diff --git a/ipynb/Bike Speed versus Grade.ipynb b/ipynb/Bike Speed versus Grade.ipynb
index 59addae..7c235aa 100644
--- a/ipynb/Bike Speed versus Grade.ipynb	
+++ b/ipynb/Bike Speed versus Grade.ipynb	
@@ -11,7 +11,7 @@
     "During a pandemic, bicycling is a great way to (1) spend some time, (2) get some exercise, (3) stay far enough away from others to be safe, and (4) generate some data to analyze. This notebook does the analysis on three types of data:\n",
     "- **rides**: a random sampling of my 20+ mile rides, and all my 60+ mile rides (from [Strava](https://www.strava.com/athletes/575579)). \n",
     "- **segments**: short sections of a mile or so long, chosen to have a variety of steepness  (from [Strava](https://www.strava.com/athletes/575579)). \n",
-    "- **places**: percentages of  the roads that I have ridden in each town, city, county, etc. (from [Wandrer](https://wandrer.earth/athletes/3534/)). \n",
+    "- **places**: percentages of  the roads that I have ridden in each town, city, county, etc. (from [Wandrer.earth](https://wandrer.earth/athletes/3534/)). \n",
     "\n",
     "From that data I can gain some insights. "
    ]
@@ -22,13 +22,13 @@
    "source": [
     "# Wandering Places\n",
     "\n",
-    "The website [**wandrer.earth**](https://wandrer.earth) tracks the cumulative number of miles of distinct roads you have biked on. It provides a fun incentive to get out and explore new roads. The site is gamified in a way that the biggest rewards are for first reaching 25% of the roads in each place (city or neighborhood), and then 90%.  (You get no credit for repeating a road you've already been on.)\n",
+    "The website [**Wandrer.earth**](https://wandrer.earth) tracks the cumulative number of miles of distinct roads you have biked on. It provides a fun incentive to get out and explore new roads. The site is gamified in a way that the biggest rewards are for first reaching 25% of the roads in each place (city or neighborhood), and then 90%.  (You get no credit for repeating a road you've already been on.)\n",
     "\n",
-    "Note that the [underlying map](https://www.openstreetmap.org/) is periodically updated. Sometimes a big city (like \"San Francisco\") is split into neighborhoods (like \"Sunset\", \"Mission\", and \"Presidio\"); sometimes  unincorporated areas (like \"Ladera\" and \"Sequoia Tract\") are introduced; sometimes boundaries change (e.g. \"Emerald Lake Hills\" doubled in  road miles in the November 2020 update, causing my percentage to go down).  \n",
+    "Note that the [underlying map](https://www.openstreetmap.org/) is periodically updated. Sometimes a big city (like San Francisco) is split into neighborhoods (like Sunset, Mission, and Presidio); sometimes  unincorporated areas (like Sequoia Tract) are introduced; sometimes boundaries change (e.g. Emerald Lake Hills doubled in  road miles in the 2020-11 update, causing my percentage to go down).  \n",
     "\n",
     "The wandrer.earth site does a great job of showing my current status in all the places I've been, but I wanted to track my progress month-by-month, so I created the charts below.\n",
     "\n",
-    "(The legend `\"97% ( 26/ 27 mi) 0.6 to 99% North Fair Oaks\"` means that I have ridden 26 of the 27 miles of roads (or 97%) in North Fair Oaks, and I need another 0.6 miles to reach the next bonus scoring milestone of 99%. The companion notebook [**BikeCode.ipynb**](BikeCode.ipynb) has the implementation details.)"
+    "(The legend `\"97% ( 26/ 27 mi) 0.6 to 99% North Fair Oaks\"` means that I have ridden 26 of the 27 miles of roads (or 97%) in North Fair Oaks, and I need another 0.6 miles to reach the  bonus scoring milestone of 99%. The companion notebook [**BikeCode.ipynb**](BikeCode.ipynb) has the implementation details.)"
    ]
   },
   {
@@ -40,7 +40,7 @@
    "outputs": [
     {
      "data": {
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\n",
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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -52,7 +52,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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msxmPx0NJSQlaawoLCwEoKCgAoLCwEK01JSUleDwezGYzDocDq9VKVVUVdrudyspK3G43ZWVl+P1+ioqKGuyj9t/i4mK8Xi/l5eU4nU4sFgs2mw2bzYbFYsHpdFJeXo7X66W4uLjJfRQVFeH3+ykrK8PtdlNZWSltkjadEW16N/dd/t83/49debtC1qacg2buf/sHyqtdDdrkKS5h/x/+yN7zL6BywQK0yxVMQg/c9GtKN+bidrsp/Oor8m65hfz1OQAc+vRTDt1yK0c2bADgyCefkHfzLZTs3InT6aT4s+UcuOnXWA8donrbciyPTmXfDTNw2f0Un/VnqtZsZM/1N+CrtlFQUID108/Yc/0NeO12ysrKKHn9DXZNmMjen11I5aJFDeJq6eskhBCi5eQmPSFEq3pn5zss3rOYty99G6PBGJoYfjjEY8t28P2fzic6vO6Ls4O/uh5HTg408T4YOXQIXR5+hMh+fbGvX0/x7NmkPf44Eb16Yfv+e0rmzKHr7NmEp6dT/e23lD73HN2efpqwLl2oWrmSspdeotuzzxJ26COsbz5N+ZHedP/PK5gSE7F+8gnlr71G+ssvY4yLw/Lhh5jffJOM117DEBXF3osvwXPwYJNtydq5o0Vtl5v0hBCi5SRBFkK0Or/2Y1Ch/cLK6/NjMjaMwVtaSukLL2JZvLjREIaWJqINWPLBmg/dRweSb48DwqOPv10rxCUJshBCtFy7HmIhhDi1HbIeAgh5cgw0So4BTKmpJF49nYw336DD1KmoiAgIC/vpB1t8Kyy+DXxeUKpFyXFtXF3+9ld6f/H5yY1LCCHECZGb9IQQrWKXeRdTP5zK4+Mf57Jel7F7bRFrlu6j2uwiNimCMZdn0veszq0ex5KNR1i8IZ/nfjmchOjGSWbOkwvYaRiC0zSO2IvPoz9bSN31ecsP5HGCwQjGMLhsDigjGH/8W2zd+fqJcQkhhGgxSZCFOM2EKhE9WlpsGr8b8TvGdx3P7rVFrJy/E6878ES6arOLlfN3ArR6bD4/eHx+4qMav93tXlvE1ugJeL2BoWbVFg+54QM474GrWnYQtw3+exFkToKfPQyp/X5SzI3O14+NSwghxI8S+u89hRAnTW1iVW0OPCq5NhHdvbboR+1Pa432B5JHn9ePtcyBxxV4VLTb4SV/VwXO6sD4WJvFxfbVBdgqA8f2VRoZuP9cDLYI1izdF0z2anndflbO30mV2QlA4T4Ly1/ZFty+YE8ly1/Zht3qBuDITjPLX9mG0xY43qHt5Sx/ZRtuhxeAg1vKWP7KNjzuQHwHNpWy/JVtXDk0jXduG8P+3EC5tj171hcHklCvbhTXmqX72LmmkJVv1I333b66gK/e2hUsb/0mn2/e2R0ohMewhetZtX98cPmmFYdZvWhvsLxx+SHWvL8vWM759CBrP9gfLK9fdoB1Hx8AaPZ8rVm6DyGEEK1PepAF0H56HZvSXmNrq7i01iilAKiucGEKNxAZExaY5mufhdgOEcSnROH3+fl24e5mE6uMISmsencPfUd3onv/JOxWN8tf3kr2Ben0GJKCtczB+3M2cs7U3mQO60h5QTXvPPwDF906iN4jOmIusLHwsXVcMnMwvbJTMRfZeH/ORi69Ywg9BqdgKXGw8o2dTPm/bD4uXkpCaRp7l7npnpUUTNiP5nX78dYktC67h5I8K15PoOysDpR93kB7HDVlvy+Q0Dqqaso1Ca/d6qYkzxpMgG0WN8UH65UrA8tr2SpdNcdWjeKqNruoMjspO1IdrKsqd1J+pKquXGKhfPNWuDAMknpiSZlEeb31LWUOLCWOunKpPZjsA1hKHLid3mC5stgRbEtz56u5eiGEECeXzGIhGn2dC2AKM3Der/qTPjCZyhI7yd1iCQs34qhyYyl1kNItFlO4EbvVjbXMQWr3OIxhBmwWF1XlTlLT4zCa6pUz4jAaDdgqA4lHxx7xGAyK6gon1RUuOvWIRxkUVWYntkoXnXslAJC74hDfL9mHr14vn9FkYNL1/el7VmesZQ4c1R469YgHAkmIy+6lY0agXFlix+P0kZoeFygX2/G46soVRTZ8Xj8p3QJlc6ENv0+T0i02UC6wobUmuWugXF4QSIDKD1c3PmfhBgZN7EqPQSl07ZcIBHoZo2LDyBzeEYA1S/aRkBrFgHFpAHz28lY6ZsQz7GfpALz7+DrSByZz1pReALx87zf0H9uFcVP7APDiHSvJviCdMVdmorXmhdtXMvLSHpw1uRc+r5+X7vyq2df55n+OZ8Hff2D05F5kje2Cs9rDspc2M+zCDHoOScFR7Wb1u3sZMD6NtN4dcFZ72LzyMJnDO5LcNRanzcOBTWV07deB+OQo3A4vpYeqSO4WS2RMGF6PD7vVTUSsianLrmJIyhD+Pu7vKKX4359WN5ncxSZFMOOxc5qN+af61/JdLN1UwOe/m0i4qeEXZn67nadvugGNs9F2yhjDvW8tOPbOKw/BvyfCRY9C9rUnM2z+de3VaJ/tx8V19DYyi4UQQrSYDLEQTX+d6wn0Oh7ZVcGiJ3OwlgZ6wg5tN7PoyRyqKwLJTt7WMhY9mYPNGigf2BQo134NvjenhEVP5uBxBnoFd/9QzKInc4K9hjvXFLHoyRz8NR/Utq8uYNGTOcE4fvjwQIPkGAJf9dd+1Zz7+SE+enZTcNmGT/NY9sLmYHn9soN88u8twfLaD/ez/JVtwfL37+/ni1e3B8vfLd7Ll6/Xfa3+7cLdfDW/7mv1b97ezbfv7G72K/DNXx4hd8XhYN3mlUfYs644WC7YU0lZfl0vo8/jx++r20/HjHjiU6KC5ewLutO9f1KwfO51/eg1LBUApRRT7skma0wXAAxGRXRCOE2JTYogMiaMGY+fQ9bYwPqRsWFc9fsR9BySAkBUbDgX3DSAtN4dgstHT+4V/HAQGRNG1tguxCcH4guPMtG1XyKRMYEb30xhRuKTo4iICGPRlEXcP+r+YM/3mMszMYU3fLsxhRsYc3lmk/GeLAO7JnDJoC6NkmMAQ3R0k8kxgPbZaoaX+KntRNBao71e9J7AjXI6oTv6rg3oob+sW370+j+yXJscx4elcHHXXxMflhKMSwghROuTHmTB8zO/bHbZjU+cQ/mRajpnJhAeacJW6aI8v5ouvTsQFmGkusKFuaCatD4dMIUbqTI7qSi00bVvIsYwA9ZyB5VFdrr2T8RoNGAtc1BZbKdb/0QMRgOWUjuWEgfds5JQBkVliR1rqYP0gcnHje2OlyZhLrBht7roVpNElhdU46zyBHtwy/Orcdk9pPUJlMuOVOF2+oJJYOmhKrxuH13qlX1ef7AHu/Yr/M49A+XiA1ZQ8N4/mr8eb3ziHGISIoBAMm8wqmCi2Nqa/DYg3MB51/Vvk2EpXr8XozI22d72OFTmn1df1uyyXz4ym7f/cj+/eGAWPbJHcHjbZhY+/Cemp2+m+x1vcdASzaLH/so1D8+ma78s9uX8wPtPPsx1j82hc2Yfdq9dzYf/epwbZj9HanoPdqz+mmVzZ3PTnJdISuvG1q++4LMXn+aWZ18hoWMnNn/xKZ//5zl+8+L/+PftMzCqMC7pejNRpjgc3io+yX8Fn/Zw34KPWtRG6UEWQoiWkzHIAqPJEBznWV9sUgQxCRHBZA8gpkMEMR3qyrGJEcQm1pXjkiKJS4oMluOTo4I9jgDxKVENekgTUqNJSK2bI7ZDx2g6dKwrxyZFNPvVPEBSWgxJaTHB+uS02Abr1fZ+1qodSlGrdqhFc+XaoRq1OvWMP25c9c+XsYmey9ZUm3CGKhF9b/d7LNy9kP9e+F86RHZoFFtbJsRFFiexkSZiIxq/zXkrKii47/fH3D42KYWx066jQ+c08DiJT+3E2KnXEN9lKmScQ4fiIsZOu4645EDvbmKXroyddh2xiYEPa8ld0xk77Tqi4wMfrlK7ZzB22nVExgausY49ejF22nVExASu3069ejN22nWERwX+PkanXEKEMRqDMhBhjGZ0yiWsKf3g5JwcIYQQx9Suh1gopSYrpeaZzWbsdjtVVVVYrVYcDgdmsxmPx0NJSUngZqXCQgAKCgoAKCwsRGtNSUkJHo8Hs9mMw+HAarVSVVWF3W6nsrISt9tNWVkZfr+foqKiBvuo/be4uBiv10t5eTlOpxOLxYLNZsNms2GxWHA6nZSXl+P1eikuLm5yH0VFRfj9fsrKynC73VRWVoa0TQf3HMFmDcQ9+ooMjGENe/yMYQYGnd8x5G0afkm3JmJTjLk8M6Sv06jLejQbV6ivvdjufmY8dg5X/rU/Mx47h/gM2uzaSwxPpGd0T+LC4kL+9/TIB5uY9NRXFBcXN2qTJ78Ax+FDHIspOoasCy4hds8CvC+OIy4+mp7jLyBh3I0UFBbSoXMXMsZOJD4lleLiYuI7dqLveRdiio7BYrEQmZjEkEum4FUGnE4nKiaOUVdMo8oRGNbhDY9kzNRfYrYEbhzU0bGcddXVWG12esQOIi06E5OhZviKIYy06Ex6xA5q8eskhBCi5WSIxRnI7fQy/6/f031AEhfcOABon19/12qvsbXXuERATp6ZIxUOLs/u2uRyrTX/umZys9sHhzLs/xq2vgcXP9HiJ+L9WHvv/xSjMZJc0wF2GPPJ8nVlmLcnXp+T3rMvbtG+ZIiFEEK0nAyxOIPUThcWHmlizJWZweEC0PZff7dEe42tvcYVClprvjz8JRO6TSDM0D4eiTwiI4kRGY3rtdcLxsA46eiEDtgtlY3WiY6Jgg2vw/AboNfEwE8b+sGzlrxoI178+JSfrcbD7DTmk2Hx0ZuWJchCCCFaThLkM4S13MFn/9nG+Ol96Nwrgf41Mx8IcTJsKNnAPSvv4ZFzHuGK3leEOhw2HqogKtxI/87xjZZZln5A2fPPk/H229w+/CAUbWm8g4g4yK2G7F+Boe1HokVOGIxrc91sLD7lx4efyAlD2jwWIYQ4E7XrMcji5ImIMqH9OvjUMSFOpuEdh/PC+S9wSc9LQh0KAI9/spP7Fm5qcllYWheizz4bU8dU6DaardY0NlfU+ybAGA4DroAbloYkORZCCBF60oN8GnM7vWz9Jp9hF6QTER3GtAdGttl0Y+LMopRifLfxx1+xjcy9ZhglVU3PcRwzZgwxY8YEChP/H7uWrMPv9zMkseZx3MoAk/4CpqbnlG4L4RErSUjwYLHUJe4JCUWER5QDV4UsLiGEOFNI98hp7MCmMr5fso/C/RYASY5Fq5i9bjYLdrbs6W6trXNCJEO6dWhU7z5yBF913YNaiOvML64cRceh0Yw8awGrkkZC9nUQ16kNo20ss9cksgZ8i7WbkTfPuhBrdxNZA74ls9ekkMYlhBBnCulBPs1orakqdxKfEkXf0Z1I6RbbaC5gIU4Wn9/Hnoo9KNrPh6/FG44QHxnGBQMaJ7nFf38U98GDZH76SbBu1bD/48bIQhzGSK4f8ChvZKUxri0DbkJW1pXsNCTyXlgUbhXBez1/xqSek8jqOTbEkQkhxJlBEuTTzOpFe9m9tohr/3Y2kbFhkhyLVmU0GJl34Ty8/uOPbV+7v5x3fqibe/ia0emc1Sv5pMc075v9pCdFN5kgp8z8Dd7y8mB58YZN3LPfjj/fgQk7HuBXVUW8eW4i4xLjKHV7iDYYiDEZAQJlo4EYoxGtNWUeb7Ds15pyj5cYo5Foo6FR2ac1Zo+XWKORqCbKXr+mwuvFVbGSHIuHe7Ym4z9iw4QNP3CnJZYOHaoYlxjXqF1CCCFOrlYbYqGU6q6UWqmU2qGU2qaU+r+a+oeUUvlKqdyan5+3VgxnogFj0xj58x5ExMhnH9G6qt3VVLsDwxVMhmNfb3a3l9+8kcOS3ILgz8w3c3C4fSc9ro/uGsdjVw1ucllUdjZx558PwKqKKn5X5kVtqsBU6Aj+6A1l/GrjXlZVVDHiu+08nVcc3H7w6m28cKgEAI/WDF69jZcPlwXa6PMzePU2/pcfKFd6fQxevY23CgMJeZnby+DV23i3KPDwjnynO7D8wDoOHXqFPKeLwau38dT+Q9ydlwK55mbjEkII0bpacwyyF7hPa50FnA3coZQaULNsjtY6u+ZnWSvGcNrTWrP2g/2sWbIXCDx6ech53WW8sfXlRY4AACAASURBVGh1b2x/gwsXXYjFZTnuus99uRent2EybHF4mPzcqmD5ttfXc+/C3GD516+t4w/v1U11dv0ra/nz+3VTsl0zbw2zPtwWLE998TseW7YDk9FASmwEU55bxezPdgaXX/TIRzy1cG2wPOOFNfg3muHoHN0H3j1Wbnj2O35uM3JxSgIur49xT3zJVa4wLkhOoNrlZdLsr5jmCefc5Dgq7W4u/ufXXO2LYHxiLCVVTib/6xuuI4qxHWIpqHRw1dPfcr0hmoGmfL7Z+DTXPLOaG8NiyPCsZfXWd7l+7mpujohlpX80vp128Ogm47pnx7GfACiEEOKna7UEWWtdqLXeUPN7FbADaPqRVuJHU0rhqPZgr/Kg/e3/qYji9HFu93O5dfCtJEQkHHfdN7/Pw+nxN6jzazhstgfLA9MS6N+5bvjAoLR4+tYrD+6aQO/UuiFDQ7t1ILN+uXsHdhZag8M4hqcn0iM5JnAsh4M+O34gZceG4PoTeiVjtHpQR/3dKL/GdNjG2F5JXNkjhREJMSgUo3sm8YuMFIbFR2My1JWHxkVjMhoY3TOJaRmpDIqLJsJo5KyeSUxNT6GHoYj8Q3MZnRHL9IwUuvh2UVa8gFEZUUxPT+HcPjcx/ux3ObtXMlenp/D8gJ6YihyNRnXXxvV0Vvpxz7cQQoifxvjQQw+1+kGUUj2APwEPAmOA22bNmvXrWbNmjZo1a9Y3Dz30UKP5mJRSt82aNevfs2bNug1IO//88ykqKmrxz7x58/j6669JSEjglltuITk5mW3btvHggw/Sr18/5s6dS05ODjExMfzqV78iPT2dtWvX8vjjj5OZmcmTTz7Jrl27iIiIYOrUqWRlZbFixQqeffZZMjIyeOSRRzhy5Agmk4nJkyczevRoli5dyquvvkrXrl158MEHqaiowOFw8Mtf/pLhw4ezcOFCFixYQKdOnbjvvvvwer2UlZVxyy23MGTIEF5//XU+/vhjkpOTueOOO4iMjCQvL4977rmHAQMGMG/ePD5+bwWxMfHcfudtDJ/QF0dYCQ/++dRu0+n4Op3ObXrg7ge4IOuCE2rTmg/ewNdtGBVrF+NzVBGW1JXS9x5i+s/Pp3jLKp599lmmnzeMZa8/H2zTY/fcxG+mXhhs0/SJQ3n3308F2/T8X+/iximTgm2aNm4gTz7+GDa/gRSsvDn7T/zy4vG8/vrrLFu+nOunnc9/3vsfkTEx5OXlseKlR+mYnsH+Td/jKd5PeKdelH30T8LS+jE82Yn/y5f5+bgRzJ07l9yNG7hqdCZ//d1M0tPTyVm/jg0fvMr5o4fw5JNPcmDfHqYMz+De39xAv35dWPHFQ+z96ivGDcvm0Uf/hrViMZOHDee3N97JpEnXsntbCkXrVzByQCZ/+cvD+Jw2JvRK4J7f3MQVY8/m+2++JW/rd0R2zcJdvB9jbCLaoJjQO4Zzo+wteg/897//XfjQQw/Na/U3eiGEOI0orVu311EpFQt8DTyqtV6slOoElAEaeAToorX+9bH2MXLkSL1+/fpWjfNU4rJ7eOPPa+g1LJVJ12eFOhxxhvH6vby85WWu6nMVHaM7HnPdsmoXr64+wMyJmYx/YiWVDk9wWWJ0GN/98Xyiwo0nNT6/X2MwHH+IkbkgnyVzHuefYedj99fNeRwbaWLdny444bh8PgcH816kQ8JIkpMn4HaXsWr1OLL6P0aXLlfh93vR2ovRGHlC+/OU2Dn4r/VcHmbDXq/XvaVx1VJK5WitR7ZoIyGEOMO16p1cSqkwYBEwX2u9GEBrXVxv+X+Aj1ozhtOJzeIiJiGCiOgwLv/dMJK6xIQ6JHEG2lK2hRc3vUjfxL5MSj/2vLwrdhTz31UHuWxIGv++fkSjWSxOdnIMNEqOfdU2ih95mKSbbiKyf/9gfVJaV26e/RxZ+8p5fvV+1lttjIyP4e5xvY4b18GDLxIenkpa2lQMhgjy899BKRPJyRMID09h4oTcYEJsMJhoyVutKSmS9NuzeaXawXM5h1oUlxBCiJOj1XqQVeAusf8BZq31PfXqu2itC2t+/x1wltb6mmPtS3qQoSTPypJ/bmDS9Vn0GRXahxgIkV+dT5eYLhhU07cx1O/Fza900LVDVKvHdPW/13BBVidundCrQb1j0yYO3/Ybur3wPNEjRjRYtuvAPC47NIoHe3fnxq4pAJgr1lBl3UxGxm+C6x3JfwuP20zPnncCsD5nGtHRvRiQ9QQAfr8LgyHipLUlNzcXk8nEoEGDfvK+pAdZCCFarjVnsTgHuB6YdNSUbk8qpbYopTYD5wG/a8UYThsp3WIZNKEraX0aPx1MiLbi14Gv/LvGdm02Oc49XMnFz3xDXrktsG4bJMcur4/OCZHERzXuqY0aOpQ+q74latiwBvVLn3qUvYsXMcH3KWn+fUAgOd669W58Phc7d/0luK7VkktFxZpgefiwt4LJMXBSk+PqHwpZ991aNm3adNL2KYQQomVabYiF1noVNPl4LZnW7QQVH7Tyw4cHuOjWgYRHmjhnap9QhyTOcHeuuJPeib25d8S9za4TG2EkOtyEoQ2nGowwGXnmmmGN6rXWKKVQYWGNt4mOIrkyhdnxsOXATNbkp+LxmBk06Fmslk1UVPyAz+fEaIwkK+txlKob3mAwNN7fyeB3+ahcspfpky4iYnznVjmGEEKI45OnSbRjHpePymIb1RUukrrISyVCy+v30j2uO52imx7is7ekmt4dY+ndMY4lvx3bpnNxO9y+JsfnVn36KeWvvka3Z58lrFPDGwov/u29FLk8JIabSNi8j/LylXTtej1JiWNI7HAWPXrMDK5bPzluTYYII13+fDZojTEy/PgbCCGEaBWtOcRC/Ah2q5sDm0oB6NYvkWsfOltuxhPtgslg4oGzHuC6rOsaLVu1p4wL53zNp1uLANo0Ofb4/Ix+7AueX7m30TIVHo4xPh5TSuNHWrs8Ls7+fjsP7ViP1bqJHj3upKTkY8wVa1DNDB9pCwcK81jx3Ve43e6QxSCEEGc6SZDbmTWL97LifztwObwAGE3yEonQK7IVsadiT7PLz+qVxL0/68vEvqltGFWAy+vnlnG9GJmR2GhZ3Pnnk/7yf1DGhj3A3737Fm/cOZ0/2D4ko+xJBg2aS2av3zFo0Fy2br0bc73xxm2palU+h3P3sXHjRkwm+dZICCFCRbKvdsDn8+OuSYjH/qI3V943nIgmbjYSIlRe2/Ya13x0TYPHSvv9mldWHaDa5SXMaODOSX1CMg1ZbISJ/7ugD2f1athL7K2oQHu9TW6T2LkLPdLT+HniESZnzWTnzgcpLvmEpMQxDBo0lyrr5ia3a2227wsZSk/uv/9+DAZ5exZCiFCRLKyN7V5bxJql+6g2u4hNiuDsKb3YvrqQ8CgTP799MFFx4UTFydhD0b7cPvR2zu5ydoPHSm8rsPLYsh1EmAz86uyMkMW2vcBKv85xGI+a/7ho1sO49+2j5wdLGw35yBp/HvYho0mMiSTcV0pc3EDCwwI90EmJY0hKHNNm8dfX6b4RaLdfkmMhhAixVn+S3slwusyDvHttESvn78Trrns6lincQO8RHckYlELvEcd+KpkQ7c32AitZXeLadMxxfaVVLkY9+gV/vKQ/MydmNlhWtXIlPnMFHX5xVYN6v9+Hp6qMrNwiru6SzON9u7VlyMdksVj45JNPmDBhAmlpaSdlnzIPshBCtFy77qZQSk1WSs0zm83Y7XaqqqqwWq04HA7MZjMej4eSkhK01hQWFgJQUFAAQGFhIVprSkpK8Hg8mM1mHA4HVquVqqoq7HY7lZWVuN1uysrK8Pv9FBUVNdhH7b/FxcV4vV7Ky8txOp1YLBZsNhs2mw2LxYLT6aS8vByv10txcXGT+ygqCvQc10+OAbxuP4d3mOk6IO6UbJPf76esrAy3201lZeVp8TpJm+ratP/wfu776j5W7VqF1pr9hwu4/uXvWbH5IA6Hg26xUF1dHbI2OasqmTNtMOekRzdqk2foUGKmTG7Ups2rv+WF397KU7mzuaFLUrt5nQqW7aBoxR6KiopwuVwn7doTQgjRctKD3Iaen/lls8vueOnYj+wVIhS2lW3jtyt+yzPnPUN2x2zKq11c+5+13H1+Hy4d0iXU4TWrevVqIvv3x5TcePaK8iOH2bJoHqNG9iLmnJvYtu0+PN4Ksof+NwSR1jEv3IXf4SVlxsCTul/pQRZCiJaTMchtpPigFVO4oVEPMkBs0sl7CpcQJ9PAlIF8PvVzLHaN369Jjo3g47vHYTKG/ssnv1/zfm4+E/umkhxb9zfkdzo5ctfdJFx2GV0entVou+Ru3bFdex+HoiLIAuLjB+P1Vrdh5E1Lmt6PU6HDQgghzgSh/1/uDFFd4cRgVBjDGp5yU7iBMZdnNrOVEKFT4axAa43Frrns2W+Z88VugHaRHANsLbBw78JNrNpb1qBeRUTQ4+23Sf71TU1uV5W3lXu2H+TVI4Htune/kZ4972z1eE/E/PnzWbt2bajDEEKIM570ILcSn8/P+mUHiU+OJGtsGr2yU0kfmMyBjaUNZrEYc3kmfc+SR8qK9kVrza3LbyWzQyb/GP8Pfjk6nUsGta8hFYPSEvj47nF0T4puUK+UIrJf3ya38ft9/PeBB5jdxcaIWR+gtQ9QIX0wCED1mgLsu8oxhBlkBgshhGgHJEFuJQaDomB3Ja60GLLGBv7TDgs30veszpIQi3bPr/0Mj/8lfZITUEpxzwVNJ5yhZDAoBqYlNKjzu1yUzp1L4rRphPfo0Wgbv8/PhKm/oGOMh66xsZjNq9m0+TaGD3+LhPihbRR5Y9qnMWjFtdddG7IYhBBC1JGuipOo7EgVHz+/CZfDi1KKyXcPZcIv+4U6LCFazOnRvPdtPF9vSgp1KE2yODzM/mwnh8rtDeqd27djfv0N3Efym9zOFBZG7lmXsW3EdADCw1Pp1vU6oiJDO9Vb3LiupNw0KKQxCCGEqCM9yCeR36cpPVxNZbGdTj3iMYW1/VPFhPipdlfsZn/lfl6ZMYpeqfGhDqdJ2/ItvPT1fs7r15H05LohFtHDhtF39SoM0dFNble5J5cXCjyMS03hwpQEYmP70qfPn9oq7CZprVFKsWzZMioqKrjuuutCGo8QQghJkH8SrTU5nxxEaxh1aU86ZsRz/d/HYDRJx7w49WiteX7lXjaYv2Sn+3WWT11ObHhYqMNq0tjeKWz868+IbuJDqDG++aR+5X+f5fb8A/xizv8A8HismEyhe9AJgCO3FOuXh0gYHofRKB+qhRCiPZAE+SdQSmEpceDXOtgLJMmxOFV5/ZrVe8vpljSGN39+IbHhsaEO6ZjiIxsm79XffEPF2+/QedZDhHVs+qmUo679La4jW0lI7g7AD+um0KHDSAYOeKrV422OISaMsM4xjJ04AmUIXaIuhBCijiTILVRRZOPrt3cz6fr+xKdEcd71/TG0k2mvhPgxPD4/Pr8mMszIKzNGEhlmxNCOE7W9JVU89dlu7r+4H5mpdUm8z2LFU1CAKTGx2W3fie1Kh8Hp1E6smJF+K5GRJ+eRzj9WZN9EwnsnQBue8pycnG4Gg2G53+/vT5seWQgh2g1tMBh2+v3+C0eMGHHk6IWSILdQWISRqnIHljIH8SlRkhyLU5rWmtvf3ADA49MyuHn5zTx41oOc1eWsEEfWvPxKJ5uPVBId3nA4QsLky0iYfFmz21Uf2cN3ew6Q3qkbdEsFoFu30I731T4NWrN1+1Y++eQTbrvtNhKPkeCfLAaDYXnnzp37dOrUScm0ckKIM5Hf71dFRUV9ioqKvgD6H728Xb8zKqUmK6Xmmc1m7HY7VVVVWK1WHA4HZrMZj8dDSUkJWmsKCwsBKCgoAKCwsBCtNSUlJXg8HsxmMw6HA6vVSlVVFXa7ncrKStxuN2VlZfj9foqKihrso/bfbxdv44vXtlFeXo4pCi67bwBJ3SOw2WxYLBacTifl5eV4vV6Ki4ub3EdRURF+v5+ysjLcbjeVlZUhbVNxcTFer5fy8nKcTicWiwWbzSZtOsPaVFVVxdieCYzuFo3ZbibGEENqVGq7btPEvqksunEAneIigm2qKC4+7uuU++F8znllLvdUbgHgyJFduFzlIW2TO89C/t++I8ZhokePHsTGxp70a68pfr+/f6dOnUySHAshzlQGg4HOnTub/H5/vylTpjSay1SdCo82HTlypF6/fn2bHrN2TDHADx8dwJxfzc9uGYhReozFaaC0ykVplYsBae1zlorm1P+7rK/gjw/gzssj4635zd5wZ6usoHDzGjLHXoAyhXPw4Evs2z+biRNyMZniWjv0JnlK7NjWFRF3bneMMa1zQ6RSKkdrPbJ+XU5Ojh4xYkSrHE8IIU4lOTk5zJo16wXgrg8++MBfWy/ZXhOs5Q6W/HMDhXsrARj18x5c/JvBkhyL08bvFuRy2xvrcXsD7wU7zTuxe+zH2Sr0Vu4q4cI5X3OwzNagPvqss4i74PxjzkbxaImNVzsPQZnCAUhOnki/vrNClhwDhHWMJuHnPXEbvCGLQQghBJFATP0Kyfjqqe1Nj4oNx+v247R5AOTOcnHaeeSKQcz95TDCTQa8fi93fXkX/++b/xfqsI4rwmQkrUMUnRMiG9R3uPIKkm++udnt/B4n1k1f4DPX3YcRF5dFt26/arVYj0drjbfMQVVVFU888QQ5OTkhi6W9yM/PZ9y4cQwYMIDhw4fz+eefB5c9+OCDDBo0iOHDh/P+++8D8NVXXzFy5Eh+//vft/hY06dPZ+/evcGy0WgkOzub7Oxs7r777mNuW15ezsiRIxk6dCjZ2dnBeOrz+/0MHDiQsrKyY+7r97//PZ06dWLQoIYPipk9ezaDBg1iwIABzJo1qwUta+yDDz7gH//4R4O60tJSLrroop+0X2g+/ubqj+Xpp5/Gbv9pH9Sbuk4AFi5cSJ8+fejbty8ffvgh8OOun8cff5yBAwcycOBApk2b9pNiPdqNN95IRkYGAD6fj5SUFO68887jbncyzltTXnvttQbHv+yyy/jqq6+C5aauq+bExjaeFWnXrl1kZ2cTGxvLyRwlMGjQIA4ePPjTd6Rrpihrzz8jRozQrW3L10f0+3M2aL/Pr7XW2u/3t/oxhWhL6w+a9Qsr9za5bGPxRr25ZHMbR3RyOLZt0z6n85jrlG9brZ+afqne8uY/gnUWy2bt8VS1dnjN8pTZ9eE/fKNLvt2vv/32W11cXNwqxwHW66PeU9evX9/i/RRbHHraS9/pYqvjJEdYp6ioSOfm5mqttT548KBOS0vTWmu9bt06PXLkSO3xeHRpaanu1q2btlqtevr06drhcOj7779f79y584SPs3XrVj1lypQGdTExMSe8vdvt1lVVgWuntLRUd+7cWft8vgbrfPjhh3rGjBnH3dfq1av1unXr9MCBA4N1hw8f1pmZmdrtdmuXy6V79uyp9+/ff8Lxnagbb7xRf/311z9pH03Ff6z6Y8nIyNClpaU/OpbmrhOXy6V79Oihi4qKdF5enu7Vq5f2+Xwtvn5++OEHPWbMGO1yubTWWm/YsOFHx9qUGTNm6AEDBujc3Fz99ddf64EDB+o77rjjuNv91PPWnFdffbXB8S+99FK9cuXKH7WvY/19TZw4Ua9bt+5H7bcpAwcO1AcOHDjh9devX68nT578yuTJk+N0vffJM7oHufYkAJjCDYRFGHG7fAAhfXCAEK1haW4+C9YdotrV+Ov87I7ZDE4dHIKoTpzD7cPl9TWo0x4PeTf9mqKHHz7mtvF9RzPjyblkXnoLAB5PJevWX0F+wTutFu/xGKJMdLiyN4kDujBu3Dg6NjN3c3sxd8Ue1h00M3fF3uOv/CN16tSJoUOHApCRkYHH48HlcrFv3z6ys7MxmUykpKTQtWtX1q1bF3z/rv9ebrPZmt1/rfnz53PllVf+6DjDwsKCPWIWiwWXy4XX2/Dv6tlnn+Wuu+467r7Gjh1LSkpKo3qv14vL5cLlchEeHk5CQkKz+3jooYeYOHEivXv35o477qBv376UlpYCcMMNN5Cent5kT+QVV1zBm2++edwYf0z8zdU35YsvviA7O5uCggLOO++84O8Ac+fOZdCgQQwaNIhXX331mPtp7jpZu3YtAwcOpFOnTqSnp9O9e3c2b97c4usnLy+P1NRUwsMDw7SGDRsWXDZlyhSGDh3KiBEjeO6554L1sbGxPPDAAwwcOJBbb731uOdiypQpfPDBB3zwwQdMmTLlmPs/1nn78MMPGT16NNnZ2dx7773B/bTkfB5Lc9fV7Nmz6d+/P1OmTCEzM7NBT25Lz0NLzueTTz5JVlYW06ZNw+l0BuufeeYZsrKyGDJkCH/4wx9a1kj9E3t32+KnNXqQ7VUuvfipHL3z+0KttfQYi9OX2xvo2fJ4fdpc7WqwbE3BGv1MzjPa5raFIrQWef27AzrrL5/oYktdD6bf69VVq1Zpx/btx9z2zu0H9fSNdb3nXq9dl5R8pm22A60V7gkrLy/Xbre71fbPCfQgT3/pO71w3SGtdeB6mf7Sd3rxhsNaa63tLq++4rlVuvefPtYZf/hI931wmb7iuVX6ky0FgfirXXr6S9/pz7cVaa31Seth/vTTT/WFF16otdZ68+bNevDgwdpms+m8vDwdHx+v58+fr1esWKFHjBih7733Xr19+3Z966236o8++ui4+54wYYLevLnhNyZGo1EPGzZMjx079oR6Va1Wqx40aJCOjo7Wb7/9doNlO3bs0GPHjj3hth44cKBRT+u//vUvnZiYqOPj4/W8efOOuf3f/vY3/dRTT+m7775bP/XUU/quu+7SS5cuDS4/uiew1pEjR1rUw9uS+I9V35yje0IPHDigMzMzdVVVlTabzbp79+7H/Kaluetk4cKF+pZbbtEvvviiXrBggb766qv1smXLWnz9VFRU6N69e+uRI0fqRx55RBcUFASXHT4c+Htxu926T58+urAwkFsAevXq1drtduvu3bvr/Pz8Zvc/Y8YM/e677+orr7xST548ucHr1tz+mzpvxcXFetSoUdpmC7yvT506Va9YsaLF5/PVV1/VKSkpeujQoXro0KE6Pj6+QQ/y0ddVXl6ezszM1NXV1XrHjh1aKRXsyT3WeWiqB7kl5/PAgQO6d+/e2m63661btzY4bkJCgrZarcHz0pTmepDPuHmQ/X6NwaCIjA7DFG5A1fShn+k9xmv3l/POD4eC5WtGp3NWr+QQRlSnvcZ2KsR1oNyO1eHh/TvPIT4yjMSY8AbrbizZyEf7P+L2obeHItQWGdQ1gZvO6UFqXESwThmNxJ5zznG37bL+XZJSe0PNI0KMxihSUy9srVBPiGu/BVOnaObPn09qairXXHNNSOM5lvxKB/6aCY/8WpNf6WjV4xUVFXHfffexdOlSAAYPHsyNN97I2LFj6dq1K+eddx6RkZFMmjSJjz76iH/9618sXbqUOXPmEBMTc5y9B6bDS01NbVB35MgROnfuzLp167jyyivZs2cPUVFRze4jLi6OLVu2sGPHDm677TZ+8YtfEBYWmInkueeeO6Gxo82prKzkk08+4cCBA3g8Hs455xwuu+wyunTp0uw2SUlJWK3W4L8Wi+W4x+nYsWNwqsD2aOPGjYwfPz7YWz969Gg2b97MBRdc0OT6zV0ntb37M2fOBGDx4sUopVp8/XTo0IEtW7bw6aefsnjxYkaMGMH27dvp0KEDr7zyCu+//z5aawoKCigoKKBz586Eh4czduxYAHr27ElRURFpacd+OFHnzp0bjdltbv9N+f7779m/f3/wuNXV1ezfvx+LxdKi8wlw9dVXB3twL7us+XnmITAbxPjx44mJiaF///7B8dRAi89DS87nwYMHGTduHFFRUQwcOLDBcUeNGsWvf/1rLr300hZ/a3TaJsi71xaxZuk+qs0uYpMiGHN5JhrI+TSPaQ+MJCzcyOS7skMdZrtgd3v5zRs5VDo8wbqvdpfy3R/PJ+qohzG0tfYa26kUV5hR4fM1PZ3j7UNvZ8aAGYQZW2eKsZNpWHoiw9LrHqKhPR7M8+cTf8klhHXq1PyGHgepX3xJWsYuuPgKAKqrd6HRxMU2mhu+TfjdPkpf3kLcxG787Gc/IyIi4vgbtaIFvxkT/D3MaGhQrnJ6sDg8+GoyZI9PY3V4GJ4ReC2SYsIbrN8xruENlC3ldDqZOnUqTz31FJmZmcH6e++9N/hV8dlnn016ejpLlixhw4YN3Hvvvdxzzz2MGzeOOXPmcO655x7zGFFRUQ2+hgWCycaoUaPo0qULeXl59O9//OsjKyuLsLAwNm3axMiRI7FarSxfvpw5c+a0sOV1vvjiC9LT04PDKoYNG8bGjRuPmSArpRr8+Hy+Ztet5XQ6j/khINT0j5iGtqnrxOl0NvggUFRUROfOnX/U9RMZGckVV1zBFVdcweTJk/n++++JjIzks88+Y/Xq1URHRzNy5Ej8/sAMQbUfmiDwGtXWH8tjjz2GwWBg8eLFQOBmwub235yLLrqI+fPnN6ir3V9rOdbrdazzcHQH5bHa29R+aq/5puL49NNPWbVqFe+88w7PPvtsi26GPi3HIO9eW8TK+TupNrsAqDa7WDl/J5XFNhJSo/A4j//GcSZ57su9jcZ2Wh1e7nir7kK6460NLNlYNwPAzDdy+GBTYKyT1+dn5hs5LNsSeANyenzMfCOH5dsCD1WodnmZ+UYOX+4MPCDBYvcw840cvtkdGCNXXu1i5hs5fLc3cLd3sdXJzDdyWLu/nOe+3IvD0zA2u9vHpXO/ZdPhwDR8+0qrmflGDtsKAj0mu4urmPlGDruKqgDYXmBl5hs57C2pBmDzkUpm/n/2zjssqiv9498LDF1ApIN0C0UYiiWKcSFGMQqSjbqJxlhiXDfGZGNJ/60mamJMMTHGdTUJiW1dNShq7BENkICIIAZFQbowVGFghIppVAAAIABJREFUmD7v74+B0RGGmUGaej/Pcx84557ynnMPl/ee8r67MlWmwi6X3sGSXZkoq1eeAr5YVI8luzLBa1T+A/39Vi2W7MpETZNyPCXn12Da5hSI7pNLKJFjS1I+zlyrwpJdmRBKlPdP/lmJJbsyIZUr/8CP5VRgya5M1R9xYvZtLN1zWVXOwcxyvLEvSxX+X0Yplu/PVoV3p5XgrYNXVOGffi/GuwlK5xdbzhW022NsaMDgu5RC3E+zRNkf5hzzdvf6GxUNQtXzaUN49U9Ub/gUoqtXO817Bxy8uO1n/GX5RlVcYdFm/Pln12f4HhTGkIH9okCYhzli+PDh8PLy6jNZtLH513wo7vvHJyfqkb3IRIR58+Zh9uzZiI6OVrtXV1cHALhw4QLq6+sRFhaGuLg4rF27FuXl5fD29kZycjJ27NihtR5/f381CxZtTmIAoLi4GBUVFXB3d1fdf/fdd/Huu++qwrdv31bJw+PxcO3aNbi6ugIA4uPjMWfOHLV/5PrSNpMtFoshFApx+fLlHhkjN2/ehL+/f7eX21WsrKzUnNuEhoYiJSUFAoEADQ0NyMjIQFBQUKdldDRORo0ahdzcXFRXV6OsrAzl5eUICgrSe/wUFRUhPz8fACAUClFcXAxXV1fw+XzY2dnB3Nwcubm5uHLlisYydMHGxgZWVndt1Gsr//5+GzNmDJKTk1FervyfXVJSAh6P16X+1Ifw8HCkpKSgpaUFeXl5KCkp0SnfoEGDVLIC2tt7P6GhoUhNTYVIJMK1a9dQWqpcQSUilJaWYsKECVi/fr3eli0eyRnkPxJvQSZR/7qSSRTIS+Nh3sfal2MfN3anlUAoVe8vORFSC+pU4eJaAeoFd2cli2oFaGiRAABIFVbeJ1KGG1tnMRVEKKoVgC9UKm4yhQJFtQI0idrCyvtNrYqdVK683yyWYXdaCcQyddnEMgWK6wQQSJTpxVJl+jaFVCSVK8OtCqywNdym0LZIlGFJq8LaIlaG2xRYgVimFm4WKcOy1i/YJpEMxXUC1ZJzGyKZArv+KIG3nSWKagUqpaKhRYqiWgHadIw7reE26gWS+8JiNTu/tc0SlNS13BMWo/QeZbGmSYzyO8rw7rQSyO4TTCRVyrVq8t3ZsOLGYsw8OhMbntyAp9yfQn/np9+L8UNqEa6sngRzY+Vryzw0BD5nTsNIy+G2NQUV+L2hGRfH+KnifLxXQCrt2Mtcb8AYGsDE2wZ1dXWQVzfB3t6+327zulzaAOl9KxBSOeFyyZ1urys1NRUJCQm4ceMGtm/fDgA4fvw4XFxcsGDBAhQUFIDD4WD37t1q/RUYGIi3334bI0eOxLp167TWM23aNCQlJamWlvPy8rBgwQKYmJjA0NAQ3333HczN73443r8NobS0FIsXLwagNMf16aefwtnZGUSEHTt24OzZszq3eenSpUhISEBtbS3c3NywdetWxMbGYvLkyQgODoaBgQEWLVoEPz8/7YXdR3FxMeLi4lQfACkpKfj444/xzDPPAACSkpIwdepUvcvVRX5N8Z2xbNkyxMXFwdbWFgcPHoSnpyeWLVuG0aNHAwBWr16t9TBrR+PE2NgYGzZswLjW7VibNm3CvV4kdR0/QqEQ8+fPh0AgABHhpZdewogRIzBs2DBs374dwcHBGD58OEJDQ3XtPp2Ijo7utPz7+83JyQn//ve/ERMTA5lMBgsLC+zZswc+Pj5692dHdDauFi9ejNDQUHC5XPj4+Oi0OrZ8+XIsWLAAa9aswfHjx7W29348PDzw8ssvIyQkBP7+/qqPSSLC3LlzwefzIZfL8cUXX+jVzkfSk963S85pvLd0W1R3iPRIsfFkHrb/VqimWJlyDPByhJeaUtUXbDyZh/jUIjUFvj/I9rDLxRPw8N3V77AkeAnszHQ7ad6XlNQJkFvBxzMjNC8xa+K/P36AfMYe789ZCkOj/jEnILxWB0NrE5zOOo+rV6/inXfe6TEFmfWk1x6hUIjIyEikpKTAqBvHxIkTJ7Br1y7s3bu328rsScaPH4/ExETY2tr2tSgsjwhNTU0YMGAAamtrERYWhuLi4n778d9Gqye9HwD888iRI01t8Y/kFgtL246/WDTFP65kltzB5dI7eC3KF5Ym6v8kzDiGeC1ySB9JdpfXonxhYqS+p7c/yPawy+Vk4YQPxnzwUCjHAOAxyEJNOW7JzETlv1ZDVlfXSS4lzsWFGHQuCQaGyn6RShtRXXMKUmn3z4DqAhHhzqF8NKfcxhNPPIEZM2b0+38gjxpmZmaqpfXuZMqUKQ+NclxTU4MVK1awyjFLt/Lmm28iKCgIUVFR2Lx580P9buvXCjLDMDEMw2yvr69HS0sLmpqawOfzIRQKUV9fD6lUiurqahCRagmsoqICT0z3gSFH/aEYchiETRkMPp+PpqYmtLS0oKGhARKJBLW1tVAoFODxeKoy7v1ZVVUFmUyGuro6iEQiNDY2QiAQQCAQoLGxESKRCHV1dZDJZKiqquqwDB6PB4VCgdraWkgkEjQ0NOjVJkC5zEdEqK6uhlQqVS1vdKVNFZU8rDpwBeuP/gkDhQxf/nU4YgIdEBPogKkB9tg8awRamhr6vE2QSfDFs8MQG+SEKX6DEMd1wcfPeMHM2LBPnxOHIWyI8UEc1wWTh9viWa4L1k3xhJmxYbc+J33bZG5shPXPeOJZrgsmDxuIZ1v7y8SIUbXpyLUjuF51vc/Gnr5tyiq9g59/vw6FglRl1GRlo+ncOdwRiTp9TreaBBi46HMs+vcelTxFxUm4evVVlJT80Sdtqq6uhuOyUAiDTDFo0CDVqfme+nti6Zinn34anp6efS1Gn2Fvb4+4uLi+FoPlEeO7775DTk4OcnJyMH369L4W54F4JLdYAB1bsRg6umOTKI8Ttc1iDDQ3hqEBg4LqJjhYmcLKtP9bMGDpHmQKGSYdnASuAxdf/uXLvhZHJ17/bxbSCuuQ/t5T6ieV5XIwhp1bDFmZV4ojNQ24HjEChq155XIRBIKbMDf3gZGRdpNgPYVAIEBZWRk8PT1havpglh86g91iwcLCwqIZTVss+seGvB5g6GgnViG+D16jCFM3J2NhhBeWRvrC12FAX4vE0ssYGRjhQMwBiOQi7Yn7CRtnBKGkrkWlHBOR0qyPFuUYAGZnfwu7MgUavF/HINfBAABDQ1NYWXXfyW19acmpAYhQbFSDAwcOYPHixVrtorKwsLCw9C79eosFS/fiaGWC2aPdMTmgE5uxLI88g8wGwdXSta/F0BlTjiGGOd39mKtauw5lS/6hk41Ue44NBlzNh0wsvpu/+gTuNGT0iKy6IEirRHMaD0OGDMHLL7/c711Ms7CwsDyOsAryI05pXQvmx19EFV8EhmGwYtIwdub4MeXoraN4/dzr4Ev4fS2KzhzOuo2ffi9Wi+O4D4axj7fWwx/Xm4UojHwNi+MT4OB11+FEQcEG3L7ddwep7BaNwKAX/WBsbIzBgwd3qxUFFhYWFpbugX0zP+JI5HLc4DWhqFYAR6ue2+fI0v8RyUVoljZjAOfh+UA6c70KlQ1CzBvrqYobNH++Tnl/KqvEgZpm3IgYoaZMjxqZCLmi77aYMAYMDC04uHjxIjw8PODYmRdAFhYWFpY+gZ1BfgQRiGU42urlztdhAC6sisQY70F9LBVLXzNz6Ex8P+n7h8rszrezQ7Hr5dGqsLSiQmf3sx9U/Bf/PLEBNy+cUYvncGxgatI35xNacmrQeLIYLYIWHD9+XM2bW79lWwSwxrr9tS2i26u6ffs2IiIi4O/vj9DQUJw5c/fZffbZZwgMDIS/vz8+/PBDAEqXtOHh4Vi5cqXedc2aNUtr/586dQpcLld1GRsbIztb6dVy5cqVcHR0RGBgYId5FQoFAgICUFtb22m7DA0NVeW//vrrqvj09HQEBQXBz88Ps2bN0rt993LkyBFs2LBBLa6mpgaTJ0/WuQxN7dUk//vvv4/AwECEhobi8OHDOtXx1VdfoaWlRXvCTtBU7/79+zFkyBAMHToUR48eBdC18fPJJ58gICAAAQEBmDlz5gPJej/z58+Hh4cHAKUDGjs7O7z2mnaPn93RbywdQET9/goLCyMW3fn67E3yeucYFdU097UoLP2E63XX+1qEB0Yhk9GNiAiq+OD/dEovu/Er7V72Al06dlgVx+f/SaWl8SSVNvWUmJ1y55dCqvw8g4iImpubSSAQ9HidAC7Rfe/US5cu6V7A0TeJPrIjWm119/rIThnfzfB4PMrOziYiouLiYnJxcSEiorKyMvLx8SGJREJisZi8vLyosLCQZs2aRUKhkFatWkV5eXk61/Pnn39SbGysXrJVVFSQr6+vKpyamkoZGRkUEBDQYfqjR4/SvHnzOm0XEZGFhUW7vAqFgoYMGULJyclERFRdXa2XrLoyf/58unDhgk5pNbW3I/kzMjIoPDycpFIp1dTUkJubG/H5fK11eHh4UE1NjW7Cd4CmesViMXl6ehKPx6OSkhLy9vYmuVyu9/i5ePEiPfHEEyQWi4mI6PLly12WtSPmzZtH/v7+lJ2dTRcuXKCAgABaunSp1nwP2m+PO5cuXaKYmJjvY2JiBtA970l2BvkRgYjQ2OrqefGT3tj/9yfgadd3JqxY+g9Xaq5g5tGZ+KXwl74WRS82nszDxpN5dyMUCjiuXAnr6Z27qwWAy40C/Gg+As9u2o2wqXdtcdbXp+Bm/loAfTOLbvOMFxzfVJpXs7CwUHNn3KfETwWy9ih/l0uV4Sv/U4bHLgMUMvX0ChngzFX+LqhTpr9xQhluquqyGI6OjggODgagdB8rlUohbj1gKZPJIBaLIRaLYWxsDGtra9VqQts/NEBpPk8be/bswbPPPquXbPv27cOMGTNU4bFjx8LOTrOjnW+++QbLli3T2q6OuHTpEuzt7RERoZylt7e371S2NWvWYMKECfD19cXSpUsxdOhQ1NTUAABeeukluLu7dzgTGRcXh927d3dadhva2nsvt27dApfLhZGREezs7ODq6oqMDM0HY8+ePQsul4uKigpERkaqfgeAzZs3IzAwEIGBgYiPj+9Svenp6QgICICjoyPc3d0xePBg5OTk6D1+SkpKYG9vD2NjYwBASEiI6l5sbCyCg4MRFhaGLVu2qOItLS3x7rvvIiAgAK+88oqWnlOWc+TIERw5ckTNNXdH5XfWb0ePHsWoUaPA5XKxfPlyVTn69OfjDqsgPyK8dTAHc75Pg0SmgCnHEOGerHckFiVDBw7F+6PfR+TgyL4WRS/qBRLUCySqMMPhwHr6dJiHh3eSS8kZXhXWFdyGEdS3Y7i7L8b4iIt9av+YMWCQlZWFnJycPpNBLywdAQsHwKDVrJ6hsTJsZtOj1Z46dQohISEwMTGBm5sb3njjDbi7u8PNzU3lAW7JkiWIiIiAQqEAEWHx4sU4f/681rJTU1Ohrx3oPXv24Pnnn9cpbV5eHpqbmzus4952AYBIJEJoaCjGjRuH3377DQBQWloKBwcHTJkyBSEhIdi6davWOmNjYzF16lR4e3sjOjoaf/zxBwBg586d+OijjzrMEx4ejt9//12nNmmiI/n9/f2Rnp6OlpYWlJaW4vr16yonOx0xceJEZGdnw8XFBUlJSarfi4uLsXnzZqSlpSE5ORmrV69GdXW1xnI01cvj8eDs7Ixt27Zh//79cHJyQmVlpd7jZ+LEibh27RpGjhyJdevWqRz1AMDWrVtx5coVpKWlYfPmzar2CgQCxMTEIDs7G6dOnVIpsJoICwtDVlYWbt68iaFDh3ZavqZ+q66uxtq1a3H+/HlkZ2ejrKwM586d07s/H3fYQ3qPCJMCnDDc2Qocw4dnfylL72BmZIbnh+v2j70/seG5u7aKSaEA//gJWE54EoYDtB8yfJufhIDEePx6eRKmLP+XKp5hGBgb981+fGFePVoyeLB51heXL1+GqakpgoL6zh6zGgvuWV0w5KiHjc2Bv18Avg4GFHKAMQD+/hswoPVwocUg9fQDHvzQIY/Hw4oVK5CYmAgAaGhowIkTJ1BUVASpVIpx48Zh2rRpiIqKwrFjx/Dll18iMTERmzZtUnkm7IzKykqts7L3cvPmTQgEAtUssDa2bNnS4Yzt/e0CgPLycjg5OSEjIwPPPvss8vPzIRKJkJSUhJycHNjY2CA8PBzR0dHw9vbWWKetrS34fL7qZ2Njo1Y5HRwc1JS8rtCR/CNGjMD8+fMxduxYuLq6IjIyskvOcLKysjB+/HhYWloCAEaNGoWcnBxMnDixw/Sa6pXJlCsgS5YsAQAkJCSAYRi9x4+NjQ2uXr2KkydPIiEhAWFhYbh27RpsbGzw/fff4/DhwyBSevysqKiAk5MTjI2NMXbsWACAl5cXeDyeVrvnTk5Oqja3oan8jkhLS0NhYaGq3ubmZhQWFqKxsVGv/nzcYWeQH1LkCsJXZ2/iUFY5AOBpf0e8HOH1UB3AYul5fsr9CefLzve1GHrTttzZhjD7CipWrkTzhd90K8AnEraeY2Bgbq0WXVCwEXfuXOwuMfVC0SKFtEYIAzMjLFy4UG25vt8zwAngzlEqx9w53aIEa0IkEmHGjBn4/PPP4eOjNM939uxZuLu7w9raGnZ2dggJCUFWVhYOHTqEb7/9FsuXL0d2djYiIiJ0mkE2MzODSKS7JRN9Zo/5fD5Onz7d7vl21C4AKiVn5MiRcHZ2RklJCRwdHeHn5wd3d3dYWVkhLCwMeXl56AyGYdQuuVyuVVaRSAQzMzOd2qWJjuQHoHomv/zyC3g8Htzd3fUu+/73gC50VK+Li4vahwCPx4OTk1OXxo+pqSni4uKwc+dOhIWFIS0tDefPn8epU6eQmpqK7OxsDB8+HAqFAgDA4dz1VMswjCq+Mz7++GN88MEHqnBn5Wti8uTJyM7ORnZ2NgoKCrBo0aIu9efjTL9WkBmGiWEYZnt9fT1aWlrQ1NQEPp8PoVCI+vp6SKVSVFdXg4hUg79t+aKyshJEhOrqakilUtTX10MoFILP56OpqQktLS1oaGiARCJBbW0tFAqFakmkrYy2n1VVVZDJZKirq4NIJEJjYyMEAgEEAgEaGxshEolQV1cHmUyGqqqqDsvg8XhQKBSora2FRCJBQ0PDA7VJIpHgtzwe0gpqH5k2PYrPqS/bVFZehkP5h3A6//RD16YX/pOK9xJyVG2642APz33/RbPfcK3P6dfbVXiLZwCnF95G1MuvqtpUXp6PsvKdKL+d2idtEnkYwe71YFTX1oBhGNTV1fXK2Os2JrwFuI8BJrzdfWXeBxFh3rx5mD17NqKjo1XxbTOUYrEYQqEQly9fhpeXF+Li4rB27VqUl5fD29sbycnJ2LFjh9Z6/P399bIgsnfvXp0V5Pj4eMyZM0dNMdLUrrYxBwDFxcWoqKiAu7s7Ro4cidLSUtTX10MikeDq1audzh53lZs3b8Lf37/L+TXJD0A1vi9cuID6+nqdtrRYWVmpjdnQ0FCkpKRAIBCgoaEBGRkZWlddOqp31KhRyM3NRXV1NcrKylBeXo6goCC9x09RURHy8/MBAEKhEMXFxXB1dQWfz4ednR3Mzc2Rm5uLK1euaG1rZ9jY2MDKykoV1lb+/f02ZswYJCcno7xcOYFWUlICHo/Xpf58rLn3xF5/vVgrFndJyquiJpGUiIhaxLI+lubx5bnE5+ijPz6iakHPnC7vKvfLJZVLqUncNxYbHoSNJ6/Tj6lFXcr7U3EZ+Z3PJKGw/al5hUJOcrn4AaV7MPLz8+nkyZMkEol6pT48qBWLXiQ5OZmMjIwoODhYdd2+fZuIiFatWkXDhg0jPz8/+vTTT9XyCYVCioqKouHDh9PBgwe11rN792567733dJIpLS2NuFxuu/hXX32VnJycyMjIiFxdXSkxMZEUCgUFBARQZWWlTu1KTU2loUOH0ogRI4jL5dLx48dVefbv30/BwcHk7+9P69at61TG1atXU3x8fLufRUVFFBwcTIMHDyY7OzsKDg6mX375RZXvs88+o6+++kqnfuiovZ3JHxMTQ35+fhQUFETp6ek61bF9+3by8/OjcePGqfrw66+/poCAAAoICKDvv/9eaxma6t23bx/5+vqSr68vHTlyRC2PruMnNzeXRo4cSf7+/uTn50effPIJERGJxWKaOnUqBQUF0axZs2jUqFGUkaG0VnOvlY8JEyao4jti3rx5dODAAVU4Pj6eli5d2mn5mvrt2LFjxOVyKTAwkEaPHk0FBQVd6s/HAU1WLBjSMuXOMIwJgOcAeOKePctE1PGu/x4gPDycLl261FvV9VtK61oQ+cV5LI30xfKnh2rPwNJjjPhpBDgGHBgwBpjuOx1LgpbA3lz3PY29IVesTyz+EfyPfiHXgyDMzUXzr7/C9qWXYGijw8Gwm6eQt20p/pCMxV//tRHWDn1j8/hexKV83Pk5H7Z/G4aMoitISUnBqlWrYGDQ84t4DMNkEpHaycbMzEzS95Dao4RQKERkZCRSUlK61ZPhiRMnsGvXLuzd23eeGvVh/PjxSExMhK0te6ib5fElMzMTH3744Q8A/nnkyJGmtnhd3s6JAKYDkAEQ3HOx9BICsfKAgfsgc/wwfySWRvpoycHSG0gVUojlYhzKP4QpCVPwxrk3cIl390MusyoTRY1FqvAl3iUUNxarwhm8DJTyS1Xhi5UXUcYvA6Bc2UmvTEd5k3KJTK6QI70yHRXNyqV0mUKG9Mp0VDYrl9ilcinSK9PV5Dpw8wCiE6KxNm0talpqeqYTeoCaJrHaXjlhVjbq4n8EdFVkPMbCPPoD2Lr7wNxmoCq6kncYt2590c3S6o6htQkMLY0xbty4XlOOWTrGzMxMtbTenUyZMuWhUY5rampU1kBYWFjao8sb2o2I/kZEG4noi7arxyVjAQCkFtRi7IZzuFquPJE8Yag9TIwM+1gqlntpU0jPlZ3Dygt3PTItP78cu6/dtTH6etLr2Hdjnyr86tlXcfDmQVV48ZnFOFRwCABAICw6vQhHC4+q6lh0ehFOFCltzQplQiw6vQhnSpQeufgSPhadXtRONolcggM3DmDVb6u6scU9BxHh2a2pWHXwrgk02xfnYEjybzC871R3RyTXN+Fv16vBPDkb099aDY6xieoen5+D2rrzPSG2VkzcrWC/MBCGVkr7qaxy3Pc8/fTT8PT07Gsx+gx7e3vExcX1tRgsLP0WXaZkfmcYZgQRXe1xaVja4e9shb8Ms4f9ABPtiVn6hLYtDeNdx2Ou/1xV/NeRX2Og6d0ZzK1PbYWt6d3Zmv88/R+17Q/fTfoOzpbOAAAGDOInx8PF0kVVR/zkeLgNcAOgNN12b9jK2Arxk+Ox4NSCdnLF+cZhSfCSHmh596MgYFmUL5yt1U/W66IcA0CLTIb6Rh4GNjGAqfqhpmFD/9Vnp7hJTmAMGTQ2NuL48eN48skn4erq2ieysLCwsLBoRxcFOQLAfIZhigCIoXRBRUTEHn3sIXLKG3DgUjk+mh6AgRbG+Pr5EO2ZWHqcOmEd1qevx8sjXgbQXgG1M1P3MsV14HYaDnUMVQuHO93dJsowjFrY0MBQLWxkYKQW5hhyVGFtcvVnDA0Y/G3kXXNQNZu/gbSiAs6ffKyTCcPJVIm/nI3Btu3jEfXyUoyImqR2vy/MIMoaxaj6/BIGzhwKgZ3SskRfKeosLCwsLLqhi4I8pcelYFEjq7QBv16vwquRPu1m0lj6Do4hB9fqrqGwoRDDBg4D14Hb7xTQ/iqXrlwsqscwpwGwNmszkaVUJHVRbIkIjIMf5IuTwf31N9gN9lDdE4kqcDN/PTw9/g4rq17+tifAYqQTOA7mcHGywNKlS3u3fhYWFhYWvdGqIBNRCcMwEQCGEFE8wzD2AHRb72TRmdpmMSobRBjhZo2XnvDAX0NdMcCUoz0jS49S2FCIhPwErAhfAStjKxyNOwqOIQcxPjF9LVqHHIw9qD1RP0UkleOlH9Lx/Eh3rIkNAADYv/66zvmT7zTjzbxS7AryxoT5AWr3JJI6CAQ3oFBINOTuOYxsTGATyx6sZWFhYXmY0HpShGGY1QDeBvBuaxQHwG7NOVT5BjMMk8QwzHWGYXIZhnmjNd6WYZgzDMPkt/4cqK2sx4HX/5uFV/dmQiZXgGEYVjnuJ1yquoTDtw6rrElwDNnn0lNwDA2w6+XReHGMcuZX3qyfsRwLQwOEiMtgX/x7uy0MVlYj8MSYs7CxCdeQu+eQN0lU8uzatQtpaWm9LsODMOPIjF6zhHL79m1ERETA398foaGhOHPmjOreZ599hsDAQPj7++PDDz8EoPQwFh4ejpUrV2oqUiOzZs3S6ixEkzynTp0Cl8tVXcbGxsjOzlbLq1AoEBAQgNra2k7reP/99xEYGIjQ0FAcPny40/Z2lSNHjmDDhg1qcTU1NZg8efIDlQsA6enpCAoKgp+fH2bNmqWKX7lyJRwdHREYGKhzWV999RVaWloeSB5N/bl//34MGTIEQ4cOxdGjysPP+o6f8+fPw9raGlwuF4GBgVi/fn2n6W/cuAEulwtLS0v0pKna7ug3lg4gLU46AGRDue846564HB3yOQMIbf19AICbAPwBbATwTmv8OwA+1VbWo+QoJO1WLf3zv5fpn/+9TK/vvUyp+TVERHS9spFybzf2sXQsRESXqy7THxV/EBGRXCGnemF9H0v0+KFQKCg/6imqXL9e90ziZqJ1zrRn2fP08yere0w2fVBI5VT2fjI1nCoiuVxOe/fupYsXL/aqDHhARyGBPwZSyM4QCtsV1uPOcXg8HmVnZxMRUXFxMbm4uBARUVlZGfn4+JBEIiGxWExeXl5UWFhIs2bNIqFQSKtWraK8vDyd6/nzzz8pNja2y/LcS0VFBfn6+raLP3r0KM2bN6/T8jMyMig8PJykUinV1NSQm5sb8fl8je3tbubPn08XLlzocn6FQkFDhgyh5OQUcqrhAAAgAElEQVRkIiKqrr47NlJTUykjI4MCAgJ0Ls/Dw4Nqamq6LI+m/hSLxeTp6Uk8Ho9KSkrI29ub5HK53uMnKSmJpk6dSkREUqmUhgwZQsXFxVrzaXMQ8qA8aL897mhyFKKLrSEJERFaNwMyDGOho+JdSUSXW39vAnAdgCuUNpV/ak32E4DHxs5Mi0SGv+/KxKHsChzKrkDilQos/DEDQokcw52s4O9ipb0Qlh5FQQqsT1uPrdlblX8gjIGaJQqWnmNXWglu1TQrA1IpBs5+ARZjx+qUV6ogNBuYAu+UInj6XARMmKh2/8aNNbhVuKm7RdYKKQg2U71h5jcIBgYGeOGFFzBy5Mhel0MbC04uwOEC5WybVCHFgpMLcPTWUdX9e21+RydEI2p/FH6++TMA4I7oDhacXIDzZecBALXCzmdMO8PR0RHBwcEAAA8PD0ilUojFYgCATCaDWCyGWCyGsbExrK2tVTPzdHdiBgKB9pWHPXv24Nlnn30gedrYt28fZsyY0S7vN998g2XLlnVa/q1bt8DlcmFkZAQ7Ozu4uroiIyNDY3s1sWbNGkyYMAG+vr5YunQphg4dipoa5Yz/Sy+9BHd3d7z22mvt8sXFxWH3bq0Lwhq5dOkS7O3tERERAUBpOq6NsWPHws5Ot3MQZ8+eBZfLRUVFBSIjI1W/A8DmzZsRGBiIwMBAxMfHd1qOpv5MT09HQEAAHB0d4e7ujsGDByMnJ6fL4wcAWlpaIJFIYGKitDB19OhRjBo1ClwuF8uXL+80b2fPS1N7LS0t8e677yIgIACvvPKK1n5jeXB0OaS3n2GY/wCwYRjmFQALAWh3dn8PDMN4AggBkA7AkYgqAaUSzTCMg4Y8iwEsBgBnZ+d2y1cPI5vT69EkkqrFyRQK/N9/U/BisOaXH0vPk83PRoBlADgGHLzi+Aqsjazb+btn6TnuCOX4v0QeFnCtMH34AGVkm6c3Hf72c6TAO83ABksgaJALpIDaO6O5uRyMQSOa+H3wHjEDUFcN1PV+1d2NVKF8f9UIa7Dr2i48N/S5Hqvr1KlTCAkJgYmJCdzc3PDGG2/A3d0dcrkcn3/+OWxtbbFkyRJERERgwoQJICIsXrwY06dPx9SpUzstOzU1FS+88EKX5bmXPXv24Pvvv1eLy8vLQ3NzM7R5K/T398f69evR0tKC2tpaXL9+HTweD1FRUR22tzNiY2NRWloKd3d3REdH448//kBsbCx27tyJH3/8scMl/vDwcLz//vs69kB7SktL4eDggClTpoDH4+GVV17Bq6++qnc5EydORHZ2Njw9PZGUlKRSrIuLi7F582ZkZ2dDKpUiODgYU6dOhYNDh2qDxv7kcDhwdnbGtm3bYGtrCycnJ1RWVnZp/CQnJ4PL5aKgoADLly+Hk5MTqqursXbtWpw/fx7m5uaYOXMmzp07h6ioKI3ldPS8goKCNLZXIBAgJiYGH330EXx8fFBRUaGx31i6B10O6X3OMMzTAPgAhgH4FxGd0ZJNBcMwlgB+BvBPIuLramaJiLYD2A4oXU1zuVwtOfoeoUSOm1VN8HO2grGRAX7JqcQXZ27g6GsRsDAxQurBE5DfZ91JpgBOF4nw+bwJfSM0C3LrcvHFsS/w7qh3Mdtvdl+L89iSESgGx5CBtRkHLRczYB4WCkZH73nWLWK8npaIp4V8WA+bCXOr+z84v+t+gXVAyhPA0MYEBqZGOH78OOrq6jB37lztGXuZ+Oi7M1UcA45a+F46sq090HSgWvrusJ7C4/GwYsUKJCYmAgAaGhpw4sQJFBUVQSqVYty4cZg2bRqioqJw7NgxfPnll0hMTMSmTZtgYaF9kbOyslJttlNfedq4efMmBAKBapa5jS1btnQ4Y3s/I0aMwPz58zF27Fi4uroiMjISpqamGtvr7OyssSxbW1vw+XzVz8bGRq31Ozg4oLKyUms6TYhEIiQlJSEnJwc2NjYIDw9HdHQ0vL29tWfWgaysLIwfPx6WrXbQR40ahZycHEycOLHD9Jr6UyZTeqNdskQ5ZhMSEsAwTJfGz/jx43Hs2DE0NTXhqaeewowZM1BcXIzCwkKMbV3xam5uRmFhYacKckfPq7P2Ghsbq8r38vICj8eDi4uLHr3Joi86uXMiojNEtIqIVuqpHHOgVI73EFFCa3QVwzDOrfedAVTrK3RfQkRQKJRa7q2aZqw5kovyO8rN8WeuV2H6t6korFUuE9uYczDEwVLlKnruGA+YctS73JRjgLlPeICld1GQAvl38gEAAYMCsDlyM2YOm9nHUj3e2A8wgY25MUTXrqF03jw0Jh7ROa+XuQneKf4Bhb8lY9viuZBJet9aRUfU/piLOz8rx5mtrS0cHR37WKKuwTHgwMTQBH8d8lecfO4kPhjzQY+ZERSJRJgxYwY+//xz+PgorX+cPXsW7u7usLa2hp2dHUJCQpCVlYVDhw7h22+/xfLly5GdnY2IiAicP39eax1mZmYQiURdlqeNPXv24Pnnn1eL4/P5OH36dIfbLjqiTfZffvkFPB4P7u7uGtvbGQzDqF1yuVyntpmZdd2UqKOjI/z8/ODu7g4rKyuEhYUhLy+vy+XdT9u2B33oqD9dXFzUPgR4PB6cnJy6PH4AYMCAAYiKikJKSgoAYPLkycjOzkZ2djYKCgqwaNFdz6YdTQx29Lw6ay+Hw1HLq1AodJKTpetoVJAZhmliGIav6dJWMKMcEd8DuE5EX95z6wiAea2/zwOQeH/e/kKLRIZfr1ehrF6pAF+r4CP4w9O4kK/cK9QkkuHApTKUtt4f42WLbS+GwcVG+cIZ52uH/8wNh4OVKQBg+aShML3PTbQZxxCvRQ7prSaxtPLV5a/w4vEXVSfzI90jwTFgLVT0BVK5Au/8nIOs0jsAABMfH7ht+QYDntI8+3IvEoUCuc1CKBacwJAXV2PS35fByNhYdb+m9ldkXHoOIlHv7s0jIgx8bggsxys95o0ZMwaTJk3Skqv/MWzgsF5RjAFln82bNw+zZ89GdHS0Kt7JyQkZGRkQi8UQCoW4fPkyvLy8EBcXh7Vr16K8vBze3t5ITk7Gjh3adwD6+/trtWDRmTxt7N27t52CHB8fjzlz5qgpNJ1RV6fce3PhwgXU19cjLCxMY3u7m5s3b8Lf37/L+UeOHInS0lLU19dDIpHg6tWrDzR7bGVlhfr6elU4NDQUKSkpEAgEaGhoQEZGBoKCOrdj3lF/jho1Crm5uaiurkZZWRnKy8sRFBTU5fEDKK2UZGdnw93dHWPGjEFycjLKy5XWjkpKSsDj8VRpBw0apLrXGV1pL9C+31i6B43rl0Q0AAAYhvkIAA/ALiitWcyB0iqFNsYBmAvgKsMwbRv/3gOwAcp9zS8DKAXQI9N26YV12HexVBV+fpQ7RnsPapdOJJVDLFPA2oyDJpEU7yRcRUyQC6IDndAkkuHlny7ho+kBeOkJT7jYmCKW6wJ7S+UetCBXa/z54WTV16GDlSmiA500ymRubIT/zA1rJ5eZsaHGPCzdh0QugUQugaWxJf427G/wtvZ+KJ1pPGqU1rfgVC4PE4Yql7wNTE0xQMMSakdk81sQm1WA+EBPTPH0hoOn+j9ohjGEoaEZOBybbpVbGwzDwHSI8oCnXC6HgYFBn3jye1B607Z2amoqEhIScOPGDWzfvh0AcPz4cURERGDy5MkIDg6GgYEBFi1aBD8/P1W+wMBAvP322xg5ciTWrVuntZ5p06YhKSlJ41K9NnlcXFyQnp4OS0tLDBs2TJWeiLBjxw6cPXtW5zYvWLAABQUF4HA42L17NxiG0dpeXSkuLkZcXBzq6+shFAqRkpKCjz/+GM888wwAICkpSet+7c6wtrbGV199haioKEilUsyePRvDhw8HACxduhQJCQmora2Fm5sbtm7ditjY2E7LW7ZsGeLi4mBra4uDBw/C09MTy5Ytw+jRowEAq1ev1rj/uI2O+tPY2BgbNmzAuHHjAACbNm2CgcHd+UF9xk/bHmSZTIbIyEhMnToVDMPg3//+N2JiYiCTyWBhYYE9e/ao8ixfvhwLFizAmjVrcPz4cY1ld6W9QPt+c3LSrIew6A6jbQmDYZh0IhqtLa4nCQ8PJ31sCLZIZBj7yTk0CO8eiBtozsHv7zyFYzkVcLQyxZND7SFXEPz+dRIvR3jh7ejhUCgI0V//hoXjvPD8KHcQES6XNmCooyVrl/ghR6qQ4vljz8PP1g/rIrT/A2XpXeQKgoIIipJiCNLSYB0bC0NL3fwR1Utl+DV5F/7SlAfJ8Plw8PQCx8S0hyXWjri4EQzHEMaulsjJycHx48exePFirYetuhuGYTKJSM0AdGZmJmk7QPYoIxQKERkZiZSUFBjpuM9dF06cOIFdu3Zh79693VZmTzJ+/HgkJib2+phkYelPZGZm4sMPP/wBwD+PHDnS1Bavyx5kOcMwcxiGMWQYxoBhmDkAtG9u6kO2nCuAWKYuolAqx5akfGxJKsDBTOVSh6EBg/ef8cNTw5VfaAYGDE6/OQHPj3IHoJwBCvMYyCrHDzFtp+45BhzE+cZhsueDG8Zn6X4MDRhwDA3QnHQeVes/Bkml2jO1YssxwkxpAcTVtdj3r1Uoy73ag5LqTuOJYjQkKpfxBw4ciMDAwE5NdbH0HmZmZqql9e5kypQpD41yXFNTgxUrVrDKMQuLBnSZQfYE8DWUWyYIQCqUFimKe1g2FfrOIAetOQW+SNYu3srUCOdW/gUDzY1haPDwLXWy6EduXS7eTHoTmyI3IWBQgPYMLL1ObbMYr+y8hHeih2O09yAQEaS3K2Ds5qpTfqmCcLy2AeMHDoC5RITbeblwHRYA09bZZyLCH2kT4er6AjzcF2kprXuRNYihaJHC2EW3mfCegp1BZmFhYdFMl2eQiaiYiKYTkR0R2RNRXG8qx13hxTEeMNNgLcLO0oRVjh8TBg8YDG8bbxgy7B7v/kpts9LpgrmxcpmbYRidlWMAuNrcgr/nliD5ThNMLSzhEzZapRwDAJEEA21GwczUrXsF1wEjGxOVcqyr8wEWFhYWlv6Bxs1XDMN8g1bveR1BRK/3iETdwGtRvtibXgqh9K4ZFNZaxONBYkEizpWew1eRX8HK2ArbJm7ra5FYOmG4kxUOvao8OFO/cyekvCo4rFqp82G2IEtzHDe4CJ8j76KQ+y8MdHXHQOe7CraBgQn8/D7pEdk7Q1zYADlfArMgezQLmvHFF19g2rRpCA8P156ZhYWFhaXP6WwG+RKATACmAEIB5LdeXPTzPcht1iKe5bqorm0vhrHWIh4DxHIxBFIBmqXNfS0KixaICHLF3W9wSVk5xAX5ell6MDJgEGo9AFZ2Xji6+XNknTp2Xx19YytUkFGFxuNFYAwYGBoaYtKkSXB3d+8TWVhYWFhYukCbD3JNF4AkAJx7whwASdrydecVFhZGLCwdIZFJaGvWVkoqTSIiIrlCTgqFom+FYtGJnLIGCv7wFF0sqlPF6fPsZAoFfVXEo3yBkBQKBdWWldIdXqVamvz8DZSSOqHXx4RCpiBpvbBX69QEgEt03zv10qVLfSuUBsrLy2ncuHHk5+dHISEhdPr0aSIiOnnyJAUHB6suDodDWVlZlJSURGFhYbRixQq965o5cybl5+frlJbP55OzszN99tlnqriNGzdSQEAA+fn50Zo1a9rlkcvl5O/vTzU1NUREtGLFCnJwcKCAgAC1dJrK+d///ke+vr40ZMgQOnLkiN7tu5fExET65JNP1OKqq6tp0qRJOpehSX5N8UQd91tnbNq0iQQCgc4ydcR7771HAQEBFBISQocOHVLFd9SfXRk/H3/8Mfn7+5O/vz/NmDHjgWTVRHf0A4vuXLp0iWJiYr6PiYkZQPfqv6RFOQVwA4DtPeGBAG5oy9cdF4AYANu9vLxIIBAQn8+nxsZGamlpobq6OpJIJFRVVUUKhYIqKiqIiOj27dtERFRRUUEKhYKqqqpIIpFQXV0dtbS0UGNjI/H5fBIIBHTnzh0Si8VUU1NDcrmcKisr1cpo+8nj8UgqlVJtbS0JhUJqaGig5uZmam5upoaGBhIKhVRbW0tSqZR4PF6HZVRWVpJcLqeamhoSi8V0584dtk3d0CaJXEIxB2Po04ufPjJtehSfU0dtSrteSm/szaRbt6upqbFR7zZd5wvI6VwW7SvjaWzT7YqjdOXK6j59TsXFxdTY2Nhnz6m7FWRJVRVVrF5Dt6bHdbkMTfB4PMrOziYiouLiYnJxcWmXpqKignx9fYmIaNasWSQUCmnVqlWUl5encz1//vknxcbG6pz+rbfeomnTpqkUvbKyMvLx8SGJREJisZi8vLyosLBQLc/Ro0dp3rx5qnBqaiplZGSoKZKayhGLxeTp6Uk8Ho9KSkrI29ub5HK5zvLqyvz58+nChQs6pe1I/s7iidr3mzY8PDxUHxRdISMjg8LDw0kqlVJNTQ25ubkRn8/X2J/6jp+LFy/SE088QWKxmIiILl++3GVZO+NB+4FFPx5EQV4AoATAj61XEYB52vJ158XOILPcC1/Mpy1ZW0gsU76kmiXNfSwRy4NyK+5Zqtq0Se989Zf2UvMGHypJO0M301N7QDL9ERU1UMPpYpILpURE9M0339DevXv7TJ7uUpDbFOPrQcF0LXAEXRs2vJslbY+9vT2JRCK1uC+//JLeeecdIlLOAguFQlq5ciVdv36diIiam7W/D959912Kj4/XSYYbN27QggULaPXq1WoKsoeHBzU1NRGfz6dhw4ZRXV2dWr5JkybR/f1cVFTUTkHuqJzffvuNpk6dqko3YcIEysrK0ijj6tWr6cknnyQfHx969dVXaciQIVRdXU1ERHPnzqXBgwfT0qVL2+U7fPgwvfLKKzr1Q0fydxbfUb9p4syZM6qVgcDAQAoODlZ99H399dcUEBBAAQEB9MMPP3Razr59+2jRokWq8OjRo+nXX3/V2J/6jp8DBw5o/LCKiYmhoKAgCg0NpW+++UYVn5SURBMnTqTnnnuOAgIC6I033tCYviv9sHHjRho2bBjFxMSQt7c3FRUVdSoPS3s0Kci6WLGIBzAawKHW6wki+qlb9new9AtmHJmBtWlrVW6X+xMdyXa19iq252zHRd5FAIAFx6KvxGPpIkKJHDVNSgsWJJHAYvRomPj46l3OQHtvWAQ9h8u//YGU/+5Uu0ekgFwu7hZ59UFS1oTm38rBGCpfr08//TTGjBnT63LoQ8ncl9CQcAgAQFIpSua+hMYjRwAAktJS3Bz/JAqinkLDzz+DxGLgHjvVsjt3UDL3JTSdS1KGa7rnPXLq1CmEhITAxMRELX7Pnj0q985LlixBREQEFAoFiAiLFy/G+fPntZadmpoKXc3cvf3221i9erVanJubG9544w24u7vDzc2tnT3hvLw8NDc3a61DUzk8Hg/Ozs7Ytm0b9u/fDycnJ1RWVnZaVmxsLKZOnQpvb29ER0fjjz/+AADs3LkTH330UYd5wsPD8fvvv+vSDXrTUb9pYuLEicjOzoaLiwuSkpJUvxcXF2Pz5s1IS0tDcnIyVq9ejerqao3l+Pv7Iz09HS0tLSgtLcX169fB4/E09qe+42fixIm4du2ayuPevc9k69atuHLlCtLS0rB582Y1V9OpqalYs2YN/vzzT6xZs0Zjen37obS0FP/5z3+QmZmJjRs3oqioSCd5WHSjMysWw4koj2GY0NaostafLgzDuBDR5Z4Xj6U3uHHnBgobC5FYkIjpvtOxJGgJ7M3t+1osAHdlO5x/GKOdR+PDsR9irMtYHHv2GAYPGNzX4rF0kfM3qvGPPZdx5LVxCHKzgeM7b+uVX0GEVTfK8JxjAMZOGY2pT4nR0nBHLY1QWIY/0p5CQMAmODnGdKf4nTJgvBssxziDaTU1ea8r4oeRinfehbyblF5d4fF4WLFiBRITE9Xib968CYFAgODgYABAVFQUjh07hi+//BKJiYnYtGkTLCy0fzBXVlbC3l77O+7o0aMYOnQoPDw81OIbGhpw4sQJFBUVQSqVYty4cZg2bRqcnZ0BAFu2bMFrr72mtXxN5ZBy9RZLliwBACQkJGg9vGpraws+n6/62djYqLV+BwcHrYp3V9DUb/qSlZWF8ePHw7LVdOOoUaOQk5Oj0UX4iBEjMH/+fIwdOxaurq6IjIyEqakpZDKlX4T7+1Pf8WNjY4OrV6/i5MmTSEhIQFhYGK5duwYbGxt8//33OHz4MIgIFRUVqKioULl8DgsLQ2BgoKoMAJ2m17UfmpqaMH78eFhYWGD48OFq/a1P+Swd09kM8vLWn190cH3ew3Kx9DJShRRiuRgJ+QmYkjAFr559FcE/BeNqjdIr2a+lv4K7k4sb9TcAACeLT4K7k4vChkIAwNFbR8HdyUVZk/I7KiE/AdydXPAEyq/W/+X9D9ydXNQJ6wAAu67tAncnF00SpU3uH/78AdydXIhkIgDAtivbwN3JVckmUUiQfDsZUxKmYG3aWpga9r0rYZauE+Bijbeih8HP2QriwkKVQqArlWIpTtc2oqxBOZvEMTaBtYP6y9/Q0AxeXq9jgKV/t8mtKwxHaTGnrq4OPB5P7/b1Nh67dsLmr88CABgOBx67dsI6NhYA4Pb1V7B54QUwJiYAp71XUaOBA+GxaycGREUqwzoonp0hEokwY8YMfP755/Dx8VG7d+/sMQAcOnQI3377LZYvX47s7GxEREToNINsZmYGkUikNV16ejp+/vlnDB8+HFu2bMHGjRuxZ88enD17Fu7u7rC2toadnR1CQkKQlZUFAODz+Th9+jRmzJihtXxN5bi4uKgprjweT6tywzCM2iWXazc2JRKJYGZmpjWdvmjqN33pyt9N21j45ZdfwOPx4O7urrE/uzJ+TE1NERcXh507dyIsLAxpaWk4f/48Tp06hdTUVGRnZ2P48OFQKO5a0Lnfg6a29Lr2g6Z4fctn6RiNCjIRLW79GdnBFdV7IrL0FC3SFtQKa9XiZAoZxHIxUm6nwMHcQTWT7GnliYWBC2FrqlxG9Lb2xsLAhbA2Uf7h+9r4YmHgQlgZWwEAhg0choWBC1XbH/wG+WFh4EKYGSlfxoF2gVgYuBDGhsYAgCC7ICwMXAhDA6ViEeoQioWBC9vJLJaLceDGAaz6bVV3dwdLL+I+yByv/sUXiuIiFD4zFY2ty/u64mpqjBynWjz3Uzjq0g8h/dB+tDQ2qKUxMXGAt9frsLDw0VBK9yPlCVD33zxIa4UAgLS0NMTHx/da/T2Bkb09nFf/C75nz8BmxgyNinJ3QESYN28eZs+ejejo6Hb39+7dq6Ygx8XFqVxGe3t7Izk5GTt27NBaj7+/PwoKCrSmW7duHQoKCpCXl4fXXnsNb731FubMmQMnJydkZGRALBZDKBTi8uXL8PLyAgDEx8djzpw54OjQR5rKGTVqFHJzc1FdXY2ysjKUl5cjKChIa3n6cvPmTfj7d/8HpKZ+04aVlRXq6+tV4dDQUKSkpEAgEKChoQEZGRla+6GuTjkJc+HCBdTX1yMsLExjf+o7foqKipCfnw8AEAqFKC4uhqurK/h8Puzs7GBubo7c3FxcuXKlUxm1pde1H8LDw5GSkoKWlhbk5eWhpKREp/JZdEPjFgtNMAzzNIC3iOjpHpCHpZeQKWSIPRyL0c6j1eI5BhwYMAaI843DkuAlsDOzAwD42Pjg9dC7vmGGDhyKoQOHqsJ+g/zgN8hPFQ6wC0CA3V33zkH2QQiyv/tiC3EIQYhDiCoc7hSOcKe7ThRGOY/CKOdR2HH17svqftlYHk6q+CKU1rcgZLANjOzs4LRmNSzGR+hdDmPnC6PJ61DJN0TKvu/h/6T6d7tEUgcjowEwMDDuLtG1Im8UQ1LcCMZIuRz+xBNPYNiwYXrZdu6vtCnK9q/+AzVb/w1h64xpd5KamoqEhATcuHED27dvBwAcP34cLi4uSE9Ph6WlpdqWlbZ+DQwMxNtvv63aG6qNadOmISkpSeNSvTYiIiIwefJkBAcHw8DAAIsWLYKfnx+ICDt27MDZs2fb5Vm6dCkSEhJQW1sLNzc3bN26FbGxsR2WAwAbNmzAuHFKJzqbNm2CgYHWI0PtKC4uRlxcHOrr6yEUCpGSkoKPP/4YzzzzDAAgKSkJU6dO1aksTfJriu8Ky5YtQ1xcHGxtbXHw4EF4enpi2bJlGD1a+X9q9erVcHBw6LSMBQsWoKCgABwOB7t371Z65zQ27rQ/dR0/QqEQ8+fPh0AgABHhpZdewogRIzBs2DBs374dwcHBGD58OEJDQzWWAQDR0dGdptenHxYvXozQ0FBwuVz4+PjAxMREa/ksusFomqJnGCYKwDYALgAOA/gYwE4ADID1RJTQW0KGh4fTpUuXequ6R5aU2ylIr0zHivAVAJRe5zysPDD3xFyNinFfM+KnEf1WNpau8V1yIdb9ch2p70TB1Ub/5V0iwgtXCvG8sy3iHAcCAESCZpiYW6gpopezXoRCLkJ4+MFuk/1hhGGYTCJSc+GXmZlJuh5SexQRCoWIjIxESkoKjIz0nifSyIkTJ7Br1y7s3bu328rsScaPH4/ExES1A4YsDxdNTU0YMGAAamtrERYWhuLi4kfig7w3yczMxIcffvgDgH8eOXKkqS2+szfDFwAWA/gDwBQAaQD+j4i+7lFJWbqV6pZq2JnZwYAxQF59Hs6UnMHfg/4OS2NLTPedDkC5HYLrwO2Xymd/lo2la8wMHwwfB0s4COrBv5gLywkTYHCfpYLOaJTJIVIoIKm+AQwcARhbwNTCsl06N9e5IPTdvjuBQICSkhJ4eXn1yD5Plq5jZmamWlr39PTstnKnTJmCKVOmdFt5PUlNTU076xssDx9vvvkmLl5UWnTavHkzqxx3I53NIF8motB7wreIqPc2890DO4PcNTJ4GXjl9Cv498R/4wmXJyCWi2HEGKn2+bKw9DbVfBFe+28WtoC5nUIAACAASURBVMwOgcG+Xaj54kv4nk8CR9/T1bX5wJZwUMxmnL3chOHjJmCw/4ieEVpH5M0S1MbnwjraE6ZDBuLatWvYv38/Fi9eDBcXlz6Ti51BZmFhYdGMphnkzjY12TAM89e2CwBzX5ilnyFVSLH72m6cKz0HQLnv9+URL8PLWnl4xMTQhFWOWfqU1UdykVFUj02nb2LQggXw3P8/vZVjIgKsXIDZByBwGI389N/RwFM3VSWTNaGlpQRE2k/ydxeKFhkMzIzAmCj/xoYMGYJXXnlF655JFhYWFpb+R2cK8gUoXT23XfeGp/W8aCy6ckektP9qxBjhwM0D+K38NwBKhXhZyDI4WbC2D1n6nmq+CKevVYEAJGTdRo1QBjM9T+YTEf6ScQPf8gTA0EmwHDwc/9ixBwF/eUotXV3dBfyRFoVmQX43tqBzOA7msF80AibuSksuHA4Hrq6u3brHlYWFhYWld+jMzNuCTq729rd6AIZhYhiG2V5fX4+WlhY0NTWBz+dDKBSivr4eUqkU1dXVICKVjcOKigoASkPwRITq6mpIpVLVKV4+n4+mpia0tLSgoaEBEokEtbW1UCgUKk8zbWW0/ayqqoJMJkNdXR1EIhEaGxshEAggEAjQ2NgIkUiEuro6yGQyVFVVdVgGj8eDQqFAbW0tJBIJGhoauqVN639fj+cSn8OdxjsQCoXYMm4L3gt/76Fu06P4nNg2AZ8czYZB6/a4J4szcOK9TyEUCvVqU9HtCoy0soBtcQoUtbdQW1sLqVQKPr9JrU3GJn5wH/x/4Bi59tpzkkqlas8pOTkZRUVFff6cWFhYWFj0R+Me5P4Euwf5LlWCKuzN24uXR7wMK2MrpFemI/9OPmYOmwkTQ90POrGw9CbVfBHGb0yCWKY8NLc8cx8GC2ox7tQhOAzQ0+mLuAnY4A48uQqp1YNhZGKK0XEze0Bq3SE5oXLDRVhFDoblWBcIhUJ8+umnePrpp1WmpfoKdg8yCwsLi2a6sgeZpZ8gV8jRIm0BANSJ6vBT7k/IqlLaIB3tPBov+r/IKscs/ZrNv+ZDcc/H+Jdhz+ODJ5dg86/anTXcS7NMDhhbAq9dAsLmo77iNhp4Fe3SNfKvQCzuPffIJJXDLGAQjOyU1irMzMz+n71zj4uyyh//++EqlxQRREARES9cBES0QszVzU3zEn7Xpdb2l7qbZqltq6b1db9Zaa21bpJ5qdzSrWjNzBvZTQtMSQkvaKZ4Q0SEgQHkPjPM5fz+GBhBZpgBAW/P+/V6XsznPOfyOed5eOYz5znn82HRokWy/9EWcuXKFeLi4ggNDSU6Opo9e/aYzqWnpxMREUFISAgJCQmAMWJYTEwMCxcubHFbCQkJNgULAaMrLT8/P1auvBZE1t7enqioKKKionj22WeblDEYDISFhVFcbAzGtHDhQnx8fEwhhwG+/fZbUx1RUVE4OTmRmZnZ7Di0hl27drFixYpGaUqlkoceesjmOszpD7Blyxb69etH//79SU5ONqUvWbKE8PBwoqOj2bFjh01tJCYmUlNTY7NO5rDUrjk9W3P/nD17lhEjRhAaGsrgwYPJzc29IX1bgqXxMXd9ZdoAIcQtfwwZMkTcrWh0GjHui3HiXxn/MqUpa5Q3USMZmZYzLvFH0Xvxl02OcYk/tqieIT+dFC+cudxsHoPBIFJSI0RW1tIb0PjOATgsrnumHj58uEV1nDlUIDa9eECseep7senFA+LMoYJ20FQIhUIhMjMzhRBC5OTkCD8/PyGE8Zr269dP7N+/XwghRFFRkRBCiISEBKFSqcTzzz8vsrKybG7n5MmTYtKkSTbnX7RokZgwYYL45z//aUpzc3NrtkxycrKYNm2aSU5LSxMZGRkiLCzMbP78/HwRHBwshLA8Dm3N9OnTxb59+2zKa05/jUYjAgMDhUKhEJcuXRJBQUFCr9eLjIwMERMTI7RarVAqlaJnz56ioqLCahu9e/cWSmXrv98stWtJz9bcP8OGDTPdh1euXBHFxcWt1rel3Oj4yJjn8OHDYuLEiR9MnDjxHtHgOWnTDLIkSeGSJCVIkvRE/dHOdvtdzQnlCf6b9V8AnOydmNR3EkN8rr0ObW9/wNqiIgpefoXs+Mnt2k5ruFV1k/Vqnq/+OoKcFePJWTGeH4t38HOPcxzsdJg1KW/ZXIdeCP7i783oqxlw4YdmcgoiI97D3/+PN664jRg0ukby0aNH75jwrmfTFaQkZVFVqgGgqlRDSlIWZ9MVbd6Wj48PkZGRAPTu3RutVotGo+Hw4cN4e3sTF2eMuOjt7Q3UeTTh2kQPGP1PWyMpKYnJk237nzh79ixKpZKWLkl55513mDdvnkmOjY3Fy8vys3vz5s1MmTIFsDwOlnj55ZcZOXIkwcHBzJkzh/79+6NUGt+gPPHEEwQEBDB37twm5eLj4/nkk09s6o85/dPT0wkLC8PHx4eAgAB69erFiRMnuHDhAlFRUTg4OODl5YW/vz8ZGRkW6967dy9RUVHk5+czatQo02cw+vYNDw8nPDzcath2S+1a0rOl98/x48dxdnY23Yd+fn5069YNAHf3a77Yf/Ob33D48GFycnIIDg4mISGB0NBQ3njjDVOe5ORkhg0bRlRUFPPnzzelp6amMmbMGKZMmUJ4eDjPPfdcs+Nj6fq6u7vz4osvEhYWxsyZM03pLRnPux2r26slSVoK/AYIBb7CGDTkAMaoejJthFqnppODcS3m1xe/Znf2biYHT6aTQ6cOC6usLSqieN16yrdvRxgMoNV2SLu2cKvqJuvVMrT5+dRevkz1oUMgSS3Sy16SeLqXN2xdAkGjOJ0vcfpAKhOeW4yTi6spnyTZ0bXrfe2hvkWK3snEKbAznlOM4dePHz+Oo6Ojyci51dn+r6MMvN+XkFhf9HoDuxIzCY3zY8C9PTi44wK62sYBV3S1BvZ/fo7+9/ZAVVXLN++dJGpMAH0ivKgu1+DW5caXfH377bcMHjwYZ2dncnNz6d69O+PGjUOhUDBz5kyeeeYZZs+eTVxcHCNHjkQIwaxZs3jkkUeshk9OS0vjj3+07QfU4sWLSUxMbGJMqNVqoqOjcXFx4R//+AcPPPCA6VxWVhZVVVUtMqqTkpL44IMPmqQ3HIfmmDRpErm5uQQEBDB27FgOHjzIpEmT+Oijj9i0aRPm9vHExMSwZMkSm3W8HoVCga+vL++++y6enp706NGDgoICQkNDee2116ipqaG4uJjTp0+bNria48EHHyQzM5PAwEBSUlJMhnhOTg6rV68mMzMTrVZLZGQk48ePt+g60VK7jo6OZvVs6f2TnZ1N374tCweRnZ1NcnIygYGBRERE8Nhjj5kC1aSmpuLq6sof/vAHfvjhB0aPHg0Y78+ff/6Z8PBwysrK8PDwMDs+gMXrW11dzcSJE3n11Vfp27cv+fn51NbWtmg873ZsmUGeAvwWUAghZgCRgLzgtRVM2TWFZYeWoaxpvDYyvSCdUVtGcab0DABPRTzFN7//xmQwtzf1s4wXxvyOss8/R2g0JsOlNCkJbd2ue21+PqVJSejqZiZq8/KMckmJUb50yShfNbqd01y8SGlSEvqKCqN84YJRrjL+QlefPUtpUhKGujVV6jNnjHLdTIn61CmU775LwUsvGXXburWRbqoTJyhNSjL1o+bYMa7+97/X5KNHufrZlmtyRgZlW6+FHa4+lE7ZF9ciplf/9BNlDdasVR1Io7zBmrqqH3+k/MvdpjHLnTWL86N/S9kXXzTSq56KPXuo3Lv3mvzNt1T+cG3ms+Lrr6lMTTXJ5V/upmr//mvyrl1UHUgzyWXbd1B98OA1+YttVKf/bJKvfv45FXv2WLyWV//7X2qOGdeuCyEoTUpCdeKEUdbrjfLJX41ybS2lSUmoT50CwKBWG+UzxnvUUFNDaVISmnNGN2r6qiqjnJ1tlMvLjfLFiwCoz50j5/E/cWHsOLT5+aDTtdhoP1+jRmUQ8Gwm/G4Zep0OjUqFY6fGUeqqqy9w9Wp6h/lAFkLgdp8vLqHdTGnTp083rZO93am6an7mUl3Vfj+6FAoFCxYsYN26dca21GpSUlJ477332LdvH4mJiWRnZzN69Gi+/PJL7O3t2blzJ6tWrbJqHIPR20f9LHRzJCcn079/f3r37t3kXF5eHkePHiUxMZGpU6eiUqlM59asWWN2xtYSZ8+epbq6uskPquvHoTk8PT3x8PDA09OTrl27Ul5ebrVM9+7dTZ5QWkP9rOvs2bNN97skSQwaNIjp06cTGxvL008/zahRo+jUqeXfZ8eOHWPEiBG4u7vTtWtXhg0bxom6Z5Y5LLVrSc+W3j9CiBZHquvduzchISG4uLgQFxfH0aNHOXToENnZ2cTGxhIVFcWxY8fIrnt2AgwZMsS01tvDw6NF7dXj5OREbGwsjo6O9OnTB4VC0eLxvNuxxUBWCSEMgE6SpM5AERDUvmrdmZy5eobt57Yzbts4Zn03i9TcVAAGeg5kdMBo00Y7j04euDq6NlNT23Jl/gLKPvvMaEzpGxsVhcuWU3vpEgCaC9lGOS/PKJ89R+Gy5WgLjDMD6tNZFC5bbjKg1Sd/Ncp1BrQq8ziFy5ZjKC8zykePUbhsOfqqKgBqfs4wnq8zmKsPHqI48W3KPq8zjHWNX2NXpe6jcNnya/IPKRS+/g+TXPndHooavNKq+Pobilb+65q8ezfKxESTXL5zF8XvrLkmb9tG8dprX0xln2+l5L33TGNW/eP+Zg29q//5iNKPPjbJpRs3cjXpU5NcsuHflG3+7Jr83ruUfX7NgC9eu47y7dtNsvKd1ZTvumawFyWuomL37mvnV/4LxbLlFq+l4vV/UJWSapILly2n6kejQS70egqXLac6zWiQG2q1RvlQulFWqShctpyaDOMshb6yyigfNRrc+rIyCpctR3Xc+LDVlZRSuGw56l+NBnb+Cy+iOnIEUVvb6tnsP53IZs6pS+DgBK6ehI8awx9ffbPJF1Z+wRYyj09vVRutQZIk7onzb2QgS5KEk5NTh+lwo0xeEE1IrC8A9vZ2TF4QzYB7jf7T3T3Nz4fUp7u4OzF5QTR9IoyzWjc6e6xWq5kyZQorV640zdb5+PgQEhJCQEAAnTt3ZsiQIWRlZbF9+3bWrl3L/PnzyczMJC4ujtQGPzot4eLiglqttpovPT2dL774goEDB7JmzRrefPNNkup+lPeoC3AzdOhQfH19uVT3nKyoqOC7774zLZewhaSkJB577DGr49AckiQ1OvR66z8Q1Wr1DYVB9/Pza2RgKxQK07jUX5Pdu3ejUCgICAhocf31hm1LMNeuJT1bev8EBQVZ3NjZ8Dmka/BdZcmgfuihh8jMzCQzM5Pz58/z5JNPms516dLF1u5axNHRsZEOBoOhVeN5VyOsbJAD1gEewGzgHHAM2GitXFsed8omvfBN4Y2OiP9EiFcPviqKqotumk5lO3aIovfeE/kvvyJOR0SKU2Hh4tSAgaZDW1IiDBqNEEIIg0ZjlGtrhRBC6C3JWq1RVqvNyzqdUVapzMt6vVGuqRGqs2dF/ssvG3ULH9RIN311tdCWlJj6oq+qaiqXlppkXaU1ubKJrLt69ZpcUWGStUVF4sqSJWb1MuUvLxe68vJrcllZU7nBxhXd1atN5cpKk6wtLTUjVzWS1Rdzrl3L6/TSlpQIfXW1EMK46cmsXFNjlPV687JKZZR1OvOyWm2UtdpGcm1Bgbjy4ovNjldzGAwG8a2yTPx0cLMQB9c1m1etLhRXr2bYVG9boC1RCb1aZ5LPnTsnvvrqK6Gu6/vNhhvcpHfmUIF4d16KWPPU96bj3Xkp7bJRz2AwiISEBLF27dpG6WVlZcLPz0+UlJQIjUYjwsLCxOnTp4XBYBBCGDdnvfjii6KyslJMnTrVajuPPfaY2LNnT4t0W7p0qWmTXklJiaip+9+4ePGi8PPzE9V1/0uJiYni5ZdfNlvHxYsXzW7SCw4ObrRJzNI4NKfbxo0bm/ytZ+PGjWLOnDlNyh0+fFiMGTPGpjbM6V+/+a2wsFDk5uaKvn37Cn3d87t+81pqaqro16+f6Vo1x6BBg8SZM2catRccHCyqqqrE1atXRUBAgCgsLGy2DnPtWtKzNfdPdHS0aZNefn6+qT1/f3/TfdGtWzeRkZEhLl68KCRJEllZWUKlUol+/fqJixcvisLCQtGrVy9x+bJxw3FOTo4oKDD+P6WkpIjx48fbND71mLu+DTeRjhw50qRPS8fzbsDSJj2ra5CFEM/UfXxXkqRvgM5CCHlOvoXkVjR1BWMQBj4/8zkXyi6waeymjlcKqPz+B/RlZQT8ZxPezzyNct16yrdtM61bdfD0NOWVnJwayXZOTtg1Jzs7Y9dg3VwTuVMn7Bq8dmsiu7jQqV8/fJcuxfuZZ5roZufqip3rtZl2Ozc37NzcLMr27m5Ac/K1TRZm5XvuMX128PbGb/lyuv/1r030MuXv3Llx+etmBZrI171Ku1526NrVquzQtSu+S1+yfi0lqXnZzq552d6+ednBoZHs2KMHfq+/Tve//c3ieDWHJEn8zqsL7N0FtdWUBcbzxT9e4sG/zKF3RFSjvM7O3XF27rg1dVe/OItBo8dn7mDA6D7rl19+aZELrVuZ/nUzyQd3XqCqVIO7pzP3P9LXlN6WpKWlsW3bNs6cOcP7778PwFdffYWfnx+JiYmMHj0arVbL1KlTGThwoKlceHg4ixcvZujQoSxfvtxS9SYmTJhASkoKDz74YKv0zMrKYsaMGTg7O2Nvb8+///1vXF1dEUKwYcMG9jZYWlXPnDlz2LZtG8XFxfTs2ZN169YxadIk0tPTcXd3Z8CAATaNQ0vIyckhPj7eFATnwIEDvP766zz88MMApKSk2LQkpTn9V6xYYfL1vWrVKuzsjC+mZ8yYwfnz53F0dOSTTz6xaWnCvHnziI+Px9PTk61btxIYGMi8efO49957AVi6dKnV9bLm2nVycrKoJ7Ts/vn444+ZOXMmpaWlODo68uWXX9KtWzcWL17M2LFjiYmJoVevXqb8ffr04YUXXuDMmTM8+eSTBAYGArB+/XomTpyITqfDzc3N9GaiJeOjVqubvb7X05rxvJuxGihEMt7VjwNBQohXJUkKAHoIIX5utmAbcicECtl+bjsv/fSSSXa0c8ROsiM+OJ7ZkbPb3TNFPZrsbArfeAPfZctw7N4dfVUVdq6uSA0eFjqlEuW69aiOHSNox/Zmaut4blXdZL1aRkv1OlRWhbeTA31dO4FeS4lCQdpnH3P/lKl4BwSa8hkMWhSFO+nqcR8uLj3bsQfXUJ+/itAacAm5tsRCtGKtYnshBwppikqlYtSoURw4cKBNQ4F//fXXfPzxx3z66afWM98CjBgxgp07d+LZ4MesTNuRk5PDhAkTOHny5M1WRaYZLAUKscVAXg8YgNFCiBBJkroC3wkhhrarxg24HQ1kvUHPtvPb6NapG6MDRmMQBiI/irxphnH9F3bt5ctc+tP/w++NN3C7794OaVtG5kYZkX6agE7OJEU2v/2hpuYiBw89SEjIG/j52r4G9E5GNpDNs2fPHvr162ea0bvbUCqVpKWlER8ff7NVuWORDeTbgxuJpHevEGIOoAYQQlwFOmT3iSRJEyVJer+0tJSamhoqKyupqKhApVJRWlqKVqulqKgIIYRpAX69b8CCggKEEBQVFaHVak2vICoqKqisrKSmpoaysjJqa2spLi7GYDCY3NDU11H/t7CwEJ1OR0lJCWq1mvLycqqrq6murqa8vBy1Wk1JSQk6nY7COo8P+QX5fH7mc3acNnpFKCosYkDXATzc62F2TdzF3IFzcRWuHdKnwjfeJPv55wEotrcn+Pu9VPUJbHmfrhsXhUKBwWCguLiY2tpaysrKbr/rJPfptujTP33cWKLJoObTaWDQU5Cfb7ZPOl1XBoXv5B73uA7p05WTOdQWVKNQKNDpdFy6dImPP/6YrKysW+Y6yZhnzJgxd61xDEZf0rJx3L4EBgbKxvFtjC0zyOlALJAhhIiWJMkb4wzy4I5QEG6fGeTLlZf58OSHLB66mE4OnbiqvoqHs8dNedUqamuR6nbRF/3rLQw1Nfj8fckt89pXRqbF/LgSzn8Pf/6ajX+bTdCQYYz8059vqkqlW86gPnMV37/fiyRJFBQUsH37diZOnNhoHeLNRJ5BlpGRkbHMjcwgrwa2A90lSXoNY5CQ19tHzdsbRbWC3dm7OV16GoCunbreFINUlZnJud/+FvVpox7e8/9Gj//7u2wcy9yW7FaW8X1JBTywEP78NUIIgofdj09QcJO8yuLvKVJ+22G6dX6wN55TB5r+t3x9fXnmmWduGeNYRkZGRqZ12OLFIkmSpCMYg4VIQLwQ4nS7a3YbIIRg27ltaA1aHhv4GEN7DGXPlD10cb5xH4at0cVQXo69hwdOQUG4DIoAO3vAsh9GGZnbgbcvFeLp4MBvuxm9gkiSxIg/TjOb93LuhxgMGrp7d4wHCQfPTjh4dkxAHxkZGRmZjqNZA1mSJDvghBAiHMjqGJVuHyRJ4se8H9EYNDw64FEkSbopxjFA3uynMahUBPxnE/adO9Nr3dqbooeMTFuTHN2P0pNfwr+fgkeT0Dp2wcHJqZHnlXqioj5Eq7UeQawt0BZWoy2swSXEE8nR+GP0448/Jjg4mPvvv79DdJCRkZGRaR+aXWIhjBH0jte5dpPBuIzixf0vUqwqBuD1Ea+z/rfrb8osrSb7oikyTueHx9FF3nAhcwfibGeHr6MdOLmBmxf7PvmADfP+YjavnZ1zh/lArjmupPS/WdRv4zAYDDg5ObWp2zAZGRkZmZuDLWuQfYFfJUn6XpKkXfVHeyt2q6LRa9iXt49fi38FwM3R7aYYx9WHDpE9fjxVP/wAQJdHHsHjfybLyylk7iiS8kv4d54SQibAEzvBzp4+g4cSM77pj0GVKpeLF99BrS4wU1Pb03l0AD5/jcbOyTh7bGdnx6OPPsrQoR3mAbNDWD/rT/zr0QlNjvWz/tTmbV25coW4uDhCQ0OJjo5mz549pnPp6elEREQQEhJCQkICAKmpqcTExLBw4cIWt5WQkGAxbHA9JSUlxMTEEBkZSVRUFDt27DCdW7JkCeHh4URHRzdKr8dgMBAWFkZxsXEyZeHChfj4+BAeHt4kb2VlJX5+fqxcudKU9s9//pPw8HBCQ0N55ZVXWty/huzatYsVK1Y0SlMqlW0SzMbSONjb2xMVFUVUVBTPPvusTXUlJiZSU1PTLvps2bKFfv360b9/f5KTk4HW3T/u1wWQamsOHTpEdHQ0oaGhjBo1ivJy62/E2mLcZMzQMKyeuQMYae6wVq4tj5sdanrn+Z3i7SNvm+Tq2uqbooe2tFSoTp0SQghhqK0VynffE7qyspuii4xMR/DnX7LF74+eE8KGMLVFRd+Kvd8HicrKLKt57ya4wVDTKxPGWzzaGoVCITIzM4UQxvC7fn5+Qghj6OV+/fqZQvwWFRUJIYRISEgQKpVKPP/8841CNVvj5MmTYtKkSVbz1dbWisq68O5KpVL06NFD6PV6kZGRIWJiYoRWqxVKpVL07NlTVDQIEy+EEMnJyWLatGkmOS0tTWRkZJgNNb1o0SIxYcIEUyjry5cvi759+4ra2lqh0WhEnz59RHZ2ts39s5Xp06eLffv2tbp8c+PQMNSxrfTu3Vsolco216c+1LRCoRCXLl0SQUFBQq/Xt+r+aU2/bEWj0Yi+ffuK48ePCyGEOHLkiCmUdXPc6Ljd7VgKNW11BlkIsa/hAeiAhPYz2W89skqzOFJ4BK3BGBbX1dHVSon2IW/OXK4sWIgwGJAcHfF6alaTcMUyMncSH4T3IcmjEN7sA3mH0arVVF0tNS0taoi39+/4zciTuLk19W7R1uhKVFT8kIu+otaUtnv3bv7zn/+0e9vtwWevvMDJVGN4ZL1Ox2evvMCp/Sk2la2pKOezV17gwpF0AKrLrrZaDx8fHyIjIwHo3bs3Wq0WjUbD4cOH8fb2Ji4uDjD68AVM90H9FxpAdXW11XaSkpKYPHmy1XyOjo6mGcPy8nI0Gg06nY4LFy4QFRWFg4MDXl5e+Pv7k5GR0ajsO++8w7x580xybGwsXl5NA0OdPXsWpVLJ9W73dDodGo0GjUaDk5MTXZp51r/88suMHDmS4OBg5syZQ//+/VEqlQA88cQTBAQEMHfu3Cbl4uPj+eSTT6yOgyVsGQdb2Lt3L1FRUeTn5zNq1CjTZ4DVq1cTHh5OeHg4GzdubJU+6enphIWF4ePjQ0BAAL169eLEiROtvn/MYUnPt99+m5CQECIiIli8eHGzdXz99ddEREQQEREBQHR0NN26GSN0Tpo0icjISIYMGcKaNWuA1o1bS/S527FliQWSJEVJkvSmJEk5wHLgjvZiUawqZuG+hZwpPQPAX6P/yqaxm3C0c+xQPYROR3lyMoZa45ewz6Ln8U9cZXZzkozMnYqzSxcYOAG69iHn+FHem/0EhdnmX43b27sgSfbtrlNtXiUV313CUKs3pXl7e+Pn59fubd8tfPvttwwePBhnZ2dyc3Pp3r0748aNY/Dgwaxbtw6A2bNnExcXh8FgQAjBrFmzSE1NtVp3WlpaE4PUEpWVlQwaNIiIiAjWrVuHk5MToaGhpKenU1NTQ25uLqdPnzYFkQHIysqiqqrKpjYWL17M0qVLG6X17NmTv/71rwQEBNCzZ08WLFhgNRz0pEmTGD9+PEFBQYwdO5aDBw8C8NFHH/Hqq6+aLRMTE8NPP/1kVUdLNDcOarWa6Ohohg8fzo8//thsPQ8++CCZmZn4+fmRkpJi+pyTk8Pq1as5dOgQ+/fvZ+nSpRQVFbVYH4VCga+vL++++y5btmyhR48eFBQUtPr+uZ7m9Fy6dCk///wzJ06cYMGCBc3Wk52dTd++fc2eW7duHcePH+fQoUOsIObKzAAAIABJREFUXr0ahULRqnFriT53OxZ3k0iS1B94DPgjUAJ8hjGwyKgO0u2m4WjnyHHlcc6VnWOA5wCc7Z1vih41h4+Q//wi/IAuEyfiEhV1U/SQkbkZrM8t4qJKwxv9w5AeMc6YeAcGMWr6U3Tr2dTPcHb227i5BePjM77ddXON7E6nfl2RXK49QocNG9bu7bYXjy69tj7V3sGhkWwN185dGuV38+h6w/ooFAoWLFjAzp07AaOxlZKSwokTJ/Dw8CAmJoaxY8cyevRovvzyS9566y127tzJqlWrcHNzs1p/QUGBaRbaGvfccw+//PILp0+fZtasWfz+979n0KBBTJ8+ndjYWPz9/Rk1ahSdOl1z97dmzRqzM7bXk5ycTP/+/endu3ej9LKyMr7++msuXryIVqtl+PDhTJgwAV9fX4t1eXp6UlFRYfpry9rV7t27m6IxtobmxiEvL48ePXqQkZHB5MmTOXfuHC4uLi2q/9ixY4wYMcI0iz9s2DBOnDjBgw8+2CJ9dDodYPxBBbBt2zYkSWr1/dMSPYcOHcqf//xnxo8fb/WthRDCtI9oyZIlbN68mddff51HH32UDz74gB07diCEID8/n/z8fHr06NGu+tztNDcVmYXR9/FEIUScEOIdQN9M/tuab3K+4cX9LyKEoItzF76a/BUTgiZ0uB41x45R8fXXALjeO4yATZvoPKHj9ZCRudmUaHUUarRINdfCJXv49CB63EQcnZv6HlYU7qKsvOMibtq5Opq+zPR6PQaDocPavpNRq9VMmTKFlStXmmbTfHx8CAkJISAggM6dOzNkyBCysrLYvn07a9euZf78+WRmZhIXF2fTDKCLiwtqtbpFeoWEhODo6Mjx48cBTG3u3r0bhUJBQIDR2VNFRQXfffcdU6ZMsVpneno6X3zxBQMHDmTNmjW8+eabJCUlsXfvXgICAujSpQteXl4MHjyYY8eONVuXJEmNDr3e+te1Wq1usdF6PZbGod54Gzp0KL6+vly6dKnFdZtbStUaffz8/Br9EFAoFPTo0aPV909L9Pzmm2+YO3cu6enpjB49utl6goKCuHjxIgCvvfYa48aNQ6VSkZqayrfffktaWhqZmZkMHDiw2edNW+lzt9Ocgfx7QAGkSJK0QZKk+kAhHYYkSRMlSXq/tLSUmpoaKisrqaioQKVSUVpailarpaioCCGE6eavX39TUFCAEIKioiK0Wi2lpaWoVCoqKiqorKykpqaGsrIyamtrKS4uprimmPMl56nUVpKfn4+jvaOprsLCQnQ6HSUlJajVasrLy6murqa6upry8nLUajUlJSXodDoKCwsb6VH/V6FQYDAYKC4upra2lrKyMrN9Uq5ZiyLxbQx6PQqFArf77jX1raV9MhgMptdd1+vTkX1qy+sk9+nu6dMLvbuz0uUq/DOIq6nGV+onDh5AU1Njtk9Rkcn49vhru/fJUKMlb9MxavMqTXUdPHiQFStWkJ2dfctdpxvFtYtHi9JvBCEE06ZNY+rUqYwdO9aUPnToUHJzcyktLaW2tpZffvmFoKAg4uPjWbZsGXl5eQQFBbF//342bNhgtZ3Q0FCrHizA6FWjpKQEMF6fU6dO4e/vD2BK37dvH6WlpablFBs3buTxxx/H0dH6krzly5dz/vx5srKymDt3LosWLeLxxx83zbxqNBpUKhVHjx6lT58+VutrKWfPniU0NPSG6jA3DvX/S2BcfpCfn28ynJujc+fOje7Z6OhoDhw4QHV1NWVlZWRkZJjW57ZEn2HDhvHrr79SVFTE5cuXycvLIyIiotX3z/VY0lMIQW5uLiNHjuS1114jJyen2XrGjRvH0aNHOV0XBbf+R05FRQVeXl64urry66+/mn6k1WPruLVUn7uehjv2zB2AG/A48CVQA6wHfmetXFse7eHFokxdJp5PfV6k5qYKIYTQ6XVCb9C3eTvNUVtYKPIWLxZn7rtfaEtLjWkKhdBXVXWoHjIytyyVRULsXyVE8Xmhrq4WKxPGi4NfbL6pKmnyKsWVZQeF6txVU9rly5fF7t27hVarvYmamYcb9GLRkezfv184ODiIyMhI03HlyhUhhBBbtmwRkZGRIjQ0VCxfvrxROZVKJUaPHi0GDhwotm7darWdTz75RPzv//6v1Xw//fSTCA8PF+Hh4SIkJERs2rTJdG7ixIkiJCREREREiPT0dCGE0dtGWFiYKCgoaFLXM888I3r06CEcHByEv7+/2LlzZ6PzS5cuNXmxEEKI559/XgwYMECEhISIN954o1k9ly5dKjZu3Njk78WLF0VkZKTo1auX8PLyEpGRkWL37t2mcv/85z9FYmKi1XFoDnPjkJaWJvr37y8GDRokoqKixFdffWVTXe+//74ICQkRw4cPN43h22+/LcLCwkRYWJj44IMPWqWPEEJs3rxZBAcHi+DgYLFr165GZVpy/0iSJPz9/U3H2rVrLeqp1+vF8OHDxaBBg0RoaKjYuHGjVf1//PFHERkZKSIiIsTo0aPF+fPnhUajEePHjxcREREiISFBDBs2TGRkZLR43Fqjz92AJS8WkmjBKwxJkjyBPwCPCiE6bG4+JiZGHD7ctq9OtQYtU3dPZUq/KTw68NE2rdtq20VFFK9bT/n27Qi9HnQ6/Fe/Teff/a5D9ZCRuVVZeVHBT2VVbI3qi13dMgZdbS25vx7Hw8cPTz//RvmLi39AWbyX/v3+jr19+3uZEUKAAMnu1vc7LknSESFETMO0I0eOCFs3qd2JqFQqRo0axYEDB9o0sMvXX3/Nxx9/zKefftpmdbYnI0aMYOfOnVY3AMrI3MkcOXKEV1555UPguV27dlXWp7fIHYIQolQI8V5HGsetYcquKSw7tAxljbJRekpuCk9+9yRagxZHO0c2j9/cocaxtqiIgpdf4fyo0ZRt2YLQaKBu84BsHMvIXMPH2YEgF2fsCk+C1rhW1MHJiaDBQ5sYx2AMElJSsg87u6Zrk9sDSZIaGcdVVVUd0q5M2+Di4mJ6td6WjBs37rYxjpVKpU3eMWRk7lbuSH9hZ66eYfu57YzbNo5lh5ZRVG10b2In2VFdW02JyrhGyd6u/d1BARhqaqjat48r8xdQ9tlnoNeDvKFHRsYi/8/Pi5V9veD938A+o4eEK2dOU5STbTZ/r17TiRuehiS17yNNGATKDSeoOXHtx3dlZSUrV67k559/bte2ZdqWMWPGEBgYeLPVuGl4e3sTH980IqWMjIwRi98mkiTdHN9mbYTWoEWj1/D5mc956IuHWHZoGSGeISSNT6KHm3nXKG1J/RoWgNKPP+HyU7Ppvuh5PB57DMnZGWzYwCEjczei1ht9kiLZQcJHEGF8y7Pvkw9I2fT+TdXNoNIh9AIaLE2zt7fnoYceuquNLRkZGZk7jeamWw4CSJL0cQfp0i4IBDqh4/Mzn7No/yLs2nmGCUCTnU32w+OpSTfOKHn8/n/o/WkSLoMG4bv0JYL37sFjyhTZUJaRMcPq3EIif/oVjZ0jDBwP3UMAeHjOAkZNn9Ukv8Gg5VjmdJTF37e7bvZujnSfHYlrZHdTmqurK/fffz/du3dvpqSMjIyMzO1Ec7sTnCRJmgbESpL0P9efFEJsaz+12g5HO0fsJDvig+OZHTm7XdoQBgOV33+Pnasr7sOH4+jnh2PPnlC3RtHBywuHBiFGHby98V36Et7PPI1y3XpUVvxbysjcTQzp7IYQ4JyzH7r0hG5GX7gePcwHSdDqytFpyzHoW+bXtq0oLi7G3d29UaAIGRkZGZnbm+YM5NkY3bt5ABOvOyeAW9pAvt4w9nLxsl6ohejLyrD38ABJQrkqEac+fXAfPhy7Tp0I2GD9VXC9oSwjI3ON33brzG8974F//Qb6PAC/30Dx5UsUX75E35h7cXRqvPrL2cmLoUO3d4huRe8ex7mvB13GXIt8tnnzZjw9PZk6dWqH6HCz0BZWU/JpFt2mDsTRp+XRxmRkZGRuJyyuNxBCHBBCPA0sEkLMuO74s7WKJUn6UJKkIkmSTjZIe1mSpCuSJGXWHQ+3UT8aMaDrAP6n3//wze+/4e/3/b1djGPF66+THT8ZodcjSRK93n+fnm8ntnk7MjJ3EyW1OkpqjZ5dmLYLHlgIwNlDB9i9+p+N1v52NMIgcOzuikOXxgb6Qw89RGxs7E3SqmMw1Oop3vgruqIaijf+iqG2fYKqXrlyhbi4OEJDQ4mOjmbPnj2mc+np6URERBASEkJCQgIAqampxMTEsHDhwha3lZCQYAoW0ly7W7ZsoV+/fvTv35/k5GSr6fUYDAbCwsIoLi7m22+/JSoqynQ4OTmRmZlpMR1g4cKF+Pj4EB4e3uK+Xc+uXbtYsaJx+HClUslDDz3UonoqKyvx8/Nj5cqVprQlS5YQHh5OdHQ0O3bssJq/ORITE6mpqWmRTtdjSR9z16s1909gYCCDBg0yXbNdu3bdkL5tQVuMm4wZhJUgHYAT8Cywte6YBzjaUO4BIBo42SDtZWChtbLXH+0RKKSlqM+dE1cWLRK6igohhBBVaWmi5D//EXqN5iZrJiNz5/CviwXC94djolyra5Sura0VxZcvmS1z/sJb4uTJ+R2h3m0JbRAopDjplLi8ZL+4vPhHcXnJflGcdKodNBVCoVCIzMxMIYQQOTk5ws/PTwhhDMDRr18/sX//fiGEEEVFRUIIIRISEoRKpRLPP/+8yMrKsrmdkydPikmTJlltV6PRiMDAQKFQKMSlS5dEUFCQ0Ov1FtMbkpycLKZNm9ak7fz8fBEcHGw1PS0tTWRkZIiwsDCb+9VSpk+fLvbt22dz/kWLFokJEyaYAppkZGSImJgYodVqhVKpFD179hQVdd+R5vJbo3fv3kKpVLasEw2wpI+l69Wa++dGdWwPbkWdbicsBQqxZcfaOmBI3d91dUbvehsM7x+BG49zehOpzbuCtsjoIs6gUlOZkorm7FkA3GJj8XziCeycnG6mijIydxTjvLrwxoCedL6wB87tNaU7ODrSraf5ULWSZI9k13bBHiwhdE1dMxYXF1NQUIDhNnfbWPTeCaoPG0NgC73BKB8zPvsqD+aj+qUYdHWz9zqB6pdiru44B4C+WkvReydQnTK6z9RX1rZaDx8fHyIjIwHo3bs3Wq0WjUbD4cOH8fb2Ji4uDjC6KANMnoLEtUkYqqurrbaTlJTE5MmTrbabnp5OWFgYPj4+BAQE0KtXL06cOGExvSHvvPMO8+bNa9L25s2bmTJlitX02NhYvLxse/v58ssvM3LkSIKDg5kzZw79+/dHqTS6InziiScICAhg7ty5TcrFx8fzySef2NTG2bNnUSqVNAwwc+HCBaKionBwcMDLywt/f38yMjIs5rfE3r17iYqKIj8/n1GjRpk+A6xevZrw8HDCw8PZuHFjs/VY0sfS9Wrt/WOO1NRUxowZw5QpUwgPD+e5554DIDk5mWHDhhEVFcX8+fOB5q+Xpf66u7vz4osvEhYWxsyZM62Om8yNY8u3ylAhRGQD+QdJko5bzG2duZIkPQEcBhYIIa6ayyRJ0ixgFoCvr6/ptVOHUVWF01Oz0Y8fj37qH42vdte8w1l7e+hoXWRk7iIGAVU/LgPJjvPVXuhqNVzOOIjPwHBcu5kzGB4AaPdnROd9xleYFSOvReo7fvw4ly9fZvz48UjSrR9VrzVU7s017jppiICaTCVd4/u1W7vffvstgwcPxtnZmdzcXLp37864ceNQKBTMnDmTZ555htmzZxMXF8fIkSMRQjBr1iweeeQRxo8f32zdaWlp/PGPf7TarkKhwNfXl3fffRdPT0969OhBQUEBVVVVZtOjoqIAyMrKoqqqyqxxmJSUxAcffGBzuq1MmjSJ3NxcAgICGDt2LAcPHmTSpEl89NFHbNq0CXPRaGNiYliyZIlN9S9evJjExMRGRltoaCivvfYaNTU1FBcXc/r0aRQKhcX8lnjwwQfJzMwkMDCQlJQU0w+DnJwcVq9eTWZmJlqtlsjISMaPH2/RY4wlfRwdHc1er9beP6NGjcLe3hhHITU1FQ8PD8B4X/3888+Eh4dTVlZGUVERy5YtIzU1FVdXV/7whz/www8/AOavV0REhMX+VldXM3HiRF599VX69u1Lfn6+xXGTaRtsMZD1kiT1FUJcAJAkKQho7QK09cAyjI/bZcC/ALPrmYUQ7wPvgzHUdP2Dpz0p+tdb6MvL8X31FQDK33gD1+jBOPr5tXvbMjJ3O3nqWgo0Wgbf44pD2F6oVhLlEYDiwjn2/biXiPvup28HPAcsUaXOBySCoq550+jduzelpaX07dv3punVFnR/KsL0WbK3ayR3HhtI+a4LCO21WXLJ0Y4uE4KAOtd3DfLb33Pjb9UUCgULFixg586dAKjValJSUjhx4gQeHh7ExMQwduxYRo8ezZdffslbb73Fzp07WbVqFW5u1jcQFhQUmGahm2u3flZx9myjB6Rt27YhSZLF9HrWrFljdsb27NmzVFdXm2arraW3BE9PTyoqKkx/y8vLrZbp3r07BQUFVvMlJyfTv39/evfu3Sh90KBBTJ8+ndjYWPz9/Rk1ahSdOnWymL+lHDt2jBEjRuDu7g7AsGHDOHHiBA8++KDZ/Jb00dVFrL3+erX2/rFkjA4ZMsS0ZtzDw4Ndu3aRnZ1t2qNQVVVFdrYx2JG569Vcf52cnEz19OnTB4VCgZ9sm7QrtiyxeB5IkSQpVZKkfcAPwILWNCaEKBRC6IUQBmADMKw19bQVupISyusehEYECIPp4ddlwnjZOJaR6SC2F15l4tFzlOn04OgCHsYlFT369mPepi30HjS4SZmKypMcPPQ7ysvb31Wi+31+uN/X2NVc165db3vj2BruQ3vQKcQTHOoMQAeJTiGeuMe0T8AltVrNlClTWLlypWlsfXx8CAkJISAggM6dOzNkyBCysrLYvn07a9euZf78+WRmZhIXF0dqaqrVNlxcXFCrG7sFNNeun59fIwNSoVDQo0cPi+kAFRUVfPfdd2aXUSQlJfHYY4/ZnN4SJElqdOj11uex1Go1Li4uVvOlp6fzxRdfMHDgQNasWcObb75JUlISgGnsd+/ejUKhICAgoNn8LaH+u7glmNPH0vVq7f1jiS5dujRJe+ihh8jMzCQzM5Pz58/z5JNPAuavV3P9dWwQM0GSpNt+WdftgFUDWQjxPdAP40a9Z4EBQoiU1jQmSVLDb5fJwElLedsLodMh6h4c5cnJ5C9+gdrcXAC6L1iA77Jld+yrUhmZW5nH/brxaUQQXhf3QNrbjcKxO7m44mBmvb+EHW5ufXF07NquuumrahHaxgZHVVUVJ0+eRKVStWvbtwJdp/TH3t04/vbuTnSd0r9d2hFCMG3aNKZOncrYsWNN6UOHDiU3N5fS0lJqa2v55ZdfCAoKIj4+nmXLlpGXl0dQUBD79+9nw4YNVtsJDQ01ebBort1hw4bx66+/UlRUxOXLl8nLyyMiIsJiOsDGjRt5/PHHGxk09Xz66admDWFL6e3N2bNnCQ0NtZpv+fLlnD9/nqysLObOncuiRYt4/PHHASgpMa4937dvH6WlpQwZMqTZ/M3RuXNnSkuvbV2Kjo7mwIEDVFdXU1ZWRkZGhmmcLWFOH0vXq7X3j63cd9997N+/n7y8PAAuXbpkWoJijtb0F5qOm0zbYNPOFiGEBjhhNWMDJEn6L/AbwEuSpDxgKfAbSZKiMC6xyAGeakmdrUVbVETxuvXU/JyOvrIS32XLuOc3v8Fj8mTc4+JwCjC/+UdGRqbj8HR0YHS3znBoL5zbA8P/CsChLzbj6d+T/vfFNSlzzz2hRAyyumf4hqn47hKqUyX4LrnX9AM6NzeXrVu3MnPmTPz9/dtdh5uJnZM9XjPCTH6Q7Zzs26WdtLQ0tm3bxpkzZ3j/faMv+a+++go/Pz8SExMZPXo0Wq2WqVOnMnDgQFO58PBwFi9ezNChQ1m+fLnVdiZMmEBKSorpVX1z7a5YsYLhw4cDsGrVKuzs7HBycjKbLoRgw4YN7N27t0mb6enpuLu7M2DAAJvS58yZw7Zt2yguLqZnz56sW7eOSZMm2TqUgHENb3x8PKWlpahUKg4cOMDrr7/Oww8bPaympKRYXW9rjRkzZnD+/HkcHR355JNPbmiCad68ecTHx+Pp6cnWrVsJDAxk3rx53HvvvQAsXbrUasRKc/pYul71tPT+sZXu3buzfv16Jk6ciE6nw83NrdmZ9Nb0F5qOW/3bDJkbQ2rNK4yOJiYmRpjbYGANbWEhVxYuRJVZt6dQq6XzpIl4Pv44Ljew1ktGRqZtuVij4VB5FRO8PbjHwR5qq8HJDSEEHz43i8DIIfz2z00jYQohOuSNj/pCGfpSNW5Dr33x6HQ6lEol3t7eODi0vxeN1iJJ0hEhREzDtCNHjghbvAvcqahUKkaNGsWBAwfa9Np9/fXXfPzxx3z66adtVmd7MmLECHbu3Imnp+fNVkVG5qZx5MgRXnnllQ+B53bt2lVZn37rPtVvgPoZ4/Lt2xEaTaNz/m++eZO0kpGRscTekgr+7/wVRnt2NhrITsaNMpIk8Ze3N6Cv22RzPUeOJuDuHsLAAa+2q36d+nrAdUuNHRwc8PU1H/5a5tbGxcXF9Go9MDCwzeodN24c48aNa7P62hOlUsmCBQtk41hGxgJW1yBLkvS9LWm3ElfmL6Dss8+aGMcyMjK3Jn/p6cWBewfik7cfds2Dmsbr6ewtzPJ17RrLPfeEtatu+nIN2sJqhKHx27ZDhw7Z5AFA5tZkzJgxbWoc3254e3sTHx9/s9WQkbllsWggS5LUSZIkT4xriLtKkuRZdwQCt7Rrh56r3sLjsceQnJ3BzEYJGRmZWws7SSLYtRNcvWRcf+xkdHN0MnUv33/4rsXd3X2D/oa/36Ptqlv14UIKVx1FaK5t0lOpVHzzzTdcuHChXduWkZGRkbk5NLfE4ingOYzG8BGgfqFfBbC2nfW6IRy8vfFd+hLezzyNct16yrdtQxgMoNXebNVkZGSu43yNms0Fpfylpxe+MTNgyHSoW1dcpshHcf6M2XXGBoPOGEWvndcgu0Z3x6G7C3Yu1x6XLi4uvPDCC61yQyUjIyMjc+tjcQZZCPG2EKIPsFAIESSE6FN3RAoh1nSgjq2m3lAO3rsHjylTcG6w61lGRubW4GSlincvF2FawdDA4I177Akef32V2XL5+Z+x78dINLXF7aqfQ9dOuA5qGlSiU6dONvmQlZGRkZG5/bDFD/I7kiTFSpI0VZKkJ+qPjlCurag3lIN2bL/ZqsjIyFxHvE9Xzo6IwL/kJHw4DopO21TO3X0Afn4JODm23yYjfWUtql+LMWgabxI8evQox461f3CSu40rV64QFxdHaGgo0dHR7Nmzx3QuPT2diIgIQkJCSEhIAIxhfmNiYli4cGGL20pISGjkC9kS9vb2REVFERUVxbPPPgsYfe3GxMQQGRlJVFQUO3bsaFLOYDAQFhZGcXFxs/3asmUL/fr1o3///iQnJwPGcNf1bUZFReHk5HRDodR37drFihUrGqUplUoeeughm+tYuHAhPj4+pkhxYHkcbBkfcyQmJlJTU2OzTuZYsmQJ4eHhREdHN2rX3Di39P5JTU1lwoQJJnn69Ols3brVajlz499WnD17lhEjRhAaGsrgwYPJrYvr0Fy7bTHOdwVCiGYP4GPgJ2Ad8E7dsdpaubY8hgwZImRkZO5wLu4X4v3RQpTnCyGEUFw4Jz5f/ndRfPnSTVOp6rBCXF78o6hVVDVK37Rpk/joo49uklYtAzgsrnumHj58uEV1aDQasWfPHvGPf/xD7N27V2g0mnbQVAiFQiEyMzOFEELk5OQIPz8/IYQQBoNB9OvXT+zfv18IIURRUZEQQoiEhAShUqnE888/L7Kysmxu5+TJk2LSpEk25XVzc2uSVltbKyorK4UQQiiVStGjRw+h1+sb5UlOThbTpk1rtl8ajUYEBgYKhUIhLl26JIKCgprUk5+fL4KDg23uW0uYPn262Ldvn01509LSREZGhggLCzOlWRoHW8bHHL179xZKpbIVPTGSkZEhYmJihFarFUqlUvTs2VNUVFRYHOeW3j8pKSli/PjxJnnatGni888/b7W+bcGwYcNM/xdXrlwRxcXFVsvc6DjfaRw+fFhMnDjxg4kTJ94jGjwnbQk1HQMMF0I8I4SYV3c8214Ge0MkSZooSdL7paWl1NTUUFlZSUVFBSqVitLSUrRaLUVFRQghTLvJ8/PzASgoKEAIQVFREVqt1uQovaKigsrKSmpqaigrK6O2tpbi4mIMBoMpwk19HfV/CwsL0el0lJSUoFarKS8vp7q6murqasrLy1Gr1ZSUlKDT6SgsLDRbh0KhwGAwUFxcTG1tLWVlZXKf5D7d9X06WVrOn46eJbO4lGrvwZQnbEPt1JWSkhJUVZVUlpbi2KmT2T5pNKUolcp27VNtb0c8/hJKmV1Noz6NGTOGRx999La4TjdKTk4Oq1at4tChQ6jVag4ePMiqVavIycm54bqvx8fHh8g6H/W9e/dGq9Wi0Wg4fPgw3t7exMUZg8V4exuXvIi6NeD1X2gA1dXVVttJSkpi8uTJrdbT0dERd3fjRtLy8nI0Gg2661wRvvPOO8ybN6/ZfqWnpxMWFoaPjw8BAQH06tWLEycax+TavHmz2bDVDXn55ZcZOXIkwcHBzJkzh/79+6NUKgF44oknCAgIYO7cuU3KxcfH88knn9jU59jYWLy8vGwaB1vGpyF79+4lKiqK/Px8Ro0aZfoMsHr1asLDwwkPD2fjxo3N6njhwgWioqJwcHDAy8sLf39/MjIyLI5za+8fc7i7u/Piiy8SFhbGzJkzTemWxt9SvyzVY47jx4/j7Oxs+r/w8/OjW7duFtu1NM7JycmNIh2+9NJLJCYmtmoc7iiEaH72Fvgc8LWWrz0PeQZZRubO5MeSCjH0p196SBnDAAAgAElEQVRFTo1aCIPB5nJ6vUbs/T5YZGevbkft7gywYQb5ww8/FEePHhVCCKHT6cSHH35omvH8/PPPxdKlS5scH3zwgRBCiKqqKvHhhx+aZuAqKiraRO9vvvlG/O53vxNCCLF161YRHx8vxo4dK6KiosTatWuFEEJ8//33YsiQIWL+/Pni1KlTYubMmeLLL7+0WvcDDzwgTpw4YZMe9vb2YvDgwSI2NrbRbGtFRYUIDw8Xrq6u4r///W+jMqdPnxaxsbFW+7Vlyxbx5JNPivXr14vPPvtMPProo+Krr75qlH/IkCGma2GJpUuXipUrV4pnn31WrFy5UsybN0/s3LnTdH7jxo1izpw5Tcrl5eU1mhG2xsWLF5vktzQOzY2PJa6f2bx48aLo27evqKysFKWlpaJXr16isLDQYvkTJ06IQYMGierqanHp0iXRuXNnkZSUZHGcW3r/NDeDDIi0tDRRW1srevXqJa5cuWLKd/34N9ev5uq5nm3btonp06dbPG/pul8/zlqtVvTp00dUVRnflA0cOFAoFAqL9d5p3MgMshdwSpKkbyVJ2lV/tJ/JLiMjc7cwwvMefr4/lN7aUljZH7K+sqmcEHr69ftfPD1HtJtuBo2eitTL6ErVjdLPnz/P7t27UavVFkrK3CgKhYIFCxawbt06ANRqNSkpKbz33nvs27ePxMREsrOzGT16NF9++SX29vbs3LmTVatW2RQ6uaCgwDQLbY28vDyOHj1KYmIiU6dORaVSAXDPPffwyy+/cPjwYdauXYu2gZekNWvWmJ2xvb5fom7Wcvbs2aZ11Q29spw9e5bq6mrT7HNzeHp64uHhgaenJ127dqW8vNxqme7du9+wL29L49Dc+NjKsWPHGDFiBO7u7nTt2pVhw4Y1mWFvyKBBg5g+fTqxsbE8/fTTjBo1ik6dOlkc55beP+Y85tSnOTk5ERsbi6OjI3369DG9bWppv1pSj2ijSKIODg488sgj7Nixg59//pmgoCB8fHxuuN7bHVsM5JeBeOB14F8NDhkZGZm2Qa+BvqPBoxcAwmDgo+fncmLvN2az29u7ENBrBl26RLWbStqCKiq+yUGnbLyZpbi4mFOnTuHk5NRubXc0M2bMYPDgwYBxU9qMGTNMRpmdnfmvCQ8PDwDc3NyYMWMGAwYMAIyG0Y2gVquZMmUKK1eupG9fY/hCHx8fQkJCCAgIoHPnzgwZMoSsrCy2b9/O2rVrmT9/PpmZmcTFxZGammq1DRcXF5t/4PToYQwvPnToUHx9fbl06VKj8yEhITg6OnL8+HEAKioq+O6775osizDXLz8/v0YGqkKhMLUHxqUgjz32mE16SpLU6NDr9VbLqNXqNvPEcv04WEu3hXrDtiXU3wu7d+9GoVAQEBBgcZxbev84XhdXQQhheg40PCdJEgaDoVX9akk9QUFBNm00tYVp06aRlJREUlISTzxxW/lhaDds8WKxD8gBHOs+ZwBH21kvGRmZO5zzNWpGpJ8mvawKugbC/7wHPQYBoNWo6erfi04WjC2NRolWW9Gu+jkHdsH3/+7DOcijUfp9993HwoULLRqOdxrR0dG4uLjgUBfN0MHBARcXF6Kjo9u8LSEE06ZNY+rUqYwdO9aUPnToUHJzcyktLaW2tpZffvmFoKAg4uPjTSGjg4KC2L9/Pxs2bLDaTmhoqE2GRf26dDCuxc7PzycgIIArV65QUlICGI2tU6dO4e/vD8DGjRt5/PHHGxk6lvo1bNgwfv31V4qKirh8+TJ5eXlERESYzn/66ac2G8it4ezZs4SGhra6vKVxaG58mqNz586N1s1HR0dz4MABqqurKSsrIyMjo9H4mKO+3X379lFaWsqQIUMsjnNL75+goCCys7NRqVRotVpOnTpF//79rfbrelrTL3NERUVRXV3NgQMHAOObkfr+N8f141xfV2FhIcnJyUyaNKnFutyJNBcoBABJkmYCswBPoC/gD7wL/LZ9VZORkbmT0RgEvTo54e3kCLXV4ORmOufk4srE5xZbLJud/RbK4u95YMTP7aqjvZv5SJztHZzkViIwMJC//e1v7N+/n4yMDIYOHcqIESPaZQY9LS2Nbdu2cebMGd5//30AvvrqK/z8/EhMTGT06NFotVqmTp3KwAZ+7cPDw1m8eDFDhw5l+fLlVtuZMGECKSkpPPjgg83my8rKYsaMGTg7O2Nvb8+///1vXF1dOX78OLNmzQJAr9fzxhtv4OvrixCCDRs2sHfvXpv7tWLFCoYPHw7AqlWrTD+80tPTcXd3N83Mt4acnBzi4+NNhv6BAwd4/fXXefjhhwFISUmxaUkKwJw5c9i2bRvFxcX07NmTdevW4e3tbXYcDh48aDbdGvPmzSM+Ph5PT0+2bt1KYGAg8+bN49577wVg6dKldO/evdk6ZsyYwfnz/5+9M4+Pqjof93NnMpOdkI0sQAhhzQIJSUALoQhCQRFEC1ixCrRK6VdxAa2tXcDaxa1icaniQpXlp5SKLGpRFJAgSwiEsAUIkISQTPZkssx+z++PSSYJZLKRDbgPn/kw77nnnvOeJXPfe+6575uJRqNh3bp1SJKEVqt12s/Q+vkTHBzM448/zujRoxFC8OCDDzY7Ps31f1vb5Yy1a9fyyCOPUFpaikajYfv27VRWVjY77lf2c91Ti3vvvZczZ84o/t1rkVp6hCFJUhowBjgohBhVm3ZcCDGiC/QDIDExURw+fLirqlNQUOhKrGZ4MQx+/LT9Q8t768rLD2M05hEc3DkrHUIIyreex2NEIK4RPo50vV7Pli1buO222+jfv3+n1N3RSJKUKoRIbJiWmpoqEhISukulbsdgMDBx4kSSk5MdK+MdwVdffcXatWvZsGFDh5XZmYwfP54tW7bg59d5vsQVrh/uvPNOli5d2uKN441Gamoqzz///IfAk1u3bq2sS2/NM0KTEMJcJ0iS5AIo8VUVFBTajRACc93eOpsJfrwMBoxzHP/iny+z+eU/Oz2/d+/ETjOOAeQqC4ZjRViu2H9cU1PTbjdQCj0Hd3d3x6P1juSOO+64bozjoqIili1bphjHCpSUlDB06FACAwO5/XZlc0Adrbl13iNJ0nOAuyRJU4D/A7Z1rloKCgo3MjlGMxMOZfCvqAHcEdgbfvxMo+OhQ4djMZubPNdmM1JTcx4Pj0Go1W6dop/aW0vIH2+lPv61neDgYBYvXtwpdSp0LVOmTOluFbqVwMBAZs2a1d1qKPQA/P39OXv2bHer0eNozQryb4Ei4DjwK+BL4A+dqZSCgsKNjUqSeCg0gGGe7lB60b7NogHxd97NLbPmNHluVVUGh1JmUlqa3Kk6SpKEpL45XsRTUFBQUGhMa3793YEPhRBzhBCzgQ9r0xQUFBTaRX83LX8e0pcID1f4eCZs/pXjmNViQZadu6jy8AhnRMxbnerirXTTWaoPXe1/9KOPPmLfvn2dVq+CgoKCQs+gNQbytzQ2iN2BnU7yKigoKLRItsFk9wUqBEz5M4z+pePYyd07eWPBXKrLy5o8V6PpTZ8+09BqA5o8fq0IWWAtNmCrbLyqLcsyHh4euLq6dkq9CgoKCgo9h9YYyG5CiKo6ofa7R+epVI8kSTMkSVpdWlpKTU0NlZWV6PV6DAYDpaWlWCwWCgsLEUI4nIDXxW/Pz89HCEFhYSEWi8Xh7kSv11NZWUlNTQ3l5eWYzWaKi4uRZdkRsaaujLr/CwoKsFqtlJSUYDQaqaiooLq6murqaioqKjAajZSUlGC1WikoKGiyDJ1OhyzLFBcXYzabKS8vV9qktOmmbFNabh63HDjNO+dyMJpMVPSbRHXgKEebfEJCGTZ+ElpPrybbVFGRRnb2oU5rU2VVJe4PRODyo4BGbQL7W/+JiYnX1TgpKCgoKLSDhnGnm/oA+4D4BnICsL+l8zryk5CQ0I7o2goKCj2RUrNF/Du3SGTVGIXISxOi5EKbzj9wcLo4mvaLTtLOObIsd3mdHQFwWFzxm3r48OHuVcoJubm5Yty4cSIyMlKMGjVKfP31145jKpVKxMbGitjYWLFkyRIhhBC7du0SCQkJYtmyZW2ua86cOeLcuXPt0qc5Peuw2WwiKipKFBUVNVvHyy+/LKKjo0VkZKRYsWKFI72p9raXLVu2iL///e+N0goLC8VPfvKTaypXCOd6tkf/lStXiurq6mvS57nnnhPR0dFi1KhRYvPmzY70Tz/9VAwePFgMGTJEbN26VQjR9vmzZs0a8eijjzrk6dOni127djnkK/s5IyNDxMbGCk9PT5GSktJienN4enq2Kl9X0dP0uRYOHz4sZsyY8cGMGTO8RUP7V7RgnAKJwHlgb+0nE0ho6byO/CgGsoLCDcoH04RYPckhyrIs9MVFzRqjev0podef6DSVSv5zRpR+frXhtH37dvHhhx92Wr2dxbUayFlZ74iS0h8apZWU/iCyst7pSDWFEELodDqRlpZWW2+WCA0NdRxr6oI8d+5cYTAYxDPPPCMyMjJaXc+JEyfEzJkz261Pc3rWsW3bNjF//vxmy7906ZIYNGiQMJvNwmQyiYEDB4oLF+w3jF1hgCxYsEDs2bPnmspwpmd79B8wYECLNxTNkZKSIhITE4XFYhFFRUWiX79+Qq/XC5PJJMLDw4VOpxPZ2dkiIiJC2Gy2Ns+flgxkZ0yYMKFJQ9hZelP0NIO0p+lzLTgzkJvdYiFJkgrQAsOBX2N38RYphEjtjNVshe4luaySxB9OklxW2XLmLqan6qbo1TaSyyqJST7B18UV9oTp/4Cpf3McrygsYPX/LeDErm+cluHtHYm3d3Sn6ahyc0HldrUHzKCgoOsmOEhH4t1rJCdOPE5p2X4ASsv2c+LE43j3anto3JYICgoiNjYWgAEDBmCxWDCZTE7zi9pAV3UXNKBVfqrXr1/PPffc0259WqPnG2+8wZIlS1qsw2q1YjKZMJlMaLVafHx8WjznSlasWMGECRMYPHgwjz76KEOHDqWoqAiAhx56iLCwMB577LGrzps1axbr1q1rc30dzc6dO4mLiyMvL4+JEyc6vgOsWrWKmJgYYmJiWLNmTbPlnD9/nri4OFxcXAgICKBv376kpKRw8OBBoqOjCQoKIiwsjP79+5Oent7u+dMUzfVzW/jnP/9JZGQkI0eO5Nln66OJCiF45JFHiImJ4YknnnCkO+uf3bt3M2XKFGbPnk1MTAxPPvlks/m9vLwc32+77TbqgrO98sorDB8+nJkzZzJo0CCysrIc+X73u98RHR3NI488ck1t7qk0ayALIWTgH0IIixDihBDiuBDC0kW6KXQhyWWVPJh+gVyThQfTL/Qow6qn6qbo1TaSyyr5efoFii1Wfnniol2voCgIu8WRR+vuzqRfLKZ/VNOBOg2GXIqKdmKz1TR5vCPofVcEPlPDr0pPTEy8YSNMpR6ZR17+JgBk2ULqkXnk6z4HwKdXHFptH9LTf8X5Cys5cWIJWm0frBY9AGZzKalH5lFU/C0AJlNRh+i0Y8cORo0a5Xgp0mg0Eh8fz7hx4/j+++8BWLx4MUlJSciyjBCCRYsWsXv37hbL3rdvH22NJHilPs2lZ2RkUFVV1WId/fr144knniAsLIx+/fo1CtzRVHubY+bMmUyfPp2IiAimTZvG/v32G5qPP/6YP/+56aA7iYmJ/PDDDy2W3RzO9GyL/pMnTyYtLY3Q0FB27drl+J6VlcWqVas4cOAAe/fuZfny5RQWFjotJyoqioMHD1JTU0NOTg6nT59Gp9Oh0+kICQnhnXfeYePGjQQHB5Ofn9+u+fPpp58SFxdHXFwce/fudaQ3189tYfny5Rw6dIj09HSWLVvmSK+pqWH27Nmkp6eTmprK3r17W+yfffv2sWLFCk6cOMGKFSva3J85OTm8++67pKam8vLLL3Px4kXHserqambMmEFaWho7duxw3NDcSLTmJb2vJUn6qdRc3FeF65o6g8pQGxTBIIseY1j1VN0Uvdqnl7FWL4uAB49lknx8F9RF1AM8evkwaupd9A4OabKckpLdpB//FRarvlP0FHLTQUJtNhtyAz1vNjQaH/z8ksjKepOQkDloNG1f5WwLOp2OZcuW8fbbbzvScnNzOXLkCK+//jrz5s3DYDAwadIktm/fjlqtZsuWLaxcuZLp06e3WH5+fj6BgYHXpE9z6W+++WarVhLLy8v56quvuHjxIufPn+fVV191vHjZVHubw8/Pj969e+Pn54evry8VFRUt1t+nTx9Hfe3FmZ5t1b8pjh49yvjx4/Hy8sLX15cxY8aQnp7uNP+IESNYsGABY8eO5de//jUTJ07Ezc3NsTq8ePFi5s6dC9j9nLdn/tx3332kpaWRlpbG+PHj29ymlhg9ejS/+MUv+Pe//93opkutVjNlyhRUKhVTpkzh8OHDLfZPQkICMTExAPTu3bvN/Zmamsr48ePx9PRk+PDhDBgwwHFMq9UyduxYNBoNAwcOdLyUfSPRGgN5KfAfwCxJkl6SpEpJkjrn6qTQ5VxpUNVhkAU/T7/AlJQMDpTbnZhk1hiZk5ZJaoX9EVRGtYE5aZmk6e2reScqa5iTlsnJKvsP4VG9XT5TbQTgcEU1c9IyOV9jl/eXVzEnLZNsg/3R5N7SSuakZZJntLvXeiO7gLlp55vU7cH0C/zjYj5z0jKptNp95m4pLGNOWiYGm92Q+azALltqz/80v5Q5aZmOctbnlXD/sfMO+aPLxTyYfsEhv59bxC+O198xv5NTyKKTWc322X1p5x3G6CsX81mWkeM4/vcL+Tx75pJDfuF8Hr8/Wx/qdvm5yyzPvOyQnzuby1/O19+V/+bMJV68UH8xW5qRw6sX63+U7kvL5GfHnPfXPUfO8e6l+tWChccv8kFu/Wrfz9Mv8PHlYod8/7HzbMgrAeyP9+akZbJRZ/eKYJZl5qRlsrnA7oqtxmaXtxaWA6C32piTlslXReWOleOr9BISDxZ4kFxe/0iz+FI2hirnxnxw8N0kJmzCVRvkNM+1ULH9AgVvHnVcUOs4deoUf//73ykpKemUerubhPgNhIbMBkCl0pAQv4GQYHuUNbXanYEDl1BenkJ4+GPk529i4MAl9OkzFQCt1o+E+A0EBthD1Lq6tt7wbAqj0cjs2bN59dVXGTRokCM9ODgYsBsQISEhZGdns3nzZt566y2WLl1KWloaSUlJrVpBdnd3x2g0XpM+ztL1ej1ff/01s2fPbrHsnTt3EhYWho+PDwEBAYwaNYqjR486bW9zSJLU6GOzOfcl3rAN7u7XFtbAmZ5t1b8prvw7bA11c+GLL75Ap9MRFhZGaGhooxsBnU5HcHBwu+dPW3G2vthU+v/+9z8ee+wxDh48yKRJk5ots6X+uXK7TnP5G+pitVpbzK/RaBqdeyMuILRoIAshvIUQKiGERgjRq1bu1RXKKXQ+T57OucpwqcMoC85Um7A59mmBSRZXyTJ2WaZWbrCvq6EsO2R7+bZauQ7H+bXyO5cKcfYnZ5AFH1wuxiQL6kqQa/Wpk61XlH9lfVcet8v1NVrlpo8312c27H1qz0+j8y2ywCway5YGslkIhzEPYGlCNjeQzbLA2uD8QxXVWJ38nhlkwdHKmkblmWS50flmWW6kj/GK46Yr6mtKtl0x9jZh7w+jk/4yqF15ssFNxJZX/sI3q99ouhGAi4s3Pj6jnF5wrhVNXy/chvheVb6fnx/x8fHt2h96vVO35zgmZhWDIp4iJmZVoz3JHYkQgvnz5zNv3jymTZtWr0OtCz6ArKws8vLyCAsLY9asWbzwwgvk5uYSERHB3r17ee+991qsJyoqiszMzBbzOdPHWTrAmjVreOCBBxoZEM4IDg4mJSUFk8mEwWDgyJEjDBw40Gl7O5qzZ88SFRXV7vOd6dle/Xv16tXINWF8fDzJyclUV1dTXl5OSkoKI0c2v/e97iZ2z549lJaWkpCQwJgxYzh58iSFhYVcunSJ3NxcRo4c2e7501b8/f3Jzc1tMV0IQU5ODhMmTOCvf/1ro/2+NpuNb7/9FlmW2blzJ6NHj25z/zSX38fHxzFuGRkZgH0LTnJyMjU1NWRkZLTrJue6puEbe019AAn4OfDHWrk/MKal8zryo3ix6Dy2FZSJvruOiqDvrv6E704Te0v13abb3lK9CN+d1uN0U/TqPL0uHjsiLp855bSsy5c/FXr9ya5Q+4aB68iLxd69e4WLi4vDPVhsbKy4fPmy2Ldvnxg6dKgYMWKEiIuLE19++WWj8wwGg5g0aZIYPny42LRpU4v1rFu3Tjz33HPt1sdZuizLIjo6WuTn57e6zc8884wYNmyYiIyMFC+99JIQQrTY3itZvny5WLNmzVX/X7x4UcTGxor+/fuLgIAAERsbK7744gvHea+88op4/fXXW63rlTjTs63617F69WoRGRkpxo0b5+jDf/7znyI6OlpER0eLDz74oMUyZsyYISIjI8XIkSPFwYMHHemffPKJGDx4sBg8eLDDzVsdrZ0/zrxYtNTPdf1RN0+cpdtsNjFu3DgxYsQIERUVJdasWePI6+HhIX7xi1+I6Oho8fjjjzvSnfXPrl27xPTp069qg7P8q1atEqNHjxa//vWvRVxcnMO7xssvvyyGDRsm7rvvPjF48GCRl5cnhGjsxaIt3jh6Is68WEiihSV6SZL+hX1xb5IQIlKSJF/gayHE6M403BuSmJgo6t6oVOhY1uYV89zZXFSS1Gi1010lsXZkBEm+3t2oXdNbQHqCbopeHaAXNtZG9yepT59WlWGzmdi9J5qB4UuIiHii5RPaiGyyIaklJJerH6zp9Xq8vb07beW6M5EkKVUIkdgwLTU1VbT1JbUbCYPBwMSJE0lOTsbF5WqPJe3lq6++Yu3atWzYsKHDyuxMxo8fz5YtWxwvBiooXEllZSXe3t4UFxeTkJBAVlbWdfk72Bypqak8//zzHwJPbt261bHHrzV7kG8RQjwKGAGEEGXYXb8pXKdYZEFm7T7gn4f4k3xLJOtHRuCusk/6nmBQ1ZHk683aHqibotc16oWNtem/aaRXyeVL5GeeQTjZy6ZSaRmfdJB+/R7sFB2rD+RxecV+ZKO1UXpVVRWvvfYaKSkpnVKvQtfj7u7ueLTekdxxxx3XjXFcVFTUyGuGgkJTPPXUU4wcOZJJkyaxatWqG844bo7WGMgWSZLUYN/aKUlSIDjdGqpwHfBURg73Hs2k2mpDkiQGuLs6DJh+rpoeYVA1pKfqpujVNhrpFTeUpIc/BU39C0JHv9rGpr/8EZp5oUWr9Uer7ZwLujbch16T+l/lA1mtVnPHHXcwcODATqlXoXuYMmUK4eHh3a1GtxEYGMisWbO6Ww2FHs77779Peno66enp3H333d2tTpfSGgN5FbAZ6CNJ0l+BZOBvzZ/SMUiSNEOSpNWlpaXU1NRQWVmJXq/HYDBQWlqKxWKhsLAQIYTjDdU6X3z5+fkIISgsLMRisTg2n+v1eiorK6mpqaG8vByz2UxxcTGyLDvclNSVUfd/QUEBVquVkpISjEYjFRUVVFdXU11dTUVFBUajkZKSEqxWKwUFBU2WodPpkGWZ4uJizGYz5eXlXd4mIQR5eXn8X1gfnunjhSuiUZtGaVXsiQ1nhErucW0a4+nK/4YGMdbHs0eN07jeXmwb6EeSr3ePmntJvt5sDfclyde7R8y9uv9vMav4fF8VCTWCEqPUqE0jpk5nyv8txWQyNdmm0tJ9nDj5FkKIDm+TIbeC4o0ZSIO8rmqTWq1m0KBB+Pv796i519pxUlBQUFBoOy3uQQaQJGk4cDv2F/a+FUKc7mzFGqLsQb42bELwmzOXCNBq+F1E0/5lFRQ6G9lso+C1VGzlJtSu1QT93zBUQa1flT2d8RzFxd8xPulAx+v1j8PYKsyoe7sStDQBlVbtOF5UVISXl9c1u8PqLpQ9yAoKCgrOafMeZEmS3CRJelKSpDeBCcC7Qog3u9o4Vrh21JKE/Z+CQvdRtukstiq7j2ubSUPpthJMFyoQVpkafQUZ3+ym4sRlRK0fa2uFyX7cZr+JHxz0R0YFfeII5mEtM2K6UB8MwVpqxHSxgVxiwJTVQC42YMqud+FuKarBlKOv1cseINRWaaZs09lGem/cuJHNmzd3ZFcoKCgoKPRwmtti8RGQCBwH7gBe7RKNFDoEIQQfXy4mpzYIxyvD+vFbZfVYoZuoStFhOFVCvaNmLcaLRopWpyPXWLl85hRnN35H5boLyEZ7gAPDsSKKVqcjagPBGNKKKP/gEnWOtKsPF1C0uj4KVPWhfIreP15f5/58ij886ZAr912m5KN6uWrvZYo+OIHxdCnYHM65MZ4upSqlPgDLtGnTGDduXIf2h4KCgoJCz6Y5AzlKCPFzIcS7wGzgx12kk0IHUGi28sL5PD6ujYR2M715qtBzEFYZW5UZ/f+yuCqKiU0gualRebgQMWo0P3ryIXwXRqJys29vcB8ZQMDDI5Bc1FitleQHfIT7Q25Q6wnDMyGIgIdHOIrzHB1MwC9i6uVbQwhYUB8EwWtsKP4/byAn9UVSgbA0fudYWGS7vrUMGjSoUYjVm5XkskoSfzjZqWHLL1++TFJSElFRUcTHx/PNN984jqnVauLi4oiLi+Pxxx8HYPfu3SQmJvL000+3ua65c+e2GCykpKSExMREYmNjiYuL4/PPP3cc27hxI0OGDGHo0KFs27btqnNlWSY6OpriYnt0yqeffpqgoCBH6N86nKX//ve/JyYmhvj4+Eb1toetW7fy4osvNkorKipi6tSp11Tujh07HGMSFxeHVqslLS3NaXpLvP7669TU1FyTTs76ranxas/8OXv2LOPHjycqKopRo0aRk5PT8kltwMvLq9V5z5w5Q1xcHF5eXjTchuosXaGNiCYCc9TuSz7SnNyVHyVQSOu5WGN0fD9bZRA2We5GbRRuZmRZFrpVR0TRRydF5cuPi9xnv8cZnJ0AACAASURBVBaXnv3e8cl99mtR+fKSVpWl158S3+0aLgqLdnaojpWH8kXuH5Ib6/WHZFGZYg9SUFRUJHJzc4XNZuvQersSrjFQiBCNg710ZtAZnU4n0tLShBBCZGVlidDQUMexhoEJ6pg7d64wGAzimWeeERkZGa2u58SJE2LmzJkt5jObzaKyslIIYZ8LwcHBwmazCZPJJMLDw4VOpxPZ2dkiIiLiqjmybds2MX/+fIe8b98+kZKSIqKjoxvlayo9JSVFJCYmCovFIoqKikS/fv2EXt/xfb5gwQKxZ8+eDikrLy9PDB48uNXpTTFgwABRVFTUbh2c9Zuz8WrP/BkzZozYu3evEEKIy5cvi+Li4nbr2xRNzfOWcBao43oP4NFVOAsU0twKcqwkSfraTyUwsu67JEn6Zs5T6CaSyyoZd/A0/yuy77sc4umGSlk5VuhizJerAPtTC68fheI5JhivSDVu6sOAqTaXCTf1Ybwi7S7Vjny5hfzMM07L9PaO5LYJJ/H3m9ChunqNDsYt0g9cav9OXCTcIv3wSgwG4NChQ3z00UcdWuf1xpVBXgyy4MH0C52ykhwUFERsbCwAAwYMwGKxYDKZnOYXDUKb132vrq5usZ7169dzzz33tJhPo9E4VvQqKiowmUxYrVYOHjxIdHQ0QUFBhIWF0b9/f9LT0xud+8Ybb7BkyRKHPHbsWAICAq6qo6n08+fPExcXh4uLCwEBAfTt27dZP9wrVqxgwoQJDB48mEcffZShQ4dSVFQEwEMPPURYWBiPPfbYVefNmjWLdevWtdgPreGTTz5h9uzZrU5vyM6dO4mLiyMvL4+JEyc6vgOsWrWKmJgYYmJiWLNmTbPlOOs3Z+PV1vlz7NgxXF1dSUpKAiA0NBR/f38AZs6cSWxsLAkJCbz55puA83HJyspi8ODBzJ07l6ioKF566SVHHUIIHnnkEWJiYnjiifqASNu2bWPMmDHExcWxdOnSZvtBoWNwaiALIdRCiF61H28hhEuD7726UkmF5qn7w77Fx4snBwQxzrf1j2gUFDqSmvQiCt84iul8OVgMeI7yx324HyT+El/XN1FTAcioKcfX7V8w4VksZhO7135A1rEjzZYtSSpUqo6LelaH7+yhqL3ssY/UXlp8Zw91HBs3bhz3338/KlVrPGJev9xz9Byf5Nu3Y1lkwT1Hz7FJV0pyWSU/vyICItiN5HnH7EZyidnKPUfP8XWx/ca80GTpEJ127NjBqFGjcHV1BcBoNBIfH8+4ceP4/vvvAVi8eDFJSUnIsowQgkWLFrF79+4Wy963bx+t9eJRWVnJiBEjGDlyJG+//TZarRadTkdISAjvvPMOGzduJDg42OFyDyAjI4OqqqpW13ElUVFRHDx4kJqaGnJycjh9+rTDxaAzZs6cyfTp04mIiGDatGns378fgI8//pg///nPTZ6TmJjIDz/80C4dr2T9+vX87Gc/a3V6QyZPnkxaWhqhoaHs2rXL8T0rK4tVq1Zx4MAB9u7dy/LlyyksLHRajrN+czZebZ0/Fy5cYNCgQU0ee/vttzl27BgHDhxg1apVjvFyNi4XLlzg+eefJzU1lffff5/s7GwAampqmD17Nunp6aSmprJ3714KCwt54YUX2L17N2lpaVy6dInvvvuu2T5VuHY6/mrTE3gnCXTHr04PHgGLk7tenzo6Qa9dJXpW5RSwfuQgPNQqnhnYjhfxemp/Qc/V7WbQy1Zr6Kg1YKqES4cgKAa8g6DiMqS8B7HzsKrDkHNPoz34NO4/eYnedw9Ca0mFv94Lv/gawm6Bikuo5CoC3F6gxPQ0/m6voRo1G7yD0ABL1mzEZrM6VSU75z0kyYWw/gvb1oZWoNKqCVgYTcmGDPznDW/k4s3HxwcfH58Or/N64cnTORjlpl2BmoXgydM57Egc1uH16nQ6li1bxpYtWxxpubm5BAcHk5KSwj333MO5c+eYNGkS27dv57XXXmPLli2sXLkST0/PFsvPz88nMDCwVbp4e3tz/PhxTp8+zaJFi/jpT3/qWJRYvHgxAJ999lmj9zzefPPNJldsW8uIESNYsGABY8eOpW/fvkycOBE3N7dmz/Hz80Ov1zv+r6ioaDY/QJ8+fRoZ9u3l7NmzVFdXO1b/W0pvLUePHmX8+PGOVfwxY8aQnp7O5MmTm8zvrN+sVvtvy5Xj1db5I4Rw+j7PBx98wOeff+6IN1C3Au5sXAYMGEBkZCQASUlJHDlyhAEDBqBWq5kyZQoqlYopU6Zw+PBhysrKuHDhAmPHjgXs0T0vXLjApEmT2tqlCm3gxlwW6TcG1FdEw1Zr7endSSfoJUlQaZUpszg3LrpDrw6jp+p2venVdzRc/B7Ksuxppir47q+Qc9AuVxXBB1Mh4wu7XHIeXgiAE5/Z5YrLsO5eyNprlw1l8MMbiOJMitecoHyXCdx6IbnYt1VIwUPh9uXQK9SeP+wWmLcRjUsewa6PolFfhgnPOlTUuLnh5un8yUd5+WHKyzsv1LMmyJPgpxLQBNVfHKuqqjh+/Pg1vzR0PbB51BB+FmJ/VKxRSWweNYTZwX68HhnmCA9+Je4qidcjw/DXurB51BB+EmC/kejjqrkmXYxGI7Nnz+bVV19ttFoXHGzf9jJ69GhCQkLIzs5m8+bNvPXWWyxdupS0tDSSkpJatYLs7u6O0Whsk16RkZFoNBqOHTtGaGhoI8NSp9M59NPr9Xz99dctbitoibo2ffHFF+h0OsLCwprNL0lSo4/NZmuxDqPR2CH+va9l9bg56m5E2kJT/eZsvNo6fyIiIpp8sXP37t3s2LGDffv2kZaWxvDhw5Fl+8u/zsaltS/O1+WbOnUqaWlppKWlkZmZycMPP3xVHmfnKrSPG9NAnvAbkK5omqSyX5DfmwT/abAK9U4SbF5cL791C2xpcOf/zzj4Ylm9vDIG/ve7evnVofDNn+rlFwfAd3+pl/8aCntetn9Pegps5sZ62czgFWT/biiDv4bAoffsclWhXU6t3QNZkQt/DeFC6ia2F5ZDyXlu+9cwdrgep6+bFgoz7PlPbbXn1x23y2f+Z5dzU+3y+dpHM9n77fLACU33V9iP7MfzjtrTMr60ywW1rrJObrbLxefscvp/7HKdEXZ0nV3W1/4wHf7QLlfb3+rm4Lt22Vi70vHDG3bZUnvh2vsPSNvgfCx3Pg8vR9Snf/0H+MfwevnL38Dr9V4O2PYkvNHgkefnj8LbY+vl/z4C7zbY47pxPrzfYKXi/90Pa6bbv0/4DchX3JTIVii9UC9/OA0+eaBe7oq5p9Y23V9JT8FHM+DEf+vTv38F8mq3Nbi42leK68716gMT/wBB0XbZdwAs/B8MmoRstlF10Q/x+yKkyDvxnT0Uv/mj4MHN0Le2f3v3h/FL7f8DuPvC0KkQ93N7HXEP2FeigZN7viVtxxc0R+zIdxkR81azeTqanJwc/vvf/1JWVtal9fYk6sKDX2kku6ukTgljLoRg/vz5zJs3j2nTpjnS6yI3AmRlZZGXl0dYWBizZs3ihRdeIDc3l4iICPbu3ct7773XYj1RUVEterAAu1eNkhL71hOdTsepU6fo27cvY8aM4eTJkxQWFnLp0iVyc3MZOXIkAGvWrOGBBx5Ao7m2G4W6evfs2UNpaWm7t2s0x9mzZ4mKimo5Ywts2LChSUPYWbozevXq1Sj6Y3x8PMnJyVRXV1NeXk5KSoqjn53RVL85G6+2zp+4uDiqq6tJTrY/jcvPz6ekpAS9Xk9AQAAeHh6cPHmSY8eOtdjWrKwszpw5g9FoZN++fYwaNQoAm83Gt99+iyzL7Ny5k9GjR3Prrbeyd+9ecnNzAcjOzm605cbf399xrCHO0hVax425xcI72H4BPrrWboBK6voLcvS99ot1HTGzwbvBtoSRc6F3A5dOcfMgYEgD+QEIbuCOJ/4hCI2vlxMXNl5FHP1L6Ft7vFeo/RF1UYbdmFJrIWAYDKg10tSu9vx1RomLm13uY38Mg9YTRv+Sv9oGcSTzMpNH9MFt9C9RBwy2H3f3tef3q41O5uFvl31r2+MVaJd79avvp9G/tLcn7gE48jHIFlBp7HLISPtxz9pHkb7hdtndzy77DbLLbr3tsn+t7Fq7RT1wuF3WetjlPlF22aX2UWFQjF2uW/EMrq1PVfuIO3QUjHkYTNWQtq52LBsYV/1voRFhPwKXBqsh4ePsfVDHwB+DT996OeI2qOs7gMG327ci1DFkSr3xDjB0GliN9X3X/1a4dBCErXaVNhGiGsSqj7rbPmZ1dMXcCxtr76e6ua9ysZ/nGwbzt9vHCOx6/akU6vbWuvWCBdvry3L1hgnP1MsadxjwIwBMJ4op33IeF3933Ib64jqgDa8kTPgNFJ1utHqcmbIfQ6WeuKnTmz21q1dDhg4dyuLFi5t8sepmos5IrntRr7OMY7DvDf7ss884c+YMq1evBuDLL78kKyuLhQsX4urqilqt5v3338fDw8NxXkxMDM8++yyjR4/mL3/5i7PiHdx1113s2rXL6aP6OnJycli0aBFgN1xeeuklQkLsf7Mvvviiwz/2ypUrUalUCCF477332Llz51VlPfroo3z22WcUFxfTr18/3n77bWbOnOk0feHChWRmZqLRaFi3bl275n9WVhazZs1y3GAkJyfzt7/9jTvvvBOAXbt2MX168393LXHw4EG8vLwYNmxYq9KbY8mSJcyaNQs/Pz82bdpEeHg4S5Ys4ZZb7L/1y5cvp0+fPs2W0VS/abXaJserjrbMn7Vr1/LII49QWlqKRqNh+/btTJs2jdWrVxMbG8vw4cOJj49vtgyAgQMH8tvf/pYzZ87w8MMPEx4eDoCHhweffPIJTz31FLfffrtD53/961/MmDEDq9WKp6cn69evd5S1dOlSFi5cyIoVK/jyyy8JDQ1tNl2hlQgnrtV6wgeYAaweOHCgqK6uFnq9XlRUVIiamhpRUlIizGazKCgoELIsi7y8PCGE3e2KEELozqUJ+YU+QizvJeQX+ojSnAxRU1MjKioqhF6vF9XV1aKsrEyYTCZRVFQkbDabyM/Pb1SGoyydTlgsFlFcXCwMBoMoLy8XVVVVoqqqSpSXlwuDwSCKi4uFxWIROp2uyTLy8/OFzWYTxVknG+lVmZ/ZqjZVWazizKVcIcuyOHU5T2RVVouSkpIOa1NF7hkhvxDo0MtQlN3qNhUVFQmTySTKysraPE55eXlClmVRUFAgzGZzk20qz81o1GcF59M7fZxa06aiC8cdeokX+oj8c2mtblNnzr38c0eFaKBXwfn0axonWZbF5b1nRXV6oSgoKBAmk0kUnsjt0DaVl5U6bVN5+RFx6NDDoqYmt8vnXnf8RnR0m+gAN29C2F29Jew70Wku3rqSmpoaccsttwiLxdKh5X755Zfi/vvv79AyO5OkpCRRUlLS3WrcdFy8ePEqd38K3YczN2+SaMcen64mMTFRtMvZ9falkLoGEhbCXa91vGLtpY16WWTB5MNnGOrhxnsx4T1Gry6lp+p2E+glhKDonXQktUTgouYfb3YGRUU7OZf5VxLiP8XVtfnVo45k//79DBgw4LpfdZEkKVUIkdgwLTU1VXTGI/vriW+++YYhQ4Y4Vu5uNoqKiti3bx+zZs3qblVuOrKysrjrrrs4ceJEd6uiAKSmpvL8889/CDy5detWh//KG3OLRR1NPM7tEbRRL41K4pF+gUS4u/YovbqUnqrbDaqXtdiA/rscet89CJWrC/4PDEflqW35xDaSe/oEp5N3M27uz/Hw6d1knsDAyQQGNv8ovKMxGo3s2LGDyZMnX/cGskLTTJkypbtV6FYCAwMV47ibCA8PV4zj64Ab8yW9OryDYeFXjpeBegyt0KvMYmXh8YscKrcHXfh5qD9jO9u/cU/tL+i5ut2geskGK4aTJVgu253mq3u5Iqk7fg9wRWEBZw/+gItrJ9/8tRE3Nzd+97vfkZiY2HJmBQUFBYUbjht7Bfk6xkWSyKwxctFgZkzTC2sKCh2GEAL919lILip63R6Gtr83Ic+NQeXauT8R0RNuJ+rHk5p9AelY+q/w9/sx/fo94DRPZ+Daw4x2BQUFBYWuQzGQexBWWbBRV8p9IX54u6j5bvRwNE58kCoodASi1vG9JEnYyk3QYJW4s43jOpozjoWQkWUTQnRMdLbWkpqaCtAprrUUFBQUFHo+N/YWi+uMb0v1LD1ziZ0legDFOFboVEzZegpeS8VaZndd5ztnKH4Nwix3Nhajkf+88FyzIaYlScWouH/Tv/+CLtML4NSpU5w6dapL61RQUFBQ6DkoBnI3kFxWSeIPJ0kus78sWWy2B5z4iX8vPh81mKkBN29oW4XORQiBsNgjPKl9XFF5aJAN9vkndfENWY2+HLPBgCy3HPGrq3nwwQevKQKYQvu4fPkySUlJREVFER8fzzfffOM4plariYuLIy4ujscffxywRzBLTEzk6aefbnNdc+fObVWwkN///vfExMQQHx/P559/7kjfuHEjQ4YMYejQoWzbtu2q82RZJjo6muLiYkpKSkhMTCQ2Npa4uLhG5TTVrh07djjS4uLi0Gq1pKWltbmNdWzdupUXX3yxUVpRURFTp05t1fnOxsVZu5obx+Z4/fXXrzlyZVvGqz3z5+9//zvR0dFER0czZ86ca9K1szhz5gxxcXF4eXnRLg9gCnZEB/su7oxPQkJCR7u96zb2lupF+O40EfTdURG+O008nZEjIvemC53R3N2q9WjMuiqR/9phYdZVdbcqjbie9JJlWRT9+4Qo3nC6GzVrGzmXPhIph+cIm035+2gvdIAf5APni8WT/++I43PgfHEnaGr3J52WZvcnnpWVJUJDQx3HPD09r8o/d+5cYTAYxDPPPCMyMjJaXc+JEyfEzJkzW8yXkpIiEhMThcViEUVFRaJfv35Cr9cLk8kkwsPDhU6nE9nZ2SIiIkLYbLZG527btk3Mnz9fCCGE2WwWlZWVQgghioqKRHBwsCN/U+1qSF5enhg8eHCr29YWFixYIPbs2dNiPmfj4qxdzY1jcwwYMEAUFRW1pylCiLaPV1vnz6FDh8SPfvQjYTKZhBBCHDlypN26dgUTJkwQKSkp3a1Gj8eZH+ROW0GWJOlDSZIKJUk60SDNT5KkbyRJOlf7v29zZdxoJJdVOqJRARhq9xyP9/XGV6PuZu16LrLZRvGak1gLayhecxLZ3DNWHK8XvSwl9hC9kiThOtAH1zDvukA8PR612gOtNgCV6trC9raFzMxMtm/fjtFo7LI6ezI1Ziu/WpvK5rQ8x2fxulQMnTDfg4KCiI2NBWDAgAFYLBZMJpPT/HXzuO6CBlBdXd1iPevXr+eee+5pMd/58+eJi4vDxcWFgIAA+vbtS0pKCgcPHiQ6OpqgoCDCwsLo378/6enpjc594403WLJkCQAajQYvL7sXooqKCkwmE1ar9ar6muKTTz5h9uzZzeZZsWIFEyZMYPDgwTz66KMMHTqUoqIiAB566CHCwsJ47LHHrjpv1qxZrFu3rkUdnI2Ls3a1dRx37txJXFwceXl5TJw40fEdYNWqVcTExBATE8OaNWua1bOt49XW+ZOdnU1gYCBard3lZV14aMDRDwC33XabY+XWy8uL3/3ud0RHR/PII480yn9l+rZt23jggfqXkf/0pz/x+uuvs379+kbj98QTT/Dxxx8DMHPmTGJjY0lISODNN99stn/q6hgzZgxxcXEsXbq0xfw3M525xeLfwLQr0n4LfCuEGAJ8WyvfFFxpHNdhkgVfF1dwqKLlH/WblbJNZ7FVmUGArcpM2aaz3a0ScJ3oVWmm4JXDmHLs+9q9f9wPr3F9uzxsc1Nse/0lvt/w72bzhIbMZuSIt7tGoVpKSkrIyMhAo+k6o7y7ue/d/fzn8CUALDaZ+97dz+ajuQCs/OYcemPjlyQrDBae+vQoAKXVZu57dz87TxUAUFjZMTcWO3bsYNSoUQ5vIkajkfj4eMaNG8f3338PwOLFi0lKSkKWZYQQLFq0iN27d7dY9r59+1r1AmZUVBQHDx6kpqaGnJwcTp8+jU6nQ6fTERISwjvvvMPGjRsJDg4mPz/fcV5GRgZVVVWN6qisrGTEiBGMHDmSt99+22FkNdWuhqxfv75V231mzpzJ9OnTiYiIYNq0aezfvx+Ajz/+mD//+c9NnpOYmMgPP/zQYtkNuXJcnLXLWf6mmDx5MmlpaYSGhrJr1y7H96ysLFatWsWBAwfYu3cvy5cvp7Cw0Gk5bR2vts6fyZMnc+rUKUdI6oZj7ozq6mpmzJhBWloaO3bscBj+TaXfcccd7N+/32Gk/+c//+H+++9nxowZfPXVVw4j/quvvmLGjBkAvP322xw7dowDBw6watUqdDqdU10KCwt54YUX2L17N2lpaVy6dInvvvuuxTbcrHSagSyE+B4ovSL5buCj2u8fATeFl/IKi5VFJ7OuMo7rMMiCJ0/ndLFW1wdVKToMp0rBWtt3VoHhVAkF/0pDNtlXsIxnyyjddNaxt9aQUWqXbbUr9SdLKG1gvNYcL6Zs87l6Ob2Iss/r9yLWHC2kfNt5h1ydWkD59gv1coqOog+PYzzdWC/j6VKqUnRU7c+j4ptsR/7KfZfRf1s/vpV7c9HvulQv77lE5Z5ch6zflUPl3sv18rc5VO6rlyu+zqLqQF69vCOLqoP59f11oqReL5sAlYQpW990B3cjbp6euLp7dLcaV3HLLbewbNky1GrlqQ7AJyk5XPnTJQvYc7a40+rU6XQsW7aMt9+uvznKzc3lyJEjvP7668ybNw+DwcCkSZPYvn07arWaLVu2sHLlSqZPn95i+fn5+QQGBraYb8SIESxYsICxY8fy61//mokTJ+Lm5uYwVBYvXszcuXOBxt5Y3nzzzatWbL29vTl+/DiHDx/mrbfewmKxOG1XHWfPnqW6utqxGtscfn5+9O7dGz8/P3x9famoqGjxnD59+rTKyKujqXFx1i5n+dvC0aNHGT9+PF5eXvj6+jJmzJirVuob0tbxauv86d27N8ePH+f3v/89Z8+eJSEhgfLy8mbboNVqGTt2LBqNhoEDBzoM2KbSXVxcuPvuu/n88885dOgQERERBAUF0atXLyIjI0lJSeHo0aNERETg62t/AP/BBx8watQoRo8eTV5ensMAb4oDBw5w4cIFxo4dS1xcHEePHuXChQtO89/sdLWbtyAhRD6AECJfkiSncWMlSVoELAIICQm5phcUuoO6C4pKgo1GKLWAFjA3kdcVWKKxXHdt7DSsAm2eFUuQC75fVqOyiquOm7MrOX4sHaGVcMs0437STE54NbhIuJ01437aTM7AalBLuGeYcTtjJmew/eUP91Mm3M5byB5ov0t3P2HCNdtCdrg9KIvHcRPay1ay+lfWyka0BTay+tmNTM/jRtzOWZCuUEtYZEq3Z2Lu64KqWuZiYBkAXscNqEyCC/6lDlmywQXfEgC8jxtAgvM+xbVyDUIjcd7b/oi014kaZFeJ854NZC8VVW72lRSf4zVYfVVUuxbgt70KVRPWTPnOLC54d55B0x4CRycBOJ33sqynvGIZnh4LcHUd15Wq3XR8+qsfOb5r1KpG8oO3DmDNvosYam9AAdw0Kn6RFA6An6e2Uf4+3m7XpIvRaGT27Nm8+uqrDBo0yJEeHBwMwOjRowkJCSE7O5vTp09z5MgRli5dypNPPklSUhIrV67ktttua7YOd3f3Vm+hWbp0qeNR9K233kpYWBhGo7GRYanT6Rz66fV6vv76a1auXNlkeZGRkWg0Go4dO0ZiYmKT7Ro+fDjQ+tVjwOGu0eG20dbyFhij0Yi7u3urync2Ls7a1VL+1tCerWBtGa/Nmze3ef64ubkxa9YsZs2axYwZMzhw4ADTpk1rdIPUcPtMwydRkiQhy3Kz6fPnz+e5555jyJAhPPTQQ448P/3pT9m8eTNarZZ7770XsL9kuGPHDvbt24eHhweJiYmOcurKvZKpU6eyfv365jtRAejBfpCFEKuB1QCJiYkiLi6umzVqPWeqjTyQfp5/DAtjgp83/cxWfmYyo7fYePB4420W7iqJtSMjSPL17kaNux9btQWEQO2lxXy5isJNR/GdMxRxl6Bi63nH6jCApFHR++5B9E+0X1iIA2bDgLoMtVOlrTJtkKtSdE3q5TdjEF51el1D+e2VqyzO9QqLu0KvHo7JVMD58xMJ7XsrvX265u9fr9ezefNmJk6cSFhYWJfU2dN5bNJgNhzMaWQgu2vUPDZxSIfXJYRg/vz5zJs3j2nT6nfolZaW4u7ujru7O1lZWeTl5REWFsawYcO45557OHz4MBEREbz//vv86le/atFAjoqKIjMzk/Dw8BZ1Kikpwd/fnz179lBaWkpCQgIWi4WTJ09SWFiIyWQiNzeXkSNHArBmzRoeeOCBRgbQ5cuXcXNzw9/fH51Ox6lTp+jbt6/TdtWxYcMGtm/f3rZObANnz54lKiqqxXzOxsVZu5zlb4levXpRWlpKQEAAAPHx8Tz77LNUV1djsVhISUlpcTW6LeMVGxvbpvlz8eJFrFYrQ4YMwWAwkJWVRd++fQHw8fFxjGdGRkar23wlcXFxFBQUkJGR0cjzyN13382ECRNwcXFhx44dgP33KiAgAA8PD06ePMmxY8caleXv709ubq4jIuitt97KY489Rm5uLv369SM7OxtXV1fHTZpCY7raQC6QJCmkdvU4BHC+meg6QhaCzwvL6eWiZrJ/L8LdtYz08sC91m1WgNaFAK29q9eOjHDsRb7ZjWNhk5HUKmSzjfy/H8I7KRSfaQPRhHoSuHgk2rBeSCoJ07kyDKdqtw24SLhF+l1thHYxXqODFb2ugYObN3I6eTcPvrQKtUvTP0OurkFERb3cpXrV1NRgNBp7xB7tnoKH1oV3H0zgk0P124R+NiYMd23Hb0HZt28fn332GWfOnGH1O2zNVgAAIABJREFU6tUAfPnll2RlZbFw4UJcXV1Rq9W8//77eHjUb8+JiYnh2WefdewNbYm77rqLXbt2MXny5BbzLly4kMzMTDQaDevWrUOSJLRaLS+++CLjxtmfbKxcuRKVSoUQgvfee4+dO3c2KiMnJ4dFixYBYLPZeOmllwgJCeGHH35w2q6DBw/i5eXFsGHDWtd5TZCVlcWsWbMoLS3FYDCQnJzM3/72N+68804Adu3a1aotKc7GxVm7kpOTm8wfGhrabD1Llixh1qxZ+Pn5sWnTJsLDw1myZAm33HILAMuXL6dPH6cPnoG2jVcdrZ0/BoOBBQsWUF1djRCChx56iBEjRgDw7LPPMm3aNBITE+nfv3+zOrbEvffey5kzZxqt7vv5+RESEoLZbHb0wbRp01i9ejWxsbEMHz6c+Pj4RuUsXbqUhQsXsmLFCkf//+tf/2LGjBlYrVY8PT2V1eRmkDrzbXZJksKB7UKImFr5FaBECPGiJEm/BfyEEL9pqZzExETR03z5CSEoNFsJctUghOC2lDMM9nDlg5iBLZ6bXFbJk6dzeD0y7KY1jos/PoWklvB/IBKw7+vV9vdGE+x5VV7ZbKPgtVRs5SbUvV0JWpqAqhMuzm1F0av9ZPzwPZdOpDNl0dVv1tchhIwkKa7arxVJklKFEIkN01JTU8XNHCXQYDAwceJEkpOTcXFyg9YevvrqK9auXcuGDRs6rMzOZPz48WzZsgU/P7/uVkWhAXfeeSdLly5t1Q2cwrWTmprK888//yHw5NatWyvr0jvTzdv/A/YDwyRJypUk6ZfAi8AUSZLOAVNq5euS585dZurhs1hle6jeT2MH8V50eKvOTfL15vDY6JvKOK4+rKNkXX1kMteBvdAO6OWQPUcHN2kcA6i0agIWRuMS5EHAwugeY+wperWf4WN/3KxxDHDixOMcOfrzLtJI4WbC3d2dF154gdzc3JYzt4E77rjjujGOi4qKWLZsmWIc9yBKSkoYOnQogYGB3H777d2tzk1Pp22xEELc7+TQdTnqp6oMvJal49Vh/emtcWFGYG+ivNyQEYBEsOvN4xKqNVgKa6hO0eEzNRzJRYUwy8g1VmSzDZVWjff4fm0qTxPkSfBTPW/FS9Gr7ciyDQSoWvAS4ec3Dpvt2qJqtZWPPvqIQYMGkZSU1KX1KnQ9U6ZM6W4VupXAwEBmzbopHEldN/j7+3P2bM9wF6qghJpulswaI3lGu98JWQgOlFdzrsbu7HysrxcPhgagVSldCCCsMoaMUmyV9v6ylhqp2p+HRWf3FOE1NpTARSN75GqmQtdScD6TVfNnk3PiWLP5+va9n7CwX3aRVvbQwF5eXri5XZsXhusE0fBtdwUFBYWbkTof2E2hWHdOKLdYmXjoDKtz7a61Yrw9SBsbzWifprcB3IzIJlu9QVxuouTfJzGk2/vLbUhvQv94K9p+N882EoXW4eblRdzUu/AN7es0jyxbkOWmnCJ2HiqVip/+9KeON75vZFQqVUZ+fr6sGMkKCgo3K7Isk5+fLxuNxiZ9oPZYN28dgaWgmpINGfjPG44mqGXDdnnmZcosVlZFDqC3xoV3oweQ2Kv+PBdVx7zZ3la9uorW6CVkgaSSEDYZ3UuHcI8NxPfuwWgC3Al4ZASutfuKJbUKSa3cfylcjW9IX257sPmV4bKy/aQd+yWJiZvw6dVykISOQAhx03ivkGX5JxcuXEjLz8/3v1narKCgoNAQIQRGo7F07dq1a4HeQKP47zesgSybbXz131P8aZiaP//3FHc9HH/V4/18k5mdJXoeDLX7XPRUq7DIaseF8s7A3p2iV/Gak9gqTBSvOdljPAy0Rq/STWeRK80ELIxBUqvwuWMgLkH1rpbcBnV8fynceFSXl+Hh07tZY9TNrS/h4b/Gw32A0zwdzZdffolOp+OXv+y6bR3dRUJCQu7MmTMfBu4FSgBlKVlBQeFmRAL8gPStW7caGh64YQ3k/23N4PGhLhjVEo8PlXDZmsGds6MxyTJqJFxUEl8UVfCHc5cZ7+tNuLsrvxkY0ul6lW06i63KDAJsVWbKNp3Ff15kp9fbHr3cRwRSc7QQ/wcj7b4kQzyx+bg6zvEc3bN86yr0fIQQfPjkr4i5bTITFyxyms/TcxCDIpZ2oWb2SG03yf7jOrYCJmAEoLxlrKCgcDMiAynA5isPdKof5I6irX6Qv9mfzSPVpRjV9StUbjbBcncfXjJX8rK3HzMT+6O32shNyWNgL3fco+2ryFUH8lD3csU9yt8u77uM2t8d9+F2VziVyZfR9PHAbag9Dnrl3lw0wZ64DamV91xC08/bsZqq33UJ1wG9cI3woepQPuVbzoOtQZ+rJLwm9KX31IEIi43K5DzcBvdG298b2WSj6oc83Ib6ou3rhWy0UrU/H7dhvmhDvZBrLFQd1OEe6Ycm2BNblZnqlALco/3R9PHAVmmm+nAB7jH+aAI9sFWYqD5SiMfIAFz83bGWG6k5WgQqqNyZc1X0NbeRAVgLaghYGIPaU7l+Klw7NquVE7u+xr9fGP0iY5zmM5kK0Gj8Ualu2Hv4LqMpP8gKCgoKCs3To68+kiTNAGYMHDiQmpoabDYbQgg0Gg0GgwFvb2/KysoIDAxEp9MREhLClswsnqgua2QcAxjVEs8bKkisEnhfLqUmyh/ZbMZ3n44yfy2ukX4UFhYivr+MrY8L/aL8ycvLgz25iDA3ggb3oqKiAuN3ObgM98HWVwtAxc5s3EYFUu0n4+PjQ8XX2Xgn9aXUvYbQ0FD0O7LwntSfMg8D8o7sxsYxgCyoSs7D9cfB1JRVYdiRRbWpD8H9hqK7lIe8I4tKcxV9+0aiy85D3pFNtTASEBhORV4xxh1ZWFxltJ4yosSMfkcW+LhQoarB26hFvyMLTR8Piizl+Fu90O/IQhvqSYlVj7deg35HFmbZhFbl2kgtYZEpS8ki/G+3U1xSQpBnEHl5eYSGhjr+1+l09OnTh9LSUnr16kVNTQ1arbZV41RXRn5+PsHBwRQVFeHr60tlZSXu7u5YLBYkSWLt0sUY9BVXzQ0Pn97cveLlRvoUFBTg7+9PRUUFnp6emEwmRxAAq9WKq6sr1dXV+Pj4UFJSQlBQ+9v06W8fp6aivEm9Zj3/SrNtUqvVmM1mPDw80Ov1+PnZ515wcPBV+rS1TZ/9cZlTveb87fVOG6eW2rRlxW+o1usxBYRg8Q1EU/Y5rsU6PLy9eeDVt69q06GUe/DzvZXAwGevaZxa06a8vDyOHz/OkSNHiI+PZ/To0Wi12k4dp85uU8NxUlBQUFBoOzfcCnLiDyfJNVmcHu/nqiHllkjHC2TCKoPENcoSUq1B3pxclZJPxdYLV63U+swYhNeYYLurEZtw5HfIKsn+YtyVsixAvnb5s189R4L/FFxUWodeVtlMask3/PSDF7GazQgho3G1P362ms0IBBqta5OyxWx3hdecLCHhotU2LZuMSJIKF62Wf9x3l9OxXPbpdnt+oxFJrcZFo3Eqq1zUqF2uloUQWE2mVsguqF1cHPKq+bOd6vX4R5tQazSo1GqELGM1mx2yLNuwmS0ty1oNKlUTss2GzeJcbqm/bFYrstWKi1aLpFLVy66uSJLUhGxBttpalDW1WxOulK0WC8Jm47XFCzD0GwwqCVRq+P/t3Xl8W9Wd9/HP0eJ9iZcsZIeELCShEAIltFA6bQfoAKUQyjJtM0sKw9PpNtM+bZ+ZPk9op2kpLTOElgFPmSnDXgidtIUWUgiEQCAJIXGcPXHsEK+xFXmTZEnWef6QfbGTmMRkuTfy9/166WUfXVn6Xuna/uno3HNSPZCy5NZV862HHsXn89HT00NPTw+BQIDGpmfJCo6mqOjDBIPB9GP1bu9rJ5NJUqnUUdtZvcfVkdo1NTUsW7aMeDzuPHYwGOSmm25i8uTJgz6XpxP1IIuIDF3GTTPwbzMnkjvIbBO5PsO/zZw4YHYFE/CdgLY5pvYj//Etag9uIZlKF/DJVILag1t45JffTN/WmAG3d9q+Qdq+I7fjsQih+jqn3Vi9k6qVK5z21tdeZsV//Nxp13RWUR/ZMyBXfWQPNZ1VAPzhF/fw6He/4ezT7+/9CU/88zed9vKf/ZBf3/ldp/0/d93Jsh9+z2k/8y/f43/u+r7T/vXi7/Dbn/3QaT/xz9/k9/f+xGk/+p2v84f7/5Vj9R9f+Vteefg/nPaDdyzktcf+y2nfv+hWXn/qUad93199jjeXPQmATaVYunAB65YvS+97PF38vv3ccgC6I10sXbiAjS88B0CkLfy+xTHA0oUL2P7GKgBC9ftZunABu9a+AUDLvlqWLlzAng1rgffmBK6tfAeA+h3bWLpwAe9u2QzAu1WbWbpwAfU7twNQU7mBpQsX0FS9G4A9G9aydOECWvbVHtNzteXVl1i6cAGdB0MAbH7pBZYuXOD00m984TmWLlxAdyQ9f/Xbzy1n6cIFJBPpKdfWLn+GpQsXYG36Td6aZ57kvr/+nHP/q598hPu/9JdOe9Wj/8kDdywkUTISAoF0cQzpr4EA0UnTCIfTPd4bN25kyZIldHZ2MvaMBVRXZ7NkyRIikfRiIW+99RZLliyhuzv9hmvNmjUsWbKEZDJ94vHq1atZsmSJM6flq6++yo9//N5inS+//DJ33323037xxRd5/PHHiUaj9PT0AOmiORqNsmHDhmN6PkVEJDP5Fy9e7HaGo6qoqFh8222Dn9DT38TcbOYV5/O75jDJfp3juT7DI+ee5eryzqse/U8aotWcWTCHoC+bWE8nrzb9mngswiU33urcLtEdo6PlAFm5eRifj9a6d9m9bg3lEyfh8/nZ+8563nj6MaZc8GF8Ph8b/vA7lv/sh1zw6c9gjOHNZU/y/H0/5eLrb8YYw4bnf8uapx/n4utvAmD3ujfZv7WKcz95JQBrnnn8iLksKS658Vb8wSCjJp/J6DOnAOAPBhg1eQqjJp8FQCAYZPRZUxk56cze7b3tiZOd7WOmTqN8wqTedhZjpk6jbPzE3ttnccbZ0ygbNyG9PSuLM86eQenY8ax5ZvBlW/ues0B2NuNmnMOI0Wc47fEzZ1E8Kn0SYTA7m/EzZ1M8cvR728+ZQ1H5qPT2nBwmzJpDYdlIALJyc9Pt0vS49Oy8PMafM5uC0jIMhuz8fGo3bxw012V/+deMnzmLvOL0OPS8omLGzZxFXlExxhjyiooZP3MWuYVFGGPIH1HCuJmzySkowPh85I8oYfzM2WTn52OMoaC0jPEzZpGdl4fx+SksLWPcjFlk5ebi8/koLBvJ+BmzCObkHPX58vn9FI8aw7gZ5+APBjF+PyNGn8G46efgDwTw+f2UjBnLuOnn4PP70+0zxjF22kx8Ph8+f4DSseMZNy194qbP76d03ATGTU+faOrz+SgdP4Fx02bS0NDAH1avYda8i6iv208qJ++wTL5oFx/71J8TDAbx+XyUlJQwZkw+1nYQDBZRWlrKhAkT8Pv9+Hw+ysrKmDhxIj6fD7/fT1lZGRMmTEhn8/koLy9n4sSJzrCPkSNHMmHCBCdb/7bf76e5ufmIwxBGjx7NzJnunzx7Itx5550NixcvrnA7h4jI6STjhlj0WX2wgy9sqiZqLbnG8MiH3C2OAefj76JgOZeMupY3mn9LeyI9P3VBWTk3L76L4lGjqXzpBVZU3MeXfvFfFJWPZNOK5/nTL+/n7x58hPwRJWx++UXWLn+av1zyr+TkF1C9YR2717/Jn/3V7QSysmiuqaa17l1mzL8U4/MR7Wgn1dMz6NRa75erbxiDW45liIUblOs9yWSSQCBAV1cXDzzwAJdddhkXXnghsViM559/nosvvpj/vPtHJIvLDvvZQFsr//yv9w24bm/NL6iuvofLP7YZv//wovpEevbZZ6msrDzs+nPPPZfrr7/+pD72qaIhFiIiQ+fpk/SOx0dLCnnkQ2fx9W37+LeZE10tjpOJBHvfWee02xMt/LHuPwfcZtLs8/AF0h8/T5g1h6u+/A9k56UX65jxkY9x1tyLyC1KL8Ix58/+nDl/9ufOz54190LOmnuh0x41+Syndxcgt7DomHIeKZfIoRKJBMFgkFQqxf3338+UKVO46qqryMvLY/r06ZSWpmd8ycnJcYrM4MEDJPOLwOfrNwY5RfDggcPuf9TIK8jJHnvSi2OAuXPnsmvXLhKJhFPoB4NB5s6de9IfW0REvCtjC2RIF8nrL5nlymOnenrojnSRW1hErLOD397zo/e9/ZX/6+vO9yVjxlIyZqzTzs7Ld4rlkyGveMSgMx+4zavZhlOueDzunNj22GOPYa3l85//PD6fj9mzZ1Nenh6KYozh6quP3INdlBXAv3sz3eVjSJSMIivUTFZrI/lFh795y8+fSn7+1A+cdygmT57MN77xDV577TXWrVvHhRdeyKWXXursr4iIDE8ZO8TCTdZaHv7mlxk56Uz+4qvfAqBx904e+6fBFz5weyiDSJ9YLOYsmPH888+zc+dOvv719Bu49evXY63lwgsvfL+7+MCstYTDaykomEYwWHJSHmO40RALEZGhy7hZLNyyacUf+P2/3QWke9LOv/IaZnzkMmf7mKnTBu3Fc7vXUYa3aDRKKtU7K8WaNdx9993OTBFTpkxh3rx5ziwP8+bNO2nFMUAiEWLDO7fS0Pg/J+0xREREjiajh1icTB2hFna88Rpzr7oWn99PojtGrKuTZDxOICuLD33qqsN+5o6KR49wT3I08XicVatWsX79ek99BH665orFYvj9foLBINu3b+fJJ5/kjjvuYPTo0UycOJGPfexjTsE8ffp0pk+ffsqy+/0FnHfew+TlTj5ljykiInIoDbEYgkhbmEBWFlm5eex863V+d8+PuOUHdzN2WmZMB+VFNTU1PPXUU4edROX2Qg6nW67PfvazTJs2jcbGRh588EEWLFjArFmzaG9vZ8OGDZx//vkUFxe7lltOHg2xEBEZOg2xOEZtzY088HdfZNvqVwA46/wLWXTfL1Ucn2QbNmwgGo06i0H0LeTw8ssvO9e1tLRQVVXlDAM4cOAAVVVVTi9oU1MTVVVVzn02NjayZcsWp93Q0MDWrVuddn19Pdu2bXPadXV1bN++3Wnv37+fV1555Yi5NmzYwL59+9i9e7dz+9raWvbs2eO0a2pqqK6udtp79+5l7969Tru6upqamhqnvWfPHmpr31sIZNeuXezbt89p79y5k3ffffd9n6+XXnoJgJEjR3LZZZcxalR6DuiioiIuv/xyzxTH7e2VtLW943YMEREZ5jxdIBtjrjHGVIRCISKRCB0dHbS3txONRgmFQiQSCZqbm7HW0tDQAKSLG0gXPdZampubSSQShEIhotEo7e3tdHR0EIlECIfDxONxWlpaSKVSNDY2OvdhreWZu77P6icfoampibySMi74zI2MPnsGbW1tdCcSBPILaWtrIxaL0draSjKZpKmpaUCOvq+NjY2kUilaWlqIx+OEw+FTvk/9vzY1NZFMJmltbSUWi9HW1kZXVxddXV2e2KempibC4bBT6B1q3759TpG4bt06nnnmGRoaGkgmk7z99ts888wzhMNhurq62LhxI88884yzT5WVlSxbtszJUVlZyW9+8xtnn9555x2WL1/u7NNbb73F7373O2efVq9eTV1d3aDH7cqVK3nxxRedfVq5ciUrVqxwXqdXXnmFFStWOK9T3/a+PC+//DJ/+tOfnNdpxYoVrFy50nmdXnjhBVavXu28Ts8//zxvvvmm8zodSUFBAS0tLfT09HD++eeTn5/vyWNv16572bL12/p9OoH7JCIiQ6chFv3s376F5r3VzL3qGgBeeOBeikaOYv4Nt5z0x5b0DAbGGPbv389DDz3ELbfcQlVV1REXcpg2bRo33XQTfr/fKUTKy8vx+XxOe+TIkRhj6OzsJBKJOL2mnZ2dRKNRRo5Mr5zX0dFBLBYb0O7u7namL2tvbycejw9oP/fcc+zYseOwXOeeey6f+MQn6OnpceYDDofDpFKpAW1rLSUl6VkaDh48CDCgbYxhxIj0yZuhUAifzzeg7ff7nV7f1tZWAoEAxcXFp/3CF9FoHYlEiKKiOW5HyRgaYiEiMnTD+iQ9ay3Ne/cw+qz0nKu7177B1lUrOfeTVxIIBrni777mcsLhIR6P8/DDDzN79mzmz5/PmDFjuOyyyygvLx90IYdLLrkEvz+9sEp+fj75+e/NE31ou6CggIKCgkHbhYWFFBYWDtouOmSu3qKiIubPn8++ffuOuMDEocMV+grbwdp9hfFg7b7CerB2Wdl7K9Sd7gtf5OaOIzd3nNsxRERkmMvIHuR/v+3zgy6WcEfFo05P5eaVL/LiA0v54t0/Z+TEyUQ7OwhkZRHMyj6R8eUIXnvtNQAuvfRSAJYtW8a0adOYM+fwnsN4PO7JhRyU68SKx1tpDb1GWelHycoqdztOxlAPsojI0GVkgfyzm468mhfAyImTueRzn2fqhRcTaW+jesM6pn34ErJyT/6ytsNZXV0ddXV1XHTRRQA8/fTTGGNYsGCBy8nEK1paX2HTpr/lgrlPMWKE6rkTRQWyiMjQDbshFgVl5fiDQQDyioqZffknXU6UmZLJJDU1NUyZMgVjDNu2bWPt2rWcd955ZGVlccMNN+DzefocUTnFSks+wsUffpGcHA2xEBERdw27Avn67yx2O0LG6u7uxufzEQwG2bx5M8uXL+e2225j7NixXHLJJQM+6ldxLIfy+YLk509xO4aIiMjwK5DlxOobz33gwAEeeOABrrvuOubMmcOMGTPIz893Zo7Iy9MQFnl/DQ3Pkp09mtLSj7gdRUREhjl148kH0tPTw8MPP+ycbFdWVsb8+fOdgjg3N5dp06YRCOg9mBybPdX30ND4rNsxREREMrMHOa94xKCzWMgHt27dOrq6urj88svx+/0UFRWRm5sLpIdMfPKTGs8tH9z8i1fQ0xN1O4aIiEhmFsh3VDxKPB5n1apVrF+/3lNTXZ1OucLhMDU1Nc7ME/X19bS1tTk/89nPftatuJKB/P5c/P5ct2OIiIhk5jRvNTU1PPXUU4ctlnDTTTeRl5dHIBBwFltoamoiGAwOaGdlZTmLNTQ2NpKTk+Ms7nBou6Ghgby8PGdxiPr6evLz8we0CwoKKCoqoqamhieeeIKenh4nl9/v57rrrmPmzJn09PTQ1NREUVERBQUFTru4uJj8/HySySTNzc1OO5FIcODAAUaMGEFeXp7TLikpITc311kit6/d3d1Na2srpaWl5OTkOO3Ozk5+85vfHPZ8zZw5k40bN/KP//iP5Ofn09PT4yzOIXIitbVv4mDoDcaP/wKBQMHRf0COmaZ5ExEZuowcg7xhwwai0SjJZBJITzkWjUbZsGEDy5Yt48UXX3Ru++tf/5qXXnrJaT/xxBOsXLnSaT/22GOsWrXKaf/3f/83r7/+utP+1a9+xZo1a5z2Qw89xNq1a512RUUFfcX9+vXr6e7uHpCru7ubV199FUj34lZUVFBVVQVAJBKhoqKCrVu3AuklkisqKpwljtvb26moqGD37t1AeoniiooKqqurgfQSxBUVFdTW1gLQ3NxMRUUF7777LpAu7isqKlizZs0Rn69YLOYUx4CKYzlpwuG17Kn+GcZk5IdaIiJymvF0gWyMucYYUxEKhYhEInR0dNDe3k40GiUUCpFIJGhubsZaS0NDA5DusR1MMpnksssu44ILLiASiRAOh7niiiuYNWsWqVSKxsZGrr32WqZOnerc13XXXceUKVNIJpO0trZy9dVXM2PGDLq6uujq6uKqq65i1qxZtLa2kkwmueKKKzjvvPOcHFdccQVz5syhsbFx0Fx5eXlEo1E6Ozu58cYbKSsrw1pLOBzmlltucZY6bm9v5+abb6a4uJhEIkEikeCGG26grKyMjo4OgsEg1157LWPGjKGlpYXi4mKuvPJKxo0bR319PeXl5VxxxRWcccYZNDU1UVpaytVXXz3oEI+enh6ys7Npamoa8Nz2fW1sbCSVStHS0kI8HiccDg/5dWpoaEgv+d3cTCKRIBQKEY1GaW9vp6Ojw3md+nrD+16nI+VpampyXqdYLEZbW5vzOrW1tRGLxZzXSfvkrX0qL7uVC+etobOzO2P2ySuvk4iIDF1GDrF49tlnqaysPOz6c889l+uvv/5ERhsS5RKRU01DLEREhs7TPcgf1Ny5c8nNzXWmGAsEAuTm5jJ37lzlOo1yyfBgrWXHjsWEQq8f/cYiIiKnQEb2IEN6PO9rr73GunXrPDdbhHKJvCeRaGPNm5/kzMlfZsKEv3I7TsZRD7KIyNBlbIEsIqcXa1MYk5EfarlKBbKIyNDpv5GIeIKKYxER8Qr9RxIRV9XVPcnOXT90O4aIiIhDBbKIuCoS3Ut7+ya3Y4iIiDg0K7+IuOrsqd91O4KIiMgA6kEWEREREelHBbKIuCYa3c/GjX9Nm4ZYiIiIh6hAFhHXJJJh4vFWDMbtKCIiIg5PF8jGmGuMMRWhUIhIJEJHRwft7e1Eo1FCoRCJRILm5mastTQ0NABQX18PQENDA9ZampubSSQShEIhotEo7e3tdHR0EIlECIfDxONxWlpaSKVSNDY2DriPvq9NTU0kk0laW1uJxWK0tbXR1dVFV1cXbW1txGIxWltbSSaTNDU1HfE+GhsbSaVStLS0EI/HCYfD2ift07Dfp6zgVKZPfwS/f0rG7JPXXicRERk6LRQiIpLBtFCIiMjQeboHWUQy29at32L37rvcjiEiIjKACmQRcY3Pl43xZbkdQ0REZADNgywirpkx41/cjiAiInIY9SCLiIiIiPSjAllEXNHc/EfefOsqYrF6t6OIiIgMoAJZRFzhDxSQmzuBYLDU7SgiIiIDaAyyiLiirPSjlJV+1O0YIiIih3GlQDbG1AAdQA+Q1BydIsOPtRZjtIKeiIh4j5tDLD5urT0oIQ/nAAAW/0lEQVRPxbHI8GOtZfXrl1BT+6DbUURERA6jMcgicspZG2f0qE9TkH+221FEREQO49YYZAu8aIyxwIPW2opDb2CMuQ24DeCMM85g48aNpziiiJxc1xCJwP79+t0WERFvMdbaU/+gxoy11tYbY0YBK4CvWGtXDXb7efPm2fXr15+6gCJyUqVScYwJagzyKWCMeVtD2UREhsaVIRbW2vrer83Ab4CL3MghIu7Ys+enrH79Etx4gy4iInI0p3yIhTEmH/BZazt6v/9z4PunOoeIuGdEyYcJBArVgywiIp7kxhjk0cBvev8xBoDHrbV/dCGHiLhkZPknGFn+CbdjiIiIHNEpL5CttdXAh07144qIN1jbQzLZQTA4wu0oIiIiR6Rp3kTklIpEaln12gU0Nv7W7SgiIiJHpAJZRE6pQLCIqVO/S1HRuW5HEREROSK35kEWkWEqO6ucSRMXuR1DRERkUOpBFpFTKharJ5nsdDuGiIjIoFQgi8gptWXrN9m46W/cjiEiIjIoDbEQkVNq8qTbsTbldgwREZFBeboH2RhzjTGmIhQKEYlE6OjooL29nWg0SigUIpFI0NzcjLWWhoYGAOrr6wFoaGjAWktzczOJRIJQKEQ0GqW9vZ2Ojg4ikQjhcJh4PE5LSwupVIrGxsYB99H3tampiWQySWtrK7FYjLa2Nrq6uujq6qKtrY1YLEZrayvJZJKmpqYj3kdjYyOpVIqWlhbi8TjhcFj7pH0alvuUTM5gxIhLM2qfvPw6iYjI0JnTYanXefPm2fXr17sdQ0SOUyIRpru7iby8M/H5styOMywYY9621s5zO4eIyOnE0z3IIpIZamsfJHRwDa2tr/LW2k8TidYSOriG2toH3Y4mIiJyGBXIInLSFRadS1XVV8EEmD3rXrpjDVRVfZVCzYUsIiIepAJZRE6IVKoba3uA9Gp5++sed6Zz60l2EQyMYOeO/0tn1y62bP1HZs9eSmnJfDcji4iIHFFGFsh9H+f254WPc5Vr6LyabbjlSiY7CIVeJ5E4CEBn5w6qtnyDSGQvAAcOvMjKV86hs3MnAB0dVezY8T1isToAfL5scnLHMWbMZ6mp+Tnjxt2q4lhERDwrIwvkvo9z+wqF0ME1nvg4V7mGzqvZTvdc1vYQi9WTSLQBEI+HqK6+l46ObQB0du3i9dcvpaX1FQC6unbzzsYv0ta2EYCeVIz2to1OwZyfP52zzvoHgsERAJSVXc5HP/IG+flTe9uXMmnS7TQ2LWfy5L+nru7xwwp5ERERr/AvXrzY7QxHVVFRsfi222475tvn5k6gsGgOVVVfpatrN3tr7mPOnJ9TWjKfgwfXkki0kp09GoCDB98kkQyTnT0KgFDoDZLJDrKzR/a2XyfZEyE7qxyA1tBqUj1RsvraratI2ThZWWUAtLS+grU9ZGWVptstK7HWkpVVQk7OOLApdu76AT09EfbsuYuJE/6W4uK5BIMjSKUStLauwpgAwWAxPT3dhEKvYUwWwWARPT0xQqHX8PmyCQQK6emJEAqtxufPJRAoIJnsJBR6Hb8/n0Agv7fX7w38/gICgXwSiTYOHlxDIFCI359HInGQgwffpLBwFiNKLmLz5r+ns2MrtbUPMHvOfRTkn83Bg28RDJbh92fT3X2AcHgtWVnl+HzZdHc3EQ6vIytrFD5fFrFYA+HwerKzx+DzBYnF6nvbY/H5AkSj+2lre5ucnLEYEyAa3Udb2wZycsZjjJ9IpIa2tnfIzZ2IMT4ikb3E4y2MHn01VVu+RjS2nz17fsacOb+gtGQ+XV276ejYTF7eZAA6O3fS0bGFvLxJve0ddHbuIDd3IgAdHdvo6trZr72FrsgecnMnANDevplIpIbc3PG97Uoi0X3k5owDoK19E7HofnJyxpKbOwGfP5cdO/6Jnp4oe/b8hDPP/Htyc8aTkzMGgHB4Pd3xA+Rkj+k91k7+sZeTPZayssuoqvoKbW0bqN1XwZw5P6eocDYbNy3C58uioGAa8fgBXn/jo+TkjqeoaA6JRJjKzbdTVPwhCgvPwWKJRmsZUfJhcrLHEAgUUVZ6KUVFc/D7c8jJHsOECX9FTs4ZAASDIygZcRGBQCEAPl8WgUABxqTfg/cV6rNnL2Xc2Bud38/CojnO8y8nx5133tmwePHiCrdziIicTjKyBxmgtGQ+48bdSkPjMoLBEufj3J277qSm5n7ndtt3fI/a2vf+d2zb/n/Y9+5DTnvr1m+x/92HnfaWLd9gf93jTntz1Veor3/qvfbmO2hoWOa0N1V+icam5UC6125P9U8pKJhBTc3PGXvG59hT/VMOHHgBgJ6eCJsqF3Gg5U8AJJPtbKpcRGvoVQASiRCbKhcRCr0OQHd3E5sqFxE++BaQXsJ3U+Uiwm3pKfGi0X1sqlxEe3u61y8SqWZT5SI6OrYA0Nm5i02Vi+js3E5pyXzKyj5GU/PvKS//BKUl82lv38ymykVEozUAtLVv6G3vB+BgeC2bKhfR3Z2eG/bgwTVsqlxEPH4ASBdwmyoXkUimexlbWleyqXKRMy71wIE/salyEalUDIDm5j/2tpMANDb9nk2ViygpuZhx426lru4xenq6nNeyvuFpKjd/2Xmu6+qfpGrL15