV1yJhfrehbaAidHRMVRWVoLBTCbGxlAWCGB5OSjOuOmN0++nu+ognC434glDnCtTkdLrdiMYWkCgvEaYaVb4fcLfA3UQFHtRwDD5TrNy0ECPoq02AIdLx4FHyuEQotoV4gj/pDK+jIGW9nJcuT6Jvu563Bmaxf4d9bCbmgxmulqkiG0gUMIPY3tPAz7/6hY6n+5Fghr5NsYUIePBYfFAKi9iO0qgShQoUaBEgeJSwBLMBJ0H0juy9CrBHW42I7yZWsk6m1wLTANnLozi6YN1aKgGHjvUJNT8NwPzYS1TRMZC7XM1WKaJ5fkZfH32HFxOJx49fAhfffWlYCDCESH7l1rNlgUb4rDsbgyNjGJHXzfm55fg0GyIxpcQTeh46dVXhIvsWCIOdjpF91JKVZyFj1gX45xRweBQtFt+HD5gF3oSNssupDTSA3z6MJBujNtb/JhfXsDI8CQOHWiDw8ZIqhzYBuhYS10Kvvq9+btkLDQ9jnJvAA21Nfi3U8N4+VgLAg6GXKfCaeHn1qr3i4enbCF1cIrxURMaceO5Y/FxLDZMS3xDxcazGPCK1RebH78Pb0n1DSgM+VuoshdnqlJgS/cHSgEpxLf0BIanTTjNGJrqubEt1mVDyDQxP5dE00Enkhbg0+g+8U9rkBSVsTBTjqcpbo8mgmhobMT09AyWFhfQUFuL+cVlIcFgWmNjI2ZnplBRXoa5cBJl5eWYYWTTmiaYhoX9/bvw6adf4IPf/wHPv/wyfv/uCeiWiaWl5VR00613tHITXqzAWcQoGgkKdTTaJcfIGGjLMsx6BroqNgIHcQJ7umsFF0sPm+ElvjNFgDMdMuxtmN5TinVZVJa1IxyKQzMXsa3Tg5pqJ977cAC67kFLDbC7v7rgYc4gZPQOyvgrxbrSTUMfVphkfNh23ot1ySBkOmxFpCW1/7eizMX20SKr8G9FLrf37t0TEswjjz2KwcEBTM8uoaLcj3A4BrdDF8H+yNAKPzGMbur2ILS8AKenDNHwIiprGzE9NozGthYM3bmLvt5euP3lCPh84ii1WLQnnMJMci0kLQO2pA2/+mwYetKEZTNgmXbE4kn88oVuJBCGlfQLKaTYCRtxxCwnBocWsKujAhajRJOZz7MRxI9MYonJ25hgQlVNxHBKiuN40syweBTNS+n8SBZQQdNMA6Zux9ffjsN0OPGLGpf4TdcB9qzIo3R9aNKlAKXMmlNEkaY/I0aU1pGpG2SZdJOo4+yVORzc3QzNZoOdG0gbfRlJjBQOP/R7ERkLGYBMEETTUVPTgpu3J3Fg317hJ4JE3LN3L0ZGx9Dd1YWpqSk88sh+zM9Oo6WjGguLDD7mw+JyBOXl5fB43Xj66WeEQ626qir851/8Eu+8cwLlFRVF+6Ckna+OYppISrM+hoF2pRSAvEKjPX2g0COnGEaMOkrHQNzZpMy2KMMRmiYrZ86yZNGCcfGMDwx4ZqKMR0yahfKADZ0tAYSNJE5+OolwzIH6apfESUsAlnND814VhIwKu6ot6W3e7HPR2p1CgP2jTPU2i1N6OS64ZPxymTqm58v3mQsGx+XDZm6aL/7Z+USQMQA3rlyC3eNDOJ7A3cHb4NQ+MTsDn5VEDDocdq6sNiTjEVjOSuiJCfT2duDct5fRUFON0YuXECgP4OL5bzEzMYq5+SU8/exzwq/FjevX0dHVnZOpLYThoyI589Mni81GXxHyt7pnt03+tsS3RNuWRAz42VMNoOMjfmOXBxZx/tosepucCDpiYkEjwzGzbOKjz28gabrR0eyHQ6M+2doLi6qfd17Z+OXGa/1UwqLn0mQyCdMs3ItpNk6sjbQjk00mtpArF6ytwGNZRSsycpxPGX5BeECOhxC3O6CLQ3ZKCiRzQcoKqbJph2mPwYi5EY0loRtJzEf8cNt5TKzBYN8KmEAynoRm6lhMGJiZi0NzxNBSa8BtucXGkJtLhYsch2RNHBi5F8Uj/f6MqMjEtxDarbRP1CD/ZI/1fOGtBYvr4mbn8qIyFqtt1KDbXXji8SMiiZNlR0eHeG5pbRXcdmen/N3R0ZmBvOLEeee/5tY28d4yaCYoLUlW69naEwma7y6hkJpEZ6wEkVFc8SqElVrFkUNmF0h8HgRWqfpJw5VH4iaVapnq0SwcPdCITz4ZxquvNsBpOqBxwhMmtarUajtyPW12IOaC9UNJK2yHu36rFP3Uff3cP6y3c3NzghFIJpIIRuURaDQZRZwGp06anGuwjAQMIwSnlsQHf/gD9h06hJnxCRFnZ2FhAT6PC8+98CJOf/olTp36CM8+c1TobmkpK7NsithSi3F2es7fjFOk62JRUtZronwqPXcZfh42xEwdLruecpakCzPaPX3V+NUfxtHe5sXCXBynvpxGVZkPPqcNP3+pE7/7ZE441dWFSa2eYWqbUZeqP7X54LyVgV9G5jx/pKx0yFTQb4qAp7Tl8wGRhROLEMYKbluElQFPSHQY2DH7sGkdRFO0ksG8uF2jAQGQ1F24Nx3CwqiBR/b4wKCMjEwt3B/rlDbpQnpw9d4itvdUgIYDt0aD2NcZWPUvkWICI/YkZsMaPv58El09VZgbXcDynBP7t3uF9FZstYUwRMa/IvM4OZNAU70DTps4JBPjTbQiZSGZ93hV7UsjQXbZvPsiD1hp1eT1mLmq5VVka5nILPDK5q7Soao86WkbbpkzMpd+5E+BFCtjURxnR5XXguXSMLugo94PYblCx0V8V7pKFCiUAkq36KlnnkcwHIbb6UDd088It91Ou03smu20GhPnzNKFPacISmyWFxdhd7nR390Dp68MkaUF+CrKkIwm8fM/ewNLwQjKywJoam4CT6IoLcu+femeWAAAIABJREFUcs4l2ZlSv8nMMb8jERdHPuq3uucqZojIxTqmglHUVLhSHixTcAD0d/lw7koUk3PL+M8/7oTbrsEU8hod5d4krARgdzmF5FBb2Yxk1qTqV3d6yeSRlPqdmTu/X6ps0pBK84UecanyvKuLtCNzUQxYlDKocWAXbVW1kLbCQl8l5Lyn48WxoSGJmKXhy29nYdfcaOrw4cTpMTi9TiSTOqq8Gp59rB42oVXvxo3Refz0WK04Lvndp6N4pK9K1ENTZxmTV8PCggdffnUXr7/UizJXAjGjAu/84Tb27q2Ay5L9IyQmgkYaDNPClVsTeOJQo3AKp460VAME7XKMYfU+/Z7ePpWePdZ5lJpPX+QDS9WR7/2BrhZsKBkI1WASTjEU5KbUM5Hlb3WpMszPsrkarvKW7lulQCo0PB0Uka+3TBx7rBWnPhrA/n2tCPhtqA7IM+Ct1lQq/x+RAnLhoZM7/lOXzy8X3/RvW33rar7IPl4qU+VdEorHKz1tygW5eKaBheiikOG2dAsT83HUV5Gxke3lfMZ27Osrx//7ziTeeKkPbjulIRo0aRKGyuoyTAcN+N0bHzUquvFO/NLplv7uT+ZZbEClA7XstqbxMnk1lysLD0SGx0Nwenx48XCDKLe9uRyxhAGvy4ZTX03g5kQU22odmIvpcGsx4XfFZhlwaBqWYkC5Q+pnTMyH8dn5aTgcBl54tg9+J/vDDZcNqK0tx8SEhfY6cjNSWs0Rwe10NJkEozRUeRhCIS/Uf7CZishYCJlPihAWYtEofvv2O+jv60d/fy9+d+ItdHb3iNghzc0tGBsdRT19/8/MoLa6Gi2tbZicnBTByWiiury0gJraOtTU1qOrq1OIwdSEU0xqS/lJcSASv0ImpeLUWjiU++nIM0jqetjFcVOF28K+3S0Ymgzh9ukg/svPm2DXVyfNwmssTokV3ZSVwxzCpbaIFCuufKvCnwoZpZSjG3o1TXlYSbKPyKyumC7T6oQTgArGtgKlOEhvCsoDsDKhklhqsGuajDBM5TUxwYmFjsbcUoPwYaDApsj2vRTit2NhdjqGjp0192Hgsln4s+daUOZOjccVhUGgrtKD6ekFdNW6VxiS+wD8B02gjooMTMcYRF5JBSGqIJuQvtZsTCBqUtDK4/rNJTyyv2KlgMMmN7ScPY4drsb/fHscwR0BDFyexLNPtsGmGzAsDU/trsfbH4zijRebMb9g4OMLC3jt+Q7okQRcTmLKZZRmpCb27q7BR59NobGhFi7qz4lQDfQWa+DW0DK6O+n9cHUTvYLMn9hDkRkLTvMaNNPEwvQIuvv6cW90FFWVAfR0dohAQjX1TRi8N4yOjnZMj4+isqoSofAy3vv9u2hsbkagzI9oOAzdSODmzeuwuX2Ym5vHqZOnEAmFEFxalh6eMhaXzfSKJZSguLOgkkuxLioupUtftg5XBfYp1mCUHyUVDu/HkxYd/AxNNFc40FDtQHDZhompOOrKpZmwao9YhNQP2rbE40I+WXxacpkjG8D289mCpcdBm1i6RdcMCieT9IgOS6ejMeaj0pWOqKZhYgKorPIg4IgLiwMjGkNU04WraLIk0GjoJSU10jX0qqhTTmBpjczxSOkarTik9K04SzIta3Q9LuDmqDLvJME8CcLYEYnTWgnQTaegm6nRTj+GaDKBiOGA152EQ49DNz2wmZRQWdLmPsWQsVK3e/NBifJG+geXkVQ2EIom4XXf3/86HHBoS7CjTIzR9ObVlNtw604ECdMQ1gZ/6rvY9LZv+CzM7XUsx92IGQkh/Sn3O2BnPBmO5EKmQx61McK0YYgo1Kt188s3xLzlhBPPPF6JkbEQ3jjeD7eeOoqBhcpqO1451ozfvHMPusfCL57vgs2WREynJZxjVQdNt1DuBLzuBC7enMPurko4yZxAw8h0GHduzePF57vE/CQdFd2vf7eK2w/7qYiMxepHxR1xoLwKtz97H/UNTZibX8D123dQV9+E0eEhVFRUYOjuXQT8XkxMTMLvcWH37j1CsWt6ehZlZX4cPPwYPjtzBue++Qa7tvXjxZdexAfv/0E42ypGEDLiSKUlitncbu4YtnYpKQAXGDoE45UtwttMDYRLKQhhFgse8aA2uAjoloWUbIcJzWIEByc6W03MLYXR0cTzRq7ratub+WVHU+6at6JJnI6KbLcJr8cj2k1GhiJkYYxrcwptbI44C3FMLTmwtBxGR2MF3GJ3YiBk2vDph1NwVzpwZXgKRsIBTTdhCiXgIMLLcfz4hTbUuJ2w63Yp91g5jiNkCT0dp1zPpCMZtGL2D8XldpsdjjzPW3PhxTSe/1MOYTccMFEJzefE7aFlRKIxBCrKMXhrEaFlEzavjlDIRFejHY/uccMmvL7KfpZWSoTG7yWzz9eqd610ydJKuNSXYx/ThNyk4hrZQ7o7NsnwaEJfmJIk6iOIAH2pccfFV45RPtCnDSdn1V9r1fzg0sUmWrOQSCZEpNbMmijNAEweiwjEuYitLiYelx3RWEpXQsiL2I4HcUkJGL+huYiJe2MRwWS3NzrgoTWOujbhyjph0biS8NlXSdETK+BSPcPfkk70vCyPcVYlhio389B3D9kGDQnqQ1ycxPDYMqqq7HDYnZhfDKKtqQ57t3vgspzC1kNKG9PaICqjDImGoIwvzWESx0JIh99vE4y1qlEOKbtQ0LQ0G1prytBW6wINBegGgMHyeHEDQn2z4z/qgItKlw5DuBCwKPkTkhUp9aTMk96LnjnShIsDC3jz/buoqPAgHk/C4bDh1Rfb4Uw53WLIiz/lq+iMhSCXzQ5PoBJ//otfrHz0e/fty6CjxXNCZY+dIdqSZ/6mkcTxnxwXO0G7wyliCHBi0zcMUZtRzZo/uEhTh4NDqBgLtoLBRWGrE3A60qtwizMQ0+Gp5+z6+MExKBQ/ktaGMnzyzST298uIspqwEJFLRHo5aiQztVhtV7hpOo9nuKwxeqoJBnmzx+2wHCHE4cDUvA2nPxlFdY0Dly7PYPvOWsQiFgZuzeLQvia0N3qgQTJFhgnMzQVRU1OG2XASp07exk9e7oDLHoSuecTipiZAKa3ImrDSG5x65hgqZp/LdmtYy8ohBwprJtk0BxKIwNQNRIIOfPPxkGDUqmv8mB5Zws5t5WiscoDKk3HdwslTYxiYCKKnuVwou/HrUP0gF+81q9rwRSgUwvzyMlrq6xAMLmM5FIPH7UIiERW79ZjNgj0VRyGWNOF2OOHxeBE1Iogsx0QIZx6PVlRVYm5qElX1jSLejtuTEpOnSVY2RKaIGRiqgNGCLTAaMdmIVcaBNBNSCEMeOUmp22rlDh3CIsYGGxKWBefGw221cAFP4hDGtHB1cB43hiaxo6dZLPSnv55FxIzjmQMtqAnoIpqySR8PGiV4XDQ5N3LeWRsxB30+aFTCTSAUNfDBuXlo1qJY2GneaTcdOHKgDFXldtgsF+ixRNKIHzWPX6lWya/NFL4gyKjfGA7j8vUF9Pe68erRBpT7vYLZiGoWPvtyEtdu2bC31y02F8SRMgE7mVClj0ecqYxuJZDQTeiWHTcG57G9MwDNEaLsTVBP9I14kuuA7CxXivdbVQQWPiZsOqpSKkLCNFicGrJ2Mkqyz4WPCw1wwoaDfdXY0x1AlNI/CyhzJKDryuFhqr4C+vCHlrWIjEVm07PPvbOHJpkKdYndKDWyUwJvpms2u3AaZbM/MBRV9aV7FgW4uFKCznky4LFhMSykhSu7DrnoZhUq8k+5myBQefafNB2YW0pgORwRrnbDYR0LC3OYmlrEGy93w2HXsRg2cPPOLHxeD55/qhXlPk7lCXB3QKGnTTfhcVMwmUSlx8ThQ834/ekJ7NxehWpvAmVlOpwOmptxbHKRWH9SFdiJuUVOMOtNwPmQR+7EZU65o8un1Np5qIirW04MzyXwx49v49mj7WiqdojdqtbuF0yDKSKHAm7TxDPHGvHme2Oo8nhQUSktFdKXybVr2vjNHz86hVAkjp++/jo++/hjLNPclEyjacJGyYPNAGx24Vk3CSe4kfa57LD7yrA4Oy38EJjJCDgfTIzdQ1v7NrzwwotiMTGNzGO6jbHZOAf7YpWpWie/ZiGa0OBxSbPt1cVKlknv02wocr6Lgno/tvuYkuzcmb/zxk/s2A1cHp7H/EISrz3dI832dQO9rc1YXIzi43NTIvjh04eqUJ2yUBE6SaIxKeYos3rxi6P+wuA8rt9LImFG4TY0HN5Vjfo6P3SNEgMgkgQ++2wc5TV21Ne6UGZzoqmefn4MEcmTDtEYkNEydVwfXsBXt+g0rByvPd8Ap82JeDQCSgYoNXCbbjxxuALvfDCL2honasudkhlNtZH8D+cNSnjP35jD4LABuxXB8891YmJ6EY/s7IQRUot7jgZtImm9/nXyGIzjmuuZ5U6bPzdR0XdcpJDxlQu14q7aqQWJFKQ4izbp9CrHjjY1CjtTUgpuHYW0ghMf0xjJlEp1nMw5XCWTQYTJQTvIZKxcasJfSSg9FJkC/JAdPDtMuZq1a0EEzQTKlItx2UWpvmLlkklkH668Sn+r+lWJgWljxzLiN6cMKY3hX9rVc7zEkzacOjuLWHIGHgcdJ5nwe23w+ni+mkCZpxw72itxdG+d8B1ADGrLbKjdQ41vxbRKbNQvKk1xd0EpiM1IorPRDYdej/GpOQwNxTEd0eHRXairsGP39gD89HFG3HSOQx55cAKkmJ64S6ZDOMtJifUNsePmyKcKCO/UN5L8CSdq7uAELuo7STEvDKIlYghoUpRM3RE6LzL1GEIxHbGYBr9Pg8sB2Cx+R/xKCFFKkdQ3Ywj6m+KIwLTsCEUtnL8+guXFCF58ugt1FTQppjREfU+EwGfGJ3fAoyfx46ebcerMpFA229FTi942Ho0kBIPCoyjNFocFl6wybdxlL6hprwS2FCG7qysQjJA50OH3eRC3AJdJ1i8Jtw7EbA6Y0Shc7gCQiOLRI4dw7uItYT0xOxtDXW0DItEonj72PM58fRYff3wabV3dOP3H03j0sSMIBoOZ1YpfHAP5XuydbJ0mNaLXgGNZmFgy4bGHEY5EU0rBrE/C4pNyxKf6SRGPY0ezHJiZD6HMJa0IcjOUCpYYPcIBFaVk6XWs10LqJF25uoznnqhFkl58U2J4gzo10PDy3kosmHa8/8kknB4TO7qkE8KGgAmX2Pyv7t5X65GYXr42j58c7YZmiyFhjyIZDiFB+3TKJQwbPJaOpx/3Y2QSWFiM4aub4zj6RBtq3QnAZiJp2hGJmrhyO4JgLIg3Hm2HbovBSCYRT8QRjSzD1KhwyaPQoNgkPP14BT7+dBKLQQs1NRZ2batGhU+HWzexlHTivdPDeGRnLV563IWZcCX+9e3LcLnLYcSiiMQXoYUCabPTaovWfpJ0X30v2xeNxuB00g9I9vvVnNyg8BhMWgLlyrc6rqR+Xq486fDUc658q7CYK39498Pikb7Hs3mdKjXDKGy3dhfiodR4N00M3B1GQ0OdEHkO3xlAbV0DZufnUBEox/ziAqoqKrC0OAdfWSWWloPwedyIRuPw+9xYWJhAbV0b4kkT1ZWrmrzyY9oamqXSG1BALIrsR+7uGa3Vg2BIQ5mfixb/F+pTqY5Og0UGgm5rhT8A5uOA5QTEOz3fJYWIX3gFEmOZf2QQbAGFsCmyHQvim4vTeLS/Ea0NHmh2Oh/iERN5HQOmTS6u9B8qtC5WFnpCEYBTSKU/yzdcAEWqbhc7iJZ6HU0NtWKrw7gubPG9mShOfjWBYFKD3Yqh3q/j0d1t8Lp0xNk83YLDlqo7xUQQmD1l484lX+z4BCPN+pLSvS/xZH6dizO3Vyl5gJ7kHAskUme6WgSLEQuffHAPTp8OzWEhOGfg6JFO1FdLsbph2mHoJqIRDfOzYUQjJloayuDwaLg9EsalgSkYSR0H+irxxP42EexPhy8l2k6RJ51WgrY2BHw6Xn+6AeGEDecuTeLCtzN4dHc1utupNecUrJB0iUxCyt0Y25HWiwp42l3Dzj37MD4xiaX5OfRu24nFxUX4vD7Ekgk4NR0JmjsLIx6bWFRcbje8Hh92bOvB5PgwutqrMTMzg/7+bUgm4njpxZcwPz+Pvq5OGM++IBjSbPNUIrDejjINQfFICYXY4JiW0D8Sv00yexxpUuROyRf34pIhSwoHcksTYTQ1VsLtda24fFawCJiMMnEj7PR0/q6rjSNh2OHxulK6LWlYieMI6rbIsSpP+2nySPfqlDil2mcJuwfBdHIRi2sGnNQToJdIzYZIwgu/I4yqcjcc9CzJc35+TByzWgRwONBk0/HLl9pxdyKMsfEQJueiCLUHcLCXi3D6d0R9Cn7nQNTQ4Al44a9MwGaS2fQimFyG31MmGqGOJjR4sL2D33YCnTXlOHtnCm0HW5BIWvjt+wMo8znR3lqJ53obUzVJ81sptXTA61M6cGxwAn7Ni+MvS3qOzcVw6eosItEEdLsbwcgkXjzWhoYKwoijosyBxuM7sBCMCUkm9XJy6ZalUf2+R/ZZ+qXGFGnodLqkc7H0DLmeV/SBMl8qWEzlOGG/5nNl48Qy6bAKgZcPrHxwSs9TRMZCcktiwqRVyNw0rt64gWs3buDIoUdw7fIl3LBfRySRFLsxOrPhBMFzSd3pgddXhrnpSUDzCDOfRGxKKDa99OpxxOIJzM7MIJlMCDeqYh3J6uz0RuXzTI7MMCisA/Tk1gW+qlOTSWPFyiRXh+WDW3oewuXuldYWxYJH+Mqdb3pd8pmLIv/jIp6AqVuoqfRjZjYixKRys0PGgq6AU7oAMJFIxqVFkJFabER5wpHWG2J0UGplMEYJpQZ0j5sQEzOZA9PSkdTs+ObiApaXovjpc+2w4otwu+3SaoMfDmFzAUpSXUyezXJ21cS5LTFe/yItVf9k7ww5icW5YOhhtFW60P54g/hQyWiML8Zw4osBmPBAt8Ki3Yyr4nXZ4fUaqChzoq/DA7fO82nuYNguIsyFWMoXDNAqBTB0epa0wTKdCIeScDg1OF26sHTREYNpuXFxYBlXBmfxzLE21Ps1sRgsxQ28+9kd6EaZiEWj25dgpxTFoaOmqlwoh71/dhLJqBMtlT786FC7wI0SCk7oXLSNZAyWzoWROGVeavwylbsrty2BR/dXYe8uHe+dHENZfT1qPJqIiWHjPEtRNwMC2qQURRxYrfNNNja3gv+yr/QxTRz4Ox2Xhjo3GuqkGWd7e1tGcZqti4vrTcabIv4Q5oImYkjg1GeLiISXYMUCePJQOeprZajrxbko9vRWCelrxhq8ARokV0OlD9Mzi2iprpLnjytlyOmln8VzxAv5mfgrxq9qtKYLxtQSrsE1GDELb54bRbXfi6d2VuLm0CI6O/2wk5GVAjiBphiiVDgUdJdjorPRi84GF0KGhnc/HE8xFitIiQexzOrAwO1F9LWUwWZSukl8M/uBsYPUJR5FqAc7li8kETeBry9PYO++OuxsLltRpFf55d0SCsgZjA0lqcSZADUN7TUetB1tFvNVNCGZeK+Dxzdsj1u0l5JHv4vMmVRizazjwf8SYzrHN/fga/7+aigqYyH1KmRjEskwqqsqMT83BypuVdVUY36BgYcqMD0zjaqKSswwCFlZGSKahsXgIrq7uzA5swgraeLwwRfw0Uen8f777+OVH/0En5/5CtFoGPF4QgyWYpBMwBKAVj+AzcOVXzkZAIZ+l1cx4EoLjmKacRI3wqOZZPYlMeZ+m+2RYvWaKheGJxbRXVcuUzVgcsnE7AxjWjjEYkpHM+FIHIk44w7QBp3mnzboNgvJhIX5+RDcHheeP1oPj8WF1wlTl32pGTrCBvDR1zfRUBfA0cM1cMaTWE7YEU2YQh2OEyljMPCi5EM+EFv+Y2VqlpWvcv8lY5GUsWtEBnnKLaQpQtRKGwQXLC0Og1rh4ujDjnqfHW883gpLY/46wdTQi140nkA4SDe9y/jjp7cQS9pRWe1Bf0c5Kj2AS0+KxUJEi7USMCwdc1HgkzMTMMwYAuVusTtPxgC76YU7YGB6ag4dTXV448k2uGlbF3YiYgecehJvPN6GaNwSzJZulcFiFFxe3EFqFva1+wCd59E0/Q0jmaDmPI+OQjCMKOIJirjJ+KXoJ0vf95eic53MnwU4LGD/4Wp8fHoErzzbipHREMLxJOiGenI+jupqNxamZvDcU72iJ+4DtkZCNgOxRrbvP1kcV5iYXpB0fu25DoQNCydOjeLI/ho01zmxFF1Amb8GJpnKAjCm5KemXMe9YR57aSI4oCrO0UyrHuEJUqdyJxBPmHA5eHwi5SdKCZKeJXl8mTBsOHtlBnfGl/DkwUZcuLiIwbko7twJ48VnGgTDKDZl6/YUx7gNLjulECYiSSvTcoRlqSipJTEwHMOrx+oFNMp1qCuz7iWOPpPob6vC+RvzGJ1K4Mg+n7DdEOHK1VHpukDuf8mxROsin516GwwAVpx59/6aSin5UqCIjIXkplkxxXG1tU0YuD2BR/btlQuYzYV9+x/ByOgoerq7MTE5iUceOSgUs+r8fgwND8Nuc6CuthKV5VVwu8vw7LPPYWhkSPjB+PGrr+CdE2/D7fVscKaVb9M5/mRsAKcr5cov/6L35VS7LHk2VRzTUFUJF0NlwqrSNntXu8J1YYqFanWKbLSbuHFrCU6PDt20I6rZcPqLAezor0HSsISHOqfdgr/Kh7Iy96q1jckz1KTQgagsb8VX1yZxZ2AR+3dXIWY6cHs4BlqphoMx3B4cxSOPdKGzntr1ZCMScC/H4ae5qWBnlH8J6i+kdBHE0QInulVcN6ILJRZer0/sXtTixgWBF8PUU39Ct6T6t5SMyRDmrIM7RsFsye0XAnAjUR5DTbUfB7z1wq303dEgzn07Kk45envqxaKfCEvltOXlEGbngnj5iXZUlnOXx925XCSSpg2TCzEEDjXBbgZhs9vgdrqhIQa3YPDKBA/lFvmF5w0pV0rxVUSNuMs2pfZ4QmxCnsuDpBGC12NP6VdsMPGaXsGocIkhZTr8wHSVA5OzQXxybgrBZBKNDW7E4n4Mjo/jqSPcMa5+/xv1wcP+PoM6mo64ZeDrbybw9NEGsdCX22z48+dacfLLcVy44ITdEUgdjWWUzKOZNvg8wNV7s1gIz2VQkFKluuoAjuyug8MycfbaAs5eGsNTB1vQVueQ45d6aiaE5OjMtVncGw3jkZ01eHRXtdCcqXvSgf/17gzKyhiam9E3BQey/sKbYtD5tXX3luHmnQXs7ZXurFcaxECGloWYlYDTxvFFw87ckrCVMtwC8AjG0rG914//6/++jL/5xXY4LA0JW1IcI6bnLfSZ454BxfKfCQqtoZS/EAoUlbFQFQsxlM2Nx594XCWho7NTPCvxZXt7u3yXCk62o397Ki8nWjU8LDBomZiAKfKmKH1dRZmV6vJ6KJZpJCvjwFZX+rNKe1jueeGWtVA7XSbCIQcSmhMOy8KX52dwZF8TejuolS2VIWOxiOi39SLFPra9Hm+/P4y4J46b126gvakKHo9N7IB+/MIueHUeRUg6anCInZMUaUrqKQpL6/SUsKJAwq7AT/UX6bECj7BYSaoihYn0laAqUmNTZrNrDiS1pHD7S9FKX4sX3S09mI8CN29PwKnrcAtNeyosBvDEgXo4he8AVQnhMagU0FYtGZpw2C7M52QOl0Qnld2e1jcr02jq3Qre6ncqQTaVUg1+7isvVYPuv4smko1izE4edVh49GAzonETLz/pFFY5To8LQ3fmUdHbhNYqD+yCiVkbNhciodzKoxguXiaPteQ5Py1DeOTGnpCiLrIpqUvkkb4tqIfC6JJ8KZko6pusSqoEXFVu5b76fiWJrKpYHOl/gKmU/KSUiImaTp8aQtYjFG4nFg04/UAlj+VSu2qHbsMrR1tEW6QaLUm7OjZW61r7icdUtHL5uz/fdV8mQvrs2wl8dWMa25uqhT+Hv/z5dnxzdgoXrk/D404pVFoW4jEDh3bW4YndtSL4lZLgeW12PPtYOWLJuAjRfV8luRJSQQpJ1t6uAD54fwDbuwOCASDdyWzyiHQ2aEell/TgvJySEuQidUYdkvGlN9L//S92okx8+0LjKr9xmQEr+4dUTM5OLf3+fihQRMbi/gbwQ1cLmZoo0tPSJwKVb5WpkHNM+sJyfw2llO+CApplg8e3gEtXLdQ3VGBqJomnDnilmaBYevLDghErn32uCqe+mMOPXuxHjYOOg+xUcqHSh/AImR+khzcX9+26ZaDaa+Cx3bWwmfITo5SFSxdjD6ip9OFtxf2Y2XWIhcAvnMlJcXjjHqn7sPrt3l+OKeQjqKEeCi2juqYO4WgEsXBYKL5Rz4qO6gQnwUXNopTLgsNuh5GMw+5wIxKjtMWPSDAIX1kZZhdmUFNZI/RyPGKx51EYZxg1y6zikfOEjOhTFmMlkbDseP/MCIIRmnzK4454woKL/p4F7iYWoiH89PleoTgsLZlW4bPt6ZoQq2/yf2IsiuwraSVxaE8NPvl8Dv/z2l381x91w2dZeGp/LZZCfuFEkHVzDuU/MpkSCld3NpBcgImWevpnWY3Rkl3P/b8F6yDGKKVjUacTkZgGh4usl46ZhThmlhK4fnsKR3bVpuZ3hf+GnEWqOg0B7+rSo9pxPy6llB8qBVZ7t4gtUAxDNB6DXXjGo8arKTSRLRFqTn4QVO5JGkk5iXBhEYplcnqgoqbNzl0r4NqiB8IiNu0/JChdS+ClY10YGgnh6zPDePrxRuETgvtZTtycVrigbjit6HZUOTX8pyfbxPzM3Sd3bVSQ5JadjmfUFPWDJTQlLhbFwpIuQlFB7GTp4Y/uyH94baQnTPqYEDvh1IEQ+4libe7raYDAxTV338nNxccfnhQOsn72s5/j09N/wOJyEnbSQpik28V4EDtfM4GYZYeLIayNOHSbBwkrDpvuQjQagdflxsjqUTN7AAAgAElEQVTIHXR09+GZZ54VY4fh1unQjaxb9sVlMvuiEi17IWq58LvTt7GnqxZdbeWwCQGKgcVQFD6fV0jPpEmoBZthF0cJQuqyRkuz6+FvNRcqBiA9LVd+lUYpGh2GPXekGo+EyuFxSS+klGTwierL/PgIVyzM4nfKlwZN/Pla5ONd6jwp2OqucCMcKnOvSHBFR5JCFp57pA5vfjCCJ/c14M7MAoLLcbQ1+dHZHUBttWulfQqmuq/AVgkb3LPzp//OwG0DOOu9VjDVfb28671LL891TQXLzLdMer50WEzP/p2ed6PnXGU3SzvCUm3bqN5c7x8IY8GhHAou41e/+S0629tx8MAB/Puvf4WWllaMjI+jhoqcc/OoqCjHEr3pVVRhfmEeFeXlmJ9fQlmZD6HQErzeMuzbdwCdne3yI8oxSeRqVCFp9087hZRezZveqfJZSWtyT7erJfN7IkxOIMW40nHNBx59J9gMHd2tDrQ0t8Etjqo4vZGrEGpbomcE07gOQE04q3LCdESh0wuf4Eq4w5ea3lKsndnGYrebJl1qgVwH1bxfceGRMFNF6JSK/WRyIeJGmoqS9NdCrXkuCyssR8461NjJ+XKLiZulJY9CeMnxJzVeBEeZYgRppCvbltl3opDoY+nltqG+HrF4HHabhkBFJcx4DC7Ng7gG2B30n+hEMgo4PZVAIgi75UQsYaG6vBpzM8tobG5EIhjBsWNP44tz3+DzLz9Ha2s7/vDBH6EH+nH57up0JgQYa0zUVDLkeXw8kUBk+iZiE3F88wWZPuJvYXx4HM3NTakFm61IsSeaTYzZXMyKaGvaHyEwEIu7hbHRcbS0NEkmPCVlSMua81FSnMc+1PnRoZn0CcSNloGx8VE0NyoLG5kzHSfJ4kmGT7B+Ao/MvhHMCK33GJrebl8xr1USY45bymL4TetWHP/fvzfA44iiuSqCgZGE8Et006K0MbWzEMdLFkZHR9Hc1JziqnM27b5EgUvW/MaxyoVtfJx90XxfmY0SMudK+c0R3ujYKFqUNdFGQFLvM2GtLv40d+bR70b6b7nap6qW37v8NTIygpaWlKWTyrDGPRsnZkuHxd/si6YmOY7XACOSc8EirZ577jnU19evV3TNd5qVjc2aWTd6wd0CJx1OqgYmxwYxNhvByPAY9u/egdmZMYxNTiBQUQsSsKOjA5PjY8JUbi4Yh8/vR3huEr6KamFWWlMRwOUrV1FR14RHDx7C70+8jSsD17Crf6fw6sZ61OTBetfaL62FNZtNywgScCuxQsRnvfLHEk56pI15MjURc7LL/KjXwilXOvGk458yamAV4SI8tplOe0hzTpqppSINOvFNx1l+mHJRZLb0d7KY8JBH10lur2QyqAQpnqSUWkJgXSybDu9+WISo2u3z+uVOSpylc4yx7EbmwdKLBCyaqjI/Y2bQmZSGpSUyrmy3FBeL9wKd3HikEWWl+cJFgNixQyinMpIvFUJXxmAeoDLgpn6wzbxorcNHl4u2+IpefLM5wIqWys9DrokkhULOG8vz39GjR9GZ0pXKmTFHomrTvXv3MMFNRW2tgCX8WPh8Inidnoozw7zEjYrF/CYZKI+TNvusqqpCWJE1NbXBMOiHge7ZZ7Fr1y7cvDkgxvSOnTtgUXeDS2LKY6+qPwdqIklQl2bABr9XGer87bffwmuvvZb6NgiObtvFoNxQj0JFzjUNLr5Sp+C3b53A8eM/Tkl1ZFqm3s5a2K2mG5T0IomkqeOdt0/gjZ++Lhh7WidRZUccJ61mX/eJbWUsDicMXL56HS6XGz093aIMeat8cGM/kbZJy4CNTu2EDEjDb97+LV4//rr47vgVMg7PRuNNwRLHNwZ1cdiHMl7RW2/9G37809clc8VvLjVW1m1g6qUcC/ymOOeRR7Pw1ol38JPjxyW2ZLjyoJ3Cn9+kZSaFt1eOsbPnzqKupgqtbZ1CydlJ/Rsqggs9HPktM59qn4KjcCf9CNMwDTAkwptv/hY/Zb+mxjDzURqS60qHJWoiLCMpzclNQ5DyrTdP4PgbPxFCU0ELGwMQ8hvjYF690mGp1I2+G5Uv+65gFZ2xICEZ58Mwwnj/1Cdob2mDw+ECHWTVNTbKCKc1NZibm0NVZQWWF+fhLavC4vIyKgMeLCwGEQiUoaOtBaOjIxibmsXzz78E3UjiN+/8Fn/22k9XJg0l+CycrZDkGBoawvXr1/Hiiy9m06ew3yktaQ6o//H//A/81V/+pTjfZLwH0mOr17/8y7/gv/5vfy0GXyYsNXgzU9f7xYmPJsBfffUVXnnllVTWbDiF4/z111/B5/Vix86dQhlRAs6Gux5mme/4wb391ltCAbi2ti7FUCh4+eKn8kktdkoWfv3rX+M//fzP05wRMY+Cm4nDmr+E1QzLkVFZxsmTJ8WEIJgUwQioeteEsOYLii5v3bqF6ekpPPnk0dSkrOAViGdaLf/6r/+Kn/3sZ2J3mpac12P6JLMiLs+rZOYuai2xLCcjVQefc+UjM8yL9XOSJGMyNHRPeLvk4kopkU23IZqICYduhw4fFvkV3PXQ5UJ79epVVFZW4uy589ixfRuCSwto6+jCp59+hv379qG1rU0yqVmTcjZcEUgNwMenP0Lv9l588dk57NzVhytXBrBzWyeu37iFl156RXg1zC671u94LCI8jVYE/Bgdn0BdXR3mp6ZR3dSAqRma+j695gKUC+bM1ARGpuawODMOn78Mvb39uD14W4zl8kAA+/fvz1UsI031GSOzXr14HnWNLfjmzBfo3rYTV7/9Frv37MGlK9dw5NFDG0ocFCwxV5om/vjxJ+jd1oFvvjwr5pMLF69i3+4duHrtKl555VU4nZRwqm8iA62MHxwnVCo/d/YiPF4PpmdmhfPFe0P30NfXh8WlMI4eOwqHmKczimb8IH68OCcN3RtENJoQm+OKygDmZmdRVVuHufk5NFTVYeeeHSkFX/Wt5mYsOC7576svP8e27Tvx0ek/or+vDzdu3sSOHTtx6eK3ePrpZ1BdXZ2Bi/qhcOJvxcyOjgzjq2/OY/eufly5eA39u3fjxtWL6Ovbgbt3buKZF1+Fm+d9WWM4HZaCn893o/Km3xUs2z/90z/9U/qLzT6rvaRY5HV+5A709vSivq4ONbXV6OrpQ0NjI3p6eoR4pru7G01Nzejs6kZLcxO6uzrFAOzu6hKiKu76a6trRewGI5HE9Rs30L2tD4M3b8Dh9uDbS5fR2tICBohhYzb6pwjFkNSUmExMTIDPHGD06EdGZ2xsDFVVVWLy2gieek8ucWJiTAz0cxcuYufOnRi4dUtwyAMDg2LRCgQCG+Kn4JH+xPXu3btiESADcOjQIVy+dAmVlVX45puzqKqqhMPhEGfAqtxGd8IcGBhAKBLGyOgIDh44iLt37opJ/Oq162hoaJBmonnQknWRcw+HQpiZnsTQ8D04nW7EE6TFBEKhoFgYa2pWlfs2wo/tZp7R4WHRpxfOn0f/tm0YHRkRHP3NmzcFfgxMJYLHbYAnJx5OB9TVuXXvnrDaOHv2G3R0duHy5Stw2nVcvngJlTU1sLsY5I4WAhuPJe4mDCOOsbFh4ZeFUjdaOA3eucNVD9ev3wBF/lwAN2qzes+2cwxSMsWdvY0fv2kgHo9hYnIKi0vLqKisEIunKrPenX1NadyZM2fEOLl8+bIYlzdu3BCi20uXLomFTYlw14OV/W6z8wPLpdNEMSjpaWoMZNfJ38y3mtcS9B/ndzw5Kb5bl68cweVZmLoXodACenoK8KthGbh05QISRkIc0Q6NjCEankU4DrQ0N2No6C46OrqlBUpqkVmLDtylJ6IxfPbpx9A0h3AFPzm5gKpqP749ewlPPPkEJqbmUVdLE86NF0dKKhamJ3Hh4hWEQxFMTY5j284dOH/uHGxUMNXtaGlshsOxegy0Fm4qfXT4NkYmpjE+NoKx8XHMTEwhFA0JPafwclj4E1J517qzT3iRCbx4/iyo5zI/O4mrN+4Kpe6F+Xns3LUXQ/fuCOn0WnCYrmDxORwO4vSnX4AB2hKJJH73+/dQU12P6fFR7Nq3CwuLEVRX+lJSgfWgcm9nCinX9YsDWAzPYGx0DseOHsbI3CKQiCART6K1u0dadK0DKh2/2wM3sbiwiJHhYXGsQg/SS8EwygIezM8H0dHdJZWARd9KGqny6q6qSiYS+PKz0ygLBDA5PYUzZ75EQ1MLTrz3e/zkx6/gzuA9tLW1ik2qEEGoglk0IwvDmuLRqJiTBgav4ZE9h/Dmyffx1MGD+PD0GfT3d8Hh9sLnud8VQjZeadUU/KhgFY2xkBO5EgZTmSoVzEmIsO8Xv+TGmOSRZCJ3ODEyjE8/+SOmZqah6Q58/uUXqK+qwpdnzyNQXi7EWdTTKOS6ePGi2J2QiZiamhIT8PDwMCYnJ4XIlaJetXDlA5e7nRNv/Yb6/pieWQK54aqKcnz6yRdCKXV0bAT9/X15TSKsj4sCF5hf/epXQiTOM7zbt29jdnYO42MTqKqqxp3bd9DR2Z7xQW6EK2F8+umnmJqexnIwiHg0hvdOvAPLMGFzOuF2uVJHBBtBku8Zw+Wrr78Uzs4Ie3xiGtdv3BSKtmOjw+DE0tHdLXaRarCtB5l5KAL/91/9Gm63C0tLizjz5ZeCnmRUeNQwOHgHfX39+bfbMkSgsjd/9x4QDYmjhdm5BUxMz2BpdgZ19bW4OzqBltYm4Rp8I08MHJO07Lg3eBPnvz2Pu0OjWFqYxt3BQdwcuIPZ+SAoAiczTVF+Pu0mTZjvww8/FJYTZCzuDA4iEg5i6N49zC0sYmaeC2VPmpRlPUrKd7OzswLeiRMn0Nraim+++QZkcDkGKioqcOcOaclxmTmxbwy5ODkUbdRdQc3+rdIz7pqOQFlAMJ1Ot1scpyTpoiGRxHI0Ksxjt2/bllFk/R8WdLsm3HEPDY2goakZzY018Psrcf7ceTFOmptb82IsWA8XeeqQNbc24+rlW/B6Hbhw/hp2bO/GwO1B9G7bjoCfUVnlwrM+boDP68bw6ARqa2owPT0hjgO4a6ZexdLiMnbv2CHmrI3gqPd+rxtjkzMiYrTdZkNVeQVGJyeFh2Oa0fb19aqsa95VP4nj6JTL8sHBAdTUNcLlpPmpDXfujaC5qV5sJNcElDX+7HYdM7MLaG9rExuA5rZW4XHX7XJgaGQYO3bsgs/DAHm5jwhUPcSP1PX7yzA2zCBoHszNLsPltNCzYzfIlHKO4lEaFcjXu1RbmY3MOOdiMlQMhc4F3+31CVf1lMz39PWk4K3CXC2/msZyPHaKhKg71Crays311PQsmlvbMHx3EG1t7UI6JdbELBwVTIG32GQBV69ewZmvvkZPbwduXRtEWU0lpkeGUBaoxvjEMHbt3ivm5zQsUsWzU9ajxvrvFF75s7nrw7vvE1ntdqWwtgGA1GtxFp56bm5tR11NE/yVFTh77pxY/BJJE06bjmQ0Cjt3dnlfUqqxZ88eTIyOIa7bMDY+hldffRVff/218A6qxK15g0ydge3aux8+bwCXLl+H1+vB2bNf4fDhx4XyDEMQ5zuBsF7uyrgAbNvWj5aWZhFoqa6uHu3trbh+7Qaqa6qEwlTWONsQ5a4u7tQvw19WhvPnz0NoH+g6wrEoPLTAKYiWbJGOfXsP4sKFc3A43ZgYn8ShAwcxMHBLhOYWFoQ8k8xSyloPUSqRsX/Ky8vx7YVvxdFPT3cPxiYmhIKvdCal+PP1IInvXehVVFbVoK+jHbUNTfjss8+wY+duVJUHUFsRQDgaFSGipf4ZD5c3hsl4IJ1dfRgaGRdn/ZcuXkRdfb2Q+FDh2OeRroPXh5T5ljTat2+fkPbwORQOwe9xYnFhHlUuLw9hxbjILLX+L9KSTASlXdTZ4AdPKQbTycDx4nhXE8H60B6+t3aHE48/9bRATLWBtOOlfueLNYOytbVIHYPe3u0ZtO7t6U47Ptp4vlFurI8ee1rg0f4XHaL88Z/I3T1xYh/kexGeodnx0ksviCIHDx8Ud/VdsQ8LgcfCdlcZjh45IuCQVpxznkwdNYnEAv4wXHlf/w4xlrgQclPGRZdwFY75ghP9pjvw/LPHRJG//Ku/ug9eIW2lrgg/6edefVbg99hhqcPD9ja/+LKoQ/VXvjj6ywI4ePjQfWOMbS0IN45Tmx0HjzwlcPuLv/gvGTTLgJd1dJGNq5y2NBw4eBj7H5Hjg+OC7SQc9gl/8/5dXUXUsSgOyivLhrSXEgpamk0XO22eLVLU3tjYKBbtHTt4nrXBapCFFifV+dlZRGIxUZYwKSHg5MujkTaepabE7FlFc/7kYre0uAiH04XBwbtobKzHnTu3UV1dK0R51TXVqK7K8lyXE1JmIo8YuEsfuD2AjvYOIWrnDvP27UGxe6UkgwMn34sDjBIato3KcBTf8/iHcCi94Y6Y8VvyvQiPC9Xy8rKAxx06FUIJQ00u1OYutH+WFhaF+P7OHcmxD4+OCK6dRwU8WuE5eCHt5gfF3Tsj9VF3Ydu2bYhScdXnw7Xr19DXtw1uDz1c8jAvH3rKs9G52RkkDQOhUEQo1pKWxI91kZaFjSEZUZNjk+3krigeDsLl9SIaYzwRl9g10zwzn4t9w93YwO3b4ltZWFgQ45pa4jymofibUgwqBBfaP/nUn56HuOS6WC/fpdevfq9VJhuOypcLloKr8mSXzf6t6s5O3+xvVa/Cg3C2UsdaZddK3wjv9HLpzxuVU+/Tac7yvDYDh+XSYfE3v1lFNwVb5eM9n0uVZ14FQ+Gn7vnAYZ50WMRNpSm46rd4keNPdvvSsxCGwkfBS68vPW/6c648im6FwCHMXLAUjPQ683lWsB46xiIdedU43hXC6e9zpaW/z/WsiM+yCq66M3/6c67y2WkqP+/pl4LPtM3guR48VU+hcBVMhbOCo+6FwFOwVDv5mwu+ou9m261MN4XPhxTTmM47FoIjcVB4prdRtV/hWihMBSsddjod+FwozHRYAn6agijFpnxfyO5KwVN4KZyz74XimV1+o98Kj+x8Cq/0+plXpWfnX++3KpMOS+Vfq371Pv2eC04xcSomLIV3Ie1TZXh/2GmlcP2+2qfqz0WrQnHKNa4U/EJhqXJb7T8FJ1f7mLZVvPKXyaVj8h09K+KpezGqTd/tKrjqTvjpz/nUp/LLu2IuUsIpcWNaYVKVtfBQdeWDV648qry658qTb1o6DD6r3+n0zRdWej7lcps0K5xq6ZDks8Ir/Q3T2CsSV7kDUYaw6fk2es6Gzd/ZaRvBUO/vK5d1hnzfe1VwjXt6/vTnNbKXkksUKFGgRIGiUeDhllikmlmMBaZoFFsXEBcpYqsw5vIllrB1S5Vefp8UyPcI5PvEkWOIlxpXqZ+lW4kCJQqUKPAQUuChZiweQnqVUCpRoESBEgVKFChRoESBdSiQnzbYOgBKr0oUKFGgRIESBUoUKFGgRAFFgRJjoShRupcoUKJAiQIlCpQoUKLAlinwUCtvbrl1JQAlCpQo8JBTQARgkLpIVCWh0mq6GdBDjn0JvRIFShS4nwIPnLFQZivvvvuucNnd1toivAC6feW4e3cQ23q7MTQyAbvTjmg8gfaOLty8cgHb+3sxPbuMcGgRgTI/Dj1+FLOTU8L3OwOYrVoP3N+oQlNo4lhseMSh2DCLCY/4ldpd6EjJnV+ZyBazf4rZNwrW1vHUNozkmJtCOVIZX4d+QzR6ENGEG3eposqQsIXwFoIbyVFBKalEgRIFvi8KPHDGgqZuZC7oNInxHmSYaRMMAMZoizdv3kBLSzsmpsZBr5o3r10VDqUGbg3g5R8dx7mzX2NibAw3b96C2+HAe+++g3/8x38syEnSRsRdXloSHimZb6umeWwrHUdxdnQ6XRtVnfd7OvGi46StmnOmV0jnVpuNeJkOh8+y3XGRXMx2E0c6sypGu4kj/6momezrYvU3fWIUq93Ekc7GXC6PoGcxcCSgUCiUFh5bgM77D3Ha2iXLMwYOAw7u2rkLw3cGEY6E4PD5EA5F4XW5kEzGRV/Te6OiA8c9Ha8Rf4aBjsUSaGpqkBFHhdXVd+dRcGs0KJUuUeA/BgUeOGNBMnJiZARRThY2Okjfuw/JpAGb3SYioXLRYCQ6Mh/0+S9jMJnC5emxY8dgJA3YnTKE9Plz3wjXqcVYaFQXM8Qy3bFudQInPE6GDH7DabQQF68Kl7Xudrut+O22SZjFaLdoe5HbTVpyTDDgWtFwFK53iwyT7U7Rcq3+KzSdXmDZ7mJdpCW/GcLkc7HomT9+PPIArl+7ioRpoWvbTly+cgUO3UAcOuKmA07dhGYaIpLoufPnxXxBL6YTE5Pim6Kr87Nnz+L4T14HHfPqgtmheCN/LEo5SxQoUeDBU+A7YSzYDE5q6cyA0yn1Rm16yo20TaLCqHYyv7zzvZpfOSH+EK4HgaUSYz+I9hdjoVF9w537w3qt4ih7qFjtJrRitlvhWSw6psNLfy4W/PzgkEoWw83CShhYnJ1FkvEMeCBCZjyZgGlnJLEkDDMhXM2TqWCAO7+vXDASP3r1Ffzu3Xfwr7/6DX72s+P44OQfYFkG3vjpG/mhsEEufmNk6Dwe9wY583vNzROll8WCF4vFhfdVhwgbnh8Oa+ViWxnGgJsfblqKcUUiUdFvxTgSJH6U2vl8DNZWnCsUCv//7L3nk13XdSf6O/HmzgndiI0MkAgECWZQDKIpkaIl2TXP0rNVnlfvgz/4T3C5yq6yv9hf/M1VLntqpp6TPDMeezSiJVISRUkkKIkJBEEARGgAndA53XjSq98+d3ffbnS4Yd9GA7iHbJxzT1h7rbXT2muvIEL714qfHIvrgZ8qeiX/mMqgGnr5PdM9UFNYzSJk0wQLNU2jAaXBgQYH7k0OMMmbhtNPPS3SO9u2gWeffUZMbnYkgkK+ILJiFpxwK2Tbtu2CTNpTeZ4falqg4bVXv4ahkTF0dXXi//72t/HP//zPIoOlCp5QOOTiR24P1gKTAhw1tIVCXuT8qQWW/Nay8kI5Q37VehC/HBM5mqZCzZgmsvqq0tRyQmR2UpVHIpGsaqJcCweV+HEyVwVPLiCY0PJuHA3B4m5wvVFmgwMPHAdCVWRbe0eRcmowSvcwqK3g/xvbvRxMNSFUXoaGnipZWc3qbrXyucor1dCu9k6l9wS3FHnMyFWoPFeKy2rvk3eqaV6tnOrvbdy2KoGtqq3IMlXCC9tfaf+SpWzO+a4IFkIRvbitwcomseKuGDD4W0hcTBcr31PUoTaHrY1SGhxocGB9DshBL+z367+78ulKoWTl88bvBgcaHLibHKi7YCFVMrTun52dFWmcqYJjWuemlhZx7u3bjrnpSVi2idGxSfR0d2FqchzNLe3CvdQ0DCRbOmAZcjC6myxrlN3gQIMD6jgg+zS3SpbrMNYuQy5GVig91v6g8aTBgQYHNpEDdRcsSAuFi5/+9Kdib6u5KYX33/0FpvKAm88iabrw3EfxP/77d7H/wGHMZQroaE3ByWeRdzUk4jZikSie/tILyGVzYt+yHvxRqRKsB34q1WT1wE/AvEe0Sqp5yalRtQpYNY6sn3rArFtbagBucKDBgXuWA5siWJA7nLi7u7uRzWUFszraWjF4awG9O3rx9k/fgW4YaG1rgRl1cXt0EAf370NHVy/OffoxspksPr94CbeHh3H9+nXMzc0pdeVkXIOlQVeuoKqt0wBOwYG/GM+iWjil3wWgRTONe1ROYCrppuEbjdXkuRT76q9Dy3B+r4buUO0ueakGLuOWuGLLLoxfUj21S18y1ka2xNOk9jZJ2CHMkAeV8zP8TrXx2xLNjasGBxocuF84sGmCxdGjR0VQrKmpGfQfOIzhoVs48+RjGLh5C7/3nd/HrYFrcD0H+cFhPP/887gxcB27du2EYQQYHR0VQbOOHjqIoaFbIsiPSh9/ToaqBkxqZxyrICxG6K5T+REO4KVKYd4JLYaTiibYECtJN3/VqrERdBcK8HxfuHRVTvfqX5DuVCpVM34SOvFUCVPSzTqqrr4lZneeVVuIS7pZUqX1TTqr+e5Oqhp3auUAq4LKwWLs0sZ+UK0MbXyvnAN1Fyw4gPFvz5494k9SsHfvHtEh9vT3i1t79u4TBpzcDuGxa9duce7v3wf+8RCDWzFokrhxn/zjBC4s+u8HJpzAgakbMDQPcGMIrCz8IFKiUblPiL6PyAgFP9XxO2rVUqhlcKWCiNrSG9BKOeDDhxF4IgaIBxPGPbIFWUpD4/r+5sBdzG662sC52r17rwLCtV35eBsa1x4mcr6B//L/fYFL13JwYAIGBw8dJrjFUCnU8svfqm/KVbIq/FbCW/lbVTm1wtmqeNVKF7+nlmzlH+nlPdd1F5+VXsv35Xvytwp87lUYfmAicC0YD+C4cK/W2YOEd901Fg8SM6ulVfdNBJqOG6MzOPRwL4bHZjE2NYVnH90JI+B2iurVcLWYNr5rcKA2Dly4cAHT09N48skn8emnny5GV1xIZxAVuUJcoZ2jIE07EGpKKGQwAiBtgpgrhPe3b9+udFuwNqo29+vJmQx+eWkOQaDhyUNJYey+uRg0SmtwYH0ONASL9fmzSU81uIGDgYEFnDrehUSqCW/8n+twvQCG6ULTGtW0SRXRKKaOHGACwttDN+D4JvKai9HBMcSiOmbmx+C6SdjmvMgVcuDgfmHQvX37TpFwzLYT8N1xOF4WFy9/gTPPPY+5dAa/fP89MFInQyurOIhfPpeHxvg5NR6h1ilQBo/oSOPgLwazaEnYaE9ZeO/Tabz8qA1fDzWaDI9ezjKE+DGkt8jfZKgJ6U3e8VDFv1wuD6OY6qHG6hCfM1w7cw+pOMg/1fipgkfcKJCLEPB6pmJ7KvKHMGjHWK0t46bNWFRfCoSlqVHgCfW/6Ab0X/cD8D9Q+c9Owv9FgCwmVQYC3VgWp09F49gqMMiZQqBjLq2hPWdbcDUAACAASURBVKbBgweXeRNEJ3URBKZYxdVrn7tecGvlr2q8CI8dRuVBmFt9A0/SLT2fVPO1XH6STwXHwezcHG7euA7HySOfdaFFA2Syc3AtHb5bwK1bt4SGYm5uXmwB5nJZmLqJ557/Mn780zfx/Tf+A//Pf/4OTh4/gR+O/VCZhxiTB7pmmAxRBY8kPFUhrin48HALOnb0xNHVYeDDi1OApcGSrTDQwDyPGx3sB34x8aMq/JjMkYKA6BM12n0QPwoBqnAjPwiPf0rqtoifFFRUwFSFnxzjqNkj/6rFjd8RVjXf112wIGL8O3v2LAYHB/H667+Jcx9/gGu3htDT3YeRW1fwm9/4bXzv3/8VO3fvxpVrN7F/724MXLuG3h27wWmW/eSxp56B7odEUkip3F1u7a4mhZ6136jlCenn90u9fXmfowTlYfR2Hu0dGgxNhxYYgBmlZEWJCloQeoVUW8m1YH8/fUv+PYiHpFva6dy1dqTpeOnlr8L1XOiWhn3b+8G5kusH1wv7tMbxAgEef5xdRhe9honGQK2dBrz21deQzjpIxmNoSsRh6GGmWhX1ynHA9MJtF1XwdMepetW3EgcKKjwcz0NzzIJtA4mIgbynI2kH0DWmdOPEufLL1X9zi4kTT7Wr0pVQHacgYKkamxlIURVuxJXJ1givmolyJa3sQ5ZlCgF45bNqf1Ow4JafqqNQCDMkq6C3Upw2RbAgYdxXPXz4MNILs0jPz6Fnxy7cuDaERw7txb/92/ewMDeLmekpHD1yGJ98/DGOPXQEkzNp3L49hJamJszMzOLdn/0cFy58LvZaKyV0vffDZDyGMgNJz2WGRl9kStTgi44eaGYo/QU01Fze8z3dx8fn5nDieDPmcnOAb4OhEeZm8nCiWQSwlKl7S/kg41jICaf0WTXXkm6psq0GxspvVOLIFTtpVaU6l7jWg262SdUCL3lZy8GBORaL1zQwm7YNM2DGRArUocMk+4hlcVLkwb7BHkKfynBLIpQHfXhMeQ8LVsouChx8e3lfqoW+enwrtUTKYGsaFvILiEe6oQUe9uxM4urNKRzbF+ZgKVeoEJwueuwpw00xIOW8KyMPTbkk1GOyVk9v5W7l5dK/0Xt1FyxYAdzHSyQSuHz5MnyuTCwbt4duoqezAxe+uI7Tp5/Ch79+H5Zp4/OLl7Fr9y5cu3YVX37lNZz/1MTY7dsYHBwG0yZPTU4ozaBHBnEAZxwLubLbiGkbPefESphLcQ00kfaZg2kAF3qgLw6ahFXwgbw/g12dKbiGC9vXkUhEEYlaSCQMsVrTdSAaZQrc2vd/S/GPxxOlP2u6vpPumsAtfqwSRwJlB1ZV32zf3KteXt+LqFd9wXqOx9WljJZ0V8tLOZDKc7WECTFA/qPJ7c1w33tJROBVyS9xqcMs3qKf1OKx9Nrirfv9ouDkoEc1mAiwty+J7703hmO7AN8KtT0N99P7vQVsffpKemh9kOVARBXPmTNnxOCrcWLkSsWnetOCrwXCD3v3rp1ixSKyG+qBsLnQDBOnH6NONIBuchcxjInBQVflBCthyXMtnJDCicSRv29PZHBpYAxnHt0t1mK6Hg6ktOqmx8fAcA69PRaYCoXaCU3zYJrhFhLf5UqOK23ysdaBfSVthKcCJumUY7wKPpbiqQpHwiSeUkOjCs960a0KP1E3xaVstbwkjMaxRTgQJMD9UQ0GInYAxy2goFP7EyDuaViUwLYIug00HjwOqF3+rsE/DmYcJLmfZ+i6MPAxrQhMU4dNgxreM81wv880hKGWYVrQNQ2WbcOyI+KdcGxUG9Z6DZSV3p4pBPhwQER9FnYTHKOp1oUbwA0C/PrzIZw83FMcLLhYo7Em91J98VxmeK3X4F4vuLUyUTVeK+Gt/F0NvoShespVgddKWghTClTVwK9WIFmJR+N37RwI6IKue8K4nWNkdySOz6/N4cbNDNLcQ20cDQ7cZQ5simBxl2m8y8VrcJwA4+M+hBFaERuapWl6gHRBg63riNncVebalwNDANuy4Dp3GfVG8Q0ONDiwZTggBVh6y2k+x4pARN98/FQTnMDAyGQe711YAL1HuG6hDqNxNDhwNzjQECzqzvUALnNUWT48MRjQviJUngeaj8sDU9i/uxkmjdmE66IBWsZHbBP5xuqj7rXTKKDBga3PAQoIS0KCCwcGOHTTMNxAczyC0web8PSJNoxNTgt7rlCTFibH2/r0NTC83zhwFwWLpY5yJ1PDjrTeG3d+U9sdqnpVHaWQNDjI5wK0tgbCTU7414n96kBkQL18fQ79O1ugCb87J3QZ04BY1EAuz2A99bfsVUm7Kh4+yHDu5/pYbRtmo3tikhR9ZqlVrPbN0tP77SocUaiBcAOILWIhZ9CxRmzFGQi0DExNR9wyMJvzhSZDD0IX3fuNGw16tj4H6m68KQeAsbExDA0N4dixhzE1NYVbw4Po69mOoaFh9PV149bQEPr6tuPSxcs4cmgfBm8NoqunD/lcBnbERk/fTmHkyUGXFviqDNtKq4i41jqoi+8pDRQHQjfQ4fk5HO5uw8BkHseTthAodDjI5DRE7SiaLG6LmIvGj36gocn0MVcoQA80BAqFnlJ6eU18VdC9Eq6K37XWxWo4yPa42rNq75UKktXC2IzvpDtbPfhaLv7kf2l747XszzzLg/1b1pV8XvqbhswP1BGE2x4ut1ApXHC0EOOCXH6ZjGCBA3ubcenGFB4/0Apdt4RWo9TD5oHiWYPYu8aBugsWkrL3339fpL9emJ/FB79+HzCSuHD+Cro76e4Y4INff4JPz10Uhp3phTlEbRNXBwZhGkBPd5cQLAZv3cLs7KxwXy0dhGQZ1Z4Zh6CQzxc7arVQit8FgQgAREO5cABn6FcHfZ3tGLk9hiO9UdHZPU3HwNAC9vRYKLgMAuYtFkxrC9PQkE07KDgM6Q1Bs+s4anAslqSUblqHeEwiFYYKXiSmxgviqDIuBgU+uj+rhBnS7Qu30xrJXfycwYvoxqrqYFt0HBcOYVYjqFLo1vUaAxYF+OD99zA5O4cXXn4Zv/75u8jksoil4pibyyMaMeF7zO6rI5sPgy3R4NspuLAjFvKFNDo7ehBLNWNf/x4wfHXpFoEqXm1FOIJS/qP5QrsZCK8QYkqvLv5rg1GMd29L4t/fGcTpA21iAcNP6G222iEFtdWe3Z/3yA01RygQh0IyId5NYX0tijgWE8+7gdumCRZSwzA7Ny/CdlMwYIcwTE6jAXp6umFZERFnfnxsENt7e/DM00/h3LmPcf36dZixFLhGWVhIw/M42arbxXFcF67nKakAVqTrhkICJzBGJ087BRxqj+L8QA6e50CDDk/zcOXWFJ451gfPY9jykkbPlMi6jlyOQTl9+JofChaKcJQNkUG8VNFNmKSb9apqNUleChxd1vcao6MkpsyzgOl5gp+qOl1pfZeJxoavse1QuFBBN+nkwbqppb7Z42rhGb/looECCmnLzKVhxC3MLUzD9xNF4T7A4YOH8O7Zs6IPkP7mplZkMznoloMPPvwIh46dQPPkNH70gzdQKOSxsMAxpfaDAzHzSbA+pXanWqiExUNFoLPAD0AvUt9x4TIuUK6AuYU5MR6K6KQlXYPaznzOwcycA8NYgK4Zq4b4lgsACq8MfKbiyGZzKBQcJfCIn+pAdul0Rix8aq1b8molfipgqsKPuBEfyb9qcCMMJgW0I0yCWfmxaYLFE088gdu3b8MwLJx69AmMT43j1KmHMHF7DN09XTBMA9u6ezA+MYEnTh/DyMgIOjra8fDDDwktRXfvTjQnEzj3yUewLLvGldNyRnEwicViygZxrgo5rIgAWQzXYWhIxri2SiASseHR/1wLkHGA1raI0E6UqisD30UsQeFEhx2NirgWFD5U4Sip56pdFUxOGnQbpiBAmKoOTkCqcCROxJMwo1FqjtSsNOpBN4XnetDNoFvVCgfVfifbAoWEghdgZn4eN25chasHmJ+dRzRmIL8wiyBmi6Ri//a//hf69+8XghAHx7n5GTFZPf7YI3Cd8/j83Cc49fBD+Na3vo1/+qd/RDKZkkXUdKbgRYE+mUzWBEd+rBKeG7jwCh4WXB/JmIamZLwYwpsZYFliKF1Qhty3uwnTaQ/9vUlh3LmacMq6DCMOqwvpTRzYr6hlqvUgfpwQVdWtxIeB8Vbjh3xe7rkUv1r7RWmZW5XeUhzLua69BWxQiqzEjo4OtLe3i0pl4+/qahdf9nT1CHVmZyfPQE9P+LutvVN0lt7e7cL2QrhiFtU6qlbEEnUOJhJPeU/VOdADGLS4siCECccNYJsBpjIOYlYSPhzAp1/6UokUShI6kAtkApkw3LjKBrxUWm2r0FI4qq9Jr8pDNTziVj+YagKXrcSxFnxr7yMaXnr5FWGAqGl57Nu9X7hYG5oHRtNkWkLOkrQVYOw4lkd8mSyLW1gBCnj5pZdCrZhZn8R81azu1mujquCFwoOPjGOIlWSo5w23QaRQQTwoXvR0NmPkdhr926LwNIZBL1FpFJGVdSnP69FQ7jPSKjXT5X6z1nsq8VoqQ12fKsWv9HqprK1xdbdwK5nO6s8ISeSShC0bvDxLHPg7vBd+s5QRoJaBUUJf7awSbul0KOLheexwXGm4SOe57WFg8FYO+3YnoGk+xH5JCVIcVCOmJewrwtsr+VPycuPyrnOgtL7vOjJbHAFhp2EwPLctVrZUwxumDRhh4DwmFWN0ODlB8cwVsMkUzmYMmm7AtKTAvcWJVYleEBqzejkXkQiDea/BAw1oS9qYmlsQAbRk0HSVqDRgNTiwEQc2VbDYCJn79bnvGbA1Dx2tUUzP+/C0DAbH09jTG4cJW6zGVtJuWRqcRoSslWxp/L7HOSCXDIy/wEUDI0dyEcFrXso/kikXIuEigw8NoR6nfdXSs3ucIWWhT48QDQyD4+RdRONUNHPoltxcDiQR1ZDNeeL9pSXZ8ncavxocqCcHGoJFPblbhO35BiwN6GxvxtCEj8lcDBOZHGIRZnSk2vfOaqDVN2AUVe2NNfEmVFOjiAYHtjgHNOTzHmybGp21UA3j9wIRYfQt3d7Xertxv8GBenCg7jYWRFpuM9BojqrPwGcKZGFaIcLPUtXJpGSarsH16GppwPfcYgZQEQUGTEgmpW9pFFUPhqiAWbpxoUOHK6Jq6uhps3Hus2t4f8zCgR0dwlqbgbHoJbL8KP72GVtPiBc1W6kvh6/+Vz1WkKphEp5si+SAKvil9a2es+ogyv1+VXSrw6wBaWMOBCKmTS7nI95SaqnPEWL5+KEz2J5rixQCfjFG58bwG280OKCOA3UXLDiQ8++tt94Cg2T91m99E2ff+wVuDo2hva0N47dHsG/fAVy5dhmdXZ0YuT2F/u29GBy8gfae7YjbpsiG+szzL0Evhr0unRxUsIKCiqpDDtpSx0BcXdHxmQ8kwFe/fAi6T3FDKIDFnvHKsqn2ZGZ1DhD0WtOFeLHyra31W3WdbC3qNhebsA3JFqSubLqQ8WBdyXZaLnRZv5V+Vy78xnvrcSAUXWmPNZcvoDNS6rWyXKjgSMa3DS0vMok06ms9vjae1YsDdRcsJOLUVhw7dgwLCwtwXR979+3DjYEBnDx5HJ1dPbh6/TLmF+Zx6pGTOP/xhzh2/Diyjo/rX1xGUyqFkdFRfPirX+PzCxeEf24+n5Ogaz7T7WrJWKy29ScHbwZ18oMAjlOA7zHYj4PsQlrE66CLnc4YHsV95aKv2DIaxATg6cKnXvjvw4EqH+fSgjKZzOJPuZpdvFHhRSnddJVUdUgca8WP+MiJVcLkvVrhEqYMtqWKbsIM4x+ELne18pLwSKf0a6+GbglDlbterTQ9WN8HwkuGTjPZfAbxWNea5HNc4daqbTvIFzRErMqFyDWBNx40OFAmBzZFsKDU3NXVhYGBAbH10dzShtHb49jbvxsDA9fAXFstzS1o7WjDlStXcPToUdwauIEXfuMriFkGRkdGkUln8Nprr2J6ehL0xVfhKy15xIA4qVSq4lWc/L70zJWdjJjIOBbc2rEjc4glwwijMnEQv1lrNUEY9LSM2C5i8SgsjWpNCP96KQCVllntNSeLpqamaj9f9h1xZvwO1XEsiKOquiHCcuWtEiajtlIXIOKWLONKdT+II+s5kaDXUG2CrqRZwqFgwEP+LhdDybdKvysXfuO99TjA1hUarzIAlR1ZX5tFxW5TcxNm5lw0dagJfrUedo1nDQ6s5MCmCBYs9MSJE+KPAyY1shygaFehP3oS0EyceuS4WNEL++fAx4kTxxFoBo4fP4HjxwFf4/ZBaGWhcnKVDFE1YK4KJ1hawQtNBf1JQxOTUG9ZVF9KXOiiyrTItOmUQwhXnKvClh9VeX6QJgxJa5WsWvUzCVPldposSGV9Szwl7ErPKnEpv+zihCp6AfPv+EW7qyUBsVa6ysflLr9ZHAhcT4ehbyxstjZHMTOTxc6OUnuMu0xDBcXXp17laFoBImu8Svy46NnKB/Ejnnej79ZdsJBElWoYFncF9dLiF+8Kc8WVFcan9WlsVIeHPuIS15VlV/J7JY40UtWYN50heRmyQgTjCiGuNTww5r/mGzD0CDwCMH3RiO9WI6mEfpXvruSlStiEpYqfW3t4WeLa3R8Iffz4xz/GxEwaX//6q3jnjTeRKeQRSUaQni/AjppgeP2YYSCby8GKMP+FBd8rwLYZ12UOTale9O7oQ//uPYx3r3RMoHCoajBm25LwlmqguqsgoJUVg4R5yAcJRNYaOIptOoCHzpYoPr02DT1oWVy8lJZO/ORf6f1arsk70qxq4ae6vaqq21IeqRpDCFM1vaV4VnpNunhUOyeWzuyVlt14vwwOsLEIoaqi2UdYbIrw5wVPQ8xcZyQpA4fGKw0ObAkOBD7MwEFLMgnHZ9I/Cy0tMaQLM7CjcUQjOizDxEOHDuLXH32EWDSFbCGNplg7HC+DzpYOfPHFNRGfoa25BW+++QNh36I6V8iSnrA2rrHvM12ACnguDbkdF/l8gEwmB0Nf3eCczqa04WJm0+npAubTC6uZcQnCcrk8bNuGKns15goJBQs141Vo+6YGFglWCY91qxKeavwkPJ6rsSMjffdErhAS+CAeTCYloglWQLymhTYWhmmKjrrqkqMCeI1XGxzYKhwwbRvebA43rw/AiJrI5HOIJVJIz3O7kHYEwI9+/GPs2L1bJOezLAt5Jw3bNrB330EgiGJgcBRNTz+Fb3/72/jHf1SbK4Tu8PE47aFqPzjJqoEXgIKFm3dh2QtoStH2Zh38uJhh7h4jjngyAWOVODn82jDCPCGl2uR1oG74iJqKaDSmTGPBAtXmzmDukVKPmg1JWvcFTthq8VNNr3p46zKk5OE9p7GoVjVTQvOmXhY8H5YVqisYZbAs/ANGJAxVim7BQxB7MA2wyuJVDbVZb/g1oHZ/fqoZeOLp50OLicDHgT0H4OsmGCaObg+BcK/2hQ0B501OnrS5osM2Arqdu+h8vBunHzdUKAHuHR5TLV3UeBY97tfBnYuSMIUAt1Gp13gwR491WNR4VHcOrCtYcJ8lnV7Af/2v/w2/+tWv0NLSgt/93d/FI488gqtXr+Jv/uZv8Prrr4OZS/nun/zJn+BrX/saTp06tei1IfdqfvnLX+LWrVt4/Wuv4ty5j3Dt1ji29XRj9MZ17Nrdjxu3BrCttxeDQ2PY29+HgetX0bdjLzRGgdA0nHzsSRjCToH7oOr28VRzmJMVB0W585H3gIjlQuMeKcMYlxigrVW2rlmA4cKyXDD/koyeV6+JsF5w16Lvbt0nnbI9qqSZ9a1qX5m8UYmbKl6Tb5J/1ePHCU8utUObqnDSk/f4a/k0GD6xi2SE51JrLFX0bXU4OoULjUIW+cPRRfLsTsxp/C0MXYVYsfZ7d37ZuNPggBoOrCtY0G3y//pPv4NfvPsLfOMb38DZs2fxt3/7t/jhD3+IdDqNv/iLv8Abb7yB9957F7pu4K/+6q+wd+9ePPbYY2IALx2AJiYmsH//fszPz2Nmeg7d3aH76dEDe9Hc1IqBmwOYnp4R6dBv3riFvXv3Y2omjfHxYTQlU5iansbA1WsYGh4G4xAsDVC1M0I1PMdxhfDDOBZzs75I0834HaFgQZ/0MC/CWphzn1QLHDE2TE9lkbC5P8i92ur2y9YqR8ZzUMVLSbeqeA7Em7EXVOFHeNw7lPXNaxWwnYKzGLdkLV5Xcl/u36rar5Z0yjgW1dAcwghdYCuhpfGuGg4w+RrgMUrFBgApvDETLGCaObieBmvdUX4DcI3HDQ5UwYF1m9w777yD77/xffzDP/wDfud3fkdoL37v976Dd999FydPnhTFjY+P42//9u/wB3/wB+I3hQn5J/HhaicWi+Hy5cvimWFGcHtoCO2tzbj8xRfsAnDdAto7O5CdoOV3ElevXMOXX/kqPj1nYGRkGEODQ9i+vQ/NTc0Clqp9QeLIOBbcVy0VhCTulZ5Ja2iwBUSjUdjzDGhjISHiWMjVBpMorQ1ZDB2+g6amQIQyjydoHa+J+B0qU8aTbrnnWCvtpJuBomhTwrpWcRAmJzSVdSPxkvvoKujOG3khSKukm5O/jDkhca72TD7yIC9rre9a+VUtDY3vKFLQBb2wrrYi5FMAI9CRTDQhk/YRa34QdTyNFnM3ObCuYHHu3DkxSZw5c0ZMuhzo/uVf/gWc3Og2xuOP/uiP8Kd/+qf45je/uS4dhMEBTkjeRaE7CFwxweo6A0C54jn3VKnw80XuEBOnTz8utkJ83RBbIalU8g7BZd2Cy3gYuoCWaf9QJjy+xkG44GgicBLlCOZCERrN9aSK4rDB6HmRiA0GX9K00Bdd4lkGCmW9UgpPxYQhaCzXjqQsDMOXiJsK/EqLlPDkufRZpdfkI7ULKmAtla2eZsKWOMrzUnmNq63NAR9uwI0iWk1wAF17ZUJbFT5tT2m4PbuAtqZkuJ2qM4k6jWTXHfa3Nhsa2N0THFhXlOUKTK6QOXBSMOCKlOG55fHaa6/h0UcfxZ/92Z/JW8vOHMA48BIOLbxNg9c6TJN/lnCp5DxLC2X+0YpaNwyYFp8xNK0tri1+J9SBavezlyFbhx85FyLfCfdGiwvHMkoJ91Pjhoa0S/uMxtHgQIMDDywHKFgjgOMFiNobB7zitjSFj4O7W3Hx6hjcYi6kUHPFZ42jwYH6cmBdwYLRMrkv+/3vf19gMTo6ikOHDuEv//IvF7GiwPDnf/7n+Pu//3uRB4SNN2zAi6+Ii9IVklyw8174F74rrourKk3jdoF8Ti8JTq9FVcdy0Fv2F/mQc9zFUM+r8WU15CmAMKhbxIL4fr3VyWrfN+41ONDgwH3EAaHm1EWOJXtDwcJfNPaOWTqMwMB8noHEaNIZet/cR5xpkLJFObCuYEEjTNpW/OEf/iFeeOEFPPXUU7BMU3iGcNLnwcnyoYcewne+850tSuLdRYsGsBFmaK3oCHlr27rINcK91cbR4ECDAw8oB8SaKhCaYkYgXX+hwZcpRHDr2MfhI104d2FSbEELfzX6qzaOBgfqzIF1ZzwKD3/913+Nr371q/jkk0/w9a9/XQgaTCjGZ3/3d3+HtrZWsc3xx3/8x8LNlMJH41jiAJMGGVY1goEGwzLgFlTv3S/h1rhqcGCzOUDvrnQ2i97uDkxNTokEhJGoDUZttC1LJLHr7urAxPQUvFwBuUIeNo2gTQvphRl0dm5DNp9Ha2urGIPK1QJuNp21lsc8Sr7QMhgipg1FhYIDWHaokJBa3zvL4Viji+1nKjr2dEfx0UdjyMODHVjwGR/nfluoFE1OAr8gBKqsX8DQiI/RUXofptDfG4PL7L6uh5jHwGFCUivmnmlsDd3Zhmq/s65gwW0OZhL91re+JaLcsTjZkfv6+vD7v//7i78pbFBrUWoQKNGjGm5yYhJj42M4fOgQpqenMDw6gZ6ebtweHkJ3Tw+GR26ht7cPwyOT2LF9G4YGb4p06o6TF4JLV09vXTuE1MBInKs/h65eIl4FHcScALQPWTpCh7GNRA0OHBEDyDqMfVG/VQbplnW6hOPWuFJXJyE99aJ1o7qslJuq6ZblV+NmKr9lG6kVL44DZ3/+NhayLn7zm6/j3Xfeh6c5MC0P2YKFiA5hWriztxuDtycxNTaE3f37MDubEcGxfGSQnvfw0m+8IqJyZtILEr377MzgNcDQdAGu56O/IyEEgkwOSFqAUDqs1+iKkTa5nawHPro7kxgZS2NPZwuzEN1nvKICh9s/NPnX4foe/sf3R9C/qwk797Ri5PY8Pnh7GhEtj8mxDJ45sxNH+prE+2HMlKJUcv9x5a5StK5gwYFk5WCy3u/VXEA5IPHv3ffeFa5uvdu24f2z78Iz4vjgo4/R296Mubk5TE7fxseffIKe7j347NOP0NXVjgsXryAaNdDW0oLWzh7MTE6KGAQ0IKUAo+qQhqkraasKfsB0QRoY0IarDhpO0WBVKCcZXTCMWlwW6KiuI+vqCOqYRU+lN0O9xB8VkxoZLtuivFZS33Ww/CGetCeSdVMrnqr4VzM+QQDbNJCImZjPZmBZEURtaikYstsWgrQRACdOPoLJn/4cJ0+cxMUvrqK1tRu+m8Ujj57AT98+izff+hFe+8or+MXPfy5cu1XnCqEbdi1CGNsXXXt5MJ8E+VbJwdc9OHj/s1nMzuro/JIHDwY+vjCKp052YC49j8U4YxsAFu7asQCjY3PojJnwNB+Gpgn8uE3LMZsG8yoOap2ooVUBj3jLuCsb4Rb4NHC34cLH5cEZ7Ow18dBuC7bnoH2HjYd3RFkhmMg4+OHZSXS/oBcTuZkIdAcUwCo5ZN0SP3lda3th+el0RsCrFZbEqRb8CGPL5wrhwEZBgI14YSEt1FWmToPMAKZtwWVynZyD9rZ2mFZYyZZu4oknHse5cx/j1q1BRFOfwXcKmJqaEsG5VDRe2ZjY4u3heQAAIABJREFU+QmPzKy1UikEOJ4PLXDhOB4W0hk4hTzSCxwawhC7nCjWVmWGqk7OLa4H5HM5ZDJZ5YGiSDsbHulVQTdheK4rAkWpCpBFmHJwqbVeSC/hqaab8GSALJV0s03yUFU3ku7aYDK2RvV5NOhqvv/IMcwvZJCencbhh/cjl3cRiZnIZR3E7AgczxXB9o4cOYTM3Cwee/QU/EBDxLYQjUTx4gsv4uqNWyIK8GuvvYrvfve7yvI10NuN4xRpVCHMyQWQjB0iKrSMfzheOn4ANzuPVJyqyxQi3AoJfPS0xmFFaD+x7ppwqRQfaG3xMDEdIJGKhyG+GcEzCPsWPfX4p+YIXes5ztfKPymMlZOLg7Qw3LsTAFeuZvCNV/bC1hklPoBOPgXUAOlo0ufxyKEmXB4u4LHDKZhBBIHmQdMqF6xEmQBSqZRgXa30Eh77OuGpgCXrs1p4kj4Jp9Jzma2zUrCl77NyNZw+/RgmJydFAoBHH3scE5OTOHHsIUxOjsO2o0g2pdDR2YHZ2Tkcf/gQxm+PoaenB6ZxErOzM+jcth2tzU347PynaGpqUqyxCEQwolorVFDNjIZOQTR0w47CtDQ0pyKIFwUmH8yFQH/ytQ/RT5ghwfURic4jkYzDgy8CRanV1IR0E5NaaWdDdAoFsUeuMlAUcau2c6zkcGlnkcGnVNBdsApiVaqSbtZzpRPSSnrl73rQLWFXet61a3fxEwp5a/eCXdt3AOBf6RF+09XdE7pur/156UdlX5PnFGBrbRMskDAkvLIRKL7IrY7xhQJak1Ec3hfDh59OwzZdnNjfWcSv/BW2rwMp08SNott6KW28Lv1dKZ6rva8KJuGUt5jw4PmasEc5d2Ue+3e1IioEm5L2VRQcbN3AqYMd+C/fv4ATh9qggfYm5fNyJb2q2grhSnpV1IeEUQt+EsZKmsv9vQmCRaj77+zoREd7Bxj4iRNnW3u7qNjOzo6iKoq2BwF6e8MAMC0tbQxYga6ubvR0d8On+2m5VG2B90LhQIPnOjCFsZCQqaAFYS6R9VAU2gyGsljs+PcS5etR1njW4IDkQDVteukbqfGrdQCU2Gyls69ruHh1BgcONKGvPYq3PxyGrhXw9S81h7mTIHOnbIy1HwSIRm3knayI3ClH0XrwjROZqoVP+fjp+OzmOD4/n0ZbewTPPtEuvGKooVg6ltoN0ym0t0aRzQGRWPWCVfn4LWHxIF3VXbAIKyAULpaqV7K4tPJ5j2+suFe0peDd0pWXhLDVzlS/hYcu9jOp3iIPmAqd9BmMKyqEhnUwZ6IyckJ8x53DOzm3zteNRw0ONDhwD3PAC4CJ8QyePt4JQ/OwfbsFP2vCAvWdlY4FASIRHfl8MS39PcyX5aiH4ynH0qvX83j1K7uR0MNcKust3TiPtCSTSKcdNMWYWbfybZDleDR+rcaBugsWqxV6f9+jgo3dPwi1E4G9NBTQA2ODcLyCN1yOCSt8ai1WCFr3N/Ma1DU48IByIBBB8QquhnTBQ4xGlSJIoI8nD7dDd2gnwA3RysYDiiGmFdoBkbE0Ipdai3uX0WH2VlJCwcLzA5gG7doAX6P9ydrCF43nWxJRzM476Gk3KzKmv3f5tfmYNwSLuvCcDZ9/HAQiixbcXhDApGCxTsMP0ZEdg6rFMIdKXdBsAG1woMGBu8+BwBdupecHpvDppSxSMeDEQ9wqdhDARsRyYVgR4QFTqVBgcOtZ9xH4EdB7IjDu/RW6CBhIgUK4mXIRloflMxeTtJgosa9YUbtc9HU0xXBleAxakKAlG7RG7pQVXKr9Z0OwqJ2Hd0Bg5w81E3Q5lSZqobDA+3wq797x8bIbdNX1xUomlEXK/3IZmMaPBgcaHNjCHOACxMeVgQJef3kbkvQl1T3oYmHCkSLUUsjlRuWEcLzhkBOu8JdUqJVD2gpfhHFFGX/Hg+8zh1TohSJG1Q0WbdRqJFMa5tIFsb7TAqO8oXgrEH4P4VB3wYJ2Efx7++23MTIygt/65tfx/vvv4cbQBDra2zE5OoQzz7+In7z9Y/Tv2YOBgSHs3NGDwZsD6Ny2AxErTDH+5LPPw9BCewW6hdHvXfVBPFUY5bCxekYAK9DgmeaixkKo6MRgsf4QQWGCrZ1qu/07k3jv02Ec25cQq5rvvjmIrzzVjbakfd9vk6ioC9VtZDV469fmal9sfI/udtKmSBUfyrOyXx03iQufqsJn9ZIewLsaVfhM8OgjZUhXTSuc/4V5Wm0tTIxr1H5w5q1sJ2WLVka4MKP5XTrnwYrEhPAlFnM0jl+HXVyaWZaOvBsJBYv1Xt6i1N8LaNVdsJBMoF/+sWPHRAwK1/Gwp38PbgzcwNGHjopXWlpbxERqWiZuj43hyNEjIkLfzZvX0NrcgpHREVw4fx6XL19GoZAHg7vUesiBlripsmYWgY0c+pznRTCgvJMXNFeCqwi7S0k68LG7K4UffH4d3a0JXB4dQm7Ww+dfpHHiwFKG2Upgl74b0s1euE5PLP1gg2vHccQWEP33VR3EUcYYUQMzEEGLVNa347jK6c7n8wrbZMg5xkOppa7ZX+Lx6uNYEAtpzMy4A1xB0xpJznWh8BJmxmELCvfKabMUiIBz7FuBZoSCjaJFgJo2VT4U0sKjdEuDE/7tKQ8drYwn4cGjwkIsLKjar61/hlMwYeTB0H0GVMWsKJ/merwp2oSvYS5bNMLkjgiFhJC9axepaWA8MM9loke2PrantV9vPKmOA5siWHCF097ejuvXr4uIgqmmFozcHseuHb24cfMGDj18DJ0jHaILxaI2uro6MHjzFl54+SuI2gYmJsZFYK0vf/kl3B4ZVh7PgZH2VMUM4ErTLbgw+Z9hIxa1KoYtNRYULLgL+BvPHcB/+5fL2LG3Ga+/1oef/WoMiST3YGs7iCvjOahYgXJSqEccC+IYi8WV4UiOcXKTgZ5U0F7I58V4FolsnNK6nBojL1VM4rKscMLmL7V0S/jlnonHrRvXMTs/j0NHDmBwYBiZXBaxpI30PJP12WCQsb17duHm6G34+ZyIYht4AZh8K52dwrbunch7wLauLliKIkaWi7+K94TAEAQilHm4sRnKeldvTGN/f3OYPEyYYUlxq7ZSOc+GWyoGYNDc8d4/QksKD7RYm5iZRHtrTMjLYjzcYFCk2KprnrB/o1743rc42Zr1WXfBggM3B5TTp0+LMxu67/k4KVR84TZJoOt49NFHheRoapYIhS1W/jBw4uRJGLoOtyi7Lw2SahlKuComGWIlVyWOE8CkSXaFhxhwKEZzRRe4aIkbePHZbvTvTEI3C/C9nIhwuZ71cyVFqqS9knLvh3fJO9GmKwzbvBHtFH5UH/WAWT6OXB16uHjxPAq+hn2HD+PC+c9h2tRI5JD1YrA1vsGIsPO4OTQmgsplCy4Mk2OCj0xmAh/8+gJee/115AsFfHH5ughMRuFTxcEtVi4yZATOWmBSa8e2QXjEz+cSme7jAiinNwbJC3+R5rFJD48dM8XYSKNEU79zaHaLmsAw8FZ5IoIX+NB9CtNReB7L9cXWLPHjH8dWX1F6BME7x4FuGDVr24ib5N3KemBsDuZi4nluxsPunfqGYdNFHfi+iA4sNF/ICviaHggerCxjvd+Exbplf2Jb4VGrBpQwSS+1vszRVctBWDyIH+FxXqsUP8IgHtXOiXe23looWuNbiRzPrBDdZLElAydj1wdFi17hYhUC0ulqWTRg4qATbhKuUcgWuS3kAaoy/QBpP0CE0nGlh3AxDQcdYbGsAXs6LcR0H75vwNQCzOUctEZssfKh3C2aYsM1tVJON97fNA4wSZQG3w3guAEmJ8YRBC5cR0eg+SJcv29ygvBw8vgJ3J54G4VcFp7rhdsfgYOvvvoqvvfvb+Gfvvsv+L1v/Q4y2ayYHLldpuLgYMqBWMU2q1gY+YGARfy4WOBE6NFFUiyqnKIRN5ClWp42EF4WjmvDMzy4Ih3bcqqIV8UTBLeRxKTlo5B3hcNqqCkJNYzEUwosy0ur/Bd5R02b7tU2MYYlh5PiWnVLAckLdMxOA/ZeQ2xvboQxtxcNzj0Box+bWMgwjDxFvOoOwlstP1Z10CDaHnnIv9qOcG4N8SN1G6hxVi2MLrwmLJu2fJV/vymCRSneS0guR5ZuUYvHsuul90pEkcVXt+4F4/17sJhVqeJjieaQX9SN6oBmwoCP3dubcW1gBicPtgnIIecopZbwsOIyGx80OFBfDrAtP3XmeWFzFImaePq5Z0U+nYhtIpfPwzKtcOWpm3jmySfhOgUxGXPlZdCoMdDx9a9/DUNDI2hpbsapRx7B5UuXRAZmFZiHmgrakcRrBscFFFfd4ZZWXCyobk7m8c7PriOa4hopKgQMFkSjzYf7WxG3E9CiRrj4WkWLIFaQAOwKttyIB//syByi0QhMjWnYZUZjTeQJUZcrhFE+YxULP6sxmzhzBb9aXYjYFYELS9NQ8Ax0Nkdglc4ZqwEUK3gP8VgcTK/emkjACQx0xmjEuTTervHpHbeJH4Vg4sframCsBCrhrbxf6W+JDwVlVdvIleKw6YLFaghKRshn/M2DlSWv5TPeU1GJEp48q4Ip4AgcITqGQQfrmg9NpE1mqF8j0LFvZwt+8LMJnDjsQg+iYVr1KjoH0VJNd6UrqvVYI3GT5/XeLeeZhMPBXl6X89167xAOhyXVdBNHVYekVSXd1eLW3NwE/m10MB/QWsf+/fsXH0naFm/UcKG+DpcEfc3TMD2VxSMndqJ/dwQRGmeXHAz1LzQZ1Gas0ZdFi1jjWQmoZZchLA2G6QltkW+FAbJ4X/4t+2CL/CBua/UBsoAabi6yfI32bOX2leJ7BoNkmZjJuuhrrc4uKuRryKzS663AvlJ8Sq83E7elll/nUikg8I9SFP/kb54l8fK+REW+I5/zvrwn31F1JlwVh4BThMVsn2rsy7iPzz1bQAtMxC0NBTcNzw1XN8zQJzQaVRCgip+SbtahqkPWiTzXClfSyhWwvFYCU6yG1NJNHFUdklaVdKvC7UGBExgBZtI5NKdsWGJ8CMRigSkA+KfRsLJOozHTCUSYLyS3ttByr9UD5wQxHmqFRZu28mgIxBZKc6uNhdl0ldsE5ZX0IL+1CRqLcIC8efMmBgdv4fHHH8fw0CBuDg6jb/tO3Bq4iseffBqXLn6O1tYWXL12Hfv29uP6tavo7dshXEupAty7b/+ihM3JS+Xqgg2gVHhZr0H4AaPhhasNGeetdBEhwsrCQ87Vcf6zYeze27keuLKeBYEGPSi6qNF+Q9PQmophbM5FX0u4R41gC7hNlTKiLMrWf6ncOiGUUPjgziv/C1BIB7gylBGBygxTQzxmIZ400BJjQBwOSq4w39HpfieEW57W94FfC9ty10trfb9Z99daAW5W+Q90OYGHhdksUkc55DIwNzVdsuVwjOSf/K1+W5PeadlsHsmmyo3Jt169Maqx6LbQtMQS28pGlBmngZvDBTFuVDLOlF3EA/5i3QULSpWB7+HcuU/Q2dmJ+bl5fP75pzCizXjnnbPYt7sT5z+7iI8/+QDberrQlGrDT97+Cfbu3omPPv4EgIOujk5s392PK5cuYXR0VBi3cP9S1UGjqGw2u7GwQuvqIIeRCQMTCwWYvgXXcItRNsOhwfAM5D0HF68M44kTu7C7WxeheGvFteB4MIuxDcjTQ/3NePfTMbz+eE/ony6SnFVWCumWxlG1CmoU9ugqyFVxrbBKqSCO/NvoYBQ+kUnB1zA65eMHvxrEo0fokqjD8X0MjcxiehKYz3uI6AZePtODiOEDOg3/aFbIf8NgbBuVVfqcdEtjK5V003VXurGWllfNtdQiOQUHOSM0dKwUVynMq3KprYaOe/2btKshZgZgsmMRc2GRIClQyBsrf8v71Z0pdKciwFzeQ3d1ILbYV4x9EmDBBSIm3U7L5xe3nGj8noxamMmZYuzUGdKbCw0uGIsxRLYYwfccOnUXLIQ0WNzPm5qaEsGv6Hm1MDMlIqBNTE7iS8cfxdDQdSE9jo+PIWJHMDk5jefOnMHHH3+IGzdvwoqfQ09HOziwcVCsdGBcr2aII92uhDvYOqtuobIMYvjl+ds4eDQFU8sjAUbIW2rYBeRhuiZeeWE/OhJ5GNxLrVHHyYGBWgriyHj4nAK7WgNk5zQ4PmBYoe0F92grOQivHLrLgUkehvE31GmTSDfhyr/V8Ag1FeSIhZm5DM5emEAua+Lbv3EAEcMV34ZwUqJ9ZTUXl67P4c2fDeErL3bAgiUyHDLyYRhGubIuQZZ7xTpR1SYFTWyHRfsN0l/LIb4uwqi2vmvFoRb8749vNXja0lixfo2u/7QafsQiAXJMZBbuH1QDYot9E2B6voDWFiZ5LJ9fYgxnBifLhOvkoYsoxz4HEOjC2TmcB7YYsfccOpWNolWRF26FfOm55zAzM41Yognbt/eBQkZLazvmZyeRSMTx7LPPCr/ZmalZtLU1Y3pyGi2trXjkkUewML8frZ09SMQiaGlpEZbMqgZxkkSr6PLcagJk4QO2gYe2NxdXHiF9kjV6EIeb04VRkW1STWdxfqj5yDHboWUVBSr6Xgc4ebQN52/O4bED7aBXTaXl0PWKdPOodeIQk6EI/OMLftZMMMWngOF3LfG3Fn6iXACfDszjwvVZPHtsO7a1cuVBYWypeYdWKi6aC3E83JODrsXx/gc5nHk8JkLFGxqTUjvguZKD5bMFcEWvyrpe0q0qbL3kkcr6roRHjXfZwQxogSvGDG7WGZvlwVUcnuyIhfkZRwir90N96FqAydkM2loNsU1crmwRxgjSw9geQYCMq+M/3hzFs8+1ozVGbUb5pqD3Ax/rRUOdzIWWo8tJgW45vb19aG5uRiyWQG9vL2KxGHq29YoVeCqRRDwaQ2/vNkQjUfT29QmrYAoSO3bsEK5Sy6HehV++Bs3VYFp5QKOvMb3SqZZb+qNLqG/wuQdNp1CxXPBQgzVXsyb6+6K4MDDHWW1xO2Z9+KW4cI9q+XaSnICE+C6myxDa0ldLV+uXsxlPJS7heXxkFs8/tg09bQ403xS5F0ScQeGmy2ZuiK0rWA4KsHCiP4XxyRnk2fp0BrkhnOWW+ptBRaOMB4MDbF0ahVZxsfk0x2MxZHOFcuffqhGkQqTuB4cuzcP0dIC2JuYJqfAQdeCBcV3/9w9GsOtQAj/66fCqsUMqhPzAvM5U9evV9dKSrm4sCVW6uhHKMEuSjLySg7k8r0QkfI/r6qWJb+U7m/ObnhnUJkapGhCSLZv0coO/kNlUp0mcFi/kDSVnTdMRtzz0NiVwa6yA3T0REUhIGCJy9LrDr5uZVsPY+K7vIO9pGJ4A+pMuLJE2OBD7jZ7m4bMLWfTvjSNp62ILxqPrF4MrB9yKWauelJBVNhDaVAQMniZsKzQsLGSQinIdaHNxWDKAh/xnlTHCKxWeupaDaWgwklH4aR9ukhsizHaoPrFd2QQ9IC969AoTIlzRO4yh7zUNLhzRviikQ6dRXQTQGTSKK0i5/+0V3QxZvZrS4ET1Zr/L7Uy/gIB0+hbjbIuxo97lEj7HrWbbwExejrl1KjWgt58Pz2cqcmpXw3KEUbQQBoRvm4g5KvAqDo3haxWMk1yseTpGZhbwTKKtGHCsPJpCrtPIW0On5eHIkU7s7NVg+a345cezePy4DUujRpi6DRMMKcboQSxSugOXV9I99FaJrXA4fzH4mAvN1zE1n0cuVxCbRHHLwlTWRcTU8d/fvo59Hc146GgLvIyLkZE8Tj/SLFJEkPJNECzUMZiaD/mnDmoIaS1Ve2k5mq4hk/Ng2xEhN6z2jZA5Sj9SdL0yBgHD/jL21tMnO/G/3xpF79c6IbDiZKuz4zAIemn1cifSgKc7WHCAH7x1DVM5DbOOhuMHo4jCAZwk3vnVbcwaAd7/jwk8d7ILB3emYIJ+arRljy7JSyvoEryoInTsCjDLfkr+ynPpQ7rdanoOgROFYzpI52LCtTfQQ1Mu2ras/K70N6/7uiyMTKbRn0wBOgfDyn3aCYdDosqtOcJU6cEh6V7Zhkr5uVnXFz47j6npGTz19BM4f+48MvRUSMawkM7AtiLwvQJs20Q26wGGi3zORyxqwDKjyORn0NuzS2wr7Nq1664vNNbjGRdB0miW77keYNleqNusYA4tLUNMiustE0tfltcsKwCiERqRU2ALd0PqskgT9gqh/jbQmJhPLEeEkoZzVzbnwncLYgHUHLdFHAqBXMmWpUR7Pfy4ZZnJGbBcDbrJxUW5Mpp8kflCXPzGmT0IAlOMo0f7Lfzo7Cx+8u4wnn6sD7EIYOg5GD7HBA++7oqFjEziFtYv4W3dQ7qXy/6/JqZkoUjIRluTkEdi0QYdZz8cRltHC2ZmMnByOjSjAN2IoLe7C25hAT9+bxSnjrdifCGHwFwyDS6dedYsV9UDVsZqDUZanMszGVH6nrxPPCSMDZlVIdKEuzFMHbNzWcTilGGlBmWlxiLcc6+w+A1fX9lIwoA6OSStBNq6fNwcdtHfHYanZaMQWJQMYGwvvu8g7QL/540BPPfcbphmGh/+ahYf5V10dMZxdXgUEdvCb55sheMZePvXQ/joygieO7UbnSkLJuNlGKs3GVFfKwbTDYna4AXZBtasG45WWoD5BSCZigoxiinreY8anZWHhMf7vN7Z04rPLk9i784kNN8IIyGW8Gzl96v9Jhx2xdJJZLX3KrlHmKxvVYekW7Yhwt24rasqvQRO4GNsZFBEPHR8F2ODt2HELEwvjAOOBZNaTa0AeAYC28Tk+Dh6eroxN6fB89Jw/Tl8cek6njzzokhk9quz78Ep5JHJZEoKqf6SdcgwyCXqxuqBMYS3HyzCm5jXYRoRZLOcWLlJx/q9s42uVyC9oyjAVhaCmw3ahRNYyOU9wavQFitAPpcXnly6Ei2khs+HXNwaugFdiwpB3YEOx3XgBQHyWQ/RqI2I6SJf0GHrDl54cjeiGhctHE2LEtAiAwJks8w6faeGlJz7+SfjOH6gBflcRiyhQuli8eNVLwiP7Z72aGLo8DlWZOAFFnzNwelHWnBrooD/+eZl2FYzdNtFW7OPnb3t2JaKwg4KCExugYd9k20lk2EsDB4VDhzFr5ZOkl62idphEW4lIb2pFfQDAx4s3BhdwLkbCzixK4XurhjS2QxiNtDeHEFzcwS+bsDJMUR8AjtMG1NDs+jpjMEp5IBIUpC0+iyxRK2yK3YKujbS1oIdmNfRaFScaWsxNzcnbC5mZ2eRSiZFHgB6gEi3Ur6rclVYLWEz8wtoTSVFvPlwu6HWRlAdJrRm9rQYTM3HU8e78eZPB9HXsxOxomXzcm0FmyrfB87+ahhPPtWLnhSQS+t48UwPPr24gLHxOXSnbBzd3woKLbbp4MUnejA97+PNn13Bs0/tw46WOzt5ddjX/pWnuSJYGDQfgzensGe3DM0b5gIox5K1LWliPMtU4hxoqHLngHF36rN2jtwDEBiCOZ/H7EIeN27dQqHgoJBfAGKAM58ThsQesohqcWRzC+jp6cXY6BAsOwFDN/D8l57F22+/gzf+44f4f//zd3Dq1Cn88Ic/EOOICurDhFLMpGrXPNZwjJN/HLsK0zk0NycQte0wIJbYIa68P3FipJFw2WMhXeRFLiGmC7cQiXAcDQVhCj62ZQmj8Gr4V1zcinmWK97rNyfx5GM7EY+EUTH5L72QwiCB1CT6YruLll2Xb87iJ+9fxatn9sIkL3QmZVs6yDvH8RCJ0OuDRXCbhYs4A14hwPB8Bi881iW2atnX6TW30cE5KHSX5iKCsUS4Qo+IRZivRRD1NRzujuHQK83wWY7vYzbt4vrNKXx0bhQtrTG8dKpHCIWkhm7m1F7zKLs+1kCS9DKEOeGpgMViJLxl+IntKg5zFGAoXnEdxi1GEzN5DW/+fABdnUm8+niXqMdAS4ltcG4dWRQA+S75zcUPl9fUdBxohm9Qg74kKNddsBArOt/Dj956C7Nzs3jtta/h7Ls/x/DENOLRJArpcbS2d2FmdgGmGRGNqaM9hcmJUcRTLYjHIsJb5NkzLwghQ+zhiRj8S0QI7tT4D/HcaBXHd8ZmczjdlYKne9D91T0xwo5QI0IbfM6OyK4Y6D6aIhY62qP4nz/8DBriOHW4Ewe2J0WehRy3P/Ie4hEfCzkNC2kdOzp16IEJ2k7EDRuPHGlGoC2G+xIrd7GHHZjoTvl4+Uv78KP3buG3X9gjrKmFmlOstsLOvBHfNiBlw8er1U2om/EpV+CL8QJePd1RIktsPMgQpm1oKDih77oogyMlgwxUeFT+RTkFLGn3VPGXWyGr8bIsbMQsUqumQ8OLL39VrLgZ9K6/b7eYfA1DD8PfG8Ydmh/iy8M0DCH2vfa1r4uYM8lYBE0J5qWoPZOmpJ8JpVzXUWK7wcmBk4VphvjNZ120xSPQTRnIrvJWQx6wkVeU+IpCBDdBfbqkA4YRbicTP9ZBTZlIaerA6cVnhlRgvqChI2nTaa44lq5OI8WpI3vaMTqdw9iMgx0dMTHmCPuaYmWwzbO9MkcM24DvhTTkdR8fXJ3B8f5WEa2UXlyhBmj1smTdijZkmjAM6aW3yvzBzPKlH8AQGXZ7W3rx2LECzn4yj8s353FkZxK+Sbd6o7K6WAZ7+Q/WB+mtqG6Xg1j8JQWT1eFx34PG/jxTm2Ti0q0czl+ZE1s+Lz21E51NK7eES7ki5wmpbwv5KN4oqYK6CxZyBUiF8ZHDh8WgQPmTe6Q3rg/iocOHceXKAI4eeQifX7wkOuL4+DgOHzwA37Bx8cJnSCYSuH7zJi6cP4dLly4im1lAfg2V/CJ3K7hIp6U6i5JnCXdWwOAYNzPnC7ur+fQCLI+rD9HXF9/kKoChvCntOs7GgZ0WP1zngjAZwIvHWvg9fDiFo0G7MGr73vcuIfbiDrTaAX787hRG5gs4sr8N45PzePhQJ/KzARyS8I4+AAAgAElEQVRjDoXskpX4anAZj18LHNimh7gRx+c3Z7GngzYFlHQjIsYlvV647VBKNwNlqTjWopv1IHQLNOD0TKTTC/DdPBYWlnu5rMSB8HhIXnL7I6oDIxM5tES5/x0gWKf+V8KTv7l3zUMl3dToEd/V6kWWW+65lG55XSlciUs8nqhpRUX3ZrO4ZcaJTR5WiZdvqfDDaw6UUsDg+6lUSn52z5zn5uaxZwej8IbxXlQJi+UwIAiYeIx9Ni+i0i7XDZQDYe13xKar7iLrBIjAhh6EdiTcjl1PiaAFAfp3tuDG0Bz62mMQYmPJB+ypPsUWGoJqjNfj4PsfjCM7b2BnW4CHD22DSYNyGmWvjd4dT0qKuOPZajdos8VB3vSAxx5qxb/+6CYO7GyBEcwLn8DVvtnq90IrtAA5LcAPfjGCaMzGy893IUHhZhV7l2roqbtgIdwtNU0IEkNDg9B0E9092zA8OopjDx/F8NBVPPTwMQwM3MCePbvBgFm7du7H0K0bOPOlF5GI2hgZHgVXNa+9+hpmpqaQTKagKxQsOGhysNqos3NC04wJtLRFoel26CWxIn4EB0BGTWRjVx2lMJlMrjmoJ4X7D8s18MorB/CTs4Po7IqjrS+JV4624/2PJmFHdezdTmNM7qhFkPbnFwfp1WgnDQEdMn0LLzzt4d9/eguHdu+CGbjQtVCly0ZHwULSTYGKW1sqj9XqhuW5xbTbzVEbyRTjUawtFEp85AQlJidfQ3/vgoii2tfeDBq9lgFCghJnwrOtghAkVdLNyZT1reognhQmEokQ5mr1raqs9eCwXP7JVdVq75biJq/lebX374V7C9k8EolAeBcIw+sK7SvU0Li02lQDj3lOuCWp4/ZsAZ3NFJsYCZMjDAWZVbQCsmBdQ1dLFB9/OgbGzOXWbWnv1ZnGAIxiDFwfnMMnFyfx1Mlt2NYZE0KSKVxO+IWIlyuh1uFM4Ze5XCKIIkBvexIDoxns3RaHBjW2PXVAel2Q9A7Maj7e+OEEDuxL4OieFug+l1Xh1si6H5f5sO6ChcTj8KFDOHTwoNhLoxR6+MhR4bL58EMHhCHqwUOHxaBOZzRKs3wXuoF9+w/i4MHD8BhghitKzu538eBeFPfzaIfga15xb6+0S1QmQasiRTQK3RZWvZ0pDXu3U0MxhRee3glfA5452QlPb4PhAa7OrKjsuOt0fCLG/TNh0OMjbgbY0R3De+fG8fjDHUJfQcVhpRNxJfSuXddsB7QZYZAcB22JhOj8Uju2Vhkr4VGFuruvFe+dn8bxnRRUgrLSL6+Er7pFrsRzZXmV/pbwpLai0u8b71fDAbZRrWiE66PgxWAZ3NXfYMKtpqgNvpG2DT7UulMLs2VhKK7jxlAWO7cni1EwqcZdf5IiHyI6kHdjIuYPXANZBBifzeL2eB6zaQcLaQf57Ah29bbiGy/1w2IQYwGXeU3DXhcawS4ffzdgR0WPOUL6NChmhOVAx6MPNeNf3xnCrm19MImC8ISRNgsVgd7wZV+sZDlWc5omT5c+WTnmhPZhfB4KWxz0NQ78NCMRXh/hF9SwM9/Vm+9O4fDRKA73JkOPFyHwk9qSQpaKq/hqEwQLTYShFugKgw/um1HvSUJ51xQrGDn40XJgkTZhlBPqSOnrHrYlYelTMaHVfUA1WBgTgifXD2BqYWKr0OtATSVUh9vyrzSNKwUmJPNgahZOH2mGG7QIf2zTp9u3D4utinuswjpj/Y5P6KQuoECnuTBg44ljPXjrF9dx4do0juxvge0FKAQGRscySDXZiFqhIZBowuIf7u4y82rYMaRMGA6uRIV1WvR/C0sTMfsFZeKbIv/p/R/QvJJAdeFfTQ0ljbrf/2gKp040h6rU5Swp45ePVEJHxskgTUM24R8f7m2RVWxwcgCTwJYPZILI8BE9mYov1a9VyBJY0GqllD6XGPNcen/pmqxf+hW+HzrPlny7fDwTD6gpYukcuLh1RAGVk4zQKlAYXcUjpwTig3EpGnuxjoIABTdAzDDh6w5MxRP8Rgzl7h5rif1lXS3CRoBWPKfAQgM+9vGp6QyO9bdBW7RhWNrmWvGZ+BkaA9I4U0Mup0GLFvDGj8bR2aGhq60ZPduiKOQcdHf0Iqp7CDUU/DRcDC21/qWr1cqp/R45V7Q50ICYrWF/XwJnz8/gxJ6oWOhqDLAXcJ4qjV9UW8nC/bNoIElDdS4EKdiw44XjaCndovcVC2SsEPZBbusGcDVH2MDQfsUr9vdzF+fRnDJwcHuziDdC49lVh5MaSNgEwYLYFZlAQWERWcmY8LymqrN0SVxUo6757iLsyi9WhxlOMoICDZhPa0jFqebn8BsmE1qkrVgk4UjKKsdi7S+oxl4dR1lwaD0t/az57uL6RBglsVGG3Bd7rNy+EOStgy23eUQwIwb0AUNP4cUn9uAHPx3ApWszMIIocl6AlrYEZsau4ZmTO9DTYUPzKeSE6aC9gIai4RZDqB71YXimgMcuQGsMCgmhzSS5urTZzkmPRqXcE7QoefuG8EzzjYLQLrz7i2ns2BnBtg4qKTfmu+Sf5CVVgrRa39uZwNs/GRKTZM+uJA7sa0WUHZJbPk64rRM2Q6pEiy246PJNlmooFAOICWoW+bx2ba7/hHiubgOxTl0J8WH5cynACSGJgli4gBGF06qbby//IqyzUNyQT4qihxjUwi0vIcQG3HSz4GoeGIVPhJQXFaZucF2fS1v7KXkto+463BhgW9N4Zr/b2FBcJXVyQlIJU8DSTOi+C0cL4BVsmBXMJmKDQQP6OnWMTBawrTuBwLHw1Ikm6PTUcDRkdRdxnXYUS7OGchoqBMhR5tEjrXjrnSl8Hp/Ho4mYiPQLPS8Cn2mKbBRcamaoVaa3CGPyFMc3ah0zWR/zOS90ZfYDpAsubk76mJ9LI56IobvJwOG9TfA1H3OTeXx0MYu5LBcD9DwpoLfTwtMnt8EUfbo+GrQKmkKFNbDK69RK8I8DJ/+kloKvrvxd+jnfkwZcpTBK36n1WuJVCieUDHlHjJiYms2gORmGkA3VgHLwkIMwpUnxpBSMkms2qNVwrBU4YfIg/zc+AliGj1de2A1Xc8VqPkKVW+AjExzFG2/fQO9MEqePRmEajNRJn3GK2Ex+JLlI7Ql9wTWY3EVl56ER5mL5oSaFBmf8InQJ8+HrOjzDgRPouHnTwfkrU+hpi+DkoaRwcwo0GqKutGZeTpGkVfKS+zg2XDx2NAn3oRTynoWLX0zj7R9dhsZgYJoJxxoTQhAjejLGR2vcQHPKRHu7jaaUCctnd9XhBR5sKl+EyEl+Li+70l93bFtIlatoi6XAWX/h79K7LE9udcmo8hxIWCccpilssKVydRMeoWhGjaGMlBje90Xd8C3ND3B7dB4TWa6GDBQW5jCTK6C5KYImGziwp3PjvfViaQ/ESQQdIpdZM4HYHQgjEC/V2ebwIex8FNE9nx42akoNqdCRdQNYptCXlg2Y/YSm1jt7WvDp9UkszOew/0AMmmfB1X34tgc/L4zaau9MZWNVxosUpuDj+WdS+Pc3J+Cmx3H8oXbEGbtDUFQGjDJeMV0DM9ks3v1kDjMLeVjcN2If1APEoiZaYwaiNvNH6YjHdJw5kkQy1Y583heeiz/7eAYTU1kRh+LUsRRaUoYYa8MYPwFMX0SuEJ5CtY5Vq5GzKYKFmGyZoMqj9BkOfysnSfk7PHN1GoCRLqn34dzHiWU9g6/ViFNzj92HUqOO6ZkFdLY0Ff1/Vw7jakrb2lDoLx7Ahg+b+35iFcw6NZGCg68/04Nzn0/hez+6hqMH+mDrVL85mIWHhbk0FjIesukMfMcQplo7tjVj184kWpJiE1CEa56YdDGfC5ALCmKVl8kU4DijcJ0I5iYWAN9EzzYTz57uQwuTBgnVO4eoRf1M2SzkSoi1yK0hKzBg6cBj+9vhH2iHqzGskCsGOgIsOAGyaQ+T6QJm5rO4fH0K6YyOhJ1DIhpDV28C/btiiBk56DTzEjs81bUR9oHSg785OYXnUIwIHcbC7Rd2KX5Balji4teBI/ZXKVhQMPB0Bih24It+RU0RhYylWYZ7ugtBgFzOEcaohEVtRN4P6TedAmJ2BG+9cwmeFkH/riRuDKaxb6+JA6e64RczRa6XYEvsGy+KQjTbM6D7nrCnEjlvxPjgiqBFJhyIgPNiX520UchheOWigaBg753bVaW8q+Sa6mcx1ixxsJLPl70b2mCF2rbQdict9rKXdLasperax7KCyvihaQ5830DCNpFxfSTFdqjgplgcrNzuKwNk+IrQ2nmYnHDR2U7xujJ6dN1Ha7ON+RnG0Yng9ZdTgFGAGcSAwAjDvFPLUzTuLBuvOr6oaXRx51xk4aWnWzE47uF7bwzDTtloigFdLXE0t0TQ1GQhGaEQwtGFgp0fphSQs7jopIs9VRj1Bq6OvBvg9rSDD88Pi22K0yc60EP3z0WlTfGbEs0473hiHNRElNpd0QR2dSWQSc8hEW9aMkovVg/beKit5hZOfUSA+kBdpWLfeecdDA0N4bd/+7fxy/ffw+DwCNraezA2MoCdu/pxa/AWurq6MTx8G3t29YEeJAyQE0r4Gp559oxgPicD0VEr7JZLVXgncnIg5zulXUO2AUaO47Op6Sns3NVWAmCxtkvubfXLkBMr5q7idFRK/ep0CItv7t9pFBpoexEGSeEeI/fzDh5uxR63C9cHJlAIdJimhqZIBN0dTYjHI4hGKe8HKHgBhsczeO+TISzMM+Swj2y+gJ7uFJqSccSNMOtsJGKhpTslXKIS8XZYDNlNewstDLEb2m9QsNgY9+UUEQ5tBEwRGZBTNGvTY0R00aWZ7cAuOrYHiBoamqImuto4WCTga+3C/p22HxOzHr64MoHPzo9gd28bUi1cxSfkzpMolm2JQjWN2Ykpa8FzAuQd+pIvbblJHHNpIBYvCMF6fj6DyZkFuELzE67iGDCKs2A4mfMr3pfangCuS0Gek7AWaid8F7mcJ1Y4pJOCClPFFyh00HbIoHugQUMixBMR2Nx7Ys4ESiWGJmITtCdj6OtO4dUXdjMPLGzLRV+Hge6uFJJWIILmhPUhqVjlzG0yqraLQginI+LjcylNHYrIZ+Mh0JmwizvxHAXDLRpOMMIMRsSHKLZjYey9SjnV3CILqVENQVcDYfGbEA4jZTrIF+iuHRVCXqWT7yJABRcxU0Mm7yAlMhqHKQG4DVktvRS86Tr8y8tTePpo+5J9VBm4itgTwhDex1zWQlMyQII9L2BqeSLFdsuKoCi2adPUhpiLbRmOTfxPy+DonggO7tmBnAvMZx1Mzrm4MTqP+Usu5vM54aVnWQYsmysV2j5wMg/gBVEUPG77MuKlC8PUUcgXELdc9LS04Wm5cCIHlk0zd45zvGPKl+RjnrlwWiUuj5zXuLyreNjckEPhC3WvMTlpM1bE8ePHRYRNp5DFjl07cXVgBo88fAjnLw3g+InjeO/9X+ORRx7//9u78ue2ruv8Yd9IgARAEtwXgKsoWZadpZFj164leeukiVs77kyn/4r/g/7Q5od62plmmia2a2dxEjm2szajiVxbdmStlkgsJCgSALGQIAASa+c7D08EIRIEKcmNY2CGfHgP955377n3nnu2ew6uffK/mD1yBNlcHsGFICztbYhEIrj0yWVcvrmMN39xASXUZbWrEtW9+q22Q1g/TlgSEK1O6FsxrxBcYllFOuGInChlyyhpjZibD2M5fBVmHY9HkRBW0acOJglkmWevFQJ/L4KdsB2ER22PBLRRM/vs1dE9niuMBM+YK1KoVqNDIV+E1kC/BZojSMS5we2YxXtA236s4JWSnqJmJU0w1Btba/CzXZNDoJh36ACWSOpgMZYR95eREOcjSuhAPp8/WKRB9QXSYZ4cUSJqUsqVPYqJhYpZ6PVc1DzhwwokZPyvSPwqiN2u9XsOh7pSKsoJIUrx5z+uIL2VQS5XRH6riBJ9V6EHQ2iUSmVURGvHTVwDo9EAo0mnpG2vMUlw9uRLZWECiKM2mwl2iwl62QW431IGUpw8ZOOvOo6KJoL0pGrfJ+8hPSozMFIRDKvCPByCWJahNMXCdPISEyXkvH5uXQNGTVG1i8QD52BMr8fE0F9jYrhjGzV9ndvf9/1WwS/feRuJ9Qy+9XffwjtvnUU2n4e13YJMOgeDwYhKaVO0IpnClhwp18k8LcFgYBTeDVgsDngnJjExNqyYcip6YVT3fXUTBYh3+kOYOHf2mLNNgJEixG2hrEW+pJUYD2aTqSomKptlM3Ot/l0y96prpnZs6svV3it1aCKswGgqI5+nCdMgGmF1zBW9V22t5r7TX+RXF6PwdOjQ01lBPsc5XmpKs8wkgtQ+6pFHu02PLx91iZDC2DlkkKmxvsMc2Fyz9izFOcz11Czu9gKk0q1ShadTTKI1tet1sLfp0d9eQbnfInNS0QZqUCyRkVDWGOvyo9VoYSLdVTxrhQRl0lm0tVsVU6U4SJMWM99KAVrJfdQcbVbfwfcwmiz3jcP0mfg6rJXgvjMW6uC4XC7Mzc3JZLHa2rESjWFgwIO5+SBGR0Zw49Mb8I6N4ebN6/D5fAgGF3DqzBmQ21tejSKVTuHRxx5FIBzHqb88AYOyI6jg5doMLVCGlf+3S//Hd1/HP/zji7ueLGApSnZlOiA+Pg1daRM68dJVJDxhIVioOmEI+aMLFyTWxuTkxI723c3NG2+8gdOnT8MmRyvvBpLC/GxsZPDeu+/hG9/4phDow0tSxIBisrpy9QqKxbIwkM21sDoO4nNB0ZlqeWUxyUpDBT/72c/xxOOPgXNGeSbI3jF+Dd/FjZNjI2ruMgpF4M0fvoZvffN5ZQeWeaDCbAhJfmRJ5aO0nVqEoD+E2MoKvvq1hyUSKkpKSGiWaPSR/UsAKup8tTz5h1+efQ9fe+Qk7PZ2GR8l5JgiXlKGU6rJ7Lvt3EbtBD+Kfk1hHNR7OnK+9v3v46XnX5KIrAqhoVSoECtuLsr7CUPp2862K78ywNVhPyR49FNxdrqQr5RgMVnQ0eFAupiDw26HlpERywZxyTG2aZDX2oHsBmwOJyr5ElxOF65du4mK3wSXow3vvPtbXPNv4HtvXVeWs4rAwzSQjq2lMrYKRVBLdvj1oLycI8o4cZpCCXltBelIACuBTWFdFDUY8X6wBjOENIn9QeLj0ItGy0B+2iKW0kZ8cn0c7VajMLr5QlGy/EpEz0PgrFDI4dPrV3BsDHjzsgGZzQzMEjK8iQ2Qx1Q1eYnYmVs34bfLBRjKehQptFHLVikjV00BcYim7VqFwi1TShxmk60FqG7c2cyGJNArMQKztiLOkuTqGXhPWX0U1jjKyrqshcHvMvpVSZbyazaThdlmFjgMj60VHFWZXLnsDucOuNW9iDl02F9+DtPnmZkZHD9+vB58U/eaioqlporffSFBpnRcSYasHCFkx2mPJLb5n39Ui1VQLOWRTCRhtztw48Z1GC0M/1tE38AYFhYWMTIyAouZmS0pmTaDeMWOGolEYbPoEQiH0N7uhMFiQke7BfPzCzgyNQtNNfY5Ca+ydVJVzjdIK6uTpTptNBA1VmothUwmh83NLRlIJb8JPcFLGBoaapr745DwL5lMChHx+/1y5UTxer0Ih8MYGBiQAErNcpSEV8oXsZpYhcVqwVwgAE8Xne0Au6MD86EQjkxNSejkg4xyIb+FZCqJzfwWMul1lEoVyX7HDZHjNDQ4uMcJh+23yAYrfgBUhRck+6XF2ob5uTm0t1uxmcugq7sP0WgUg4ODB+o35xLbEY3GYG+3YG5+EaXSFiplLUaGB3Br5RYmjxyDsZrsqLrOtxtX/42SFreHQgHJZAKZrYwk5CltVWC2WGCymSQfxtBQtd/VRX5bFabeq3CrTszUZqynUmBky7n5eZgsZpD5Y9C40GIIQ0MjaGMIa0lgxVmoEK8aMFXHSfUJkE6n4fffxMiYF4GFRVgtNmQ2NjDuG8fNuZuYnZmBtnrWTJGglQRN2xDu9bcK3j9/HmvrGxgaGcLaagLZHImpDST63DDLpSIMeiO28llodTyHRMm1CIPBgnHfGMJLCwgureC502eg0enx+muv429fepGH8xWqweOvTWr1KBXneVqD3WS4/tgqrl27iscee0zyIehFFU8BYn/CzLfTuqPhZlk2QKsp4aOPr8Js0mFqeho6nqIRcxNXXBN0irywaKWYhpw1KggvLSEY9OORRx5VNItiTiLc7ZNUjUaMGgr6uEj+JY0GFz66iE57G4Z94xLFkgwPVfJNtE5eI2tdIm0qFPvts2fx6KOPwm63CyOvaD85HqSgguW65hFrioMQGV9htcoF8Wdj6VdffRUvfvsl6asYUAWHOiVXRROtJM3jhspIyGzhm2/9HE+fegK2tnYUS0VotTRrKgcD6hq25y1piZz2Kerw6hs/wAsvvCDvEMUD853cJiDcJxpgkvSuQrOIRoRWzpfvvfom/v7F5wVTNNGSw5YcKrdh7tks6R9xScaTvkrE+Kuv/wAvvfBt0Y6Ib5NOJ3lZGrar0SsO8Nv/E2OhtJCHDcXOI6rvKpcrhFtRyRNJ5WIB//wv/4THTz2FxcUw4vEEuru6EFmJwe12CkNx+vSTwpg0h/8ylm/dwk9+/FOMDPejotPD4ezCx59cwri3H9qKEaOjYxgbHVSmRZWxEKZCeAqqjpX2K3sEJy/w+9//DhsbG4jH16DXGzE4MID5eT/MFvoVGPHcc881TfC4CAqFIl555RWcePBBJJJJgW13OLC1uSlMBxMRPfPMM03D5CJbCi3h7V+chWewFwazEf1dHrz5+uv42smvo2QwwOf1Ynx05ADTBzh37ndIpFJi4jLqtVhdXcP4xAxSyaQkN3r66TMipTYGqpimaC4go/LKv/47HjxxAmvrKaxEwnKsanTEK9ouxud/6qkzNQt4b8gyXOUSwoth/PTsL+D19aNU0MHl6sCFC59gqM8Ni90Ot2cQR6cnZby3CcPucKnCJZE/d+4c0utrWN/IyeLPbqRQLGth7+xGpZDHN/7mOZgMqqmsAYERMwN9Lbbwne98B2fOPIWg34/FQBDDQ0OIx2MYGBzApsaMv3riMei0ZCnYgp0wSaLrSff1y1cQDM5jcWUZ/QNerK+voctNzeFNTE5OwePplkB0CqtMeDtNgbtj4O6ech7yo6rMm1G3MqCPVmMQoqlBAXOhMDosVgQWl9DlsiOe3EC/x4OVaBQPnniwqYRUSi8qKBRLWAgtgExEPLWGiXEfVmMxSUKV3VjHzJHZJtcYhQENiuUsFkJRlAtZpLMFmI1aCe1va7Nja6uAmRkGAtw5drtiVDaeEoqFPJZvRZDJKWkH8vlNWCzW6makwah3FEZ981qkXDaDeHwV8URK1ufIUB9uraawlV6HxWaHd6z59U8mkOnu0+l1iaTcbrOBSSTt9g7kcll0d7vh8QxAL5Gk6mfnzl5z46PvVCIRQ6EMhAJ+dHa6hAnt7fVgeWkRQ8PD6OnuadpcS61HLBqBxmDG/PWraO/oxMpiCH3Do0ilUvD6JuB22oXB2Nma3e84dcPBAJzdXfjjhY8xMDwkjN7s7DFcuXIVJ04cF0317rXrnpLWlYtYCgXQ7RnAhQ//gP5hL0KBII4/cBQXP7mCr3z5YUmw19R8QQWbuRzOv/8hjj8wi4sXL2HEN4qAP4AHjx7DxUuX8NWTJ2Hk3iXZZOvac49vdS+//PLL9xhmQ3BCvkQCUOxMXGM7EEfVbHXh8TlDd1fKRXi6nfDP+xFdTWBqegaLwQDGx8dFAvP6fLftSKzT+E8rHCsZFJfLjYA/iNmjsyiVGaa6jN7uftm4u7sVaZ4ObRJpU2noDmZvu+0adPe4cWt5QRQu0UgELrcTXd1uISrUXFCz0qwkRcZCp2U2OUim13A4hMzmJqYmJhEIBZWNJpfDJCOZVnHVEOmcSxoN2uxt4oBKlXJgzo9QMCDhxw1GM8bGJ8Su2d3l2g/Ujt+7PS5EIsugLZyOtydOfEkINcNbW81mDDME+L7n25QJwa4w6RBtq3aHHYuLfsRicYz7prG4GMS4bxKZjSx8vtFqvxsTaGWuadFut2N1NQaPuwfzN26id2AQGr0OFrMRAwPDWM/kMNjnUST+fXxMxHlLo4Xb5UQiuiI6rOWVZZjMelRKGnQ4nEJIR0dHxWdAmcvSEtm4lQm0855jI86YALrcbgQCAUkZTZ+D5UgMs8eOI7mRg29sFAaZ34qPRu08l+yOt+eogs9sNo05vx/tDjf6BocQCgUlX8/Vq1fw0EMnhGHzeHpr1suOob0vN2qbuRb4Xb2qz++8ilO7BNkj7pbCC/if3/8ByUgEW8Ui5v3z0BnMuH7tmtyPDg81n8ipUsH8/E1c+OhjxCJLSGe2RDtw4+KHiCXXRIvCnEa6ep+hXTAjJ0pKwNVPr+DypTnEV8NYiqbQ5XLi5vUriK+lkVhLC+PCPu77oSBfLuPqpUu4du1TRGIRLC9H4HJ14oMLH4ivRGw1gYmJyX01guq7yNR9+MH7iEVXsLCwgNXVOGKxJSysxJFZSyISXcVBzLflSgnnz58TRoUaweWVFVy5eg3u7h5Eo6uIxZbh802Ilm17Hait2Xklu0l2+b333sFmvoxkIoHLl6/h5rxf/KzoSRMIR+D1jVX9ohrjkHpFCqVnf/IjbMKIbCopgimdqklLqQ0KBm9hzDsiEv3O1ux+VyoV8Np//Scsbe2SffePFy9hMTiHhVsx9A0M4MaNG/B6x3avfMfTMrbyeXzvu/+G9jYHyqUCfvb2u+Jb+P3X/hszR49iZSmM/v7+Kq27A8COB2R6YpEVMR/95jfvYnp6Bj9+621MTE7gxz/8EWaOTiMai6Onq1NO8e2ofB9uPnPG4jB9MBlN6HA4kM1t4vHHnxC19tdPnkQ8HsexB46J30FTi7X6ci4wq8UCp9MJvW6ZH1oAAAYLSURBVNGAqakpWKxWDA8NYil8C8eOHRO1pRRvhghU5Uer2QKLxYapKSXZGokmTRZUDXbR7NAULEUty3czha6jswPZbA6PnPy6qEL/4itfFUn5yJHZw/XbakVHR4c4RD777LMYHfNiamYaS7eW8cDRGWHQDjJGXKBWs1VU+DTTUFvTP9CP3r5e2NpsIIO2e7CnO99SFWZhMpvQ2UmpZxNPnTkj14cffhjJ5BpmZ4/I2GlE3d2YuKhv4HiTuet2sy1aTE1PoaenG8ODQ/D7gzjx0AkJt0yuUBgHteKeV0XqNlutMFtsGPP60N/fh66uHvR6esVvoKenp/nxrr6HbWS/ZbwfOYlCsYAnn3wS0WgEs7MzsFnNt4lgM1MpFomI09jRo8cQWYmKxiMYDODUqVPCvNB+eq8cjPdE1V3/QCaJ+GZwLsDebsVKNIEuZwcuXryI9g7mz1HMT9xxJibGD2DOK8PhcGApEpXYANfniJvTSC4viMMlNWi+cUVo2a8b3BS5NTrdLoQXl2HQl+APrYha2uW0I0tH3ooW05PjVbmp8dwVCR4V9HR3IxRakJM9NN/29XmQWk9CpzMJAz45MX4AgQVwdnZgNRpFJptBIpEU00ckkUEbGWNNAVOTM/t1dfv3ShnubhcisajAYmLGhx7+EubnQjKvdLoyxsemqgIy+7t3n1XGor2tDfl8CcFAEJuFIjy9vdhIp2Ex6lHU6DHuG22KsRB4XPdGLTQGEwKf0oxuRbFCH7BZLIaXxDzj9Q7fXlPbHdv9G2lHfjOL3v5BfPjR+1hPpXFkyofl+DocHU5x4h4bG929ct1Taj7pwJnfSmN4xIf3z5+Dw+nGwmJYNAqdnZ2wmU3o6+urq3nnLfvKT2ZjHb/+9W8xNT0ux8RXIgkQTjIeh9PZCZvVhm5J6NKc6awK9lCXz9wUcqhWVv0alLrqEj4cJLUWiVQtcVYndqPJr9bd/aoOL3/dewHtXrf+aS0s5TcJWnS3YO94jXJMU3mboumpL7LvfdXOK+VE2r/XjaxtgTJKtU8O8v2OMb/DQ/wg8NUxUvurmHP2k8wO0t76smr7eeWndv7Wl1Xut/uz/W33kp+np/FEQo7HppIpuFxOrMYT6OjsxPramvjgNM3AV0+7rKVS4iy4yePOHo/AITOayWbl/iBe9ayXTKWQ36Kjpgb0i2LWW4ejQ0w5PR5qxpr9KCcjEomEaD4VbR5PnSl+Adzo3G73gRgL+gbRn4VmW5vVKto8fhfHRosFnc7a4/SN28m+Eh4z8dIfjEwa/Y46O51iGqUAs1sCwUZQmXmY+CITReY8FluFy+1CYnUV7q6uAyXmo5mN+Od8oPm7r78PW5tbcHR0CGNNEwvNSgeZL2trKakTCPgxPDyKUCiAwcEhLC3dEsHUyNM/TX7or5FeX4etrQ0Cb2gYgWBQDjEEQ0zKSa1n80xAKpWUdpAZoTAyOjIKwqHWLRgMYmJi4kB9bbIbuxb7nDAWu7b9C/NQ3UjqO7z/xlJfY+d9hYGJJMwzU8GTsaAZqupAsrPonnckLuK1RuZPMr2SbDZPOncHXLdpi1ecGvuA72lsr90d5mfwVGWy7rJ9au93tLisOHLJb9UJcRCCuAPW5/xGfK/odFlNu845WIuL2u/7dZXEnRt0bR2Z08K4KfO49rf94LGuWn+3soTVLLz9YKnw2f5mPypMtQ1qW9V79doMPBWWWrbeX0aFpV7Vco2uhMHyhK3Cq61f+70RHP7G+upVxZEKU62rPlfv97vWtk9tC9vK7+r9fjDU39X21dc77Jio9dT2qO9R7+vfo/5+P64txuJ+YPVzBbN2GzssQ3AvYHyukNagscTFYfHYAGxV1d6oROu3FgZaGGhh4E8BAy3G4k9hFFptaGGghYEWBloYaGHgzwQDzevQ/kw63OpGCwMtDLQw0MJACwMtDNw/DLQYi/uH2xbkFgZaGGhhoIWBFga+cBhoMRZfuCFvdbiFgRYGWhhoYaCFgfuHgRZjcf9w24LcwkALAy0MtDDQwsAXDgMtxuILN+StDrcw0MJACwMtDLQwcP8w8H+xQnDcuPOUlgAAAABJRU5ErkJggg==)
![](file:///C:/Users/MontgoDW/AppData/Local/Temp/msohtmlclip1/01/clip_image005.png)
Figure 3. Changes in meaning (Y-axis: Term Usage Frequency) over time (X-axis: 1900-2008), by language: English, German, French, Russian, and Chinese (Source: Google Ngram)
To quantify differences in meaning and language usage, the Languages Across Cultures lab studies country-level discourse. Scholars already use annual, aggregate indicators to study international relations such as GDP, military expenditures, trade patterns, energy consumption, and conflict participation; to this observational data, we add linguistic information at the leader/country level. For example, we find variation in linguistic formality across the world, as we see in Figure 4, derived by analyzing the United Nations General Assembly (UNGA) General Debates with a syntax/semantics tool called Coh-Metrix. Five features comprise formality: syntactic complexity; word concreteness; narrativity; deep cohesion; and referential cohesion. For example, syntax simplicity describes how syntactically simple or complex a sentence, paragraph, or document is. This refers to the grammatical structure of the textbase where more simple syntax is more easily understood, and less cognitively demanding for the audience. On the other hand, complex grammar requires more cognitive effort to parse. Syntactic simplicity can indicate the relative status of a member of an organization, as this feature can mark hierarchy. A more junior member may use more complex language deferentially toward more senior members as a sign of respect. Speakers using very formal language may perceive themselves as members of an out-group, or subordinates, whereas speakers using less formal language may perceive themselves as having an in-group identity with shared values, culture, experiences, and referents.
One takeaway from Figure 4 is that more democratic and more politically institutionalized countries tend to use less formal language. Note, for example, that China has the same relative formality as the United States, Brazil, Canada, and Norway. While classified as an autocracy by ratings systems such as the Polity Project and Freedom House, China is a robust single-party political structure with quasi-democratic features, and it is well-integrated into the social, political, economic, and technological fabric in the international system. As such, it is unsurprising that China ranks alongside democracies in its language use given socialization in the international system, including its stature as a global economic powerhouse and permanent member of the UN Security Council. Additionally, tracking these indicators over time can provide clues to the formation and dissolution of alliances, the rise of regional powers, internal regime dynamics, and trends in democratization and democratic backsliding. For example, leaders that use more syntactically complex language may be trying to demonstrate their credibility or legitimacy; in many cases, leaders seem to be letting their words do the work for them. This is likely the case in countries like North Korea, which use some of the most formal language in the international system.
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAnAAAAEBCAYAAAD4hZhaAAAgAElEQVR4AeydB5gdV3n3fzO3t+19tU2992IZW+7YBtuAbUyohmBCCxgCIQl8JCEhBgIhQOgtELABY8C44C5btlWs3vtqV9t7u3v7nZnvec/cK61kSdZKsi3Z9zzP7r1zZ+bMOe/MnPM/b/m/mmVZFrmSk0BOAjkJ5CSQk0BOAjkJ5CRwwUhAv2BammtoTgI5CeQkkJNATgI5CeQkkJOAkkAOwOUehJwEchLISSAngZwEchLISeACk0AOwF1gNyzX3JwEchLISSAngZwEchLISSAH4HLPQE4Cr2MJiAds1gs2+/k6Fkeu6zkJ5CSQk8AFIwHnBdPSXENzEhinBFJpi85eE8MAPbNUKcrXCQU0egdNUmkI+CDo1+kfMjFNKAhpeNwamjbOi72Mh6cNi2hC+mExGjOQ7WTaIpYwcegQ9DmQSKSB4ZT69Lgc7DgUYfP+MD6PA8O02N8aI56pQ9c1gj6dnqEUbpeOz63jdGhEE4aqN8/voDDkoijkJJY0iCUs3C6NojwnDRU+5kz043JqTK3xEfI7Xsae56rOSSAngZwEchI4mQRyAO5kksn9fl5IQLRCyZSFpmk4HUeB2GjU4pHnkhxsSTM8YtI/bDE8aqFrlgJrQb9GNA5pAyJRaOtKMxrTqCzVmDXZRVdfmu5eE92hU5hn0dFrkk5rlBZpyLkVJQ6KC3UFkPICtpYqGrdwuzW8blQdC2Y4kSBul1PqODvEF44apNImhXkupKaewRRet073YIq1u0Y43JUgZVh09ifpGUgyMJKmfyRFQchJbbmHWNwCzWIkYuBywtCoSXNnjMGwQdpyAYJgLdx6gmRaR8NQ8vS4nUpm6TSkTVNdw7LkWA0sE4fDwumQ41EgzuPSiSUF/FrMnhigrNBNQUCnutRNftCJ36tTFHKxdEYeM+t958UzlGtETgI5CeQk8FqUgJajEXkt3tYLp08CsBpbDAXSEimL0YilwEh+SKN7wOLBlXH2NKaIJaC0yMGkWgf5QZ3djWk27U4xNGKSNIKgCUgRPVQGSIkKzYzh0mPoGiTSTtBkvSIaIxPMBGgO0NwZcJO2z1XHCHgxAPmT+nS7/uw1rARFwbACcZUlOnOm6bz1ag8FeTAYTtM7lKJ7IKVAloVFPGkiAK21J0FB0M0dN5TR2BEnGjeY1eCnusTD1+5pYf3uCC6XTnGek5pSN4umB1m1dVgdG/I5MU3pn0V7n8HBtlHSpqW0iF6XztBoGo8LSgvd6jpp05XpQ9ZGarMFieZMwJfqlxKVA420Al8CGF0ujaDXqTRyci3LBE23JSvnpQ1bo+lxaUyv91FR6KGjL6H6LaKqLvHyyVsrWTojRDxp0dYTZ3qd/0UPpGgU/Z6cB8eLBPMa+0EWBQOjSbxuB3leeUdzJSeBnATOlQRyGrhzJclcPS8pATFRyqQu2h6HA/YeStPUbrB5d5pnNyXp7jfp7DGIJ1wEfGksDVJJlKZIzrMadZ7eqGUQhaAKB05dwNgoaB77+lZCaYrkWgJTUumMNknAmCUgTUoG5Mn2kd8sHLqmNG4BvwA4i2QKggGNqlIHxQUpqkqdVJbqLJ8vACePkiIHMye6uOepLt73lWYi0ZQCUrrDor3XtIGigD4FCkVDpuMgyr6WUfY0x2jpSVBR5GLO5IACTALqmrqkfzbYwmyjMOigptzHtBqdyhI3z24dZmujtNtQmkAxq4aj9vEpA0Y7k3bHSWb6euyHmI3tIsBORGFSUeRWWryO/iSapSmtophULUsjnrZIpUwmV/sIBRwYhvRLQzRxE6s8pNMWa3cmGY4YhAJupkywTasrNw/z7LYRSvKdHOxIkEialOY7eW77iAKlg6MGeT6doN+hzLhVJW5qyt28eVkRM+pfDPiyrc59np8SEE151u0gmjToCcfpHIwSS6XRdJ3JpcEXAbjhWJKOwRiyAGkoDZFIG7gcDrXgOj97ebRV0WSaRMog5HUpDfXRPfY3cVsQ8OoRs0Gu5CTwMkkgp4F7mQSbq9aWgACpXY0Ga7YkeWJNko4ek5GISVG+g4vmOnnrVR7mTHXy0DMJtu1Ps31fio4eg+5+i4piB4X5GpGYpXzWRiPg81gKVIlv20jYwuEEMXEWFzopDGnUVjnoH7EYHrbo7EnTN2SSNgSwKbSSuS024BGzrNuFAhdoPrASBHwaAuAm1ujUlItpVGf+dCdTJzoYiMRp7YkwEksq06YA0eoS0XiluG9VH4MRF5gpNCulTL5yMfExS6bEv86+pvisGZZo/pw2eJRP0QSaArxE42cfpxoqqi+l/ZPj5cSYAnriA2eXDBAde05mz3g+BLhKUe2SL2omPrZunbSaWMVkLHKTCdvAo2Q2scqrTLkNFV7lb7enOcq+1iS6Zihfu3DUVCA8P+iiL6yBww/pCPl+GxiWF7uZXe9nyYwgS6aHqKvIgPHxdOI8P1Y0yL7zvFvheJrecJzBSEKBqZKgl3yfi4KAm3UH+zjUM0K+38Wl0yspDdqdMS1xW9Bo6YvQ1B+mpS/Kvs4hBiNJfB4nsycUMb0qn8llQZr7RtnbPszAaJzikJfLplcQjifZ3zlCdzhOU0+Ydy2fyJyawnN+N+V5Pdw/itvpoKrg7E370pf2gQiLG0oQn9ORWIq/bGtjb1eY/pEorf0RRuIpLp1eweXTyplRVUDFObjuORdMrsILWgI5AHdB377zo/EjoxY9A2bGd+yoWWz9zjR/eCzGU+tStHamGRgxsbRABqTYmrEJJVGWz3dTVuJgWr2DqjKdP6+Mq98uXeji7ofjbNiRUqbC/JCT+dN0Jtc5FCCUSXFgWHzXIJYEI2UpANHabSq/N9H6iAO+aJKkaJqADzAtN+hesFJgxpVCrqFaZ1KNg+kTXbxphZv6ap3CfHh0Qz9PbxyitTdFc2ecg+3xDKgSTZlbgR0XUSQwQK5nF7neWJCV/Z7ZrTSAp/Nb9vjsp8hMzjv+3Oz+s/kc2+YT1ZMFdGP2aRp+D1QUeejsTxBLiUJfNKNp6stdCnNKYIXDoRPy61SVugl4HbxpeRGXzAlRnOeipsyjAiLG1HpBfhVXAAmW8YhFHli7HVIp2LgHBodh9hSYUAZlRbB+hwSlaCyaATsboboMyovkMbTQHRoN1RBP2AE24s84tgyPQksnjERQx1WVjt17NKI4qw07du/Jt0Rj1BdOsKdzmI7BqFooCEA50D3Cgtpi9nYO43c7mF9fzPLJpZSGvOztGGF/1wh1xQFMTSOWTOPUYFvrgAKCo3EJijFYPKmExbXFrNzbSXNvmFjCYFFDCW9ZWKO0VIf7bHcAr8tJQ0lQAcaTt/TM9giA6xqO4nI6KMmAzzOr6dizWgciNPdG+Pmq/dzzQguYBi57aFMa/bihM6syyA8/cDFLJ5Ugmju/+7ibemyVua2cBE5bAjkAd9qien0eKBo0mQxONSG0dBg8/GxCaWU+9s6j5q8Hnk7yy/uj7NgvZhRo7xbndw1dMxFLnAyqlmhxlG+ZWByj1FZoJAyYP83Ju2/w8fAzcQUO+4Ys5SsnGqAJFQ5KROOWL8DRoq3LZGTUIBqXkVP+bDOf22koDVs0ZmGiE/KZ+Lw6Pq9MqG7kd4lIndbg5LbrPEhQwvFld3OU3sE08ZRBYcjJX9YN8t372ukPC47K2COVk9jLBayOb9H5ti0Ph0MFPCi5aw68LotrlhRimCYTq/3KBFtf6eWG5YVMqvbhu8B83wQsPb4W2nogP2CpKOXCkG3a7+iDq5Za/OIBjee3QX0lTKmFzl4BcBa9QxrbDoiWCkZHwe2G7n6N0VjmPoqFzYI8n9QDVyyxeMd1GkMjMKH8KCDM3vWmNujqh1AAKkuhOD+7x/7ManplQXE2JZ4yGYomGBhNUJ7nI5Y21DsgfpeifSsKuOkajjMUTVKe51WgSzRxUg52h4kk0+oY+UU0cb3DcfL8LqoKjo4PZ9O+lzpXfDXFlOt26nhd596MmTJMdrUPsbGpX8mlbSCizMUScLW5qY+e0ThuXUPkGEmkqS8JsniiAOEwEwp9/ONNc5ldXfBS3cjtz0nglBLIAbhTiie388FnkqzakFSarZFRk7pqBzes8BCOQHWFbWYU2g0pEhkqdBNi4vN77d9ES/bUugTtPRaDwxarNyeUD1VLl0F3n8FI2CSZFhOhODgLWhQzZFQFGyyeLQELFuUlTi5d5GLTriRPrk2pQIeRiEVe0I5KHY3KZGnTggiA87hNKksd6k9MluK3NhqzqK1wcMs1HqXBqy5zKFCapRfJ3mmJ9GzrSaq/niG73wGvTu9Qmic2DrJuV5hD7TL7Sv9eDk1YtiUX6KfmwKGZFOe7eOOyQr764TrlLydm8LqKjHrqAutaSxd87X8t7l8J3cPiHylaR1G2WPSMasxvsCgtgifWa2r94LIsqsrgTZdAdbmmNGtBPypS2euWoBaNAy3QN2jRUK2RH4KGKpg3DUJ+MbuL7yYMjqAiiuVceU7lWc6V05OAmHaTaaHZ0XC9DIITjaUAMxkHmvvCCiSW5XnpHolz15+3s711iEQyTcowiKfFJzAJLo9S09YXu3ng01czrSKPlbs7+cvWdlXHtfMmUOD3MKMyxKTyPDxOXZmnT6/HuaNejxLIAbjX+F0XDVoWpPQNmjS2GgyHLdp7TFq7DBpbLWY0aHzoVp+izTheHPGExa8fjLNmW4r9TWn2NKaVBqV3UCYpjdpqN5NrdP75I37qqnUefDrJd38TV3QSU+th4QwnMyY6mTvNycCwxe8fjbFyfZpnNyboHbSpKkJ+i4oyJ81tBvUTHNx+k1eZPvc2GbT3QE9fipJCXUWiJlLgcljKp0zMo119MiGK2U60bjagkv0Oh6x+3WgkmVLnZNZkBx96e4Crl7uOOEk/vnGQTXtHFfdZ72CKw91J4glDcah1D9kAVGmXpN4j4ZiG7a92vKBy26B7qC3V+PrHGhC/OPENygs48Xlsbr38wLnXhLwSYm/uhB0HYP9heGItrNoEKVlrWBbXX6IpTdvAiEzlGlv3CR2LHexcng83rIC6Smhqt3C54OYr4eplmWfruMaLGVae99oKGAoLlQwEvFBcYAO5nD/8cQI7zzfD8RSJtMlwNKlMzQIoRSNY4HMpDeUPntzLI9s7MBxe5TuLkVS+sTVFPq6YXs6nrp/FzKp8xcUoVEUCRrNazvO867nmvUISyAG4V0jQr9ZlZJW/8oWEChToH4bfPZKkd8CgpdMglTTIz3PywVu83Hy1W5mGxrZzcMQiEjMVeNp7yFA0FWLKHBgyaWwTEGXy/OYUW/c5uHShyTf+Pqi0BL9+KMFDzyQ51GYQjZlcvdzNHbd6KQjqVJTqlBRq7G40OHjYVObRwjxYPNtNW5dBaZGOrlusXJvk6Q1Jasod5OXprN+e5LlNQifipig/pSa21i4JfZNgACNj4xVzngudOItnOggGdPKCGhPKdW68wsuli9xKuyF9FBLcH9zfyR+e6aWjP01MHLiH05h6EDWQWjKYOijN15S5V3jX7JLTuo19Ro581xzkBZ389fUlXL2okJI8lwLEEyt9LJzho60ngUSaSnTrhVgEUMWTtl/a/mZ4cj1s3GUxaQLsOiQATyMWB3nHcEJ9mcWXPw5/dZ3d39Vb4c7/tNjfYjG1Rsz2cN0bNK65CCqKL0SJ5Np8vATEfC2aP+FNPFXpHYnzrcd2MxRJsGhiCQU+t3I3iMmqAImG16kq9DNnQoGKcu0YiiExUGV5HrV9qrpz+15fEsgBuAv8fovPxaZdabbvl7B28ZvR2b5PAFqaD9/mY9lcF1v3ppUDvzjz/+YvKZrakhQX6BQENd50mUeZJ08kBslW8N+/iCp/m799d0D5i8lxgyMmBw8bTKl3UBDSVZSoaMNKCo4OXHbkqMVT65IMDpsq44GYhZbOdavo0+z1nlyXYvXmJCsWu7hiqVuZX5/dkOb7v4mydlsSv9fJjVc46eq3ONyeVkELkbjFcFjH4zSY2uDicEdaAQMx5VaXu5hUA//88RATyk4NFgYynG1DI2nW7QnT2ZekqSumnM+VU37CZOG0IH3DBo+9MEBSMJzS9Enrpe4cmMveRwG7QdEW5Ym/U4rF0/OY2eBn2YwgsxoCiBl6ygTfayJgQfosE+p//gJ+/7iQQMs7oSH0egEPfPJd8LYrRPt8RDrK501MsOJP19FjKU3dNcs13nW9cPcdPS737VgJyBsmC0UBNRdakYAFocAWDjzx9z2ZH/GOtiFlSt3U1Ef3cIxIIkVxyMOMqkJuWVzH1Ip8RS2U77swXRAutPt2IbU3B+AupLtFJrNAzGLjzjQbdib545NJNu82yQ+YzJni4PmtmgJaly6Eb/5jngJO2/amlXbtiqUvJtJUTre70zy5zuTma5zMnHismUv82vY3pzncaaksBktmuRSHm4hNTKKiyROwVl3uUD5BQ2GTuioX4YjJs5sSyvw6MCxcatIunVmTdS5Z6FK+cqLREB4zofrw+3QONBs8uTbOoVZD+dN19xtYWgj0AF5HD1WluiLF7R2QyFKorXQo87BQk4jJtL5KZ8ViN7GkxR23+lk6+8VBCdnbraIGTZuUVvjXHls/qIh3tx4YVcS5Q2HhdBPuOBCHZUsX6gGZTrKgUL5nJ5UMkFPgTqIzMn+vF4CnOagpc1CS7yHg01kwOcTMiX6l1fzNkz3ccWMVf3NjeVb0r5lPeX7lHdi8R+OJF2DtVoubLof/96HsM3K0qxK0M1YxM9a1QSJLJeZAAhNe76VnJEb7YIxNh/rZ0T7Ivo4h5eJw+4pJ3H7J5AtCPALu40mDDU19TCoLMaHIr/gSnRKiC/SNJhSfYsq0+O9HdvOz5w4RExJHXawJJlo6rrR4fo+LiWUhJpUFef+KqSpYRKhWBBB6nQ4My2QkmlaULCV5HqryfeT7cyDvgnhIzlEjcwDuHAnylahmw840P70vqgDTviaDwx0SZalx0Ty3AiuSpWDnQYOL5jnYcUC0ZGl2HUghZk8BTWKelGwGb7tKaDJsoCa+cN/5VYz/+mWKJbMNvv7ZPOZOdSqtViIl1Bqa4kL7n3uiPLkmpUDT9Zd62LInyR8eTzB/hkPVL+ArmdYYHHHwd7e7+H8f9qvJ7VBbmlUbTfr6U+Tn6ZQX6xxoSfOHx1O0daVYNNtJZYkDyWggJs4pdQ56Bw3lZyeL7kTSonvADlKoq7IDD0TW8bhJfsgOTli1IWWbt7ySKktn8Wwnk2sditPtZPdFAi2ON+cJmBUwd98zfTy/fVjlDy0rcjF3YhCfW2Nnc4Q5DUHlkyJppGQS7uhLKlDZN5zkQGucw11x+kfSmGQyIShut5O14rXyu05RvpPpNT6m1HjV5DO1xsun317F6t1hZtT6KS988eLhtdL7bD/aum1/tfHyvYWj9rJAghVeq0U40boGYzT1jdIxKNQboyrjh4CdvnBcRWuOxJMc6gkzEkvTOxJjQlGA2uIAC+pLuH5eFQvrzl9bswQvNPWOMhpPKQAqafFEkyaRtxMVibGbrS39tAxE6ByIsaGpV/VZqFpiSrMvi8XMQlA9BJnQf4eTIq9GXUmQtoEovVHxwU0j2Y/FXGs5vbitJIUhP1dML+O2ZRNZMrEYCag4X4osgCXoQ6KBJZp/Z+uQoprJ87lYNrGU2pIAKdNkw6F+RfEi5mPx9xO4+3JEEJ8vcjkX7cgBuHMhxVeoDlnti7YqPwjRmOQIFfOCpbQev/lLXKVyumKZhx/fG+XhVQl6+sWBVghqNQpDUQbDAtp0CkMGN1/j4bIlLkWQ23jY4PnNcbYfDODURmmYoCsi3ZGomx980c17bvSxYUdSUYD0DxkcbJHUUKYCUULj0dhqsnGnCc58lb7qXz+q8763+FR+UaFSkLRXq7eY3HqNk5uu9Cjg84n/CPOjP7jBGFYkteVFFu9/m58ZEx2UFuoqu4CQ6NZU6Crf6d5DJp29BhK9KhGu4lsnGQhE4yOkwNPqNSbXOXnDAjfFBS/WgIz3FiWEfNeCWNwgP2BrHU8E+sbWK/sbOxLsaooimrzv3NfOcMyd4ZtTo/TYw19b38UHzq9RVujCsCz6h1L83V9N4NNvr+ZQR5zJE7wEfcdqd19bAsj1ZqwEZKLuHIqy9fAgj+9s54XGXnqGYvRG7DQsTjPJvNpiygt8VOT5qMj3KqLbCcVB6ktC1JcGlJYpSzI9tu5z9X04lmLr4X7FSRf0nFxbn72egLQ97UPIeQJCBW8J8XHbYJSDXWGaesOKmDgSN1TkcVHQo3jfJHBBxukR4UcSyiFZ+QkDuRRDsqqI79spii5JoDO+vmY2vd+Y42Wfw4WVijGxNMAPPnAxV8yoGHPAq/t11d4uFczxxtlVfPL/XuBHzzVnGmQR0A1uWVqvOAR/v7WHS+tDXDy1jCd3dSnS5dnV+Xzs6unMrC5g/aE+4uLHIvyTbiezJhTgexkoYl5daY3v6jkANz55nfdH9w+brN0qvmIGzW2m8hmrLtcV2e1jq5NqW8w5iSQqmEGc/GurdJbOditwKPskw4Hf5+CShQ7uuNWnwNx9j8e49RovDRMcSGSq12ODpM4+kx/+Jopc16E7CAVMbn2jn8oyjSfXJvmfu6Ns3y+mSo3CfAff/icv77jOy0/vi/GF78SwTFOZW1OmF5ceVz5S0XRBhk4kjscxTCKdB2LClEsaEdyOCEkzD7QMGS8pBUzf86Ykv7gr77y5Rw+tHuQnD3ezZV+YzoGkMqO8Vv3mRJspZnABaYum5dFQ4eGSuXkU5bl4essQK+bmcfHsPJU667y5QS9zQ+RdEtPoyXyfXubLvyrVi9/X/z57kMe2t7OzfYj2gSh4Q5BKkO82eeviOt48fwINpUHqSkIq08Mr1VDRBMkiy+e2FxICxF442MOK6ZUqnZe0Q7Rao7EUowmDaDKFZKdYvb+bzc39rD/UT0vfKAnJhOISlwo7it52mRDNWCYSPqtJkxsv37MPgPo9624xVts2TglIfQ4X6C5hL8etmUyuCDK3tohr51Rz27J6nOeRz+BQJKnSIhb63fx+fTPfeWIP+zrDGKkUdaUhwrEUxUEPNSUhSkNuleM5lkiTH/BQU+RX2TlqigNsbRlgU3Mf+zpHlLZTpgOhiCnwuphTW8h7L5lM4DSA+DilfV4fngNw5/Xtgc4eU5HkSsaBgRGL8KikotIUP9ry+S7qq5yK/kPe6eZ2g6J8nUUznUeoQ6R7koT8vsfibN5jq92FDb663ElNuW1+Fd6p7BhztuIQv6DhsElByE5T1T8kabAs9jWl6O5HadTmTXdSXaaz82BKATsxBUu0bHWZpiJe122X3+02id+QjHtOp61xrCjRmTHJqShNRPsnZie/T6Mgz8HS2S61fbZ9OJfnC8HwA2sG+da9bWw6kMxQkJzF4H0uGzeuurJaTWm7oBLx/5Pf7O2A12JWg5/9rVGm1gZ4w+w8lV/18gX51JZ5yAs4bLNItppxXfvCO1jm8vZem2jXf/5Ys14WQWYximio/rihmW8/upum/rjNX2QkuWHeBN6xvIGZ1YXMnvDqkdcKb5vQeggJ8fFlNJ5WJl35vbU/qlJ7bWzqVb54v1l7iJTutgGaKRqzDK3Q8ZW8bNsC2Jwgmjh53cw082ryuW5OFbXFIcrzfQzHkwyOJrh+3gQml4detpaMt2JprpiVRWOW1aZKzts9HcPEE2nm1BaptGPjIXkW8Usdks4sljQQTadk15BrnKt5bLz9fLWOzwG4V0vyp3ldCRD46L+NcM8jooGSF3iMKc6MEPQZKoWVBAMIF5X4xEn05RUXefjQrV4WzDgz36O2boOVL4h/l/inWVx1kfsIOW+26Vv2prn/qYTiwRJ/tJ5+g0PtpgJnf/02PwtnOpBggW//Ksq9j8SJxDVGIyYWFpNrNRwOJwUh+Pi7/Fy2+Gg7BdDtbjRpzkSdTql3cuVSV4YLzs68IMdYloMZkzTsSFyD2kpxFBciYZvxvqbCNsdm2/tqfW4/EOOBdQPc80Q3e5qFyDgb5PBqtWj815UFva7panVcWexSA6VEmQrNzNb9MWXamDXRrxYLcycF+Yd3VSvakMriF0+W47/6hXmGaLmFu83xGrcciwP+dx7bzd1rGpG0WAnTiaXrXDOtkI9cNZ0rZ1ae0/RREgQQcDuPaNKOfzokW4RkbDkZga9o4sSfLJpIKd8sydggfnh9kgM2k71BgF7HQJRtbUM8s6uDuJD7vZSp8/iGnPW2Ddx0M82M6nwKgz6mlAW5cna1ApGt/aMMR1MqqKEw4GFXxzArppVy9axquoejCCjtH03idWkquEHywIpPmWTWCHpPbjI+0B3mhYO9Svt47ZwqlWVDzhM/NslwUeB3nzZQkvswGE2qfNAnywX78NZWVu3tVq4X4vk2qSyPK2eWM63yuDQjZy3P114FOQB3nt9TMUN+7N+jHGqTVV/y2NYKoNMkFZX4WSVwO2J2oEKhrYEryof6KgdJw8Wn3+diQrmDoRFTRYyK1k1KV7+J160pjZmAxS9+Z1SRRW4/kKK7z6KlGy6er/F/d+Ur6hFZ/azdmlLBBbK6enZTih//LkrPkITQpaguNXjzCpfyr7t8iZumdpNL3ide2pKwXUydor0Rnw4fEytH+dLH3dx8jU/lkHx2Y4q7fhxh1YYEKTOk+vu2K+HGK70qEla46IQeZU+jQSzlVWbWyqIoFy90EB7VVMYIWaFK4iyhFJkx2cftNzkVncqxgntlt0YiBnuaUjy/c4hfPdbB/raE4qF75SeEM+m3hqZbVJV4cDs1NXCX5LuYWusn5NNo6U6rQb2iyMXiaSGm1/lV3tPF04UT8HWibjsTsb5GztnY3MevnjvI/Ztb6RpJoltplkws5ebFddy6tF4FIpyrrkbjKdYc7OWpXZ3MqinkhnnVFAhvS6bsbh/C73GqdF3ig+dyaPjG5B0VH7XqwrtE6bcAACAASURBVIBKsXXLt59i9YF+TNNAE7WNaJTVnyiVba2ybRp9NYCbWB901X4J4Eik0iyfXEZloY9IPM3h/giHe8O09EdoH07YmjkjiaY7mFkVxO92qejdkbj4G0owlYluGnjcDvK9Lm5cWMubF9TicjopCboQ/z+J4lc5oy2L/35sNz9edUjJozqoKz/FgNtF0jCUX7Dksb1sRhWXTimlNO/sF2gSeSz3VHLwjibSxNIWC2sKuO2ihuytzX2eRAI5AHcSwbzaP4tW6cGnE3z4S1GGIgHb2f8ILUVmYtRcOHSTy5bo3HadTwGf5zcbxOJKz65SVxlaAX73MDde7mFvU4q2bocNsi73cPF8Nw+sTLB5T4plc318+nYPX/pemF8/mg/pfgrzXcyamOaB7xUqQlyRiXC5iV/bfY8nWDjDxcCQwZ+fFsZxJ5olvG0oPriqCjcfvNnN9Ze6ef8XRnhinY8JpSN89gNBivI1UmmdK5c5EC2ZlGfWp7j986O09wXBHBHvBuqr06y9p4C1W1J86mtxunvj6jrqhGx0p+Zl3rQ03/hskA27ZDAWE67BC1tTdPRZKqDhhsu8zJykc83FniPJxlUdr+C/5s4kD64ZYntTmCc3DHC4KyWpy20SYjVhyD07H4tMbKJJsigIOinMk2AFB8tm5asAj70tSdwuk5J8N1//SD0NVa9xe+H5eItepTat3NnJ7T95jp64A9LiHpDi/Ssm89k3zWHKOTbjPbOni0/dvYHOgTBFIS+6risHdjEXfvnWRcpsKP5rf9nezoGuYe5840y1ED3cF2F/17AKkFizv4e5tYUsm1TKdx7bw89XNzM4HKZnNGPVUD5sxwvz1Xgv7fRfEjzlczlVvtlwLGkDNWcGsEowg/zJOCjjhwx88ikBDaIul74oOiPZJ33KOmNqygTrcjpU5hCPS4Cirk4X7Zf4so7Gk4wm5HwrY7q16ZLKfBrTJpQo37RIQuMzb5zGNbNLjhfYaW+L5nZjUx/ptMnag71saxkg3+9C+O4CXvl0saCuWAFyiVL1ux1K+yfnyb0WoHoic/hpN+A1cODJ9ain6JwkqZZVSy6txymEdJa72rstHluToiBPI54YJm7Ki5vJFao0b27mTR7i658NUVfl5Ae/i/LQMwbhmGi6kricco9AMweJxjR+95gMRBLJBP2DFq1dMb7+syhpw6ne7U373IRHR7nj1gCrtwzS1O5gcNhg3XaNH/w2xp3v9anABZcT/u52v0r+LlQmjS0G/SMWK9clsLR8IrGIMpX2DaUwTZeiDXnr1V6aO0zedpVfZX2Q1ErHl/+5O0L7QCFYEpUqq8Y0ze0aP/9DjJIiB6VFFrGYTv+wnQEi63uFFaMwz8M3/jfK/sOWikYVXq2WjjRdfSb7mmDd1pTiw7vpKjuA4tpL3Mq5XEyt4mP3Svj71le6cTsNnlg/yOEejdpSF/lBh/IZE1ObPcq+GpPF8Xciuy3aNouKYttUNTiaYiRiMjiSxuvR2bI/Qk2ZV/m5FYecXLWwgIK8MxpOshfMfV4gEnihsY+fPLNPJa3viVq2X6cCExrXz51wzsGbaJo+c88G9vQmIWUxFBeNviwsNBUMEfI62d46yNoDvfx582EWNRSp6NBfr260/dlGYmw81KsWTH63Tm1JiCUTS/jeexcpbPPzVQd4dEc7/ZKv9BU3k57oplsqh2rfiIz3GauLAmgmJCVP9AmKWgTa/nEyTRxT1LCiTBP2z5quUsHJGJoUoKbJCTImy4EC8Mb4+BkpkHFSMqhoXqUl87l0ZlYWUV7wYu2bgOWAx0V14VFOnONN2hJI0hOOIzQij2zr4BuP7Vdz1bGytwFngdtSgPsN08rYcriftv4I4bihePTyfE4VQXzb0gYunf7a45k85h6eZGPcGrhfPt/I3WualG9HbVGAT183i2mVr37kn/h/rd0GDdUWMydqagHySkzMJ5HrWf8sgQfyToombvchk6/9JMLK9Ybq28IZDpwunbde6eayJW7iCZS/2mOrE4ruIx5HJW8X2pGhEVmVuY+u0NRLmn1hX2wemFbvoL1HiHTlhc4ARuDRHwVVSqwTdUz87/7wRJLfPpJmzhSLixfYPHMSiHDPQzF++ee4yu1YGNK4fFmAL3zYhVxnbPn6z6P8/nFIJWN4PNDaadLTbyly08WzXExpcPHwqjjt3TqWJabYo0UtOK2sKcVCI6VAmR0IIalpNHxeqC5zkjZFY+lRZuO9h1IqT+u7brB9BQWcvpzloTV93P/cIJLX8NK5ecrM+9SmIZo6E+w6FKG1VxykhSbgfCmaAmsel0Z5kYtIXDRxJlMnBNT7//z2EcLpPFzmMCvmh3jrihI++paKnOn0DG6f5EAVlwfhkBMt92gUJMXc+VgkCvCXzx3gUN8o/aMJOgYiHOyJgsvL5EIH33z3Eq6aVYXzLEzogiGe3dvNyj1dPLqthW1tIzblRlYgupOJpX5+/4krFOfZbd95mrWtUaU1+sTl9SydXMI9axuVH5tEP0q2g/6YAJSMliqdoCrPQ1GeV5klxYwXiR87rmQvlfvMSEBAswy2lkldcYDPXDdLaVwl57GUtY29vPP7z1KZ5+HiqeWU53mIJQwE8AsunFieT77PScDjZu2BbmqLg6q6nzy9X811xwI4qVFTWsfyPBduh077YBRT5rJsMdMU+h1MqyzkTfNr1XUX1Bcxp+bEqU3E11GKaPLOp7K3Y5gHt7aoqOzbltaPq2njBnDi3Lhybw8ig+oCP8sml6pV0LiuehYHy+C25xA8u1k4uoQlH0RbtWYb7GjUWLFQ/HVsDfKyORotnSCpl268TOOyRZZyxLf5veyBUib28RJvnkXzT3qqgA3pi3fM8zn2YPFPO9iSZuIEoerIZgAYewSK+03A0vCoqYDbyKgENZgUidkrpDM4ZNA3LBxdpooUFQ3UsUVWtaL9koFszDJOc3P5Eo3P/bWPumqnyogQCthaNMmXKrxsnhO0+ys/ifDF74pqP24DE9EcOgq56dIwX/5kgKkNDgUEsm24+6EYP7w3RTKRVkTCQ2GLtCkmOYOQP004Kv3Ooiwxe8i2tFleSNEExFVAx2hc/OOcYEbGrKgF2MlRcqzdcUknJlGt+SEHS+c4mVbnQHdoiovu4gVHgyqy7TtXn9sORnhw9YBy2i0MOVWC632HY/x2ZQ9dAwKqpW+vftF1Tfm9Xbe8SPnsdfamVFaKN19cxNc/Ws+z20b4xLcO0dmXUFHC9ZVeHv7abApD59cA+epL8mgLhLT3wGGbxkfGsi17ZYEG9dWSZUVjzhR4ej0q1/DVyyAcgSl1GlNqYOKE8wvUSSCAcP49vr2NB7e00jMSR96y0qCHKZV5vHnBBK6eWaUiP8WZfTykrB2DMb71+G6+/+ReUvLOp+JHhZj5pjkcLJ9Uwt0fW6GAwh0/W8Oaxn5lWhRMUZrnxeVwEPI6lLWoqS+KMkXKyliZJ8SHOEMFkqUAedFVcj+8WAJ2cIXDMlg8sVhpMxtK8/jek7s5NKDISW1zrxpwRZuXsSxIFK2RotCrMxhLgcNjj89pCew6RcloWxXAy9aVPTy7T7ZdXmaWuLh1aQMhn0v55gro6xqKKo2sUMJIk0JeF0VBtwrOKA35WDG9nIsml6nZRELshIJFuPteKQvjHzYcZl1jL7csrlXtyHbtdD7HDeBOp9Jzfcy2/bBqo51M+vmt8MwGiIpmOaPxPXK9zHOi7pL8OGa/z2UxbxpUl2oqp2VXn0U4olFWbDGjQWNavaW0Ml63UFNo1FXZEWRCbzEakzRNMHeK/b4fud4ZfunoMdi8x1B+RXOnuRQg+u0jCX5xf5R3vcnH+95i+xHJKnzT7tQxEZqnuqTwTu1vNvjjk3FFyxEeFW24cLBZ5AV1pfGRFFdb9qQVrUckdrLaZOUjL5f4V2TAhPCwmVGVP3XONBeLZrqYXKezYomH6jKHIhc+vrZ7H43z7s8NY0mC+Gxd8qk5ue4Sje9/MY/ayqNgVN7N9TtSvLA9Re+AqTQRh1oljRd4PZL/VHicwONCgdBUWjtCI2KYOofbkyyc6eLKZR427EzxzPok0YRwpIhZWQaJYx8Q8esKeAXkwuAoFIbsKNZl8z2qXTMadG5/qwRY2GD1+P6dybaQ/P7jj5rZcziucoeWFroozncjE05Hf4r1u8JKe5oFmWdyjXNyjiY0MBqVRS4WTpOAEo2BkSQVxR6lsQj5nMxs8KlXbThiKAoRAXALJgfIC2RB9jlpyQVbyarNwqmIys0rZvL2XktZCQ62aDidFtv2a+xrhtpySwG4Nds0pjdYSvMsz2QkphFLaDRUwrUXwx03w7QGVKYCMR+dL0XAmWhLEhI44NRV9GP3SIyykEcFGTy9u4ufPL2Xy2dUcvOSekpCWW35yXsgEY8Pb23jPT9YRcJywokmeZePpTVBHv2HN9IbjvHeH61RXG1qopeJXYq0TUCakVJuE7J4z5VzJAGRsVMC6GTxnNEGCM3KKYvMLRkfvSPj8SlPOL2dCoiLdlVAeYZ7SoH0MT4y6jmVRzUznqtnQ6cioLHqC9dTXzK+XHYSuSwRu1UFPpUpQ8zCwhlY5BcfPjeSUUIIqoXq5MhzJynzziFX3fkzCpzkNj2wCv7m3yTdiq1RVYoheQmzL2L2c+z5Y3/LfI8lNdbtzNQhx1r2TdzbovHs1sxNlWPldwuKJAWnbq+AEylJ1K4xtR6WzITK4hQ6SfJCDpUfdPk8t3LMzzZBzJ97m0yGhk32HTaY0eAgnrRYt038iCwVmSlgRLjdXDqUlzpYvz1J96CflevCKuLy7dd6+dWDMX715wT/e1eeoub46s8iHO6wOdYkbZYkf184w0nAL0BGQ3zLJJOBmC4eeTbGUFhTYfHpNMSS4tzqtwGZJYNbRmsljVYPtDz4Anbk5Yoze1JaZXLoGZTfxQQrxztwuy0FeIR/Tag8yop0Bd4EWEl/vvS9UbbtN7j5ah9lRRb/fmcevf2myhrxl2fFh0o0pynKCr3K7FperLFgpluBaBm0l811qT9pVpaG4bnNSRUdOxTWKS8RvjgHMyfrvOUKN1VluvLP2LE/RSTmZvYUWXnB7W/1KgD34DMpDh5OseOg+PqNBXISEq8xHFECUA+U263j1CyVgqytS+PgYRRx8RXL3C9Ku5W912fyKc+VDHoDIwZ1VUHefnkRfq+D+57up7UrzsGO1IutCWdyobM5x7JIJuFwV0KlC/N7HAyLf6W0XRyl00NUFAxx3UWFvOeNZcyfEqA47+XTWp5NV16Jc+VZFS20aNP2NFkKmD2+1s6VWlKoMxqB3iFNcSIKV6Lfo9mLUKC9T1OccfmBOPsbJW8xREwhKfUwvdaFN3+Ytngf33w8TGFhkl0tI8ry8Y6LGpTTt8/tOkKpcTZmyxPJSTIN7OkcQdJ4Cq2DEK4eX1QUp6Q9ypimlCO6/+izcNHkUqXRkPRZ977QxAObWtQ7KxOfZGIoy/NRnu9nemUeQthaFPAoM7yQAktQxAObW+mMBiExeuylNY3yfK8ib717TSfr22JqLPPqEPQ6VM5RRbibAX9HJtFja8ltnakExF9QaUbFX80e0166qjFg76UPPv0jsuBMgKTy6VNDegYnjAUEx1WpO4glnHz7sd3MrCpkRnUBu9r7OdA5wkgspTJpSD7aygK/igouDnoVDdbO9mH2dg5TU+RDUrxJqjN5vv/+NxvoG03j0S0VbFNZ4GVoNIVo9lTRdOS3iyaVqnMkVVx9iZBan1nU/rg1cMJILS/13JpC1anjxHHGmyL/TbuhqcNSbPxi/ttxAO55FLoHj7XonfFFTvfEEylcsr8JyDfDmMILpFB/XEVjLpvjZP4MpwIU7T0aDz4dY+W6OJJPtLQQZkx0MRwRvy4Z1NNH+miDI1kxiP9T0jb9aS48zrha2CRTkt9TYzRqEo6JY6ia/W2BWEnKiwzFj1Ze7GTJHAezJrsUmBSgt2l3WgVBXLLApfzkPvwvw4TjAuKyJlIBq2kcuqXoR4RgNy8ggQcWyxe6WbU+QVmxg0MtaYQ0t3/YoCAoJkedN1/m5r03+djblCaRsHnXHnw6yU/vi9DSLem7UhTnW3zyPV71l0hqfOfuKPc/EWP3IRGmpETxUhBK81+fCyogKIEMU+udvPNNbpbNPWqT7ei1+Pi/hXlwlazuFMrG57ZUyq8P3urnzvcIK7qYoODBZxKIeffqi9xKC9feI7xxaYSCZOMukx37EyRSMrlI349X3Tvwuk0k5+qlSzwsnmUTDksk7bkuu5sle0WakgI3M+q89A6m+dDXD7CjcZSmziTWK+hMLa5KpgB6AfBZ07kC7HKfjvpJOvUk0+sCXL0on5suKWHB1CAFgde3uXT1FovGNo2uflg8E1auhz8+ZdE7hMp+IsOEvMh5fivjBgBp003/sEZ+yMI0bIvAhNI0XT0RIgKSpVg6JZWD+OsOMkgnUWH/V1oluR/gsFKUhrxKw1UYcCM8YPJmTK/MRwDTJVPLT0vTJQ7mcpdPRvnyud9s4GfPNXLNrEq+9o5FaqLJvgty7tqDPehoLJ9SpjRc2X3yKVQe4t+zr2uEqRV5LKgr4qldHXz8F+toEt9ccZCXVmcmX6eVZnZNEZdMLVMT6dyaIpZOKmH1gR5++Ewjf1h3ALEyZI/H6WFelZ+f3HEJZSEvf97cwsbmfjUsC1+Z9Cvo9XD/xma6JUAhqyUa28jc95wEZB53unFbaebVl7DhYJedaSMLCsc8o0eePdH0mWmunlnJnJp83nXxRJJpi0//eh3rWyOQTmWi4+QpPK7I9caY7PM9OsunVfCJa6ap+o47+pSb4wZwn793E/+zspFSv87lMyt4+9J6plcWnLUfnPh6/MO3LH7xECSNTKflQzSzpwDQp+zdy7BTHN0d5ghxiRRQRVTC4nMlTN1RXI4kLpeOU0dF7SlfLEu0Zva2aYnKOet8pkajE7RSVjRC2isdlxWFAIjjfaNEOHJcRrOkJmDRnkVwOcQ8K1QdsHyBlxWLHHzkHT72HDLYvi9NwI/yoxN/u1BQp6JIx+eT1FcJnt+UUho20RSGIxaTapxMnyTaPpcyMRfm6xTmaYyMWuQHNaVRFCd30RrsP2xwz8MJHn02RjCgU1rk5Lbr3IoEuKvX4P8eiPHrB5K09WSjnGzZ3XGzTc776Dox1SW4850G3/hciMZWQ7Xzrh+P8scnHXT3hTFNWzb5AZN3vtnDe2/0sWyevdqX3LDPbUoya7JT+baJYP+8Ms7eJg1dF+JfTfWpqdVg/Y4kh9oFOGeivDL3UkhX8wIwqdalANyyeW7V98pSyWcI5zLQ4Q+rhnl8Qx+maRL0Obn/uX6l8bJNUq/QQ6+Lg7DFhDJRxutE4yb5AZ2acg9+r86MOh9TJvgVKe+kSi/FBc7XtaZNHpORCCqrSCwhrh2ibdPo7LOUljmR0mjttIgn5d22NROxuIlyZzDSSoMc8DmRnMKJhKEGfZ9XIympmxT9j1xBU2npKqfvJ1KylZGYmAAzZiEFSzJgTgCd+pPryMJOTtXR05II3o9o6MSZvKEkqGg2TkRsu79rhP997gAHu0aVFk8IYz+4YsqRZOiDkYQahsSnqC+c4C9b29jRPoTHodE2FOPxXV3cNLeK96+YQkt/mHtfaGZwNEl5gZfhaJLtrZI7NM17Lq5XGQN+90IzI9GkosY4Mq4fmeOyKaLEVypJsd/Fovoi/vbamaze18V//mW3Sr13ZBKV/jo9TC728OdPX0Vpvo+3fftpGnvCRGIJikI+/vMdi1Qe1m8+tk9NuMeca0ss9z8ngSPvqv18ZB/I7Bhsv8fHiCm7y2VrpIs8wo5gMSS+fUeA3zFnHLcxpk6Z670BPn5JNd9815Ljjjv15rgB3Bfu3cQ3nmxELYVkzDBSTCj0M7+umKUTi7lhQQ2zqs8sXYpEkq7bbrFln8azGy2eWi/IOKMUEIFlhXbqPr2se8U3RQBcLHYiB7LMgKpaICAlC9Tk+RBAdjLAdq6anB3IM+DOsnjrVU4VFVpWbAMvebbE3CP5TLv7DfY0pqkqczJzkovaKgd/fDzG0+tTysestVu0jG5CvgRzptpkj/XVOpcudCnAJoBIJi5JWF9UIFkWLMSXb0qtzsbdaYryNH78pXx+el+UVRtM9h6K25qesXKRrgsIlWJZyt/s+1/0K9+zex6O86sH4qzZahKJS3BFIiNT6Z+uANw/3eFn5mRbayEAK5awNbhyn4SC5G++JGSWIYoCvfzyK/n0DppUFOtKa/nRfxtm0+6sRlOuLxqBjOzUhOjA504yZ6qLCRW2n9+CGU6uX+GhofrsNE9PbRrmCz9poWcgTsCnU1fpo3cwxZb9YRXMcnqDgC22M/6ve8nzG7zl0jLee00R0+t9SOovn9eh0l9JFoFcOVYCogHq6AWxEOSHbCD3/d9ZvLDdDpYSouyAz04nF0vIs5UBclngJdVpDqpK0iSTSfqGbC24/dyNHeB0vJ40BcVxnJX76HceRrTx6rmQFbwQtJ4sEbryAxKNqt32Ip/OkoZirp07gXdfPFFxaWV7JZqqd/3gWf68c5CLar1MKQvxoSumKeoG8WnbfHiAtQe72d4yxPrGXhr7ExnLQ6at6QRBr4toIq24uQRQHS2ZhZq8mOI3kB0DRRP2UhrmLDiVvogJNAtU5TwZxKQupwsXBp+6djpfvnWhCpa44RtP8GzTqE234XRz/awSPA4HW1r6kcAIycLwirxbR4WQ+3YhSUBZ1ca+h6fTeHkfs2nOzkTjJDjHxWevncZ/vH3h6VzwyDHjBnBfvG8z//nYAVtFKC+TmktFLWVrQaqD8OBnrlEvsyQyFq4XSTArdmSJ/hhP+dF9cN9KaOu0lDNvV59tJhtPHef62FMDuHN9tXNQX2bQlOdLTGUy9omvmWLdVppDGxgV56WZO83JlRd5uOfBGHuaXWAKSJXBUrR8MjBnwI0VOzoASx3yu5VCQ/jn7KwOkq+1uEBMmS7WbEtyoDUIhjgyyoR2fMnMNAqhO/B7LW65xq22fv2QqKLz8bsGFPdgJG5riiSTg67F+fvbdf7jUyfO/ffk2hS/fzxByG+yaKabW6/1HuF9E3PrZ78e5rv3GJQVGioF1OCoBG6MAYmq31nzqd3HoC/J1cs9XLrYxbI5bqVZrSp3kJeJyj2+Zyfb/u4fu/jCjw+p1FTJpARTOBTv2vCocY7XKRlQnwXNCpjq4PBRGkrxg89O4pYVRSdrZu73MRJQuCHzqMoi6OHn4Hv3WmzcDQGPhpFO0j+SXYzIc36iZ10qlIAiC3nnuvqStjVlzHWOfLXcBIt7yZ+2g55UrzK3in3Q59SZV1fMjtYBIsYYlJ0FN/IESWOzRfJoOtyKlPWfrqnjX982P7uH4ViSv/nZalbu6eYz18/kb66YrqJFxfz5P4/v5r8e209CQI+MI+KgLqahY55Qeb6y76/sOlmfj1xy/F80nZBHxgUXQ5LuyrBU9oCJZXncdet8rplTza72IT5z93rWNg4Ql5uTaaOYhp0OXZmI48qZfIxcxt+S3Bk5CbwMEjhzAJcZbU6/TZqu4dAsBThlElSOofJiiz+D7qB9wOC3a5toGQjz2/XtuDVDEfuJb8ZfXz6FN0wpoyLfp0Dd8VeVhZpQR2zeq3G4w+LqZRofvlVWvBrPbLT41q9h8z6ZSI8/M7d9UgmoAVVXClNDATA5UkCZzC9iBhaQJgS5Tp7bmGI0mkkto/ZlBK3888ZGF8lqOjNoK5AndWqKokN463oGxdxj0N6t8csH5X7J31AGAJ6opdIeAUq2STOa0PnVw268rjBXLHFRXR5n+34n0Tgqz2vfoMHFCw3e+SY/86ef/BG+erkL+Rtb5PnaujfNt/4vwiPPJnA6HHz+IwHmTHFx72NpVq5NcrBFBnyTmkqJDkyzaVeSkaj4DiaUmez+lSaPPBehpiKG3wc3X+PlHz7oV+B17LVO9X3R1CASgTo0alAQkGATk4hgx1OdNJ59CqjZE2rQJ7yAojoWUB4nz69z6TwvX3zfZJbNDI6n1hMe29yVYGg0zZQJXgVET3hQ5sdN+0cZjRksmRbE5xHQeqqjz6992bZu3gN3/dTikTUgJtOyQtAsobmR5/ylVuACeJwkFG2QmQFv8gyPfb8y/bZMvMEoEW3oaBSb7NJ1NX6+/7KpTCoN0jkcY0tzP9tbB4glTZV6KSnOdwLc5Dkw0+R7NK6bV8EbZ1cpvrOtrYOKxX5yeR6fv2kej+94lH/5007+tKFF1R1OpDjYNUIibTP3HwMIj7ktx4HFY/aduw2Py8mSSRUUhzzK5F/k93Lbsjr6R+O894fPse5gLy2D8Yyf29G3SFwHjbRs5zRv5+5u5Go6XyQwbg3cVx/aoVJwSDaGrzywjaRoYAxxvpcVmiA6cYrXFA+LJNpVC0GHG83pwkonuGVRlUp9ko266OyD9Tvh+S2ofJ/7D8O+wzYR73UXWyydbScnl8n70TWwt+nVFd0Fp4Ebl7gEmMlkkknRMq5zz/RgyehhMWOSU2V62HUgjUTpiUO9U09x16eCvGGhi+e3pPB7dDUfLZ/nYs4UHeEpG2+5/6kEn/iPMJ39fuUvKAzj11wsgR9iDjPZ22TQ2Q0Ta+CGK/x88j1+OrpT/PrBhArqaG6XPKxONAw8LpO//2CQ99zoVfx82Qn+dNp0uDPOh75xkPW7w0ojGomJ5k0A7NloMDJmKgUDBRS7WDLdxbQaP3sPxynJd3L98mKuWpTHjFqfsmqdTltPdsxgOM1PHuriodUDtPcnKSty871PTmTWxAC/XdmLkTZZuWWEopDcWx05fvWOYVq6E8yZlMdb3lDAJ2+tRCJcL4QiiqgNu+A/fopaUKZSMLHaZDRq0dEj9y1rMj1Jb1SQiMaE8hSSwqi82KSnN8GhdgPTPNG5Grrp4c/HAgAAIABJREFUpHpqG+GyjSq5uBpQBZTpDhqKvcyqKebG+dXcsqSOZNqgcyjGcCylAs3EAiKmzfJ8HxWFPqLxNI09ER7e0qzIVcUn7g1Ty1SwwZoDvTZIFJAv9ctzKAvz88XxX2htHDoBr1OZgP1up0q5tKNtgLDptjWDMg/lSk4CF4IEZLJQ6wz5Z2vgPnPtNO4apwn15OqLkwhBcpA1lAa4cmalmnhkAhT+FBk4fv7MAQ6OaBhmmiE1C8uEYvGuiyawoFZSb/i4elYlEoor9UgRYCYZFB5fa7GrOTMhyy4dHn1B49H1mYbIrrOZ207SnzP7efzA4cyu80qfJavUV2MQ1IjEdBbNcnDxfCePrTFo6zT47hfzVDDCW/92hIvmObl8mZvJNRrih/dS4E0Ihv/vzzFEESH+amLaFf69XY1plZVBUnDJGyTRno8+L++Q96jZyYK+QZOV65Ism+Pi7de6uGiei4eecfPvP4hwoCXNbdd5ecf1XhXokCU1Hs/dqqv08p07J/Ozh7rUn/0uZ0xVWXPneCpEI+CTPxfTa1x87G3VihR6RoMfcaLP87uoKRc6lHFVesqD97fF6RlMceWiAg51xlUQxp3fbVRM58/uCBNPiP9hwObgE+qRrBnO0li3N8HGfS38/JEufvrZKayYn3/Ka72aOwW4SYDMUBh+9icLoQcxLI2AGwaGTPqGRagyOJ1igNIclBak+avrHLztahf1VTZhqGm52Lo3xce+HKejVwKcjn3/dKdFUh8lJrlGM9RHClwZJk19Fk3DfaRSaW6/ZBKa16XGVqE/8LkdKsdlVm7/+LuNfOuJg1jKd07IViFtWTy5t8+OiBPzh5QT8a1lK3k1P4XWxjBJRlIMRkVbOYZPTAi7cyUngQtFArJAEvQmCgghM5Zn2eVRQRDj7cK4AdwHLp2iVkF5XhdffOu8Y653yZQKHt7ays72QR7f3k5Kd7KkoUCF2F4zq+qYY7Msx5MmwFfvhHe/WePjX4Gt+8QpHkWdIYOmTMRiApKsCpJaRgh923qOqSq3ccFIQICv/GVWHRlNkWlpNHd6aH5QAKQAKydvucLJe27w8NWfRugdCfDQqrBNEeKH+TNd3HS5h4vmuxBt3PGlu9/i/Z8f5ol1btBdirNMUkBJ3lPJSNE7IM0QU5YDU2kY5LpjJwGNoVGdof0ad941xHObvIog+M2XeXn6ly52HTAIBmzOveOvPZ7t6bVe7vpQPdsOhDnYEWfyBB97Dkfo6jcVBUVmiXZ6VWo6ktXhfdeX8t5rypleN9aZ/PSqGO9RQtorbZRo51VbRygtGOb5XSnQDEE4tibHELlKFKVEU9syV/cEm4evuthDfvDF93C8bXk5j5dF5r2Pw/1PW6zeIj6kGl6XRX4graJRj5Bdn7QRtmb0lqvhvz8ng7cUexG4cafBH560I1hPBAAtxQzvUFQdR16dTA22T1qClr4IPSMJZfUQctEP/vQ5hmMGtyyqVXQcJXkedrUN2Qv+sVxq8hqeLxq2bJ9O9akW/WKyzRx0Crx8qmpy+3ISeNUkoEnqr6AK+own04h1fzSWQvjgbl1aN+5mjduEejpXECf5jU397GgdZG5tIQvqihUJ3kudKySvMvkKcBMHePGxGxgGvxem1UtH4bqPWqzbpYirXqq6l2W/mFCdhIlGTpJU+GW56muhUmH2l4wQdrSq+FJKhohk2qOA1Iz6pNLoiur1r97k5nMfDNDebfDOzwyzeX8hGAPgCII5yuKZOjsOpBG6jR/+Sz5T64X/zqn430RSkiz5T08k2d9i+71Mn+igvkpXz5NoTrbsNlmzJcHvH09iWhI9JKHfR2cD0VKlTWlXdrIVDUuS97/FyV2fCijOunN5R374QBcv7BqltSfBoY6o+hTy5aMz1UtcTXOojBLVpW4+cH05//iempc44dzsFvkLybWkndnVHOWff36Yx9YPEUuJiU+0ScJtKFpFkaP4YiUpCOhcMifErIYAi6cHuOniYpXx4dy06NzXsu+wxT9/D3YehAMtNvD3uERzK4EnQkyd9WM7wbVF4yh/OhQHU/zsS05uWGEDt7Zuk9/8Jc1//SJJX9h+rm0gaO8/WpuToDdN+bxtNBsHYWzQgjpIQDHKFDq3togb5lUrv87D/VH+7U+baR9KEHJrjMTlXsgJWfRz9Aq5bzkJ5CTwCklA0ykKuCgM+qjM93DRlHLevbyBmWfI3PGyALjjRSFA7P6VMBiWFEg24eWUOkkubqerOv7447eF3LexVdLKWPzz9zV2HHz1xiHhO3NYI0RPnofq+ObntjMSkJRUpcJKHzWVSVMiYx1OjesvsQGb5CYVJY1EdIpWR+hHBLQ/+lycVZsDLJ2V5LMfcHPz1R7FOXf3A3E2705SWebgy3faZMByKUkn1tRmkBfSqCpzUDcmXVf2Zsjte+DppKr7vsfjJNJ2+jLxMZo9Oc3SOW56Bi1e2Jagd0h4/nwUBQa59TohJg4wvSEL7rI1nt3nV+9p465ftSOpzl5aozP2WnaqmJDXYmZ9kK99pI7LFryy5kgBzJLfVVJqaZpFU0dC+b619sTpHhBiZRdvvqiAqTU2p9yS6WcfODFWAuf6+54moTOSVFbw2Fo7q0I6LZQ5UBwykEhh8RARZgxRLL64yD1x4iDJsrk6VyzWuGa5zuLZGoPDFt+5O8l9T0BTu4Ap8YXJckq+uCZBf5IFYdKCRnp9exiJS5aOE4AwiTLVdfJdBgvrS1Q+xzUHuonIQkAOV5q2E5x3okvmfstJICcBWwKy+FT+arYy4JyIReoUehzRKDvdfPLKBr7+V4vPqOpXBMBJO1u6bH+3tm7Jd2kxe4rGFUts0tTjW94zAF/8nqzuUWSxj6y2aO2WMUhTlplXcxGZA3DH363xbIu2wM5NGvTGmVjrZtZkjW9+LqSA3diaBBRoQmjqgF2NBjsPyCSoqSwTT7+QpL0HptZrLJgh5jeb+y17vmShONhiqMwUeYFjgZb4M4kpNVvE+fy/fhHjj0/EcTp1uvvSRJNu5ky2FN+b5EM91JZix36Twx1p/vVvg1y5zI3vHFsoowmLXz7azVd+1UJrr2iYx+Zuzbb2xZ8+r4vKYgfXLSvmo2+tZHaDnZXixUe+8r9EEybRuKG07/nBcXtrvKINFuaJxnZ4cp1Nzit5SSWbghByhwLiyiGpogROJYnG5QESjW3WHWBMUxX1jM6VSww++U6NK5bqihdOjvinbyf588o0+w9noq6zND1jTj/xVx2nE4LBGP4ZG+hOymB4EmdGmRjE31CKOPVnfI1PXG/u15wEXs8SsLXXJ9VMq6j9NCVBjyKfTopbyBmDD7mW+G3K+yl/MobIbxIwZPH/rp/MF94yl6xr2enelVcEwJ1uY+S4TbvhX39k8chq6WxGXmMXjmO/j6fic3RsDsCdqSDtqEi5qTMnWXz2/X6uvcStzJHyXJ9u+e0jcT7/rTAXzfVy53u9R/KmbtmbZvXmJHfc4lOUKf/+wwg9Ay6qy9JMrXOolGKi/du2z2Bk1ETSY82echRUbN+fVpo/0d79/E8ptu1LIPlqK0ucvOtGDx+82UtLp6ly2i6dffS802336R73u6cG+PyPmznUJZwisuo7atp9cR12tov3vrGML99Rh88zBpm++OAL/pfOnjBr1u9jxtRqZk6tPCf9kcCE9TvhyRcsVm2C3Y2i6c9UncVnmU8BUSFvSoG5Ew7kmgMxr975bo2/f79D+exmGyka5Zs/FeGRtQFIn4wPMXv02E8B8y48HoPCmlZiJTsYTUePBjSMPTT3PSeBnAROLQEBTEI2rbRq4k8pvrmiSk+jmWkbnskCyO3jqkkhPn39TFYf6OVXzx+kbWAM/+mpr5LZK0EKGY5c01Dp76oK/Fw0pVQRZRf4XAxEkmxtHWHFtGLe94bJJ01pd7LLvXwz0cmueIrf9zbDe74ABzoyIbYyd51LwDYGKEgAiPg6JbP0S9nBWtp3Lq95iv6+rnZpLpWi6+PvdPOJd/uprRxzM8YhiDdd6vn/7J0HnFxXdf+/r0yf2dne1HuzZEuWZBv3Dm6ATYxtmikBQhII/BNIKIaEEEJIQiBA6BB6wNiAjbExyJa7LMu2JFu2JatLq+1l+sxr/8+5b0ZbpJV2ZUmW7H2fz+68ct8t595377mn/A6XvSZIbXI4s7LuGYtHnrL4wA1RBjIuazdarH4q7n+gThrD8JQtZaEIlhvhC9/p56oLg3zkHVGWzDXVn1Rj+iSDy84OkslFlX3X+ucd5SXY3uXSn/Koih3bwfHmi2tprDb58Fe3sn5r1pdY7pf2yNiUj6LM1GkevQOu8sh9pTNv0jeZbIFdbf2sPH3OOEbMoZP+9888vvFLGMhCsShYhkOOykX5V9Sl1VUGYnycLwydMCrvGMyfYfHJ95pqrFXuyq+EYLvukgB/eCTPIB7j0BQjz2UOFLgaqGvpwZz8PKnAHhVFZb836shXJq4nKDBBgdEpYATQXZvzZieZ2VRFyNSVdK0nV+KFtgFWPSsxUMNEKDG/JcJ7L5rPhQta+eAP19CeEmn2oTbTQ4oVhlB53Ws0xXUWTxE/gBrOnd/Mihn11MaOnvrmhGLgJOj7Gy/0+PHvNQYyEDI9+jOaj09UmUyH0GlcpzpEgx4Xr5QIASh7loee8h0m5k4TVZ2nAr6L8fjuzrJodZT+8rUSMrVWmJBREo6rgq/kxCJNjfGe6yw+96GYYuSOtLXiBDFI98Fc3vOmCDe/0cc2k9BUl58TYvUTfeUdlkDb6D7QqjA/XoH+jMmPfxfgyWcH+Ps/jzG12aA6qVOX1JC4p/GoRhyNi87QuegM30syV7BoUTFDB8s9FmcXnl7FTz61gK/e3sZP7+1QUUhEFVwVMxRgbl9aFncZcyYzWgzeemnjsajGCZfnnBkN3Pzms6muOryaWAClBTrmUNLd3gGPF3f7zlGiEo9HPMUgKUDeg7RevntxvklERUonNiyV3V85sQ6nzvWdrg7yuhq24sGqJncF2yGTWnkOkUlf4gYqHEZxfnAIhjupn7mLbGw7fSJ1K0nUlJc6ER60ZhM3JyjwyqWAfFvBCGFKfPDSU/j0tUsxR2CIvv2bDyig89cvaeRjV53C4sk1pAsWX7hjA9skfJzYkIrqU75XkdoJg6b+ypiJAvMj33QgDK7FopYYbz9nNq89dRISxOBYHceUgRO7EjFCr477ocIO1QhxbhA7t0+8V6MvA/c97jF/Jtz9MATUHCc2cRWG6VA5jXhWfmXeVPjcX2msWgO3/skPJZUtaAQMjz+71OOiFRrRiMcDT2rc+xi8sEPs7oaoccvZil1exPCN7SUIteysB9Ijdb1D6zkx4UoYrnNOzfPpD1S/JOZtRM8ecFnBOJN4lMLfGLrjG5kfDFdN8LYci03bDN7+9yKhM5k91eXrtyRoaQhy3+MlZV9XnRjsy2ULA0qNun/RPaAGR+/GoplhPv++aVy+spqQKWGEDHZ1FfnFqg5WP92vwGMjYZcbLmll8azo0Sv4BM+pJnlo5k34mzse6VPgwBcsTWAag/03smkSRUMOsYkU8PFiySOnJGsjUw5eD6Q9MsrRZPDe/jPX4bGNGl//P5eVi3WWLxT1rKtiBU+bZLBpq2AS6uzrKlEoBcvMmq/GiQQtmupsGuocqqIm02akScd3cOczz1OyTHBlqp6YS/bTeuJkggLCTAlTJbu0ChyO2uAM+U6MAAHN5aIFdXzoknlcfMpwODMhorzyzvPm8mcrZ3L10skK0/Y/73qGNdu6+cPGvSDBCnSdCDY18SBtAwWm14aY1VRFQ1WYvkyRx7d201eEqxc3cPWyqVy8sJnJtQKzdGyPY2oDJwbj+YK/I1U2e6O0Rdzzv3GrRFnw+Ke/EAkI3L4K7nzAUxPwmUs87n8C7lsnHTVKJge7LYy3ARec7vHNWzTEgeK8d3p4Eq8zAq851WN6q3jFajTWwopFEAigPCBTGY+nX9B46gVf1So79J4B6OmDNRs90jlH7cSLlsu+fWkKBQvX8xk5kQAJtpkAmaqYo6/qiVc+sjA/+7cQf3b50RMdD+1u+QBzBQ/xcq0wcXs6XS5/Ty8v7JTFr2LUNPStyrks8D4wcGuDw6of1DNzss7GzTYzpxgKHLeS8vu355V93H9//NAhvCrpj8XvCzvz/PaRPna2F1SMxw9f38q05kq81mNR4smVp4yFW1f3MGdyhNNmH56x/b97fHDezbsEwsj3fh7ZYoExEiw4idErcXV7+hxsR8bNkIVCvSQiupCy3a2JWnzjlgA1CYcnNnlcepZJPApbd3ms2+Tw2IYSLXUm05oN5syQyB8e0SjMaDF9oGk81m7v5mt/eJ4XO9M8I2GyLGH2xjMBjmzJxPUEBU5wCoi0TJwHlLRLvq+y8X8FaFqe77dbs0gGBZ5Kpys9HABbtdIMMSlh8J9vWcHrl01RsbQP1/q7NuzhH36+juf7PCjluHZZKxL6M1N0ef/F89i4q0dB8rzh9Km0VEeVg5bApv3p2TbW7ejh769eIjU+bscxZeDG2gph9FT8YcqeXmXzJvGWr0g6v/Ur+MAXynNmuV/V/Fmh1sh5TYNl8+GDN8K1F/tM5Ldv87jtT3DmEo1rLoBT5/jOIDLpi2RNvMzGcohHrRg67+1A2c88u9Vj994cpVKO+hoTM1RFKGDg2Hk6ujLkC5WJvvI7llJeKWl8Bu7XXw5x1QXHhoGTcZLN+zZuIkkRev/zN7P890/EY1BUpgfFehhGYE2TcE8uX/1kFe94/YH13LLL4XXv7WNHe5IVC9N875+TLJg5iifgsJwnLo4FBSpTQCXv7gGbrn6beVPCvoNX5cFhfh/bKAHp4f7HPfb1lG1v5R2ZVwQgXYfXnu2x4QWNgbRDyXKGeKGOzLxs+wLMbHX40kcNrjx3ZBr/WiLRPPp8Hw8918OengJ96SK5ksv0hhgtNSG68il+se5F+jIWjuNiu+6E9vTgpJy4+0qgQJlx012LlTPrmVIXQ8J1RgImiUiQvX1ZFb2pMRFmR0+GmliYkKnxngvmURcPKdzZnnSBW5/Ywdrt/UqNOaOxmknVId5x7hyuPG2ySjcaqX76yDZ+9OgO7n9mD65ERzCDvGFRDT/5y/PZ3ZOlpTpMWNRtJ9hxQtRIVBiyyx15VJg3uV+dgJUL4NIzUd5dgtO0bS/MneYhsCO722HL7vIELJOvjsLxEolMNKwp9ayAaF5/mUCTDC9JJLBjZd7kzanN/vvzpsF5pwvAp6hNYtz1YEhBUSg1SbcYPEfoz5qEQjnS6aJCcD9w1z68Lq/IK8/m+7d7yu4wGfe45qIQ4WCF837pLZZxInZJcggz/t8/KfCF78tOLQJeakwFeLjUVsNPf5dn7TMWN14R4uylASXZE7y4799WYHe7RMYeYO0z8M6PD/Dtz1axeIgn65gKmkj0kimQyoma0VCxVTv7fCb9d48NcP5pSRaME8z8tHnQXAv7ugSTaXD+MPC4+WpxPNA4faHGj+7w+IcvO9gKvuPgG4JgQGPZQpurztV57Tk6kreMx6F2eNvbc3zpt9uY2Rzjh6t281SbxJAWA2nxTRHQ4wI6fYSSaXwhn2xAXjLJJjKYoMCJS4Gywf+yKQk+c+1SzprdQFVkeHQWkXLJtyQmEfmSo0LFWY67P1zcgtYk7QMFFSXqQ5cFaEiEmdecJFW01QYoEjj4ZjtXcvjqvc9xy23r8QRLURhJ1+LqRY18/s3LuWf9HrZ1Z3nb2TMJD6/SCUHPE0ICNxZKCA6TqGGHMl9b94CE4trR5nHeu6BNdtDiuevBisXwjqvg6vPgZ3d7uK7GB2/yvcHGUt6RpHl0A6xaC+tf8JTqeMlcFBxKOuuRy6To6i4o1eqrckbW5OMQEafLtz9t8M5rD6/eGm8fVBZLCUh/x/1FfnxHiWcV6LOI1w+/CspGwpHIDFqEptocl54VYne7w+q1th9ZYD82m07QdLji/Chf/Ns4MyaXRcbjrfBE+nFRQLABv/SLNlrrg7z+nFre8S9beGBDgVnNGu97fQvvvOLInDk274Tf3A93PST2rB7zZmjc9Fq4+vzB6m3b4/Hmjzo89XxZhTNyPGkmsybZ3Pvt4P4NXlsXVMXFOWIwnzuf6ODhTX1ctaKRbMHhx6v2cfdjvZRch6xbVItUosrBiw6oGLZjGbeDuU+cTVDgJKKAMEvi9alZfP76Zbz5rJnURseoBjvCZkoEFUEYfb6tn6d29vKDB7fwwOZu/zNzbSV5u3h+PT95/3lEQya5kk3NUfQaPcJqj/racWfgRFUqWGpH60hlPT71VY+v/Uo4Z3j9+R7vfoNGfS2sWuPx8HrYslPjE++Bm64YDuJ6tOowMp9//R7csdqjtVEkQ3D2Uo0v/8Rjb1uKTLZURm8fqfMdmcsr8VrUqTHmT8+z9hf1CgxXbA19z9KX3l7L9j0PK4zc1l0O1304xTNbZNE9FNp9peyKVFDEJsJwiirVA1fCpo3sL2lLgHOXanzzH5OIJ/PEcWwoUOnP+55Msea5NDUJnUeeSfPDe/pUv1xwWoyVC6rIFHQak/B3N01STgzjrY2YRQheW1XZ9ljUnD+6p5PqeEAxjD+/2+Xtn8C3dR0RdF5Ch115js0v/91U4NMf+5LD5Cb44E3GfpVuf9rmSz/txPNM/t9b6kkmdL75qx4++J896F6aRK2DpZWoqrEpJNrpz0vQ+ZHjbrytmkg/QYETkALiremUuGB+E++7aC7XLp9+XCpZsBz+8n8f5a71bfRmiophwxbMzfIGX9OZXBtlUk2Ej129hCtPnXxc6nWkhRx3FarYK0loLZF2DFUtjLcBwgg+uxX+6l/h8Wd1ls7zeNfr4S+u9xfSJzbB2mdhwXSNj74Dli86PsybtOPvbhZpocYD6zzeeJFfn1PnCaRBgn3tKdJpSy0USs97AGMwXkqcTOl9ZmjLTo+/+dc0tuWyaRs01Xmcc3qQGZMMVi42mdJ8cHH3oVqayXkq9JE4o1TsGWdNNXjb1SE+9iWJAylSssMthkOkdLJAj1ykR1bAc5W09Xu35/nHD0SP6sZkZFGv5mvlZOaJqjPIjRfXq3irz27PK88zTXO5/6kM928QptvjkzfVKPvTI6GXOCrJn8Sk/dXqbvX70z928al3TFXxda+/TGfLDpd/+1+HfFE2BaLylMgi/jeeiGkqlnNTncbiORoXrND2M29i5/upr3Xw1V8W1Hv3PpzimvOS3Laqn1JexmWQQpuM0zDOgEvV/BRo/WVjvCHj8kgaNvHOBAVOFAqI1M0M85qZSf72ioVcdkrrfjXosa5ib6bEF+96hl8+vouiW9aaWCM29p7DnpRDwc6y4BjCfxytth53Bk4myEzOl8IdiU2gMH8/+A18+9fizQUXLofffAnOWKxRXz1IlrnT4Kv/oNFSP3jveJ0Jc/rht8IpszQF/vrQer9u15yvsWptks6eEr29RTzXQiRQry41iR/8+7u/EgRskXDJIqhx52pRczrMmqxx05Uh/vZd0WEeoIfrO5G+3XZvEd3Qyk4I/qLa0mBQX5Whe0Bwuw7HwB2ulKHPxSNQvKQ9evs9ZUM1fZJf5tBUE+dHhwJi57hgephCyaW5Lkhd0geGLlnC7LvUxorc/LoGPvuecRrBHaR6AkPyuR/toz9dQsNlV0dRReCIRzRuvNLhN/d5PL01qD7bqqhFTZXJrMkul54pHvS+J/Q7rhmuVm/rsrh9zW5CLT6o9OMdOo//n6jiNRpn6XjpGD1dhtpipAcMGjKN1NfnfCeGYcP2VcrMVXb7qvmvUhocZKyeNLcU4ybfjMtbzpjEf964nOrYUVTFHYYQ4gT0qVuf5DuP7QPbVXZuB31F0wm4JeKRJJ/77Qa+8+7XjMl79aB5HYebx52BkzaJO/14jvZu+N87PCRSQ2OtxvrNsGgmvPdajTddMmgXJ1JQcfcPBnw1SEUVMp6yjlZaYU6vONeHJhDj+C//TBg6uHgl/OGxEB4hbKtAqTRAoSQL/6tnUvKl1SLhGgrv4Ytkt+4N8NlvOfzx0T4Wzw2wckmQi888vFSuZEFdtU5zo7HfQeKeh0v82/dylOyytORode7+fFwFOH3X6rzCZXv/9WHOW/6yfFL7a/RKPwkHfUDjxbNiJCIG9z/VT09ax7Zd/rQuzae/t4u/u3ES8cj4pbgV2rmui3i1gsFpsyLMnxLhtgd6uPORHsW0T2mZxdMvwukLHL75qYByqkpEDWoPgdcp6tKWU7vo7uzG8VyCnqti/YYDBqqkhjCNTdUkrHosvUA22omlFQlFXOrjvk5XHDYKrzYoEcW4aYQNYYx1RAUmWhxRb08cJwkFJHSV63DhnFredcEcrl95fNSlQ6nT1p/n1rU7JAzPIGbc0ARyLmNNM/jg5fN59/lzKInYfMghY268sUqHvH5MTk/Y1ea5bdDR63uH3vkAKnj5tRdrhIIe11+mMalRo7luOE2E/gfzZh2e6vheNdXB0vlw/jJYv1njkjM9rjjb4/ePaJQKGrkMFASg+FU3IY2cgMvedl5eqY0e3Rjl0Y3wrVvzzJhkc/nZIaoSEt7eIxnXaa7XVbB5iW8qR1OdzhsvCSn7wkeftvjlPQW+d1uBTEE8UcVrcPjHeHRGgYfjaLT36PziboedbWnedFmIOVNNzlseUBJE48j5iKNTxVdALqIe/7+70rywM0dNo4PlOlx5ZjX7eko8uCGFrtlYjsf6bRbrt/crUN5bbp5yxC2/+uw6fnhPBy/uKbBgWpQ1z+Vorg3w5OYC73hdDW+/OMhbrvCY2irRO/JKtRsSwMlRDomh2JHKUxsLEtejRE2NjlRWYSRlbVH9yhjOMa1Vo+T20JXNYcviUdLRPI+2jK3C/kRCIoEc+d2MUuhJc7uM86Xq60u1fTm23PdIhE1M00DTHKJBk1RBHNI88kWjYLytAAAgAElEQVSBVik38oC5s5Knn99JQ4pXaEVXTK/hLy+aw9WnT2VnV4a7N+7lkkWtB0RDOJbNz+ZtBrKl/eYOB5QluHPihaobzGhMKJDekWkcx+Pe59pYOr0OgTM5EY4TioGT71AiNzyzBb72c4/FczXOWwbvfRO0llUT4maazvoxTCV9RbJeIebI68r9l/NXmLj3vQkEP66u2lenzp/h8rUfF+hNVXyTZWJ+pU3OR0p12WJny/Y/Gtv3BvjGrUInWeik00NUhTtZviiIhF+rHH98zOLjX0qxY69GOh8G8Sj1JJ9jecgiYQEl1qzXWbNRgINzvGapwawpOu+7PsaZp55Qn9mxJMZRy1u+7fZuW6kv7lqd4R++3IYVSZMqWriBGj56ncubLqznYzc2MXdalH/6/m7WviDGyA5fva2NZNzkrZc1UFc1ftpPbhAImSqe2jWAY9i84dwmskWHf5w8iVmTQuzo7WXSVI+V8+twnAgC5t2Xz/Pwjl2s2rqdp9vamZqs4qMXnktAM/nkL9exfneGQqFIxNSojQewNZOelK2Yt7Cp05CIU7CLdGWLikHx452Kx5zYDMtGwVbOPgnLIC2Ca8W0nKTzRWWS9lBAqJGgqeZxEY5EgxrJWICS7dKXK2A5AgNhk7UcevJFNM9VC39LTRV9mZIig3gKimehutA0DM0jHjYQs4q8JWDqR21YvvIzqliBHA2alft5am2YTMnh7g17EVBcAbeXUFYSqkpwO4UxrxxF6fdMkWZB2j+KR10izMymBFu78zBCsiYbqHhQZ8WMagzTGDXUcMDUmdkYV5sr+eZlkxULD9b9KFZ3zFm9vKWryckH8f3jGmHSYEozzJ4K3/q0tl+aJp5hFYR9aVni2EeoGDMBx5rw/rUlHnyiyJmnBbj+8rBSp8oOU47WRo/Obk85d4w1v1dHOqGPMEhFcIaoW7UggUBATdBD6bB8kUl1QiddiIErHorH89CVPdyi2ZYKeL55h83ejiBV8QKNtRGmTxr0RjyetTpZy5JYph//zy4eXJejUJKILh6RQIQqp4Z5MxwuXVHDqbMiJIJx5s+sJRIMcONnnqdrwKWrH/7m6508tmmAH358noqJOlY6dPaK/YtJU7X0l8svHuzkgQ09XHVWA7Gwzuf+r4+tbTmWzq7ib/4sTzHewertu3mxo5un2tohGFRM5xPtndy/fYcqVgBGw2aYSE0AQ9Po0Ryqq02SsRqyeR0Hm4JbojuTLzMiI2or0AeaRnc+RzISJhIK0psuYYsu8WQ7NI1EyPfULTmOMmCPhiQSikfBcsmWivR2ide3fPk+5IN/4bdV/ovkLWuVlIRbwFVzJUMJ2QdyJZLxEMIPCORULBikvT9PKm/jKVqdhPQ61v0re2LNUYD5upIE+1Oui1v2tvbRHY5IuFDmnH+1dhe/km9ofg0XLGzi9adP47YndvKVPzxHIBjkby4RoF1fYp4v2fzf4zt457mzqIocPRu5uniQU6fVsrWvU4VQ9MkqmGOy4bb52s1nccOZMw5L7TlNg3YSYr/6ch8vGwOXzcOj6z2iEY1QAESj8JrToGGII0KFOEfi7FB590T5lfBMn/qKpeK5Xn85SnJ0yZlBapO2smspFBwkuLbY3Ygx/8RxCAp4Nn0pk2detJVKacZkCVOk0VCjccV5QR58WnQrx9muUNOpqxa1ms6zW2y6+kRyovGTO3PccV+Rs04L8B8fTdBc//J/9Ieg7AnzSDbJTfUBZWPYLc6YnkkmLSF2IoRsl0uW+xNpfz7IbQ/0sqsjP8jQS5B5u8BtqzPc/Lp+Ll8xREw7pIWyvuztgt+scujoMejNpPjjc5uorzbY3VXAUcbOHu39Lt/5/T4fC1DU8R6seS7PR36wnvTkp9BCETxbpGkalEpKaibF9FTiMxouBS1HQQLZl4/+tEdTyCSfDpISDlU4DsVfjMJkeB6W7VDQLepiBknPpCdj+VKnUV6plHVi/eokIgFiYYN9qSypYpGBkjgw+YyDIsIwkdmBjRMsr96sv6ETk4po0KAxEUU3TLLFAumiS9GRKBrC8IZoDobpShd9tfSwvE8syhz32mgQIoiTiVIVjJMwo7i2geYEyAf6yOm9BMMuaTuLbYs248C+GFOdxXmsmGHVcwXW7+7hZ2u2q+gGneLAZxg8vvkB/uLi+fz5hfP45ePbuWfjHs6aVc/KWQ1jyn4siUTSt2JGA7c93bE/uYwdadHSabWcPWf8GJJaRZK8P8fhJxV7/KHCp+EpXvrVMWHgpJ9lwyPemJU+V3ObwBoJmL3jOxuIfdDiOT7Q5ekLX3pjTuQcTp1n8tMvVnHHfRY721ymter8w3ujvLDD5YvfzTC5xaBQcggHXFJZrSyNO8IP5kQmxFGqW9D0ECeF7v4AHd0urz1XPFoFcy9IdWyA/rRZVm0epQIPl40nTADccb+YpIs6R5jIPP0pnf5MmNLaPHvaHZrrj8knd7janXTPJXrKn1+f5PGNOR58Iostwdx1iTMaIVNIkc27SMzhbNHlL/5jK53poA/iVmmpZ1EqGUq1+o3fdLNsTkjBgVQey6/ENP7Ivzs8vlHAmyEWdUiHs7zQHlC78v2Tl+pLDRyBHCh/k56mHlcFwqQK+f23h+ZfBnz0b6nXyu9qYOoG4ZBHm13yI0DIpk1cbWXYVGy7hmYmvJ/h0FQdIZNxEZuekK5je46vEToZpgpNV+GPHETlLPFkXZ+aR4J1p/rEJ3u25LC9J71fharIJgyvpympZjRgKmT+zoEiztB+GErf43UufSzHyy091TSS0QDJ/lm0PT+FLsuga//A09C1ZpI1FkbUpqZpJ/2RXVgvxVbb85CoB7neArv7xYGt7ExgQ8EM8cMHt3Dxohb+94EtbB/wWL+776gycELys+Y0ENUsciryg86ilhifeuOprJzVSN0x8IgVgPBYBBVvXZi4w/B7/rgY5/8jXk2EMRM4EFFvyliUc8HgkuvntvsRDyTklCCRy5BVUjQNJd72TL9hF64Y3JGOs94nZfIlc03qa3Q2vGDTVB9U4bsWzdL5x79K8Ks/Wtz1QI59HQ6p7IQE7tAd7FIoieNAkclNOtdcGFSex4L/Nm2SyeypOk9skh2j2KYd56MSd1UTSarpG6jLTjfo2zId59qctMU99VyRv/u3Du57QnimmLJlPGNJgOmTirz16gbFvG3YmmPdC2kVKke83A6Uujo88mwezACuM3wsCLP9+W87PL5JpkCHmihEalIq9M4BNjKKiiM4JM1loDPM5Gm1pI02ROg3niNiBGnvcgkTI+KKTYiGq9vk9CwFvTCkKf4cqXsasUIT/bvjOLkQtaVaTDdCKdxHd2IztjCAx3TaEMeAQf51f1srU3hlp37AA7nh0y5o6EoNXbBKDIiITBbxA97bn8HYT4bmcZDznOWgaQUaqsJ0pcpM3PFm5DQNTXeoCsaU/ddASTYlQppy+LYRw2vsjT/ClJ5H1i4SjfQRCLVSdESXOjiAxEe6rz8MvQaRrnlUn56nS28HZ3RnncPWpMx0D9vYyEuug4fJ/c+1s60zozid1qNsAyfFnDmrgTNnN7JqS7/yNn3N3EbecPpLhx0ard0LZ0JPvx83vYKIIbyS8PAinROeSfgjCeMpIOIihBdt5HiOI2LgZMMk30l/GtK54RsfKVwYN+E8BWxX7BEqnOd+W8XKRz+emr5C0rY26DTVip3MYIPE++z61wZ48lmN+9eIKkZ0//IxVbbix/vrHqzbCXvm2diOwb99H1avHeCHn0+yq93l1j8UeX6bAKK+jDQTfDvPYlKTxeQmg0lNOjVVQfpSlf48Yal6wlSsvsZg9rQQrmexaE6AK86r47zlEcW4SSWle5/flWMgY3PWKQme35mjd8CgV3xWZFFU9jwSXF7n4iUO3/roPNU2MY5/9kWXL3wX7ltXJBaw0QMGtU172ZHbXgZ8HgsZNPJZjWJvArPewxJ1wkjj6FGykU8/7xWoTi2iuHUGdlE8pcHVHWwtQ01tjkhExoqLZ1q4wSKOpVHaPJ+eVBDDcOkUOBHNpL4qQu3CbvrMbixZHY7FsNc0hPkKBTQiIUNBKQikgviEBw1RPRfJW2IzpXpG1SFgaArqwxQpoev5s5nnETRNZecn98Qx5LgcntjWycJZVNhjUt9gQKdoidSzrBoU5kIm5fHOG/KOmszLaqeDNUgTAYZGuNCIvbceAhp2MUM86VHTVKSvlCJjiVTqWHTewSok0lyXJNWkt0+hUBjOvPlvSF0s0C3yxSDxPTOIzeghWzxEO0cp6pC3Ff3gLa+ZqWzQ/vRsG0+35diwq3e/Xdwh3x/HQylqbnMVq15M8aZT6/nUG04dx9vjTypwZi0jtMAVAazkVununW3+Zzsy7VhKPKJQWiJlE26xUhk1fsdS2kSaUSnw7FaHX/y+yDNbbPZ1e2zbVWQg7WKpiNYy5R/Hj3vUWp6ID2QghpjWXFQLiAQldx3vKMacFXy6cpBj1XxZJGWyV9a/fr9UJn/xktVMpjVl+cT74lxzUUh5FL77kwOKufzeZ5OcvuiI9kwnIuGPS53E3OJQUCw/vreL//lNN45TZOvuIj0pl7qkjuCyiZ2Vh85lK6u47twG1j5TZOPOfu5/Kktvv0nGGiBomMyomkqvu5d9hZ6hQohR2ieLvEZV1CQWd4nW5QhM3kVOy9OfzQ/BJzsMMxC0qetcQufqs8jbwgSUYXRcUa96an5VFdDETsclFNTI5n1nBn8ukPlAQ2J0N9VDqLafruoNFCiV930yZ5Tt6o5o6ijvMDWojgSpihnkbZv+7HDkesHFEjuzoBFQJiASaFyYFd3wEOZNbI90dNJ5W+HfhQMBwgEdM+Cxs6L2HIXSR/22BrXRCCHDFBN9VM00DYGHEE9WqetA1irPtIcgmmI6/M1YJKCTDEcVtE2qIF6zMj8I7cr0k0ZoHmEthLF3Jn09MpeI+tBT49oMaBihAon5u+krSnSRSquHli9j6TA2kpXXpFxd3pXxVJmjhnALks6AqBEgsH0ZvbsbwFRuzftzOODEE8BpaDp9E12BPVhFadvQ+h3wxthv6AFakgEe/fSVtFRH+crdm/jor59nSszlkc9cpVTfY89s9JSyudjXn+ORLZ1KlfuOc2aNnvg4PxEMU+GnjsRW7ohWk1eCU8Fx7qPDFpfLe2zcXGJvh0dVwmDBnBAN1Ro72xwVccLX0