z2/v2PsGXrPzjtd/f/iq3bvu20a/f9ku3b/+m9du2D7Nj5/5z23ppfsHPn9512dfW/smv3j5z2geY/4vcXOkMGmpp+T3X1Pc72nbv+hb17l/Zrn5pjr7RkPuPG3sqBlhXk50+jtGQ+fn9e7xjh9AIdwWAZM2YsoWTExQBkZ4/h45dvZ+wZC9LtrHLOOeduios+BEAgkE9JyYcJBov5IDraKweMOS4tmc/s2UvpaK/8QPcnIiJyMmXsPMh9PVajRl5BU/PzTq9jZ+cOfL4s8vLOBOht5zi9jh2d2wn48/r1Mm4lECh0erk6OrYQCIwgNzfdq9jeUUVWsJScnLHpdnslWVnlA9vZo8jJHoO1KerqnmBP9T2MH/956uoe46wzv8HIkZ8iO3sUqVSSzs6tZOeMJTurnFQqQWfnNnJyxpKVVU4q1U1n5w5ycsaRlVVGT083XV07yM2dQDBYQk9PzOkhDQZH0NMToatrN7m5kwgGi0kmu4hE9pCXdyaBQCHJZCeRSDV5eWfS3lFFVdVXGFn+SQ60/InZs++jsGAW0WgN+flTe3uc24hGa8nPPxu/P5dE4iDR6Lvk50/D788hHg8Ri+0nP386fn828XgrsVgdBQUz8Pmy6I630B2rp6BgJj5fkO7uA3R3N1BQcA4+X4Du7ma6uxspLJyNMT5i3Y3Eu5tJJjup2vI1Ro++lsbGZ5kz535KS+YTi9UTj7dSVDQHgGi0jkTyIEWFs3vb+0km2ygsnNXbfpdkspPCwplA+kSynlSUwoIZve0aUqluCgqm97b3kkolKCiYBkBXVzWWHgryzwagvn4Zu3b/kPHjv0Bd3eNMnfJtiovnkp9/Vu+xtROfL3jIsXbyj71ItDZ97I/6NM3NzzF79n0a7zuMaR5kEZEPwFrr+csFF1xgh6I19IZ9ddU82xp644httyjX0Hk1m3LJ6QJYbz3wd1wXXXTR5XS6ZOQQC69+nKtcQ+fVbMolIiKSuTxdIBtjrjHGVIRCISKRCB0dHbS3txONRgmFQiQSCZqbm7HW0tDQAEB9fT2TJt1Od2wy1lqam5tJJBJgpzNq1Bdpb2+no6ODSCRCOBwmHo/T0tJCKpWisbHRuY/+X5uamkgmk7S2thKLxWhra6Orq4uuri7a2tqIxWK0traSTCZpamo64n00NjYyYcKXSPWcTTweJxwOE4lECAZmU1Jyy1H3CaChoWHAPoVCIaLR6HHv0+jRC/H7zhmwT3m551NQsOCo+5RKpWhpaRmwT8f6Oh3LPo0c+QV8ZuaAfYp3n8mkSbeftNfpWPZp7Ni/IZmYMmCfYtFJTJp0+0l7nY5lnyZNup1YdNKA+4h3n8mECV86qa+TG79PJ/vYy5R9EhGRocvYMcgiIqIxyCIiH4Sne5BFRERERE41FcgiIiIiIv2oQBYRERER6UcFsoiIiIhIPyqQRURERET6UYEsIiIiItKPCmQRERERkX5UIIuIiIiI9KMCWURERESkHxXIIiIiIiL9nBZLTRtj2oBd73OTYqBtkG3lQMsH/Nn323a8248n19G2Z2Kuo2U7ma9VJuY63vs+HXMdbXsm5gI421pb/D7bRUTkUNZaz1+Aig+6HVh/HD/7gR/3ZOY6mbm9muto2U7ya5VxuU7yMeTJXMdw3xmX61i266KLLrrocvjldBli8bvj3P5Bf/Z4H/dk5TraduU6sdszMdfx3vfpmOtYtn/Qn/VqruO9bxGRYem0GGJxPIwx662189zOcSjlGjqvZlOuoVGuofFqLhGRTHa69CAfjwq3AwxCuYbOq9mUa2iUa2i8mktEJGNlfA+yiIiIiMhQDIceZBERERGRY6YCWURERESkHxXIIiIiIiL9qEAWEREREekn4HaAE8kYcw+wzFr7uttZ+jPGlAJ/D9QDDwH/B5gPbAOWWGsPupjt48ANwAQgSXrFwl9aa3e7mCkA/C3wWWAsYEk/d8uBh6y1CbeyiZxMxpg80n8rLHAfcDNwPbAd+L61ttPFeCIiw0am9SB/AbjXGFNrjPmJMeZ8twP1ehTIBy4AVgJjgLuAKPArt0IZY34MfBF4E0gA1cAe4GljzI1u5QIeAc4DFgOfBv4CuBP4EOnn0pOMMa5Nx2WM8RtjbjfG/MAY85FDtv2zW7nej56vI/oVMBo4E3gOmAf8FDDAv7sXS0RkeMmoad6MMe9Ya883xpxNuuflZsAPPAE8Ya3d6VKujdba84wxBthvrR136DaXcm221s7p/T4AvGqt/YgxpgR4zVo726VcO6y10wfZttNaO+1UZ+r3+KWDbQI2WWvHn8o8zoMb80sgD1hL+o3iq9baf+jdtsFaO9elXHq+hpar/9+KBuAMa63tbW+y1p7rRi4RkeEmo4ZYkP5YEmvtLuAHwA+MMecCtwDPA1NdyuXrLToLgQJjzGRrbY0xpgzIcikTQMoYU2qtDZEeyuAHsNYe7P2H7JaDvT3Yy6y1KQBjjA+4EXBtOEqvA0At6QKvj+1tj3IlUdpFfcWTMebnwP3GmGdJH/tuvpZ6vj6A3qL4edvbg9HbzpzeDBERj8u0Avmwf2zW2kqgEvjuqY/j+BHpMYQAfwP8srf+nEl66IBblgDvGGN2ADOAOwCMMSOBTS7mupn0EJT7jTF9BfEI0sNTbnYtVVo18Alr7b5DNxhj3nUhTx/njZa1NgncZoz5v8DLQIFrqfR8DdV6Y0yBtbbTWvs3fVcaY6YAHS7mEhEZVjJtiEWBV09iMcb4ST/fyd7hDOcBddbaBpdzlQJnAbuttWE3sxxJby+7sda2uJ0FwBjzZWC1tfawNxDGmK9Ya+9zIRbGmEeBR621fzzk+kXAv1trgy7l0vN1ghhjjM2kP9giIh6WUQUygDGmGLgSGMd7sx+84Hbxp1wnhjHmU9baFW7nEDlZjDEzgM8w8Hfyt9baba4GExEZRjJqFgtjzBeBDcDlpE/AyQc+Drzdu025ToNcR/GQ2wEGY4z5lNsZjsTtXMaYGcaYbxtjlhpj7u39fqabmbyayxjzbeBJ0sPF1gLrer9/whjzHTeziYgMJxnVg9w7lvbDh/Z+9p4g95Zbsx8o15Bz/XawTcCfWWvzT2WeY2WM2Wetneh2jkO5mau34LuFdNG3v/fq8aTHkj9prf2xcg3ItROYdehc38aYLGCLtfZsN3KJiAw3mXiS3pEq/hTunpmuXENzKfB54NDx5Aa46NTH6Rfg/Yv3slOZZcCDezQX6QVfjlTw3QNsAVwpRPFurhTpGWVqD7n+jN5tIiJyCmRagfxDYIMx5kWg7wz5icCnSE/75hblGpo3gYi19tVDN/T2ervJq8W7V3N5teDzaq6vAy8ZY3Yx8HdyKukV9kRE5BTIqCEW4AwPuIL0CS6G9MenL7i5nLNyZQ5jzB+An1hrVx5h2ypr7WUuxPJyriuBn5Newvywgu/QWSSGe67ebD7Sb2r6/06us9b2uJVJRGS4ybgC+VDGmKuttb93O8ehlGtovJpLjs6rBZ9Xcx3KGHObtda1ZblFRIaj4VAgu7Zs7PtRrqHxai7wbvHu4VyeLPg8nMuzx76ISKbKqGneBuH6srGDUK6h8WougO+7HWAQXs31d24HGIRXc3n52BcRyUjDoUC+3e0Ag1CuofFqLvBuAaNcQ+PVXNe4HUBEZLjJtFksjrgKlTGmw+1VqJQrM3INwqvFu1dzebXg82Qua+1+AGPMX1tr/8vtPCIiw0FG9SB7dRUq5cqMXH0OXYEN+LjbK7B5Odeh+hd8bmfpz6u5+rnT7QAiIsNFRp2k59VVqJQrM3L1ZvDqCmyezPV+tPLgER+7crBNwDRrbfapzCMiMlxl2hALr07+r1xD49Vc4N0V2DyZ6ygF3+hTmWXAg3s0V+9jXwEcOg+5Ad449XFERIanTCuQvboKlXINjVdzgXeLd6/m8mrB59VcvwcKrLUbD91gjHnl1McRERmeMmqIBXh38n/lyphcnlyBzcO5HgL+y1q7+gjbHrfW3upCLM/mEhERb8i4AlnkZPNw8e7JXCIiIqebTJvF4lxjzJvGmHeNMRXGmJJ+29Yql3KdCNbalLX2TWvtMmvtM73fu16EejWXHDuvH/siIsNFRhXIwP3AYmAOsBNYbYyZ0rst6FYolGuovJrLswWMcmVGLjx87IuIDCeZViAXWGv/aK0NW2t/SvqErj8aYy4mvdiEcinX8fJqAaNcQ+PVXF4+9kVEho1Mm8XCGGOKrbVtANbalcaYG4BlQKlyKdcJUNDvhLefGmPeJl3AfAEPvKlQrtM+l5ePfRGRYSPTepDvAgasHGatrQQ+ATzrSqI05Roar+aC3gKmr2GtXQncADwCTHItlXINlVdzefnYFxEZNjSLhcgQGGNuBaqttW8ecv1E4HvW2i8pl3KJiMjpLaMK5N4eoe8C1wEje69uBpYDP7bWhpVLuUS8Sse+iIg3ZNoQi1+TXhnrcmttmbW2DPh473VPK5dyHS9jTLEx5sfGmO3GmNbey7be60Yol3IdJ88e+yIiw0mm9SDvsNZOH+q2k025hsaruXof/wXgZeBha21j73VjgIXAJ621n1Iu5TqOXJ499kVEhpNM60GuNcb8b2PM6L4rjDGjjTHf5r3ld5VLuY7HZGvtXX1FFYC1ttFaexfppZ2VS7mOh5ePfRGRYSPTCuSbgDLgVWPMQWNMCHiF9PRIn1Mu5ToBvFrAKFdm5PLysS8iMmxk1BALAGPMDGA88Ka1trPf9Vf2m/dUuZTrg+YqAb4DfAYYTXrO3Cbgt8Bd1tqQcinXcWbz5LEvIjKcZFSBbIz5KvBlYBtwHvA1a+3y3m0brLVzlUu5TkA+TxYwynX65/L6sS8iMlxk2hCLLwEXWGuvAy4HvmeM+VrvNuNaKuUaKq/m6itglpNeArjKGPOZfpuXuJNKuYbKq7nw8LEvIjKcZNpS0/6+niBrbY0x5nLgGWPMJNz956JcmZEL3itgOo0xk0nnmmytvRdvvKlQrtM7l5ePfRGRYSPTepAbjTHn9TV6/9FcDZQDc1xLpVxD5dVccEgBQ7qX7ypjzD14qLBSrtM2l5ePfRGRYSPTCuQvAo39r7DWJq21XwQucycSoFxD5dVc4N0CRrmGxqu5vHzsi4gMGxl1kp7IyWaMGQ8k+8+f22/bR6y1r7sQS7mGyKu5RETEG1Qgi4iIiIj0k2lDLEREREREjosKZBERERGRflQgi4iIiIj0owJZRERERKSf/w8YTDBp8EHgRQAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -64,7 +64,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -76,7 +76,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -88,7 +88,7 @@
     },
     {
      "data": {
-      "image/png": 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amL4qim3H0wDIsxQyfVUUv0anA5BltjJ9VRRhMecAyMgrYPqqKPbGnXfuf/qqKCITMgHKfO+db9oX7emDK+3pw4XmA67Key/LZAVg58l0pq+KItdSCJT+3tuV3wXtcWmstB9U4++95aGn+OdPx53lT3fGlfveO6xuoVB5lxqrEEKImuV1lffXSmudAqC1TlFK+Tnq2wFJLuslO+pSSjaglJqE0ctMu3btiI+Pr9GA3endX89gsxuJpM1u5411+/l97+bsjknj1jaeNLFdIC4jn90xaQxu50UDayYn083sjkljWAdv6ubXJ/qsid0xadzdyQdvcz2iU/LYHZPGyC51ULm+RJ/OZXdMGmO61sWWXZdjiTnsjkkjprsv1qZ1OB6fbZTj62Fq5MOxU0Y5Nr4+OQ28ORaXxe6YNPLycp2x2jX8c+MBZg5vz29xmeyOSSfuVDz1fDw5eiqD3THnOBUfj4+nB0fizrM75jzx8fEopTgcd469MZnO1/VwXDp7YrKc5UNxaew9lXOxHHuWyNN5zvLB2FSOnDUTH18PgKi4FOLOW4iP9wXgu4gE7HYjGS+021kbmUDbxj7Ex9cB4EBsCmarnfiuRmKyPzYVu9bEdzHKkXGp1PVSxHfydJTP0riuJ/EdjM+a4TFnad3Qm/j2yijHnuVc0zoMdXzcC489S05ONoNbGedqb8xZrOZcBrU0krh9MWl4Ws0ENi80Xn8jVAodr//+03k087IS0KgAgN0xabTxtdGjgQWrzc7umDQ61rfTrZ4Zs9Uod2lo56a6JnIsNnbHpNGtsaajTx6Z5kJ2x6TRqxm09colPdfK7pg0+rRQtPLIISW7gN0xaQzw86C5ziLxgoXdJ88ypIWJppZmxGZD9MkTpHbwoZFN45rKFdo0Ea0eIu3XcBqe/wenBz9PtLk1GSd3Uy9jFsl3zCA6pzlZ0aHUyZxF8h1/5VhmY/Kif6VO5iyShr7M8fR65Edvw/PCbJKG/oNjqT4URm9BZc0m8c45HEvyQEf/jF45m8Q75/JbvB3P6B+wrZhNwl1v8VucBZ/oTRR8MYfU4W9z9FQu5mw/BtutKJdYta2Q5C6Pcjj6NE1PrCVv+euk3/UOh+PSaXb8O3JXvMW5O9/iUFwaLaK/JTc3hXND53Io9ixtT60hJ/cc5++Yw8HYVLokrCInJ5vzg/9BVFwKfZK/ITvbQsZtL3EgNoVBZ78mK1uTOehFDsSmMCz9K7KyvMkcOJ0DsSmMzljBhawGXAj8E8t4gLf198X+JljtcLbLo9iu4797QghxLVBFPXc10rhSnYFNWusAR/mC1rqJy/JMrXVTpdR/gLe01rsc9VuBv2qtI8trPygoSEdERNRY/O5SaLOzcOtJlvwah6XQ7qyv6+XBrzOH49ewrhuju1Radj5D3952zcdaW+IEN8ZqzYdTO6BFd2h2E+Skwg8vwKBJcNOdkHoEPr4DHvoC/EMg5RAsGcqv9j7cqn6jjirErmGzHsSAFzfil3UENv4ZHvgQ2vaDhDD44UV4cCm08oe4HfDzyzB+GbTsDjFb4L+z4eEvoVkXOPET/DIXHl0FjdvDsY2wfR48/j00bAVHvoOd78LEjVCvGRxcBWEL4ekfoW4jOPAV7PkIntkC3r5k71qK7b+vUo986qhCCrUH2dSj8IVY47zu/tBo89lfjPOxawGc+BH++LNR/vUdiN0OT//HKG97E5L2wZPrjPKWV+HsEXhsjVHe/ApknIJHVhrlH/8GOSkwwXEh7T8zID8Lfv+pUd4wDWyFMO4j0rLzyZ3fj46cxUvZsWgvvtXDuffFr6r0HlBKRWqtgy7/TSGEEDeeq50gnwDucvQetwG2a61vUUotcfz8Tcn1ymv/ek2QQ2PO8dine/H0UNjsF18fb0/FwwM78npIgBuju9Qraw+zKiIJq+3ajrW2xAlwZl4QbfNPXlpftxtt/1aF97zWkHkKvHyhURuwWY2krvMd0PUesOTAwgEwdDrc9r9gyoC3b4JR8y6WPx8FI16BXsGQnw37v4Duo6BFN7AV8vraffxwII5fvJ6nrrJi1j6MKHyfuwf2uebO6ytrD/NLxCF+8frzDROrJMhCCFF1V3uatw3ARMfPE4H1LvVPOmazuA3Iqig5vlLLly9n+fLlADzxxBMkJycTHR3NpEmTAFi8eDGrV68GYPz48Zw/f56oqCief/55AObPn8+mTZsAuP/++zGZTISFhfHyyy8D8Prrr7N161YAhg8fDsDWrVt5/fXXAXj55ZcJCwvDZDJx//33A7Bp0ybmz5/PHV1bYAtbhjklFps5m/S1bwJw4civrF35OQCTJk0iOjqa5ORknnjiCbce0+pP38dq02Tu+IL85GPYrfkk/3sW+xMynccE8PzzzxMVFcX58+cZP348AKtXr2bx4sVX5ZiW/v1ZLPlm8pOPkbnD6MFL3/kNm/+75bJep5o8pvcP+mDRXoxfbeK8yU5Uqo1pP1nYb+/G/H/9i03rvrv4OoV/Q9iaRRdfp4cC2LpgsnFMI0bAR3ew9cMZxjF5ePHy6/8i7KfvjGMa9zD0GMOmQxnGMfk25fmk+4nSvYxjenISTN3H6iP5xjHVbcSk5YeJztDGMT31NN9nzSUubimTojpg14p7vvclKdPKzvBD18Tvk+vrtCHxeQ5veoVl3MG/j1iZvLcdKbbGrHj75Wvm96nomD79NITknH+zxHornx+wssZ2Jym2xux3jAkXQghRc2qsB1kp9Q1wF9ACOAvMBtYBq4GOQCLwkNY6QymlgEUYs16YgKe11hV2k11PPcj5VhsvfnuI5+7sQkC7xu4OR7hbTiq83xcKXab28qoLfz4EX46DFl1hwgqj/oNAaBVw8bL9t3+AdkFw+/8Z5aProPnN0Lq3UbbbwaP6Phv3/qI33h7eeKB4wObN5Ps/p6Vfr2prvzrdiLFKD7IQQlRdTc5i8T9a6zZaa2+tdXut9Wda6/Na67u11t0c3zMc62qt9RSt9c1a696VSY6vN5mmAg4kZnIiNcfdoYhrwPhtU5nbdQDp3kVjTT2g32PGuNtBz4L/uIsrT9xojPF1bvz5xeQYjLHCRckxVCo5LvrgrLUmPiue82ZjZgur3cp/E/5L3AVj5g5zodlZb7EXsNazgHt++h+mbZ1GuimdLEsWs0JnEZFq/Epn5GcwK3QWUWlRAKSb0pkVOovD6cbsEKl5qcwKncVv543ZIJJzkpkVOosTGcZsDwnZCcwKnUVMpjHtXdyFOGaFzuJUljFzSHRmNLNCZ5GUbdzze+z8MWaFzuJM7sWZP1xjHfnz4wSvDXa2H3k2klmhs7iQb8zUEZ4azqzQWeQUGL+XYWfCmBU6C5PVmHlj1+ldzAqdRYHNuGlyR9IOZoXOotBuzKSxNXErs8NmO/e9OX4zr+5+1Vn+8dSPvLHnDWd5Y+xG5u2bV2qsozc/ydw9c0k3pVf4+gkhhLgy8iQ9N8u32tBa06axL1umD+P3ge3dHZK4BpzIPMFaayqj27ZkbvOmpPvUhWEzjYVBTxdLkLPq1CdTW53lA2kHnAkfwJroNew6vctZfnPvm6yPWe8sT/xxIsuPLHeWB60cxAcHPgDAru2MXTeWVSdWAUbCPH37dLYkbnGWXVntVuzazo7kHbz464tY7VbCzoRx1uSYeq4wn7AzYaSZjKnnzIVmws6EkW42kr48ax5hZ8LIyM8oVs60GMMKcgpyCDsTxgWLkcBmFWQRdibMmcBmWRxlq1HOyM8g7EwYeda8S86x1W7FardyKvsUc8LmAEbCHnYmDIvNmEouNS+VsDNhzgS4qFyojQT4TO4Zws6EYdPGLCTJucmEnQlDY5yXpOwkws6EOfeZmJPI3pS9znJ8Vjz7Uvc5y6eyThGeGl5qrBabhTUn1vDiry9eslwIIUT1qtGb9GpabR9ikWsp5PFP9zKihx9/urubu8MR15DeX1zs8fXQGqU8+P0tDzG5z2Re2vUSzeo04+1hbwMQsi6ELk268O5d7wIw5vsx+Lfw5+07jeUjvx1JUOsg3hhi9FQ+vOlh7mh7B38a8CcAXtzxIre2uZXx3Y0x1IsOLKKfXz+GtDMeSPHjqR/p2qQr3Zp2Q2vNyQsn8fP1o0ndJmit6bOijzNWbw9vPJQHIV1DmNx3Mi18W9Twmaoa1/N6o8QqQyyEEKLqrvY8yMJFPW9PerZpRI/WDd0diriG2ZUCNGtOrCH2QixD2w2lgXcD5/LJ/SbTyKeRs/z2sLdp6H3xPfVd8HfU8arjLK/63api7b8z7J1i5an9pxYrj75ptPNnpRTdm3YvVoZrP9l0JbEKIYSoiCTIbnAu14KnUjSt78NbD/aueANxQ6soSRrVufgT3f2b+xcrN/BpQE26pekt9PPrVysSOIlVCCFEZcgQi6vMbteMXbSLej6erH7udmcPnBCunDMYSO+huEIyxEIIIapOepCvMg8PxYsjb8HX21OSY1Em6T0UQggh3EcS5KskKcPEqXN53Nm9JXfd4ufucMQ17tvgb90dghBCCHHDkmnerpK5m37jxW8Pkm+1uTsUIYQQQghRDulBvkreHt+Hs9kW6np7ujsUIYQQQghRDulBrkHHUrJ5deNR7HZNk3o+3CLTuQkhhBBCXPNqZYKslBqrlFqamZmJ1WrFYrFgsViwWq2YzWZsNht5eXlorcnJMZ6o5fpda01eXh42mw2z2VxmGyaTCa01ubm5l7QBkJubi91ux2QyUVhYSH5+PgUFBRQUFJCfn8+OE2n8cCiF1CxzuW1orTGZTBXGcy0cU2FhISaTCbvdLsckxyTHVEuOSQghRNXING81wGbXeHoYM1RcMBXQpJ6PmyMSQtyoZJo3IYSoulrZg3wtC4/PYOSCX0nKMAFIciyEEEIIUctIglzN6vt40cTXGx8vObVCCCGEELWRZHHVJCXLDECvto1YM/l2WjWq6+aIhBBCCCHE5ZAEuRpEJmQy7J3t/HA4BUCekCdELWFNSyNlzqvEhYxzdygVqk2xCiFEbSfzIFeDgHaNeHpwZ+64WR4JLERtYE1L49zij8hauxZtt4PV6u6QylSbYhVCiOuF9CBfgR3R6ZgLbNTx8uSl+3vSuJ63u0MSQpSjqBc29t77uPDdd2iLpVjCmfjsJFLmzHGWEyY+ReqbbzrL8Y89ztm333GWT014mLT3FjjLcQ8+SPoHiy6WxwZz7uOPneXYUaM5/9lnznLMPfeSsWIFAPaCAmLuuZfMb74BoCA+geOBQcSMuLvUWIUQQtQcSZAvU1KGiT8uD+eDX066OxQhRCUl/fEZLvz732Umm3V79qROl5svlgP88enc2Vn2DQjAp1Oni+XevfHp2PFiuW9fvDu0v1ju1w/vdi7l/v3xbtfOWa4XOACvNm0AY2hWvcABeLVqDcCZl19G5+VBYaEkxkIIcZXJPMhXYPuJNG69qTm+PvL4aCFqg5ytW9k//1ti/O4mv05T6lgyuDluA63TIuh5/Ji7wyumMD2dyH+t4chZvyuKVeZBFkKIqpMxyFW0Ync8vds1pn/Hptx1i5+7wxFCVMCakoI5KopGo0eT0sCf4109KSywA2Cp25zjtzwGQE93BlmKuDgbUeZeFNa99mMVQojrjQyxqAJTQSGf7TrF13sT3R2KEKKS0t9fSOqcV7Hl5rJ7fawzOS5i9/QhrvvvWTt/Pyf2pgJgLbCxdv5+TkacBcBiLmTt/P3EHkgDwJxbwNr5+zl16BwAeVkW1s7fT8LR8wDkZOSzdv5+ko5lAJCVbmbt/P2cjs4EIDM1j7Xz95MSmwXA+dO5rJ2/n7Px2UbMSTn88uWxMmMVQghRs6QHuRKKhqHU8/FizeTbaSZPxxPimqYLC7GbzXg2bEirl1+i+XOT8GzQgNwMS6nr53s1usoRVsxWWPrwt2sxViGEuN7IGOQKaK155+cT2DXMHHWLzHEsxDVOa03SH58BDw86fLK02O/sFy+HlpokN2hWh4lv3nE1w6xQdcUqY5CFEKLqZIhFJWSZrWSZrdTizxJC3DCUUjQacz+NHwi+5APt7Q/cjJdP8T97Xj4e3P7AzVxralOsQghxvZEe5DLY7ZocSyGNfb2x2zVKyRPyhLhWaZuNcx8upl5QILGxbvAAACAASURBVPUHDy533ei9qexeH0tuhoUGzepw+wM30/3W1lcp0qqpjlilB1kIIaquVvYgK6XGKqWWZmZmYrVasVgsWCwWrFYrZrMZm81GXl4eWmtycnIAin3XWrNkyRI+//xzzGYzjz32GLGxsRw5coRnnnkGs9nMmP99haHPvU5uvpUHHxxHRkYGoaGhPP/88+Tk5DB//nzWrFmD3W5n5MiRZGdns23bNmbOnElBQQFz5sxh8+bNmEwmhg8fTm5uLlu3buUf//gHAC+88AJhYWGkpaVx//33YzKZWL9+PfPmzcNqtTJt2jT27dtHamoq48aNw2azsWLFCj788ENycnKYNGkS+/fvJzk5mUceeaRSx7Ro0SK+/PJLtNaEhIRw/vx5OSY5puvjmKZPZ/u/v+HMTz9VeEwz5/0vj8+9jYaDk8ltF0WbXvWvzWN64QXO2eIY/Xw36t2awEOv9OfmoJaYzeYq/90TQghRNdKDXIawmHOEx2fyp7u7Ss+xENco88GD1O3VC+XtjS07G89GcgNbSdKDLIQQVVcre5BritVmJzLBmIZpcNcW/PmebpIcC3GNssTGEv8/j3J++XIASY6FEEJUG0mQXSzcepJHlu4mKcPk7lCEEGXQdmNu4Do330ybN96g2aOPujkiIYQQ1xtJkF08e2cX5k/oR4dm9dwdihCiFObDh4kLDqYgKQmAJuNC8Khf381RCSGEuN7c8AmyqaCQD7fFUGiz06iuN8F927o7JCFEGTybNsXDtx52s9ndoQghhLiO3fAJ8pZjaczffMI59lgIcW0pzMwk89//BsCnfXs6r15F3e7d3RyVEEKI69kNmSCnZeczYclu0nLyCe7bls1/uZNbuzR3d1hCiFJcWLWas2+8SUFCAiDzkQshhKh5N2SC/M7PJ9h3KoM3Nh0DoKtfQzdHJIRwpbWmMCMDgObP/JHO332LT6dObo5KCCHEjeKGS5DTsvNZH3UGgB+OpJCWk+/miIQQJaXOmk3CE09iN5tRXl4ypEIIIcRVdcMlyAu3nkSjXcoxboxGCFGaRvePpumEh1B167o7FCGEEDcgL3cHcDWlZeezJjIZq81IkK02zbcRSfzp7q74NZR/xEK4i9aazJVfo7y9afrwBOrffjv1b7/d3WFdtyIjI9t7eHhsttvtPQAZ1C2EuBFpDw+P43a7/b7AwMDkkgtvqAR54daT2Es8WtumNQu3xvB6SICbohJCoDW5v+7Ao64vTSY8JDfi1TAPD4/NrVu37taqVSvl4XHDXUgUQgjsdrtKTU3tlpqaugXoUXL5DfWXcX/iBWfvcRGrTbNfpngTwi3yjx3DduECysOD9u+9R7sF70lyfBXY7fYerVq18pLkWAhxo/Lw8KB169Zedrv9luDg4EtudLmhepB/+PNQd4cghHCwZWWR8PgTNLp/NG3mzpUn4l1d0nMshLjheXh4FHXK/Dk4OHjahg0b7EXLbqgEWQjhftpmQ3l64tm4MW3f/ie+/fu7OyQhhBA3trpAfSCnqKJWdiEopcYqpZZmZmZitVqxWCxYLBasVitmsxmbzUZeXh5aa3JyjGN1/a61Ji8vD5vNhtlsLrMNk8mE1prc3NxL2gDIzc3FbrdjMpkoLCwkPz+fgoICCgoKyM/Pp7CwEJPJhN1uL7cNrTUmk6nCeOSY5Jhq+zFZEhKIGRuMKTycnJwcGt59N2Zv71p9TLXhdboWvfDCC7Rq1YqAgOL3f6xevZpu3brRvXt3Nm7cWG799u3bCQoK4oUXXqjy/idMmEBMzMVZjMrab1n27t1Lnz596NmzJxMmTLhkud1ux9/fn3PnztVI+1WxYcMG5s2bV6wuPT2dkSNHVmr75cuXM3XqVAAKCgoYPnw4y5Ytu6KYKhvn5ViwYAEmk6kaIrrUW2+9hb+/P/7+/jz00EM1sg9xjdBa19qvwMBALYSoPQpzcnT8Y4/rvH373B3KDQOI0CX+dkZERFS5nbNZZv3Qx2H6bLa5WuIKDQ3V4eHh2t/f31lnsVh0586ddWpqqk5ISNBdunTRNputzPoJEyZos9msX3zxRX38+PFK7/vIkSM6ODi4wv2WxW63627duumdO3dqrbVOS0u7ZJ2NGzfqiRMn1lj71eGpp57SO3bsqHC9ZcuW6SlTpmittX788cf1K6+8UiPxVJdOnTrp9PT0am933759+vbbb9cWi0VrrfX+/furfR/i6ouIiNBjx479bOzYsQ21y9/JWtmDLISoPewmE+c//RRts+HZoAEdv1xBvYED3R2WqKKFW08SHp9RbXPHDx48mBYtWhSr27t3L/7+/rRq1YqOHTvSoUMHDh06VGa9dsxKVPQPDSAvL6/Cfa9cuZJx48ZVuN+yRERE0LJlS4YMGQJAy5YtL1nngw8+YNq0aTXWvqs5c+YwbNgwunbtypQpU+jevTvp6ekAPPnkk3Ts2NHZA+wqJCSEr776qty2Xc2ePRutNXPnznXWbdy4kUGDBtGvXz+mT5/urG/QoAEvvfQS/v7+PPvss876999/n549e9KnTx9mzpzprC8rzrLaeeedd+jRowfBwcHcfPPNxMfHs2XLFvr168eZM2cYPny482eAhQsXEhAQQEBAQLHe77LaL01CQgItW7bEx8cHgP4uw8PefvttevXqxUMPPUTXrl2Jj493tl/krrvuIiIiAoDg4GD69u1LYGAgixYtcq6zfft27r33XsaPH09AQADPP/98uedZ1BxJkIUQNSr3152kzX8XU3g4gMxScQ16eMlu1kQkAWC12Xl4yW7WHjCmBTUX2Bj3YSirIpLQGtZEJDHuw1B+OpICQEZeAQ8v2c2W384CXNHTSVNTU2nTpg0ff/wxq1evpnXr1qSkpJRZP3nyZIYMGYLdbkdrzaRJk9i+fXuF+wkNDSUwMLDC/ZYlMTERPz8/Ro8eTf/+/Vm8eHGx5cePHyc3N9e5j+puvzTBwcGMGTOGLl26MGrUKHbv3g3AihUreO2110rdJigoiLCwsArbBvjxxx957bXX+Otf/+qsS0tLY+7cuWzfvp2oqCiSkpL45ZdfAOODytixY4mKiuLnn392JqqzZ89m3759HDp0iBkzZjjbKivO0tpJTExkyZIlREZG8vbbb3Pq1CkA7rnnHqKiomjbti3btm1z/hwfH8/ChQvZs2cPO3fuZPbs2aSlpZUbZ2nuuecefvvtNwYOHMjrr7/ufA0TEhL47LPP2L9/P6+99hpxcXEVns/Fixdz8OBB9uzZw8KFC0lNTXUuCw0NZc6cORw5coQ5c+aUe55FzZEEWQhRI6yOf0CNRo3kpvXrqH/bbW6OSFyu0xfM2B0zZNq15vQFc43sp6gXePLkyc5xt0qpMutHjBjBpk2b8PT0ZP369bz33nuMGTOmwv2kpKQU65Utq/2y5Ofns23bNpYsWcKOHTtYsGBBsaRo0aJFxXpCq7v90jRr1owmTZrQrFkzmjZtSlZWVrnrA/j5+ZWbqLvy8fFh4cKFzh5NgD179hAXF8fgwYPp168fBw4ccMbp4+PD4MGD8fb25qabbnImgAMHDuQPf/gDy5cvp06dOpXab8l2IiMjGTp0KPXr16dHjx506tSp3DYOHDjA0KFDadCgAU2bNmXQoEHOHvyy4ixNkyZNOHz4MH//+9+Jjo4mMDCQCxcuEBkZyeDBg6lbty49e/asMB6Azz77jP79+zNw4EDOnDlTLDEPDAx0js1v0qRJuedZ1BxJkIUQ1cqalsapCQ8Tc9dwrGeNXsW63S+ZYlJcQ1Y9dzsPBXUAwNvTg1XP3c64/u0ByMm3kmW2YrNffAJpttnKgE5NAWhW34dVz93OPb1aAVzRU0nbtm1bLGFLTU2ldevWZdavXbuWDz/8kOnTpxMVFcWQIUMq1YPs6+tLfv7Fnu6y2i9Lq1at6NmzJx07dqRRo0YEBgZy/PhxALKzs9m8eTPjx4+vkfbLopQq9mWz2cpdH4xE3NfXt8L1AO6++26mTp2KxWLhyy+/dNaPHDmSqKgooqKiiImJ4ZlnngHA23HzbVFsdrsxe9ZPP/3E1KlT2bt3LyNGjKhwv6W1U/SBo7LKW7+sOMtSt25dQkJCWLFiBYGBgezZs8e5bWlc6wsLCwFjGMXPP/9MaGgoUVFR9OjRo9h+GzdufEk7ZZ1nUXMkQRZCVAtrWhopc14l9t77yP/tN7Db8Wre3N1hiStU3hNIq9ugQYM4evQoaWlpJCUlkZycTJ8+fcqsDwkJYe7cuSQnJ9OlSxd27tzJJ598UuF+evXqVWwGi7LaL/LSSy/x0ksvOcsDBw4kMTGRjIwMCgoKOHz4MF26dAFg2bJlPPbYY8USr+psvzpFR0fTq1evSq+vlGLRokXMnDmTzMxMbrvtNnbu3ElysjEcJyEhodweWK01iYmJDBs2jDfeeMM5TreqgoKC2LVrFyaTiePHj5OQkFBseaNGjcjIyHCWBwwYwK5du8jLy+PChQuEh4cXO/+VderUKU6ePAmA2WwmPj6edu3a0b9/f0JDQ8nPz+fEiRPF4mncuDEZGRmYzeZiH6JatGhBvXr1OHr0KAcPHix3v1U9z6J6yDzIQogrYk1L49zij7jw7bdgtxtfDspL/sTUdjX1BNIpU6bw/fffc+7cOdq3b8/ixYsJDg5m3rx53HHHHQC89957eHh44OPjU2p9kYCAAGbOnOkcG1qR3/3ud2zbto177rkHoML2Sw5DaNy4MQsWLGDEiBFYrVYeffRRevTogdaaTz75hC1bthRbv7rar6r4+HhCQkKcCdquXbt48803uf/++wHYtm1bpYakuOrfvz/BwcH87W9/Y8mSJXz00UeMHTuWwsJC6tevz8qVK8vcVmvNE088QXZ2Njabjfnz51cqzpI6duzIpEmTGDBgAP369ePmm28uNlxj2rRphISE0KxZM7799ls6d+7MtGnTuPXWWwFjHLSfn1+VjhuMpPipp55yTqf45JNP0rt3bwCefvpp+vfvT69evbjpppuc28ycOZNRo0YRFBREhw7GVZpRo0axdOlS+vbtS48ePRgwYEC5+/Xz86vSeRbVQ1X1UsW1JCgoSBfdESqEcI/4x5/AHBkJpfwt6Xn8mBsiEq6UUpFa6yDXusjISO16k9qNxmw2M3z4cHbt2oVXNX6I+/HHH/nyyy/5+uuvq63NmjR06FDWr19Ps2bN3B1KleXk5NCwYUPOnTtHYGAg8fHx18wNwAEBAWzatInOnTu7OxRRCZGRkbz66qufA89v2LChdj8oRAhxbTCFh9Pyz3+mySOPoOrUAZfLykJcq3x9fZ1DM6rT6NGja01ynJ6ezowZM2plcgzwl7/8hT59+jBixAgWLlx4zSTH4voh1z+FEJfFbjaT/Jfp1BswgPYL36fl//0v6Ys/Iuv779F2O1it7g5RiDLde++97g7BrVq2bElISIi7w7hsn376qbtDKNORI0fcHYKoBpIgCyGqxJqSglfr1nj4+tLh44+pc1NnALxatqTN7FnORNl84IBb4xRCCCEul1uGWCil/qKUOqqUOqKU+kYpVVcpdZNSaq9S6qRSapVSyscdsQkhymY+epTYUaPJ3rABAN8Afzzq1y+2TlGi3GXdWneEKIQQQlyxq54gK6XaAX8CgrTWAYAn8AjwT+A9rXU3IBP449WOTQhRuqKbeev26EGzp56i/uDBbo5ICCGEqDnuuknPC/BVSnkB9YAUYATwrWP5F0DtHRwlxHUkd+cu4ic8jC03F+Xpid9fnsfL5SlkQgghxPXmqo9B1lqfVkr9C0gEzMBmIBK4oLUudKyWDLQrbXul1CRgEkC7du0ue6JxIUTl2HKysVosJBw5ikfrVu4ORwghhKh5Wuur+gU0BX4BWgLewDrgCSDGZZ0OwOGK2goMDNRCiOpniorSGatXO8t2u92N0YgrAUToEn87IyIiKt/AR3doPbvRpV8f3XFFcc2YMUP7+flpf3//YvWrVq3SXbt21d26ddMbNmwot37btm06MDBQz5gxo8r7f+ihh/TJkye11lqfO3dOBwYG6j59+ui+ffvqtWvXVrj9nj17dO/evXWPHj30Qw89dMlym82me/XqpdPT02uk/apYv369fuutt4rVpaWl6fvuu69S20+cOFF37NhRa611YWGhbt68uZ4yZUqV4zh+/Lju27evrl+/vg4PD6/y9q7WrVun+/Tpo3v37q2/+OKLCtfv1KmTTk9Pv6J9iutTRESEHjt27Gdjx45tqF3+TrpjFot7gFNa63QApdT3wGCgiVLKSxu9yO2BM26ITQgBZHyxAvPRIzR+4AE8fHxkjtEbWftBkH4CbAUX6zx9jPor8OCDD/LII4/w1FNPOesKCgqYOXMme/bswWKxMHz4cMaMGUNhYWGp9R999BG7du1i1qxZnDhxgltuuaVS+z569CgWi4WuXbsCxqOJt2/fToMGDTh37hy9e/cmODi42NPuXGnHE+E+//xzhgwZQnp6+iXr/PDDDwwcOJAWLVpgtVqrvf2qCA4OJjg4uFhdy5Ytadu2Lb/++it33nlnhW00aNCAgwcPkpWVRevWrS8rjltuuYWoqCjuuuuuy9q+SG5uLlOnTmX//v3UqVOHvn37ct999112XEKUxh1jkBOB25RS9ZTxX/du4DdgGzDesc5EYL0bYhPihlWQmEih4x9x69mzuOnbb/HwkclkbgjLxsABx6NrbVajfHCVUR48DeyFxde3F0KbfsbPeeeN9U/8aJRzzlZql4MHD6ZFixbF6vbu3Yu/vz+tWrWiY8eOdOjQgUOHDpVZrx03j+qLVx/Jy8urcN8rV65k3LhxzrK3tzcNGjQAICsrC4vFQmFhYVmbExERQcuWLRkyZAhgJJslffDBB0ybNq3G2nc1Z84chg0bRteuXZkyZQrdu3d3JtVPPvkkHTt2ZOrUqZdsFxISwldffVVu20WCg4PZsGEDGzZsKJZsb9y4kUGDBtGvXz+mT5/urG/QoAEvvfQS/v7+PPvssxW2v3DhQgICAggICGDZsmXlrrt371769+9Py5YtadSoEcOHD+fXX391xtm3b18CAwNZtGjRJdvGxsYyYMAATp48CcD7779Pz5496dOnDzNnzqzUuRA3hqueIGut92LcjLcfOOyIYSkwE5iulIoBmgOfXe3YhLhR2c1m4h/5H1LffBMAz8aN8WzY0M1RiWtCg1ZQ3w88PI2yp49R9m1S7btKTU2lTZs2fPzxx6xevZrWrVuTkpJSZv3kyZMZMmQIdrsdrTWTJk1i+/btFe4nNDSUko/azsnJoXfv3vTp04fFixfjU86Hw8TERPz8/Bg9ejT9+/dn8eLFxZYfP36c3NzcYvuozvZLExwczJgxY+jSpQujRo1i9+7dAKxYsYLXXnut1G2CgoIICwursG2AwMBADhw4QHR0NN27dwcgLS2NuXPnsn37dqKiokhKSuKXX34BjA8qY8eOJSoqip9//pkzZ8q+KBwfH8/ChQvZs2cPO3fuZPbs2aSlpZW5fmpqKq1aXbwfws/Pj9TUVAAWL17MwYMH2bNnDwsXLnTWAyQnJzNhwgS++OILunXrBsDs2bPZt28fhw4dYsaMGZU6F+LG4JYHhWitZwOzS1THAVd2zU4IUSX2/Hw86tbFw9eXNq/PpW7Pnu4OSbjD0/+5+LOnd/GyTz14bge83xfsNlAe8Nyv0NCRoNRvXnz9hpd/I2dRL/DkyZMB+P7771FKlVk/YsQINm3axLvvvsv69et57733qF9iXu7SpKSkXNIr27BhQw4fPsyxY8eYNGkSv//97/Eu49Hp+fn5bNu2jUOHDtGkSROCgoIYNWoUXbp0AWDRokWX9NhWZ/uladasGdnZ2c7vWVlZFZ4HPz8/UlJSKlyvSOvWrZ094QB79uwhLi6OwY5pH3Nzc4mLi2PEiBH4+Pg462+66SZSU1Np27Ztqe0eOHCAoUOHOtseNGgQhw4d4p577ql0bEU+++wz1q1bh9aaM2fOcObMGefQiwceeIAxY8bQu3dv5/oDBw7kD3/4A2PGjCl2VUEId03zJoRws/zoaGLvvY/c0FAAGo4YgXebNm6OSlyTGraGfo8ZyXG/x64oCS5P27ZtiyVsqamptG7dusz6tWvX8uGHHzJ9+nSioqIYMmRIpXqQfX19yc/PL3VZz5498fb25uDBg2Vu36pVK3r27EnHjh1p1KgRgYGBHD9+HIDs7Gw2b97M+PHjS932Stsvi1Kq2JfNZit3fTAScV9f3wrXK/Lmm2/yyiuvFKsbOXIkUVFRREVFERMTwzPPPANQLPlXSmG324uVXRV9AKqs1q1bF+thTk9Pp02bNmzfvp2ff/6Z0NBQoqKi6NGjR7H9Ll26lF27drFv3z5n3U8//cTUqVPZu3cvI0aMqFIc4vomCbIQNyifjh3xHTAAr+bN3R2KqA2G/RU63gbDam6c5qBBgzh69ChpaWkkJSWRnJxMnz59yqwPCQlh7ty5JCcn06VLF3bu3Mknn3xS4X569epFTEyMs3z69GnOnz8PGMn3b7/9Rrt2F2cafemll3jppZec5YEDB5KYmEhGRgYFBQUcPnzY2bu7bNkyHnvssWIJYnW2X52io6Pp1atXpddv0qQJjRo1cpZvu+02du7cSXJyMgAJCQnFhjSUpXnz5s5tAAYMGMCuXbvIy8vjwoULhIeH06dPnzK3v/XWWzlw4ADp6enk5OSwbds2hg4dSnZ2Ni1atKBevXocPXr0kg8hgYGBLFmyhD/84Q9YLBa01iQmJjJs2DDeeOMNmTZWFOOWIRZCCPfIP3aM858vo+2bb+BRty7t31/g7pBEbdGwNTz9Y7U1N2XKFL7//nvOnTtH+/btWbx4McHBwcybN4877rgDgPfeew8PDw98fHxKrS8SEBDAzJkzGThwIK+//nqF+/7d737Htm3bnJfwExMTmTRpEgA2m41//vOftHG5mlJyGELjxo1ZsGABI0aMwGq18uijj9KjRw+01nzyySds2bKl2PrV1X5VxcfHExISQkZGBmazmV27dvHmm29y//33A7Bt2zbGjBlT5XaL+Pn58dFHHzF27FgKCwupX78+K1eurHC76dOn8/TTTzNnzhx++OEHOnfuzLRp07j11lsBY1ywn59fmds3aNCADz74gLvvvhswblJs3bo1o0aNYunSpfTt25cePXowYMCAS7a9/fbbuffee/nHP/7BvHnzeOKJJ8jOzsZmszF//vzLPBPieqSqemnjWhIUFKQjIiLcHYYQtUb25s2cnfs6Hb/4gjpdbnJ3OOIqUEpFaq2DXOsiIyN1yZvUbiRms5nhw4eza9cuvLyqr5/oxx9/5Msvv+Trr7+utjZr0tChQ1m/fj3NmjVzdyhCuE1kZCSvvvrq58DzGzZsyCmqlyEWQlznrKdPk7vLGGfc6L77uPnnnyQ5Fjc0X19f59CM6jR69Ohakxynp6czY8YMSY6FKIMMsRDiOpf62lzyT5yg6+afUT4+eNSr5+6QhHC7e++9190huFXLli0JCQlxdxhCXLMkQRbiOmTLzkZ5euJRvz6tZ/0Dbbej5KEfQgghRKXIEAshrjN2k4lT4x7k7Lx/AuDdrh0+HTq4OSohhBCi9pAeZCGuE1prlFJ41KtHs4kT8e3X190hCSGEELWS9CALcR0oSEwk/pFHyHc8TKDZk0/gW848okIIIYQoW61MkJVSY5VSSzMzM7FarVgsFiwWC1arFbPZjM1mIy8vD601OTnGjB2u37XW5OXlYbPZMJvNZbZhMpnQWpObm3tJG2A8VtNut2MymSgsLCQ/P5+CggIKCgrIz8+nsLAQk8mE3W4vtw2tNSaTqcJ45JjkmMo6Jqu3N/Z8C/lp6dfNMV2Pr5O7julKjN8wnrl75pJuSr/itirj73//OwEBAQwYMIB169Y569955x0CAgLo1asXr776KgDbt28nKCiIF154ocr7mTBhQrGHhZTlhRdeoFWrVgQEBFSqvojdbsff359z587VSPtVsWHDBubNm1esLj09nZEjR1a6jdWrV9OtWze6d+/Oxo0bK1z/cuJfsGABJpOp0uuXpqz3T2n1VX3/NG/enIKCAmfZbrdf0SwglT3ep556ik6dOgHGPNotWrS45FHmlXHixAn69etHgwYNuNIpcj09PenXrx/+/v488sgjmM3my2qnc+fOFf6OuI3WutZ+BQYGaiFuVAVnz+q0Dz/Udrtda62d34VwBUToEn87IyIiKr19wPIA3X9Ffx34ZaB+bfdrOi0vrYYi1To8PFwHBQVpq9Wq09PTdfv27XV2drZOSkrSN998sy4oKNAWi0XfdNNNOi4uTk+YMEGbzWb94osv6uPHj1d6P0eOHNHBwcGVWjc0NFSHh4drf3//StUX2bhxo544cWKNtV8dnnrqKb1jx44K17NYLLpz5846NTVVJyQk6C5dumibzVbuNpcTf6dOnXR6enql1y+prPdPWfVVff8EBgbqU6dOOcunT5/W/fr1u+x4K3u8EydO1L169dJRUVF6x44d2t/fX0+ZMuWy9zts2DAdHh5+2dtrrXX9+vW11sb/nYcffli/++67l9XOlb7m1SEiIkKPHTv2s7FjxzbULn8na2UPshACcrZs4fzSTyiIjQVAKeXmiERt9fRPT7MuxuhVs9qtPP3T02yMvdhLaLVbsdgsrD25llHfj2LE6hF8F/0dAJn5mTz909NsT9oOwDnz5fcGxcbG0q9fP7y8vGjRogXt2rUjPDwcgMLCQmevuY+PD40bN0Y7HnRV9A8NIC8vr8L9rFy5knHjxlUqpsGDB9OiRYtK1xf54IMPmDZtWo2172rOnDkMGzaMrl27MmXKFLp37056utHj/+STT9KxY8dSexxDQkL46quvKmx/7969+P8/e+ceVlWVPv7PRiBBREQEBEQENYGjIBwtEcdwdNQUoiK7+B0vAU2gBQAAIABJREFUpf6cjJmGbPw6TaN2deyCmVnp+LWL+pRTplKpYQOOMIqgIt7QvCAgHAERUTjAAdbvjyNbQc45gJBa6/M8+4G19lrvetfai8N71n7XegMDcXNzw9vbm969e5OVldWmfjXHzp07CQ4OpqCggIiICPV3gOXLl6PRaNBoNKxdu9asHFPzx1R+a+ePn58f+fn5zJw5k1mzZqkhzgESEhIYNmwYwcHBxMXFqXXee+89/P39GTx4MPPnz7fYX1NERUWxdetWtm7dSlRUlJpvql0HBwcWLFhAYGAgs2bNMisbWjfON6IoCqNGjVLfxkRFRREUFERoaCgrVqxQyyUnJzN27FhiYmLQaDQ8//zzjeScPn2akJAQfvrppxa33dHITXoSyV1E3dUKDOfP0/neAXR/4gkcfjMKWy/P263WXcOHs/+HystlN+Xbd3PiD6ssGwo/J3eiroZ6AwDF+mI+P/Y5jw54tF3lBwQE8Prrr1NZWUlJSQnHjx9Hp9MxevRo/vSnP+Ht7U1dXR1vv/02zs7OzJkzh/DwcEaNGoUQgtmzZ/PQQw9ZDJ+cmprKk08+2a6630h2djZXr17l54xWGBUVRW5uLt7e3owfP549e/YQFRXFZ599xieffNLsK3WtVstLL71kUbZOp6NXr1589NFHODs74+7uTmFhIcHBwe2i+5gxY8jMzMTHx4ekpCTVsM7JyWH58uVkZmZiMBgICgpi4sSJJsNQm5o/gwYNaja/tfPHz8+P8+fPk5eXh62tLfn5+fj5+VFUVMSrr75KcnIy9vb2PPbYY/z73/9m9OjRLFy4kLy8PLp27UpRUZHZ/pojNDSUDRs2UFtbyyOPPEJGRobZdisqKoiMjOSVV17Bz8+PgoICPDw8mpXd2nG+EYPBwPfff6+O2cqVK/Hy8sJgMBAYGEhMTAzu7u6A8e9u3759aDQaysquf7bl5+fzzDPP8Omnn9K/f3+Lbf5cSANZIrkLMBQVUbLyQy4nJNCpmyP9tm9HsbWVxnErac7gNJd/O/k5dV07/vqKkY2VTaP0jdhY2WClWBHdL5o5QXMA6N65e6PyLnYtWzVsjkGDBjF9+nTCwsLw9PQkIiKCzp07U1ZWxrZt2zh79iwGg4ERI0YwadIkRo8ezbfffsu7777Lli1biI+Pp0uXLhbbKSwspGfPnm3W0xIrVqxok4/oreDs7Ex5ebn68/LlyxbruLq6UlhYaLFcw+rqnDnGZ75p06af5Y3VwYMHGTlyJA4ODgAMGzaMrKwsxowZ02x5U/PHVH5r54+fnx/nzp2jc+fO2NrakpOTg6+vL3v37uXMmTOEhYUBxn0DZ86cYfTo0QwdOpSnn36aiRMntvithSnc3d3VsQDMtmtra6vm9+3bF51OZ9JAbu04gzFce8MXpAceeIBnnnkGgDVr1rB582aEEBQUFFBQUKAayKGhoapPupOTkyqr4UvJoEGD2jQuHYV0sZBI7mAMRUUU/n0hp8f+jrKvv0ZUVOC5dKkM+tFCrl4q5ezBDOpqa1tUPjt1F5veXEh9XR0Ax/7zbzYtWaTeP5KUyOa3XlXTWT9uZ+s7b6jpzB3f8e2yf6jpA99v4fsV76jp9IRNbP9wmZpO2/wvflj1vpre+/UX7PznypZ38GfCxsqGezrdwyP9H2H7o9v52/1/uyVD2BxxcXFkZmby3XffodPp8Pb2ZufOnXh7e9OtWzdcXFwYMmQIBw8e5JtvvuGDDz5Q64SHh5OcnGyxDTs7O6qqqjpE//Lycn744QdiYmI6RL4pFEVpdNVdm8PmqKqqws7OzmI5Dw+PRoa0TqdTjZ6OpMEwbw3NzR9T+a2dP35+fuzcuZPAwEACAwNJTEzEz88PgHHjxpGZmUlmZianTp1i5syZAGzfvp3nnnuOtLQ0Ro8e3fpBuIE33niDv/3tb43yTLVrY2OjllEUhfr6+kbpG2nLONvZ2antLlu2DBsbG5KTk9mxYwepqalkZmYycODARu1269atWVmrVq0iJSWFffv2tVqPjkQayBLJHYihqIjCRYuNhvHGjYjqajAYX2/ba7W3WbufFyEE4tqHbGX5ZU5lpFFVYTzxQXf6J7Z98C5XSo1+r9n//Q/vTX2Uy0UXADhzIJ1NSxZRUXapRW0ZaqrRXym/nq5umq5Cf8PJEIaqKqquXk/XVOlV3YzpxvcNVXqqrl5tlK6+IV2tr6S60rIP7c/Jvd3v/VkM4wYuXrwIwK5duygtLSU0NBR3d3fS09Oprq5Gr9dz4MAB+vbtS3R0NK+++qrqC7p7925Wr15tsY2AgIAWnWDRFtauXcuUKVMaGSh3KidPniQgIMBiuWHDhnH06FGKiorIy8sjPz+fwTccI7lgwQIWLFhwy/o4OjpSWlqqpkNCQkhJSaGiooKysjLS09Mbtdsczc0fU/mtnT9+fn7s2rULrVZLaGgoSUlJ+Pr6cv/997N7927y8/MBOHfuHDqdDiEEubm5jBo1itdff52cnByz