chHc5Q+nMPW6GRJIJNhnp37xAZOJk/RZR0tOom6wGN6i60ApGNR2WzLQip4gy6JuMa+Tofd+1zCYQ1B6j9nuc6H3lbLnKkyecL7P5PmwXUeX/l4jLkzXoL64WTpjqNcz9GYN5G8/fRP3dy7tg8dj/e/oZVTZsQU/ERTbUCFshNGIREziAR1vvjDTj769SK6m6Eq4RKJl3ANl1ShSJu9lWDEhpz02f4V9CAt0WhpNAhW5Ul7ndghmy7HItgeUV7RdVVBxLzG9WwydoG8SHhkQa2ojio5mi4hOwalKJppgTBwUq78GGCrd8qJ1eeuoSL+KK/1od+/pzZ4ezqCxPpraZ25hHywHwMTRy+Si3RgaRZFV9THKuNKDQ79q+nUJ0LKXq0/WyIcgr39WRwRGai2DFnANY3OTIGqsHgyilefq4CJM7kSpuZL3wSsOGQYinErWkWKBbDETKQigjh0bY7eU9Ea5fIq1JpIDOMhk7Bp4LgeRdcmEQxQXxVkIGdTUsLBMq0r/acYN49IUMN0o1Tp1WQ6w+SKEWzXxrItwjGLYFO3kpwKI+d4EpbJIRAuYSSzaL0BPM1W3eGgKcmqYYdJdk2ioa6X3nyWWCBAMhDHs0y0gEPRzZPXcxRtm9JodmjSJZp4wgtIdBCnZKIFS+gBobNGTqQuSNg3h0TMoyY1jZ17aw/PvAn1NZeSFaK4ZzrhmZ1YMmaFPkOH4pH2kq4zf1K1Yt4ki460hJrz2DVgKdiRt519dBit36/fw9auNDefO4eqlxn6YySpRFJ3pMcRMXBHWtjEe6NTYMUpJv/19wl+fleBb/6ywM6OEMvmWVx5fph4JM+mrdDVL+L+o/XljF6Xo/ukvDip1eno5jwst2FRHYY9Gf+FkrhJ2Jci//hXIf76pghVcZ8hk8x+eU+R9S9YLJkX4PzlQbI5j9pqjWRc4t0OFnf3Q0W+86sSS+ZpCIzMtEkGyxYE6Oz1aG2UuJtDEg++NnE2Bgr0ph2Wzonx3qublbOU/4pHf9rlxd0lli/0gTbvfiTNr1dnuGN1L9i2kpD19wuItklNMqRUlXXz91AK99L3xCQsW3zTZHE6cHXSPA3NtMmE2snaFp7lQywUROqS1wjnI1iWR03cpDbpUooOkLdL5ASerrKpMCFqJ9HXn8++rc2URGImEplhx8iyR14PTSzPimSLGls31aBp4nGrE4u4JOumUDAyRGIpiKXop8dnEg+VnSa4XDrREPTni4SCOpliaQjzJmUPyUDRyfM9aUdUyy4/EwZG/igcBLhz6DvH4VwkMcK8Sf9mijaZ/Wpcj55skZBpUBsPI5AaluNScm1SeQvN0wkHDRLBEKFcI527YuxK+dI7Xxovc3MQa8CjUYsSjlt4nk7JESPxPMFcgGxfFE9TnGG5pUJHT9F2344w5p4W5fWZdXX6JdZu+RBpZkOLTbJ2gN5gJwUBfx7aByJLFElpNIiZrSbXUcNAl0ZNY4lQlUVVKEBJK+DGUjj5ALQ1kequx1WSuiF9WSnwYL96ia69MZqbm4nXdJIuCjaf4PBVpINjzOeAvCWGtaVoHTB0qsIBH0onEOHHD21ValW5f6SHqPrTeYuWmihnzm444Zi3I21X5b0jUqFWXp74PTYUeG6bw9d/WuAX9+QJBDyuOC/MBStC/M/PMzz5nEwUAnA6Stmj3R8l+ei3D5bRQT7S8q1DuVRHIoJ/5dLVK1EWRn6MkoGUNfR39FodmydSfrkOeoiWOocbrggyZ5rO0vlBtu112bzDwnU0Vi4xWTTbVNAg6zZZ1CQ1/u6dMRUZYmjd9na6vOWjAzz0lKEmcAnRsnyRwaRGg6efL3HDFVE+96FxxpQbWsDE+TAK5IsemlZiX1eJD/17J+mcxpQmg9+s7idVSIIjXooCV1EZ1zIONQRqSo+UCETzJGMhetMWJc9S0o5hBagLP85pU7NLIdpDloxaOKNmUKk5BdfM0HQiYY1QfS92tB/N1QhpIQoUFTNXG4sQ2rKC5393GrZI1EQas/+QxVC+b6mbC/p4N2uVtkmGkpd4YqNASuumd7Cv5smyndf+Ag880XRqoiZmwKUrJ7ABZebyIAztgS+/Au5oolgVQGEDW7Op0+sxrDh2UWPvjgAhI0AubfomGorxPticKHQf7AtdK9sHqqlvKAM3kl7SZ+X3yhih+1N4AQIBm9rmPKGYixkpKUme5hmUsiH6ejQ0O0gxa2IJ5IcmEDNSD5f6aBVWNokezuNYBtmBMBgy9oY79uwva9QTjWjExQyLy0yJeEMKp34nGTdbVh0PeVGaIYuUkOdQYycQ4cblLfzgfecqJu7mbz7Ir9e387eXzyMWNDh/QTPLZ9Qr9faQ3Md0KkUL8y3AwNMb4mN652RLNMHAncA9tmmrzX/9MM9jG0rc/IYop86P8OEvwq6OQfvDkdU/yHQyMslLupbvcmgZg9PUwbOVb1ik96YsRm6BgEjxZddplcjkZJc6/L3KteycPFnMDqnSGv7ukV6JCFukYQPZEMsWenzk7WH6Uh5/fMxm1aMF0nkRVIuKK8K8qXnu+lYN01rUbKzaNtKkoKfP5ZNfyfLt24V5q0BP+PZxSnfilXj71QbveVOY1yx9CfLzI23wK+Q9Afv9xq+6eejpLHs7LS5cHldxcG+/b4Ant4jNkDiziHH44RZNkaRpaIaYL3joyRR9+YojzFDpmO8cobkec6YHKUQ7EZuvoBPF1Vy0QImG+fvIBnroLqQRvDJD14noQRJaEt10cHMReu+4ht691WoBlrBQnuGhOWI3phGvLpCoyZPNBEh3xbGlDeZQJm88nScLaICQplF3ymZ64lvxlLfh6HmIY8Kk2gg9uSx5aXrFY230V155T0QKKWpMM0HfhnlYfY00tqYYKA2QytnKfs5nkEdMXqNSYuSsOWrCwzzwJb4H27yreVMeDGUqNaiLh7BS9WRzEplGYnlK/Sv1Hjq2D1N05bGak318MGlVXUORxMJN7LLaQKB+NImUIT+yEYiTLuTJi/S1MrFX8pFfQxYDnV/91dlcddoUFef2yn+/F9PQuOejl6uU27vSTK6NKcDnoa+O5Vy+P5Gwiqr8YDQbSx4nepoJFeoJ3EMLZ5lccnaCBze63Pu4x852j+YGjU07R3BRQ9tQ+TaH3juW54fj4KRsqZNmYBoxzHL9goZHc7NvOCwJSspGw6NohTBNF8cqYFsWA2lHqSKGs41Ht0EyvwxkNE5f6LJyscHnvpXnuR1iUycGTQYtDTbnni7RHxzeemWVgi6p1ECYN6n6UCbuu7cXuPUPeapjJqmMhetqxGMOjm0pcN+AoMcXXbbvdZk7w6O+eixErJQ48VuhgGhW+lIOj2zI0dZZ4pFnA76NlsJrOxTTVslBfkUSIZ4SGp4bIhzLYwcdasRT0IZ0tixFQADHNRJRk2jcZW+qFy8dwLJ0xbyJ1CwRDWIVguQ1mxozQcyrwi4FyWagKyurmnhu6jQufYHk7AjZnEY2Y6Bn63Aj/VS3pIgu3oTeuhM7Z1G7fTn5R8+kbVs1iN3RmA9ZyGXsOkTjOTy9hK2XwXIPk4eoervTJUJBk1hQI1Us+fZglQVYnHdkNaxcq9/jPekcphFH8ljUiWXpl9glGu1z6d89G5Hsiid0Z3uE2lqdqjrZ0BUpOCXyyp9jLG0fS5qxVFqksqPMhAdMIaJW9YiYYWzdHweRoKts8WRMpgdCFC3ZII/1OynXT6mAHZ9/RaO7K0a4s5nGSf04roZXDBEvNdG/p14xaLGZT5J3MwcWYwSoCul8/vplvG7JZJW52EqeMauBKXWDoZZmNCTGQpgD0oi3uaheJZbuK/mYkMCd4L0rKPTn3gxb2mDRdI9gQOOpFw7BwJ3g7RlT9cp4gVUxF50irl1kIFVS9kn+9HW0JkSZ9TTMgMnyhR4Ss/aJTeJNpxMM2HQKGr+g52sarY1BTp3r8tVPJhUIc6Ud4iksUUSmNOtqTZO17f61AiLrUlet0zPgUiqJes/lwSddunocViwJcef9RfZ2Onz1EwnOnpDCVch5RL+9KZtnthZZ9XiKL/+si/6sSD6HhF47bK4+k9bQYmFFB3CDFkFTjO6FhTfI5XwbIw8bw9Qo2g79YtgmWH9KUuzH35w+p0AvPQSDrjLYFzs98TBTY1YEto7G5GlF3KY99BXSajHWXINIvpFcuAt0sZcylQOBVd1FJtpJ9caL6f3R2+hJ+ZAoyt5K8A0PAJ6TcSpAx2K76RDSS0yfXmLq6bvY3tfFnv6cLzkay6ejYkMaKmKCeMD25HKI2ZhITHSnhMQulZBHcrjC0FUiThyWzidiAk15AEbNECUJ16cE5TbBPQtJb56HI32itAD+XCHzRTzqkahJsTfVjzckusaJ1zpxrPLDlIkgVeamdEHid0LcSJBLVZHPG3iHlFAfrlUahu5S11xQnsfFTIi+7pCSrE1auIe+5CblILJf6CfZaVInna++fQXvPn/usAKu+/J9pIslbv/QxcRC42e+BBpGtDcB01Bh616pkrcK0cZPocqbE7/HhQL11fCeaz0+9hWNbXtAzZtjmYSPS+2OUSEeauHrHtAJGBECZpj6egunlKG7v4TrHg3VqkbAFFd+jUTMVcCKT78QoD8vwYo1TAfq66Cjy/eKausSzCtXMV079trMmmqqmLzSH8K8/W51SeG8vfVqsVccqRb12Lqjn5IVYeXiqLKbS6Vd5V28cNaEZ+pLHUW1VSbnLZW/GMmEwf/7ry48TaRxY5FayQKkM3lmgVSwk/6ceKP6i7XEPp3dEiWasChQUHZuuayHpgeoD2s4alV00EIW4XiBQLVDrtsmJ56CCiqiIn2WKA4ajU0Wheo9ZPIlsP04j57mkYt04YknavleV69Do9uK6Vo4rTtoPWcjvXcuZnKLRl2VoyBpejNRv32qjaK6MpgxyWXBDIvFc4OctzLK7nwH92+zWd9VEg3x2K0RPJdMySNjQ01IoyYaprPocfncOt5/8UJmNVaxrTOtFsofPbKZ25/eC2KsX5HKvdQOPZ7vGy4xqnCfWUZ10sIMl9B0j+6OJK5RBhtW9ZFJ1594MzkTx0lQkyzSXyicwPyrR0YcR5Tdp0UyFqA6FCGbBbe6RKKqRCEf9p0GhnFY4+kAD8fV6dwroe1k3Au2Hkrym6/bQtGWzYYMvvIhmx4zwOeuXXQA8zaQL9HWnyNXcvnWfS/w/ovnExGcnDEc4kksR49g/Jk69ftBZ8fw8kmcZIKBOwk6b+Fsmbg9egaGfAgnQb1fchU9Xz0pWHiFUpDGmhomtWTp68uTyR2B+H9IhSRuqqhOBRG7q9cjlXGJJarJFnxpjACO18b8hVy95lns6Ijzd19MK3XqlBaHjm6Ht10TRRbcD34upSAmJNrGknkjPyuNWdNrmDV9sAIffXd0v8Ru8O7E2UulwF/+WYOCDfnUNzpUmLWxMHFm0FZhgkKBGEEzRUO1gSGLkQ7tmX7yrqjMyujloKAnps6w6PG6cTwbQVnX3TB9aYP6WJB8UZDlNWy9QGOTq2AnZA1LmR0KXsTnpsotlZBcwvANPZSpk0OkWMPAL26gbU8rZyw1+M5n65WDxA9uy7Bhi0Vnj8H65x0Vf/edb4zyjjfEaarzbTMlu7/8YTu3rdnnMx7CbI7nEMmaEaCvaLOkPsa7TpvER167mGTUZzznNfuxaAUq5fb17UoF7TNxQ8sRCaUfckzT5f7QZ+OpzDFKq/uS02DmUoEAACAASURBVEDXDLq7q0j1SD+UGR5xLhnmMTq0DjbFko7pyEat4pjlMxBDU72s5/txKh3qxQ4uV41RDCnPaaOo4aQF+06cK6TeL7XuYoYgKnoZex6aG6JuWg89QhvXv6doIaDJZojXL67nry49MHZmruDwusWTee/Fc1m7rZtc0T4sA5cpWqx6fi+t1VGWTqmnVUKqvIqOkSvNq6jpJ09TRQXXnxkxyZ881X/pNS2Df7f3ikogTjxuYhg5BXQ8tsnHn5iHitPFdsr1NAW0W1NlkkwmaBeYlvIhU1q2IKCbAvMQoipa4PwVeRxHZ9WakrJ5C4cMtuzK0t5lc8EZIVYuNmkcsoBW8hrtd2h9RkszcX98FBATg+svreF7v+2he0B2/4d736NY0GjbHmLaApvq2k56CxYh08SybCzF+PhG26L6mVQb5c0rppMye/nt1n1Kk6nZUbr6PAolm5DhUBOOEdBNvPoBMsntSMzupnAtVjoPykNQ7K0OUTFhdpwA0dXX07ZpJuefEeEbn6ljeqs/Pv/pg9X8/oECX/jOAAVLV5LfpjqD9m6HbbstIjU5Vj3Xxq1rdvnljFdFpptEAxpvO3sqTdVRrls+hfmt1fsJ2ZHKs6c3y+zGKrVwfuaqxRRKFl9b9RzpgniuShxsjdqkjhEuYXkWdibMQFr0kyKokbYfov37SzpGJ6oODvFwiOpIlMy2hC8kGqOdoCjWRVqnR4q4RV2ZR0hNxWjeV3H7880xqv1BspXyhDkulw8kYzqJiIljRbByMbIpkbSpWqq0qi9UZxwNplo2vRrBgIttBWmY1kum+kWKEi2k0s26qUr764tm8Ok3nqakZEMbIh7c/aU8N507jeZkhKuXThn6eNi54BGu2rRHxbUV79Jc0WJRa62SpA9L+Cq4mGDgToJO7h040Ab0JKj20a9iOeZurhimJmYQtfrIicRs/yxxsCIFm80jHjWorY0ogFdxKpBDoE8EATuVDSjmrSCbSJlwdJ/evZkQb38DXHO+Rl11mIefsvj5XXm6el26+jTqa1yqqwK869ow1782ouKdHqwGE/eOLwWyBUcFuz/0uBhaJ03B9RTNNP1FsZ0zyWtBPIXKKyBu5UXOMLni1FY+f+MyHtm5m0BAQ9Q+dz27hdZpJdLJ7SpAu2nX4LgBIm6YgmuScS3acn1Uh2JEDIOsVaAoKkc5KgucnMuwFC2U59GTLuDVPc6s927gI6+7gukCHDjkmD3V5PyVYVY/5SrIk1WP5ZVRfXO9QaHQz3fvf4F+YRZlhlcGbEMLGpLRyFPdIBkx+Zc3LeU9Fw7aJ4mkZk9fTtkV/eOv13HHxn00xQMsbKlm8ZRa5fQQNjTSaEyfVSKj9SkQWs8UWGKHYFWQGdTQ3yGMnIGraHo0mIeRDTjEtQoJpjHZnELvjnryqSjduoudk43aWNTtlbwd5dwS9pJMqRZ7K0fNIwUVqSJP3rJxxMxjvIxzJfvx/Goa8bBBY7yGVL6gxmNNPIRhxSj2hymWPOUsI/DQw49xOi8Mf3nIlUTVcJiyoIteczcRPUowkac7l1Oe3WqAG+IQ5vKF65fyocsPlLxVMnu2vYtbfvcAX7/+ci6YPbVye9jvls4Bfv74i5iaxusWT2V+U436G5boVXQxwcCdBJ29t0Nm9ZOgosepiiIUcT2TRDyAiN2Hs7fDGbqw2PDURMkVY+zpPjgRJVxTZfGUJlx+JiyaBcsXaZy7NEwo4ClMt3vXVtOQyPKxd8eYP8Nk6UJzmMpK3lWb8IMXc5yoM1FMJueys10Yr0GJ6gFUERs54Z7UIuth2xqmHcYwDBVQ+toVzcqe5o8b27Akn7KhfkI8G4DXTJvCaa0t3L91Nw+92EZPXw5zahelcArL2q02AbpTS7SvAYlKYGkOGTtHTThBPJCkuzBAQUGc+IyVSG80zSSMqCg98iGHWU0ZfnjZW1mQOHAxmzPd5B1viFEqpbnpympOmStQCZWBN0OBlv5m3W5uX7eLR7f2+M1XsCrlQXoAQco3NJ3qsMnpM+uGpZAoC/3ZIv+z6nn+9Fw7vdkSvTlLMZr3bNxDRr4h21IQQVmzi5ye8SFLJBSgNFHLktOyJKZEac000LknTEkgTfar8Cp1FynSMWLsPA8JlGU7Hvm2VnIFwUsTj0r5G0+ZnlK5WwNhsinpN7/u0ociyY9HsyoKQntv/pCC1mEEfgkXgi3Y0SZRSGKEgi6ZLo2iUstLvYT4R4tZO0glPQnnpmEnOsjQRVZMITPSr2VVvhmiJmLyuetO490XzDlIBv4tiak7pbqKHZkC7/z53Xz43GVcuWgWs+pr6MkVeGpnt4qd21gV5o3LZnJKqwBWTxwTXqgnwRh45y3wo7uP7Xd4EpBhsIoaJKIStSdF/0AFZ833soqEJTROxSNUI5mMkCuFyYipymhCiPI8d9MVHpedCW+4SFS1g8U9v83hPbekVADsz30owlmn+XZAgyn8M7Gpk7/wwR+PTD5xPQ4KPLR7G6lSkdnV9cqbznZd6qIxksEwOdtSkqFoIKjib37n1hR//vkO8HKDnb5fbSfhnsJUhUtKxVMUxwExrEanuabIFa/zuOq8BG9cNl1FT3jwhU5u+toDdGVsNNehJqpz7Vmz+chlC5jVlFAB0X+14QW+8dDTtHtt5KY/TTHWp7wTq0kQHZjMnoEUtiFSGo2A5lLVfhpBO4IdHSDrZPE0V3nw6d2T6d0TJRD0CDT38efnzeJfLrliHFQ6MKmoNL/yh018+e4tDGSKhEIORbVjkQVWUzE51VuVtV4ujADTakP89AMXsHzGICNnOy4Pbu7g9V+5l6IwtbZIK33mpRJiSzAea2d3kNMyZQnMiDoZGmFDJ15sItMdxfYcFe0gYJjKeUB3DVIDGuLcMfoHK3n6ajtfHSsCHgNPpF6646s01bderpt8+OrUUwC2iUAQ99mzSHXFy2DJI+o4rstKGZWXDIKmp1SspWAPPRlRKUtlhqYbeq0qWnl5fL+ajmG4NFWFKKZq6B/wmX+fbi8h37HWQgw7nRChkE1s3iYGattAGEdXpH0aBMKYnsU3bj6DsYTE+oc7VvPlRzYopl6oVRc2WdTaxLSqKs6ZMY35zbVMqY3RlBgyOY+1rq/QdBMM3Anesbva4ey3w77ew8xnJ3g7jmr1hIGLeJheP30DPiaRzNEBw6KpuZqBXERheMnGuFAcXKNGrYMO73m9x/98YngorKHpBdg3EvIIh8o7y6EPJ86PGQWe3LeH/177APdu20zGsakJBNVSaHsurfEkjbE4A4WCwnyqDkeoioTZsC7E9nVTSLWb6JoEtHdxLWHsA+g4/MUNNbz1SnFYcdnZVuKPj6fJFTU+fGM9558+iEFVadQHf7iGbz60F6y8LzEKxVhYb7LqE5dTUzbq39Gb4pdPbeXJ7q2sMe8hXbWHeH2ORL6V4u566rMR+vUS+/Q0sWwjmTXLSfUJkKmrgppLuCSrVF7kxdD79Fr++S2LWDj16CDIP7K5hx/f28Ef1rfTmUkTDRsEoza9xbSaWKRkYYpdMTrXdDTPYe1nr2Hx5AMlHd+673k+/dv1pHIFbFucO4QBFpwKCRA/goHzNEzNQPrLt3H38SzEubA2HEdsn/JOibAZUKDFhh3E62mhq1vDHVUF6cO6iAe5GMm7tkH9tAEizX0U2mvo7ZBIAy5GwFFq7oxAsLiaihFbsnSiQY9kxzL2bm70oVsqHX3UfsUuTqOpKU/G6yNfdPGUyrgcUM2T4OUCmSxzk0gEK+BuozBdyiFBKjf4XDDeQkGN6lACpxCnt893FjlqTThcRo6ppIuR5l6KPQlOuXAr564MsHpTF8935tA9h/MWNPOhS+dzxak+zttoWf7h+R3cv2UnP3riWXqEFsUcGCa6Y1ObiHPp7Mn881XnUxeNHGA7N1qer5b7EwzcCd7Tz7wIy27wTVSHfL8neK2PbfWiYQiJE0N/SsGACHSE6xnoguxtROge4oxw2JpoEAl6rPq2xopFh009keA4U2BTVwfX/Pxb9LgWXslCMwS3yjeO1sSAUYJAKjWceI36f14pR9iJUWXXYToxnGAOd18rvbsaCAUt7vj8qZw+o3ZYSwSGQAzvK8eP7+pVER4+/b5GCp7Fv935DD96aDuWqIackpJSffzK+dxy7Wn7ZStiXN2VKvLwnm2scu7m16Ef4Foxzt1zJq9Z18Leao/7JnWze30rPetn+qo79XbZ2Ft2HLpIcFzuveVczl4wKP2q1Oul/Aow8R/X9fH+/3qBfX2Cyl8iUl2gutpDdwNknAxZLUXJFgZE5/0XzeSLN5wxDKS6Uv6WjgH+4/fP8r9PbCESSxOwYvT3Sn9Y1M3pJKdnMd0gVXGNqmqPdNrFzgdJFfN+XFghdUXlW7E7EEGZ4VGjV5Hd06Li2g5X/0lfC31g5pn7sOv24GUTFLqqCE/dQ6ZqD242hFmKY2sWJYpowijZJkE9QNytoX9XNebzK+lac5pvGnjMPGOFydRpaiwRCErsA0dJWgWnTHjeSFBX0mKJFFC08xQdkQgLdQfHoE9rl+q4gakJaHT5sefnHQ9G6e4IU7JFrT82oOZK/4371ymHBzMcvFyCYMgh+abbcW78Guc88k984IylXLqkma2dadZs66ElGeas2fWEhyKcH6TQ1S/u5sv3r6UvX2R2Qw17B9Ks3tnBlHiI7954BfMba1UesZcS8f0g5b5Sbk3YwJ3gPTlrCpx1qsfDG8q2JCd4fY959TSoSbgUczlqaiKgh3zGzTPoTQ2GbjxsPSqCNNnEo/HAOqhLwoxJg+vKYfOYSHDMKTC/voEzmmfx4N6dRCMRBOBjoJQj65bw1Ip2kCpoOkU9R1co4z8UCca0nRjTDCLBKJ1uMzCcgRvKvMlLv1k9wOYdReqqggQDIf7rrSu4aGEzH//l0+wa8CM+/Msdm9jWkeaSJZOZXBPmwoUtNCfDXJdcyFXuLC7LLuCfHruTDW0WXnWBXV6JVL9BKJYnVmVTTJsYpkQfkRJNomGHhmSIYtFj3bb+URk4Cd/12At9PL29XzGdIsWZ25rg/FPqiYVGt/szTXjtGTW8bmUN3703RalUpNARpU9sbD2dgBulaUaMQGs77fs8vv7HvcQj6/in65aiK/HZIK3nNCWpn5TlszNnEWvK8M9P3Ebt5lPo3VaDXdKIxYOE6lJKTbxPzxKOhamzJlPaESCvVIpiyDrENksx4eIvolHUStTVSJQN+RaFORE8NpGwaySSLq1z0qSanqM/0A1BDS0JGdfAzQqDU4Cw2Ev4h+IRIw5W0CJVTDFpeoKONY2UigG0wHjAnis5jvVXIji47OvwbSYHGTOfWe+rMK9oJOJxDLdAc9JGM4sIYk06XyIWCqA5EdxiEIOAwgpUMjxPI5vXSIl9oWJAjzXzFsAMF9EDNkErSevNt1M6449w3t3czHt498JTadHkm4JZjQn1N1YqiWQ2a5X487NP5aZlCylYNrdt2ExTVZSzZTKeOA5JAeMzn/nMZw6ZYuLhy0oB2cC8uEvj4Q3DJOgva51e7sKzCnpJjKDDZAoBMgUdAcYvrwGHrp6YQBlw2lyY0gTnnOrx3us0GmtAFrjJTRMM3KEJePyfPrx9L2v29pDPOOieSSSsk7VVHKPRKyP2OUodaKqA8lMT9VwwdTa3nHc5F0ybrYLOj/4yTG4OUtvgcPbiKqUOM3WdRZOquWBBI9lcDlNzae/P8Uy3zW/X7WJzWx/TGxIq9mQoIBITk/mhObzY0cvD/S+y29PY5xTRHZ1I1MVww8pLM9aYo0QeI2jT0FLCUh7R8PS2HkTJJhKbfMmlL2sh4YHuWLuPv/7OBv79N1u4++lu7nm6kz9s6OHXj+3h14+1qVidki4RDRAtM3MDOVtFhkgXbO5cu4/bHt+LRY54zCMaMIhFdCLVWRKLtxDxklQv2kFw8l6ihHi68U6ceCdnVy8bRi751sJVBW5YuJwV9bPZae9kV+AFTD1AOFmgplojndhNQc8r8zhLsylqWeIkiQdChE0/VNlgXM5y9h7YmkM06lBlxImGZFOmKZrVTkqjJ/sJNfRjYxHN1eFoFiq6Z8UHQfy9JCwWBrruqhjHkUId4fWXUvrdDey8/QIG2qvQjJFemcOadxQvpC4j/vbb98l9idRi4JT8MGzFbBSnEKEqFCHTH6OYi5DLibOWTqGkKfy5YknUy/67L7miYv+pR0AT+zkhovyVpYCiJi3EiYR0Jv/LvxB9/1eJtPZSuPo7DCy5l3qnkR/rt1MlHPQRHtWRkHIqCRgGdbEI4pCxuLWBmXWDsDVHmPWr4rUJCdwJ3s0SZ3PDlgnmbWg3CX5bVjzIxntoMLXZ4/zTYd50jQuXwxmLB1UW4oCwf2M83rwn0h8TCogtUW00giPAuI6rDPz7Sn6g+MOaFEiwVA9uOfdy3rTgNKYkx7YorNnWzVce3MiWjgyXnZVgyZTB95ZMqeX77z2H3myRb9+3mW/fv4XdAyaP70pzzX+s4qw59Vy3chpvec0sFYfx+YE2jJhJtadTU2hG7LE8PUKvM8C0KXHOnTmFM6a1iOaU3z7azWOdNtedWcdbL5hKqeTwswf3sPrZbgolR9mtbW7LghFEgWAp70KRngmTp7NxT56NP9tCAIu5k+LMbo6TLdl0DVi01oboHCiy7sU+pf4VALuADg01YYqC04ZF7YLtaJNX0SGYk9WdBGY/RSGa4r93bqMp2Mjr6s6mMehLLuU7mRlv4T823cb86qksTc7nzsA6WLQOxw7Q7xnKOWE/Cr8NBb2IXruLsBEi7AVgXx09AyIKHyKJk6nOga5CP9X1FiFNo6VQQ8bJotX1EW/px85Uoe2Yi+M5VCXrsOvb6DM60EJFQk4EvVCNWduPu3EFffdegmnFSW+d4itLjZKgLh+TsXrkmfp2vJZE45DD0skXBHqjwqTJ79E+RF0fBzfNB27QVGSZr/9UY+uesK+OtUIqJFzygodJvv1H9J51KyVKaLMeURUJ2lGu1W84QDI73loamsaTezpYu7tdhdd6y+kLxpvFqzr9BAN3gne/MHDjBVE/wZt0fKsnc6LMf/Krw7xpGt+5BaWm+P/svQeYJFd19/2r1DnN9OSZnZnNWbvKOaAsRE4GJDDGYDI22BgbmxecDY+NLV6MP/AHxhiwjQgyCIFAAUko70qrzTlMztPTubu6qt7nVM/s9O5O3KSVNPd5Zrq6q+rec0+lUyf8/8enVegnYROe3cm8Mkfb3FWmahIoC11TKMpFUUnPM5ValDJF1qcvu55PXHbd0S1SxYIL3jyazxLx+aj2nYjcHvMbPLitn6SpudAZR3euWKgOevn0a9bztkvb+f3/fIZf7ehnXUuEj9y4it/s7ecf79vO/3nDBq5uWsGO3T3YiRqGejwUNJ3Xrmjmo1c0u/k+f/iqS4n6PC6FUDDXSMehnSQyJb714GEc2+HpfaP0pyYMjnFD5xjv48TD3YJxPBxTUdnRU2RHb2LcLe3wQtc4np2Ek60y5lnJ0UjliwSCDmMph+Rz64m0HKDU1IlT0DCNLE7eoOizeWR4M6sC7dR6qif8MxxM9fNfBx8hYaZJmJUVv+MhvQnRJvRmQ1bNkbVyoDrU1hgEM1VkBPDVJZOf2EHCjzBSFM4nYTwoEq2xiV64j4J3FK1zOWmhPNNMSqE0GUbw6iq+IxdiPns1paEGfO29jG5fTHp/MxhFFGOyWn1CnHPvc3L+Z062cpGK3AzXL7f58NureP9bA3T3W/zrf6VBDUDRwNfYS/Szn6d4/Q8ZxKZMVaXhswNcoV/FB9SPcbN62ymL+ULPID98YS9Fw8s/PvQ01yxtYVHs5AjsT1mYl2AHCwbcOX7QJGH/rz8Gz+6EESkYm7iXn+NynyviBbyOS3Uk1EbJjMMtVyhuCFXCqAvtWA1IRaBpWQQ95w4OymOHjvBERzeOZRMPeUAX40O8NhMPu2PnMPFN8Ri8fulq/viK6yd+Imua/MOTD1HrD/H2dRfgFaDeKZqQtUtOnF8tUhWcWReLa8N8/+PX8cFvPM7u/izrWqt4w0Wt7O9PuqHX3156E/sOKnyv+2AZGsMu8vSRHv74hktoj1dR5feSyhdcI25L12GGMwW2dGTLiP4imxhb01ZjTiG86EW2F3fyLE0qI/MFFS8B2lvH8C7tQu1b44Iap1M6oT1Xklj0LGpLJ59e8h5WBiq44ICLa5bz+Y138mfPfZsxJ49jjo8506GZuH/ZCsNaH7EWB/9ItcuqIlh5lXOVcPOipRaKJ0u6eQdKxCGSrsVsGsAby1MqqkhVqc9TIDq0iv7/fD/DnTWo3jz929pRdBMlMDYZEpxFHy//1WK8GaAavO+NNn/18TC11RrDYw5v+YNh+oYVPvhWk1svC9K6ppbHmi7hp3TzlPOkq0NN1fgyX+OtvKN8CZ4GhUnYNOr1MGCW2DOS4unD3SzauOo09PzK6GIhB+4lcJzlheS+x6Br6CUg7DkkojgbLlmjIA6b+rjC338c7rxdvDjnkJDnmCji5RJyd2lS7SmYYblSyTUyDE09uu5sif2n9/+KnWNJlxTXr2vYuklOCLJnaYquEdU93LZsNZJfs2d4kIZQmDW1Dayra6Q2GELAQ6dq2aLFaLbAx25Zw8WLa2aFLpD8OL9X4ztPdrKsNsDGtmqqQ143HB/yeLi0uY2Dw6PsGRxB9Js3TTcCurymmoCh49F1fB4N/JJbp/PMrtEylpaLpzWTNTSV9PP7TTxdYZ+HwV4vRiSL14ygHVnD4KMXkdi2hODKw7x93XpeV32TSw9W2bumqMR9EdJmnqeH9xz1ciuajSJE8BJnncFTKgn5OS2JFs4S8hr4lACFvPxariaW/gXVv7h8C6nqw4yZKUa9PaT9/RTDQ+gBk2DMRGvsx9y/ksQvb3Rz4jAKrvEmmHBH87kqBX8lLiselrUpfP4jAd58k85H3hkkHiuf/4c6S6Sz8DefiPD+twRYsUSlPhzgEi7nudJmtmib3RcmQW2pUWq4iEsJcKLn+mTU+uiBTv5n6z5sVWN9TYRPXncJUb+EjxfaXDSwYMDNRUsv8jZSyHDJOodfPam4F5pgKEml0kKbXgPy7IgEHdYsLWMudQ84/O3HFCKnB1Zr+oFfwmsqjTeZhsBi7B8eIVcsEfVJ4rnmepXO5hRrAkF29PbQnyvgEweCXiIvMB4zNbHQbZs3rTyPa9qW4NUN11jz6Tphj3dWD6OwLdy2oYU1zbETjLdMocShwRSm5ONpKh3DWXZ2J/iPR/dz87o6PnzjKhfjq1I8ORd9Hp1EOke+ZLGivpqDg6M8dqiD2lCA5bVVbhZY11Cerfty7Owco+TabWfSeJOcgjLDSyxguHyqo4dqSPVU0X8wTDplYOoFPNk4Hzn/etbVlasMK+clplZA89KTG+bnA5vQhAdWD6ObQeyxKvx+i5KRdaE83LjrVMaco2CqJgVPAjWYIRIw3JQRgf2Ql4fCYBjB98vXHHbDrJrhEOs5H0+qgVS0g6yTo2CXUOu7aXzVFpTBJjJHWuCsFSlUauQcXlYNmmsdPv2+MFdd4CEUmCjDh6qoyo2X+2ipP/aFZrO1mc84n6SkFV1w5HDnWp7u7mF/Z5rX1FzjpjOczIyl0jRZKLqpDL/3Pz+nL2+xIhLgc7deySVtjSfT5St2nwUD7iVy6OuqFS5YBXsOO/QMKeV0l5eI7C+WmBJFqq2CD78NrrsYLl5bBgB9seR5qY0rBl1tMOgCaAq5uxQUSIh158AgQcOD5yy4MturYjx84CB7swUK+SR58sKUPnXJsVhKugCNwKuXruauW9/kAsSK3AIUK5+n2nb3jPGBbz7O1x/ex389dYRvPnoAQ1dcg+891yxHF9mOa4WShWXZlByH+3YfIObzupV2y2urWRKPuhWxNQE/JdsiGIRdXRn6U+K9kre0CSNOjK1jH7CTw4zPS+bngr6O7+Muj2/lLk96xFQBphCwVPlUy1WzOVtC6DaWmJOK5eK1ZUariGtBrttQjaEfO7cyFC08k9jNo0Nb0fefh/XCpRT2LSezYzXOQDN+Qi7YsvRnGsLOMMUcJOrrKJTUIqXACJ5wkZZwFbmUBh4Tz+IuqO9FdzyEh5Yz+L23UDy0iMjGXRR9KZfG1FTzFNq2EQ0opH9zOZbgls2LHmtSmy/LJafEwKjC3b/Mc+/DOW64zEcsrPL1u7Mc6bFc400iFXIuT1wmGTtPQPNxmXMV2q519N6/gcLupezvLWBgc+WiZa6qLFuAmMThOvP1JUDRcjobusYTh7r5i/sf59FDvSi6zhvXtPMH1130slT9mZzU1EkgZ3LEhb5PWgNXboQrNpTz4cpvtCfd1StiR/FclizFhQa5dH35uf+KmPgZnKSEV1tj0bJX5QyOM9G1adu0xWJcnCuwpKrJxaK6Z/d28uPeIwH2LYP5lh8eVarG125/G1e1LnHptSb6qfwUCIbBbMpNJ20MRtxVO4d6cSEtHKj2hBn0dnCP9zsuVNlva+/DQKfRamV5Q4Rvf/AavvvkQX68qZuDoxZXLq/ltg3TY1aFvR42NNe5odx/f3orO/pHeN/lG7jjgrVuJeXewQTbegdZU19NLKjzwoVphhK99Iyq5YpTR/LgHJeiqeh4ysar5Ma5BpvweYprUkOxcwQ8UsFY3iQWMsjkShRLEiZVXd3liyV0XaexJY9aNUKpqGGU/GRGA4wdDGG7pOfjBqALVZHla788zL2b+7ntgho+f+cK6mOTeYEF06bdXkXg2Vs4srWOUs5bZjdQbdJjtRiH44z4bLRYkuhlz2HWHHYZHxzzOGNQczAsP/6eFeQHq0n6DcJ5A7V2GNtbRN98DWMHGunfshoz66d+VYpgwEEdayGy9XacVBR/ANSxJsYaTAY6pzAUK0+CV+KyYzEw4mUsmeOBJ/Ns3l7k6z8UPdmsXJTkHOHduQAAIABJREFU6ou9fOGPIkRD5WOzXF/Cn/OXQnHL53p+zm9KD4EA+doqX3ruIdeAu7JlqQtpoo6nXcyk1p/vPOiespJje9cjm3jgyEAZC9C2XUaOmfZdWDe1BhaYGKbWyzn761ACbvqAw7ZDwkN3zop5bggmoL8Rhw+/VeHzH1yACDmdB0UKHqbLITud48jbveVIRNQ+iur+mYd+xje2vEBbyM8ty1exvq7B3UZonFbGazm/cdFREcRY2zLQxfbBbhK5LIeTo+wdHWAwk3RDxOtrmsmVimzqP+KGdLA02hfD0Kv+m87AXhxUbi7dxmf0z7PeuhB5Tk04GiS0fM/mDs5vj7OqcXYsLNHZM0d6eLajj/WNtdy4sp1ErkBvKkuhZLKsOuaGDbd1jbG9I0ltIMDXfnGIx/dlOK/Fy13v38DOjiRf/fkhtnYLR1yJ9rjBp9+0kuFUkXTe5oGtfXSkBsjbFoZXKMQUlyNUEvoxLDyGRXV9ltHIQXJays1RMzAIOzFGH7+M4Z4gHF+xKQaiWgakXbvIy/Xr4zTFvezrzrC7K0MqY7HtoMCblOm0jipfFtywqVS+aviDNk0XdBBs7WXAvxsxziWMK2Fxr9ch3LOBvb9YC7r0UzYiDW8Jv98hOSig3RaSXye2e6TKonkpJJ+/gkxnM1gqjtAwiRPWa5HPJshkpPJUDPsJL+Yxkr2Cv4in1uPiv6n2GB+9M8xrrjVortdZ3qa753ilcgYzaT7+wH/ziyO73GIiWaeEfPzDpa/hd8+7snJTd1k8zpJeIB78iTaazfPRH/6K7f2j7O8bAsPAMYXRRCdsaPzv+97EZe1NE5svfM5RAwseuDkq6lzZrCYGv3+Hwof+ljIVzMK9afpDI6CgJYUdB6B7oAzSO/3GC2vmo4GzYbyJPOLxc30pFaHJT11+A6lID+9dfBPnx4+tjJyYw0Amxa6RPv57x7P8cO8LFB0hORcUZ3nICzdmOYn0QCbh7uK4EByCweVlJLkfw3/IDevJLmElzCpnnVu9PNG/fBZsk7dfvtgF3K38fbpl0dlVSxa5f33JLEXLRoBM5W+iCRPr8kYLU8lx04oWrltby7MHEqxsDrG8IcgVK6u54bx6fvbsINVBgwtXhN11sv/dT3Xyb48NkvOOuaHujCXhMAcpthUj2MlpRIN5hmK7y4T2xfLtv6jajGqDhNfvRPMvYbgngOVikk144mywysT1OzoVdnT1lYssxo06t3JUnwYY1zXELNAtcnmNw48uZ/H5VXgu30fJKeLBwJNqwT7YyPCRRSge8SxOJvgKq0OyoKN4J4GbxYjzJpbS+/3LGM1JXuS4nSZKEJvB1KgJhwl4bYZHTWwJ27p9Ltwsy+eZcJbpNMfTfPFTVfzWbTOTw0vBzxUtS/l5x+6yt1s6cRRSxcljUu63/D9fKuHVy+f0UCZHTdDP3/7yCe7Z3VnmhBXKOnHrCXK6IoYeLohvZR8Ly3PTwIIBNzc9nVNbved1Zcinj3/RoSA32sn73Tkl54sujOamRLlUZD5vmey54qXwRRdvQYCT08CIv5PH134FTdlG2P59CuQZsoZp0hqoMht44nAHf/f0fRxIDGNKYFSe27ak3DvlC2em57hVwmsLB4EP00m7aWg/0r7Pzfbt/JZyh9uXePUEZkSKI+Rh5dcn6JLmPp940Me3N20nkc3h0Q3aqiOsb6ghHpTqPoWbVix2O6uPeXnNhfXHdNxab3DddQWeHNjGditKbXGDG/YtOAUSWhq3AsK9J7gznnTUC9+rorp5bkLufrQJq5Wjk67eS+NGlVT/OnKmeGmOd/GL/sa9WrL7HKqBj44hC4qFpRfJDUaIH74cX/wIaslD4rl1DPR4UYziiWMqDopyrHHoKCqWdwhPxESxhNasYpTx5dGMh4ZoLa1Ld2NRor8jRrEox+nYvir2fOUsKh4uWmPxtb+oZsPK2c/drFnk+f4OpLLbEfUpCiEbVlTXnaCz+3Ye4L+e24VHUdk3PEbvWIo1DTU8392HI+eLuLCFs9oyWVYVpq06Sn0oeMxLzAmdLvwwrQYWDLhpVXNur/jdN8IPHlD41aYKORcMubIyxp9N65fAW2+CP7hDoDEq9LSw+JLWwDez3+aIv4dvZ7/HfyV+4D6gbdWmXq+hbnQlex5aTqFk4Age2nji9FwnrNgqgZiQWxVdw0CcdW32EhqUcnWc68QbfwvwiwfhJJuuKi73Y+dokk2dfa5RNZYr0F4dI+KbzDGbqvvO9DBffO5eNFXnwytvdY032a61wUNVPM/ooJzschGMWzMir624ECXxaIk+9/cKA052Vhz8VpTkgUaKRfFSHm+8VUpS5vOs/GVOy4qCobkgIezfVEfJjo8bxBLRm+QvnbEvTcYu4cu1k8wJwXp5qn4DfIEEolddCWM5JjlGGcqPYHgKxGt9DPbpbk7sUb3MONDLeKWisnqJOifjTaCEnug5zGOdh4licEXrCpZX13NhfRuXN644qqS+ZJqvP/EC//TIZgqKimGZXNzayOKaGI8f6iJrw83LW1yPulShXruslQtbGlheX+2iOko19kKbvwYWcuDmr7NzZo8DXXC4Bx7ZBN//FezvHL9vv5INOQUCfoc7b1P4iw+BhJwXvG7nzCl7yoI8UnqUd2XeRVrLgMDBSXx1wgMj9pRt473vzeSOCLntPL0tJQ9VKwYo3fRzUoF+FEGrtzfwTfW/aaUNj8sXecpTOC0dZEoFguNhKulQfG1/Ovo5fvTIMH0PXEihVCpTRikquqMTDlmE69JkQ93klMykzsalEW7QSK6Nzp9fiiX4aTMacCc7BYV4VANfhkTBHKcDKxuPc+pRrm0nhqHoBBNX0dM3HvpToDbqoIa2kiyOoeJzjfdcKUtpvOq1KqBjZJoYHgjhlq3OacCX60YCZq5ywRqDuz4T5pL1U78wuJeV49CbSfFsbwf1gSDra5sIerwkskUypklzNMhTh7v5+uNb2NIzyIaWeiI+L0eGR4j5A9y8egkfvft+t5L9K2+9keuWtbpFD37DIFc08R9Ph/NyVfkZmtcCjMgZUuzZ6LY6Ak01cNPlcPvV0FoPuw45JLPHvV2fDWHOhTE0eP218OU/hne/RqEqsmC8nQuH5XTI8LT9DP+a/1f+rvgFxrQkSEqWNHlZkSeN/NkOqqMS611FZkhKEuf5JlMyiCzvpbh8B6bEihzF7X7Q6XcHWKmcOzyNnuNYJLaymS9u+Rk9D2wkn9PcggIp0K0JeYk1jaC3dJHwdiGk8kcN3nEVuh+KgqqXCBAhOxDGcQnhJyzjyg1PflkRYF5dwdIK5TCuCDKPW5Wq2cTtJXj6r6Rv2DhmGqapEAplGcoPucZr0SphT4SJlXIuYJAYmYyEDOd5Xpz8lM/ZPR1HpWckxlgyzRtv9J2AXSiCy6GRvFFDVRnMJVlb00jUVzaafYZGTzLNt57Zxj/8ehN1kSD/55YrOTQ0xk+37yfq91AbCvK281dSLFl89OoLuXX1EgT0WoC1pcmnePhmgx85Z5V4Dgi2YMCdAwfhVESQKI7k+ISDIDAjS1sUfvoAGPKbH3xeyFdGJ+ZxwzwVuc7qvuMRozdcC//8KThvucLCi91ZPQJzGqwnmXIT/gUrba437ZyT4wv5f+CPrU/zlPEUWTuLQMFN+eCX8JxhUePUk+2odqtM5yTYxEaqjTNSQyysk60TLlLIahm2q1t4qvQ4A9kkmuVjwBrgiNmJUAuFhRB8Di3vFNicf4Hnza1krCy1WhxV4rOnoUmU+Is/zPDC/W2MZlIohklEDxAcXkwgU8fYssfJaTmQfNnpbDJHcfPTInVpvFaE4lioDBY+Xg16GsR0D5qmOvj8FnlBIneTE+fYs4AEW23oYyvpHfadMA2ZltDmmcoQJaGXOGaeCpquEAlbWNkAZqnSbTvH8V92m5VD0Ye7S7zxRj+11dOfi0Xbco3iukDYNbpEvwPpLE8f6eWn2/azb2CYZwfGWF0TdatPV9dX83/ffBOvW7fcLU4Qw03AqqdqUoksECQvx8fSVPM93b+dfBLH6ZZkob+T1oCECCcugJsvh6vveJjNA50EvAX3TVzdu5FC10ryyRiS2uMGlsovQceOKTe9UrmC373/Te1ZP3afF/ubAm0N8Ce/A+96jSDenzmBhsfy7jOnJuY7c4O8jHs27XJeVSW8wGzT/bF5D1/in8qgtsIFLCfmxMk+sbMYGR4TPR9CLRjk649QVbeE/h4d1Nlptya6kUrFbBacX6+nITZKX8PzR42YkuXwrcT/8FXze+hS3azYLPUs5mrfZdwZfisbveuPdlO5IB6Gx3PP8IXEXTxf3EohaOLLeflQ6D28N3on1aqEBI05V7JW9j2xnMo4pB5Lwa4aapqEhqpEak8rY8Mhcg1Jaq+sI6l1Y5k6lujKBQie2HvyU7DZRrVRAhufoKGxnYHnl5NPn0ZAXBdnWUUXD8xxhQmTUhy3pDooqoVXUzASK+jtjU3JwymnxfBwNTXV55PzH2AkNzoOYSLni0NDJITXjCLH8Tjr7rgBX0FfnSLZvJ/P/FOKr/x5lJaGqY24gO5hfe0kzqGE66UY5vY1SxjJ5tk5MEIgn+eS1kYubWt0/ZvaHPNWPHPAj3sFHZF5T3XBAzdvlZ2bO0xcBwKOH180xN2DP6EQG0ALDnLRBRmUJU9jxfcSihYwNANvMVT2zEk0Qf4sEA7z+LrtaI2H8NQMoGcaMSVUNfV1/eIrQoGGuMP3v6jwumvLFadnUihBohfOSqlAXGjz10DM55sXe8OgM8inM59m0BiASi9y5dCK4yL0+/uW4TxxBcVnNlDqaCY7pmGJJ2a+TbWwigbm/laqlg1TCIwSS7VSGo6WOVhVG1uuBwUS+hhbA7voHxvkTeHXTDlSiRKfHPpzngxuwiyUIO9QUi2ezD/L/yTv4f78QxwpdFNfWkR/fhRd1fBrk7AiE51KSHdvuouCVSRiCNjIZPvx/UXUzK/ZfMBL3742VMfAaO8gdPHzNLz6SdIN2whXlwj5vGi2h0JBQpfTnMNCbYWNVj1ArSfC8JG4i782OdopLCkKXk2lKqqRKxVmpgMU2A+9RNCJEMyuIGDXYaeayeanqZpUwGtAVWyU4Xw/pUojVWo4LNCStYylPMfAlJzCbF4muzr0D5kulMfVF3nnVOwlxlnQY7jX8s6+IRce5OrWev7w+ktcz/p8XtCmPQ9fJto909NY8MCdaQ2/CP3f0HABr27cys+H9tHiCfPvt/4uiWKau57/Bd/d+02CxQacoUaUsTg4Oo5rwTlovhx227MoRgYNleiRa/E+8VaSwz7B4TzzL67yTJl4rkx4WmZ6YVbgtdfCpevOjpKPpxI6O6O+ckd50HyQHdEdOCMzGGI+k1iuHvOR60mNOi4HZq4gIKXyVjLDfjOo1VFLmFkven8bxA5gJUJkBAdNjALXiVju18k5OMUSD/Awv9P/UVZ5VtBmLOJK7yUsMsoeC/GuLTMW85vi02V4DxnXdNyXomF9lBFthI6eNP/TvZuCXaAuUMW6cDtX1a1nTbiVxaEGHhrYwrcO/pJ9mW5CHh8bwku4reFiSprJ4GCJu755MVXqDWSsQde7rnlNWt9xP92hbQwUvTimRsHOYQTG8PvDNMSqKCY9JDO2y4pwgp5kmqaG8I4qio0j+XYy90qjaAb9TbvKcUjnTRjU8XvCaJ4MWaGJOD6Uqtj47Sqqi6tR83H6+yLuc17s36P3hykG8XogUewmbwtzRcUGDmQKRSKxPiJWnEzShyVW+MQ2yjy8tBXdviwWFTAtL0MJ+6Rsqcvbm/jkFWu5YeXiOadFvCz0do5MYsGAO0cOxOkUQ7gNP3nRTTx0z24O2sP0pJMI4vwnNr6Wn+3ZQ8KbhMZ+qC8nqU7cQC0UnJIBZsgNtaRaHiN66yCeJ99O34GmSSrGCa+dGHUTBtdsE5jYTj4nbpyyz8SyAnVVwl3quCTJh7od6uOQykDfSEWMeGIf2c+BdUtnG3hh/UtVA3GlBm/OT07LTrKOyPnj/klorURkrIX8nmUUTAEGlXVycp5qc1zv0NjBKPXLmxhzwa8mTtTj+rZwPWr3Or/i3uwvXUzbuBPjjvBb+O3wOxiyR3im+NyJRoqIWXRQSg5qyaC3OIKjwUg+y+5CN3f3PobfMWgJ1HAo04vl1YQXjiE7yeHiIP/b96T74iXhRTXyVwztWEteGwStwNCuBqI/uZ3AW3pJl7IuhIhIbSoOpppE96fxBbw055vp7tLGvVUVenOgWFIpxbuIt9RjJiKMCT+XeAatYsVFe5wuZv3qYAsAbMakxi/TGYcqqbw3SARYMVGG1zAw0O4apC6Zg/Q9sd0U4/h08AQ76C+MHZ1v5WbijJX7oD+coSpcRSlRg+LNup2O9ofLXsYzUnlbKcW5tqy6ucLXX6rw7jcESGYcqsKTXKhzkbY+HORtF66lUZKwF9pZ18BCCPWsq/zsDNgQjHBgdIDtxVGqMLhm0QqqfAE6UyNsGerFKUhcQccR15qtj/9VWmRC1aVTjHYT8JXgwEYKgi4gycKxNGowhV4K4N6DZ7ixymwFg01Cu0E/LBXWG8mzU8r5akV5bmjQWO3wzb9Q+NR7FN5xG7zjVvi9NyvceTtEQgp7DsHbboIrzqvgglXBqyu87ebpI0JnR9sLo5wJDfTb/fwg9wNMyWOT3C3DxGto+FUPAc1L1aGLyT18Oak9jeME7NMYWScjnISJggp6PMGYGEEzdS3rxKsm9ogDOa3AM/Zz/Cz5K76X+gGdSo9rrJ0ghgKG6qE0UI2ZFkBasQbt8p+koyoWo3amTPFlCqadcIo5BB0PQdVL3imhaCbRoEL+hVWkUgqG12TRtXvxXfIMmXBned9Ky8elJXMoKiVMPU0s4MXJezGtiZckAU/RqKm3qGsxuay1nU9eeyHvuLYJnwEvdIgnctzwOmFCs/8gvTdVRVA9Fjkri60U3CpHKW7wax588ufEMIeXUCwEZjTaJkaTe0tz4zD9+b2u+iZ+P+HTEW+TiuJP07axj2LDHjyNPQR1P2YygGX64JSrbyW+Lm8S8jmRaDzTyXOClGf1B7fOWm71lkIsrNHWpM3ZEyf5naZl49U1oj7vnPc7qxN8mQ+2gAP3Mj7A3ekE/7T5l/z71t/wjjWX8amLbyVbKnDrD75E2rZwzNlxshTVwYMP775byG+7Dowcxo1fpeQfxtd5CcmnXsdYUvJKplCk/KZBe53DZ38PlrcqtDU69A4pjKZAU+Ar/w2C4XjFBrh4PVy46sR+pGBtXwesGmdN+vN/cbjrewq5IlSF4IGvwYZJTMkTO1j45UXVgNzopU1XeTqUzVDl87sgnxOCdtvd3JF+F9uMbfLUJeRE8HWuID8QwW+F0CwPowdjZDOC7C5eodPdFPweHc+VT5OJd7j0TPMaQewhb5klxSnO8ADXbBpG1jJ0xE/JBbabZRRNpclTxTW16/lhz2OukVdLNfHtr6X3cABt6W5yl/yCglXAMY9jKTi+a3mxUhWiVg1asoaiCbmiRSDoUKg5TNwX4VsbP8t6/0p3z0TG5LbPbeKpfeIRnZpG6fghTviuOMT1emqc9fRmBihoabyKgLjaBNUwuuIjnw4xkprqhnJCb67BXFOdJaltIif3s6Puuim2lXPQ0WleMUo6coRCsZwXEvbphJJtWAPNjHRUk816QZ2vp1EqfDX8PotIlYllqhj+AqNDHvJ5yWmUN9UKL+fU4r0IvwrPrZ/L1lt8+wtVLGk5VxOeXwTVvASGXPDAvQQO0smKGPH4uLl9LSGvjy9v/TW6o/CqtlUuOP2mvkM44hob54ScdgzBwpKcoNqdGK07UNqfIx8+jKWYmHV7COl+sgeXlRO7KzuRkGjM4boL4c/fr/DWmxQWNUAkqNBUK3AnsLgZ3nITvPkGuGit4AJBwHeiN01qBgSQd6Jdf4nCnsOwbT/ki7iVg2+4fmLtwue5poFMyaQ3nSTk8SIcpT7dOEp0/UJ/D4O5DIsikwf4PvPn/EHhE2z3bkc4SiOZZryP3UDyueVkOqpJ94dIDQRcvk+puDxTrVTQCTWkKMUGcNzKhXmOJKLN5qxSHWqoJzWsC+nXnAZI2XmuiK8lYgQ45IxwfrSV7tYHKK15hmzjLsySg+NCZczSXdmhVwb2DaQp+ZNY/lEK/lGXs1JI7jeGV7E6VH5zkgKeupiHux/rwhEC0pPKiVPIk0S1/Nhj7RQStRQzMcx0FZl0kFTaS644d+OtpTFFTttd5uWcxXiTt0yPoeCryqF6i5SsEo6tIGl4Oc8InsZugn6LUiaAlfXjHONFE3aK8QiFLYUUsiy/iY5V1xD2hXJEGxLkjEFyapKiPka8Cpx8AFWxx1kgZjkmZ321zMHDe96g84YbfPPyoiXzRbega15FC2d9fi/vAU/ZgJvIP52uqOnlrb5ze3ZCNpwrmayraeZn+57ngd693LxoNXeuuYwqb4Bn+w6Rl/KsiYM43XQc4RFV3Zt7yZuAkoRcJQlYRY32Ec2uJjMUmXz5VeCaCxy+87eKS2O1om26jie5kWULCbHO9Tz6ySOwdW85L6Z/CN77RqjgBJ9+wIU1Z18DEqKxbTqSCZ7r63JzrkbzOWJeP7uG+jm/sZm0luQp52m+Y36bvzb/hk6tA72goXttijuXknpqNSUj6xYpIEwBLlvA3Ayek56wrRJdNEYh2j8JCnvSnU2zo+oQNetIDWtzNuDEdujIDnBZfA3D6TEuia8gZebocobLKWoTALbTDHnCz27lqdTLmu7Lmq3YbrRWgHc7swO8selal/1A9lvSEGDH4RS7eyXxX+4BU3mVxKqZyQhTKWrDRKsT6E6YQtFb3nymXcaFlkrTcMBxjaFYJE9W385oIT2r521izuLNz4/58ZViRCMalpZ38yYF9DdfgqyvD29DP8FIjkgQfP4SxbxGIGBRFbPcoo546xDRaNHF2XTTTxyH6sYxsr4eRvIZ8qaEFi03j1A8obHqIsF4Ch0P+YzMdSqdTUh4Nj/FTaxy/aXwR+8NzYgFd7xUQlLfk8xQHRDP+RwO3PEdLHw/LRpYCKGeFjWem51Yjs2+0QG+tOmX/PjAFmyfwfXxdr5x6+8g3rkdQz3cfs+XSTklHHFlnURTjBLBbAvmgx9gsCfuvpi21jv88B8Vzp8iHHoSQ0y5i4RR//5bZWBSVXX4j7+UvLmFG8mUynqRfxzNZ9GF0knTXLyz/kzKrX5cHKt2PXEHD+7nnkP/y5HSYZJWCr/iw7DES6fiVRR2Jw0e7NTRxNt2FhPNhSg9fvluUq3bsUoVVYunU5+aTVt2HT17fWX2hzl64RSfzjpfC3933vtZGWlhzEzz9s2f5ZDdh5Obze03xwnoKoqq8P6m1/HpZXcS1st8lWOZEk/sGeMLd+/jkd1FcCt0x8d0vVTj/Us16HTzkUtVKdDIeST6llGcg8iC8RiO9WHr/eB4GMuPUrDzczbeJmddDnd6PA6BaJ5oQ5a0k3RXa4ZF2k6jalJc4kF1NLyOj4AdQx1qQakaZCi0TypXxO9GXWkxYz0RBlNC21UBICznuwrxqI7XV6I3USCiRij0NZLLiQfvDL98TE52+iUtykWrc/zvv8Spj889dCrGqRhwdaHAMWkP0w+0sOZMaeCUPXBnSrCFfk9dA+LarvGHaI1Uky4V6U+MsDM3QsfIADe0rqY5XMXq6ga29HeQMPM4s4VTpxLJVimFBvDZEfL7l7svpGuXKHzwbWfWIxYOKtz/uEMyo+AIDZCj8KYbJMvEIlUskDTzFJ0SXtWYNvdqquks/Hb6NeDXDby6jlRHC5VOzOen2h9wj0uxUOD7d/+A4pES/kN+4h1xIh1RQl1hgl0hYvurGK3rZuiiDvShGopCYH7KieZzm6Pq6Hja+ihGTjKEOpdhVIeY64GTEOo8PDO2w6Cd4vKq1VxcvZKYEabRX8N9fU9gCYTKPLqaVsxxg+S5zB46MwNcWb2hXGjgUVneGODVF9ehO0UO9mUoSBGHY3Fea5hPvmYJl60K89jOYdfDM6WxItWmqkLIr2LnJf9uFkAEBWKRLKZnN0O5MTJmCkuKKWYNm04zO8V2K43zGYPkgA8tG8NJVuMzI0Qj5YIOR7y8WomikSJsBMiMerFiA+RNEz9BHEV16ccSIxr5vMg/aZQFfBrVMcWlJEtmS+SLCjkrR7U/SC4lQOCT204j4Rn8WeansKje4a7PRFi/YhpsvSkkkDxDAe+V6lNtAnx0iu1O9ifx1EubLl/2ZPt9ue63YMC9XI9sxbwaglFeu+Q8Xr14PaPpFD/c/xwl2+JVi1axLFbHNc3Lue/gVtJStC8xhnk3FSOcxEsMb74OK6/w+huOzVubd5ez7NBcJ/lyCj97vBzJaaiGd90OGSvP3tF+9+ayfbSL1lCNixo+S3cLq18EDSQSCX7y05/S1dVF0Sy6laQ6ugtmK/Q68uct+ehcfIitVz5AdUPGBXYtJcJYQgvlGnJnSHBbJ1idJ7Cqg6w29xDdvKU5WQNOsHg9Oulcljc0X+nqbEVwEYliis0F8RCdzHU8hfRiZyiwK99JUDNYGmpEVwx0RSPo07hxYw1vu6qRmzbGecuVTXzk1qVcfInJxiURvvOrAbLOBOG863Ir50goDl7NoElfhZJeSjLlw54IuY5vNvH1GIkcjYjfQ7I04BYMzBymPWbP6b9IdbPiUDQVCkXcSt7MUBg1GyGixvCWgm4Om9+qwhyuwUkHKIxESPVHyQ9ESQ2GKORF6AmDTMFrqETCCsPpPKmc9F0+FrqB68nLpqSoYWL76UU7Y2sUA0Oz+MIfhnjzzWWv6mxjSSGS5Ths7R5w6bKqJd/lDDUx3kSjC212DZw1A07SrOaa3zS72AtbnIwGqn1BXrt0A9sHuri/cxd3rL4Uv+4hYHh4sGM3ndlE+W49W07c8YNe8mtSAAAgAElEQVSLF85Io7Rswdu6m2R0NzesamJZ3dx4Io/vbq7fN6yERBKe2QXXbHB4w/WC9G7QHKqiyhvEq3gI6Ib7cJtrnwvbnR0NyAPh/vvv58iRIxSLRRRbQQ0oPH/9Czx24VPsWrGHnat3s23NTg4u6iCnF8n5RlBaOwjX5NGzYQouqn7lw/N0yq7iCzgoLZ3kjfSU2GKnZbSTNeBkcNuh0xyizVfH+thiV5x10aU82vscg0pyEjj4VAWVe7eqsshXQ7/Sx3/1/YzrY5eiSyEDEA3qLG0MsLIlSFd0C/+W/A63Rq4jbPgYTmZRHSGWt7Gs8TINw4eaqiLVs5ZUwXCx4Vx7ZjyK5/eAz3AoCrRJRROoE031Eg1lyZZys6buVuw6h0UxqMrGnDiBCjmVsRGDsSEf2eEQaj6EkW8gn6rHVkwKJLFttZy3KJy2R+0xhWhIQ/IIM8JiMw65IpvUh0PkhuIUx6tf5yDUmdlE8VIddfjT34tQN8fQqRhV8liI+b3UR469r7uaO02k9AvG2/wO+Sx+6/l1NtPWC8bbTNo5u+tqAiGGvQ5ff+ER/uSSVyNcd/92y7v53q6n+efND5JWi3OCGKmU2impmCpY8YO89sJ1XLLi2Iu8ctvTtSz4T5/7YLkQ4pYrJnvtzSRImwWaQlWMFDLopkqdPzK5wcLSi66BTCbDoUOHKBQKiDEnGUViD/Qu6mdXzV6MQhlDSx4OmqVhmBqOqpLHJNY8TFO8k9z2xXTs9ZN1AQrFy3H0KXrq81NKpIa8LO5cT27NAAXJvXMxE0+969PWg+24Ibov7/sxtzVeQpUnRK0R43Or3ss7n/8LTF2qUU+DJ07Uats81r+VPquWEWd4yoKL31iP877M+1mkLSKo+vn469v4yGtaGcuW2N2VYTBZIJ2z2HJwlL7OOIYtlegOoYDignb3DUE85rCoXiGVVbjzMw45s5znOqGzRMogbK3E8G6m4Agm3bFG3sR2p/ZZNuTcOLTbveLm2gWDKVJDQQyrhpBfKbM5AB5vgWRJDDrFpaQKh1Q6hypy86SKPuCn2NdM2vW+nbnK6VnnrQSIBHP86e9Fqa8pX2MHDx5keHiYCy64AE14aiuaLdfm+MNbihVCU5BNi4pONeQ5G9RQhUgLixUaOGsGXMWYC4svsgauaFnOwz37uHv3Zu5YfRmLwtXU+yN84oKb3NDIXz/zM0qGPm8jTm6mdtHg6ob1VHnOPDK3wD4JEsqX/kgUOnkjf6hrF1uGOvnry99EfSDKkdQgmqK5VY+SGD+55Yt8IF7Bw+/evZtUStjpK5oDelHHW/C4FagVa8rPaRXChAkcWk1XwsIxuoi0VxEYqCYxplNyvR2nwWAZH1hyoAY6/dTGLiQb7iYdGEQCvVPml8lJdRrtx8q5z7TsFGwO0M83D/2cT6x4i/uw3RheyYbgMjbb+3HSZhkAeKZO5rBODMEue5DcSJYbmzcSUH0uE4TlBr4t7rXu40+zf0qylKGqu4pNLXu4qGolmqZQHTa4YvUkTMwd1zW53pyyXXD81Tj5/b6vKHzk72HnQaivgkTKJuBTqYn6GC5FGcwNzEHy07CJYhPxRhgbrHJzbAvZEHou5M4hHNDwhg6TkiIMRcXQHfJFa7xqeeKEsPGY1YyOScWmeXJZKqc8jTLe2/LmAp/9UJh3vq58fx4YGOBHP/oR0WjUNeBkmKJluXluNQEf2ZJFyDMJ+3PKYkzXwYKHZzrNzPj7WQuhzijFwsqzqoG18SZualtNbybJv+54jLZQFYujNa4MlzYupj0S55HOPRQlP2Q+hQ1yESoKt7avZWPdojM+JzHehP/w+LY4WkvSKrI4XOOGUCMePxmzQNG23Hw4SaRfaC+eBp5++mkefvhhLEsedGWDy3AMPJqH/asP0hcYQLWmOEYqeFQNayjG6KhGwbTIKWm80TwRrwe74MGU3LhJG+DUJim5UXmNsUMxtJ7FLmuBVTWEJcn9Ip48n2Us3UITb5fLv1oZTpvD8KcSQh3vXi67HSOHEQ7kOl8Mr+bh0uq1WHmLF5J7y7krE7bEHESadhNhmbAtkmaKZHUH37K+wX8Xv8/3i3fzH4X/ZNQYJjrWQH+Hh03DO2nwxYl4goS0E/Ol5vK8bmsEgSC67kKHtStHCUVGXdzIqy/K0jeWomOoOA2MybQzOMkVKvlSjljQQyEdxnak3EQlFCxgVB8m5YxSMFXiUYXaaoPBscJxRppCLKLhGClCPo1sWvCSZnnRcNlxtHGcpVM8eFIZrPrZsMLiG38T5tZrysabaZr89Kc/JZvNusZbW1sZ76lg2RQtm4jP67IsnKp3bS5Kn7hkJz7nss/CNmXOjwU9vAI1sDRaxz9e9zY+/OB3+aun7uXaRStc2AZRxVtXXETOLPKHj96NrWs4pTnU+I/rUC7AM+3jErd+Z2rYxVyK+QIuPEXcFyKgla05yb1525ILj3pEUmaerFXE4xjEfWfeM/gKPJ3mPGXxuj3++OOu4TZhvKmCMRgo0b2smwH/EOpxuU9HOxcMLzVHSRmTWD1oQrCukLIy6OEs4UCc4Eg1IyO6W6QztavsaG9zXHBcQFcBe1VyQZrtFoYYpeSUyJB2YTZC6WaCg8soRPoo1B8m4+TLzA3zxWObo0THb+ZYDkklNw5DUl67LNDCF9Z8mI5sLw9ltuDkTlPYzrLoTCb58q57yC3biROTfhWcIniyHrSBRpyixl61k9/d+tfUBqq5OLyaf1z9+8SM+adV3HAJCBzSLZ86wm925RnIeqiJePB4pQJVjCC545yigXO8Qk/4LrhuDiUnj647lMaBhjXDxFFLtATqOFAcIBLS6R3NURgvWqjspmcs4YKft1crhDM+UpkKU8WWsKX8SSWvsHcY+OJD+CNZCoN1ZLOa5BFUdjfDsoIjfSlCiaXj5iXYRX7/Do1PvCdMS305RCrXXnd3NwcOHHBfpFpbW4/2GTB05O9stwqNnO2hX7Ljnf2j9JJV1ctPcPFE/eUVr2N/YvCo8TYxy3evvQJB0P+bp+4lK9V+c/TEOY7tQpdM9HM6P8WL9q1dv+Gpnn00hao5PDbAC0MdSJqMeA3fveoKXtWyBjHmgvo4OCgQ8wTwKjo5y2TPaJ/LCbuQE3c6j8zc+9q5cyf5fN4tXJC9JPdNPG87rt7JT9f/ArWgoQrm2lRNuCwpoXnyaIqCNf7wlsipaTuMqoME69LUB+tIDgRJZYW8Vx7yJ/mAt3U8mkLVkhTq0gOMBLvpz4rvRSGshGjwhAgoAVLPXMHhbTHCVSaBpT3Urd5PsnofBSOHI6DX0xmk43N0K/xETHX8IT7V3Cd+q6gGmyAGcKR43FD46r57+bPVd9AWKnvTZZePLH4Lj2/ZSl7AVsVzeFqahTkYJlDagBNOEfZ78fotVEtnLBkALY9TtLE0hX5zlHtTT+Hb6+Wzy36HBm983hJI+sNn37WE/308gVezeHznGFsO5I4CkAsciX3a5jaNeIoHU02h6gUww+VwqRKgKbCM/Z056lsSpLKmS+83VQ+WGPOKhzEnQag6SCpVDaqJUBUaviLxxhQCpezxl1C8RczGnTjBFMZoHP3Acsb2LUbRy8by1Oez9C/UaUVqIznq4zrLlwZoqoOL1/l4x+1+dOEuHG9S4R2LxfB4PLS3t9PU1DSxauHzJaSBl6QBl85C9yC0N04dQnsJ6f9FF1UgRuRvqvahDdfyRPd+7uvYMXeMOEUZz0WaqseT/y1ZzPG1bQ/ySPcebly0ltsXn09vZpRv7HiU7tSoW1n7ydHvszJUR3ukhjtXXs6r2zceHdBveJC/ZDFPyBAcJhhK5ElmTZY0hY9ut7Bw5jTQ19vHpic2oRTLhQkykmvAOR6y3gKWYqNbs9+SIgEPGUPlGLxaF4ZMIe3kyfs7CLdW4x+pITGsu6HzeXnjHM0FcI3VF/AtP0w2foiskwOhp5J3GRzGlBS5ok7OyJJIpkELuQZj6vlmvLsbqFq2luDK7RSbDpPSUuPsJZMP0EktK+iaSl10NiDfsvGlKSrigRYZ6vU6dDS6zG43x/PB1JOM7hnkH9Z+lDZfgztEe7AJj6NTUM2pSRMmBZn7koyvWORHfWgjQVKaQkbDBWsWY+uorWg5LhUaps0PtEc5r28ZH2h7w9zHqdhyXVuQ7z0wwD3PJTjUW+Zh9XkULl4VYdMeORbijT1dBmrFwG740YtfLxAICpeCSi5l0VBn86n3hMnmFT701zYNPg8jI9lxj2DF/kcXy961fMHBUIoEQibZZJBAVYLm93wPx1QY7gmQ0cWoK7lePPFkavGDxJUw2YNLKRHCvXhEJhcDzxTC3fEQue3SgF19gZe3Xpvhwg1B1qyqZqZsETHgbr/9dteQE4Nuob30NDD73fIcnJPkT0gxjBTMCB9mLg/rl59Z4NhzUA1nVCQxmCR37LXLNnDf4W3lXIzZ3nKllFxT+fmhbS4Hq0+bB0BkqejyGW4b6mb7UDeLItUsj9axvrbFnacgA93avoE/OP829if62THaxesXX8BVzSsoWTZ7En384shWDiUH+cn+53hy4CBv7tjF759/s1uNKg8+aeKpk5BqTyaBZntdA244WSAeEWymhXYmNbB522aGjRGy/uzRNDUFFQlSUnTmSLKg4PEqZF1bSP4d99C2y+gZo+owgboMtcE6UoNBUhnZcpa8I5GqpBGOQHhZN4Xm/Qzpw+PVp+XQ01H92A5FxaToZPHF0xS7HBypVDUsNx+qb3sc395rCS9ZQ926vSTr9pD3ZKDkOdaWFPHloV3Xj+IIc8F0rTzPkhsgEx+gVHw4LsWdag2gOMIL4PCM2s33hlv4k+YPuKwXsqVX8yL8qSfoarqh5vq7YmHJn4T9LMnH0QkK/UBlcx1PKmvtFl7feE3lmnktV0V0rjovzHcfGgA3p85B13JcsyHG8/ukGEbGnWuYcY5DKxqN1RrvvLGGy1bFSGYhHgjTWq8Rjym0NqrsPGCzeFGRkVSBXEGO0XHn4zFDOeQKcgr0Ut9cpLE15HrdEvYoxtKDeMcuJ5GS80yUVqY4FE7WkeABYq/Kc0HgfK5e2szBrhJb99ps2eXQ3lJi4yqDm6/w09qkc8l5HqIVHthjhp/iy7p169wq8LLcU71gTLHTwk/njAZekgacYAhO4AhKomsmB/uOwL4Oh8vOUxCQ14V2ahoIGmWDpsYXRBG4AjfreKabU3k8SUv51eGddKUSLIvVzkmIx3sO8FdP38vuwR7XiHOEwkfX+cP1rzpqwIU9PtbHy4URy6sakEIFF35CkRCcyvp4i/sn7Asrog38y46H+Pedv+Enh7dwad1Sfm/9dVzcsBgxKneP9LisABtr26iv9mNZs89rThNZ2GhaDZgZEzNU5Be3/4oeTx+6KXk68sAog3ZmtRyewlwMfgXbKM4M4iuH01LIOgXy/k7qFtXj6aplKCUeCzHipjLkVIS8vWrpGOqyPYwGunFPi5kYAmQcWyW4+iCFg4vI54QY3C7/6UXytkp+dy3GgWriK1YRXLODfMMBMmTL3jwJq2lglUoMmqPYbk7ftCo8YUXCSrnPeqfixUrxaPxy7FE+1vRuQkqAem81r6q5kB+kHy1XpJ6Rc70M8ulVdTyq4LqNX09ihwQM2qnlGxv/jAZP9QlzmOsP4iB6100NbkXrZ77RgaEr/O6tzdxycRU/enSIXV0mWKfZgNMC3HRRkH/44NJpxVzRpvLqm/Lc9TM57jpIPHvG5mAWDIZJErjlUbxL91Aq5sjYOarqRmnQal1vaTphYEqSgKbh92i893XVfOKaJjc9RLr/m/8viceAn3w1TpUwR5xkc3HXFAWz5CCUhAu8piepyBdpt5ekAVepKyEclr+aGC7BcTon5eYQW4iKVapp3ssTHquf7HsBRxikBaZ8Lq1kMaoV+cLT9/GVG+5wKZRm2+2+Ay/wbKIHxyqWXz5VlfPC9dzYtnrKXcu8mse96Y9vqaPy0Q03cl3LKr60+Rf8bHA393Vv48HunVzVsIw/v/R1XFy/hEJFYYZAHSy0M6sBzadx08abUQyD9yc/RMlvIsn3E00KGQTMd9YmhQxahpLEYR0xmGbYQxilHBhSBwk12NT6YhQyOtmCTcmueNA6GoaqUr+ul3T7C2SVbLkIYVK86QexNDLRTiKreshtakfRK68TW3BRMG2Vvh01BA5dR2TxagIbtpOK7ydvF4nYMbz4kPnbwoIylzHHpanU31EBLYe8XaBgFQnpAbfq+jPLf5vUniz3Z5/CFqP5dGDDTQwo+lcVpADXr3oZMZNHQ5mKrvLG2FVcEdtAo29uL3MT3U73eftlcS5ZHXHhgwSeRCi8hI6rXAQw3V7z/F289VoQHJOr11fNuLOuw6ff2cyO7hQPbxnCcvMdpzqIoijhAnaoiUNNW4Zk8wsUA/3YtgGWTqZ+N4GmDnyWjrprLcMJYSWBv7z5at532QXHyHHFBV66+i1UQQqY8SI4Zrdpv4geBVdT88x0QU27+xldUZH2eUbHeSl2/rKBERFIicZauOu78Jl/gRsvheqpU7teisfpRZN5KJ/mgSM7cKQqaa40W7bD7swQIc3g0sYlM8ouuTz/tvUxDo4NggC7iUdGUfjURTfzmiXnzbivrJx42c8XS5iWjUeXHBwVQ9WxcHjdovW8ecmFnF/bxqWNy1hR1YBlqfzzr5/l/l2H2Zvq5ruHHmbnSLfLStEQmMSrmnXwhQ3mrAEhRfcY5STuH2Z/7KKHCVSIGC6u8TYPQFYxvpyBOI54x9wH2MxiyDkmRp8TTBKvVinlDQo5A8URDl0dfwBqL+gg2foCObuIi0g9c5eTa1XwKV78PatJ9gZB+DOPbyKjarlejnRfiNLBdsL5BqIRjSghMsWiW0l7/G4n813RFUJ2gLfFX01YK1d9Cgn9Gxuuxad6eSKx3YXBmI+heFQOsZNUSZMo2wwqGhoqNZ6Yix+pSC6clXM3V7wqRknj/677I26qvdjFpztdBElC4eX3lkPa+3tyfOXH3aRyYvxOofujws9xQZVCAJs3XFnF59/dzLtvrp91R8GCu2ZdjEV1YbYeSpOWUKpbITuxq+Q5OtTVO/gCJnYgTTJtu+ei5s1RUKQgQ3E5bPPkCRRqKaX9FDIGf3XrVXzoyosmOnI/f/GbAv9xT5Etux36BovceHk5p/eYjeb5RTycukQ+zj37zZ3JuSrXPNV82jd/yXvgjteIeONa64Un8/g1C99PRgN3rrnM9Vb82/bfsKvUX7aYpCJ1qpfMiQHEqrJtvrn9cW5pX8vK6nJC9cTqys+792zi0e69OPb4zVdVXADhptDcrO+uvhTRiBe/VzKAJlvcH+Ldq6+c/OG4pXVNtbznP3+BFUvjXdLlovz/y45f8Z6V1/CWpZeyqqpp2vdaybmTxPOFNn8NDJaG3LypYw7WPLspKSUXTysjOeNzaXJiWApF1WJQ6cfwq1SpQWraspiRYcaMHkaCw5QkBW0uXsDKMYUUvaiRHwnguqEq1x2/PJ4jly2oZJ5ppX64moFLfgoeOfdPz5NTvHIjdoLB0jBNnmONj4+2v4XHBrfw69wLONkKD+TxclZ+F4NNt93IsAcfHseHYnopOgWiQYNcqUDWzlGwi5huYn3ZIyfx51Z//VEaOylWOROtvsrDipYAPW4BwSmOoHrwaBZf/eRK3vvqhnmxC7Q3eLlmfYR7nwrROyr5hnI8x+9IjkJ1tULRmyBXsChmhbHBYfCpNUTP01HWPogj6QOqjQcv3qFWEqMh2qp13nXh+mMm9dwOkzd9bISi0gjmMHf9yekJNY2lS8Sjc0lhOEacs/LFdRqXHDfn/Wxg0s00qQmHwbliUL5sPHATSr9wNbzrNRBegPuaUMkpf26sa+UNS89nLJ9h60gPiq65fzPCElg2SbvIIx272Ts6QHs0TtQXYOtgFw927OJH+55n50gff/vUvaSR/BXJIVGJeLzcsnQtr24/j9rA7DenSMjrkkdrmno0f6NnNMsPNx3h4GCaqN8g6DPcN8tcscTXH9/CpiM9JPJ5l9anv9AD/hFClkFA99KVGeWB7h1c3riEiBPiW99P8Mtf50mmTKqicHggSySoI+NV0sycspJfIR20aC08XniCbl8PVEYb5zp/RUHgb+L5RaTHJMmq0myfpZMJNJxAnmhtHmvRQfrC+yiqGWwBDp5HV0dHUm2svI/MtpXYRQnpzqETxXHhIzSjhNJ2AEcpnT5KKKkHUUscLnSz3r+CWuNY2A45x+/peQTxlk2ZCnh0YhLxswk5MYKjS8j2xNGGmjGGF6H2taMn4+RjnaTUtFvl62L6SSpcUEfy8D7e+FY+u+K9tIkR57rsKjs+fct+j8p9T42wU3Lg7JmKQGYZUy0TzP/9+9v56Bub52W8TfQsLAySl/bLTYOUHKkUlVxL8Twr1DTY9KfSR0OsjqNg5jWii/sxaw+7FbweM4Iv28BYfCcBv42ViHHd0naaK/KBBhMOP/hlAY0sf/I+g3e9/tQedLuOZPj6fb14PaqLdSdh6XPFOJnQq3wW3RDvi+8hFN2cS/p52XngfAvFhJXn/WlbjvuDLvDvq5eex6879rBl4AhPD3aWK5gkn2zi1aRiRMcssT89zP79z/DwkV2EvF4OjY2QMnMoXg9OvujCIISlqkxT8OoqeW+CG5YvZXV8brhE5YvpWO+Frms8tX+Qnb1prl0xxMdvXkNtxIehq4jnrXssxaKqCBe1NPOTDoOCZxnvX309IcNPzBvgSHqYWm+MsTHTrfQ62OvDsrOsWqoS8uquty+RKlPiCO+hjG4cxyFYoYaFxQoNBBQ/jVq9e7xPzmIq30AFUPVkvVaSHF6yHDRLxRHj4hQjb4J/ZkoBwzybYICd9iZdWg6/UTbxOwc/zf/f9kXWh5YdHeaWukv5rYYb+P7Ir8EuuYZkubBjfBPHrW91vUdVhWaK+5YxkvAgKQp5xWFMpqll8do61XWNaLX7yrUDkqxlOZznXczawFI+vOTNVOmzv4AdFewUFpY1+8AeO9brNef+FNBDxAN5vvzxZbzzhumjBbN1WRv18Lu3NvH1n3XxzD5hsi97OQUEWoIWLl5dRd6n5isSDDqw7Sb35TM/FuD/sfcecHZU593/d2bu3N62d616QQ2QACGKKA4Y3Gtc45j4n9ix4/xTbCdxEpPyOn5TnLxO/q8TJ3FP3LBpsQ0YMGDAdCFQX0mrlbbXu7eXKf/Pc+5eabVaSbvSSkiwR5/VvXfKmXOeOTPnd57yewb21VN35Q7yS59Cz2t8/Ac/4zsffhNLa8u+eGuXGTz3gxqVVuyiJWeuMfvKj3v4px+nqfb38s8fX8SyluOzZpyq3+divyNyO/Y1fy4ue95f41UH4M57iV/ADZTAhpsWXKT+claRL73wEF/b8SSDbhqtkjt1UnCAdNWVt1fRotNTgpx2xHFdgTcD6rQ6UmM+NM3FG7cY8nXRFhCtwelP0PURH//31zeRzJUIeo0j5k7R3GxZemyKr/XtNysqhpDnaE6uNVUt5btUD//8V5XIuSC5nEVR+KaEHDhiMpLJk8wXCPq9mIpJvXzaq/3/AgVSTppavazdERqQmfo3pd0MB+yD5UhQyWYuJstTEN0eJ0/xwzfFTBU8bteMNoiL0sS/8sLjDGYGHQKGlyz6rK2vM2rraRwkycfDo3H2jxT5u/G7+MbmPzhyfzyah79e9VuMvTzOA/0vEetdoZzXJQrRH9DQ/UUcT4GsOULxwEKGh8ShP68oS440xQFx8yr1NeBUH0TzORiuhyazmm+s/RzN/qNEwkfOOYtfbthQxd/8d5fKPjA7PzjRmOq86YoQn/vgCjasmBvA2VLrBwXgRF0DXgOGB3SqaoKM5nJUooaFuLfnxVZSAyG1oBD/QhmZo79ciz/QDwv30t/h58uPb+Nv37xFgTwxITbXG+pvLkQ6kiyCXWA0o/NyZ2Yuqjwrdfj95YXyWan8Aq50HsBdwDfvlWx6wOPlM5ffgmRs+OmBl/lx58vsHOll0Mqp5aYrJlEJAdQ1FQpfdgmZsGGJtk4TpZ2G7SmQc1zyOQ0z7BDz+WmLVB+ZcE63jzKJxYNHQdmJ6gkaM3eWDAQ8BCYtUCM+L4OpAiWrQDB26mudqA0X2vYxZ4whdwTJuhHXqsi6WZWZYCZ+Ti8UX6Q3P0hNrgnXMih6U6S8Y7MKHLBdi7yRQtdCp7QCTitbxakqKpGyiWvaY2ayUZQ3BgTGW9HEZDar1mi4s/W3m0GbRCPd6i5iuNen3BIey77MwfQAi8JHNUspO8uHF95KV1+JHZ0xNEfcARxF+ipMGKYO0fBC+kcLIOz/02jXNY+Lk/VzS+BGLmlpYH1kJVVm5JyDNxHJqragcmsQnrYZFWUH8yjN20XNJf7zD5dQF5+b51dk9vzecQUM8YRY2eTy6zc387mvH8DJBAkHLVK5kpKpU9JJDIjv5IQmVDXeUTQjoWwYy5uH9j3ctTcGd7rc/oariAgB6hyWrCJAlmfBYNt+4dObLxeSBOYB3IV0t87DtjaFYty29mo+vPZq9o0N8t09z3BXx4uKKLdoOPhdnS2tKxQn3I7hXn7eI8m1dQzHVSYWv2HQWOXlYL6gJo4PLLueeqOOVMZRbnGSDsmyXITJJBbxEFKUAeeHILwenYjHzy+e3MfG9e00Ns4+1+P50ZPZtaJRb0T+jbpjKq1Uxs2QdMZpM47Vbk5X687UQazhOvS8B1c41Px1RGuT9Jj7yiYw4VETKv+KUkyB/Yo2tvzpmC5ObJzq2AKGk7JtBjbQCSJnVbGjg69EivHZYa7JHdJANy2i/asZeWJtOUB7Jv5vE3V4hd/L5yE9uc4z/S5t0jScjI90wQKPQxaHbYmDRH1BQrofv+Gl3ltFkDU0jO9nm3kYt1Q4as22oIBGemTCv1DEO7V4vcQ9Bl9/1zu4fsnJo2/syTAAACAASURBVMynnno2fscjHla3h/jlHtEmnSo4QwaWTkNc59O/WsuNG6rmDLxJ3/b0ZMkVbXTX4gM3NvIn72lnRVuQh14Y48FtYzSGvKQQ8+rEGBf/x2OKi6WX8PSsxN80SjrQR3HRy3y3w2LvN4f5yntuoSl65u8Zua3f/lkfuw5J1LDGsgaXT7174TEtOZ9+iAlarDSvdBDD+SQTacs8gDvf7sgF2h55LS6rqufPNr2RP9x4M88NHGT7UA+XNgh9xyLVq4Jt8W/bHuELL9yPVtQojEUYyts4whKvw3hS59lfVPGWL3eRSkNN3KB7oMjQWAnbMljZ7uevPt7E1RsCmGfu/jEnko6GvSxcU0VJkmu/xkq1VoXQHkS1KF7Jw3iKIknJnx7eSdIu4jpCnQCkNcL5IJGmOlLhPoKZRkKGT5GK6o4Hp2hi2TaO0m5J9F75reUrhsiUJNepsocee2XRsMgLX1i3RAmsQ8TrU+Svhq4rv69CvF+1/bTtnqZFfHwJqceuIJMUAq2ZOtBL2zTaruzBre8lJbQjwmc3F0WHsBshMT6hWRQfP7/Odzsfw9ANrqtfg+ib5V4VC0UODqXKcRvHadim+BuJPA0DTZesGRpBQ+cDl6w/L8CbiE1oRT765mae+rsDZZ/Gk9GJ6F4+fFMtv/OOFi5ZemYBANPdsqsuivPTz19K10CBWy+vwe8t39vXb6zhqY5R0paAN9k2HTIu1+hoFv17q2kJXop26U/IBUeobRvlkR09/PG9P+ef33HzaWniKrdZKSCBXYcy7OzR8GhF/s9vr+X6i89fCiUhW5fAsflyrATmAdyx8pj/NQcSCHhMrmlZpv4mV+czPHzy0tdREwzz6QfuZVSiEGVpJcWwMfqX8uCTjRRlu+LTmpicHS+6P8XT+zO8828P8i+fWch7r3jlV/7SbFkRNsai9PYmaYpEFJdSuUOv7v8LboEet4dxJ0WVFmeh0X7SDst09W+93+cnqcfLfpAVZ27dJWPniQ420ewJku2NUxiPKIDu2gZWSdk7y9PdJMVcznXI2zIZTiqC7mwIegIEwq6a5GyjhGPmSJmHKQgdhmAT3WHcSZb9745o+ibVc6qvhkvUrcLdehnJERPMKe04yfliaq1fUCC1cCtpM4GbK+dXPckpM9+lufhLMUbTXkxPEa/fxc57eGZ0B8lillSuyFsXbCRo+qgK+lhaV8Xe1PiJoYSa6TUF3BqDQdY21HPTiuVc2dbK2qZjKUpm3sizc+TbrqnjX+7q5tkOGQMnWExpuqLveNs1tWcFvIlvmySM37AsyoZlx/ZzcXMQw1ckK207EXZzTFyrDFKsoqG44nQcDNskFxggbDbzo10HeMf+g7xp9fJjLzCDX+LRUgFvcvhVa6qo/km/WuwcGswrLfL5ipEGh4o0N/mYJ10/9kbPA7hj5TH/6xxI4P0rNxF0w3z2vkfpTpe1AJrj4HNCmI6XklvAde0y0So6gahF/TU7cKPjDJUsDmRk2J4fAE7EFTJMRhNJiqW61wyA82peFmoLlTJhJgEM4i9nuzYxM0jCSZWVECI8TXzBHMZLOXzdzbgJD2khdBYveWVeOtFsN2mgCghzNao8YcJRDwV/gjFzgITmEPObJLUxLDHNSlUyg6nris+7hZDRShGth1sSElc5pgwa1Q75T5zL5U981oRw2CwQ7F9Ed2cMzJlq3qQiTYKtMRd3kdDHcHNz/frV8Zg2tctHsWsHKESHKY0HMUMOW1PPsKf/KR4eupW/u/gjVPmDbG5fwI879pdlUlHPiLpSK/utyn2R8p41q/nsDVtoj5+/Ghoh0/3s+xfy1j/fOaHhmlgYqh5M/OdKNlwPQ4mZA+7Jp5/qu5BVn6isWxyiMRJhoFAgqRYeRlk1bJfHj2t5qFuQRq8bwLE1jFKIaNsIti+EozsEirX0FF0VEXH/ngOnBeCmgrMb1lfxj7+1mN/98gF+vm2MtvoAsYDBVWtjlKwy12XlcTlRv87F9kLBobHx/ARvlcfmlZLTXL9BzsX9nL/Gq0ACb1u1hrV1TTzf10dPYpyH93bznNONfekwDfkmMnsWYPvTNG7qoOgdZ0gfhaJB3PSyZfFRbY88QK/Uw1O5DR6/weJLqpRDe2Xbq/1TQNtMgFtFDpId47amd/DM8D4eL7xEtRYl7+TIGVly+ji24ZB1skS9jaRKQglxCrLoSsViEsSHa1jY1YOM+HIqqEIBLUfDKXrxmiFs0mXFxwRAMzUv/sPL8Y+Uzfupxh0UG/fj6haGa2KJGc7W0UwL0/ETsKJkjAS2mSecacY51I5tlRPKn1CjMqmN6qtjYMZyWHWHsJ0ycJx6yBn9LukUqofIL9pLUkthuSWo8GHXgNPeyUM70/zh8y5/uf5DbFm0FC8PURTQJg+SYWBYFkHTy4J4lP/nisu4pKWZtfX1FwRNzvWXVrF2YYCXDwmv5HQgTV4WBgf6JYJ5bks27yjtkM+cHsS11vlZ2xqn67ks0RpJ5SYaYoOB8RKa66GhvYD/hgcpxftwLIm4NMi7HvyanzQJ0KN4jFZKts2+wTHyJQu/ZMc5gyLcb7Gwl8tWRBQZ8jcf6MN2HO58MsjGFRFlAo4Gz8I4nUWbBwZLisC3uvrM+jqLS87q0Fd87plVa+cPnpfAHEpgaW0N8ifltg0Fnjvcx8OdneiOQcdzFg8N7GUo3KESf4vDuwQ/REwvC6vLnEiSzL5cpn9pTuw86x+yeg6kavFWGwzmxwibQYLGPCHhVMGLZiFUrKa6WE/Gk1DUKzE3jmtmyGk5slqacDiFmdcpib1H7u8RzdfU2kTRohEVc2nUYlwfJynRrOJPdoSWxEUSvlfL5OfRyGgZbNdF81qEBheQuf8WetNir3cJBxfTfO0ucgUopnwE1mwjF+/Bv/8SsnsXYVkxvOERQg0p0juWMTAUpq3JYTSXIpUvRxVO08JJm8qAt749T96Xg9IZjtmKG1XlETA0olYEN9rPqDYKtgFTQGLBU0S76Hnu31FE22nzJxe9n9ZonM5sFvFbePOyZXxowyVEfV5WNdQT9Z16DAuZtfxJb8S/8JUsAjbWL4vw8mGhw5gOwJVb1zUwtwBOKFge355k/ZIgkhliuuL1aHzy7Qt4umOUcSfNbTcs4tZLWrj184/g2AGMRdtJV3Xi5sVLUUzANgVKZNycIlTOeIfxmjq5ostAOq3Sr50pgJPblSnYiGfjNWuree/1XnYdyvK1+3u5ZGmYVxq8iRzTaZtoREzfZ/i8THdTXgXbzk9Y+yoQ7HwXZieBeNDH61YsVH9y5j2Ld/H0PYOM5kLlJPeqOpegRC9MWEfE/+woiJvd9SpH7xocwucxWVwdJ52yVHCYTOKRsIeZkkIXLJtYpLxSjXvDGGeReb7S7gvxU7Rke/zP0ePdRxQ/ps+ncmnWHFpFophGr0qB5sXrKSo6L9HaeYohSlqOkspWMKnX8j63dUw/JIO9CDed/D6uOC6JUoo6LU7MjJP1pEgVs5S2XcJYpoBmltNBZEo6hx5eiWMZyhcouK8Vf6xAajhMOqUz7nHQnShJIZsWxn9PUeVRban209Frqby7x117ygZXs/G5PoqZCAQyIIuS0yiCUb2GByyNklY2wXkdk2h9gUR0pAxip7EgYunkPQW8a17imRda+b1743xy0zWMFlOsbqjnusWLys/XDNpUtG3l/9mfTHHPzl1c0dbKxrbWGZx5dg+58ZI4335w9CSccDYXtc9t8EIibdE3XOSatdETds4W/zjdUH/ZrM7q1iibl9fy+fetZ9fBHD/rb0JPx7A9QsM0aVwYknvWImxXkVILk7KfXQW3n/CCM9ghEf43rq/mqz/tZWA0z+ZVUZqqfYg/3GjK4ot3HOKy5VGuWffKmc6XLJ45zdMMuvyqO2TSSHnV9W2+QxewBN68chVfvPVmTIl7k/w0sgLTdaV9a5wURn8mYeX37+3gvd+8l593CLEsfPuhIVJZi1JBtApHfY1lhe3IBuFWrzjfq19QsByyhZJKoSObvLqJEB7Pl+MlEDVC/OHCX2NZpB78BfqMLhLGMN0744w9fimlJ68k8cTF+HtWEui+CPatxti/lhq3uZwxoFKlYrjQaYgEseOj5CiU+VtVhMKE1k6+S7YGXUOS2Q/lMjglA2/zqKLUGOusnpK71KHgligZeRX0IKBt+HCQTMFC8+XRjCKuWSCv5cEQ6geHngGbkCdYprY55T0X853Dnq1R3L42Re56hCql0q8ZfLqGS4tTz9v7rqM1U4etgKWHqohJb9NWRr0DCtidsCpxo0pXMfrYerp3xbhl5XI+de3V3Lpi+SnBW7pQ5Lsv7OTQWPJI9bWhoIpGXVxzbMquIwec4y/v3FLH9esls8s02kPdx6Jahw/dfJQTby6aV7RcpSESWqHpirw5bFujZ6RAoeDix8+y5qjK5/vpN6/ka5+8hL+86QaiTg3aRNSq1CNDypuPUt11BYXtq8nJWPSaNEQiRGe6upyuQRPbntubIlu0+a8/Xs2ixiA7uzKMZyyaqk0WNwV58PkxPvu1A9PRAJ6k1vld51IC8xq4cynt+WvNSgJvX7NaaUP+6udP0J8co6TZtFeHVS7MWVU0cbD4d+wYGKZrLMF9e/fy/V92c9tF1/DOtSu47+lR7nx8mEdeSrFxRZDffFMj2gTLjuk5Vn0/kixREy3TZngNjYa4n4JbpORYhI3TzA5wOh26AM/ZGFrH73pu4yuj32Tvngbcfesojnop6QWGR5UhjvHRuAoWUFFzaPhjNfhb+shJaiKxLmmapPymEJJE9MNHAIuJqcCa4RrqM2LHKBlZFZTgrSqQi3bRH9hDvf9ifKaH4nHOa5P0GioKejoBl50uvbpGIGyR0pJKazvdkdNtk/RZ9uFWAu37KepjZXOvxEaIh4BozSY1YbrzRTmj2zqtHdVsXWtge1wiBT9aVYq8mYHSKXyWdBfzpSsoHlxC22qdvtQ4zfFJ7NQTFx3N5hhMZ+lLplX06q6hER7u6GJrdz93f+SdLKgqa5tMXeeihvrpmvqKbAsHDL74sWVc//svksiKtn5SkIlmUF9l0lwzvZnzdBsc9htsXhtRvlrT1SGjWtddVrcHaW/2E4mZbF5+LOC97dqlbN2+nu+P9qN5JU+Ihd8NEji4gcEDMYqmjebTqPV6+MCGdQiP4JmU7uESzdV+JQufqavgmls+u41Nq2J88aPL2H4wQ1Otn/7RPINjRRqq51ZmZ9L2V/pcsfqcieJgLts/D+DmUprzdc25BN61bjXfe3CM3fuG8fmT9DR4SOUsIoHZDd2H9x3kfz/8S/YMDTNayOFkDfR9l/CLhMt7t+/mZy8kscRnSC/xvcfyBEydt2+ppX+kSK7osHFlFO/EJX/6dELxO4lS8JLFEQ6Gt5Kwx7ml6to57/+rrcK4EWOLfzNr6i/ib57exo8O9YMrdLbC6SYaDCFOEJBWJjh1MRg47CccjREK5HB0G5/XS0QLkDeFAkOx15ZP71yJnfQpMOS4Gt4qH7ErtlEIDXM4uqvMJedqJKsPEGvOkBqNTNDVzFLKDsSiYNX10l108Gh1pwRe6gq2QWNbjkJVH/5iEM03pmItJLBVMoJk3XxZKTcZxGlQ8tjKbcAj2R40WDDaACM29WNxgrUBqms10qEJ0+mpumLrZFY+TfSTgzx1z0381n/n+MaHbqK9KsovD/byUt+gco7/zgs76EtlGElnKUkDDQ+urhPTNYR8+3woZfcJ7bggpouXhbnx0jg/fFLMkZMBnMZgoshYukRV+NS8hTPto7yPaqMnfx+JD5dot2xPntdvrJ8WgP3WwreQttI8knkRqzuONrgAOxemqOeIBgLcvHwRv3/tZaxpOjlgFrnIc3GSoFjuemKIDUvDrFhQNlEOJUs0VXvZ053lM/+xn1s21lAT9XDFylqCgfPjfs/0fryWjjv5qHstSWK+r+elBMRkWch68JdCpMZNvveAy5r4Pv70XStn1d7/8+jTPDU0hpMXnnkLb6qJ8eEgN70lytZ9aSzXC0Iu6xSU/8yf/meaL3znML3DRZXy69deX89NG+O8tC/Hd38+SNegzapWL1/9k6V0GX1UB/0E9Hl/jVPdFB9e6vQa6rw13L6lDrf4MHfu2Kf812Ihl2gEUhlIpATMCZSzKWRMFkXCFJbtV/5nmq+AQ0hZSI1hk4BpYHg1tFI12REDBPCg0ZOARUtqsKq60S3Rzkl2AptArobcqJjlT9Xa6fYL8amOEcki7t91ZhRvzEcul0N4hactgvQtg9o6l2z7y5T8acxMgIA3StI3xur0UjbvWs2T7dt5ObYPwzbKvp06mHi4cmA1OU+Blxo6WT+ymMu2Lsa2HdZuX4in1scvl9xNyj8ws3Rkjkaxup9U9Rjh1svY+XiKt/znHSrq9IXu/nJEqqg+K5GpSisoEbkWQs63rKmWyS4M0/b3HG08mRbkHVvquevJPdjijyoRxbqPlrjFn/3aYqKBuQNv0tW6mHlqfjIN+sYKeMwSN6ypm1ZCa8JL+NNFH+Mj2XG+0rWDHx0+iBbyct2yRm5//RY2tM7M9KsWNS4qYEdA3FQ5PbItQaFk0zhJE9la6+efP7GS3/ziTg4N5Nl1OM3KtqDKJT0wWsLfoCsi7Gkb/hrbOFWele5XYurOZbzFPICrSH/+87yUgBBj/n8fXc+LnQl+8twg//VEP7ffsRctkOczt67HM7HMTOaLfP2XuzA9OtcuaWZ181ETxaFEgkPj47iFvJqIvIaXYKmJhOZy8+VxNq+JcM8TO8t+dvIUujaJjEEiK1QWZb+WbzyQ5Bv3DYHKOCBknDa7Dtu86Y930lDfyJ+/fzFsOS9FeN42alFtlK/96lsI/OCn/LhzO2brYfLBIsFcGGt/E2kJFnQlpy7k/EkGWp7BtcqTr+A0byFIta9ZRbTqHqjqLzDSH8A1JpCU5SU5ZpDKZ/GbUdKBYbwCiR67icGeIEwEMMxOQDqBEGTMUWLiWD7io+DmsZzp0Juu8r0GPV7C9VncFbsoGhnckk7GctjcvYrmYR+x4QjxRJBNmZVEl4eoKcToCQwy4k+ysXs5y3Y1UdBKrGpZQM2QXNylqFt4817qU36VT1iG7YzxaMmgYBYwbvoeDb2foHdfHb2ZsTJediZSO02Xkko32NjWNCepnGYn89kfffXqGLEAKkm7Olv38rtvb+Q9N9byt/fs4d1XtrBkjlLfCR2HBCmcrCjnAG9JmaT7EgVqonlaqo5f8C2J1SF/j9UPokV7WR728ZkbN88YvEkb5FqizFa5pp1yvt5K2+5/doR9fXk+/uaWI1kiZOwIj97uw2m6h3O894a4IiTesr6K3uE89z41wife0lyp4ow/hctYXAlebZGl5xK4VW6Ccfvtt99e+TH/OS+B81ECsaDJipYIb7yskcaoyb3PD/Bk7x72j4wS8Zk81tHL7/3oCQ4OJhhMF/jsnU+QK5W4fkUb+4bHeOc37mDfWBLXKqm3m0Q3BvUApWSUx19KsrUjRWef0A4o492ECATIKfVD2TFJOLXkCXUlubdM1vLCdskWDYZGg+w9OM67b6gn6Jvekfl8lOv50CZ5iTfXeblz5GckjFHyjo3lyeC3g1iZAGIMkqg8zdbxrRS/sRISTSl/tm6TNccoenLkPSkCboT0gTpcCWCQ4mqEozq5lr3UGFVkvGPU7NrC+I+vp2BXktnPQgrie6cb+GrHyXuTuNiYro9k2lam0CM1KXJig1jUxWztIdA4htbaTcocUZpGW3ep0YLccHAZrV0xNEsjZxQIJE3aDtRQfyhCe389q3oXUH0wpHwrxaIcGw6ilzQsrQwWA6UAPsNl95qXSJlp9MnRi0cac4Ivjo4VTGEuP0Cd24CZjFLI6GhFCRsSThBBAQIFJmRpGERNg9tvvvqI/9sJaj4vNsdCHl7cn2F7twcciz//QAPv/5VG1Zvf/ret/HLPMO/c3Io5ld32NFovfMflVE8nhtAiynueP8wPXxjliZ39XLWihkX1J85p+l8vvMSqqgj/9s5bT2kylSbLXXJsF13XymBSyJjLTDtlYK/B9x4dVOmzPnhjIyKfSqkAj5ZaP5cui7JucZg3bqqlZ7jAl+48zHd+3ss7rq2fM7OzKHdPpMWqtOlC+DwffOGO3sULQWLzbXzNS+DmSxv4+C0L2J/WeKqzj+8/2wEek9cta+ZfP3ADMb+XT35X5+8efAnJoPnS4GE6xjO41oRmwYUSFsnoPuJNIV7eVwOeclThKYWrAN2Uo5yi8tc6OKDz9j/q4NZ3pPj1qxfT4DuqAZxyxvzPKRKQaNLqmIdEwYubK1GSbAJhnbCzmH5XUmBZ1C/NkNaF1DR19GzF9TsxaeqQDfaDtqo8m8lmzaWY8BKSYAbXUvQu/oOrSSUM8JXpQ45WNoNvDjS3wIh/HNfWyGp53OAQNdQyMubgTsyEAc0kGDDxtnSTbNonCjNcoTiZSJOkOxpjWpYftG3nBt9iFgyG0QsWtuaoiU1ISfS8jpYTsCYxtGX1mkScStElf4ThYeCqbvYv3EvCSKjAhhn04JhD3JJBsqqL4tv/L/pYLa1dG8jvXEzhcDNaSnyv8mQKKos4muHhfRev4qpFrzxVyDGdONEPDf76NxZxoG8PsWCIP35/u9I4PbpjmN7RPIfGLH70VA/vv3bBiWqY8XYFSByN4YRFbfxkU6qG36PRlTL4xqMHuWZV/RELwuSLCRj73Ws3sbg6hs/jwXEcdLnISYoa7pJmV+UAroA50XSVn4/uoaKKev3dt7UR8E3v05bJ2xzoy/HNn/XxukurueOxAZ7Z76JZJTr7cixqPD7Y5SRNeg3smnj3vII9ndfAvYLCn7/07CUQDXi4YV0dv7pxOTddtJBkwWJ79wDvvWw5b1i7EAnlF5bzu1/ax6HUMHtGBrEr4K1yOaXUsdBT1eSHwiptF8pBXB7ICY1D5dgZftolg7G2Z3iy5g4eH3uBq2vWUu2LzPDs1/ZhUTOkGOYf7duBFjAIaQbFjuV076nBFyxSG/Pg37CD/tqtypfsOGmpXOs6vp0byPVUHQ1McHUcvYi2rAPTB1lvgsj+SxjrqFe5d4+rZ7oNYotSfxohr4kTGyKjC4ebaGMlANZVxLcS+Vpd6xKKWXjaD+NrGSQV7VJjUQE3CQSYKOVR5pL0FNgdGyYXdliRqEW4a2TRIUVA2xFNYuXEyvmahtcwGVsxyONrfs6ofxzPdBx4U86b9qdo4jSLUjBJumkPxXXPEF59kOjKw8THFzIyYCLRO20hP19/35sICqXPBVKqIyZvv6aa993YqBLeS7Of3TfGD54eUH6uhwbHefumVoInADSz6aaYIbMFt0wpc4ITlzaGWd4Q4P6tPXQOpHjvVe3EQ8fLU8ZHXSh4JNp+ptoqOU5ZcmVoSmIN/WiAR7HksHZxWJEBT9c88TX+y28f5DsP96uMMs/uSfL8/hLIAtUI0l5vcP3FZQL16c6fbpsEbZRsB4lyPVdFuRIcfdTUZWWb9E+0/RVt41y0p1LXdNeci/pnUsc8gJuJlOaPOa8k4NF1tXINeE3esG4hS+titFWHWdlYrdq5sCbKSCHFL7q7yuYEecKmFHnZ+UwDnxvEH7YIhEvKP6pQVF6/ZU8SOW3Ky2BKNRM/DYK6j+ZrdpGv38ugW+RQop83t1w5zwk3vcCO27q+ZiGLgnUksmn2P9XK4O4FOHqJmCdE2Kph+LK7sWv7JCTzuHMxHWK5JvJPr6eU9xzld3N0vBELlncoB+yUdwR/10WM710IkvJI3sDTaVUrV9B0oj4P8aCJZevUVEPWN4h1xNKuYWoG4ZZRii2dFGoOU6zqJRcaIu8dV2a1k60HdFfD0VwGvGnC/gB1mQDCy3si4FZploA7y7Go72imbXgBPcsPkvSlZmdCrVQmnwIuxfzq6LiGQyEwhnf3pQw8sxhLKBN0jT//lc1sWXLm2qrJl52r7yebQAWcTQYQuYLNfzx4QN37vkSR61fXIMDqTIuYLrN5m67BAnXx40GZ1B/2e7h4YRU+3eV/Xh6jKqCxqjVGyDfNmD7NBonCTYDKZPAmVe3pS6s+S/S++OtN9T/b15tXJtM/ek87v/mGVg4PFXlyd57muMuyFpNFjX6llZtNsySyVRbU/kncdrM5f7bHSkYQSzj5JgFXqUMec3mNy/ZKKZQc8iVbta+y7XQ+hR9Uno9KzSJb8fFTbTidCmd5zjyAm6XA5g8/fyTgNXSEh2pda+0R8CatE7+Wy9ub+OmOvYwUimW7wtRmuxpFTxp//ShmwxCehgEiMQctWYWBgcdwVX7NShDD1NOP/HYFCOrUX/UyxfadFN08bsmlMzfA/nQPG2qWEfXMc8MdkdcJvng0gzXV7byldROjvWGePzCCa3hIp4URq4T/imex6ntwFYCrvC4nKjMt/H1LsPYsoYTQRkwAdk1HzJGepgH8IYcqb5j2vmuJjbTTHPNRKJbIy6HTgjhdAbdYUwotNk5VwKQUGCeJaN/K19U0g1jcplDdrXK62q6N/FMZIY6k8zpBhyc2i7ueALLt4X40v8Gy4SocXenfTn6ikEobFrGhapb3rWJswRBDwWHEPHvaxXAwNZP6x97L0N3XkrdLaAI66qv5x7e97ohG6LTrP4snVrQhp7qEaOe/9UgXOT3Mwjh88g3LqA7PDceZDCV594ROQbvRVhvmYF9SmXB/9GwvdVEfF7WeOIvDqfp0qv3P7B3jD76+k0LR5qpV1ceANwEglg27D2Up+8CVtXT//VA/23qDrGyy+YsPLuZXNlYjGs3ZlFjQc87Am7RLFuWGMb2WbaoWU4CWAL4TkS/PtJ9S7+QnThYTyow9AaRnWs/pHjcP4E5XcvPnndcSkJRbD3Z0si+RFA/jE7RVo4hFwSlRdCxyngTVdSVijTni7cMEQ5AcCB3roD61JtcgtKJWcQAAIABJREFUEIC6X3mKVP1u3LxPTfCi1Nhb6uXxw9spJaL0JlM8cnA/vzzURcfwCD7LS210HthNFadpGNx8cSPrF8XZum+Y0aJOIVfC2H0J0VoLq7GrrKEyNTT5E/oQP/hKJhxuo5gXGhHJyOVB01yavXXc4LuWP1r06/ye8Wlua30Dt22+iA9fuYZbVi/i8Y5uhgvWFJCvI5NPuDHBIAOKny2jjZN1skfAm6zpfR6NmrY0o4yV/dvkpk8ylU6s+6d2ccpvSVyuYTgGI748NWaUmkwQZ9qo1mNPFZgngRxVw9Wk2sfYWd+BOZtABqmukrHCcPBqJnWPv5PB/7mavFtQpmjN8PKxK9Zx7XmqfVNdmDyDHiui434JhYhovFY1mvztr61VwVHHHXSaGyRXqYA3AQYSFX+iXKVhn0lrVYgfPtnPaCbLIy8PobkGm1aULQineflpT0vnbd7/xWd5otOh4/AwjfEAC+r8yvogJyQzLju7cixs9LOk2a+iT2X70pYAVj7JwFiRD93UxMq2uU0/Nm1jz+FGYTc4U/Am91kAXBm0lTV/SrMpCu0JE/bZ7pLmltkQz/Z15uufl8CsJCAPhQzNyWrv2VRg2Q5v++r3eORwL5QmkXmeohJNpV9yEfNW5NBGuvcHj/pUTXuuhu4aNF9xAM/6reQCPcqnSJRAshqMZlsZ7q4uB1GYHhxdpypT4oNmjEUNrVx2xWbWrW6ZtubX+sbdPUlu+9fneeZgDjfho/mG5yn89hdwvS6hZISQFiaiRRT/XoJRnOcuo3tHPT7dYWVVIx9cfQXXt66gMViF3zu94/aPX97Pe77+E2wFvspZFiQEs7nWJR09SF78Jyum9AnFXvm+iEO6h4alSXq0w0eyQRy5Z5qMC41gQKdQgJIsyyuqO4TjQZLNO4QDJqYh2SZKjOazGE6ADxzYSLRDo2BaaK7AOw17IvL0SP0TX2QCCUrmiYVFnr/mWe5bch+6XEqS2U8tSt03gXbkw2PjwSBgRdEMl/BTv8LAndeSUxHXJfD6uayhmrs/8i7igWlSU02tf/63koBM7J+/71l2DYxy2+bVBDweltXHqAsfXbDt78+w5bOPk8jZFCRFlmHyuXcv4bPvXD5nUuxL5Pjkv2/njqeGwZZgK4OgV+f6tTX82btXsKg2jJgSA36N2tj02rW9h3O0N/qOMUPPWQPPckVlaDO9Ru5Ul5ZHvVRyTugzKOfLfa6Yoid/P1Xdc7l/7ozvc9mqk9RVeYfOYtF1ktrmd52vElB+CzO1i0zTCQF+Xkl8f4yCe5oDp2xyrbLDhOt6yIxPZ1qpEG6JY648wDa6blPcthFn981UffALDAcO4Fo6gXwNxnADbiEtHsXITF7SdS7VDKrtDMNDndx1Zw9DQ1u48bpLprRk/ufKlig//P1NfPmB/fz3z0YYb9zLpb6LuLXwLq4KX0Wj1kidXqfSanU5h+hYOcJW/yAbmhaypW05xgzGz5blbWxoa+CZ/gRmSTJwmCyojhCoSfFSrhyBqZbYlRfPkdsivi4upZyBHpB8q5OLpszwda0laD9IeDjOeGcNhYKMGY1QCAJVRQpGmmB1SaVZGjX7cCVS1gjxSNMIN6VuIDAcxApYIAnNUx5sw1KjWZoiE4fUJuBvbyFMcXcDbcEg/uanscwkjjlhyq2YVE0bQ2W5sBUelUjW+Mhy3KeuxDvWimYZDOyNk5PMBULV4vESMjT+5k03zIO3ybd2Bt/l3mxa1MDf/ux57tzRrbgnL26Kc9fH3kz9BIhrqvKzZkGU+7dnwC5TFP39nR28Y1MzK1vPzCcvnbf47lMHePzlMR56cRRNNEUKcEDAC9etraM57idXtBVwCwVOHGSwvK0ceSppCC3HUVGxMxDBeXHIVLPpbBol8pqaQnHq+RXwphQNM3jXTD1/Ln5fkBo4hayV6vIoAp4LYczX8eqRQL5k8avf+hE/7zxc5n+bTdc0EJ+sUNdl9HR5QZ+gIMGltTZGPqdRdHNKoxL1VUExzuhwLVbRQ+vrH6B4zVcolFziY8sY7A6BdpSyoqhrbLZ9XG+Lb5eN36cxkorSuPQjfOKDES6gIL/ZSPSMj+0aytPlHmR9fSMx4mdc3+QKdvSNKEqaxTVRmuMRqoMB9md6+MQD3+dAYqxszhSV8HFFpzriwW7qJCM5V1VkqqiONYJBDf2iPaT9o3gsAyMXocppwFeIkjcTZOI95J0CluRcFe2f+MzJJQxXadvaE+3UjtcwGB6kMdfI9Q9fiz6m4Xgd0cfh6JJZQueAXcu9PX6GMw61YYtcOEGsziLwxvtIrvrFhE8g+AcWEnv+FjKt2zFiGaoObiDz0jL69kawPAIgXDRDPsUDWwJBdD5/82b+3y2XH9fr+Q0zk8CdL+7jo995mJRrKAD14UsX8aVfvf6I1uaz397F5+/phWJKyTzqh/s/t/mEptT9w+PKZCfj9GTlT7+9k3+6fw9WQadGgrLDMjZ16gJh3n3ZUj5205JjeOBOVldFs9Q3niZXslhcO7fP3smufSHsK78WXrncqBecBk5uqiBrGVjzZV4CJ5KA+J/IarfCzXWi46bdLkPLY6PX9hHoayen+LvKBEuidYnpS0nnxQnWYWAwppxW5Q0tZKt58YrXhAxCxw2nqQnFGMmUJ0i5lgeXDo/GOsdFPF4cO8+LnZt4+Zch3nUrtM0sW860zX41b2yv89PO7NKnzVQeq5tqkL9KKZAnG9nHN9/6fn73x3fx3Gg3brEC4itHyYvIJZl2qM3VUAjniBlR5fsiDtJhzUO/I8nlNRXJaQUSDJCAUNlnBtH0yjib4IY7Uqsl2jsPXbFDdMYPKvPpQaOL/K0Zqu55KwM9NcRDDmOWTs7W6c3plJQztkMi60Ebb2D4sEGk8zfwXn4x4QWDhMI2Yz+5moO7m6ivu5FQXZZ942PlgItASoGLI9cX8OYx+PRVl86DtyNCOb0vb7t4KW1VEf7s3id57NAIX316L8l8iT95/WUq6OrDr1vAHU/2sHfApwJpJBgqOolWRKY4ISQPmOLPKePGpXjCfG3lNv7rTzv533d3Ydkmmu2SMxIU3RHwBLh8UYjPvG25GlMz7dFQOkfI6yEW8FMTmrd7TZVbWfE2vVwEo8ieM9EETr3e1N8XJICTTlTUl1M7NP97XgIygd67Yy/37uw4SQDDSeQkc6srGC6oIrTKM60cbzCeG6dk5xgbreQzFGAnoUcGoaoigTVPMy4GNdvDuDlAbYsX74EYRddC8xTUuPU7PoK6RchboGesmWc7ryJr6QyOurQ1Tv8yOElr53fNsQSEOncFq2mJtnJl0zKeGxoou68pwme5mHgpKwWs4oEb64lQ395OuMqma3wYx9UUH5hH91AU7avySdMVXptpUw3R2ql0CGKp19lf3Y1kEOke9mEkJResTAwOBhZ1IR+WytDggLccsJPKGvDTK5SzesJ0ydg5tEAKN2RzODuKbQh6nLIINsqat09sWsvtt1wz06bOHzeNBOT9cWBknI3tDXz5vTfyln+9l45Ejju2H+bx/b38xwdexw0r2vjDt67gN/99twJw6XyJnuEcK5vDyve3YNmkcgX8HkNuNkvrytqvom3jNY76OO7rz/BMxxi/3DPGNx4S8CYaXYeqqIHmLeI6hlLyxgNe9V6bjbVPwJtcyyttmChKdzJBzVHZNv95rATkySpZNl7zqNyOPWJufr0qolBtWZnY9nkd5j43t2u+llNJQF4uv3/Pz/inJ59jPJ+fEl14irPFjGQW0DwWhsclbAYojkUpSGSjgDRcSo6OaWaIBQNks+IfUvF+0tAciF+0nULtXlzbBH8RzZehRq9By1TBzhvRB1ezxsgTzEbIFSI8s38Te/uElwziIXjdpnkAd4q7dNZ3m5hEKZup7h59lN2lvUSCOnV2IzEzRMTjR/eVMLyOopuxHQ9RM0DWN0LSyeN1vXjaesjG+1TGhrlosPjzNaSWkztYi9CVGGUdr1rdy4QcDfjIFmUsToAyGa9mCdsQYhVLceMpbUA4RZHikcNU26QCr4+wx+Az123k9puvOatag7mQx9Q6RDt1NjUdU693qt8SIXxoNEm2VKK9OqLojp450KvMkGnbZWtXP21VYS5dHGNpTZCt+0ZJ2AG6+sZ440YhHvYoLreQz3cMp5jcXUPTjxDSyj3/1b97ni/eN8gz+1IUSxJRbWPqBrXNOcYZxVV+kC4dg+NcuagJ4cmcafEYkvVDIqXLRYJx/uvZ3VQH/cTmA1tOKEaRl8hOHsezOS4vWA3cZMmlC0VGMlkWi8F/vrymJdAxPMYd23YxLnOZivyboTg0B9OOUjy0HrwlTLcKp9RCbdUI48mMiuCSmkJ+h5i3isSwOBpPTJayQ3PI5zwkn7+G4LJf4ARtPMOrcHZsxi01YCaCDG1fR7EEj/sv5hFXU2eLqcMQh3NH51/vcBUlyac+pBE8Ps/1DDsyf9jpSqDkWDg4+PRy8Mo4CbZe+mWKl27F6m8i/bWPguOhqspFb+lG14votkmdXoPh6AzlMpLnSmVs8IQL2BIO6p7YQXzG7RReOF+Okn8cFbogw64yo8owd118nhNdRw4+Ok4lqvWYYhhoms5bVrQrk+nlC5qO2X0h/Djau/OntWIhuqStHomGl7/brlrDJW113PbtB9k3kmLXwDjv+c+f0l4d5u/fdQ33/tlGPv+DA9z1zBD3vTjMr13XMu3EL3fvic5e7nyql+uXLSCVs3ihI4HXgeoIjKdlQJjUVWtk9DFUUJaIxXGRrGhPdvZxzbKWGQX4dAyOqZGzvL48r8o4++oTO6gK+fGfZc3S+XMnT78lJaGvknXUJO3l6dc2/ZmvCgAX8/uQv/ny2pWAaGD3Jfr5x60P40bGCY4HyYoJSlEniFwqmrLpZSTZkvy6h5rCOg5vb2XEhhEd2paZ1MYPk8q4RHxhfE4LQ/3VFEuiGj+WX07zOoy8eAkx57NE6sZJvryB0Z5wmZdM3rxitvK4pEtH0ZmYwdSU6jqkCwbf/h+H33nPPICb/i6d3a0e3aCkchGVr7O9tJvDAzYBz1Jc4VpTlCIO6ayDp6dVZQMpNOyn1z1cDkQQJFEyyAfHyHuHjqcWOZ3m667K9hB79B1033sFWaugFguVqgQoiPZtJC1atRlAGTmkguEMIRGBP7rucv7odZswTpFvs3LN8+1TdWc2dsFz2AHRwihNDLBxYSMfuGIlt9+3FUoSwKKzfyTDR775EJ+6+RK+8OvL2Lg0wkBulN7xGM2x46NRBUT922Mv8f0X+/jqg92EPD4CQZt4uIgTHCccNpXpveTLky0WJmH3MsPsvzy2Hb9H5/dv3KCk8MzBfr7+1E5WNFazoi7O4rqY4q87PJriy49t45M3HI2OH83kueflA+q81U3V1EeO0qKcQ5FeMJcSzVslF+3ZavScATh5d5ynz9DZkt18vXMkgYJtKZX/mfg17hzt4W13f4mkVsITdqiN1yjzZ7GgUXJsUml5zcsglRlsmonO1dALUazwKFqgDvJedWz3gVZqa+JEHZfiuJdENjBx9rHgrSwKF8dwGX3xYqF2FZc5NP/xxwn1yHFFM6gJO3zkHboEAM6XcyyB4WJC5ReNGkcJS8cOxnDveS/pUqHM46fGj/glaZi5COGGZHksye2sDClXEjEUsTwTUaln2A/NXyTcsYnEvdeTFUI5iVqtFE1XDub5gji7TzKfVvZP83lEAWd4FAXJF990A79xxbppjpzfNFcSUKwJymdR4+aVC/iLHz+NKz5stqUmzZGcyz89+CIvdo/y/suX0xCOEziBhkuoPIbTeQyvhRsbUJYGN2iRwVVpS5UfhwxGWWBWxqR0xONlY0sVn3vjlcSESwR4eG83X31iO73JDD2JDGLiDfq97OkbVSbfj1+3nsvbj0ZVBb0eWuMhJAOOmFDny8klIPOZPJXiky2pzc5GmTMANw/ezsbteXXX+dxgF3mryLraVnziQH0G5en+A4xL4mVX/NQc+pxBQpEUbkQnaHipd2KMjUEioavo0WPfbvJ2tYnkFrP32XVo8n6bAFkSRzQ0MtlnZNIEOm17HTTFiTkBGKc9ZurG8rGrFkNHF/zTt11uuVpjxUKIR6YeO//7bEig4JbQJIvBJJ/jA8NjjOULSLoh5QWuwL9cXcfncwk3JhkxbBVpWmmTkO7WhiL0HTN7VvbO8lO0b7YPZ88qEmlH+VQerVbDo0sqIIPR1Ay1b3J5GWqaoYJp/vrmq+bB2yxvyekcXvGB2j+coC4a4msffB2/+d8PU5SUIQLibJv+ZJ7vPreP1Y3VvHfjCgXSqoJlDrbJ15SAgisWNvJo1zAyZtV77Jg1qbrBx2ljNdNky/JWblzRpqoTYPFS9yCfe8MmxXuYF4d7Q1cRr4dGUwpwtMSP1QCmCkUubavn6qUtSDaJbLHEeL7IL/f3sb6tjiW1MZWBIuqfjj9zci8u7O8KF8/A51IAnHDwHVk0nYVun9mseRYaNF/la0cCY7k0P9r/PIVll3FxXRuWY9MQjM1aAIPZJF956VHlM+JKYj8prkaGvPqadXKYsRxmtECdZwGDgxKVdSwthOsa5OpeoGHJAga7mpUv00RFx5lKy9tP9f/k5e+pjxWPuJ0H4PGtjlK7/81/2tz+2zoSeCbccDdcrtHacKp65vefrgRafJWo4nINz/V288OdL6m0puIUfsTsqHbbpPMOvkP1BNszpPRUmQNO0muJ/1xsGFu4A6dShMy2cbqLYQXwjrZhaw76FCuHmOYkHVB5gpgInT7FNUQRoBk6n752I79zzWWnOPrC2C0A+3QztpzLHnp1Q0WUvnvDCjoGE/yvB14om62U+UoU/g6tsYgaahI4cKKytqUWLzYFWW24x77Hpj1H13FdTWnVKvszhSJ941lqQn58sgjIFXm6s4/BVJbLFzZS8XurHC+fA6kcJdtVwYIRfzmidTxXYDxfYHf/KN97bi8P7D7MFe11bFnWxvXLW5U5dvfAKALqpgLCyXVfSN9VwMwMG1wB7+IPJ2kC57q8KqJQ51oo8/WdGwnUBiKsrG5iQaSagOnFa0jI+uzXFF9+6WF+fOhljoC3SvMnVqaaKzkKPQzbo4RiJSJalHSqEllaWbFqFM0xiokqiv3tKrVQpZpz9ZkrVh5wjWULoFDS+OK3Ne5+ROPHjzm8sAuqYqKV03iVL3LPlcjVdSRwQTRnk0vX2BhfeupJxeF2rG+ZTKzlMZMruPjqxigJVYir4zdMqpaNMlizY254Kg0Hf6EK74ubCGp+fIUanHwEjxVUfxQCmFaYoOkBw1J8cJP7MPW7BCtYrsVb1y/g799y4wXr8za1X/K7MlFOt+982SaO/3//4Atc2lbHpsXN3L/9AIM5CWAqO7vLqHqhe5hCyUI45NKFEsKwYE4Cc2JCXVAVFpZJdvaNkLNEO3ySxaKm4fd5+c1NK/nUr2w4kp/1B8/v5X89vIP+sQTZksVvfONnbD00iOnRFchc2VhNyXaOMf35TIPhdE5x2wmAE6tbxO9jOJPnW0/t4itP7qQ3a/F09wg/fHan0tQ1xUJ0jaUQELeqsRqJzhUTcGiGjOWncs3KFm0FKifL6Gzfb+XbNhuTo1iFlCzL0cOO48zZeJ0HcGf7bs/Xf0IJ+D0m9cEoEa9frU4EvE2dSE948qQdj/d18PjwQcV9dMzLTB4yTacq6KPgyVB0HLLkCESKVLnVZDPiYCxZrsoTsmG4mKOryQ02vSIArmzWlZexo/zgdne6WHZ5JT6a0tjWoXHXQ7DrgMvbbtQ4S24VkyT72vgqk8rUcdcWi9OXSrJ1eOhINLOheaiOavgDDk7RRzTiYscHlHbMcDxUt+YYaHkW4ZGbC7uJZjrEdl5FsjOOHk1gpOoY7PdRKLgU8pJjVSeVhVLeJGT4Cfk1LKwJ8HgsIJXnANPPpgUNfPl911H1KvJhuhDAmzxJHnFudV2E303Stcnvn+ySAJij/ovjjs7eviFl7vz7B5/n5d5hrl3aeuRBFG2jRDVuWNDAHS/sZShfpg05csDUL6aPDc3VfP1DNxHyHc13eue2/Tx2oJ9tvSPc9dI+Xn/RAv7iTVeyZWmr8pHLFC3uemk/qUKJwXSunE7Nhb5EmkW1MWVCtRyXn+zoVObTa5a0EPTobD00gF/Z+V3etG6JIsgWM78QGFu2zZd+/iJ/+cAL7OsfoTUepm6aQIiplDAVrDSeLbG1M6EiYEO+8kI/X7SVj9n5HBUr47McyDIBtMW0WunU1Ps1y9/nDMDJyuFMnNRn2a/5wy8wCcgEOnUSnWkXulOjdAz3U7ItCk7ZMVi0JBGfn1jQxPHlSFo5FUovE2uBArGwB9NrUdWco6qhiBHI4bMjeHo3kBqJo+xVM23AnB+nkS0YZfDmTnjIy1JUvfx1xf4vQOLhZ1x2d0IkpBEJldOtznlTXgMVnmjcrayt56GOPYy6Dh7Hpm2Bg7dpGKJjVMd1AnVJxt0ErqZTGwxTWrSXnJmWKIYzl5rhECxUEXl5M3bRoC4WoX9PLbmCLErKWUHKSkNXaQkzGXAFVPoC+H0uJddSsFQ1RCYQj4c3rG3ky7++mQXVx/o2nXlj52uYqQQE/ORKNrliiSV1ce7dupdxRbw7YQq1S2QtB0nvVhX08uKhIdprYjTGgmzrHj5i8hQA8KOt++nOTwB1eT/osho91oKheTw0hHy8e8PyI9QfYib9hweepzuZIWJoKv9vWzzIb2+5WHG71YaDyh9O+OIaoiEFNhoiQWVqXVZfRdBrKogm+VHFLFoXDlAd8rO8oUoF1bRVhxTgE6B55eImIj4vB4YTfPz7jyLAcTBb4tlDI9zx3G5e6hmiazSpaJTiQb9yCZgMbibjnEzBJpEpEQ2YhHxCf6Mpour+RIFDw1lFmitAbvI5M70v5+K4Sr8EB00Fqad7/XMG4CT8eR7Ane5tmj/vZBJYU9vKglgtjxzeTdop4td04mETfAWKhoA3iQg8WoO865IkyQVGSWlJxvVxjEAGX6KN1PYryOX9E9GqR885998m7L/HXVinpQ5+8guXOx81uPcxjbt/7nDfEy4PPuXy5R9o3PuoS301LGyeooU5rq75DSeTQDwQ4Or2hTx/+BA96QK+mjFGg13kyJEyh9XYkbEkM0bUE6BU103BzEz4w52s5pntE9+26qhJoeEApVCS7PZV5NJi+p80mCtVaWKmcUmnNTxOgHjIpODmlXEYw8tFjSHu+/RNVIfm6ZYqInulPsUi0Dk8jgClyxY2cM+2fRSEL1BMqVJcl550kf2DY1y+qImaUEBFff71fU8rzZuAJbEaiBavMWRyeVuN8kGL+z2sb65mOJ1FtGMIx5/Xz/s3LOL1Fy080t37d3Xxpce2o7sO//q+61Xczh07e6ny6ly2sBx1Kv5aorGTyNN8yeZbz+xWAM52HT7346f46pPbueelA0pDKHQiDdEg4uf15P5evvVcBx39ozy2r4f1LbVq3v/Itx9k10i2nBnHKqnPnOOyYzDJQwd6ueMXXTzw9DiZkkVrdVABOY9x7Psr6DVoqQ4Q9pdTi1U6JICtUHI4PJJlR3eSWMhU54uFogKaKse+0p+T2zP5++m265wBuHMJ3iaHbZ+uYObPu3AksHX0AH/z3N3sHOpXL7+mqiBJbZyUk6coL8Vp5ruyll9TplLNU6LOjFM4tISBbRvLjsXqgPNRBi4jCUhLdggxvbguyaxOZ5/Gy/s1Onth10GNH/7MJZOHTes0xEXqVEWAyPm6cj1V28/m/rpQmCtb2nh8YAcpcwhXL2IrK7ek09JVsItuewnGimTrD2JppTkxn4oG2fFYhIMwZvai719D8oWLKMrFj0TDTtNzzaVQ0gkYHvxBm5xopA0vf3DzSq5aNh8FM43EXpFN9dGQCipYXBtjeX2c+7Z3UhQoNQnEFW2HL7z1at68bjHic3bLmoWKe60y8YuG7IblrWxZ3sa6llo+sWU9H7t2Hdctb1PRyS/3jnBpU5zNi5tUSq9KR0UjFvBoPHmgj3dtWEYyV+KpnjEiHpdb1yxSvpGToVN3Is0/PLQV0bitba5FzKvXLG3lkpZaxrIFDo+l2LiwgbDPSzzgV33ZtLiRgVSWu7d18l/P7OZwpghFCSqbMCNKY+T9pfz/LJyil84ejfu2DfGtRw7w4MuDykWkJuJTGrdK26f7FK1bTcRLU7wctds5lCXs8ygtnRxfkdd0575S2+aqTZpbQTuvVE/OwnWlS/KnzxNqnQXpnl9V7kx088FHvsRQMkchV04UHotrjFjjZZPpiZqrge7N47WqcMZqaC9dTLa3hV0Pbp7QcEx60Zyojldsu7xeT9E+zVDg4oO3uPzjp7RT0pHMA7iT38ztyQN88Okv0J0dwe/xYJd0vH6LYt6gqs4msXArBV8KxBw2V0V3CJdq0bdtZPwH72S0zwceoY44dZGAhdqYgeVLsaDRw0//8Caa4meXeFW0M8LpKMEc53LBfmppnP9H/OcT2/nUnU+Ql+e2kFO+u6ahcf/vvI1Ni2afHePgSJIDQwk2tDcoDZpoyCaXnkSK6/7xDv7ijZt507pFXPsPd5C1XX5r80o+es16pXmbfLwEVEgRsKR8+SbtzEn6LtnnMchbDr/o6OaSBfUq4OEL9z/LQx29ZLJ5CoZZpk0RDdzkYrj4CjEKo1GKAurEX1P3KHC3qinAX75nDa+/pFHxFlZIkSefPvn73c/28mKXcDrq/M7rl6rgtTl8Iidf6rz4PoO1+Zm1U4DUXKHNmbZErneurznTts0fN7cSGM2n6MmOgFe0DiZRT5SB0pDSTJ3wSjr4PBrhwzeQfeYmEp0tjNpeXOVbdCqetxPWeg53nAK8SUvEd87W+dZPRCvn8Me3Ca+cONMyLR3JvPbt5LdvTXQxf7nmw/xR6nOY/jxjCQcnOk5krJlk0z4K/iSxu+1qAAAgAElEQVQciSI+eV0z3auZFnrnIvr//X3kctqMwZu6/a7L0DiEfGE+9q7l+D1nn5tL/JwlanIevM30Dh897jeuWsOi2ih/dd+zPH1I3kFlAnKJXjydItq5Ss7T2ASdnLw1KmCmeyxNTyKtgqVEI/eRzatJFookskXF7yam08lFeN+mFpnbxTUqYHrUp9QvBMQ3XdSuDhXfuG986Gb6kll29A5zz7YDPNLRzb7RDNiiqZ7mPSbbhBpF+TLr7Boo8u5/eobPv3cVn3rzyqlNUL9FRhKFuqc3xed/tIvrVtfx+ita8HkNiiWJMZc2ViL8p63igt147F06C90410BKDYlXADSeBdHNVzkDCayrWcjaqgW8kD6MVcpStItITsuTFcMsEui7nL7v/Ba5ImjqKZjmZXKySi6IfWKi0Hj8RZ23/Z5NfbVE3br8++c0rr+s8iq/IDpyXjTy1qbL+WZNiCczu9CDOrrjoRjcr6KGQ/mYMp9KgMycFUenWNNNpD5P7tDxpK4nv07ZJt5e72fj4hqyBZuq8Nl53VeieIWM+0wJuU/ep2P3Vp7YC30kZwpCiFvghhULWNNcy0e/8zDPHBqiKRKmKXo0M8ixvS/nwJ0MlitAZrLSZPJ3Ob/yezCdZ1VzA40TUaDvuWw5/7O9k4GkaP80hOriVBYsmduNiZWftEPA3Egmh5ACt/z/7J0HnF1Hfe+/p92+d7t2Je1q1attyXKv2OACGBzTTTGGhEAgDUIK8HiUNCAveSEkhAckEEhCSUIIhBJjY2OMi4xtybJkq1ld2t5vv6e8z3/uXunu6m7v0pnPZ/eeO2fmPzO/c+7Mf/7zL5UxDnf1K4mdhARbGl/BLRtXcLo/yZ/8aAdfe3L/0PFp8SmOHN3QEaudwTND3L+7k1suaWRlfURZdB5uT/DM4T5CAYODrYPUVoT4+s8Oq+PWD7xqPY1VhUgRSdvhvl1t3La1UenOlWlF8ZGLdQM7O7/ocijNUZ56QeeoLb+Z+UdAFowloSq01CnhVcjIzm6sJM72ddAOXktawkoGFoPEbawBjXdPYiA65DyDk50S3kvjBw+7PgM3Hmxl7hsYXKPdyK7AbjzDxVMSJ4cgJrrmEbIjZOWlKk3CXYhRqghSxlirSqsMuw6lCYdE3058vY3zbg+rWDCu2NgUU2G2GqtnXwI3svnZ/C5QLnbGrYiPSLsiQxIuMQj4yj23crRnAFPTlP6Y+F+rCge4es0y5UstOOQQtpR5E1rFcE2lQpNh11JoiFO5deMKrl2zlNTQ0agYSrzlio3kbFcdnzqOq17bYh8n8in9EYMHkYaJvtyf/ngHr754Fa/Ztu5M9WWVUT5913U89uIpDookTo5Tx3uYdoYH93Rx/f/6Kbde2syNG6u5fesSklmbrz18nOeO9LJ6aZx7bmzhvbevVUetxQbF3UjnQJaPfGM3H3/jFmpj5xrxzCXzJvyJpNLnUuzrVD7nzIhhKp2bSh0BZqbAmUr7fp25RcDQDC6vX4PueDzTc6SwRo6xUBqWS6RnA6lfvox0Ijq2QvjcDmWWWyu4IRFuwrY93vxyTUV4mOVGzzvyUT3Mvxr/RE+gm7SZIGOlSFkJkoEBFaItmItgF6N8aBAkRNyLKwe6EidXcR1jvJ/DABM9Tcsl2LecxP4VyGHQmAYMwyrLF1lQPTaviLF1VcWsRSsYzQ3LOd2Z4YzzhYFTa1YJNiHLpDEe5YW2Hj5931N8/0Ab9+07xbef3s+L7b0sr6qgL5XldH+CP/3xk3QMphXTIq+VRHhI5fPKalXcleQkRJboTYxIoksmDqBFahe0ZANSkKaJ7pjac4zhZLLAg5RXjZKIC2K9ms7ZPPriaW7bvIIl4uOoJMn4dHTu239KGTIYhoblREknTYnoWlKy4MdTZXguDsKMZQib8M6bV3HthjredG0T9968knffspIbN9efYWJLiLBtZRX/8fgp+gchRKU6Uo1F5uftmWn+5Lxj4EofnH99/iMgP8OqQJSXLruYo4Pt7E23QX4UqZruEQ8EcB/6ddr3rkIcpV54SadvwOVtr9KpmXzUsgsPrhEjbtAa2e/tZ6++B+Q1E7Gv/KER0Cxq3DoSboqCl2WN6mAlZtShSq+ixqjGcz3lh3AE2fJfPQ1Hz+Nt2kl9/yZ69jWAObZ6wHBCHn1ZkxV1Jndc3lAUvgwvski/CeKiHjaYtAkFZsDv3gLDQZgkkbyJVeihtg56EkkSNuxpH+Brj+7mK4/u5ZtP7WfHyR5++MIJ/uPpA7zY0afC8El4tZW1hR+3xCsVhmk0oYYwfRJWS3y2SSpXLpO3Sebyytm6MHriLqQo/pTycnT6oxeOkbcdZSUrdCQU2LWrlrJilEnmyaNt/ORgq5K+eTiEtRBOJlBwf6J6IoYMGgFDfgMB2cko44YbN1Txn39w7ZBjXJS0Lx6xFFaqWpl/Embt5i1LWV0fo71H55l9UFMpoeeUpxWlB1im2pxkTVci5zNwU3hMtoiXx9ihTIGkX2UGEFgdb+C/XnyctASiFz9II5PogYtU48iVDJxoRDPLlBlZ53z7rukELY/fulsf1zJ1tocujyhvu8gOfDGlkBbie+53cSSQfXEP4IFt5jE1k+p8HQEjQFSLkAr10hVuJ2kMkDIHidpx0o4cs07g3RN3IaaLFxskVJkm/+TV5LIm6KNsUEaCKNZ8nsurr1jC1RuqlXRiLo+LRnZnpr/LW2Oa2nk5F8tzEuMCsR59zaXruOfKjayuiXLpshpevmUlK2vi9GZydA0m0QyTjGbxwonTRIMBFY7L0nUqI0HlULdouSnStp5UIYyVvH2CX8AwCAcKVsPCjInkTHQaxY9cTzKjGKO9bd08d6pLRU7oy+TUm2vpmgqhJce2QvPBAye5vLmBeLhwVC+MnjCOI5Mwe3/8oyf4xE92EnRt4uJnzvXQbAMvE8bTCjI4WV/fdtNKfvuV62mqNrFtm7aeJC925TjSNsAVa2vGdS9S2nYoIM7OdVq7hC/UqIlDZy/c/wTKzVJ9dWnpObyWBy2nhlNsctbdiBSVJqfYvwVZzXE8bFtsWzxCQyE9FmRHL8BOfePgz/ntJ7+qlHXLMXFaIEe862J6vvPbJHsqQBbhCynpBldscnngSxIfdn4HLpO5/I4Ci8xCLEeOV+Rv4RnrKbwRammyMNZ4tYo/czWHlJ4kT76wWnqwMrWeU6mOgsXzWPBLWDfXYvmxl5DtipNOuzjPXEXXgaUkE5qEXoXiUe1odGRx0E3+9C1r+F9vXDtaKT9/kSLQm8qw62QnJ3oTSFD5Tomrpunc98JxXrJmqYrQcc3KRg519inJWiJXsDIV5u53XrqN3Se7+PdnDnLR8jouXlqj9PBO9yVpqIxQFwvR1p8ik4WjXSmSmRybl1bxks1LlYsOserM2gXrT1eFAtOUo9/xoJQwYl94ZDddyRw3rVlKQ2WU//fITv7xgaPY/bVKXzRs6Vy7sZav/9YVNFQWdNZ6kzl+96s7+caOPrX5uffaWv7xvVcMa66tL8OSofLCpJVLfYNw/+PQ1g333llg4p7cA6+4Dnbu87hhe8FSX+qKFHQUMuVITylvuhK4c1nkKXVj9ErC1QsQ0tHZkFqNdR4/eq+md0ckBp3dGSUybl4Wnx4xv/aMIvDa1dfwxX0PsCd1Ci977nGTlw+QbtzN8msfZ/93bkMLiUPcoe1oWcmGVgiNJGWUDlNR5DKj3Z4bYiKR0eAtr9DmnXmTAcsku9iYN+n3LvcZjnG0rBcEWTZ6re7C85R3Rl4X+VS2DIUQOmrSLr++FApqcrSjUX34KjofuoRkWrTf8niRF6m/rI94xxKy3dV0dw4dHerSwFAjBQqF/2oFMtixv1d5qg9a4x81ClMtW1NT3hU/LWgEJJ7tzeubz+nj/37FlYjfNrFuFX24cNDk8RfblFTt5vVNSrKXdz3lZkOkeXI8anueCtMlMVbFLcixngS7Txzn648cYX1DPXdcsoyr1zVQEzlrBBA5c3Q98XdFdOzef/Olw/r8l6+9kahXycO7BpST7Lyrc/e1TWeYNylcHQ3wyTdexJ7jj7G71eVbj56gpS7C229aydKqEF2DOWpjATWnnO7NMJix2bD03JBxVRXwulvhWGshKMSapoJRm/C+zx8uSOOuH+rebDNvMi7hjyRNlZGbdQlcoXOqj7POzRZamZv/MjeKJK69M0FtdZhQaNZ54bkZ2HnQyj/sf4A/evZbeGJhVWZd08RxZK6a8NHrGPzFXVDRSaimg9ZnLsFTR+NDlTwDw4VAdT9WNImbqCYxIGG2FiMTJ+a3Gm++1eFLHzcIn52Hz4MnPrdD2M8L3JK/iUFrEBGuTSiJMAyd5elVdKR6cTh3c3GGjuapo8GKX95G56PrISAe7AtJ3t1AQCPsxIkOriSfCHP6tEEyJffLvJe6SUVI48m/vIGNzcOduRZpln6KI16JXhKzAoiqiIRUKk3yyxiL9ywt618vTATEV98f/2gHTx1t461XbOQtVw73r7avvZfbPvddogGDL73lVmWtWrRwnc0R9SRy2DZkbZvmuvLv6qHWQe79/NPsOCERRiwua7D547u3kLU9WmpDbF1ZTSbvksjY1FWMb3ktPogf2AFf/R7cfTusXA6bV0FojPlR7YsWyI9gTnTghMmcCW5WuNQixzqbL9JEaBfHYzsyoeqY5sR3IROh75eZOgJLo9V87/AOBmV1LecI09Nxgkm8hoPUbTxE9OofkeipZvDZLUP6CBKXUCde4dJw5RMEbvkK1paHCLdvY7Czcp4D3U8FFxHp6NxwictX/0QnHl0gs89UhrIA6tRRryRwu/VdZXmm0bro6YVTiGg+TtrIFs5oZIdw5nEULzQ8M4/dF8M+tALMkmN+MWxwNLJklF5cv95BXK8k0WMp/aHhbRcUtXOZMK0dGS7fHBk3Fqp42Ve+3CQ2ehmLfunheExcUYo32jHW8D7630ZDYDCRVVLemV5bZA29elWj8tH29IkOFelBjjZd0UXT4Id7jyqr1s+85nquWtWo3oPR+jiT+eGAoaI5qDjWoxCuqQhy46ZaVtUYbFxiYDsau4/2Kb9vS6vDNFaHVN8jweEbj1HIKZdSa5vh2m0SOxoSaY+2To2ldefyLK5bWE7EDdV4v4HR2pvp/EUmNiocQSwUJk6OhGurQ2qnOtMPxqc3dQSWhqt514aX8cnnv1v4FRbO2UsIenh5CfsCrdE9aE6aQGSA+PojuIaNllxC5fI2rEvvI1n/LLaRI5ypQVOKRyVkFsWliH507r7N43N/pCvl3UXR7QXeyXfp7+H79vfoNXsYS5g2bBhisIpDXI+R0TJ4eRPSFl5sQLlzcHS7wMxpHoZnEc8vQYW8HUZEnbfgeTqao5O381RYedxchTg1BGNIsudqWHaQYNDEbOjkJ8v/nRvCm3k/vzmSWtnvY82xRTazbMWhY6Gpq2WPRvXCy5dnNxtMsDw/OSZ902Ub1J8gO5DOKSOX51u7uXxFA++8evOkAe/qzxeO/kdxGO24Xlk3H6UNPfhsDyIUecWVtaXZw67XLa3g/XdUqDwR6jy6r5uBtM2WprjaCw2k8koKJ/pwE2G0hGltWlJoIpGGx3Z5rGrSqKsa1qyKQS3xpVuWnsvcDS85d98WFQNXkHqNN33MHXjFlopWPsXv/uf8I/DmNdfz3SM72O2dxsuMcs4luplZA0+L4a1/hNiWnxHTorjdjQzqXSRDPYjOHPkAjpZFCw6qKC+aspqUqWERJENn9VKHv/o9w2feZvBxVVFNxIvQq/VMnKoLKZL0R7owrAxudy2Bn9+OFc3BphfoXb6bQDqO5hmkAt1EO1YrRu2sJ+CzTWmep3Tj7LyOuayV9XGHvJal71glJhahhn7sq3+KVZFG2/Ic/fXPU8c/niUA9NsJenL9rIosH5YvXyay8J1TaShj4c3Qo/V0YefPpX5o0XpUIkFMhml8+sAAX7nvNFduqOLy9RX85Ole1iwL8YorarHE5H8oJdLiekQjJk6px0jfeLCNo22ZMRm40uqy0bh+U11pFuJWJNOfZfexPhqrw+oodawxiabNsVPQvBTWNGmIXly5VF8DNS6IIUQsUtCXK1duLvMWFQM3l8D4bS1uBOpDlfzuxa/i3Tu+jC16beXcihSH6KGCcIsKkaNniFafJpfM4mXPKkLkAhnMS35EXedSBk5XkhMLJfn1KH24BcrMSWBs4Pfu0WgYfUNbRMH/nAQCrZymR+suq2M5KpkhVyOd+ilEbBc2Q6RPR8knaomfrKJh5cUYdpi0lyR41SPk1xygtn0r6ZxOKlt0xFyg7inBqobhBEjd/H3ci58thD8aDCnmKxvKk4v2kFK28lJHJych5ko0PURKlvaydOcHCJsBIloh/JCULl1mnzucoq7SZGnt+DpFo479Ar0hx5IiJRK/aIshjcXolOt/fVWADU1RkhlHvXdH21J8+B8Ocum6GDdvq+GqDVUkMzY52yMeNfiVa8XZbjlKcKQtw8O7++kdzHDodIq1y8rrwZWvPTy3Lh5AjHbkKHW8MYkRfCwKuTzj6gZL38Uv8XS9iM2UHp3PwA1/7v638wiBVzVfxquPPcV/tT+Dlx5FClccr/Bg4pcMCY0UwhsRksvNmSSX7CJ0x18Ra20h1reFwb3bGewL4JxRtyjRVSrSnZdPiUYCS2pcbr1a4x2/MsqMOS99W/yNihHDx92PkjbTEzdiGBq2YQew3CCekacy2USPMFiBDP19Gv3PVCrOydCC1J1+Ld5VOzHe9E2MvevQHt6OZw2F6dI0IqZFmCCDYroQ7ichR7mSShl1W5R1CpbHstnopGOoF4WPuBllrd7MgJ3kdOsA8YDDkrrhXvOl5Gf/7RSRoMnffmDVsPr+l/EREAlR0cJw/NKLr4SEzdp5KMEPnuhWcZY7+3IqYsIT+zM8sb8dnKMqpmokZPCbdy7jzmtEWla6PTg75qNtaU51Zcl5If75/jY+ee/qszcneSVMW2XEmlAtXYdl9RMqqp6lOU2/lfI+iDyhGEd2Yi2XLzVjDFw266jz75EKl6f7B5Wn48aKwpl1+W74uT4CM4+AqRt88JI7efT+fXQYg+UNGkY0q3kFj/ojstVXOU7NxI9D9SHSPErVxi1UPvcyMoe2kUxDImuAOBGe91TwZfT7b4f3vUkj6AtOZuyJJEnwEfsPecJ8dOK6b9K6GHKZDs0v3Ib92GV4hoOXtbDtTCE8ljjtHXJj46DR3qtR9YutxIIZkqnwGTmaGogGAS/AQNLD9qChbwse+0m6aXDKL45SL8C5C1pAt6gLVGGEM5jW8Lqii3T4dI59x1I8sTfBO+9Ywvb15zJ4MwbueUhINlKLRfo2Ffj/4cen+Kef9hd8csjro6KSlGyWNUMxK7dfVsO7XrmcsZifo+1pbDGk1jx+uKOLD7955YKLsmFLSC/HI2iao7Ch46MoTP00ecAzjUyLgRMv6qL/pV5S8YhdUFI7Q1wukvk8e1rbWVNXw/rqegxVTo7DxYP2sKL+Fx+BGUdgRayOqkCETjeJV84idUSLYkGXkgDLoySleJ43yWkevTXPYlyzn9jFqzFTEaKPvpm2Y3VoZhl3DqPQm5Vs0TWJuNx8pe4zbzMM8A53Bz81fzrMv9tEm5D1zRuIcfKIDgGxPs2NEttUtudZ+pIa9g+vw/UcsMSViA6OSSAfIFpnkrNzMBDl1P9spTLQQ3b7fYVQRCNP9Ie+93q9o3a1uvrs8Wmx0C/3JXnXpw+w/0QWVw/x+J5+n4ErgnMBfYprj8ee72ffySRvubmBWLhw5PDL/QN8+UfiUE3cNZV32SQwGbrLK6+q5XBrmtWN4VHX/X3HU7gY4Np0DbjKmGGhwWzpBuJO8Uh/D0siMaLW/O6Op8XA5XIOerCwwxhNkX9dXQ0t1ZXKHLqv1yYaMRQXbkpEmOkeJM/Q0xWRpjCUkoQpFcfS6UyeWCwwrtXMDHXBJzNLCIQMixsaN3HwZDfkx9GF0yBqhnDEXny85Gl4ErtPd+ivfR7qMtS2bkc/Xo+n9mYjV9HxCM7s/WzOIxyUPgyXqsxsKxcetae8JwtPdwKvSDl0PM1FM208sThVWkPlShWtCDwSXrrwxdOJByJEVgyQa3kWd/0J4hkL8/lVZI82M/C9W6ip6qNz9WN4+fI74538kiRJokxMivbQM708fyxbMLnTA7R2j76xGWUUfvYiR2DnoSRf+8kpvvHTdjqTJg883cMX3r+R2gqT+5/u5US3i7LsGm2cmsmrr47z0kurOd2dVXFT9VHmpCqxXpUpy3No7crzO5/fT/OSEB98fQvxyBk9ldFampN8iQMrvEJtOIKxACRQ02LgohM8Y5Z4a5Ia6hfGQyg+aVEklFA+qYytgkzHohauIwqnmgqRNRfOC4t98T9nBwFTM/jkZXcjou+vn3wMz3YgN8oxp6YRNyP0JYcWrXPcj5Tpo1tg5ETHSI8kyxSYn6wCD+ozbzON/pPsKJCcIn8u4fcmRUCOVm2DxkvbSV55P+mqQQaCHYqK7ulYq55m6fO3cfRLTdQf3Iq2+vGCPzixchiRJOTRaItnaVERVH/5v9v44vfa1WKK0NLyPPrcAMmMSzRUnkEspeFfL24EZOp78VSGP/ryAe7flVAxdSHH9x/rUFE9QgEd19OwtAx5ZRlTfK9Lxy3vjUdVhUVDVYCVDedKeUtLx6PCjoixjkvOhq/e36tCwXX15/j8bw93Nlxaby6vk7kcX3v2l9y54SKClkldOKriyc5lH0rbmjwDJ0+2zFGpELU9B1kwi0kmq/nyB1QqVSv2Z+SnDEN09qJhUzkxlPviq0bTNaVzIsdpxWNhoSdDF6mhWBYtFOnhyDH5389FIGIG+dQVb6MpWstXDz5Eq5kA28HLO+cIQcQL/aTT0E8ibfQgghXX0QuxKksdsE6a6PQqZHJw8LjHhpXnLuTTozz/tWWpyOUdFWh7LnvzS+9JHvMeLRtCa2L90NAxJl5fg5pADM8OURHspbPhKA5D76cnhtWFZ9u3dzmeq6NbufLdsES9zuBt+q8SZnTLvrzt8dieAf7f99r4r0f6KHjfkTZ0NjfDsroAybTjM3DlUT6vcvN5+O2/O8ADO/vOSMVkgCI3/v7jnaCHwC0em44mjpZwRTn+6SedHDyR5g/vbuGOq2pHPdXacyShYrmemZSdNGgxnnxh4WwcqsJhqkNhdne00hSvVNfIse88pUkzcKJkaI7S35G7u/li3gpYDnf6K8xXNudgmbqSsBXxFiZOJG7CyAmTFtQMVc51Rb/PIOcUHGOK2LR4TCzXQk/SKLxskbz/uUAQkKPUD158J3e1XMkX99/PD088Q5suft1cxcwVu+l4NjErSMoZsvgr3hjnUxbQRP2z1G/dSk42AelK+k4tGwoEUW53Og7Bad4OWJy/ft88T0nOg2L/P4dpN7tIm2L3KTpp8jHG9CmPfIQUTKKMZiLdBLgIsdUbM4yDodEQiuNlwvTlbTI7mogc+DAVazrJXLSDzJJjpAJ9Km5pXs9Sv6kDZ/uOwka06HBaBGViVwP8uvc+3mzcUxYtcfHw6X85wYPPDPDUvgGSuWDB7Y435BRYNwkHdT73/jXUVIwx5rLU/czFhIDsaR/b08/zxxK82JbAkxfIO7sxOKNGLMzVKEeh54zXtXl0X4rXfXIPd1xVx8fuaWH72goGUwX3IrXxgnHN3qPy2xqx4XSznOjU6BnIEx0rvtU5jc5extu3XcEPD73AiYF+NtRO0Hx1jO4c60zx8J5ONq+o5PI1I7wHj1FPbk0qlJZIpE51p5GQF8K4FPXGim2M/F7Mn49PYcaKSfol/e3qSauJPxwePgkV+y2fIlkThs4aWhzyeU8xbqWMX2HsZ5k3acpn5IpoL+zPmmCMW5dv5eXLt1Gph9nTc5ys7qoFS56/JQx83lWe8Sc1EleHYAJ7/cNw8U+pi5ok9l6KrSaks+/ipGhOtbCus77F4yO/dn4aMchzmksnp8XH8JTzFA+6D1F9+hKiyaU48Q4lTRBdGFG3KP5JOCpNd3GNEmnuEDOXqW6lyq4jd7oWCa2liR9BNXkMLVxioaZr1AcqsbMBelJZsq5NLgeZ7iiJI3UEn72WcKoWZ90L5IwMoeY2apqSnG7YWXB3qCxeCzYPy9wmPuD+Ib9nfIiARGook378RB/v/ssTHOuAfF5+C6LrViJV0Uy2rgnxppfWLzirwDLD8bOmiMCuF5N8/J8OI+oXH/vai8qQwBnDoGtSzXiOkhjvP+3yPzvaOd2dI5d3Wd0YUZuD+5/u4bP/2UZeRH9n1Azk0iNjG8TDGjdtrZ5Uk7NZuCIQJGIFCAcs5dJnsm2Jrr38zoV3+NrPjnG6J8vaxhhNteFJkRrOyYxTVY4TJdaYPGAJGDvReGPjkJ2V28UjzlJGrr4kQG53T4r2zkE2rK0/x8y7wPsVnC9GI6ZSvBRVFEln6RWYQslzHFfR8Jm4AkaL4f+aeCMf3vYabm/ayrt/8UWOhnoJpqGCKlodsdabAtPl6Xh2AC9tkqjaT/WmF+jZt4msWrynQG8aQFZX+O5DpgFf2ar2k5djPvjn9HdECVXY1F11AFekVEWJV2G9QfdM3FgvuaseJll5khwFQwR5A1yJgXrdL1nVv44Te2Oksy6xmIdtpciKNZ8GVYE42bRFT1okH6IkLjtEDwI5xVb15DSqDrQQTyyjs+ogg9F2ctFebPEuLTyaBlfnr+Me81e5VXsF9fpQnKAyoxJXIX/1rZMFr9ROOR1O4QZ13nxrPdEh68MyZPys8wCBT33zMP/2iwRXrUuQyjrk7BHSsOmOUayp7STHOwP85X/1sn1XN7GwSVN9kM/+5wmSYnwjZYYlD8fT+Nx3T/D225ayqnFyDM4wUjP4ZWksrixQTw32UxsaXS1h9CY1/uH+oxzvSvG2l0ttVy0AACAASURBVKxgzdIY+hTWnEkxcNKZgKkrPTFnJM4jeuoMKcwWpVsjbs/Z19L2heMtJsk/+62YW/gUCVypKFcY17wE+81DMGiQSOYJhcSatqDMW/R9J/NsUT/OZ+aGY7pQv22vW80/3PBePrTzX9jV04qTqsOMDJITn1wlQogJ91+YNdsgFT9F/OZ/ItbzIbKt1Wd8fE2YzlQLajqW4fHG2wu+4KZKxq93LgKVXg19hxvAzZDo1+k8uu3cQipHw9Sh8rGLyFa24gWy1NSCbtk4WY06rxkzWUmVXUFFbAC9qhsjX6WOlMIBk0TSYzArwe5HewFdsMSSdWhT4OhkNVsd68q883bn1/i09ddj6ruVdny8uVwYyJoKa1QP+qW0/OvFi0BA/AB6Ljv2JwtH6FOaACcwfjeHiJSfeTHIHf9rJ3WVAdp6ZSM0ClPhOcjRbmd/fs4ZuILA5qywpnR08uubqhuRwYzNN35+nIPtSe64bCmeSMWmYNU6aQZOdmzC4BRChJQ/OnQ8h4ybJaSHMEawSbbtKL2gYGB6+itqUzoaB1aK8ijXNdVh5G+iSZg0wVjalfGXa1oedi5nqwDSpYzjRNvwy80PAttqV/KpLe/gNbv+lZPJPFWhiDqaKmXix+6Z7BxLhXbirsRFs4MqrmXZl2VsglO/q2msXu7w9lcbU5kPpt7uBVDzFduWcdtFB/jJ/hzkc2jFwPFlxi7OeLtfrAa7Ds016Is61F90mkE6OWScxjBbiTbFSBk95MhTayzD6Y/RmbaxlSHNEHNWhrbmagSqkmSCvWf17MzC23qX8wY+Y/wNIca2+CuSFceql2+K8cheieQgs9qIdnWxHoRt6ybmeqRI1/9cXAhI5IP/fnwA3LE2DjM8JieLrRm09RUsT0el7rkkshbPHBjkyg3xUYvN1o183iFQhl+pDIaQvwPdnayurkVUJyaaqqIm3/vwtfQk8yypDCqXJDnbVQKyyQh/Jt7iUM8U8SGLTLHYHJlcpVYLYSOEoZ1LXjqZSE1OQXxkG4Xv57ZdvtzM5ApDJoybMGmif3P2iPYsfckLh60z987e8a8WOgJN8RoqjAierhFJ1xHVIsPiRo7ef42wxNyLQKw2R8tah+WrclSEwT6xmURnfChe6ugUZvqObDLkz08zi0BNNMhn33oNjTEDjPL6ZGdb9NCsHFo4DZEU+eAgiUgrdnQAN5Ahb6TpNzpQVs+uzoDRQazCwZbQCuV2h2cJIwycGx0gGeyR4L1K8mbYBp9xPsvfGl+aMPNWJPnyq6oxENc5I+drCbhqcsc11TTVjzfeIrXJf4qLn7OqKZOv79eYHgIHT6b4+NeP0J8eh5GaXjPla4vUTSRyIzcOpaXV++Hy2f88zuf/u5W+xJBxTWmZWbguzqHlmLdic444fs/nEf9wk0lyqlcRMbFMTf2JfUHAKgRFmAydSUvgiseQIm4tt0aIr6GxNPojIYtwcNLNnjOmooRLJIES2sI0Rcw5zsx3DpXJZwiTVlggRQF5zKFOnrhfY94QqI9GWFldxbFUmkzOw9JNZWw4dod0okGdho09pKJd9Dl9tIlBhOZQ37gM94m1nJa5ySr3Sxmb8tTuFt7/u2/XifsCk6lBOE6tNQ1x3nHdWj593/6hsFUTe7bimkgXBkmO2KWKrJUlnFpefF9Fu1iqLWGg3yQpyuOjHKG6mofX0UBFegkD4Q4avGX8H+Nz3Km9dpzel7+9uSVMRVhTkR+GldB0NCfNrVe0DMue6BfRD5IjpqrQ2CcdInHU9amHJppof/xyBQTkFO2p/QP0JvNKqvW1+9s40p4fYqQWKEpunv2n4Lc+f4x//skpPvH2Vdy0tYZQYPbWfOEtOrpSyqF/RdQa2hSfdfovSEk80+bKSuT3GyxxOzZRFJeViYAy0bpSbsqclOyYyjFMpng0HSeVqzdOlVFvCxMlTNVM0ixtrLgzLKVfYNwKL06RmZM++GlxI1B4lqKTnicjcSXHWZt1z6ByWZLW2D4KPurl6FROojQ6w0epXLEHz74c7dwQlLMDlK6zZZXL77x18ju5ch2S4ftv9bnIvPeWzXzlkf10JCzl5+rcEmVyFNMmaI6CqgsDxiCRyjyN4WW0d1gkcuWYuII+jrb6EKlAv/Kzudxu4tXWXWUanVjWtx/sYjAj7iJGRFrQTNY36bxk28SOrWTBk3lS5keZN3e1n1LhE8dj4MTFj59mHgFh1OSIXA7KXjiSIhLWlQ+3+3f28ovdPaSyLnk5apcjeyUFm/k+zChFUUJ3bXYcCPErn9jPh964jE/eu3JGmyglplSlNJd//Nr93HDNBi67dA25nEdPbxLxZFEZL6gp1Iajyt3YOMtFKekZux4pM58WYdF9a811ky/6D5oWtdEry0SRzZ71zyZAz1YqMG7D6RdFq8U2i99l0ioyfMXPYhn/c+EjIJ61ZfFJp0yCTvXZE6UCx352APJdFyMWj2BlmrwsyhKmSy3SYjio4Wk2fXU7UUFIvOnpe55teIwrzaA65vG5D+tUVYxRbhK3hr/1k6h4nhdtjIe59/r1ogw7MRZXKxh+jQuLAyk3S3+wjXhEx/CEsRnxFByTSMwlec2PsY0Mnqux03iab7n/Mi75cgWOtGX57L+fxhE3OCN3LLrJS7dXoUIclas8Iq+ru59//fYvSKZyipG7Y+1m1s2An6wRzfhfJ4iAMG/PH0/xlj/byy0f2sn173+K93/hED98cpD+tEZejt/tdEHvbYI057+YOAdOI74L/+WBUzxzKDGrXWpcUsF1V6/nW//2P/zgf54kECjYij75zHHlL7a4zgcMU0njZrUzZYhPmYErlUgV6Ypqf1iCo85ykraLlp/iwkP+ZjPJel2apL0i0yaTXlH6VsRE7smu52yZ0tr+9UJFIBYQPR+XdN4lkIkTFNGZrhPQDGKmGOSIprh8N6kxooRDBgNmp2LYRo5J0zzMTA32AEg4Sy8tQZpnkZEzYG2zy0u2j+yJ/302EPjdWy9ia2MEJhDMOmKZVIfD5/BiZftleww6abyKXurqC76iCu+NSMhMTM+k9oYX0KoShSNcUb3RPR5yf1qW3FiZEnnhD//+CCe7RXKcGVFUR8fm1ism7li0qjLK1VeswxzN0/uIFvyvs4OAMDcDKYd/uq+V13zsWb79iwRtfTane+VlcRUDVIiiIEKQ+ZAbzcC4nTSHuy2+9IMTM0BsbBJXbF/LPW99Nfv2HeJzX/iuxIHhmstX8vy+NrIS82sek+YVWch57MR0mi4aUhR188aiVRhqQcQ/VrnJ3CswjwUDh2I9YdxGMn3Fe/7nwkQg77q89Mv/yLNdPXj5PNVRk3ztMcwARKIuOS1HOpej2qvD0WzMsFgbQ8/SZ0nrqSF9qLNjk4DlVvs6rF0vR/RF9XyUzgdfTt8J8ScxzQ2HhKsr3VRocNlG+PCvetx1c+mNs/3xr2YegQefP80bP/8Q4hKgvAsEnYChsWp9lkSsjQG6cCUCw3hrppL4espBaMyrIps0iVKBZls4l+yk52XfJKPJOze0/7Zgeb6Z+8yHadJWlB2ozEnSbKmmx+muHBve8jSJrGwuznrbVwSMMFtWaPz87y6hJj6+WkzZRv3MOUdAZBnfeLCNF44n+NQ3T6mTApyRzPmcd2t2GjSCbFxm8v7Xr+TKDRVctDKiIi3NTmOQTjt8/0dPKL24X73nJUQjs2fYM9ExLPpf5sQYtwIcRQnZRMGZSDljyBdcaVmZf2XCdFQ4rikLOUtJ+tezjMCBzk5O9vXjiT6I59KbzBEJ1BBrSNNrHMMWR6ohjzQ9SroqTJuR1qkdaMatOkxWXEoIXza0OHt5i3zjAbS7XlDRGELhLNGkTu++t6CJFaM2OaslNfwhxi1oOqxp0ggFPWorNRW7989+Cy7d6DNvs/yaDCN/3foGlleH2NeRHhaOrbSQqRu44QEGQq246QnMBWLtruksiUTJunl67A4JB0nGNdWRauW6/WSMJOSHS3PbOE2v1ksT5Rk4taEcwTjK0ejWdVEe3TOCeZMBaDpXbIr5zFvpw1wE17Ic/cfP2/nBDnFGLtK2EXqNi2AME+6ik2XfiRy/8bnDXLMhyI8/tY1KccA4SykcNnjT665jMJEllbJVtCbxSDGfApspMXDipFdWKqMkcP0sYTYjZMtJw2yJgYkcxRYWvVl5CCMmzBkZjE9kVhDYeaqV7myuoNCrWjDIdlSSrBrEjYoHcZkYNBJ6ssCk5cDWXPq6LWq1teSrOxjQe5U1Eo68Ux7CxGVtS0nLcloGq/aosg5NaSjv4sq7/kRGI78zXU7KPMW4ffBenVffKO8uhIMgIQJLJSsTIemXmT4C2byjjttH15XwFD+veQae6EiOlzQI6Dq14RiD+RQJicd7Zg7JQ96j5kQL+qpHRc2y5B5UUkVkjED10vTIeTAS0vm1Oxp5dO9x9W6fISjWsm6eqzdPzHhhvGH59+cOATFcyOQcXAmb5qXmruH5bMlzOXAyzaN7+3nllbWz3pOKWJCK2NlmRv6uzt6Z/aspMXC2ZyM7y8WcRkrO5Hh1JiV08lCLenrlcJJ5uTilyzGwuEIRPzB+mh8ELNm6Fh+IphGzLGobHPpjvbhnbhQ2tWd66HlKStLWplObXkY4EiESSpOyeslLJAdxGVGUyqVjWJc8wfKPfYzcC1s5/p3XYatdgxQYI+kGmufx+pfC62+F9S1w8bpiR8eo59+adQQkEktoAvpeZ3iwsXqkHqlGXbiCQVuYN7G4G1HB8Bg8XkVN7xq6qg4VNhVDDnyDWpCQFzr7Do+oOtrXgLKTEL3lkmM20fGMObzsssrRqvn5CxSBn+7s5aFdfaCMUhZoJ2e0W6JwnqU7YfHbf3cQ731wx9Wzz8TN6BCmQWxKHENQD2CwuBk4YbBKOeeiIcI0sJxU1dIlWPoxmhPnCU3+k2rZL1wOgaQEURaRFsK8BalZ3UVixXOkzYSI2spVKeR5Hq7m0DmQpe90hNypBmqTa4i71YT0wJkF1cuZJKsP03Xdl8kv3zPkv2cMukLdMFhS7fL5j2h88zMar7tF4+J1o3fFvzO3CIQsg+vWNxb0jMo2XXD8bZk64rhzWJIffDFP0wjoFssrKsmSJ5HPqkgew8rLF93FS8QwuxtUbFTlnsaFFns1v6d9iCVa4zlVxsvYvj5GfUUGrCoQSa8RVdd3XV/H2qaJRXMYrw3//twhEA0ZQyHPRrxvc9eF+WnJzXO43eGNf7qHH+7oUn2QeK7ne5oSA3e+gzJX4ysyZzK5F+Oqjmz7AvsZjhz+nH2PBoLKeEHOKi3Lww73k9TExH6iT0Bi2Tkk8zlaT2k4J5dT27eOKFHUXkd06BydYLKK3AuXkxkQXnG0CUba1Lh0PXz7Mzrvft2cweA3NAkE5Hf7sk1Lh5j0Ud4T3SEW9QiLY2j1WAth+JaEo1QFw4qxM3RDXSdyGboziTOuiMp2RfPIeFkCBHit80a+qn+Th4wn+HXjfVhM3p/appYIf/97K7l+i7hBcLntsiB/dm+Yj97bXLZ5P3PhIiBWxVdujPPWW+SdnNLh2sId3ER65qRJ5U3e89f7+b/fOUEiPdr8OhFii6PMBfiUF86DGWXKXzgdvIB6squ1Fc008XJ50YzE8MzRHOGPg4qHpzkMZjQCQR1dTqGKnLoBVqaa2usewT3dTOezF4M58pxMeDcdQ/f4vbe53LDd32ONA/i83lZRZexcQZomR+IjkjB5os9WEQyTzA6qUG1LwhXkvDw2Lo2xSsKWRV82xaAtkrdzaSiSukbcDNEQinFST/N23sVfGn+nGP0RTU766+tvquf2K2s4cnoFG1pCBH1VjkljuBAqiPuQnzzdzc1bq7n/6R6Od1pKl3Eh9G3O+uCkOdVfwQPPdPOB157/mxCfgZuzN8tvaCEj0J/JnDnScsQ9g6crgckoy+k4Q9GwDA+ttpNBPVFw8jvk+cNwAgzW7MbcuB7vmUtG3ShHgi4Xr1vcagrjgHRe3L64uZqVNRGO9olVSxlrTuHfxc+z4yDOPsOmpVyJCMMm71Yil1a6t2N6c5IjVk0nHDQ43N+Jlg3Q5/WdeV9nAsiKiMElayMzQcqnMU8IRIK6Cob+H092kMuLDu7UZq956v7MNevmyWQt8k4hOPzMEV54lPzt/cJ7JnPeI9t1ydrz65Bwzgdd0mAim2PnqdN4jvjzEt+sNgk7dVZyVlJ2Ypc6S6osQgGdCEHlsL/arKDGqccbjJPrqsFoW68sS0ejl81DskSvfLRyfv78IrCiJsaWpuoSPbhz5eqyjOZxqIvGVJSazuzQMenQAjsm86aG5yl7BvFVWB8PUrv/WkK7r5rfgfutLzgERKXy1u3Vat5pGzBhliMiLTgASjokv6nBZJnTjZIy58Olz8CN8RTF1UjB3cgYhc6DWwUdvAtX2nOou5uDXd0qeH3YNDFXHCMV6sIby3hhzOfu0p90lEGD3tpEsKcF2hrInK4m/+gryXz9z+h47Ho0a/QJJmcbnGy7QHfQY2K78G6+88b1BembHsBU1khnmTgJdSWy3AE7zalkD0nlGmSSz9UD2WQNprO4LnS2wzbt0oUHhN+jeUdAPBm86xXL0L1swShl3ns0Dx1wbXYfTvDUwcF5aHxum/QZuDHwFlcjI92NjFF80d4SBs4oWsQt2lFMveM/O3yErBiSoFHfnCYRkvBY02FoPRJZm45EloE+k2SfTl+XhfnDD9L9rd+g60ALOSV9GWUh1yESdNjmO+ad+kOdw5qv3tbCR155CZU1SVq29CkrQM+RQPcmsShgFiS76sx0lEc+bnc9j7zr0Olm0XSXa5avHreKX+DCRGBDc4RrN1WAWMFfkMmhJ2Xy+PPizPj8TtNi4M73I3bhaS5gvub8fvOHRjeYzfGjAwfUbjUSdslWn1THXWcMD6aKgvw4PActkMNwdSIP/RanHrqGlAtaQKyjRpG+6QZ1cZcvfNRg9fKpNu7Xm2sEPv7aS/nom9bTU3mApm3tbLhkkHWXDBBZd5R2p6N8pK3JdjJgEnUM/vy6N7K51n85JgvfhVK+psLio29bTVg2DovE2f6MPpuhTVIiPcocO0ONzXII9gn1clpGDAXdjZmNLTqhXvuFfARmCIGgaWBKGANPo6pKo5Pec+KaTrUpTfcwczFCD76X9oevJ6e8PIxm2l7wCxYJenzpf2vcedNUW/XrzRcCv37pdfzXsSd4zjqJnhVOvWC8gC2B6KfXK800qDJDfPGmd3DLii3TI+bXPu8RuP3yGq6/KM79uxLgjDbnnKcwiNTFyfDSS6vGHaDrFhz4T0VQo0m0HW9++Z9pSeDE+e1UBj4uqn4BH4E5QkCsA4uuG+THPL5C+QQ7JpE4DJ0lnTeiO9WFSFxqHj2rH3WWkuS5KjzL62/xuPOmcmXOlvavFiYCYT3Aq1Zuw/VM8q6H+OVSHvGne1Qhk6yl82ubbvCZt4X56Bdkr0QSN6al1ILs9Qx0SjNYVhvg0jUV4xKbTvSlhcD/TIuBGxcdv4CPwAJHQPTfHjnVSkScO8Q7C0FFpyktUUP2DMJhsG/7F/IffhOr3vl1ouEcngQ0d4Z8ihSxMXTufInGH9zj8d43+j/JIiyL8fMN669kqRZWPgWnK3Urjl+LBNhWsYz3XvyyYpb/6SMwLgKXrIkpn5LjFpxSAdEvknnMBHFSrU/eifSUmp1IJd3kms2VNNaMrwMoe6PFLITyV4uJvBB+mfMWgaBporsaocoMmVj7TK25GBJ9PpKmnVOkvBSZ13yG5Z99B0vv+gHBUB4vM2QkoRtcus7l9ut0rtumcYV/Orao37XmWC0fvOwVWGpxm6YkVRaXUICVViV/cd2bqA6JRYSffAQmhsBbX9aIRHpDl1i300iaqHcU/0wwQmCE0XAIBzziIaiKeCpP3RNmTsrPV9JMltUGJxTbXKkqz8SGfZ7GOi0duHnqs9+sj8CMIdBUGac2GCSVSxHwRkjGptyKhq55xKpcBoRmTiOpZ0k1PULkA4+z4sZfoe8r76dj70rMqMdrX6bx8uugqWHKDfoVFxAC9266gZ+deIEftD2Ply7v3Hfc7moaWjjA1ZXN/O1Nb2d1Zf24VfwCPgKlCLQsCfHmmxv45L+eKoiZJn2Ur4ERVMZYuGIQoRO2XK7YGOG119ezvilCJGgQDEjkGPjGg208/vwAR9tStPfJ7qOcL7ripmaWuCY9QMjI8vqXXBiTqc/Alb7x/vUFh0BVKEQ8bNE3ECGUiUA4MSN6I57I8vQS58iujpeWcEoeme3fJBg/ivXp/0Njdh133QwtSy846M/bAYvb3fpIRcETvpzPTHbhNA00U+dl9Wv5mxvfxtLo+MrY5y2Y/sCmhYAlYdEkDvOk+CWZu0KK6btohcm9tzazvD6E43hsW1vB2mVh5Sx4ZMeu2BBHAsh39uV5+Ll+/uhLB2jrN0B8H5YkXfeUP8OSrJm5VFJCkzdcH+fGiyf2m1nMx6cCms/Azcyr41NZIAjIPFXc402kS+2JJB2JBBJ5JpReohz4qvj1k5rwRrakEQ0ZOEZ+5A1wNZx0DK3pABWrT3LPynVs8l16nYvTIs45MdjDfUf3gCMLZ5kXqbhqyIuq7oukQ0ezRAKsE8l7/Mbmm/ndS28nZoUWMRJ+1+cbgY5ecegrkrAyc5FieArvXIHBEysrTTFvV641+eDrm7lpWxVLqsbXJSuOUyRyLQ0Gb28IceB4gk996ziuqBN4DlgVXNzsccnqCv71p52FvMlxlsVmzv2U35Rm8oFfqeOT77hwJlSfgTv3VfBzFhkC4qW+4AFfDEo9xcCJc+KJpOc7Okh4rlpsU31BqFKr6kSqjlFGo7La4KTWihbUEafoajEfqqFZkGuv5wM3buF3Xz4GGf/WokSgKVbLHasv5ctHHkeJGuSdNIaO5+X1EvdUwriJI6mABBx3qTHCbF3SQmO4krdtuIarl65dlGP3O71wEPi3h9v50S/7hwLal2wkhKHSLQwvS21co7bSxLY9uvpddAOqKzQ++751XLM5Pq3BCCMlrf75t06r9i5qNvjE21v4z0c6C/py9gxGStCDbFxu8ol3rEHi+l4oyWfgLpQnfR6Ps5RVm0xECXEZ8m/P7saTnahnYwVt0jOxIzShNreUm+Jv4vH8kxxyjkJcLwQtl846Bq9bfi0f2b7kPH4qF+7QZDPxlg1X057q4/tHd+IZBi2hamKBIFvrV/C6tZeTtvNUByMc6GsjbAbYVr+CVfF6TFlB/eQjMAMIvHA8SXtvpmDEoOY4T1mOWrrDttVB/uSdm1jZECYeNXBcjf5EHk10d0MGKxrC0+6BoWt88A0tfPXHp1i9PMp/ffIiTnfnePpgP/Uxm85+mXdnwNmubNY9hw++YQ3xhcK8edA1kKWucpoGJOM8Bc2bMcdX47Tk3/YRWGAInOgb4LovfJHevE2lZWCuO0gi0AnONC2oDI16q4q7V9zEa1qu5igv8nDqMSr1GK1eJ9utrbyt8nWEtelPkgsMUr87IxD47otPMZDLcOfqS6kO+lakI+Dxv84yArteHOST/3yUg6dSpDIOS2tD/P7rm3nZ9mrikdmX39iOx99+9wRXbKzk8vVx/uLbx2hpCPLo3j6+/JME5Punj4ARorkWfvn5K2monvhx7/QbHpvCz/f0sOvwILdtr2Nj0+z89n0Gbuxn4N89jxH4/R/+D1969lm8nENjtYGz6nkGGFRB7ac9bENHj1q8Ln4NX7jid6ZNzifgI+Aj4CMwFQTEQXn3oE0u7xKPmlSE517KK6otjzzXzzP7B7j50mr++YE2vvFQB229LrjDjRwmNUZN4pWbfO59a3jvq5cvKJ9umZzLW/5iFw/t7ub+P7mSyzdUTmpoEyk8TVHDRJrwy/gILDwEjvT28u979uA5DprrYQXEdtCdpLXWGONyXMUYDjgp+vPJMQr6t3wEfAR8BGYPAYkYUF9psbwuOC/Mm4xMdJK7B2wGMy6ZvMefvnMND3xmK1taAtNzAqxbrGkw+dWXL11QzJuMORTQ+Zv3bKa5LsQ3ft7KYMpGJJIzmXwGbibR9GktGgT+/bk99Do22B4NNSbZxkMkSY4aY34qA/MyNg8M7OKjz311KtUvuDr2QogOfcGh7g/YR2BuEHjt9XV87J6VXL0pTjios2VljF+7fVnBZcmUuiCWpwZXboqXdWsyJZIzXKm5PsS//sE2Wnsz/Oy5XnYfmUHDjRlxeDXDA/bJ+QjMNgI/3Lefv3viSTzbURK3WKVD0uydEX3aYX03dNyswxW1G4dl+1/ORUCOWDK5Cyzo9rkw+DmzgEA5Ty6z0IxPcgoINNWHlAGZRHYo6wBKheoaEaZLD4AZLTgZ1ixWNESm0PLcVbl4VQWXrKzgfX//PH/1nSPDGk5mHBx36lK52ddiHNZd/4uPwPwjsKe9g15h3iSQPQa5vPjrmqL7EL3EUavyRaTOC9CUXy+d3192F29vuWX+B73AeyBHLNGQPx0t8Me06LonzJusj0apqfqiG8X52+HXXF/HJ96W4Cv3dXC8Q45TxWedbKwl8oNJbcShImJxtFMsVh3QAyytcrnjqmrqKkWfz+JNNy18a/6bLqrhI18/zHcea6fi83u588ol7NjXx5MH+viXP9hGbXwEkzrBR+7PmBMEyi92/iCwsqYKclnQJbC8R2rAJFAfxtYTQ4zcxMZqaDo6GnZYJhdP6bxZnkGFHmFjRTOvWno19666bWLE/FITil3ow+QjMBkEZE/lM2+TQWxuy5qGxsfvWcXbXtbAL/b0M5h2uO+X3fx8T4JLVoX58N0tnOrO8hffPsqxLoObLo7yl+9ewyWrY3Pb0Wm2drA1hYZH1oEv3teh/rAqecPlJjUVU2PepEs+AzfNB+NXX3wIXNPczNJYlNZMlhAG4YZe+oysipIw4dHoGqZu8pqm62gK1SP+Xth6DgAAIABJREFU5xpDNSwN17E2towVkSVKcXfC9PyCPgI+ArOCgBxQ+QK4WYF2xoiuWRZB/iS979XL2X0kxaqGIJWxAoty0yWV7DmW5tbt1cTmwYp2qgOV49Fv/7yNT//H0YK/USenNvurG8PcsMXio3evnpbxhc/ATfXJ+PUWLQKOSMuU80eNaMwlVXGanJafmPSteNLqeeQCLnEzwoc23b1osfA77iNwviPgM2+L6wmL1ey2NVGefTHBpmCUgKWxrimq/mQkqYxLR1+OlY0LP8ycqIYk0zamDkFDJHC60t170w2N/Pk71k/7wfhWqNOG0Cew2BD460cepT2XR8u5WLE0eSMJzgSmeV1DC5poQQMsQ0VDuqj6wom7N5fPWXxXpTL2XDbpt+Uj4COwQBDI2y6mqSG+1EYmOXb92a4+EumFbfSUybtKuvbrr2hm199ey3te3gTBSioCeW7fXjtyWFP67kvgpgSbX2mxItCTSrPjxEml/ya7o0jMpQ8bvLH3MlpA5/KKdWyOt/DzzufoyQ+qaAv15sw7Z1ys2M5kvzVNw5Jtq598BHwELjgE5Le/pSXKz57t4z8e6eBXrq5lU0uU3oTNzkMpBtI2AXMCm+55Qu7vvn+M544O8P67VtGbtGlZEmLPsQEVOuxv3r2Jl1ziM3Dz9Gj8ZhczArJ7iwUDtDhhXD1ELpeYmIKMZdAcWcJfbfsNEnaaFxOtLA/XUhf0GbjZeB/khNtn4GYDWZ+mj8DiQUDCfX3pByf5fz84zeqGAK09WRJuFZe15Pid1zQtyIF0DeT4wo+P8/zxFA/uSdBUo/PZd2+mZUmYT22P8s7bZq7f/hZ3Qb4CfqdmC4Fdp9torqzk/778dpqqKui1BycWfSHvsrfvKE/17ufA4EnWVyz3mbfZekg+XR8BHwEfAWD7uhifuHc1DiEOtrkksho4GdYtiyoVloUGkritufszO3nhZA40nUOdGhevrGDr6gq+8oFL+NAb1sxol30Gbkbh9IktdAQeevEwWdelIhimNd2LXtWLp3zAjd1zz3Y5lmznwfZd/PX+7/DCwPGxK/h3fQR8BHwEfASmjcAtl9ZiSZQcTdgVnYCW4q23NE7LenPanSpDQJi3z33/KD99th9PfNZpOm+4Msif3buhTOmZyfIZuJnB0aeyCBDI2qI3YXL7+nUc6evheG+a2nzzxFwMGBrN0Xq2V6/jS1d8gG3VaxfBiP0u+gj4CPgILG4ELl8f4y/evZ7amM7mFQE+95sbuWx9fEEN6tnDg7zhU7t4/5eeLzgjNsK86vIqvvw7F89q/NkZMWI43ZXhWGeGqzZUIibAfvIRWIgIWLrBKzduoCoc5u8ffxxHN8n0hwjELbLi+ftcg6fCMDQNzTK4Z+Wt3NKwfSEOze+Tj4CPgI/AeYmA8BTvf20zt26vKbgUWb5wQmf9Ym8v3/p5m/L11pWU2KwBKoMON1xUxZ1X1WMas/tIZoSBq6sMYJi6Clnii/Rm94H51KeOQE8mzX/vP0htNMKJ3j7iukY2oxNLNZALnKJcRDrN0iFgEHIM1sSWTr1xv6aPgI+Aj4CPwJQR2LIyOuW6M11RYph+7J8P8tnvHcOV2KxuweVRbQy+89HLeMlFNUpHzyu7qsxcb2aEgQtYOg1VgZnrlU/JR2CGEVDOez2PRCZDzrE5PThIDptlehxb65aQqIg3kWHJ0qnUo9xcu5Vrqjdxa8Nlw277X3wEfAR8BHwELiwEjrSleM/n93L/rkQhxoedLnxaEe66pkYxb4JIITT27J5IzggDd2E9Pn+0ixEBCXV1oLubZC5H++AgR3v7lZPIfvpxrI5zLJrkyHRlcAlfuOx3ubxm+h6zFyNmfp99BEoRECVtSbIw+clH4EJEQJwHf/DL+7h/r1v4IYjajWaAEaI2lOc9r2ieU1h8Bm5O4fYbmy8Enu/s5A9+9GNaBwZZHq+kO50CxyBvZrCNNJQ69ZYFytS4rnaLz7zN1wPz211wCJQybrYNpr96LLhn5HdodhEQfbzrNlfTVJ9h/ymdX+zNk8rBVWsC/O1vbOPydXPrF1TzvOK+anYH7lP3EZgvBGzX5Xsv7OdkXy/3HTzEEydPkndcTMekftUgA3X7sO0RGnCGRnWwgve03MGrmq5habCGSmtulWeTaY+2TltJPORXqusoPVNN6VUUxCCyqLquiy43kTjJHprmKYmiRDMQJ3cSlkqiThT1MeTakTpyX/LlvqLtFSxytQIdmaxctdEs0BP6Kk+1UXiagprYLblqGpG2NXUteZIlTRTqyPVZOnLtyphUv1w1IrkWOqrbqudg6CABoYe6OkS7gID0QEboImMpuPMrxcmQm0JzCB/XK4zZ8wq7Z6kjR+sKB6Ej92XMkjc0ANlgi/RWjU/z0NFUHcPQcJ0iHclzUU9Al354aJ70a4iOGou0o+M4ToG25A3Rk3JqfOg4roOhiz6x0C7go/ojOKkYvkPPUoHrqUEL5sVnq6EpnNvTA8SsEBHTKtHCGXo+0q8hSdqZ8RdeFYWng4eBpvqnnrn023PQPA1N18g7Dpm0RiDoEbR01S95BpV6NdV6deHF8P/7CJzHCPQlbf7z0Taa6oLkHZQBZ1187tXIfAbuPH7J/KEVEBAmw3Yc+rNZfv9H/8OPDx0ilc5TVwXB1Sfo0tvBlhWsJEklMWDQIGgFeffyl/Pxi+4pKTD7lz95zOWPPuuQsw3yeZflSzQOHrNZ0aiRSjsMpjxalukcOp5naZ0wch6dPS6rmzWOnMhTHYdQEE622axtMTnZahMOeFRWwJGTedausGjtzOFpLo11FoeOpVnZbNA36JC1PZoaTQ6eSNPUaJDOugyk86xqDnDoZJqGGkvV6+jPsrY5zIunE1THDUIhnROdKdaviHCiI004pFMZNzjSkWTNshBtvWnFrDRWB3mxbYA1yyL0JnNk3DzNtWEOtQ+yvD5INm/Tn86xZkmE/R19NFaFwXRp60+yvjHOkc5+qiuChC2D4719rF9axYm+AQIBjdpokINdvWxqrKI9kcT18iyvjrOvs5M1dVX0ZVIk7Cxra6t5obONltoqsnaerswg6+vr2NfVRkO8AsvQOD7QxZYlSznU20ZFKEhlOMThgTY21izjVLIbieyxJBrjUH8ba6rr6c4NknVzNEWrOZQ8xcp4A0knxUA+qa4PJU7QGK5EXA92ZLtYG2/iSPo0tcEolm5yKtvO2lgTJ7OthI0AFYEIx7OtrAkvp93pRDjDJcEajmSO0xxuZNAdIOtlWRau50j2BMsDS8hoaTrsHtaFV3A0f4xas1oxjR1OB2uCKzjqnCCmR4kYQU56p1llNdPqtRHUTCrNuLq/2myhU+tQEebqtHoOe4doMVfQ5/WS01KssFZw0D3AUreBjJ6l3T3Nb2of4APWH87+D8NvwUdgnhHo6M3Rk8ixsTk2rz3xheDzCr/f+FwgIKzZD/bt4/4jR8nYeTbW1LLzRBvByhz9emf5QPZSSSQ/EYuwY3JF7ew5YxwNg2wOegZ0MjmNfF4jEtLo7NWoiGokkhr9CY94DJUXChQkVZ29UFMFXX0iNXIJBzU6e6C2Wsp5RIJKXqWua6s8uvpE/uMSDLh09rpUVmp097tkbZdoVOo4RKMayYxLX9Khqsqls88mEDBwcejstamtslWecGZB26VzwKY+YdM5kCeS13F0j47+PDVVJl2JvMh2CAZ0Ogay1FQG6BrMkXZyxMKGygtHNNK5PP2pHDVRk67BrGpPM106ExnqU0G6kllczSUatAp5yRydiTShkIaha3Sns/Rms3QlU6qf0XCQ7nSG2myG7nSawXyauliInmyGeCZNOpejM5OkIRulK5PCtAxClkZvPkNfNkVnJqGMXlzdpdfO0JdL05VNIOFahWnsySeozcXoygoDl1WOoruzCSpzMZJ2gp7sIFXhGF35AYJWwbdAV66fOrua7nw/muYQMgPqus6O05PvJ+IGcXWHbruPWidOj9OnGLiQY9Fl91LhROh3+siQIeKE6LJ7iFghMm6KQW+QAS9Bt9uL7hmYnk6310O9W0WP20OWHHkjQo/XTQ2VdLs9ioETaV+X16XyuuhW0jVLt+jyOokTpUfrIauliLoVdNBBSLNIkaZL7yTlJUd7lf18H4HzCoEl1QHkb76Tz8DN9xPw2591BOS48BcnTilJTV8yyd72TmKBIIFQclTXb3ImFzAs3rzkJt616pVsiq+Y9X6ObECONS2zcNQo/KRlQsA6+xmwJOC75Hnq0/A0ggENsQqXe2fLFstJWbmWe8W8wnFkgU7xnq6ka8PzNBU8WngPoW9ZwiAO0TE0dZQmdEVqFTSlfV0xNhJwWtWRT8HUlENID8syCnSMQp6j6ViGru7LpyP1Vd2zeeKIPWBIOYOgaZwpW8jT1b2AXqAjca4tXeqa6qhW+mVqGqYu/dGxXANTM5XxcUA3cC2TQM5QtC1NJ2gYqqzuSpvSnknIsAgaJrrrDbUlZXTEv6BB4TOgm4ohtjQTU8akxmUSsExVTvItUXpGI6AHsJDvck/KG4VrLVCSN3Rf1bMUA2eqOtZQWQsH58y1PnRPjU31wUIYMGlR2pJ8S7MIaEP1sbA8E+mJyiNQuJbvyALlDX0PYHlSJoCHLbWGSsqno+4JCrORRBi+Y0+KmgqD9S3B2WjCp+kjsCgR8Bm4RfnY/E5PBgHREaqPRnhgf6/SQaqKBKhY3k1H7EWlX1WiJFQgq2toYZO762/ir7b+xmSamvGymgofI2RFX62gw6S+KUUxWdrGSsVjYVHIKvVSXFpv6Lo064yOXUl9peM2VltD90qbOVP8/7d3Zb1yVdn5q3NqurfuPPr6YuMBcNOASXDUhNBNRNKdhxYJaiGlW6AWUkhL+QtRnvKQ17wQRSIvSLw0PIAsWVFHdB6AxA1EDThtG+y48ezrOw81nHmI1tpnV507VLnsO1SB17Gua5+9115r7e9U1flqnb3XJj1qnhc9O6T5b+v9qQuyHJ+xPzQJTA2d6tScvuS1vv2ZcpzmZtGfOhIn6EX7XZcn+0quDi2NlybkpY9EJl3FE87WVzTGxW6qeYhEUHmMZIbGSqppPmCU+BcbgJHYo/a2DtJDShrCNI4MT16k6kQPjZMHpgWVcZrdSPLUzLAkSKfLDc2NEs2towgtWdAaG617UyK7b7y7iM+/svH9Pyzh1ReG8b3Huicn2N6gIFa+rQjwx/oeP1xC4L6t7woZVx0BmqQ+0VvC9OAgLCdAMb+I2cFLCDMhQJsjp4+ECBw0RvHXB/803dLxcp14sMvqhq3rlHNpMqDIHk+Opxu9Ji2p4eo66qvLW/EW3VYnYQlZ0PX6VbUnBhJX2P6mW39C5hK7un/6NV1u+JcenxqxlquzJCa6631gSd2VXnVZqUgUJSe6nTiL4mNpqXsvb7KpKhr+N1Snr4Em8IxjsuCj0d64mA25VB1hocdD6hMOSEW2m/i0zoeGctU3UdHwLilRX14Dw8smNjXvdMXfvTSGr6446CmY+M6h4k6rF32CQEcRUIvPGp/ddp0RAtcuUiL3jUagP5/DiQMP4H+uXceSAxSdESDjws1U6yv46LFpwczhH469jJ888H1M9Yx0eMz0gVbRD3X3becDTnfpVB8aAd/91crSTVwqicxsqufIVRLx4dWHOhSmSUG0BcFRq1oZNHKB/ujQUaaEMPCSUVJHrvKQIp5rRREmPmW5ZKxU5nNV4DgQFTmyRfaUDuWu7pO8JuaVD8kJ9dPN5B/rTglSG/1RhEyTGQ0DG0vJcnGjAtWuhqzIDZvjFaXUpuTjJBpHKztVlLBBsskBlqJB0bWk1ad1sxzfS/Qkgyd5iuqx4ySZDIxBqXdsUVCLdTKGSbFDxPVVrQ2r2vM62SNsqFlj2UL7TjQ9/Xgv6E8OQaBTCPhBjLkVFw+M7+wPCPU1c28fpJ38jdkpXMWuIHBHBJ7cP8W3xaPjo/CdHOxLD2Ni9TFkebIU5YqgbewyGM0N4NUjf3FX5I1+PXlhhJklG59dXML8soXLt6pYrfi8MvSOzu2KAN1d19+AyQzVcEqMtE367kiJ6pt0OkqzToDu2hv6KHWJTX6Ml7q5a93Uh5lNUlE/50LC5hJCw+RF6dPRpYbLJJ8cLNJIf6JqlX7Nv5gl1k1yng/lXF2gwYcYB2VWDZkJn7aXKGEjuo76JmRG15NealasUvHAdTob3FD5m5A3JopaUCOubabsqU5KQDdznT7Rr1oweSUVG9Ww70kld6P/KEJKcxW1sEphwulWSF4OQeA+RIC+N72wyWerQ3hIBK5DwIvZvUWAJr4PFIvY19+PiwtLmFurwow89AbDyOQCvtf6foiZ7BJOzvw3Xjnww7YddP0QJ//rJv75nWuYWfNQyuYxvwL8/EfD+KdfHEN/X3dNvE7Hc9oe5CbBhGhtqk++4Dbd56kiqdzyO3Bjhy2FNllrVGwhn1apm/UrdUy51NCTlNJymxo3VNRl6wU9Us3CNnRo85T9V2QwPZQte2d0uHPL1haVGgR6Jf8bY9jY6Y4+bOwg54LAtwgBynl4ZF9PV41ICFxXXQ5xZrcQ2N/XhweHhvD1yiomSyWEQYByLQN/9SGY2RBmxsRgPovj0wYuLM5jcaKCsUJ/m+5kULNC/ORPxuFHwCfn1/D3r0zjx388tsvkTd9s9c13a3c5cS2lZuWIU8yJaZWkmovGj802dmXZ9bdsrqrf5JVtHa2rd6cuOsqm3dONdM4RnHTEKiWv+6Vtr4tupRXpckLEkkeyVJv2iRc2hHFqgUOjn44w8WsyVLUQojG2DKfu3eBvygZHqmjxRB0qHiQnvWVfaCIdjYFxSXyt40KVSr7xmsikuig9+n/dWQvoiW26vjG+O5X0+JVmlZCXy+pC36m7aiez7MpmjNpTIFKCwDcbAUoCT4m97+Zjs1MjFgK3U0iKnq5GgNJA/OjoEWS/voJbq6u4ND+P6cEBHO+dwuWlZdAj1jXHxdWbZZypeKg8bLdN4Ip5E6/95dH6+IMgRDa7MykVNOlSymknA7U4QRurkyp+/KZYxDoCkyxg0Cs0mUfo5ZeaO1BmftVVPTbj+uSxpCYr6Xa+ZycEgtsVeWBCkDxiUwshVb0iN42FC0xWNDGr+0CLJ7XOtO1kpMn4KHqYfqSqSQhzPw1K+jVxIV21qZyMjbkUBbL0uRak83pdolDPL6NTvbqU0VPz18KkDw2Tmsk/jnzSODh4qWgzXStSocahypQOhrvTtWMCqMzzGPW149lq2kHFA0mPmrqn3nukm98LZDNZrWpoQlrvGiFD0bs4Yltkl95j6SMZCkepk8ur+CYJdeKulXZOyoJAhxHwghhFmoLT+JLYM4+EwO0Z1GKo0wj05/M4MjKM2VoVM+U1LFs1wI4xVCrgpePfxb9fuICz8/M4M3MT/3rpFP7x+CvoNe9+wupOkbcgBKpOBrabge/FsD1KcGvCsgLULIN3YrAcSrJromZHPLetXAOormJRTrgYUajOadK866lts/LZGJabRc0BKpYiJ5YDWC7piVG1ANuPQXU1x1B1XoyKTf1i7kOJfek2X7aipC5CTzFGEMes13JiVFjGQK4QwQ5MWF6IqhcigwiWH8KJMqrODVDzQ1huCNs3YAcR15edAJYXo+ZHqHoBjDCCTePxA1TdgHPR0ZZXXmzA8gJU/QA+gD4vh9DMKTnPRxgFsHwfYTbLdTXfQy3wuS7K5WCFVPbgZQA78BFkDViBD0o5HOVN2IEHOwph+C4n4Y2LOdhhwLs5UE45K/IQ5g1YoYdq4MCJHViBgyCbgRW6qIUOqqEDO/LgmiGfU5JlK+NzXyt2UY0cFJCDZwbg89AGzBiFKA83F8KKHVSjGgfznLgEL0tyDqzIRg0WnIwLx3Rh07/YqddVYaGEEuepq6LGSX+pjogc0TzLtGFnbNSMGkLOEVeAnXVgwUIVVU4GTWU7Z8PKUKkGO1OFbdiwDIuT91qxBT/rwfO9Tn/Exb4gsOcI9BY7t5RAttLa88stBjuNwKrj4Je/O4vf3Z4D3cwpweuh4SHMVqr44PfXMRvMwjz2FZ7b/xj+9uCP8ecTJ0AJWvf6+PR/Pbz+SxdhZPBixOFBYHYhxPiQAYfIjhtjdDDG/EqEoT4VFKnUYkyMZDC/FKCvl34VhvjysgvbCzjB7ncOFdBbBOaXQ0yOGFithoijEMMDWcwu+RgfMXjXhSCMMTJkYHbZx+igAccPeHut8ZEsZpddDPVTwtoYZcvH5GgWc8sOSj0GcnmDt5iZGs1jsexyst7eXhPzazYmh3JYs2lv1xiDfVnMrdqYGMrDcn14UYSR/hzmVi2MDRTghkTmfEwO9uB2uYahktq6a7VmY2q4DwsVC71FldB3oVbF/uESlmoW753aV8xirmph/1AJa47DEaWRUhEzlTIm+3tRdly4sYf9gwO4VV7BWF8vb7VW9i1MDw3g5uoqBosF3o1hya5gemAQc9YairksevM5zNtr2F8awpJTRjZrYLDQg1l7BZOlQVT8GoI4wGhxADPWPCZKQ/DgwQpcTPQM4raziKE8XZgMVr0y9vWMYCFYRV82z0l2V4JVTPaMYDlYBSUYLmTyWApXsK84inJYRmxEGMz2Y85dxHhxCHZos/7h/CAW/EVehONlfNQiCxO5UcyHCyhlejgCV0UZE7kRLIRLKBh5/luKljCZHcdKvMJJjHuNHsyHi5gwx1DJlDl02G8MYD6cw6gxwsQtyPgYwggWcBvDmWG2vxav4K8yL+GV/lf3+mMi9gSB+xYBIXD37aW/fwdOOVtpd4ZF28apCxfx2+s3cWFxAbTpfcWiSEYVOHAVKzkbpRj4s6nH8ezY4/jB6OOY6BlGzbcx3Tu+6wFzz3VBCytyeUUeKRcvb6KebO5Oc9scx0Nvb099tStFpMJQzcmgR2GOQ+Qtg+uzAd7/7TJ++EdD+IOH+3hvzDBUm7d7jgMzl+fHvrSfKlFBw6CN1yOucxyHHw/kC3muM02DN4ind5CWCwOfSYJJOxWwDxFIjnzgBaVRCM8P0NNT5Dqyo/SoR6v0qM/z1DZbZja3zgdtj/T4notcvrBOd9oejZcexRYLBQRBwP6RbtpEPpvN8qtt+7w1F/XTdfpxI0XGoiDiTeXz+Tz3D8IAJqXY4HQeMZdtx+bN6UmGNqDPmlmQHG1YT7r8MEBMj9JzOT5nH3ijerOOXRiEvOF9IZ+v1zGeiZy6fg4KhQKTZdJNB/lI/tBr4BNmGRhZU9UlCZvTelzXYR/y+QL7yn1JjlObGPADj8ecLxTqumlMaXtxqDEpsC4eM/mQsue4LkqlErffv98uMvJvCgL0I7Vq04/fnZnu0olxC4HrBOpis6sQuLiwiJlKFdfLZfzm2lW4QYh9/SUUzSwmR/LYP57Fg33jOFSa5JtaD22BtAcRuSDwOcLDOU6aIBZFPgyDCM/WRxQRiVEE0A/Bc93MDRH/tMxWWuI4TOad0WyorY+IyItJX4TNZSjSR7nGmh6cv45UbHAw1YEWn5jZFtFQIhQ8oa+5H8rXFjqYdNLCh+Z+xAlxaSUTBSETq5T764t6vl1zVxH6AUza06zJESdpDTJmcyUkQwSyVWLiyI9g5JqPl56Xsx5Ku9Pk8BwPuYIirE1EpFoQ6CoE6EfhN3kapxC4rno7iTOdRmDZsuCGEfwoxmy1igf7BzE50JkEoj5FV2j/zhaEhaI0fHNuAhy109FKpknXejXlP6LbdisdnufBNE3+q3dMFdrxox2ZlMoti3fCgzqRr4QpRam2Otrxox2ZrXSn69rR4bouKMrXDPt2dLQr08yG9pn0tJKhSC1FC1vJaF3yKggIAttHQAjc9jEUDYLAriBAj6foZtjpGyJxQFpQQQtrm/1a7RZf27kQ4ms7KN29DOHajBTfvTbpIQgIAndCQAjcnRCSdkFAEFDz2GKa8yZgCAKCgCAgCHQDAvJ13A1XQXwQBLocAYq8BSGlKulyR8U9QUAQEATuEwSEwN0nF1qGKQhsFwEib653r1s2bde69BcEBAFBQBBIIyAELo2GlAWBLkNgZmYGp06dwocffgia0N7JwwsohUVrDxYWFvDRRx+1Fupg69mzZ/H222/j/PnzHfSifdNnzpzB/1282H6HDkjS3LcvvvgCJ0+exMUu97UD8IhJQWDXEBACt2vQimJBYHsI0CrU999/H9PT01hbW8N//OpX21O4jd5hBPT1ZFBqkXX8xo0b+Lc33sBvTp/ehqXd60r+ffzxxzhy+DA+/OADzM3N7Z6xHdB8+vRpvPnmm7h569YOaNs9FVeuXMHnn3+ORx99FP/561/j2tWru2dMNAsCgkAdASFwdSikIAh0FwK5XA4vvvginnrqKWRNE5SmoVMHpVYzmi1BTZyi1Bw/eO45jI2NdcrNlnZ/f+kSDh06hO89/TSmpqZw+euvW8p3spGiWoTjM888A3ofdPMxOTmJl19+GY888gi/RyntjByCgCCw+wg0zxC5+7bFgiAgCKQQuH37Ns6dO1dPG3L8+HFMTEzg008/xbVr1/DTn/0sJb23xY3c7erVq7h06RL7SvnfnnzySSZFlMz34oULe+tcm9ZopwDKqUYHkc0gDNvsufdilI7j2LFjuH79Ou8esfcetG+xr6+Pd7146623OAp3+PDh9juLpCAgCNwzAkLg7hk66SgI7CwClO9NEwxdpkd+X375Jf7mtdc4SerOWrx3bUTaKDJEUTkq61x1tP0XRY+68RgZGcHNGzfYtXKlgiNHj3ajm+t8ou3AWiVyXifcoRPLsvDuu+/i4MGDeP755zvkhZgVBO4/BITA3X/XXEbcpQjs27cP9KePSqWC9957D/SI6p133sHRo0fx7LPP6uaOvh44cAD0t/GgyBFl4+/G44knnsD5c+fwL6+/jonJSTz00EPd6OY6n4i8dfsj1M8++wyffPIn7LcBAAABKUlEQVQJTpw4gcuXL+OFF17g9+y6gciJICAI7DgCksh3xyEVhYLAziBA0ZdyucyrT6lMj6qGh4d3RvkuaaHoG21VVSwWd8nC9tRStGhxYQH7pqbq0c7tadzd3oQlHToyu7vW7k07YUp/NEeTttuiHxzd7O+9jVJ6CQLdh4AQuO67JuKRICAICAKCgCAgCAgCLRGQVagt4ZFGQUAQEAQEAUFAEBAEug8BIXDdd03EI0FAEBAEBAFBQBAQBFoiIASuJTzSKAgIAoKAICAICAKCQPchIASu+66JeCQICAKCgCAgCAgCgkBLBITAtYRHGgUBQUAQEAQEAUFAEOg+BITAdd81EY8EAUFAEBAEBAFBQBBoiYAQuJbwSKMgIAgIAoKAICAICALdh8D/A2hGMBQb8J99AAAAAElFTkSuQmCC)
![](file:///C:/Users/MontgoDW/AppData/Local/Temp/msohtmlclip1/01/clip_image007.png)
Figure 4. Linguistic formality in the world
Another finding from this line of inquiry is that leaders holding office longer tend to use more formal language (Figure 5). Using the Archigos data set on leaders and linguistic data derived from the UNGA General Debates, we classified leader use of formal/informal language alongside their length of time in office (Goemans, Gleditsch, and Chiozza 2009).
![](data:image/png;base64,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)
![](file:///C:/Users/MontgoDW/AppData/Local/Temp/msohtmlclip1/01/clip_image009.png)
Figure 5. Leader language formality by number of years in office (Source: UNGA and Archigos)
Figure 5 shows the country language and formality pattern presented differently. Leaders who are in office longer, and who represent non-democratic countries, tend to use more formal language. This is somewhat contrary to our expectations: usually, longer group membership and duration correlate with less formal language. However, in this case, the longer a leader remains in power (above and beyond the average time of 8 years), the more of an isolated outlier s/he becomes. Examined in this context, language can represent socialization within the international system, and tracking linguistic trends over time helps identify changes in the composition of affiliations, such as alliances and group membership. It can also indicate internal political instability, as shown in Figure 6. In a paper on political survival strategies in the Arab Spring published in International Interactions in 2018, we found differences in language use among leaders of countries experiencing sociopolitical unrest (Windsor, Dowell, Windsor, and Kaltner 2018). Leaders who remained in power used more positive and less negative, anxious, and angry language; leaders who lost power used twice as much negative language, more risk-associated words, and more third-person pronouns.
In Figure 6, we see that Jordan is an outlier among its regional peers, demonstrating consistent cohesive use of informal language. The outlier with the highest formality – Oman in 2013 – represents a significant departure from the country’s mean; in this year, the longest-ruling leader in the Middle East – Sultan Qaboos – made concessions following widespread civil disobedience and a government crackdown on civil liberties. This is an example of how a leader can increase his or her formal register to manipulate perceptions of credibility, status, and legitimacy.
![](data:image/png;base64,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)
![](file:///C:/Users/MontgoDW/AppData/Local/Temp/msohtmlclip1/01/clip_image011.png)
Figure 6. Arab Spring language trends
Developing Computational Linguistics for Analyzing Language
The above analyses were performed using English-language corpora. Coh-Metrix is a computational tool that analyzes written and spoken texts, producing over one hundred indices that represent text features at different levels (word, sentence, and document), such as density of certain word types (pronouns, nouns, verbs, adjectives, and adverbs). At present, most computational linguistics programs – with the exception of bag-of-words approaches like topic modeling – rely on English language sources (De Vries, Schoonvelde, and Schumacher 2018). If researchers are limited functionally and computationally to English-language sources, then we lack the ability to generalize beyond Western democracies and linguistic styles. In other words, we have good evidence that leaders of non-democratic states (and members of violent extremist organizations) have different institutional constraints and decision-making strategies than do leaders of democracies. This leads to different political outcomes in the world, such as variation in human rights practices, domestic and international conflict involvement, and ability to uphold organizational commitments. To address this problem, we developed Coh-MetrixML, an extension of the existing Coh-Metrix from a single language (English) to multiple languages (Windsor and Cai 2018). Currently, we are developing Coh-MetrixML for Arabic, Chinese, French, Germany, Spanish, and Russian. The tool will be released for free use and will provide invaluable insight into the political dynamics of regimes and actors using original source languages.
Coh-MetrixML is a tool that we hope will help remedy the reliance on English-language sources, and encourage syntactic and semantic exploration of linguistic features in international politics. At present, there is a strong bias toward analyzing language of Western politicians and institutions, including legislatures and judiciaries, as this data is more readily available – and in more user-friendly formats – than language data from the developing world and non-democracies. While the institutional transparency in democracies can facilitate easier collection and analysis of language, it is also important to collect data from a representative sample of countries, as findings may not generalize across regime and governance types. Coh-MetrixML will provide more analytical insight and nuance for primary-source documents into the patterns of language and strategies that leaders use. As such, we can better understand where meanings diverge and help identify patterns to threats and bluffs, democratization and backsliding trends, and engagement in (or withdrawal from) commitments to international norms.
Associated Reading
De Vries, Erik, Martijn Schoonvelde, and Gijs Schumacher. 2018. No Longer Lost in Translation: Evidence that Google Translate Works for Comparative Bag-of-Words Text Applications. Political Analysis. 26(4): 417-430.
Goemans, Henk E., Kristian Skrede Gleditsch, and Giacomo Chiozza. 2009. Introducing Archigos: A Dataset of Political Leaders. Journal of Peace Research. 46(2): 269-283.
Whorf, Benjamin Lee. 1940. Science and Linguistics. Indianapolis: Bobbs-Merrill Company.
Windsor, Leah, and Zhiqiang Cai. 2018. Coh-Metrix-ML (CMX-ML). Minerva Research Initiative FA9550-14-1-0308.
Windsor, Leah, Nia Dowell, Alistair Windsor, and John Kaltner. 2018. Leader Language and Political Survival Strategies. International Interactions. 44(2): 321-336.
Biography
Leah Windsor is a Research Assistant Professor in the Institute for Intelligent Systems at The University of Memphis. She runs the Languages Across Cultures lab and her interdisciplinary approach to understanding political language is situated at the intersection of political science, linguistics, and cognitive science. Her work examines governance, power, and communication to answer the question: How does our language reveal who we are? To learn more visit https://quanttext.com or https://www.leahcwindsor.com.
Associated Minerva Project
Political Crisis and Language: A Computational Assessment of Social Disequilibrium and Security Threats
Supporting Service Agency
Air Force Office of Scientific Research
Nota Bene
Content appearing from Minerva-funded researchers—be it the sharing of their scientific findings or the Owl in the Olive Tree blogs posts—does not constitute Department of Defense policy or endorsement by the Department of Defense.