/bWEk5MTjo6OatpUu5bo0aOHWgfaNs7NUV5ejouLC/b29hw9epRDhw61qF5oaCgff/wxTz/9NNXV1a1ut6OQLhYSyR3Ix7HPUI2AgV6N8m0NtfjfJp1M0Vpf2fr6OkS9oJO1NdWVFZzLOoh7v3txdOnJpcLzpH65jmHRj+Hq40v+sSP867W/8djfXsMrQEPRmVNseetVHl/8D7wGBlJVcZX840eounKFrs4udO/lSdCY8VhfW2H3DRnKE6+8hb1j8ysXTRkU8TsGRfxOTQeNnUDQ2Alqesj4SIaMj1TToROjCZ0YraaHPRTDsIeurxze/8jjjeSHPTalUTr8iamN0qP+5+kW6flz8lXUVz9rezNmzODUqVPY2Niwbt06FEUhPDyccePGERQUhJWVFTNnzsTf//pfgkajYf78+QwdOpTXXnvNYhuTJk0iKSnJ7CvkBubOncumTZsoKSnBy8uLlStXEhUV1Wx+ZGQkq1evZufOnS3ub2vk37g5qyXk5OQQHR1NaWkper2elJQU3njjDR588EEAkpKSLPprA9ja2rJkyRJGjBgBQHx8PFZW19fXmnPTaIv+sbGxREdH4+zszFdffYWPjw+xsbHcd999ACxcuNCiX2xz88dcPrR8/nh5eWFlZYVWq8Xa2pra2lr69OmDtbU1H374IZGRkdTW1tKlSxfWr1+PEILf//73lJeXU1dXxzvvvNNIXtP+tnZV3tXVtdl2LREXF8eMGTNYtGgR33//fZvGuTnGjx/PqlWrCAoKYuDAgYSEhLS47vDhwxk7diwvv/wyS5cubXXbHYHSlqX1OwWtVitu9Sw/ieRO5J3HJwHgaONCmGsU/y3aSrnBuEo69a0VWFl1ooeXMXx0Uc4ZrG1tcfbwuiF9D84eRv/kC2dOYWtnR/de19P32HfByb0XALpTJ+nc1REnN+OHc+GpE9g7OtHN1c2Y/ukEXZy649jT+IFZcPI4Ds49cHRxRQjBu09EmtT12X9uIHHVCgb9dhx9g0Mp0xWy5vnZTHj2zwT8ZjQX8/P45IU/8OAfX8R/xCguns9j89JXGDNzLn0GBVNeUsShH75HEzGW7r08qa6s4FJhAT08e2PTuXO7jusLX37bankdSXvpqijKfiFEo9cO+/fvFz/nBrI7Db1eT0REBCkpKVhbt9860bZt2/j888/ZsGFDu8nsSEaOHMmWLVtu6SxfieRuZ//+/SxevPj/gOe3bt2qvvKTLhYSyR1KJ8WG37jF0NWmB79xi6GTYnxl+8NH77Hr83+q5bZ/8C67N3yipr97bympG6+v3CYsW8Ker79Q05vfepW0zf9S05v+sZiMhE1q+qvXXubAtq1qeuPiBWT+8J2a/uLv8zn84w4A1fXBlK6drK0pLcin+prbgb2TE/c/8gQ9ehsPve/m5s7Upe/jFzIUgB6evXnmvdX0GWTc/OHo4srIp6arxv099l1w9+vfJuMYjKvazelq383JcuWfmbtJ17sNOzs79dV6ezJhwoS7xjguLi7mhRdekMaxRGICuYIskdyBvPP4JIb3jMLDvh/WVjbU1hsoqDzFnuKtPPnqW3SytsHNtx8A508cx9rWFre+xs0i+dlHse1sh6uP8XzO/GNHuKdLF3r26QtA3tEs7Lo64uLtA0DukSy6ODnRw8u4meXc4UwcnHvQw9O4Qp2TdRBHF1d1RToncz/d3Nzp3ssTUV/Pu09GmdT1TluVBbi44Tj6YxehVoC1gl1AD3o8dac5rhhpD13lCrJEIpGYRq4gSyR3ET4OGjzs/bC2Mq7EWlvZ4GHvR1+HQVgnGXC4bNyoUV9Th02yga7l19JVtdjuqqPrVWO6rsKA7e56HCqupa/UcE8KOOiN6dqyajqnQhd9V2P6oh67/1rhUG1MG4orsd/TiS6Ga2ldBfZpNnSpdbyWrmSC50zVOL6uaz98HDRUnyun6OMsDMXGcKrVZ8oo+jiL2ovGsKRVP10ypsuMGzOqTpRS9HEWdVeM4Vz1xy4a0xXGDYr6IyUUfZxFfZXxVIrKQ8XGdI1xx37FwSKKPs5C1BlXtisyLlD08fWABhc3ZqM/XGI0OAFqBfrDJVxNN25suZJynpJPj6rlr/wnn4ufH1PT5cl5XNxw/Hr6x1xKv8hW05d/yKH0Xyevp7ef5dKm6wffl313hkubr28OK0s4TVnCaTV9afMpyr47A8DVdB36Ixcb6Vp1vFTVVSKRSCQdhzSQJZI7kCDnB7C2anyUm7WVLYOdR90mjUzTxcZJNY4bsLayIcj5gdujkBmqjpZC05dmAsq359wOdcxSvj0H6hsrKwz1d6SuEolE8ktDulhIJHcgCc+9wiD7EY2M5Nr6Gg5XphK54u+3UbObuZt0vZqu4/LW0wjDDWeC2ljR7SE/HLQdf65ra2gvXaWLhUQikZhGulhIJHcRkSv+TtdgD7C+dhSRtULXYI87zuCEu0tXh6HudPZ3bqRrZ3/nO844hrtL1/bkpZdeQqPREBISwubNmwE4f/484eHhBAQEEBISQmJiIgDJyclotVrmzZvX6nYmT57corOQ582bh5ubmxoBzFJ+A/X19QQGBlJSUtJq+ab621a2bt3KkiVLGuUVFxczbty4FsvYuHEj/fv3Z8CAASQkJFgs/9Zbb6HRaAgICGDx4sUtamPZsmVUVla2WKfmaG7+mMpvy/x588031UAhjz322C3p2lqae46tYerUqQQHB+Pu7o6npyfBwcFqdMT2pD2e4x2BEOKuvUJDQ4VE8kulrrpWFLyZJvLm/0cUvJkm6qprb7dKJpG6dgztoSuQIZp8dmZkZLRZp5oLF0TBwkXi9EPRbZZhivT0dKHVaoXBYBDFxcXCy8tLlJeXC51OJzIzM4UQQuTk5AgPDw8hhBCTJ08Wer1evPjiiyI7O7vF7Rw5ckRERUW1qGxqaqpIT08XgYGBLcpvICEhQUybNq1N8k31t72ZPn262LVrl8Vy1dXVwsfHR+h0OnHu3Dnh6+sr6urqTJbPy8sTfn5+oqamRlRXV4u+ffuKM2fOWGynT58+ori4uFV9uBFT88dUfmvnz759+8Tw4cNFdXW1EEKIAwcOtFnX28nChQvFW2+91WHyb/U5/txkZGSIyMjINZGRkV3FDZ+Td+UKsqIokYqirLp06RIGg4Hq6mqqq6sxGAzo9Xrq6uqoqKhACMGVa1GvbvwphKCiooK6ujr0er1JGZWVlQghuHot0lVTWVevXqW+vp7Kykpqa2upqqqipqaGmpoaqqqqqK2tpbKykvr6erMyhBBUVlZa1Ef26dfVJ8XGCvvH+2LtZo/dZB+sbDvdsX3SG6roPtWfTj074/Q/92IQtXfsc6quq6H7VH+senamx/QAKqor79i5Z2XbyTgHXO3p8oQfohNtek7tQaPojl9/TXV2tuVKreT06dMEBwdjbW2Ni4sLnp6epKen4+bmRlBQEAB9+vRR+y+uuQg2/EMDqKiwHIlw/fr1PPzwwy3SKSwsDBeXm6MHmspv4P333yc2NrZN8k311xSLFi1i1KhR9OvXj7lz5zJgwACKi4sB46qht7c3zz333E31oqOjWbfu5mA+TUlLSyMwMBA3Nze8vb3p3bs3WVlZZuvU1taqc9TW1tZkmGGAnTt3EhwcTEFBAREREervAMuXL0ej0aDRaFi7dq3ZNk3NH1P5rZ0/586do2fPntheC0Q0ZMgQ9V5CQgLDhg0jODiYuLg4NX/p0qUEBATw2GOP0a9fPzWanoODg1rmgQceoMFd1FR/TT3HqKgogoKCCA0NZcWKFWbHxxzJycmMHTuWmJgYNBoNzz//vFn5Op2u0b2TJ0+afY53JTday3fbJVeQJRKJxDy0YAU5539+Ly59vUkIIUR9TY3I+Z/fi7ItW4QQQlSfOydOhI8UxwI14phmkDh270D1EkIIQ2mpyPmf34vyH/9tTBcVtVnXrKwsMWjQIFFRUSHOnTsnHB0dxfr16xuV2b59u/jd734nhBDixx9/FKGhoSIuLk4cO3ZMzJo1S3z77bcW2/nNb34jsrKyWqzX2bNnm10pNpV//PhxERYWdsvyhWjcX1MsXLhQvP322+KPf/yjePvtt0VsbKzYcu35CSHE2rVrxdy5c2+ql5+fb7LdG9m4caOYOXOm+PDDD8WXX34pHn/8cfH999+brfPuu++K7t27C0dHR7Fq1SqLbQhx88rj2bNnhZ+fn7hy5YooLS0VvXv3FhcuXDBZ39T8MZXf2vlz6dIl0a9fP6HVasWrr74qCgoKhBBCXLhwQQwdOlRUVFQIIYSIiYkRP/74o8jJyREDBgwQer1eHDt2TCiKIs6ePSuEEKJLly6q3FGjRon09HSL/W3uOebl5QkhhKipqRH9+/cXhYWFFse5uRXkpKQkYWdnJw4fPqz21Zz8mJgYsXLlSiGEEJcvX26k5y9lBVmGmpZIJBKJSQr+dwF111YjO5pBgwYxffp0wsLC8PT0JCIigs43BIXR6XS88MILbNmyBYDRo0fz7bff8u6777Jlyxbi4+Pp0qWLxXYKCwvp2bNnh/VjxYoVza7Ytpam/TWHs7Mz5eXl6s/Lly9brOPq6tpsmOimiGurqw3+qps2bWoUqrkpZWVlbNu2jbNnz2IwGBgxYgSTJk2iV69eFtu6kYMHDzJy5Eh1tXXYsGFkZWWZDBFuav6Yym/t/HFycuLw4cNs376dTZs2ERoayrFjx9i7dy9nzpwhLCwMML45OnPmDGVlZYSFhdG5c2f8/f3p06dPu/YXYM2aNWzevBkhBAUFBRQUFLQ6ZHUDoaGhqi+8k5OTWfnJyclqWGtHR0ccHR3b1OadzF3pYiGRSCSS9qPP55/h9IjR5UCxsaHP55/RLSoKAK/3luH05JMo99wDNjY31bXu3p0+n39G19ERxvQtGp5xcXFkZmby3XffodPp8PY2BrCpqqoiJiaGt99+Gz8/Y1Ccb775hg8++ECtEx4eTnJyssU27OzsqKqquiU9TVFeXs4PP/xATEzMLclprr/mUBSl0VVXV9eiNuzs7CyW8/DwaGRI63Q6s0bYzp078fb2plu3bri4uDBkyBAOHjxosZ2mNBjmrcHU/Gkuvy3zp3PnzkRHR/PZZ58RGhrK3r17ARg3bhyZmZlkZmZy6tQpZs6cCWDyi8SN+bW1tW3qb3JyMjt27CA1NZXMzEwGDhxIfX295YomaOoG097y7zakgSyRSCQSk1j37EmvhX+n385EnGJiTBrK7cXFixcB2LVrF6WlpYSGhiKEYNq0aTz11FOMHz9eLRsdHa2GjPb19WX37t2sXr3aYhsBAQEtOsGiLaxdu5YpU6ZgcwtjZKq/7c3JkycJCAiwWG7YsGEcPXqUoqIi8vLyyM/PZ/Dgwer9BQsWsGDBAjXt7u5Oeno61dXV6PV6Dhw4QN++fS224+joSGlpqZoOCQkhJSWFiooKysrKSE9Pb9RuczQ3f0zlt3b+nD17lp9+Mgb+0ev15OTk4Onpyf3338/u3bvV0OXnzp1Dp9MxZMgQUlNTqaqq4sSJE5w7d06V1a1bN0pLS9Hr9WRf8+dvbX/Ly8txcXHB3t6eo0ePcujQIbNj01rMyY+IiFB9pCsqKlSfd7j5Od6tSBcLiUQikVikwVDu+ewfKF75Ifo2rAi2hBkzZnDq1ClsbGxYt24diqKQkpLCpk2bOHHiBKtWrQLg+++/x8PDAwCNRsP8+fMZOnQor732msU2Jk2aRFJSktlX1w3MnTuXTZs2UVJSgpeXFytXriQqKqrZ/MjISFavXs3OnTtb3N/m5Dg7O5vtb0vJyckhOjpaNcRSUlJ44403ePDBBwFISkpi4sSJFuXY2tqyZMkSRowYAUB8fDxWVtfX15q6aYSHhzNu3DiCgoKwsrJi5syZ+PtbDpEeGxtLdHQ0zs7OfPXVV/j4+BAbG8t9990HwMKFC3F1dTUro7n5Yy4fWj5/9Ho906dPVzfDTp06lUGDBgHw4YcfEhkZSW1tLV26dGH9+vX4+fkxY8YMhgwZQkBAQKMvCfPnz2f8+PFotVp69+4NYLK/pp7j+PHjWbVqFUFBQQwcOJCQkBCLY9wazMlfvnw5s2fP5sMPP8TGxob169erbktNn2NbXT5uNzJQiEQikfyCkYFCbkav1xMREUFKSgrW1u23TrRt2zY+//xzNmzY0G4yO5KRI0eyZcsWnJ2db7cqvwo0Gg3ffvstPj4+t1sVyQ2YChRi8ZNBUZR7gEcBnxvLCyFe6QA9JRKJRCLpUOzs7NRX6+1prEyYMIEJEya0m7yOpLi4mBdeeEEaxxKJCVry1XkLcBnYD5g+iFEikUgkkruEsWPH3m4Vbis9e/YkOjr6dqvxq+LIkSO3WwVJK2iJgewlhOi4XQISiUQikUgkEskdREtOsfivoiiDOlwTiUQikUgkEonkDqAlK8jhwHRFUc5idLFQACGEMH/WikQikUgkEolEchfSEgP57thxIJFIJBKJRCKRtAMWXSyEEOeA3sDoa79XtqSeRCKRSCQSiURyN2LR0FUUZSEwH2gIk2MDrOtIpSQSiURy53AyTcenf03lgzn/5tO/pnIyTddhbb300ktoNBpCQkLYvHmzmj9v3jzc3NzQaDRqXnJyMlqtlnnz5rW6ncmTJ6vR9C5evIhWqyUoKIjg4OBG7ZoiLS2NwYMH4+/vz+TJk2+6X19fT2BgICUlJW2Sb2oc2sLWrVtZsmRJo7zi4mLGjRvXYhkbN26kf//+DBgwgISEBLNl29JfgGXLllFZWdlinZrD1Lg1l9+W+dOpUyeCg4MJDAzkiSeeQK/Xmyx74sQJgoODcXBw4E6J2dAa/c3h4+NDSUlJO2t3hyGEMHsBmRj9jg/ekJdlqd7PcYWGhgqJRCKRmAbIEE0+OzMyMlpc/8TeQvFRbJJY8f9+VK+PYpPEib2F7a5renq60Gq1wmAwiOLiYuHl5SXKy8uFEEKkpqaK9PR0ERgYqJafPHmy0Ov14sUXXxTZ2dktbufIkSMiKipKTdfU1IgrV64IIYQoLi4W7u7uoq6uzmT9+vp60b9/f7F7924hhBBFRUU3lUlISBDTpk1rk3xz49CeTJ8+XezatctiuerqauHj4yN0Op04d+6c8PX1Nat/a/vbQJ8+fURxcXHLO9AEU+NmKr8t86dLly5CCOMcePzxx8W7775rsc6oUaNEenp6m/vVnrRF/+a41Wd1J5GRkSEiIyPXREZGdhU3fE62xFWiRgghAAGgKEqXDrLVW4yiKJGKoqy6dOkSBoOB6upqqqurMRgM6PV66urq1FCQV64Yg6Lc+FMIQUVFBXV1dej1epMyKisrEUJw9erVm2QAXL16lfr6eiorK6mtraWqqoqamhpqamqoqqqitraWyspK6uvrzcoQQlBZWWlRH9kn2SfZJ9mntvTJEt+8c4Dj/zWGC66rq+ebdw5w4toq8Z7Np6mtqW9Uvramnt3/+gkA/dUavnnnAGezjKtJFZfbflz+6dOnCQ4OxtraGhcXFzw9PUlPTwcgLCwMFxeXRuXFtUiwDf/QACoqKiy2s379eh5++GE1bWNjg4ODAwCXL1+murqa2tpak/UzMjLo2bMn4eHhAGqI3Rt5//33iY2NbZN8c+PQHIsWLWLUqFH069ePuXPnMmDAAIqLiwGYOnUq3t7ePPfcczfVi46OZt06yy+E09LSCAwMxM3NDW9vb3r37k1WVpbJ8q3t786dOwkODqagoICIiAj1dzCGNNZoNGg0GtauXWtWT1PjZiq/rfMHQFEURo0apb6FiIqKIigoiNDQUFasWGGxfnP9MvccTclPTk5m7NixxMTEoNFoeP7559tVf0vyT58+TUhICD/99FOL2r2baMkmvY2KonwMOCmKMgt4GljdsWqZRwiRACRotdpZNjY2je41pLt0MdrxXbt2bfZnw307O7ub5DfIsLe3B1D/0JvKaMhvKNdcyNKGvJbKMKeP7JPsk+yT7FNb+nQrXL3UvMFbddVwy7KbEhAQwOuvv05lZSUlJSUcP34cnc60O8ecOXMIDw9n1KhRCCGYPXs2Dz30EBMnTjTbTmpqKk8++WSjvCtXrhAWFsaZM2dYs2YNtra2Juvn5ubi6urKhAkT0Ol0zJo1i2effVa9n52dzdWrV7kxnHdr5Ld2HMBo4OTm5uLt7c348ePZs2cPUVFRfPbZZ3zyySfNvuLXarW89NJLZuUC6HQ6evXqxUcffYSzszPu7u4UFhYSHBxssk5r+jtmzBgyMzPx8fEhKSlJ/SKUk5PD8uXLyczMxGAwEBQUxMSJE3F1dW1WjqlxGzRoULP5bZ0/AAaDge+//14tu3LlSry8vDAYDAQGBhITE4O7u3uzdU31C0w/R3PyU1NT2bdvHxqNhrKyMou6t1Z/U/Lz8/N55pln+PTTT+nfv3+L2r2bsGggCyHeVhRlLFDLpZS+AAAgAElEQVQO3Av8XQiR2OGaSSQSieRn4eEXQtTfO3WyapR2cL6Hq6U3G8kOzvcAYOdg26h8l273tFmPQYMGMX36dMLCwvD09CQiIoLOnTubLD969Gi+/fZb3n33XbZs2UJ8fLz6JcEchYWFN636du3alcOHD3P8+HFmz57No48+StMFmAaqqqpISkoiKysLJycntFot48ePx9fXF4AVK1bctGLbGvmtHQcAZ2dnysvL1Z+XL1+2OA6urq4UFhZaLNewujpnzhwANm3ahKIoZuu0pr+mOHjwICNHjlS/JA4bNoysrCzGjBnTbHlT42Yqvy3zR6/Xq18MHnjgAZ555hkA1qxZw+bNmxFCUFBQQEFBgUkD2VS/wPRzNCc/NDRU9c13cnJqd/1NyW/4MjFo0C8zVEaLTqMQQiQKIV4UQsyTxrFEIpH8ehj+kB/Wto3/VVjbWjH8Ib8OaS8uLo7MzEy+++47dDod3t7eJst+8803fPDBB2qd8PBwkpOTLbZhZ2dHVVVVs/f8/f2xsbHh0KFDJuu7ubnh7++Pt7c3jo6OhIaGkp2dDUB5eTk//PADMTExbZYPrRsHML4yv/Gqq6szWx6Mhn5zbySa4uHh0ciQ1ul0Jo2/prS0v83RYJi3BlPj1lx+W+aPnZ0dmZmZZGZmsmzZMmxsbEhOTmbHjh2kpqaSmZnJwIEDqa+/7pbU9MuEuX419xwtye/WrVuLx6ct+puSv2rVKlJSUti3b1+L27+bMGkgK4pyRVGUclPXz6mkRCKRSG4PA+5zJ2LKQHXF2MH5HiKmDGTAfS0zkFrLxYsXAdi1axelpaWN3BSaEh0dzauvvkp+fj6+vr7s3r2b1astewAGBASovpcA58+fV9vV6XQcO3YMT09P9f6CBQtYsGCBmh46dCi5ubmUlpZSU1PD4cOH1dXjtWvXMmXKlEarpa2V39pxaCsnT54kICDAYrlhw4Zx9OhRioqKyMvLIz8/n8GDr8cKa6q/pf6awtHRkdLSUjUdEhJCSkoKFRUVlJWVkZ6e3qjd5jA1bs3lt3X+NKW8vBwXFxfs7e05evToTV8GevToQX5+fpv7ZUn+rdJW+aGhoXz88cc8/fTTVFe3fe/BnYpJFwshRFcARVFeAXTA5xhPs5gC3Lpjm0QikUjuCgbc595hBnFTZsyYwalTp7CxsWHdunXq6tvcuXPZtGkTJSUleHl5sXLlSqKiogDQaDTMnz+foUOH8tprr1lsY9KkSSQlJamv6nNzc5k9ezYAdXV1/OMf/6BXr15q+aZuCN26dWPZsmWMHj0ag8HAU089xcCBAxFCsHr1anbu3NmofGvlmxuH1pCTk0N0dDSlpaXo9XpSUlJ44403ePDBBwFISkpqkb+tra0tS5YsYcSIEQDEx8djZXV9fa2p/pb6a4rY2Fiio6Nxdnbmq6++wsfHh9jYWO677z4AFi5caNL/uAFT42ZuPFs7f5oyfvx4Vq1aRVBQEAMHDiQkJKTR/bi4OGbMmMGiRYv4/vvvW90vS/JvlVuRP3z4cMaOHcvLL7/M0qVL21Wv241i6RWGoihpQoj7LOXdDrRarbhTzhaUSH7N1NTU8J///IeMjAyGDh3KyJEjzW7KuZ382nRVFGW/EEJ7Y97+/ftFR6xI3i3o9XoiIiJISUlpduNkW9m2bRuff/45GzZsaDeZHcnIkSPZsmULzs7Ot1sVieS2sX//fhYvXvx/wPNbt25Vj/5pySdDnaIoU4AvMB719iRg2blJIpH8KsjJyeHLL7/EYDBQW1vLnj17yMjI4PHHH8fHx+d2q9cIqasEjH6YDa/W23MsJ0yYwIQJE9pNXkdSXFzMCy+8II1jicQELdmk9xQwGbhw7XrsWp5EIvmVo9frSU5ORq/Xq+ec1tbWotfrOXDgABcvXiQxMZFLly4Bxn/KiYmJ6s7soqIiEhMTKS83bmvQ6XQkJiaqZwIXFBSQmJioRtc6f/48iYmJavSnvLw8EhMTVf+3c+fOkZiYiMFgPILs7NmzJCYmqrrt2rXLpK5g9Mn88ccf1f5lZ2eTlJSkpo8fP95oE8/Ro0f5z3/+o6YPHz5MSkqKms7KyuK///2vms7MzGTPnj1q+sCBA6SlpanpjIwM9bzbAwcOmNVVcmuMHTv2V/1Fo2fPnkRHR99uNSSSOxaLBrIQIkcI8ZAQwkUI0VMIES2EyPkZdJNIJD8zdXV1XLx4UT0sv6KigsTERM6fPw8YDdqlS5eqO/ZLS0vJyckxKa+8vJy0tDQ1YEVZWRlpaWmqAVxaWkpaWppqADekGwzgkpIS0tLS1BMHioqKSEtLo6amBoALFy6QlpamGsQ6nY60tDTVqCwsLCQtLU3dkW0prGpubm6jgAy5ubmNzo/NyclpZKCeOXOGgwcPqunTp0+TmZmppn/66adGARVOnjzJkSNH1PSJEyc4evSoms7OzubYsWNmdZRIJBJJx2PSB1lRlPe5Fj2vOYQQf+wopVqK9EGW/JJpL1/Z+vp66urqsLGxoa6ujqysLFxdXfH09KS6upr169cTGhpKUFAQV69e5e2332bChAncd999XLlyhfj4eCIjIxkyZAgVFRX8+9//JiQkBE9PT2pqati4cWOjEwEaGDx4MI888kh7DEW7sWnTpmYjgP2SdZU+yBKJRGIaUz7I5laQM4D9QGcgBPjp2hWM9EGWSDqUnJwc4uPj2bt3L1VVVezZs4f4+PhmV2vPnz/PhQsX1PT333+vrnIKIXjzzTdVNwErKysSEhLUVUobGxs6deqk7ki3t7cnOjqafv36AcYobi+//DJDhgwBjJHaIiMj1SObbG1tCQ8Px87OTt3sZG1tjZ2dXbvvtG4PQkJCpK4SiUQisYhJA1kI8akQ4lOgPxAhhHhfCPE+8FuMRrJEIukgzPmfrlu3jq1bt6plv/rqK3bv3q2mz58/r54lqigKo0aNws/PT03/8Y9/5IEHHgCMBvO0adPUSEhWVlYEBwfTo0cPtbyl46V8fHz485//zPDhw+ncuTPDhw/nz3/+8x3p3yl1vbPZsWMHwcHB6mVra0tmZiYXL15Eq9USFBREcHAwmzdvBiA5ORmtVsu8efNa3dbkyZMbvfl466230Gg0BAQEsHjxYov109LSGDx4MP7+/kyePPmm+/X19QQGBlJSUmJWzrx583Bzc1MjlYHxbzg8PJyAgABCQkJITLy1+Fxbt25lyZIljfKKi4sZN25ci+q3RZ+NGzfSv39/BgwYQEJCQovaWbZsmepu1VZeeuklNBoNISEh6jwxpU9b5s+bb75JYGAggYGBPPbYY2q+j4+PxWfdEhqi67UnGo3GrCucxARCCLMXcAJwviHdHThhqZ4FmU7AV0A2cBwYDjgDiRhXqROB7pbkhIaGConkl8jXX38tFi5ceNP19ddfix9//FHs2bNHLZubmyuKi4tvo7aSOxkgQzT57MzIyGhx/ZWzpoi3J0+86Vo5a0oHaWykoKBA9OvXTwghRE1Njbhy5YoQQoji4mLh7u4u6urqxOTJk4VerxcvvviiyM7ObrHsI0eOiKioKDWdl5cn/Pz8RE1NjaiurhZ9+/YVZ86cMVm/vr5e9O/fX+zevVsIIURRUdFNZRISEsS0adMs6pKamirS09NFYGCgmqfT6URmZqYQQoicnBzh4eHR0q61iunTp4tdu3ZZLNdafaqrq4WPj4/Q6XTi3LlzwtfXV9TV1Vlsp0+fPrf0WZaeni60Wq0wGAyiuLhYeHl5ifLycpP6tHb+7Nu3TwwfPlxUV1cLIYQ4cOBAu+neQJcuXW5ZRlMCAwPF2bNn213uL4WMjAwRGRm5JjIysqu44XOyJadYLAEOKoryiaIonwAHgDdu0S5/D9guhBgIBF0zkv8X+FEI0R/48VpaIpE0YfTo0dx///1qunfv3ri4uNxGjSS/ZCovl7Uqv7344osv1HDNNjY26sra5cuXqa6upra2Vg3ZK64vvqgbTM2xfv16Hn744UZ5tbW1VFdXU11dja2trdnwvRkZGfTs2ZPw8HDAeCJEU95//31iY2Mt6hIWFnbT36+bmxtBQUEA9OnTB4PBYDZS2aJFixg1ahT9+vVj7ty5DBgwgOLiYgCmTp2Kt7c3zz333E31oqOjWbdunUUdW6tPWloagYGBuLm54e3tTe/evZv1p29g586dBAcHU1BQQEREhPo7wPLly9FoNGg0GtauXWtWz9OnTxMcHIy1tTUuLi54enqSnp5uUp/Wzp9z587Rs2dPdS9Ig+tZUx1CQkL46aefSEhIYMqUKeq9v//97yxbtsxsH0xhahwcHBxYsGABgYGBzJo1S81funQp/v7+PPbYY43CqkdFRREUFERoaCgrVqxoky6/FlpyisVa4D7gm2vXcGF0vWgTiqI4Ar8B1lyTXyOEKAMeAhrkfgrI82ckv1qk/6nk5+TLxf/LkWRj9Le62lq+XPy/HNudZKGWkcryy3y5+H85vd94XF1F2aV20Wn9+vU88cQTavrKlSsMGjSIwYMHs3LlSmxtbZkzZw7h4eHU19cjhGD27NmNjuEzRWpqaqPQzV5eXvzpT3/C29sbLy8vi+cD5+bm4urqyoQJExgyZAgrV65sdD87O5urV6+2S3joHTt2MGTIEO655x6z5aKiopg4cSK+vr6MHz9ePU7ws88+45VXXmm2jlarbXQMYXvpo9Pp6NWrFx999BEbN27E3d292WiBDYwZM4bMzEw8PDxISkpSf8/JyWH58uXs3buX3bt3s3DhQoqKikzKCQgIUE/Fyc3N5fjx4+h0OpP6tHb+jBkzhmPHjqkR95r2KT8/n8mTJ/Ppp5/Sv39/JkyYwJ49e1Sj+1//+hdPPvmkSfmmMDcOFRUVREZGkpmZyY4dOygoKCAnJ4fVq1dz4MABFi1axJkzZ1RZK1eu5NChQ+zdu5fly5ej0+larc+vBZOBQhRFGSiEyFYUpeE/ct61nx6KongIIdp6GKcvUAysVRQlCONGwD8BbkKIQgAhRKGiKM3GXVQUZTYwG8DT01P61Uh+sTz66KMcOnSIEydOMHDgQAYPHgwg57zkF8/JkyepqKhQVy0BunbtyuHDhzl+/DizZ8/m0UcfZfTo0Xz77be8++67bNmyhfj4eLp06WJRfmFhYaNV37KyMrZt28bZs2cxGAyMGDGCSZMmmQyPXFVVRVJSEllZWTg5OaHVahk/fjy+vr4ArFixotkV29ai0+l44YUX2LJli8Wyzs7OlJeXqz8bzho3h6urq1nDta36NKzGzpkzBzCeyNKWUNkHDx5k5MiR6tuDYcOGkZWVpYYIb8qgQYOYPn06YWFheHp6EhERQefOndW9HE31ae38cXJy4vDhw2zfvp1NmzYRGhrKsWPHcHJyAuChhx5i4sSJ6p4Oa2trHnroITZv3kz//v3x9fXFzc2tXcfB1taWsLAwAPr27YtOpyMnJ0fdPB0YGEifPn1UWWvWrGHz5s0IISgoKKCgoAB3958njPzdhrlIenEYDdF3mrkngNG30GYIECuESFMU5T1a4U4hhFgFrALjMW+/5A0rEknDaRISSUfy+MLrG7g6WVs3SlvC3rFbo/JdnLrfsj5NV49vxN/fHxsbGw4dOkReXh4HDhwgLi6O559/nvDwcOLj49VNqKaws7Nr9Np5586deHt7q24VQ4YM4eDBgyYNZDc3N/z9/fH29gYgNDSU7OxsfH19KS8v54cffiA+Pr4NPb9OVVUVMTExvP322+omW3M0bKhtuOrqLB82VVVVhZ2dXbvr4+Hh0cjw1ul0bTLCGgzt1hAXF0dcXBwA999/P97e3lRVVTWrzzfffNPq+dO5c2eio6OJjo4mMjKSvXv3Mn78eABWrVrFiy++yL59+xg2bBgA06ZN469//Sv9+/dn6tSpre4PmB8HGxsb9XdFUaivr79pc3VD/eTkZHbs2EFqair29vZotVr1jHjJzZg7xWL2tZ8RzVxtNY4B8oF8IURD+KivMBrMFxRF6QVw7afp9ygSiUQi+cWyYcOGRgby+fPnuXjxImA0bo4dO4anpyfR0dFqyGhfX192797N6tWrLcoPCAhodIKFu7s76enpVFdXq6fF9O3bV72/YMECFixYoKaHDh1Kbm4upaWl1NTUcPjwYXX1eO3atUyZMqWR4dJahBBMmzaNp556SjW+OoKTJ08SEBBwy/o0HZ9hw4Zx9OhRioqKyMvLIz8/X30DZg5HR0f1BB4wupqlpKRQUVFBWVkZ6enpFuU0zJNdu3ZRWlpKaGioSX1aO3/Onj3LTz/9BBiDDuXk5KhHXoLxi9LHH3/M008/rfpoBwcHc+HCBRISEoiKirI4Bs3R2nEICQkhNTWVqqoqjh07Rm5uLmAM3OTi4oK9vT1Hjx7l0KFDbdLn14K5FeRmURRlLPAXIcTYtjQohNApipKnKMq9QogTGI+NO3btmoZxU+A0wPI7JYlEIpF0KPbdnJrdkGffzalD2ktLS8PBwYF7771XzcvNzWX27NmAMdrjP/7xj0aruxqNhvnz56u+oZaYNGkSSUlJ6qv68PBwxo0bR1BQEFZWVsycORN/f3+1fFM3hG7durFs2TJGjx6NwWDgqaeeYuDAgQghWL16NTt37mxxf+fOncumTZsoKSnBy8uLlStX4uzszKZNmzhx4gSrVq0CjOebe3h4tFguGN2xoqOjKS0tRa/Xk5KSwhtvvMGDDz4IQFJSEhMnTrQoJzU11aw+TcfH1taWJUuWMGLECADi4+PVs9bNERsbS3R0NM7Oznz11Vf4+PgQGxvLfffdB8DChQtxdW3W+1JlxowZnDp1ChsbG9atW4eiKBb1aen80ev1TJ8+nYqKCoQQTJ06VXWnaGD48OGMHTuWl19+maVLlwLwyCOPcOLEiRat1ldWVuLl5aWm//rXv/Lss8+2ahz69OnDM888w5AhQwgICFC/7I0fP55Vq1YRFBTEwIED5Z4WC5iLpDca+AjwADZjPLniM0ABXhdCbGpzo4oSDPwTsAXOADMwrmZvBLyBXOAxIUSpSSHISHoSiURiCRlJ72b0ej0RERGkpKSoG2Hbg23btvH555+zYcOGdpPZkYwcOZItW7aY3ZAouXUefPBB4uLiTPpOS24vpiLpmftkeAejD/IeYAKwF3hZCPHerSojhMgEtM3c+u2typZIJBKJxBx2dnbqq/X23McyYcIEJkyY0G7yOpLi4mKLp3VIbo2LFy8yfPhwhg8fzm9/K82buw1zBrIQQiRf+32zoijF7WEcSyQSiURyuxk7tk1egr8YevbsSXS0PE21I+nRowcnT5683WpI2og5A9lJUZRHbkgrN6ZvxcVCIpFIJBKJRCK5UzFnIO8CIk2kBSANZIlEIpFIJBLJLw6TBrIQYsbPqYhEIpFIJBKJRHInYPncFYlEIpFIJBKJ5FeENJAlEolEYhHDhQp08fsxXKi43apIJBJJhyMNZIlEIpGYpb6mjpK1R6ktqqRk7VHqayyHMW4LO3bsIDg4WL1sbW3JzMwEYN68ebi5uaHRaNTyycnJaLVa5s2b1+q2Jk+erEbTu3jxIlqtlqCgIIKDg9m8ebPF+i+99BIajYaQkJBmy9fX1xMYGEhJSQkAnTp1Uvv1xz/+sUU6XrlyBQ8PD95+++1W9Oxmtm7dypIljcOHFxcXM27cuBbLaG78zbFx40b69+/PgAEDSEhIaFGdZcuWUVlZ2WKdmsPUc2lOn7bMHwcHh1vSzxxTp04lODgYd3d3PD09CQ4OZs6cOR3WXnvTo0cPampq1HR9fX27HCOo0WjIycm5ZTmtRghh8QI0wGRgasPVknodfYWGhgqJRCKRmAbIEE0+OzMyMlolo2T9MZH30m6RN/8/Iu+l3aJk/bEO0LQxBQUFol+/fmo6NTVVpKeni8DAQDVv8uTJQq/XixdffFFkZ2e3WPaRI0dEVFSUmq6pqRFXrlwRQghRXFws3N3dRV1dncn66enpQqvVCoPBIIqLi4WXl5coLy9vVCYhIUFMmzZNTXfp0qXF+jXwl7/8RUyaNEm89dZbra7bEqZPny527drVorLNjb8pqqurhY+Pj9DpdOLcuXPC19fX7Hg20KdPH1FcXNwifZrD1HMxpU9b5k9bnmNrWbhwYYc9844kNDRUnD17Vk2fP39eBAcH37LcwMDARnLbm4yMDBEZGbkmMjKyq7jhc9LiCrKiKAuB969dEcBSoG0BxSUSiURyx1H0cRYVGRcAEHX1xvTBIgCu7ClAf7gEaq9FXa0V6A+XcGnzTwDUVRgo+jgL/bGLxvSVmpsbaANffPEFMTExajosLAwXF5dGZcS1SLAN/9AAKiosu4CsX7+ehx9+WE3b2NioK4OXL1+murqa2tpak/VPnz5NcHAw1tbWuLi44OnpSXp6eqMy77//PrGxsRZ1McXJkycpLi6mJREPFy1axKhRo+jXrx9z585lwIABFBcXA8ZVSW9vb5577rmb6kVHR7Nu3boW6dPc+JsiLS2NwMBA3Nzc8Pb2pnfv3mRlZZksv3PnToKDgykoKCAiIkL9HWD58uVoNBo0Gg1r1641266p52JKn7bOn+Ywped7772Hv78/gwcPZv78+W2SDcbV7rFjxxITE4NGo+H5558HICoqiqCgIEJDQ1mxYoVa3sHBgQULFhAYGMisWbPUfJ1O16hOwznN7aG/n58f+fn5zJw5k1mzZpGfn4+vr69Z+abyly5dir+/P4899hhVVVVt0udWaUmMzRggCDgohJihKIobxjDREolEIvmFc2VnrvFgzxsRUJlZTPfo/h3W7vr161mzZo3ZMnPmzCE8PJxRo0YhhGD27Nk89NBDTJw40Wy91NRUnnzyyUZ5V65cISwsjDNnzrBmzRpsbW1N1g8ICOD111+nsrKSkpISjh8/jk6nU+9nZ2dz9erVRsZtVVUVISEh2NnZ8eabb/Kb3/zGrI7z589n2bJlFo3CBqKiosjNzcXb25vx48ezZ88eoqKi+Oyzz/jkk0/IyMi4qY5Wq+Wll15qkfzWoNPp6NWrFx999BHOzs64u7tTWFhIcHBws+XHjBlDZmYmPj4+JCUlqYZ4Tk4Oy5cvJzMzE4PBQFBQEBMnTsTV1bVZOaaei42NTbP6tHX+NMWcngsXLiQvL4+uXbtSVFTUuoFsQmpqKvv27UOj0VBWVgbAypUr8fLywmAwEBgYSExMDO7u7lRUVBAZGckrr7yCn58fBQUFeHh4EBsby4QJE/jDH/5AeXk5VVVV7aa/n58f58+fJy8vD1tbW/Lz8/Hz8zMpv7Ky0mT+6tWrycrK4syZMwwaNEhtoz3H0xIt8UHWCyHqgVpFURyBIsC3Q7WygKIokYqirLp06RIGg4Hq6mqqq6sxGAzo9Xrq6uqoqKhACMGVK8aw2jf+FEJQUVFBXV0der3epIzKykqEEFy9evUmGQBXr16lvr6eyspKamtrqaqqoqamhpqaGqqqqqitraWyspL6+nqzMoQQVFZWWtRH9kn2SfZJ9qktfbKE6/8bTBetGwBKJytjeojRCHEc74Ni0/hfhWJjRbdJxn8DnbrY4Pr/BmMX0MOY7mrasGwpJ0+epKKigqCgILPlRo8ezbfffkunTp3YsmUL8fHxLTJuCgsL6dmzZ6O8rl27cvjwYTIyMvjggw8wGAwm6w8aNIjp06cTFhbGH/7wByIiIujcubN6f8WKFTet2Obn53PgwAGWLVvGU089hV6vNyk/ISGBAQMG0KdPH4t9acDZ2RknJyecnZ3p3r07ly9ftljH1dWVwsLCFrfRUhpWY+fMmcPkyZMBUBSl1XIOHjzIyJEjcXBwoHv37gwbNszsSrSp52JKn7bOn9boOXToUJ5++mk++eQT7rnnnlbLvpHQ0FDVB9zJyQmANWvWMGTIEIYOHUpBQYG68m5ra0tYWBg2Njb07dtX/QKXnJzMM888A4CjoyOurq7tpr+fnx/nzp2jc+fOdO7cmZycHHx9fU3KN5V/4MABwsPDsbOzIzAwsNHfQXuOpyVasoKcoSiKE7Aa2A9cBfZ1qFYWEEIkAAlarXaWjY1No3sN6S5dugDGD73mfjbct7Ozu0l+gwx7e3vgulN+UxkN+Q3lrK1vHs6GvJbKMKeP7JPsk+yT7FNb+nQrOAx1p/qnS0YXiloB1gqd/Z1x0LrfsmxTrF+/nieeeMJiuW+++YYDBw4QFxfH888/T3h4OPHx8TzwwANm69nZ2TV6bXsj/v7+2NjYcOjQIbRarUkZcXFxxMXFAXD//ffj7e0NQHl5OT/88APx8fGNyru7G8dr6NCh9OrVi3PnzjFw4MBmZaelpfH111+zZcsWSkpKsLKyolevXkyZMsWkPoqiNLrq6ixvpKyqqmp2Pt0qHh4ejQxvnU6n9r81NBi2raG551JVVdWsPm2dP63Rc/v27aSkpPDFF1/w/vvvs3///lb3qYFu3bo1SicnJ7Njxw5SU1Oxt7dHq9VSX18PXP9MAOPcaMjvSP39/Pz48ssv0Wq12NrakpiYSFxcnMkv6qbabZjDzZVrz/G0hMUVZCHEs0KIMiHER8BYYJqQQUQkEonkV0P3mAF0cjCuDHdysKV7zIAObW/Dhg0tMpCjo6N59dVXVV/H3bt3s3r1aov1AgIC1BMsAM6fP8/Fi0Yfap1Ox7Fjx/D09FTvL1iwgAULFjSS0VB+165dlJaWqu4Ua9euZcqUKY0MlNLSUnXFOCcnh4KCAtWgbk7+a6+9xqlTp8jOzua5557jL3/5i1njuK2cPHmSgICAW5bTVP9hw4Zx9OhRioqKyMvLIz8/n8GDB1uU4+joSGlpqZoOCQkhJSWFiooKysrKSE9PtyinuediSp+2zp+mmNJTCEFubi6jRo3i9ddfb/eTGMrLy3FxccHe3p6jR49y6NAhi3UiIiJUt52KigqKi4vbTX8/Pz927dqFVqslNDSUpFdU0qwAACAASURBVKQkfH19Tco3l5+amkpVVRXHjh0jNzcXoMPHsykWV5AVoxk/BfAVQryiKIq3oijDhBC3dRVZIpFIJD8PVradcJkRyMUN2fR4aiBWtp06rK20tDQcHBy49957G+XPnTuXTZs2UVJSgpeXFytXriQqyrhfXKPRMH/+fIYOHcprr71msY1JkyaRlJTEmDFjAMjNzWX27NkA1NXV8Y9//INevXqp5ZtzQ5gxYwanTp3CxsaGdevWoSgKQghWr17Nzp07G5XNzs5mxowZ3HPPPXTq1Il//vOf6hsBU/Lbg5ycHKKjo1UDPSUlhTfeeIMHH3wQgKSkpBa7FJgb/6b629rasmTJEkaMGAFAfHw8VlaWPTpjY2OJjo7G2dmZr776Ch8fH2JjY7nvvvsAo/+pKf/jBpp7Lpb0ac38qaysxMvLS03/9a9/5dlnn21Wz/r6en7/+99TXl5OXV0d77zzjsUxaA3jx49n1apVBAUFMXDgQEJCQizWWb58ObNnz+bDDz/ExsaG9evXM2DAgHbR38vLCysrK7RaLdbW1tTW1tKnTx+sra1NPkdT+c888wxDhgwhICCAvn37AkYDuSPHsymKpVcYiqJ8CNQDo4UQ/oqidAd+EEIM7VDNWoBWqxXNbTyQSCQSiRFFUfYLIRr5Cuzfv1+05HSEXyp6vZ6IiAhSUlKadXtpK9u2bePzzz9nw4YN7SazIxk5ciRbtmxpl7NqJZK7lf3797N48eL/A57funWr6g/Skk169wkh5gJVAEKIS8Ct78KQSCQSieQ2YGdnp75ab08mTJhw1xjHxcXFvPDCC9I4lkhM0JKvzgZFUTpx7aAfRVF6YlxRlkgkEonkrmTs2LG3W4XbSs+ePYmOjr7dakgkdywtWUFeDnwDuCqK8jqQArzRoVpJJBKJRCKRSCS3CYsryEKI9Yqi7Ad+CyhAtBDieIdrJpFIJBKJRCKR3AbMGsiKolgBWUIIDZD986gkkUgkEolEIpHcPsy6WFyLoHdIURRvc+UkEolEImkP0tLSGDx4MP7+/mrUs/PnzxMeHk5AQAAhISEkJiYCxkAJWq2WefPmtbqdyZMnNzoL2RTz5s3Dzc1NjWBmKb+B+vp6AgMDKSkpaZP8t956C41GQ0BAAIsXL7aopzm2bt3KkiVLGuUV/3/23j+uqirf/39uFRRRVEJAUFRU4scRjnCkSeEWjF4xxcGb49yL31LnljmjlqnleJvHhdJpSrvpkNIPc5wp7ds45S+sRrPAgJQAOSAq/ggREU4gqCBwDr/W548jJ49yOAeEsFrPx2M/zll7r/Ver7X34vDea6+93hUVTJs2zWYbvXv3Rq1Wo1arefrpp63mt3Z+2mLTpk3U1dXZnL8tXnjhBVQqFcHBwezdu9e0f9euXYwbNw4fHx+SkpKAzvWf1sA93cGZM2dQq9UMGDCgzdDgkh8YIUS7G/AlUAN8Aexv3ayV+yG2kJAQIZFIJBLLAFnitt/OrKysDtkwGAzi888/F3/+85/F4cOHhcFg6AalQrS0tIhx48aJ1NRUIYQQ5eXlQgghdDqd0Gq1QgghioqKhIeHhxBCiLlz54r6+nrx3HPPiYKCApvryc/PF7NmzbIpb3p6usjMzBQBAQE27W8lKSlJzJ8/v1P2L126JMaMGSMaGhqEwWAQo0ePFoWFhTbp7QgLFiwQR44csSmvo6Njh2xbOz9tMXLkSFFRUdGhem4lMzNTaDQa0djYKCoqKsTw4cNFdXW1MBgMYtSoUUKn04mLFy8Kb29v0dzc3Kn+09Hz0BkeeughkZmZ2e31SIxkZWWJ6OjobdHR0QPFLb+Ttryk9yIwE3gJ+L9bNolEIpH8xCkqKmLjxo0cO3YMvV7P0aNH2bhxY7dEscrKymLo0KGEhYUBxpUWANzc3AgKCgJg5MiRNDY2YjAYTCFoW/+hgTE6mDV27tzJ7NmzbdI0adIkXFxcbN7fyhtvvMGyZcs6bb+pqQmDwYDBYMDe3v6OMMO3Eh8fz0MPPcTYsWNZsmQJPj4+VFRUAPD444/j5eXF0qVL7ygXExPDjh07rGrsDNbOz60cPnwYtVpNaWkpERERpu9gDGyhUqlQqVSmCHCW+Pbbb1Gr1fTp0wcXFxc8PT3JzMwkIyODgIAA3Nzc8PLyYsSIEeTl5XW6/7RFWzqTkpLMIiD+7//+L5s2bepwuwBmzZpFUFAQISEhbN68uVMaJR3DllDTR27dgCZgbvdLk0gkEskPwfbt28nJyQGMkeS2b99uClublZVFfX09TU1NgNFxq6+v58svvwSMDsX27ds5c+YMADU1NW3UYBvFxcW4uroyffp0JkyYQGJi4h15Dh48yIQJE+jbty+LFy8mLCyMlpYWhBAsWrSIlJQUq/Wkp6fTnYFSCgoKuHHjRqfrGD58OM888wxeXl4MHz7cpvWKZ82axYwZM/D29iYqKoqjR48C8N577/HSSy+1WUaj0fD111/bpEmv1xMcHMzkyZP56quvOtYgK0yZMgWtVouHhwfJycmm70VFRSQkJHDs2DFSU1OJi4ujvLzcoh1/f38yMjKoq6ujuLiY06dPo9Pp0Ol0DBs2jLfeeotdu3bh7u5OWVlZp/vP7VjSOX36dI4ePWpyuv/5z3/yX//1Xx1uF0BiYiK5ubkcO3aMhIQEdDpdh3VKOoZNIYQURVEDsRgd4wvAx90pSiKRSCQ/P/R6PcnJyeTl5TF48GA0Gg1RUVF4e3sDoNPpWLlyJfv27QMgMjKSAwcO8Prrr7Nv3z42btyIo6Oj1XrKyspMo9PdwebNm9scsbWVa9eu8dlnn3HhwgUaGxuZPHkyM2fONAt/fTvOzs5UV1ebPq9fv261HldXV5vDXJeUlODu7k5mZiazZ8/m3LlzODg42NymzpCTk0N4eLhp3m9oaCh5eXmmEOG3M378eBYsWMCkSZPw9PQkIiKCfv36mW7uFi9eDMDu3btRFKXT/acjOn/1q1+xd+9exo0bh7e3N25ubuzZs6dD7QLYtm0be/fuRQhBaWkppaWluLu7d1irxHYsjiAriuKjKMr/KopyGtgMXMIYmjpCCCHH9yUSieQnwsKFC5kwYQJgfBlr4cKFpikNvXq1/W9i8ODBADg6OrJw4ULuv/9+AAYOHNhpHW5ubvj5+eHl5YWTkxMhISEUFBgXUNLr9cyZM4fXXnuNMWPGALBnzx62bNnCihUr0Gq1hIWF2TQC6ODggF6v77TO9qiurubQoUPMmTOn0zYOHz6Ml5cXgwYNwsXFhQkTJphG+C2hKIrZ1tzcbLUevV5vs5Pb6oxNnDiRYcOGcfHiRZvK3Q2t0x46Qmtf+OSTT9DpdHh5eeHh4WF2I6DT6XB3d+90/+mIzvnz57Nz50527tzJ448/blO7FEUxS6ekpHDw4EHS09PRarX4+vrS0iLjtXU37U2xKMC49nG0ECJMCPEGYP0v7gdAUZRoRVHeuXr1qmkumsFgoLGxkfr6epqbm6mtrUUIYXrcd+unEILa2lqam5upr6+3aKOurg4hBDdu3LjDBsCNGzdoaWmhrq6OpqYm9Ho9DQ0NNDQ0oNfraWpqoq6ujpaWlnZtCCGoq6uzqke2SbZJtkm2qTNtuhuCg4NxcHCgTx/jA8c+ffrg4OBAcHDwXdu+nYkTJ1JcXExVVRUNDQ2cOHECb29vhBDMnz+f2NhYoqKiTPljYmJMIaO9vb1JTU1l69atVuvx9/e3aQWLzrB9+3bmzZuHnZ1dp220jtQaDAbq6+s5fvw4o0eP7kKVRs6ePYu/v7/VfFVVVdTX1wPG6QSlpaV4eX2/uNWaNWtYs2bNXetxcnKiqqrKlA4ODiYtLY3a2lquXbtGZmYmgYGB7dqorKwE4MiRI1RVVRESEkJoaCgnT56kvLycS5cuUVJSQmBgYKf7z+20p1OtVvPdd9+RlJTErFmzbGrXfffdZxYGvbq6GhcXF/r378/JkydN058k3cytb+zdugGzgX9gHDneitFZvmApf09schULiUQiaR+6aBWLw4cPd/sqFkIIsWvXLhEUFCT8/f3FunXrhBBCpKamij59+oigoCDTdvnyZVOZ+vp6ERkZKXx9fcVHH31ktY4dO3aI//mf/7FJz+9//3vh7u4u+vTpIzw9PcW+ffss7m9paREBAQGirKzM5vZasv/cc8+J+++/X/j5+YlXX321XRtxcXFi+/btd3xeuHBBBAUFiREjRggXFxcRFBQkPvnkE1O5DRs2iE2bNlnVmJ6eLnx8fMT48eOFWq0Wn376qdnx+fPn37Fih6V2tcc777wj/Pz8xOTJk03n8C9/+YsICAgQAQEBYtu2bVZtREdHCz8/PxEYGCgyMjJM+z/88EMxduxYMXbsWLF//36zMh3pP4qiCE9PT9O2ZcsWqzrXrVsnHnvsMbN97eVvPd+t/dxgMIgZM2aIwMBAMXfuXBEaGipXuehCLK1ioQjrQ/2OQAzwX0Ak8HdgjxDiUPe57bah0WiEXCtQIpFILKMoSrYQQnPrvuzsbNGdL6nd69TX1xMREUFaWpppZLwr+Oyzz3j//ff54IMPusxmdxIeHs6+ffusvgAouTseeeQRVqxY0e4cY0nPkZ2dzYsvvvhXYPn+/ftNj91sWcWiVgixUwgxExgOaIE/dJ9UiUQikUi6DwcHB9Oj9a5k+vTpPxrnuKKiwqbVMSSdp7KyEh8fH4YOHcovf/nLnpYj6SAdunUWQlQBb9/cJBKJRCL5UTJ16tSeltCjDB06lJiYmJ6W8ZPmvvvu4+zZsz0tQ9JJbAkUIpFIJBKJRCKR/Gxob5m3vj+kEIlEIpFIJBKJ5F6gvRHkowCKorz/A2mRSCQSiUQikUh6nPbmINsrijIfmKQoyn/cflAIsbv7ZEkkEolEIpFIJD1DeyPIi4FfAIOB6Nu2md0vTSKRSCQ/JyorK9FoNAQFBaFWq9m7dy8ABw8eRK1WmzZ7e3u0Wi0pKSloNBpWrVrV4brmzp1rChZiqd72yMjIIDAwED8/P+bOnXvH8ZaWFgICArhy5QoAL7zwAiqViuDg4C6x3xH279/PK6+8YravoqKCadOm2Wyjd+/epvP/9NNPW82/atUq3NzcUKlUNtexadMm6urqbM7fFpbO865duxg3bhw+Pj4kJSUBdLj/LFiwgJEjRwLQ3NyMi4sLS5cupaGhAbVajbu7O56enmg0xlUVH3/8cbP9arXaFO66o5w9e5bw8HD8/f2ZMGECxcXFnbLTGt66I7TVf25FpVJRVFTUKT33NMJKMA7gv63l6alNBgqRSCSS9uEuA4UUFb0lKqu+NttXWfW1KCp6qytlCiGEaGhoEDU1NUIIISoqKoS7u7tobm42y1NaWirGjh0rhBBi7ty5or6+Xjz33HOioKDA5nry8/PFrFmzOlTvrbS0tIhx48aJ1NRUIYQQ5eXld+RJSkoyBc/IzMwUGo1GNDY2ioqKCjF8+HBRXV19V/a7ggULFogjR47YlNfR0bFDttPT00VmZqYICAiwuczIkSNFRUVFh+q5FUvn2WAwiFGjRgmdTicuXrwovL29RXNzc4f7z/z584W/v7/QarXiyJEjIiAgQCxZssR0PC4uTmzYsOGOcpb2d4TQ0FBTf7h8+bK4cuVKp+x09DraQkBAgLhw4UKX2/2hsBQoxJZVLN5XFOVpRVE+urktUxSl8zE0JRKJRPKjYaBTIPn5T1N19SgAVVePkp//NAOd2g/52xns7OxMI1zXr1/HYDDQ1NRklufDDz9kzpw5AK2DOLcO6FBbW2u1np07dzJ79uwO1XsrWVlZDB06lLCwMMC4ZNrtvPHGGyxbtgyAb7/9FrVaTZ8+fXBxccHT05PMzMy7sn8r8fHxPPTQQ4wdO5YlS5bg4+NDRUUFYBzF9PLyYunSpXeUi4mJYceOHe3a7iyTJk3CxcXFpryHDx9GrVZTWlpKRESE6TtAQkICKpUKlUrF9u3b27Vj6TxnZGQQEBCAm5sbXl5ejBgxgry8vE71n1mzZrF//372799vCh3d3eTm5tK3b19Tf/Dw8OC+++4z6QkKCiIkJITNmzcD7fcHIQRPPvkkKpWKZ555xlRHSkoKU6dOZc6cOahUKpYvXw5Y7j/r16/Hz8+PX//61+j1etP+DRs24Ovry6xZsxgzZoxpZDkpKYnQ0FDUajUrVqzonhPVxdjiICcCITc/E4Fg4M3uFCWRSCSSH47s47GUln0EQEtLI9nHYynTGR9PD3JSY2/vSl7eU3xbuJH8/GXY27vS1FgNQENDFdnHY6m48gUABkPFXWmpqalh/PjxBAYGkpiYiL29vdnxnTt38p//+Z8ALF68mLCwMFpaWhBCsGjRIlJSUqzWkZ6ezu2RBK3VeyvFxcW4uroyffp0JkyYQGJiotnxgoICbty4YarD39+fjIwM6urqKC4u5vTp0+h0uk7bb4tZs2YxY8YMvL29iYqK4uhR4w3Ne++9x0svvdRmGY1Gw9dff23VNoBeryc4OJjJkyfz1Vdf2VTGVqZMmYJWq8XDw4Pk5GTT96KiIhISEjh27BipqanExcVRXl5u0Y6l86zT6Rg2bBhvvfUWu3btwt3dnbKysk71n5CQEHJycjh79iw+Pj5deh4sUVhYyJgxY9o8lpiYSG5uLseOHSMhIcHUryz1h7q6OubMmUNeXh7Z2dmkpqaabKWnpxMfH09+fj7x8fFA2/2nqKiIrVu3cvz4ceLj4yksLASM/fbtt98mOzub9evXc+HCBQDKy8tZu3YtKSkpaLVaLl26xJdfftml56g7sCVQyEQhRNAt6S8VRcntLkESiUQiubewsxtE//4jKSrajJfXIqqru+9fwMCBAzlx4gSnT59m0aJFPProo9jZGR9anj17ltraWoKCjP+SIiMjOXDgAK+//jr79u1j48aNODo6Wq2jrKzsjlHZ9uq9Hb1eT3JyMnl5eQwePBiNRkNUVBTe3t4AbN682WzEbfz48SxYsIBJkybh6elJREQE/fr1s6jPmv22cHZ2prq62vR5/fp1q+fB1dWVsrIyq/kASkpKcHd3JzMzk9mzZ3Pu3DkcHBxsKttZcnJyCA8PN43uh4aGkpeXZzFks6Xz3Po0oHX+7+7du1EUpdP9x93dvVNzeTuLEAJFUdo8tm3bNvbu3YsQgtLSUtPIu6X+0Lt3b6ZOnUqvXr2YOnUqWVlZhIeHA0bnv3XO+ODBgy3qOX78OGFhYTg4OBAQEGCal52dnU14eDiOjo74+vqa9h87dozCwkImTZoEwI0bNygsLCQyMrILzk73YcsIcrOiKKZbF0VRvIHm7pMkkUgkkh+SkOAP8BhmnLbQq5cdIcEfMMzdGGWtd28HRo9exrVrmYwatZSyso8YPXoZrq7GF7zs7Z0JCf6AoS7GULp9+7Y/HcBW/Pz8sLOzIzf3e2f81tFjgD179rBlyxZWrFiBVqslLCzMphFkBwcHs8fC1uq9HTc3N/z8/PDy8sLJyYmQkBAKCgoAqK6u5tChQ6ZpIK20avzkk0/Q6XR4eXl1yr4lFEUx25qbrf+b1uv1Nju57u7uAEycOJFhw4Zx8eJFm8rdDa3THjpCW+fZw8PD7EZAp9Ph7u7e6f7z8ssv88c//rHD2jqLt7e36YXSW0lJSeHgwYOkp6ej1Wrx9fWlpaUFsL0/3Op4Dxo0yCY9rTZbuXWqiiWmTZuGVqtFq9Vy/vx5nnjiCZvq6klscZCfA5IVRUlRFOUI8CWwsntltY+iKNGKorxz9epVGhsbMRgMGAwGGhsbqa+vp7m5mdraWoQQ1NTUAJh9CiGora2lubmZ+vp6izbq6uoQQnDjxo07bIDxLqilpYW6ujqamprQ6/U0NDTQ0NCAXq+nqamJuro6Wlpa2rUhhKCurs6qHtkm2SbZJtmmzrTpbmidc6xSJTDG+1lUqgSzOcldyeXLl6msrASMTsypU6fw9PQ0Hf/ggw/MHOSYmBjWrl1LSUkJ3t7epKamsnXrVqv1+Pv7mzkc1upds2YNa9asMaUnTpxIcXExVVVVNDQ0cOLECdPo7vbt25k3b94do8+t9o8cOUJVVZXZFI+O2O9Kzp49i7+/v9V8VVVV1NfXA8bH66WlpWYO/u36O4uTkxNVVVWmdHBwMGlpadTW1nLt2jUyMzMJDGx/7ntb5zk0NJSTJ09SXl7OpUuXKCkpITAwsNP9Z/DgwTg5Od1dYzHOFX744Yet5lOr1dTW1pKWlgYYn4BUVlZSXV2Ni4sL/fv35+TJk+3e1LXS3NzMF198QUtLC4cPH2bixIkd1h0cHEx6ejp6vZ5Tp06ZVtTQaDSkpaVRV1dHQUGB6SbqF7/4BampqZSUlABw8eLFdqcY3StYnWIhhPhCUZRxwP2AAhQIIQzdrqx9TUlAkkajefL2H6HWdOtjkoEDB7b52Xq8rbvnVhv9+/cHvl8W5XYbrftb8/Xpc+fpbN1nq4329Mg2yTbJNsk2daZNd0NNdR4qVQLOQx4EwHnIg6hUCdRU55n2dRXFxcUsWrQIMP4jf/XVVxk2bBhgXPZswIAB3H///ab8raNYKpWK1atXM3HiRNatW2e1npkzZ5KcnGx6VN9evcAd0xAGDRrEpk2biIyMpLGxkdjYWHx9fRFCsHXrVg4fPnxHnQsXLuT8+fPY2dmxY8cOsxE4W+13lKKiImJiYkwOblpaGi+//DKPPPIIAMnJycyYMcOqnYKCAhYuXEjfvn3p3bs37777rqk/tqUfYMmSJezevZsrV64wfPhwEhMTrb7UtmzZMmJiYnB2duajjz5i1KhRLFu2jAceeACAuLg4XF1d27XR1nm2t7fnlVdeYfLkyQBs3LiRXr2+Hx/saP+5nYaGBkJDQ9HpdPTu3ZsPP/yQrKwsq+UuXbpk0mSN999/nyeffJKqqirs7Ow4cOAAUVFRvPPOOwQFBeHr60twcLBVO/379+fDDz/k2Wef5Ze//GW79bfXf/77v/+bCRMm4O/vz+jRowHw8vJi0aJFBAcHo1arGTNmDH379sXV1ZU333yT6OhompqacHR0ZOfOnTa1uydROvMI415Bo9EIWzqhRCKR/FxRFCVbCKG5dV92dra4/SW1nxP19fVERESQlpbW5k1LZ/nss894//33+eCDD7rMZncSHh7Ovn37cHZ27mkpP0vUajVffPGFaUWKnwI1NTUMHDiQK1euEBISQlFRkcX50/cK2dnZvPjii38Flu/fv9/02K3rfhkkEolEIvkR4ODgYHq0PmrUqC6zO336dKZPn95l9rqTiooKVq5cKZ3jHkSr1fa0hC7n2Wef5ZtvvgGMS/Td685xe0gHWSKRSCQ/O6ZOndrTEnqUoUOHEhMT09MyJD8x3n333Z6W0GVYfUlPUZQvbNknkUgkEolEIpH8FLA4gqwoSj+gP+CiKMoQjC/oATgBHj+ANolEIpFIJBKJ5AenvSkWTwHLMTrD2XzvIFcDW7pZl0QikUgkEolE0iNYdJCFEH8B/qIoyjIhxBs/oCaJRCKRSCQSiaTHsGUd5DcURZkEjLo1vxDivW7UJZFIJJJ7iLSrNSw/XcwmPy/Chtz9+soSiURyL2PLS3rvA68BYcDEm5um3UISiUQi+cmQdrWGx/IKKTE08lheIWlX7z5CX1tUVlai0WgICgpCrVazd+9e07GMjAwCAwPx8/Nj7ty5gDHUrkajYdWqVR2ua+7cuWbR9FatWoWbmxsqlcqm8m3puZWWlhYCAgK4cuWKaV9NTQ0eHh689tprd22/I+zfv59XXnnFbF9FRQXTpk2zqfzly5cJCwvD39+f4OBgPv/8c6tlevfujVqtRq1W8/TTT9tUz6ZNm6irq7MpryVeeOEFVCoVwcHBZv1n165djBs3Dh8fH5KSkoCO958FCxYwcuRIwBhQxsXFhaVLl1ot19b57wgpKSkMGjQItVqNSqXiT3/6U6dtWaI1IJHkFoQQ7W7AaW4GFLnXtpCQECGRSCQSywBZ4rbfzqysLJvLp1ZVi1EpWuH2ZY5pG5WiFalV1V2utaGhQdTU1AghhKioqBDu7u6iublZtLS0iHHjxonU1FQhhBDl5eVCCCHmzp0r6uvrxXPPPScKCgpsric/P1/MmjXLbF96errIzMwUAQEBVstb0nMrSUlJYv78+Wb7nn/+eTFz5kyxYcOGu7bfFSxYsEAcOXLEaj6dTie0Wq0QQoiioiLh4eFhtYyjo2OH9YwcOVJUVFR0uFwrmZmZQqPRiMbGRlFRUSGGDx8uqqurhcFgEKNGjRI6nU5cvHhReHt7i+bm5g73n/nz5wt/f3+h1WrFkSNHREBAgFiyZEmn9dpKcnKymDFjhhBCiMbGRjFu3DhRVFTUpXV05nr9VMjKyhLR0dHboqOjB4pbfietjiAD+YB7dzrpEolEIuk5Zuec48OySgAaWwSzc87xka6KtKs1/H95hdS3mEdcrW8RxOYaR5IrG5qYnXOOQ1euA1BuaOy0Djs7O9NI1vXr1zEYDDQ1NZGVlcXQoUMJCwsDjGv4Aq2DOLcO6FBbW2u1np07dzJ79myzfZMmTcLFxcUmnZb03Mobb7zBsmXLTOmzZ89SUVGBLREMbbF/K/Hx8Tz00EOMHTuWJUuW4OPjQ0VFBQCPP/44Xl5ebY50xsTEsGPHDqt63NzcCAoKAmDkyJE0NjZiMBislrOVw4cPo1arKS0tJSIiwvQdjMEmVCoVKpWK7du3t2vn22+/Ra1W06dPH1xcXPD09CQzM5OMjAwCAgJwc3PDy8uLESNGkJeX16n+M2vWLPbv38/+/fvNQmffOgL78MMPm0JNWzr/KSkpTJ06lTlz5qBSqVi+fLlN56quro6Ghgb69u0LQFJSEqGhoajValasWGGmMygoiJCQEDZv3mzar9PpzI6dPXvWdGzNmjUEBATw5JNP2qTlp44tDrILcEpRlIOKouxv3e62YkVReCwOcQAAIABJREFUeiuKkqMoyoGb6dGKomQoinJOUZR/KIpif7d1SCQSiaTzLD9djP4257iVBiFYfrq4y+usqalh/PjxBAYGkpiYiL29PcXFxbi6ujJ9+nQmTJhAYmIiAIsXLyYsLIyWlhaEECxatIiUlBSrdaSnp9vkqFrCkp5WCgoKuHHjhlkdq1evJi4urkvst8WsWbOYMWMG3t7eREVFcfToUQDee+89XnrppTbLaDQavv76a5s0tXLw4EEmTJhgctAsodfrCQ4OZvLkyXz11Vft5p0yZQparRYPDw+Sk5NN34uKikhISODYsWOkpqYSFxdHeXm5RTv+/v5kZGRQV1dHcXExp0+fRqfTodPpGDZsGG+99Ra7du3C3d2dsrKyTvWfkJAQcnJyOHv2LD4+Pu3mhfbPf3p6OvHx8eTn5xMfH9+undTUVNRqNR4eHjz++OO4u7tTXl7O2rVrSUlJQavVcunSJb788ksAEhMTyc3N5dixYyQkJKDT6QBYtmwZ06dPJzc3l+TkZAYPHgwYbwyio6PRarUcPHjQdIPyc8aWSHrx3VT3MxinbzjdTL8KbBRCfKgoylvAfwNvdlPdEolEIrnJngnjTN/teimmtHtfOx5rYwQZwKGXwiY/L+6z72NW3rWv3V1pGThwICdOnOD06dMsWrSIRx99FL1eT3JyMnl5eQwePBiNRkNUVBSRkZEcOHCA119/nX379rFx40YcHR2t1lFWVmZ1VLY9LOnx9vYGYPPmzWYjhklJSfj4+Jjmr96t/bZwdnamurra9Hn9+nWr9bi6ulJWVmaTJjCOPq5cuZJ9+/ZZzVtSUoK7uzuZmZnMnj2bc+fO4eDgYHNdADk5OYSHh5tGZ0NDQ8nLy2PKlClt5h8/fjwLFixg0qRJeHp6EhERQb9+/WhqagKMN1QAu3fvRlGUTvcfd3f3LpmzGxISYprz3uqoWiI8PJwDBw5QU1PDL3/5S+bMmUNRURGFhYVMmjQJgBs3blBYWEhkZCTbtm1j7969CCEoLS2ltLQUd3d3UlJS2LlzJwBOTk44ORldMHt7e5Od0aNHo9Pp8PD4eYe8sDqCLIQ4AhQBdje/ZwLH76ZSRVGGAzOAd2+mFSAS+Ohmlr8DMgamRCKR9CBhQwbyfqA3Dr0Us/0OvRTeD/Tu1tUs/Pz8sLOzIzc3Fzc3N/z8/PDy8sLJyYmQkBAKCgrYs2cPW7ZsYcWKFWi1WsLCwmwaQXZwcECv13damyU9ANXV1Rw6dIg5c+aY8mdkZPDxxx/j6+vL5s2bWb9+vclJ6ah9SyiKYrY1NzdbbYder7fZadXr9cyZM4fXXnuNMWPGWM3v7m6cmTlx4kSGDRvGxYsXbarnVlqnPXSE1r7wySefoNPp8PLywsPDw+xGQKfT4e7u3un+8/LLL/PHP/7RbJ/RjTHS6pBbY9CgQbY16hYGDhxIZGQkaWlpAEybNg2tVotWq+X8+fM88cQTpKSkcPDgQdLT09Fqtfj6+tLS0tKuXTu7729sFUWxmv/ngNURZEVRngQWAc7AGMATeAv45V3Uuwl4Hmj9db0PuCaEaO1VJTfraUvPopt68PT0pKio6C5kSCQSiaQ9Wp3k1pHk7nSOL1++TL9+/bjvvvvQ6XScOnUKT09Pxo0bR3FxMVVVVQwYMIATJ07g7e3N/fffz+zZs8nKysLb25t3332Xp556iocffrjdevz9/Tl//jyjRo2ySdeaNWsA+POf/wwYnb629ABs376defPmmTkc69atY926dYBxvvCAAQOYN29ep+x3JWfPnsXf399qPiEE8+fPJzY2lqioqDuO366/qqoKBwcHHBwcKCoqorS0FC8vL6v1ODk5UVVVZZoLHhwczOrVq6mtraWxsZHMzEyr000qKyu57777OHLkCFVVVYSEhNDY2MjJkycpLy/HYDBQUlJCYGAgQUFBneo/bY32Dho0yNRuazczd0NLS4vJmQ8NDWXp0qWUlJQwfPhwLl68SN++famursbFxYX+/ftz8uRJcnNzTeUjIiLYvn07Tz31FLW1tdTV1d3V05SfMrZMsVgChAIZAEKIc4qiuHa2QkVRZgLlQohsRVEebt3dRtY2bx2FEO8A7wBoNBph6w+cRCKRSDpHq5Pc3esgFxcXs2jRIsC4jNarr77KsGHDAOMSYJGRkTQ2NhIbG4uvr6+pnEqlYvXq1UycONHkiLbHzJkzSU5ONntUv2TJEnbv3s2VK1cYPnw4iYmJppewbp+GMGjQoDb1CCHYunUrhw8f7lC7bbXfUYqKioiJiaGqqor6+nrS0tJ4+eWXeeSRRwBITk5mxowZVu2kp6eze/duzpw5wzvvvAPAp59+anoEf7v+goICFi5cSN++fenduzfvvvsu/fv3t1rPsmXLiImJwdnZmY8++ohRo0axbNkyHnjgAQDi4uJwdW3f/Vi4cCHnz5/Hzs6OHTt2oCgK9vb2vPLKK0yePBmAjRs30qvX9w/QO9p/2mL16tVERUWh0WgYMWIEYP38d4TWOchNTU1EREQwY8YMFEXhzTffJDo6mqamJhwdHdm5cydRUVG88847BAUF4evrS3BwsMlOQkICixYt4s0338TOzo6dO3dKB9kCirVHGIqiZAghHlAUJUcIMUFRlD7AcSFEYKcqVJQ/A48BTUA/jHOQ9wDTAHchRJOiKA8C8UKIdhdp1Gg0ovVNUYlEIpHciaIo2UIIs7Xrs7Ozxd28pPZjp76+noiICNLS0ujTx5ZxItv47LPPeP/99/nggw+6zGZ3Eh4ezr59+3B2du5pKRJJj5Gdnc2LL774V2D5/v37TYu827KKxRFFUf4HcFAUZSrwTyCps0KEEGuEEMOFEKOA/wS+FELMA5KB1klb8wHrbwFIJBKJRNJBHBwcWLt2LSUlJV1qd/r06T8a57iiooKVK1dK51gisYAtDvIfgArgBPAU8Cnwx3ZLdI7VwApFUc5jnJO8rRvqkEgkEomEqVOn2jwH+afI0KFDiYmR78JLJJaw5dmSA/BXIcRWMK5ffHPf3cWDBIQQKUDKze+FGOc6SyQSiUQikUgkPYYtI8hfYHSIW3EAOvYGwj3CxYtvU3X1qNm+qqtHuXjx7R5SZBmptev5segEqbW7kFolEolEYgu2OMj9hBA3WhM3v1t/HfUeZKBTIPn5T5v+6VRdPUp+/tMMdOrU+4bditTa9fxYdILU2l1IrRKJRCKxBVsc5FpFUUxrhCiKEgLUd5+k7sN5yIOoVAnk5z9NWvq/kZf3FCpVAoMHacg+HkuZbi8Azc31ZB+P5bvvDgDQ1FRD9vFYyssPAtDQUEX28VgqrnwBgMFQQfbxWCorjwCg15eSfTyWqqp0AOrri8k+HsvVqxkA1NYWkn08lmvXswG4ceMM2cdjqa7OA6Cm5hQXLrzBGO+V5Oc/zenTf0CrXcCYMc/hPORBrl3PJvt4LLW1hQBcvZpB9vFY6uuNYV+rqtLJPh6LXm8MFVlZeYTs47EYDBUAVFz5guzjsTQ0VAFQXn6Q7OOxNDUZX9787rsDZB+PpbnZeJnLdHvJPh5LS0sjAKVlH5F9PNZ0XuvrLtK37zDy85/m28KN5OUtwqHfcJyHPAhA8aXt5OYtMuW/WLyVvBO/N6WLit7iRP7TpvSFC29w8uT3MeW/LdzIqVPPm9Lnv93A6YL/MaXPnXuZgjPfh3A9e3YtZ8+uNaULzsRx7tzLpuufm/vfZGXPJT//aVSqBHRle/i2cKMp/8mTK7hw4Q1T+kT+0xQVvWVK5534PReLt5rSuXmLKL603ZTWahdSUrLDlD6e8xiXL39oSmcfj6W0zBgTp6Wlsc2+19hQebOvLrvZVxejUiUwwPH+bu972cdjqak5BUB1dR7Zx2O5ceMMQJt978KFN/AZ90fy85/m5MkVaLUL8PGJw3nIg93e9y5f/pDjOY+Z0iUlO9BqF5rSt/e9mpp8+vf3NvXV3NwncXQcZ+qr3dX3Wjld8D+c/3aDKX3q1PMW+57zkAdxdBxHbu6TfFu40dRfW7X+FKmsrESj0RAUFIRarWbv3r1mx2tqavDw8OC1114DICUlBY1Gw6pVqzpc19y5czl//jxgXH85LCwMf39/goOD+fzzz62WX7VqFW5ubqZIaLfT0tJCQEAAV65cAYzBQgIDA/Hz82Pu3LlW7e/atYtx48bh4+NDUlKn34sHYP/+/bzyyitm+yoqKpg2rd2FokxYuy53m7+VTZs2UVd3d7M3X3jhBVQqFcHBwWb1tnU+O9p/UlJSGDRoEGq1GpVKxZ/+9KdOaTxz5gxqtZoBAwbQ1kpcbV2ve4m//e1vZpEiZ86caRZg5Xb9ltpr7Tz0NLY4yM8A/1QUJVVRlFTgH8BSK2XuWZyHPIinZywGw2WGDPnFPf3PxskpEE/PWErL/om9vRuDnIJ6WpJF7OwG4ekZS1HRZgYPmoidXfthM3sK5yEP0r//GK5fz8bTM/aevv7OQx5k2LBfYzBc5j7n8Hta66BBE/D0jEX33T7s7d0YPCjYeqEewt7+PlNfHeSkxt7epaclWcTe3oVBTmqKijb3aH/NKKzk2Q9zTFtGYWW31OPk5ERKSgq5ubkcPnyY3/3ud2YRvdatW8ety9O9+eabpKWl0atXL86cOWNzPSdPnsRgMDB27FgA+vTpw5YtWzh16hR79uxhwYIFVm38x3/8B5988onF459++ikTJ07ExcUFIQSPPfYYiYmJnD59mi1btrRru6GhgdWrV5OWlsbhw4dZvnz5XUU2mzVrFn/4wx/M9g0dOhQPDw+++uorq+WtXZe7zd/K3TrIWVlZHDp0CK1Wy6FDh1i2bBk1NTUWz2dn+k94eLgpct3f//73TkUIvP/++9FqtWg0mjaPt3W9fkzcrt9Se62dhx5HCGFxw+hATwLsABUwHmPI6XbL/VBbSEiI6CiVVV+LI19pxPlvXxdHvtKIyqqvO2zjh0Jq7Xp+LDqFkFq7i8qqr8WWlHki6Ijx86euFcgSt/12ZmVl2Vy+1tAoguIPipGrD5g29YsHRZ2hqcNaOsL58+fFkCFDhMFgEEIIcebMGbFw4UIRFxcnNmzYIIQQ4te//rWor68Xq1atEqdPnxZCCHHjxg2rttesWSO2b99u8fjQoUOFXq+3aufChQsiICCgzWP//u//LlrP8zfffCMmTZpk1V4rX331lZgxY4Yp/dBDD4mcnByL+ePi4sS//du/iTFjxojf//73Yty4caK8vFwIIcRjjz0mRowYIZYsWXJHub1794onn3zSZl1C3HlduiL/559/LoKCgoSdnZ1QqVQiKChIXL58WQghxF/+8hcREBAgAgICxF//+td26/rwww/FE088YUo/8MAD4osvvrB4Pjvaf5KTk012rl+/LkaOHCnKysqEEEI4Ojqa2c/MzDSVmTJlinj00UdFQECAeOaZZ9rM14ql6+Xo6Cj+8Ic/CH9/f7M2rl+/Xtx///0iOjpaeHt7iwsXLgghhIiOjhaBgYEiODhYvPHGG0KI9vvJ/v37xcSJE0VQUJB49tln2zvNYvv27Wb6ZsyYIZKTk9vVb6m9lvZv2rRJ+Pr6ivHjx4vnn3++XT13S1ZWloiOjt4WHR09UNzyO9nuCLIQogX4PyFEoxAiXwhxQgjR2M0+e7fROodPpUpgjPezpukWt78Icy8gtXY9PxadILV2F1VXj/Jh3hbWi5Xomh1YL1byYd6Wn73W37x9lH9mXQKgsbmF37x9lD05xjWCN35+jmq9+c/+9fpGnv1HjlFnbQO/efsoh099B0B5jf6utNTU1DB+/HgCAwNJTEzE3t4eMEYqi4uLM8u7ePFiwsLCaGlpQQjBokWLzB71WiI9PR1LgVIOHjzIhAkT6Nu3b6fbUFBQwI0bN0x1FBcX4+rqyvTp05kwYYLVcMk6nY5hw4bx1ltvsWvXLtzd3e+IVnc7s2bNYsaMGXh7exMVFcXRo8Z+8t577/HSSy+1WUaj0fD111/b1CZL16Ur8k+ZMgWtVouHhwfJycmm70VFRSQkJHDs2DFSU1OJi4ujvLzcoh1/f38yMjKoq6ujuLiY06dPo9PpLJ7PzvSf1oh2Hh4ePP7447i7u7ebH4z9LT4+nvz8fOLj49vNa+l61dbWEh0djVar5eDBg5SWllJcXMzbb79NdnY269ev58KFC6b8iYmJ5ObmcuzYMRISEtDpdEDb/aS8vJy1a9eSkpKCVqvl0qVLfPnll+3q/Mc//oFarUatVpOammpVf0eJi4vjm2++IS8vj5UrV961vc5gyxSLQ4qiPKooSlvhoH9U1FTnmc3ha52TWnNz/uW9hNTa9fxYdILU2l0kf1fEerESvTD+nOmFwnqxkuTvinpWWBvcK1o/zCym5baAqy0Cjpy90i31DRw4kBMnTpCVlcWWLVtobGwkKSkJHx8fRo4caZY3MjKSAwcO0Lt3b/bt28fGjRttCp1cVlbWZnhdnU7HypUrrTqw1ti8ebPZHE29Xk9ycjJvv/02R44cYdOmTRQWFlosL25GuF28eLFpvrK1f8HOzs4MHjwYZ2dnhgwZwvXr163qdHV1tep4t9LWdenK/G2Rk5NDeHg4AwYMYMiQIYSGhpKXZ/l3Zfz48SxYsIBJkybxu9/9joiICPr162fxfHam/7ROsSgrK+Nf//pXu3paCQkJMc1VHzy4c9MP7e3tmTRpEnZ2dowePRqdTkd2djbh4eE4Ojri6+tr9vexbds2JkyYwMSJEyktLaW01PhOUlv95NixYxQWFjJp0iTUajU5OTnt9k+A3/zmN6apJuHh4Z1qU3tMnDiR3/72t/ztb3+7q5vVu8EWB3kFxuh5DYqiVCuKUqMoSnU36+oWRo586o45fM5DHmTkyKd6SJFlpNau58eiE6TW7iDtag2rvvM3OZyt6IXCqu/8ifymgI90xpcH65pbmJ1zjr3fXQWguqmZ2Tnn+KTiGgCVDU3MzjnHoStGJ6Tc0MjsnHN8WWn8abysb2B2zjm+qjK+fHix3sDsnHN8fdW4IND5Oj2zc86Reb0WgNM36pmdc46cauP8yx2Xr7CszM+i1rSrNXQl/3jqQX6tGQGAXe9e/OOpB5k9YTgAj/1iJA525v8q+tn14rdhowBwdrTnH089yBR/NwBcB/brEk1+fn7Y2dmRm5tLRkYGH3/8Mb6+vmzevJn169ezc+dO9uzZw5YtW1ixYgVarZawsDCbRpAdHBzQ681HuvV6PXPmzOG1115jzJgxndZdXV3NoUOHmDNnjmmfm5sbfn5+eHl54eTkREhICAUFBRZteHh4mDmuOp3O6kiloihmW3Nzs1Wter0eBwcHq/lu5dbr0h35b6XVse0IrX3hk08+QafT4eXlZfF8drb/gPEGIDIykrS0NMD8Bqapqcks76BBg9q00ZFxRzs7O7NyraPebZGSksLBgwdJT09Hq9Xi6+trmgNuqZ9MmzbN5PCeP3+eJ554wmZttmKpvW3t/9e//sXSpUvJyMggMjKyy7XYglUHWQgxUAjRSwhhJ4Rwupl2+iHESSQSSVex/HQx9bcPhd6kvkVwvs7wAyuyzPoiHZZeaapvESw/XfyDaVkaOZa+fXqb7XOw683SiHFdXtfly5eprDS+AKjT6Th16hSenp6sW7eO8+fPU1BQwNKlS3n++eeZN28eMTExppDR3t7epKamsnXrViu1GB/Ft65gAUZHbP78+cTGxhIVFXVH/jVr1rBmzRqb2rB9+3bmzZtn5tBMnDiR4uJiqqqqaGho4MSJE3h7e1u0HxoaysmTJykvL+fSpUuUlJQQGNj1y/udPXsWf39/q/ksXRdL+q3lt4STkxNVVVWmdHBwMGlpadTW1nLt2jUyMzOtnofWeo8cOUJVVRUhISEWz2dn+w8YVynRarV4eXkBRie4qqqK+vr6dm9+buW+++67q3DnGo2GtLQ06urqKCgoML0wWF1djYuLC/379+fkyZNWb05+8YtfkJqaatJy8eJF05SMrsRSe2/fL4SguLiYhx56iD/96U8UFRV1uRZbsBpJ7+bUinnAaCHEWkVRRgDDhBDfdLs6iUQi6SI2+XnxWF5hm06yQy+F9wO9CRsyEID+vXuxZ8L3DqBTn95m6fvs+5ilXfvamaU9+9mbpUc69DVLj+3fzyztN8DBLJ3oP5LH8grRX9HTu6TWtL95uCP9XPqxyc+rw+3vLP3t+/D2YyF8+M33Tvl/hnrhYN+7nVKdo7i4mEWLjMvyNTc38+qrrzJs2DCL+VtHnlQqFatXr2bixImsW7fOaj0zZ84kOTmZKVOmAMY5ort37+bMmTO88847gHEVCg8PD4A2pyEsWbKE3bt3c+XKFYYPH05iYiLR0dFs3bqVw4fNY2kNGjSITZs2ERkZSWNjI7Gxsfj6+pqO327f3t6eV155hcmTJwOwceNGevWy5YGvOUVFRcTExJgct7S0NF5++WUeeeQRAJKTk22akmLtutyuv6PXsZVly5YRExODs7MzH330EaNGjWLZsmU88MADgHFeqqura7s2Fi5cyPnz57Gzs2PHjh0oimL1fHak/7TOQW5qaiIiIsJ0/lavXk1UVBQajYYRI0ZYbSsYR7sXLlxIfHw8n376KQ0NDe1er9vx8vJi0aJFBAcHo1arGTNmDH379iUqKop33nmHoKAgfH19CQ5uf1UhV1dX3nzzTaKjo2lqasLR0ZGdO3fa1IZbsdbfbm9v69/X7fvd3d157LHHqK6uprm5mf/7v//rsJauQLH2CENRlDeBFiBSCOGnKMoQ4JAQYuIPIdCCpmgg2tvb+8mCggLTo4NevXrR1NSEvb09er2e/v37c+PGDQYOHEhNTY3pc8CAAdTV1dGvXz8aGhro06dPmzYMBgMODg7U1tYyYMAAMxsDBw7kxo0b9O/fH71ej729PU1NTaY/upaWFvr06UNDQwP9+vWjrq7Oog1HR0fq6+vp27dvu3pkm2SbZJvurk3HqutZcOqimZPcr5fCjkBvgvpwT7XpQFEZS7dpofGWsWS7Xry5KIQp7kNsvk5OTk7ZQgizdZSys7OFpZfUfg7U19cTERFBWloaffpYHSeymc8++4z333+fDz74oMtsdifh4eHs27cPZ2fnnpYi6SStvxdXrlwhJCSEoqKiDk3dkEB2djYvvvjiX4Hl+/fvN81fs8VBPi6ECFYUJUcIMeHmvlwhRI8vyqvRaMS9uLi0RCK5d0m7WmMaSb595PheYv2/Cng37QINTd87yPZ9evFk+Giem+bbTklzFEWRDnIbfP7554wbN45Ro0b1tJQeoaKigvT0dGJiYnpaiuQueOKJJ/jmG+MD/bVr1/KrX/2qhxX9+LDkINty69yoKEpvQAAoijIULE6Pk0gkknuasCEDeT/Qm+Wni9nk53VPOscAO45dNHOOARqaWnj/6MUOOciStpk6dWpPS+hRhg4dKp3jnwDvvvtuT0v4yWLLpKYEYA/gqijKn4A04OX2i0gkEsm9S9iQgWRNCrhnnWOA/wr1wq63+aPSfna9eOzBkRZKSCQSiaSrsDqCLITYqShKNvBLQAFihBCnu12ZRCKR/IwJ9BxEY7P5FLjuWj1CIpFIJOZYdJAVRekHLAbGAieAt4UQTZbySyQSiaTreCRwGP9bYyC35JrpUV93rR4hkUgkEnPaG0H+O9AIpALTAT9g+Q8hSiKRSH7uKIrCb8NG97QMiUQi+VnSnoPsL4QYD6AoyjZArnsskUgkPwDb0i5gaGrmdw+NkUs2SSQSSQ/Q3kt6psDpcmqFRCKR/HDklVwjp/javeUcbxgH8YOMn91EZWUlGo2GoKAg1Go1e/fuNR3btWsX48aNw8fHh6SkJMAYUlej0bBq1aoO1zV37lxTNL3Lly8TFhaGv78/wcHBfP755zbZqKmpwcPDg9dee+2OYy0tLQQEBHDlyhUANmzYgEqlwt/fnxdffNGq7bba21n279/PK6+8YravoqKCadOmdchOe+29nY62F2DTpk3U1dV1SNPtvPDCC6hUKoKDg7ul/wwYMKDT2lQqVY9FhZN0AiFEmxvQDFTf3GqAplu+V1sq90NuISEhQiKRSH6KNDQ1d4kdIEvc9tuZlZXVcUNxTt9v3URDQ4OoqakRQghRUVEh3N3dRXNzszAYDGLUqFFCp9OJixcvCm9vb9Hc3Czmzp0r6uvrxXPPPScKCgpsric/P1/MmjXLlNbpdEKr1QohhCgqKhIeHh422Xn++efFzJkzxYYNG+44lpSUJObPny+EEOLSpUtizJgxoqGhQRgMBjF69GhRWFho0a6l9nY1CxYsEEeOHLE5f3vtvZWOtreVkSNHioqKCpv13E5mZqbQaDSisbFRVFRUiOHDh4vq6uou7T+Ojo6d1hcQECAuXLjQ6fKS7iErK0tER0dvi46OHihu+Z20OIIshOgthHC6uQ0UQvS55btT97vuEolE8vND39gMgF3vjocW7jTbZ0DOzdCyzY3GdO4/jOkNY40jx71uzsjrbW9M//lmuOvaSmP+M58Z0zXfdVqGnZ2daYTu+vXrGAwGmpqayMjIICAgADc3N7y8vBgxYgR5eXmtgzm3DuxQW1tr0X4rO3fuZPbs2aa0m5sbQUHG2FcjR46ksbERg8HQro2zZ89SUVGBpYArb7zxBsuWLTOlm5qaMBgMGAwG7O3tGTRokEXbltprifj4eB566CHGjh3LkiVL8PHxoaKiAoDHH38cLy8vli5deke5mJgYduzY0W47bW3v7XSkvYcPH0atVlNaWkpERITpO0BCQgIqlQqVSsX27dvbrfPbb79FrVbTp08fXFxc8PT0JDMzs8v7T1vMmjWLoKAgQkJC2Lx5s2n/+vXr8fPz49e//jV6vd60PykpidDQUNRqNStWrDDtT0lJYerUqcyZMweVSsXy5cvbtS/pPn7AX2CJRNJhfoDH2pJ7h4uVtWjWHeZzHhJGAAAgAElEQVSL0513MrucWqOjRcvNmXbNDcZPw/Vuqa6mpobx48cTGBhIYmIi9vb26HQ6hg0bxltvvcWuXbtwd3enrKyMxYsXExYWRktLC0IIFi1aREpKitU60tPTLTp6Bw8eZMKECfTt27ddG6tXryYuLq7NYwUFBdy4ccNUx/Dhw3nmmWfw8vJi+PDhrFy5st3wzpba2x6zZs1ixowZeHt7ExUVxdGjRwF47733eOmll9oso9Fo+Prrr9u120p77b2djrZ3ypQpaLVaPDw8SE5ONn0vKioiISGBY8eOkZqaSlxcHOXl5Rbt+Pv7k5GRQV1dHcXFxZw+fRqdTtfl/actEhMTyc3N5dixYyQkJKDT6SgqKmLr1q0cP36c+Ph4CgsLASgvL2ft2rWkpKSg1Wq5dOkSX375pclWeno68fHx5OfnEx8fb9G+pHvpuiD0Eomk66ktN/+U/KTppShMV7kT4GF5tK1bWPjJ999725mnHV2N/a93X2g2fP/p6Hrz+H3m+Qe63ZWUgQMHcuLECU6fPs2iRYt49NFHTaN7ixcvBmD37t0oikJkZCQHDhzg9ddfZ9++fWzcuBFHR0erdZSVlTF06NA79ut0OlauXMm+ffvaLZ+UlISPjw8jR7YdtGXz5s1mI7bXrl3js88+48KFCzQ2NjJ58mRmzpzJsGHD2ixvqb3t4ezsTHV1tenz+nXrNzCurq5WHW+w3t7b6Wh7LZGTk0N4eLjpqUJoaCh5eXlMmTKlzfzjx49nwYIFTJo0CU9PTyIiIujXrx9NTcabu67qP22xbds29u7dixCC0tJSSktLKSoqIiwsDAcHBwICAkzn79ixYxQWFjJp0iQAbty4QWFhIZGRkQCEhISgUqkAGDx4sEX77u7undIqsQ3pIEsk9yIbxpk7Jb3sjCPJjq7w23+BnQM4efS0SkkXM8K5Pxt+HdTTMsx57pzxM/6m095sgPjuGT2+FT8/P+zs7MjNzcXDw8PMkdPpdLi7u7Nnzx6OHz/OihUrWL58OWFhYWzcuJGHH364XdsODg5mj7sB9Ho9c+bM4bXXXmPMmDHtls/IyODjjz9m3759XLlyhV69ejFs2DDmzZtHdXU1hw4dYuPGjab8hw8fxsvLyzTNYMKECeTk5Fh0GC21tz0URTHbmpub283f2mYHBwer+dprb1t0tL2WaL1R6AgrVqwwTVn4xS9+gZeXF3q9vkv7z+2kpKRw8OBB0tPT6d+/PxqNhpaWFtO1aKs906ZNY+fOnW3au306iiX7ku5FTrGQSO5FWkeMm2/Og2xp/H7/R7+F/U9/n/edh+HjJ79Pf/wEfLXh+/SRDZC/+/v06SQo1X6frroA9dfuXvOPaTrIPai1QFfNpao23uC/V7SaRoxdu62Ky5cvU1lZCRidmFOnTuHp6UloaCgnT56kvLycS5cuUVJSQmBgIDExMaxdu5aSkhK8vb1JTU1l69atVuvx9/c3rWABRsdl/vz5xMbGEhUVdUf+NWvWsGbNGlN63bp1nD9/noKCApYuXcrzzz9vcha3b9/OvHnzsLOzM+V3d3cnMzMTg8FAfX09x48fZ/To0RbtW2pvV3P27Fn8/f2t5muvvW3pt9ZeSzg5OVFVVWVKBwcHk5aWRm1tLdeuXSMzM9PqeWjtP0eOHKGqqoqQkJAu7z+3U11djYuLC/379+fkyZPk5uaa9Kenp6PX6zl16hTFxcWA0XFPTU2lpKQEgIsXL7Y7ZcKSfUn3IkeQJZJ7kTsea9sb5346usKUOGO6lYD/AMc7HxebyP3/wfshUP2HMb1/GajmgIfamH4rHIIfg6g/G9MbxkLoU/DQcyAEvD8bgv4Lgn4DLc3w5VoY9+8wchI0N8GZT8F9vPl0kNpK46P3pgaoKIBBw6G/MzTq4cpZGDwCHIbA/2PvzuOjqu7/j79OQtgJi+xLCKuQBBJIQGX5ISiCshgsdaMsWqT2i7EWbCnaFqyK1KJYxKWgYgWs0goSEAXRsCQKhCWg7EsSCCQSCJBtss18fn9MGEnIJJMQmAz5PB+PPMjdzn3fO9d45syZc/ItcO4oNPKDOo0gLxvOH4PG7aF2Q8jLgvPHobE/1PaF3ExIOwFNOkCtBpCTDhcS4JZOULMe5FyCC4lwS2eoWdde8b94Epp2sbe6Wy7AxVNFsybvg2a3Qo1a9tzpp6F5d3tXg6xzkH4GmgeAdw3ITIWMZGgRCF7ekHkWMlKgRRB4edm/oJb5k/1+GAPpyZB9zr4M9rKy06Cl/eNTLp2GnIvQIpCXvzhI1tlEPns8ENMiEIAdR9fySiMvFud4ccJ6iVdWj2HxPYtpWqfpNT9i5Xa5Jfk6OnnyJFOmTAHAarXy97//3dHqOHfuXPr37w/A/Pnz8fL6uX0nKCiIGTNm0KdPH1566aUyzzNy5EiioqIcH9XHxMSwcuVKDh8+zKJFiwBYt24drVvbP6VxpRsC2CvaixcvZuPGjUXWDxgwgGHDhhEcHIyXlxeTJ0+me/fuju3Fy69Zs2ap1+uqhIQEwsPDSUtLw2KxEB0dzZw5c7jvvvsAiIqKYsSIEeUut7ji+cu6XmciIiIIDw+nSZMm/O9//8Pf35+IiAhuu+02AGbNmkXz5qW/QXvsscc4duwYPj4+LFu2DGNMmfezPM9PdnY2bdu2dSw/99xzTJ48mUWLFhEcHEy3bt3o3bs3YP/C569//Wt69epFQECA401C8+bNeeeddxg1ahQFBQXUq1fPaWsywPDhw0ssX11nUsowalX1BxgFLOrYsaPk5eVJTk6O5OTkSF5enmRnZ0tBQYFkZmaKzWaT9PR0EZEi/+al/CTHH3lEcpJTJDs722kZWVlZYrPZHMMOFS8rIyNDrFarZGVlSX5+vlgsFsnNzZXc3FyxWCySn58vWVlZYrVaSy3DZrNJVlaWFBQUXJUn+/RpOf7Io5KTnFLqNdlsNsnMzCyxjBt1TRdOnJD4cb+Si/HxpV6Tq6/T9bqmjJMn5cSj4yTr9OlKe52u1zXl/bGRxA/oIPl/bFRpr1NGYpzIpdOOa8qJXSYFJ3fY8+TmSv6aZyXvh9X2PBkXxbb4bsn5frH9mlJPi7xwi1i+tQ/zlP5TomPor7yZzX/OOstXbK92krzU4yKzfMW689/2a0o9Yt9/7wp7npT99uUfV9mvKWm3yCxfKdgfKRaLRfKOR4vM8pXc/evs13nwa5FZvpK9/ysREcnat0Zklq9kHvxWRESy41aKzPIVy7EYKSgokJw9/7Uff3KX5OTkiG1O28KszSR+QAfJ+1NT+/n/3sGeJ/YDe/ZLpyUzM1Os379j3/9isuTk5Ej+lvn281/4SQoKCiT3m1dEZvlKxoVzIiKS89VskVm+kn7pkoiI5K57Tmwv3OJ4nfK/mCG2l1o6Xifr2ulie8VPrFarHElKlZRlvxHrq51FROT717tI2AcBMujNAFk/pKvctSBAgpcEyotvdyvXs0dlDfN2E8nOzpbbbrtN8vPzK7XcdevWySOPPFKpZV5PAwYMkPPnz7s7hlJu5WyYNyMV6ONTVYSFhcnOnTvLfVzy7Be4+OmnNHroIVrNdu1bue6iWSufp+QESA6/lYuHDI26Ca0+P+zuOD+z2ewtptZ8eNHempm805eLx+rRqHMWrcLS7fs9lwzHv4VWPe2txLmZcGKTvfW6YVt7C3D8FmjT296n2nIREqKhbRg0aGlvbU38Dtr1hfrN7S28J78Hv9uhXlN7i+6p7fbW7LpN7C24SbHg39/eQp2eDKd3QYeB9hbpwn60JWadXdj6nPIDdL7L3uKcFg8/7YcuQ+0tzOePw9mD0HWYvYX53DF7C/mt99pblFOP2FvIu42wtyCfPQRpx+3LAD8dgIuJ9v0BUn60t1h3LZywIXmfvQW6y1DGLL6VeB8fJq23MXSP8HUvw/vDvWlstbLl8QMuv1TGmF0iEnblul27domrw3XdrL7++mu6dOmCv7+/u6O4RWpqKjExMYSHh7s7ilJutWvXLl544YUPgGciIyMzLq+vVn2QDwWHcLBbdy5+8gmIcPGTTzjYrTuHegaTOH4ClyIjAbBZLCSOn0D6unUAWDMy7MsbNgBQcOECieMnkPFtlH05NZXE8RPI3LoVgPzkZBLHTyCrcPicvFOn7Ms77LN1556IJ3H8BLJ37wEg58gREsdPwPLDD/blgwc52D2g5KzBIWTv3kPi+AnknogHIGvHDhLHTyDv1Cn78nffkTh+AvmFH3tlbt1K4vgJFBSOi5nxbZR9+cIFANI3bCBx/ASsGfbnIn3dOhLHT8BmsQBwKTKSxPETkHx7P9iLK1eROH6C474eDOrhNCtA2kcfceq3/+fY//z7H5AU8XMf2nOLFnP6inEgU99+m9N/+OPPywsWcGbmc47ls6+9TvJf/upY/unvr5JyxTBGKXPmkDJnzs/Lf/sbP/39Vaev/8GAQFIXLHDsf/oPfyT17bd/Xp42jXOLfu6XlhTxNOff/8CxfOq3/0faRx85lk8+MYW0jz92LCc+9hgXVqz4eXn8BC6uXAWA5OeX+Ow57ukhL8Bw8ZBXkWf1ej57ieMnkHPwIACWH36wLx85AvDzs5eQCEDWrj0c/KQVBz9pzcVj9e1Zj9Xn4CetOfTfVmRu30XinBUU5Nu/CJQRE2tfttm/KZ6+ZRuJc1ZgNQ3sy1HfkThnBbYa9orspY3RJM5ZgdRqDMDF9VtInLPCXjkGLqyLIvHVz+yVYyBtzTecfD3SXjkG0j7/mlML1tkrx8DBT51nBUj9zxec/mCLvXIMpC5bw5mPvrNXjoGzH64m+eMd9sox8NP7K0n572575RhIWfw/Ulbts1eOgZR3V/DT6v2O1z554SecXXvQsXzmnx+Tsu4QM1f+wMHkdE6/vozUr+1dGea8YfjPXCvD9tgHrB+2R1jxSgHvvqZfzqkMQ4cOrbaVY4BmzZpp5VipUlSrCnKnrzfgO3IEpnZt+wofH3xHjaTT+q/cG6wEdXr2pN7AgT9n9fKi3qBBdN7o2hSoN1Kz3z+Dd9Nbfs5aowbezZpVuayXX3+87ZUZU7s2vqNG0qCc063eCC3//Lz9Wb08Fmvhs+q/8jP3BitBneAQ6g8ZjPG+XHET6t99F503bXVrrpLc8uT/UaNly5+zGqFG61ZuzXo+M4+1e8+Qkv7zqAqXci+x+19PkeprKCj8K51bA6IDvVn72gNuSqqUUtVHtetikTx7Nhc/XYGpWRPJy6vSH7Nr1srnKTnBA7N+8gnGC8QGjR5+RLOWQ3ZeAbVqeOPtZW95fm7rc3xx4gt+/VUBd8XZKPCCGlb4updh5f1N2fLwFpfL1i4WSinlnHaxKFRw7jyNHn4Y/08/odHDD1Nw7py7IzmlWSufp+QED8z6yKP4r/ycRo88qlldZLXZGyjq1qyBt5dxjJM6PWw6/xzyTwJMa7aE1ibtzT9yYkgXmll8mDdontvyKqVUtSHXMJqEu39CQ0Mr8XuMSil1Y81Zd0Ae/tf3UmC1ydL9S2XGlhlis9kq9Rx40CgWSUlJ0r9/f+nevbv06tVLNmzY4Nj23HPPSWBgoPTq1UtWrVolIiJRUVESGhoq06dPL/e5fvnLX8rRo0cdy15eXhIcHCzBwcESERFR6rHnzp2T0NBQ6dmzpwQHBzvyXMlqtUpAQICkpqaWWtb06dOlefPmEhgYWGT9q6++KoGBgdK9e3eZPXt2Oa7saqtXr5ZXXnmlyLqzZ8/KPffcc03lijjP72x9aebPny9ZWVnXlKek50RE5NNPP5XOnTtLly5dJDIyUkQq9vzMmTNHAgICJCAgQMaOHXtNWYubOHGi+Pn5iYhIQUGB3HLLLTJ16tQyj6uM+1aSJUuWFDn/iBEjJCoqyrFc0nPlTL169a5ad+jQIQkODpZ69epJbGzsNee9LDAwUOLj413e39koFtWuBVkppaoKvyZ16daqAd5ehlxrLjkFOeTZ8twd6yo7kncwZvUYzlnOFfm9stWoUYO33nqLAwcOsGrVKiZNmgTAzp072bBhA3FxcWzYsIGIiAgyMjJ45513iI6OxsvLi8OHXR/lZf/+/eTm5tK5c2fHujp16hAXF0dcXBwLrvjSbkl8fX3ZtGkTe/fuZePGjfz2t7+9amazdevW0adPH5o2LX3M6gceeIAvvviiyLqkpCT+9a9/sWfPHuLi4vj3v/9NfHy8y9dX3OjRo/nTn/5UZF2zZs1o3bo1W7a43l2nJCXlL219ad544w2ys0uYLMdFzp6TvLw8ZsyYQXR0NBs3buSZZ57BZrOV+/mJjY1lzZo17Nmzh/379/Pcc8+VeUx51a9fn7179xITE+PyVNLXet8qqqTnqjxuvfVW4uLiCAsLK3tnN9AKslJKucm9wQ14dIB90pfHgx7n9Ttfp5Z3LTenKmpH8g6mfjOV+EvxzNgyw/H7u3vfrfRztWjRguBg+1Tb7du3Jz8/n9zcXI4fP05ISAg1atSgadOmtGnThtjYWEeXlMstPgBZWVllnmf58uWMGTOmwjl9fHyoX78+AJcuXSI3N5eCgoIi+7z55ptERESUWVa/fv1KrEQXFBSQm5tLbm4uNWvWvGr64SvNnj2bQYMG0blzZ6ZOnUrXrl1JLRy1aMKECfj5+fHUU09ddVx4eDjLli0rM2NF8jtbX5KNGzcSEhLCmTNnGDx4sON3gAULFhAUFERQUBBLliwptRxnz8n27dsJDAykRYsW+Pn50a5dO/bt21fu5ycxMZFmzZpRs6b9v9levXo5to0ePZrg4GBCQ0NZuHChY339+vWZOXMmgYGBPPHEE1eVWdzo0aOJjIwkMjKS0aNHl1p+afdtzZo19O3bl5CQEMfU2+W9n6Vx9lz94x//oFu3bowePZpOnTqRkJDg2Fbe+1Ce+/nqq6/SvXt3fvnLXxaZRv6f//wn3bt3p2fPnsyYMaN8FymV1N3BHT/axUIp5an2nLwgk76cJPd9dp/kWyt3woor4UIXi0lfTpJVR+0fR+dZ82TSl5Mk8pj9Y+j7V90vQR8GSdCHQRK2NMzx+23LbxMRkTRLmkz6cpJEnYwSEZHU7NK7FLjqq6++cnQB2Ldvn/To0UOysrIkMTFRfH19Zfny5fLNN99IaGioTJs2TQ4cOCBPPPGErF27tsyy/9//+3+yb9++Iuu8vb2lV69e0q9fP9m8eXOZZaSnp0tQUJDUrVtX/vOf/xTZdvDgQenXr5/L1xofH39VV4TXX39dGjduLL6+vrJo0aJSj581a5bMmzdPnn76aZk3b55ERETI6tWrHduLf1R+WVJSUrm6QJQnf2nrnWnfvn2RLinx8fHSqVMnycjIkLS0NGnXrp389NNPTo939pysWLFCJk+eLO+88458+umn8tBDD8m6devK/fxcuHBBOnfuLGFhYfLiiy/KmTNnHNtOnTolIiJ5eXnSpUsXSU5OFhERQGJiYiQvL0/atWsnp0+fdlr+xIkT5b///a+MGTNGRo0aVeR1c1Z+Sfftp59+kj59+ji6XYwdO1a++eabct/PJUuWSNOmTR1dj3x9fYt0sSj+XCUmJkqnTp0kMzNTDh48KMYYR1eH0u7DoEGDrupiUZ77GR8fL507d5bs7Gz58ccfi5y3YcOGjomTnF2rdrFQSqkqIv5cFuFvxdDV51fMHTiXGl413B3JqTfvepMGPg3w8fIhx2pvmTEYxnYZe93OmZKSwvTp03m7cDzyHj16MGnSJPr168dvf/tbBg8eTO3atRkyZAhr167F29ub1atXM3/+fJemTk5OTqZZs6LTsyclJbF7927eeOMNHn30USyF48A706BBA3744Qd27tzJW2+9RX7hOPEACxcuLLHF1lUXL17kyy+/JD4+nuPHjzNv3rwyp7tu0qQJjRo1okmTJjRu3JhLly6VeZ7mzZu7PI22O+zZs4eBAwdSv359GjduTN++fdm3b5/T/Z09J1LYOvzkk0/y4IMPAmCMKffz06hRI3744Qeef/55jhw5QmhoKBcvXgTg/fffp1evXvTp04czZ844WnJr1qxJv3798PHxoUOHDqSkpJR53S1btqRbt25F1jkrvyTbtm3jxIkT9OvXj5CQEPbs2cOJEyfKfT8BHnroIUfXo4EDB5a6765duxg4cCD16tWjW7dutG/f3rGtvPehPPdz9+7dDBgwgDp16hAYGFjkvH369OHxxx/nww8/pFat8n06V3X/Kiul1E1GRFiyfwn5VitvPjKC2zo2oXmD2u6OxZLhP3/U6uPlU2Q5OTOZfFs++bafK4A1vGpgsdorkI1rNy6yf9M6rn2s7kxOTg5jx45l3rx5dOrUybF+2rRpjo+Kb7/9dvz8/Fi1ahW7d+9m2rRpPPPMMwwYMID58+dz5513lnqOOnXqFPkYFnD09+zTpw+tWrUiMTHxqkpKSbp3746Pjw979+4lLCyM9PR0NmzYwPz588t55T/buHEjfn5+jm4VvXr1Ys+ePbRq1crpMcaYIj9Wq7XM8+Tk5FCnTp0K57zeLldsy6Ok5yQnJ6fIG4GUlBRatmxZoeendu3ahIeHEx4ezqhRo9i2bRu1a9dm/fr1xMTEULduXcLCwhx90n18fBzHGmOu6qtekjlz5uDl5cXKlSsB2LRpk9PynRk2bBjLly8vsu5yeddLaa9XaffBFE6sdFlp11tSOZef+ZJyfPXVV0RHR/PJJ5/w5ptvsmvXLpevR1uQlVLqBjqcdpjjF48ysmerKlE5LssrO15xVI5redfCx8uHfFs+XydU/kRAIsLEiRN59NFHGT58eJFt58+fB2Dz5s2kpaURGhpKeHg4L774IklJSXTs2JGtW7eyePHikoouIiAggGPHjjmW09LSHC3GCQkJnDlzBj8/P8f2mTNnMnPmTMfy6dOnHXlSUlI4cOAAbdq0AWDJkiWMGzeuyP/Iy6tly5bExsaSm5uLxWJh9+7ddOjQocLlOXPkyBECAgIqvdyK8vX1JS0tzbHcu3dvoqOjycrK4uLFi8TGxtKzZ89SyyjpOenbty/79+/n7NmznDp1iqSkJHr27Fnu5yc+Pp6jR+0zXVosFhISEmjTpg3p6ek0bdqUunXrsn//fvbu3XtN96FRo0b4+vo6lssqv/h9u/3229m6dStJSUmAve90SkpKhe5neYSFhREdHU12djaHDh0iMTHRpeNuueUWR1Yo+3qL6927NzExMeTk5HDgwAFOnjwJ2P+enDx5kkGDBvHyyy8X6Q/tCm1BVkqp6+zyiA9N6zRleIvfceZCPgU2wcfblHGk+y2+ZzHv7n2XDQkb+PPtf2Z7yna+Tvj6uozHHBMTw8qVKzl8+DCLFi0C7KNBtG7dmscee4xjx47h4+PDsmXLirQYBQUFMWPGDPr06cNLL71U5nlGjhxJVFQUd999NwCHDh3iscceo1atWnh7e/Pee+9Rt25dx/7FuyGcPHmSKVOmAGC1Wvn73/9Oq1atEBEWL17Mxo0bXb7mqVOnsnLlSs6dO0fbtm15++23GT16NMOGDSM4OBgvLy8mT55M9+7dXS7zsoSEBMLDwx1vAKKjo5kzZw733XcfAFFRUS51SalIfmfrSxMREUF4eDhNmjThf//7H/7+/kRERHDbbbcBMGvWLJo3b15qGSU9JzVr1mTu3Ln0798fgPnz5+Pl9XP7oKvPj8ViYdKkSWRlZSEiTJgwgR49enDrrbeyaNEigoOD6datG71793b19rlk+PDhpZZf/L61bNmSd955h1GjRlFQUEC9evVYvnw5nTp1Kvf9LElpz9WUKVPo3bs3ISEhdOrUyaVuDdOmTeOxxx5j9uzZrFu3rszrLa59+/b8+te/plevXgQEBDjeTIoI48ePJz09HavVymuvvVau66x2M+kppdSNVGAr4IHIB2hRtwWL71nMjP/tI+b4Obb8YTBeXte/gqwz6V3NYrEwePBgoqOjqVGj8tqJvvzyS5YuXcrHH39caWVeTwMHDmT16tU0adLE3VHUTSIjI4MGDRpw7tw5QkNDSUhIuKoLRVXjbCY9bUFWSqnrqIZXDaaFTqNF3RYAzP1FD1Izc29I5ViVrE6dOo6P1v39/Sut3HvvvZd777230sq7nlJTU5k+fbpWjlWl+v3vf8+OHTsA+5ByVb1yXBqP7INsjBlljFl04cIFxziZubm55OfnY7FYsFqtjo9AMjLsbwau/FdE+Ne//sUHH3yAxWJh3LhxHD9+nB9//JHJkydjsVhYuHAhS5cuRUQIDw/n/PnzxMTE8Mwzz5CRkcFrr73Gf//7X2w2G8OGDSM9PZ2oqChmzJhBXl4es2fPZsOGDWRnZzN48GAyMzP55ptv+Mtf/gLAs88+y3fffcfZs2e57777yM7OZvXq1cydO5f8/HwiIiLYsWMHKSkpjBkzBqvVykcffcRbb71FRkYGU6ZMYffu3SQlJfHwww/rNek16TVVoWtKT09n7PSxzP7XbGw2G69MfoU2Pm2IioriT3/6E41qeZXrmpYsWUJ2djZWqxWLxVLuv3vqakOHDq3UyrGnadasGeHh4e6OoW4y7733Hvv27WPfvn3cf//97o5zTbSLhVJKVbJcay4Tv5xI4C2B/OUOe4U3t8DK/QtjmDq4M6OCW9+wLNrFQimlnNMuFkopdZ2ds5zDt6Yvtbxr8d4971HPp55j24WsfNo0qkOjuhUf3UAppdSN4ZFdLJRSqqrJyMvgobUP8WrsqwDUr1m/SP+7lg1r8/6kPgzs0sxZEUoppaoIbUFWSqlK0KBmAx4PepywFmFXbTufmUsNLy8aauuxUkp5BG1BVkqpCrKJjXf3vsuxC/ZJJ8Z1H8etTW69ar93Nx+n/9+/JSu34EZHVEopVQFaQVZKqQq6kHOBTw9/ypcJX5a63y9C2/L8iO7Uq+W5H9rlnz1Lwq/GU5Caet3Ocfr0aQYMGEBAQAC9e/fm669/nq3v+dZXp4gAACAASURBVOefJygoiN69e/P5558D9ilpw8LCePbZZ8t9rgcffLDIbHpgH/WjdevWzJtX+iQopeW8zGazERgYyLlz50ot69lnn6VFixYEBQUVWe/t7U1ISAghISE8/fTTLl5VySIjI5k7d26RdampqQwbNszlMkq6/6VZsWIFXbp0oWvXrqxZs8alc7zxxhtkZ2e7nKk8OUvKU97nZ9KkSbRv3x6wTxDTtGlTnnrqqVKP8ff3L/MZuOzw4cOEhIRQv359qsIABB9++GGR6xs5ciSbNm1yLBd/rpzlr2rX5TIR8dif0NBQUUqpG+2C5YLYbDYRETmbddbxe1UE7JRifzt37txZ7nLOzJotB7p1lzOzZldywp+lpKRIXFyciIgkJCRI69atRUQkNjZWwsLCJD8/X1JTU6Vt27aSnp4uDz74oFgsFvnDH/4ghw4dcvk8P/74o4wePfqq9X/84x9l5MiR8o9//KNCOa+0Zs0amThxYplZYmJiJDY2VgIDA4usr1evXpnHXqtJkybJ5s2by9zP2f13Jjc3V/z9/SUlJUUSExOlY8eOYrVayzxP+/btJTU1tVzX4EpOZ3nK+/xMnDhRAgICJC4uTjZv3iyBgYEyderUSr+mQYMGSWxsbLmOuR6WLFlS5PpGjBghUVFRZR7nLH9Vua7idu7cKaNGjXp/1KhRDeSKv5PagqyUUuVwOvM04avD+fiQfba0ZnWblToY/r+/S+BEauaNilchieMncHHlKgAkP5/E8RO4FBkJwKGewRzs1p2Ln3wCIlz85BMOduvOwaAeABRcuEDi+AlkfBtlX76GFuYWLVoQHBwM2KePvTze8/HjxwkJCaFGjRo0bdqUNm3aEBsbixQOU3r5f2gAWVlZZZ5n+fLljBkzpsi6I0eOkJqaiivD3znLeaU333yTiIiIMsvq168fTZs2LXO/0syePZtBgwbRuXNnpk6dSteuXUktfB0mTJiAn59fiS2d4eHhLFu2rMzynd1/Z7Zv305gYCAtWrTAz8+Pdu3asW/fPqf7b9y4kZCQEM6cOcPgwYMdv4N9somgoCCCgoJYsmRJhXI6y1OR52f06NFERkYSGRlZZOrssnIeP36c3r17c/ToUQDWrFlD3759CQkJYdq0aaWeE6B+/fqO3++880527txZ6utev359Zs6cSWBgIE888YTj2PKe15nSnqubhVaQlVKqHFrVa8W9He7ljlZ3lLnv2fQcXvriAOv3/3QDkl0fHdeuwbtJE/Cxf8HQ1KqFd5MmtJw967qed/369fTq1YtatWoREBDA9u3byc7O5uTJkxw8eJCUlBSefPJJBgwYgM1mQ0SYMmVKkY+AnYmJibmqIjxjxgxmzSr/NV2Z87JDhw6RmZnpUmXbmZycHHr37k3//v3ZsmVLmfuPHj2aESNG0LFjR4YPH873338PwEcffcTf/va3Eo8JCwvju+++K7NsZ/ffmZSUFFq1asW7777LihUraNmyJcnJyU73v/vuu4mLi6N169ZERUU5fk9ISGDBggVs27aNrVu3MmvWLM6ePVvunM7yVOT5CQ0NZc+ePRw5coSuXbsClJkzKSmJBx98kH//+9906dKFs2fP8uKLL7Jp0ybi4uI4deoU3377banndcbZ656VlcWoUaOIi4tj/fr1nDlzpkLn/fTTTx1dfbZu3epYX9pzdbPw3A5xSil1g1htVj7c/yG/6PILGtVuxIy+M1w6rrlvbb77013UrFG12yLaL/3I8bvx8SmyXNPPjwb3DOXipyswtWoheXk0GDOGxmPHAlCjceMi+9dodu3D2KWkpDB9+nRWr14NQI8ePZg0aRL9+vWjTZs2DB48mNq1azNkyBDWrl3L66+/zurVq5k/fz716tUro3RITk6m2RU516xZQ9euXR39Syua87KFCxdec8taUlISLVu2JDY2ljFjxnD06FHq1KnjdP8mTZqQnp7u+PfSpUtlnqN58+alVlwvc3b/nbncGvvkk08CsHLlygpNObxnzx4GDhzoaD3t27cv+/bt4+677y5XzoKCghLzVPT5admyZZEW3bJy3n///YwYMYIePeyfumzbto0TJ07Qr18/ADIzMzlx4gRDhgwp9z1y9rrXrFnTUX6HDh1ISUkhKSmp3Od96KGHWLhwIWDvg1ydVO2/2kopVQXEX4rnrbi3+CL+i3If26xBLRrW8ezh3QrOnafRww/j/+knNHr4YQpc/NJRReTk5DB27FjmzZtHp06dHOunTZtGXFwcX3zxBSkpKfj5+bFq1Sreeustx7YBAwa41IJcp04dcnJyHMvbt2/ns88+o1u3bixcuJBXX32V5cuXVyhneno6GzZsYGzhG4iKatmyJQB9+vShVatWJCYmlrq/MabIj9VqLfMcOTk5pVa6r1TS/XemdevWRSreKSkpjuspj8sV7fIoKaezPBV9fubMmcOf//xnl3MuWrSI6OhoduzY4Vg3bNgw4uLiiIuL49ixY0yePNmxraQ3E1euu1zhv7y+pNfdx8enyD42m63M81YWZ2+GKvImyZ1ueAXZGNPOGBNljDlojNlvjPld4fomxpivjTFHC/9tfKOzKaXUlSwFFgA6N+7MZ6M/Y1z3cS4fu2bvGX67bBeXsvOvV7wbpt3CN2k166/U7taNVrP+SruFb16X84gIEydO5NFHH2X48OFFtp0/fx6AzZs3k5aWRmhoKOHh4bz44oskJSXRsWNHtm7dyuLFi8s8T0BAQJERLF566SWOHTvGoUOHeOqpp/jjH//IuHE/v9YzZ85k5syZLuVcsmQJ48aNK1JBKa+0tDQsFvuzl5CQwJkzZ0qtkFbUkSNHCAgIcGnfku7/ZcXvT9++fdm/fz9nz57l1KlTJCUl0bNnzzLP4evrS1pammO5d+/eREdHk5WVxcWLF4mNjS2znJJyOstT0eenUaNG+Pr6upwzNDSUf/3rXzz++OPk5uZy++23s3XrVpKSkgBITEws0mXllltucWy7rGHDho7n4tChQ2VmLElZ560sJeUvbX1V5Y4W5AJguoh0B24HphpjAoA/Ad+ISBfgm8JlpZRyi8Nph7lv5X18d8beR7NDww7lOj49J5/kSzk0qK092VwVExPDypUrWbRokaPf4+Uvaz322GMEBATw9NNPs2zZMkeLGUBQUBDbt2+nT58+PPDAA2WeZ+TIkURFRbmcKzk5uUgLpLOcIsLixYv5zW9+43LZU6dO5Y477uDw4cO0bduWyMhIDh06REhICD179mTMmDG899571K1b1+UyL0tISCAkJIS//vWvjr6k69atc2yPiopixIgRLpVV0v2/rPj9qVmzJnPnzqV///4MGTKE+fPn4+VVdnUjIiKC8PBwBgwYQEpKCv7+/kRERHDbbbcxYMAAZs2aRfPmzcud01meij4/xbmS84477mDo0KH85S9/oXnz5rzzzjuMGjWKHj168NBDDxX5cuC0adOYMWNGked/xowZDB8+nOnTp9OuXbtyZwTKPK+rynquSspf2vqqylTkI4xKDWDMamBh4c+dIpJsjGkFbBKRq0fcv0JYWJh41Jh6SimPkZWfxV9i/sLvev+O9r7l65t6mYi4/WNFY8wuESkyvd+uXbvkWr5A5uksFguDBw8mOjqaGjUq7w3Ml19+ydKlS/n4448rrczraeDAgaxevZomTZq4O4pSbrNr1y5eeOGFD4BnIiMjMy6vd2sfZGOMP9AL2A60EJFkgMJ/S3+bqJRSlazAVsCnhz4l35ZPPZ96vH7n6xWqHJ/NsPdvdXflWJWsTp06jo/WK9O9997rMZXj1NRUpk+frpVjpZxw22d/xpj6wGfAMyKS7ur/SIwxU4ApAG3atCEhIeG6ZVRKVS+703bz0g8vUZBRQP9m/StURm6BjV8uPcLIgMZMua1FJSdUlWXo0KHujuBWzZo1Izw83N0xlKqy3FJBNsb4YK8cLxeRlYWrfzLGtLqii0WJgx2KyCJgEdi7WPj7+9+IyEqpm1iBrYAaXjXw9/enc7vO9GxW9heKnLHkWfn9PYbgdo3w99PvGiullCdyxygWBngfOCgir1+xKRKYWPj7RGB18WOVUqqy7f5pN6M/H01iun0YrWupHAPUqenNY/070Fsrx0op5bHc0Qe5PzAeGGKMiSv8uQ+YCww1xhwFhhYuK6VUpdqRvIMxq8dwznKOHck7+Ot3f6VJrSZ4mWv/c5h4PosN+1MosNoqIalSSil3ueFdLEQkGnDW4fiuG5lFKVW97EjewdRvppJvy+eJDU+QlJFEvi2f27veTrsGFRs66Uordp5i0ZYTfD/zLprWr1X2AUoppaoknUlPKVVtvLLjFfJt+VjFyrGLx8ix5mAVKxsSNlRK+b+/uyv/e7KfVo5d8PzzzxMUFETv3r35/PPPS9339OnTDBgwgICAAHr37s3XX38NwKZNmwgLC+PZZ58t9/kffPDBIpOFPPvss7Ro0YKgoCCXjl+xYgVdunSha9eurFmz5qrtNpuNwMBAzpUx66Cz85Y3T2kiIyOZO7foh7KpqakMGzbM5TLKm+cf//gHQUFBBAQE8MILL7h0zBtvvEF2drbLmYpz9pwAeHt7O8asfvrpp4GKPT+vvPIKgYGBBAYG8stf/tKl/CXdf3fYtGkTDRs2JCQkhKCgIF5++eVKP8eVU3B7PBHx2J/Q0FBRSilXnc06K49/9biELQ2ToA+DJOjDIAldGirr49e7O9p1A+yUYn87d+7c6dZMsbGxEhYWJvn5+ZKamipt27aV9PR0p/unpKRIXFyciIgkJCRI69atRUTkwQcfFIvFIn/4wx/k0KFDLp//xx9/lNGjRxdZFxMTI7GxsRIYGFjm8bm5ueLv7y8pKSmSmJgoHTt2FKvVWmSfNWvWyMSJE8ssy9l5y5OnoiZNmiSbN292ad/y5Dl16pR06tRJ8vLyJDc3Vzp06CAnTpwo87j27dtLamqqS3lK4uw5ERGpV6/eVfuX9/nZsWOH3HHHHZKbmysiIrt3767U/NdbVFSUjBgxQkRE8vPzpUuXLpKQkFCp5yjpPld1O3fulFGjRr0/atSoBnLF30ltQVZKVRvxl+LZl7qPHGuOY51NbGxP2X7NZf/xf3tZHXf6mstxh1Wv7ebgd/aZ0KxWG6te283h7fYpaPPzrHz0/HesWRhH6skMNn98mI+e/47je+wDDVky81j12m7i99lbSrMu5ZZ5vuPHjxMSEkKNGjVo2rQpbdq0ITY21un+LVq0IDg4GID27duTn59Pbm4uUjjR1eX/oQEuzQy2fPlyxowZU2Rdv379aNq0aZnHAmzfvp3AwEBatGiBn58f7dq1Y9++fUX2efPNN4mIiCizLGfnLU+e2bNnM2jQIDp37szUqVPp2rUrqampAEyYMAE/Pz+eeuqpq44LDw9n2bJlLp2jPHkACgoKyM3NJTc3l5o1a9KwYUOn+27cuNExu9rgwYOLzLS2YMECgoKCCAoKYsmSJaWe09lz4kx5n5/ExESaNWtGzZo1AejVq1eZ+Z3d//r16zNz5kwCAwN54oknHOv/+c9/0r17d3r27MmMGTMc653dB2fllCU7O5u8vDxq1bJ/2rVmzRr69u1LSEgI06ZNc+w3evRogoODCQ0NZeHChY71KSkpRbYdOXLEsa0ieaoirSArpaqNy10sAGp518LHy4d8Wz5fJ3xdxpGly84r4FBKBj+l55S9sweq61sTg2HFnFgw9uVrERAQwPbt28nOzubkyZMcPHiQlJQUl45dv349vXr1olatWjz55JMMGDAAm82GiDBlyhQ2bdpUZhkxMTFcy0yCKSkptGrVinfffZcVK1bQsmXLIlMtHzp0iMzMzGs6R3mNHj2aESNG0LFjR4YPH873338PwEcffcTf/va3Eo8JCwvju+++q/Qsbdu25Xe/+x1+fn60bdu2zAlJ7r77buLi4mjdujVRUVGO3xMSEliwYAHbtm1j69atzJo1i7NnSxwB9ipXPicAOTk59O7dm/79+7NlyxaAcj8/d999NwcOHKBPnz689NJLjtfcWX5wfv+zsrIYNWoUcXFxrF+/3lGhnjVrFjt27GDfvn1Mnz4doNT74KwcZ7Zu3UpISAitW7dmwoQJtGzZkrNnz/Liiy+yadMm4uLiOHXqFN9++y0Ab7/9Nnv37mXbtm0sWLDA8d9pREQE9957L3v37iUqKopGjRpVKE9V5raJQpRS6kZbfM9i3t37LhsSNvDn2//M9pTtfJ3wNfMGzbumcuvWrEHkUwOw2qSSkt5YY6b3dvzu7e1VZNmnpjdjZ9hnqn7ryW8Z9MitRY6tU79mkf3rNSy7/3WPHj2YNGkS/fr1o02bNgwePJjatWuXeVxKSgrTp09n9Wr7KKBDhgxh7dq1vP7666xevZr58+dTr169MstJTk6mWbNmZe7nzOXWxieffBKAlStXFpk1ceHChSW22F5PTZo0IT093fHvpUuXyjymefPmRSr2leXixYt8+eWXxMfHk5+fT//+/Rk5ciStWrUqVzl79uxh4MCBjn6tffv2Zd++fdx9992lHlf8OQFISkqiZcuWxMbGMmbMGI4ePVru56dRo0b88MMPfPXVV6xcuZLQ0FAOHDjgqByWR82aNenXrx8AHTp0ICUlhdatW9OnTx8ef/xxRowY4fiUo7T74KwcZwYOHMjatWvJyMjgrrvuYuzYsSQkJHDixAlHOZmZmZw4cYIhQ4bw/vvv8/nnnyMinDlzhjNnztCyZUs2bdrE8uXLAfD19cXX17fU6/JE2oKslKo2mtZpyp9v/zNbHt7CPf738Jfb/8KWh7fQt1XfCpeZV2Ajt8AKgLeXTi3tqmnTphEXF8cXX3xBSkoKfn5+pe6fk5PD2LFjmTdvHp06dQJg1apVvPXWW46yBgwY4FILcp06dcjJqXhrf+vWrYtULFNSUmjZsiUA6enpbNiwgbFjx1a4/IowxhT5sVqtZR6Tk5NDnTp1Kj3Lxo0b8fPzo2HDhjRt2pRevXqxZ8+ecpdz+Y1IeZT0nACO16dPnz60atWKxMTECj0/tWvXJjw8nI8++ojQ0FC2bdtW7owAPj4+jt+NMdhs9qEhv/rqK5566im2b9/OkCFDgNLvg7NyytKgQQOGDBlCdHQ0AMOGDSMuLo64uDiOHTvG5MmT2bRpE+vXrycmJoa4uDi6detWZvkVzVMVaQVZKaWuwZq9Z7h9zjecPF/xb997ij4j/CutrPPnzwOwefNm0tLSinRHmDlzJjNnznQsiwgTJ07k0UcfZfjw4Y714eHhvPjiiyQlJdGxY0e2bt3K4sWLyzx3QEBAkREsylI8T9++fdm/fz9nz57l1KlTJCUl0bOnfYKZJUuWMG7cuCIVharqyJEjBAQEXHM5xe/P5Zba3NxcLBYLu3fvpkOHDmWW4+vrS1pammO5d+/eREdHk5WVxcWLF4mNjXXc55I4e07S0tKwWCyAvbvCmTNn8PPzK/fzEx8fz9GjRwGwWCwkJCTQpk0bp/nLS0Q4efIkgwYN4uWXXyYhIaFC98EVNpuNuLg4/Pz8uP3229m6dStJSUmAva91SkoK6enpNG3alLp167J//3727t3rOH7w4MGOvtBZWVmOPu83E60gK6XUNejYrB6jglvTrknlt8RVNX1Hday0sh577DECAgJ4+umnWbZsWZEuCsnJyUVaaGNiYli5ciWLFi1yDNV15swZxzFBQUFs376dPn368MADD5R57pEjRxIVFVVk3dSpU7njjjs4fPgwbdu2JTIy0mmemjVrMnfuXPr378+QIUOYP38+Xl5eiAiLFy/mN7/5jcv3wdl5S8vjqoSEBEJCQvjrX//Kp59+SkhICOvWrXNsj4qKYsSIEdeUE66+PwMGDGDYsGGOL3BNnjyZ7t27l3mOiIgIwsPDGTBgACkpKfj7+xMREcFtt93GgAEDmDVrFs2bN3d6vLPn5NChQ4SEhNCzZ0/GjBnDe++9R926dcv9/FgsFsaNG0dgYCChoaGMGzeOHj16OM1f1v0vTkQYP348PXv2ZODAgbz22msA5b4PpbncB7lnz5506dKFESNG0Lx5c9555x1GjRpFjx49eOihh8jKymL48OHYbDaCg4P529/+Ru/eP3elWrBgAV988QUhISHceeedXLhwoUJ5qjJTkY8wqoqwsDDZuXOnu2MopVSVZYzZJSJhV67btWuX3MgvkFU1FouFwYMHEx0dTY0alfdVnC+//JKlS5fy8ccfV1qZ19PAgQNZvXp1qV+gU+pmt2vXLl544YUPgGciIyMzLq/XFmSllKqg6KPnSM0oe1gzVbXUqVPH8dF6Zbr33ns9pnKcmppa5ugSSlVnHllBNsaMMsYsunDhgmOcw9zcXPLz87FYLFitVrKyshARMjLsbwau/FdEyMrKwmq1YrFYnJaRnZ2NiJCZmXlVGWD/pqfNZiM7O5uCggJycnLIy8sjLy+PnJwcCgoKyM7OxmazlVqGiJCdnV1mHr0mvSa9pqpzTZbcfP5v+S5eWnugyl9TCcSTvzxTGYYOHYq/v7+7Y7hNs2bNCA8Pd3cMpdzq8hB/JdEuFkopVUHHzmZiDHRqVnWnVy2pi8WePXsONG/e/NZWrVp5eXl5ZDuJUkpdE5vNRnJysi0+Pj7t1VdfjaRYFwsdB1kppSqoc/OqWzEujc1mu+fEiRNxycnJt1z55TillKouRIScnJy0pUuXLgUaAQVXbtcKslJKldORnzL46PsEnh7Shea+ZU9wUdWEhoYmjR49ejLwAHAeqN79LZRS1ZUBmgD7IiMjLVdu0AqyUkqV04+nL7E67gzTht5a9s5VVySQC/QAqv6gvUopVflsQCywqvgG7YOslFIVkJNvpbaPt7tjlKmkPshKKaVKp9/OUEqpcsi32nsjeELlWCmlVMVoBVkppcrh0cXbmB25390xlFJKXUfaB1kppVxktQm3dbgFvyZ13R1FKaXUdaQVZKWUcpG3l+HZYR79xTyllFIu0C4WSinlAkuelV2JF5zOuqSUUurmoRVkpZRywdp9Z/jFO98Rd+qiu6MopZS6zrSLhVJKueDeHq2o4W0IadfI3VGUUkpdZ1pBVkopF9SvVYMxvdq6O4ZSSqkbQLtYKKVUGT76PoGvfkx2dwyllFI3iFaQlVKqFCLCJztO8dWPKe6OopRS6gbxyAqyMWaUMWbRhQsXyM/PJzc3l9zcXPLz87FYLFitVrKyshARMjIyAIr8KyJkZWVhtVqxWCxOy8jOzkZEyMzMvKoMgMzMTGw2G9nZ2RQUFJCTk0NeXh55eXnk5ORQUFBAdnY2Nput1DJEhOzs7DLz6DXpNek13fhrysnJYdWTt/H88C4ee01KKaXKx3jykEVhYWGyc+dOd8dQSt3ERARjjLtjVJgxZpeIhLk7h1JKeRKPbEFWSqmK2r0+kegVR1nx8g4i/xnH7vWJWK02Vr22m8Pb7d0o8vOsrHptN1FfJzB43ib2HEtj1Wu7Ob7nLACWzDxWvbab+H3nAMi6lMuq13aTuP88ABlpOax6bTenDqYBcCnVwqrXdnP6yAUALqRkseq13SQfvwTA+dOZrHptNz8lpAOQeiqDVa/tZsunR4hecZTUkxlErzjK7vWJN+5GKaVUNaYVZKVUtXLr7S3BQOqpzJ+XnSiw2mjdqA5tGte+UfGK8O/ZFAysmBMLpvSsSimlKo92sVBKVUtvPfktU98d4u4YLrmWrNrFQimlyk9bkJVSqgTx57Kw5FndHUMppZQbaAVZKVUt9RnhX+r2Zz6NY9x7225MmDKUlVUppVTl0pn0lFLVUt9RHUvd/vx93bHkV40W5LKyKqWUqlxaQVZKqRL07dDE3RGUUkq5iXaxUEqpK2TnFbDgm6OczchxdxSllFJuohVkpZS6wvYTabz+9RFOns92dxSllFJuol0slFLqCoO7NSd6xmDaNKrj7ihKKaXcRCvISilVTNvGdd0dQSmllBtpFwullCr08hcH+OvqH90dQymllJtpBVkppQqJ2H+UUkpVb9rFQimlCv15ZIC7IyillKoCPLIF2Rgzyhiz6MKFC+Tn55Obm0tubi75+flYLBasVitZWVmICBkZGQBF/hURsrKysFqtWCwWp2VkZ2cjImRmZl5VBkBmZiY2m43s7GwKCgrIyckhLy+PvLw8cnJyKCgoIDs7G5vNVmoZIkJ2dnaZefSa9Jr0mq7fNR1JSr3prunyv0oppcrHiAd/nhgWFiY7d+50dwyllIf78fQlRr4Zzbu/6s3woFbujlOpjDG7RCTM3TmUUsqTeGQLslJKVaaWDWszfWhX7ujU1N1RlFJKVQHaB1kpVe01rV+LiLu6uDuGUkqpKkIryEqpau27Y+fAwB0db8EY4+44SimlqgDtYqGUqtYWRh3jhcgD7o6hlFKqCtEWZKVUtfbBpD6cvmjR1mOllFIO2oKslKrWavt406lZfXfHUEopVYVoBVkpVS1l5hbwq/e2E5uQ5u4oSimlqhitICulqqWkC9mcuWTB20u7ViillCpK+yArpaqV7SfO88mOkwD0bNOQvAKbmxMppZSqarSCrJSqNrLzCvjN0l1ctOQ71m0+ksp3f7qLOjW93ZhMKaVUVaJdLJRS1cbCb4+RW2Atss6Sb2Vh1FE3JVJKKVUVVakKsjFmuDHmsDHmmDHmT+7Oo5S6uSzbloglv2iXipx8G0u/T3RTIqWUUlVRlakgG2O8gbeAe4EA4BFjTIB7Uymlbia/ur09dXyK/tmr7ePF+DvauymRUkqpqqjKVJCBvsAxETkhInnAJ8D9bs6klLqJPDWkM7VqFO1rXMfHm6cGd3FTIqWUUlVRVfqSXhvg1BXLScBtxXcyxkwBpgC0adOGhISEGxJOKXVzeGFoG9YevOBYHtm9MT+dOVXKEUoppaqbqlRBLmkwUrlqhcgiYBFAWFiY+Pv7X+dYSqmbJyuxWQAAC8hJREFUib8/3N/P3SmUUkpVZVWpi0US0O6K5bbAGTdlUUoppZRS1VRVqiDHAl2MMR2MMTWBh4FIN2dSSimllFLVTJXpYiEiBcaYp4D1gDfwgYjsd3MspZRSSilVzVSZCjKAiKwD1rk7h1JKKaWUqr6qUhcLpZRSSiml3E4ryEoppZRSSl1BK8hKKaWUUkpdQSvISimllFJKXUEryEoppZRSSl1BK8hKKaWUUkpdQSvISimllFJKXcGIiLszVJgxJhVILGFTQ+BSGYc3Bc6VsU9Z5bhynsooo6yslZHDlX2qStbKKKMyXn9X9qkqWavK619Z5/GUZ9WVfa531vYi0qyM8pVSSl1JRG66H2CRC/vsvNZyXDxPZZRRatbKyOFJWSupjGt+/T0pa1V5/T0p683235X+6I/+6I/+uP5zs3axWHODynHlPJVRxrWeo7L2qSpZK+t6K6MMT8laVV7/yjqPpzyrruxzo7IqpZRykUd3sbgWxpidIhLm7hyu0KyVz1Nygma9XjSrUkopZ27WFmRXLHJ3gHLQrJXPU3KCZr1eNKtSSqkSVdsWZKWUUkoppUpSnVuQlVJKKaWUuopWkJVSSimllLqCVpCVUkoppZS6glaQlVJKKaWUukINdwe4EYwxrwOfiUiMu7OUxRjTBHgKOAO8DzwH3AEcBOaIyAU3xivCGDMY+AXQDigAjgLvicgxtwYrxhhTA/g1MAZoDQj2+7saeF9E8t0YTymllFJVTHVpQR4P/NMYk2iMedUY08vdgUqxDKgHhAJRQEvg74AF+NB9sYoyxswFJgDbgHzgBHAc+K8x5pfuzFaCpUAIMBu4DxgBvAAEY7/fHsEYU6WG+jLGeBtjfmOMedEY07/Ytj+7K1d5VaX7erPcU6WU8nTVYpg3Y8weEelljOkCPFz44w38B/iPiBxxa8ArGGPiRCTEGGOAJBFpU3ybG+M5GGN+EJEehb/XADaLSH9jTGNgq4gEuTfhz4wxh0XkVifbjohI1xudyZnCTxBK3ATsFZG2NzJPaYwx7wF1gR3Y34RuFpFphdt2i0hvd+a7kqfcV0+6p0opdTOrFl0ssH+kjogcBV4EXjTG9AQeAdYBnd2YrTivwkpmA6C+McZfRBKMMbcANd2c7Uo2Y0wTEUnD3m3BG0BELhRW7quSC4Wt2p+JiA3AGOMF/BKoMl1WCqUCidgrbpdJ4XJztyRyrq+I9AQwxiwE3jbGrMT+31VVewY85b560j1VSqmbVnWpIF/1PxYR2QfsA2be+DilegU4VPj748B7hfXN7ti7BVQVc4A9xpjDQDfgtwDGmGbAXncGK8HD2LupvG2MuVwhboS9C8vDbktVshPAXSJysvgGY8wpN+QpjeMNm4gUAFOMMX8FvgXquy1VyTzlvnrSPVVKqZtWdeliUV9EMt2dw1XGGG/sr01BYfeFEOC0iCS7OVoRhR9bdwSOichFd+dxRWFLvBGRc+7OUhJjzFQgWkSuepNhjIkQkTfdEKtExphlwDIR+arY+snAOyLi455kV/OU++pJ91QppW5m1aKCDGCMaQgMB9rw8ygG66tixc5TsnpKztIYY4aKyNfuzqGUUkqpqqNajGJhjJkA7AbuxP4FmHrAYGBX4bYqw1OyekpOF7zv7gCuMsYMdXcGV1XFrMaYbsaYGcaYBcaYfxb+3t3duYrzlJxKKXUzqxYtyIX9ZG8r3rJZ+GW47VVsFAOPyOopOQGMMZHONgFDRKTejcxTUcaYkyLi5+4crqhqWY0xM7B/0e0TIKlwdVvsfdA/EZG57sp2JU/JqZRSN7vq9CW9kt4J2Kh63wz3lKyekhNgIPAroHg/dAP0vfFxnCujMn/LjcxSFk/Kin2imMDik8IUTiK0H6gqFU9PyamUUje16lJBfhnYbYzZAFz+xrofMBT7sG9Viadk9ZScYJ/MJFtENhffUNgSXpV4TGUez8pqwz4cYWKx9a0Kt1UVnpJTKaVuatWiiwU4Pvofhv0LZQb7x5frq9LUzZd5SlZPyelJjDFfAq+KSFQJ27aIyP9zQ6wSeVjW4cBC7NOhX/mGrjPwVPFRI9zFU3IqpdTNrtpUkIszxowUkbXuzuEKT8nqKTnBs7KqylE4OUxfir6hixURq1uDFeMpOZVS6mZWnSvIHjNtq6dk9ZSc4HFZPaYy72FZp4jIInfnKIun5FRKqZtJtRjmzYmq9kWy0nhKVk/JCZ6V9W/uDlAOnpT1SXcHcJGn5FRKqZtGda4g/8bdAcrBU7J6Sk7wrKyeVJnXrJXPU3IqpdRNo7qMYoExphtwP1fM+maMyRCRg+5NdjVPyeopOcGzspbAkyrznpR1lLsDuMhTciql1E2jWrQgFw6+/wn2lpgdQGzh7/8xxvzJndmK85SsnpITPCsrXD2TGjC4qs6k5klZixORJABjzGPuzlIaT8mplFI3k2rxJT1jzBFKHny/JrBfRLq4J9nVPCWrp+QEj8vqMTOpeVLW0lS1Wf+c8ZScSil1M6guXSw8afB9T8nqKTnBs7J60kxqHpPVGLPP2SagxY3MUhpPyamUUje76lJBfgb4xhhT4uD7bktVMk/J6ik5wbOyelJl3pOytsA+qU3xSWwM8N2Nj+OUp+RUSqmbWrWoIIvIV8aYrnjA4PuektVTcoJnZcWzKvOelHUtUF9E4opvMMZsuvFxnPKUnEopdVOrFn2QlfIknjSTmidlVUoppVxVXUax6GmM2WaMOWWMWWSMaXzFth3uzFacp2T1lJzgWVkBRMQmIttE5DMR+V/h71WywulJWZVSSilXVYsKMvA2MBvoARwBoo0xnQq3+bgrlBOektVTcoIHZfWkyrxmrXyeklMppW521aWCXF9EvhKRiyIyD3v/yK+MMbdjnzSiKvGUrJ6SEzwrq8dU5tGs14On5FRKqZtatfiSHmCMMQ1F5BKAiEQZY34BfAY0cW+0q3hKVk/JCZ6Vtb6IfFX4+zxjzC7slfnxVL3KvGatfJ6SUymlbmrVpQX570CR2b1EZB9wF7DSLYmc85SsnpITPCurMcY0vLwgIlHAL4ClQHu3pSqZZq18npJTKaVuajqKhVJViDHmUeCEiGz7/+3dsYsVVxSA8e/gH2BgDaYQtdMmsGgphBUUFAStYqc2VoJ20RS2YpqAf4Kt2qydIqKFYJVK0HQRm1VwtbAUToqZhdn1CZGM3D0z3w9e8e5tvu4dLvPmblnfC1zPzIttyr5k6/iqdErS1M1iQO5PZH4HzgA/9svvgFXgZmZ+bNW2VZXWKp1Qq1WSJLU3l0cs7tDdTLWSmUuZuQQc7dfuNi37UpXWKp1QqDUidkbEzYh4FRHv+8/Lfu2H1n1Dto6vSqckTd1cTpD/zswD37rXQpXWKp1QrvUB8Bi4nZlr/dpPwHngWGYeb9k3ZOv4qnRK0tTNZUB+CDyi+9F526/tBi4AxzPzWMO8Taq0VumEcq2VhnlbR1alU5Kmbi6PWJwFloCnEfEhItaBJ3Sv+Pq1ZdgCVVqrdEKt1tcR8Vs/wAPdMB8RV4E3DbsWsXV8VToladJmcYIMEBEHgT3A88z8NFg/MXjv6LZQpbVKJ9Rpje7mtGvAaWA33btv3wL3gT8yc71h3ia2jq9KpyRN3SwG5Ii4DFwCXgLLwJXMXO33/srMQy37hqq0VumEWq1QZ5gHW7+HKp2SNGVzecTiInA4M88AK8D1iLjS70WzqsWqtFbphEKt/TC/Sncd9ouIOD3YvtGmajFbx1elU5Kmbi5XTe/YOInJzH8iYgW4FxH72GYDEnVaq3RCrdaNYf5TROyn69yfmbew9f+o0lqlU5ImbS4nyGsRsbzxpR+WTgG7gJ+bVS1WpbVKJ9Rq3TTM0514n4yIP9l+A5Kt46vSKUmTNpcB+RywNlzIzM+ZeQ74pU3SV1VprdIJtVorDfO2jq9KpyRN2iz+pCdVERF7gM8bl0Rs2TuSmc8aZC1k6/iqdErS1DkgS5IkSQNzecRCkiRJ+k8ckCVJkqQBB2RJkiRpwAFZkiRJGvgXs0ihVe6tmfIAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -100,7 +100,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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k+Lm5uX1vNBqHwfbrNxlj7H5Hbm5u+Uaj8V+joqKKb99K1Gk/AOIAbBk8eDDV1taSRqOh6upqqquro4qKCqqvr6cbN26Q0WikkpISIiK6fv06ERGVlJSQ0WikGzduUH19PVVUVFBdXR1VV1eTRqOh2tpaunnzJun1elKr1dTY2EilpaVWeTT9VKlUZDAYqLy8nLRaLVVVVdGtW7fo1q1bVFVVRVqtlsrLy8lgMJBKpbKZR2lpKTU2NpJarSa9Xk83b97kOnGduE5cp3avE4Bsava79eTJk+dKSkoMjY2NxBhjD6LGxka6fv26IScnJ59stEEFkc15OjoVpVJJ2dnZHR0GY4zdc4QQOUSktFyXk5NjjIiIEG5uPMqOMfbgMhqNOHnyJFauXPn4/v37L1pu49+OjDH24OHGMWPsgefm5gYhBAC8ER8fb/VLkX9DMsYYY4yxB9nDALpZruAGMmOMMcYYYxa4gcwYY8yhMo0OiZuPo6xG1+5l1dTUwNfXF2vWrAEAXL9+HdHR0QgNDUVkZCQOHz4MAEhLS4NSqcSiRYtcLiMxMRGXLl0yLy9atAje3t6Qy+VO7Z+ZmYmwsDCEhIQgMTHxtu1GoxEymQzl5eWoqKiAUqlEeHg4FAoF9u7d6zD/9957D3K5HKGhoVixYoXzFbNh//79WL16tdU6tVqNCRMmOJ2Hq8enNfGvW7cOdXV1Tsdky/LlyyGXyxEZGWl1nHft2oWgoCAEBwcjJSUFQOuun+7du9vdZus4t4ULFy5AoVCge/fuuNPnsbp06QKFQgGZTIYXX3wRWq22VfkMGjQI5eXldxRLp2fryb3O9omKimr7xxcZY+wBABtvscjOznY5n+V7TtOgP35Dy7/+uY0jvN2SJUto8uTJ9N577xGR9JaQ3NxcIiIqLCwkX19fIiJKTEwkrVZLixcvpvz8fKfzP3PmDMXHx1uty8jIoKysLJLJZA73NxqNFBQUROnp6UREVFZWdlualJQUmj59OhER1dfXU01NDRERqdVq8vHxoZbeIHLt2jUaMmQI1dfXk16vp8GDB1NBQYGz1XPajBkz6OjRo06ldeX4tDb+gIAAUqvVTsVjS1ZWFimVSjIYDKRWq8nPz480Gg3p9XoaNGgQqVQqunr1KgUGBlJjY2Orrp9u3bq1Or47NWbMGMrKyrqjPJriNxqNNHXqVHr//fdblc+dnqvOJDs7m+Li4rbFxcX1IIvfk9yDzBhjD7ipm4/jf7OvAQAMjUZM3XwcX5+SXguqrW/E8xsz8GX2NRAB/5t9Dc9vzMB3Z0oBAJW19Zi6+TiOnLsBAHfcw3zx4kWo1WpERUWZ13l7eyM8PBwAEBAQAIPBAL1e3/Q6UMtXg6K2ttZhGTt37sTzzz9vtW7UqFHw8vJyKsbs7Gz07dsX0dHRAIC+ffveluaDDz7AvHnzAADu7u7mnsfq6mro9Xo0NDS0WEZDQwP0ej30ej08PDzQq1cvu2mTk5MxZswYDB06FHPmzEFwcDDUajUA4OWXX4a/vz/mzp17234JCQnYsWOHU3V25fi4Gv+RI0egUChQUlKCmJgY83cAWL9+PeRyOeRyObZv395imZcvX4ZCoUDXrl3h5eWFAQMGICsrC5mZmZDJZPD29oa/vz8GDhyI06dPt/r6scXece7evTuWLVsGmUyG1157zbxepVIhPj4e4eHhiIqKwsWLF12ub0v5OyKEwJgxY8x3USxj2bBhgzldWloaxo8fjylTpkAul2P+/PlW+Vy+fBmRkZH45ZdfnC77XtGpG8hCiDghxJbKykrU1dWhpqYGGo0GWq0WlZWVMBgMKCsrAxGhtFT6Zd30j6q0tBREhLKyMhgMBlRWVkKr1UKj0aCmpgZ1dXWoqqpCfX09ysvLYTQaoVKprPJo+nnjxg00NDSgoqICOp0O1dXVqK2tRW1tLaqrq6HT6VBRUYGGhgbcuHHDZh4qlQpGoxHl5eWor69HVVUV14nr9ODU6aNoILnXbR/jpqc7tk524mrcOKpDz5Pxw6dtxtWw4SmXz1NbuF6lhdH0RlAjEa5Xte62rDOWLl2KpKQku9sPHTqEiIgIPPTQQ5g9ezaio6NhNBpBRJg1axbS0tIclpGRkWHVAHdVUVER+vXrh4kTJyIiIgKbNm2y2p6fn49bt25ZlVFTU4Phw4cjLCwMmzZtgoeHh938/fz88MYbb8Df3x9+fn5YuHAh+vTp02JM8fHxmDRpEgIDAxEbG4vjx48DAD799FOsXLnS5j5KpRI//vijs9V2mqvxjxs3Drm5ufD19UVqaqr5e2FhIdavX48TJ04gPT0dSUlJKCsrs5tPaGgoMjMzUVdXh6KiIpw/fx4qlQoqlQr9+/fHRx99hF27dsHHxwelpaWtvn5ssXeca2trERcXh9zcXBw6dMj8b3XevHmYOHEi8vLykJqait69e7tc35byd8RgMODAgQMYPnw4AGDTpk3Iy8vDiRMnsH79evPvOkD695KcnIwzZ84gOTnZvL64uBiJiYn45JNPEBQU5FS59xSiuzNM4k4+PMSCsXtcyv8jWulFlNTzn5+VXtJ6jqtd48IdDrG4Ua2l4OUHKGDpN+bP48sP0A2N1uVYHNm/fz8tWbKEiIiSkpLMQyyalJaWkkwmo0uXLlmtW7x4Mb3zzjt069Ytp8oJCgoyT/pi6cqVK04NIdixYwf16tWLrl69StXV1RQUFESXL182b58zZw59/vnnNvc9d+4cRUdHU319vd38b968SePHj6eqqipSq9UUHBxsnhTGlqSkJPr73/9Of/7zn80/P/30U/P27du305w5c27br76+nvr06eOwvk2cPT6uxt+k+W37PXv20IwZM8zLv/71r+nw4cMt5vHXv/6VwsPD6dlnn6XnnnuOdu/eTV9++SW9+uqr5jRTp06lgwcPEpHr109LQyxsHWcPDw/z93/5l3+hnJwcIiLy8vIivV5vldZRfW0NsbCXvz1ubm4UHh5O4eHh9MYbb5ivw+TkZFIoFBQeHk7dunUz55OamkrR0dG35RMQEED+/v70+uuvt1jevYCHWDDGOs6YJYBo9utGuAGjFwDbJwF5X0rr6uuk5TO7pWVdtbR8br+0XFshLV84KC3X3JCWfzkiLVcXS8uXU6XlyivScuExabn8F2m5KFNaDk0AjM1udRsbgJA46fv1HCn9jXPSclGmtFxuup1YeExarrwiLV9OlZarTbOW/nJEWq6Reo1x4aC0XFshLZ/bLy3rqqXlM7ul5VHzbB+vMUtbPs7tYP0/foGx2YRSjURY/49LdvZovczMTOzevRvDhg3Dhg0b8O6772Lnzp0AAJ1OhylTpmDNmjUYMmQIAODrr7/Gxo0bsWDBAuTm5iI6OtqpHkBPT0/odK0fCuLt7Y2QkBD4+/ujZ8+eiIqKQn5+PgBAo9Hg+++/x5QpU2zuGxISAnd3d+Tl5dnN/8iRI/D390evXr3g5eWFiIgInDp1qsWYhBBWn8bGRof10Ol08PT0dJjOVa2J3xZqxURmTdfCt99+C5VKBX9/f/j6+prvtgDS3RofH59WXz+ucHd3N38XQsBoNNpN66i+pvf1tjp/QLr2c3NzkZubi3Xr1sHd3R1paWk4dOgQMjIykJubi2HDhlnlY294zJYtW3Ds2DH89NNPLZZ5r+IGMmOs/fXwARTTgC6m28qii7Tc3btj4+rmBXTrB7h1lZbd3KXlRx7r2Li6e0vHx62LtNzFQ1rucfeP18miKhgarf/jNjQSTl692eZlvfnmm7h06RLy8/Mxd+5cLFmyBNOmTQMRYfr06XjppZcQGxtrTp+QkIBVq1ahuLgYgYGBSE9Px9atWx2WExoaavUGC0eWLVuGZcuWmZdHjBiBoqIiVFZWor6+Hj///DMCAwMBANu3b8e0adOsGi7Xr19HRYX0R5FKpcK5c+cwYMAAu/n7+PggKysLer0eWq0WJ0+exODBg52O11kXL15EaGjoHefTVvH37NnTalhQZGQkjh07htraWlRVVSErKwthYWEt5tF0nI8ePYrKykpERUVh5MiROHv2LMrKynDt2jUUFxcjLCys1ddPW4iJiTGPMa6trYVarXZY38ceewzFxcVtHotGo4GXlxceeeQRnD17tsU/3ixFRUVh8+bN+N3vfge9Xt/mcXU4aoMhEO394SEWjN0HNKVEq/pJwwVW9SPSqDo6Isl9Hhfa6C0Wd5vlEIv09HTq2rWr+dZweHg4Xb9+3ZxWq9XS2LFjadiwYfTVV185zHvHjh30pz/9yWrdf/zHf5CPjw917dqVBgwYQPv27TNvmz59uvmNFE127dpF4eHhFBoaSm+++SYRSW8GkMlktw3f+PHHH0kul5NcLqeQkBD6+OOPrbbbyn/x4sX0+OOPU0hICP3lL39psT5JSUm0ffv2235euXKFwsPDaeDAgeTl5UXh4eH07bffmvd77733aN26dS3m3drj40r8TbZs2UIhISH09NNPm4/h3/72N5LJZCSTyWjbtm0O84iLi6OQkBAKCwujzMxM8/ovvviChg4dSkOHDqX9+/db7ePK9SOEoAEDBpg/GzdubPE4Ww7JsBwiUVpaSnFxcRQeHk5KpZIuXLjgsL4ZGRkUHBxsdf3by98eW0NE9Ho9TZo0icLCwigxMZFGjhxpzic1NZUmTZp02z6Ww2Hmz59PixcvbrHczszeEAtBrbiFcbcplUq603f/McY6gW8WADnbgaiZwOT3Ozqaf7qP4xJC5BCR0nJdTk4O3clDavc6rVaLmJgYHDt2DF27dm2zfA8ePIjPPvsMn3/+eZvl2Z5Gjx6Nffv2OXwAkLH7WU5ODlasWPF3APP3799f07S+7X4zMMaYI2OWAOrzHTKWtkUc1wPF09PTfGt90KBBbZbvxIkTMXHixDbLrz2p1Wqn3o7B2IOKG8iMsbunhw8w82BHR3E7juuBM378+I4OoUP17dsXCQkJHR0GY50WP6THGGOMMcaYhU7dQOaJQrhOXCeuE9fpzurEGGPMdfyQHmOM3cf4IT3GGLPP3kN6nboHmTHGGGOMsbuNG8iMMcbs+ygaSO51++ej6DYvqqKiAkqlEuHh4VAoFNi7d69523vvvQe5XI7Q0FCsWLECAJCWlgalUolFixa5XFZiYqLVZCGLFi2Ct7c35HK5U/vv2rULQUFBCA4ORkpKym3bjUYjZDIZysvLcf36dURHRyM0NBSRkZE4fPhwi3kfOnQICoXC/PHw8EBubq5rFbSwf/9+rF692mqdWq3GhAkTnM7D1eMDADU1NfD19cWaNWucSr9u3TrU1dU5nb8ty5cvh1wuR2RkpNX1Y+t8teb66dKlCxQKBWQyGV588UVotdo7itcWW+fLklwuR2FhodPpHXn55ZehUCjg4+ODAQMGQKFQYPbs2a3O775BDibp6AwfniiEMcZaB3c6UUjK/yNa6SVNWNL0WeklrW9j9fX1VFNTQ0REarWafHx8qLGxka5du0ZDhgyh+vp60uv1NHjwYCooKKDExETSarW0ePFiys/Pd7qcM2fOUHx8vNW6jIwMysrKIplM5nB/vV5PgwYNIpVKRVevXqXAwEBqbGy0SpOSkmKePEOlUlFubi4RERUWFpKvr6/TsZaUlNDQoUOdTu+KGTNm0NGjR51K68rxabJkyRKaPHmyecIXRywnn2iNrKwsUiqVZDAYSK1Wk5+fH2k0GrvnqzXXT9NEG0ajkaZOnUrvv/9+q+NtLZlMRleuXGnzfC0n53mQ2JsohHuQGWPsQbd9EnBqp/S90SAt530pLY+aBxgbrNMbG4D+Cul7bYWU/oLpdXQ1N1odhru7O7p37w4AqK6uhl6vR0ODVHZDQwP0ej30ej08PDzQq1cvkOkZmqb/0ABp2l5Hdu7cieeff95q3ahRo+Dl5eVUnJmZmZDJZPD29oa/vz8GDhyI06dPW6X54IMPMG/ePACAt7c3wsPDAQABAQEwGAxOT837xRdfYMqUKS2mSU5OxpgxYzB06FDMmTMHwcHBUKvVAKTeQX9/f8ydO/e2/RISErBjxw6n4nDl+ADSNNZqtRrOjHU/cuQIFAoFSkpKEBMTY/4OAOvXr4dcLodcLjdPzWzP5cuXoVAo0LAUyf8AACAASURBVLVrV3h5eWHAgAHIysqye75ae/0AgBACY8aMMd+FSEtLw/jx4zFlyhTI5XLMnz8fAJCSkoKRI0dCoVBgwYIF5v3/9re/ISQkBGFhYVi69J/vObd3vt59912EhITghRdegE6nc5jelePWEnvx26uvvfXx8fEIDw9HVFQUNmzYYM5HpVJZbbt48WKL5d5N/B5kxhhj9nX3Brr1A+rUgLER6OIBePYBPHu3S3E1NTUYNWoUCgoKsG3bNnh4eMDPzw9vvPEG/P390djYiDVr1qBPnz6YPXs2oqOjMWbMGBARZs2aheeeew6TJk1qsYyMjAz85je/aXWMKpUK/fv3x0cffYQ+ffrAx8cHpaWlUCikPxry8/Nx69Ytm43DQ4cOISIiAg899JBTZe3cuRPbtm1zmC4+Ph5FRUXw9/dHbGwsjh8/jvj4eHz66af4+OOPYetBd6VSieXLlzsVh6uWLl2KdevWOdU4GzduHHJzczFo0CCkpqaaG+KFhYVYv349cnNzYTAYEB4ejkmTJqFfv3428wkNDcVbb72Furo6lJeX4/z581CpVHB3d7d5vlp7/QCAwWDAgQMHrNJmZGTgp59+glwuR1VVFcrKyrBq1SqkpaXhkUcewQsvvIAffvgBY8eORVJSEq5du4YePXqgrKzMnIet81VYWIitW7fi9OnTKCgowPDhwx2md+W42dNS/Lbqa+84AMCmTZvg5+cHg8EAmUyGKVOmwMfHB/PmzcPEiRPx+uuvQ6PRQKfTOSz3buEeZMYYe9DN/BaImCZ97+IuLYdPlZY9HgF+fxRwc5eWhRvw+/8DQuOl5W6PSekfN80g18P7jkLp0aMHfv75Z2RnZ2Pjxo0wGAyoqqrCwYMHceXKFVy+fBlr1qxBaWkpxo4di2+++QZdunTBvn37sHbtWqcaN6Wlpejbt2+rY2zqbZw9ezYSExMBSD2KTTZs2GCzx1alUmHhwoXYtGmTU+VcvHgRtbW15t7nlvTp0we9e/dGnz598Oijj6K6utrhPv369TO/KrAtpaSkIDg4GAEBAXeUz6lTpzB69Gh0794djz76KEaOHHlbT72l4cOHY8aMGRg1ahRef/11xMTE4OGHH7Z7vlpz/Wi1WigUCowYMQJDhgzBK6+8Yt4WFRVlHqPdu3dvnDhxAgUFBRg1ahQUCgVOnTqFgoICAMCIESPwu9/9Dh9//LHDP5ZOnjyJ6OhoeHp6QiaTOTyurh43e1qK31Z9W1q/bds2REREYMSIESgpKTHfIUhLSzMfw549e6Jfv34Oy71bOnUDmd+DzHXiOnGduE6d4D3IPXwAxTSpcayYdseNYGeEhITA3d0deXl5OHLkCPz9/dGrVy94eXkhIiICp06dwtdff42NGzdiwYIFyM3NRXR0NNLS0hzm7enpaXWb2lW+vr5WDUuVSgUfHx8AgEajwffff3/bsAidTocpU6ZgzZo1GDJkiFPl7Ny5Ey+++KJTaYUQVp/GxkaH++h0Onh6ejqVvysyMzOxe/duDBs2DBs2bMC7776LnTt3upxPU8PWFU3XwrfffguVSgV/f3+756s114+npydyc3ORm5uLdevWwd3d3bytV69et6WfMGGCOf2lS5fw6quvAgC+++47zJ07F5mZmQ57RpvOaRNHx6U1x80ee/EDtutra31aWhoOHTqEjIwM5ObmYtiwYTAaja0u966xHJDcWT/8kB5jjLUO7vQhvSaaUqK/xxJpVG0boIXi4mIqLy8nIqLS0lLy9vamkpISSk9Pp7CwMNLpdFRXV0dBQUF07tw5MhqNRCQ9nLVs2TKqqamhl156yWE5L774Ih0+fPi29VeuXLH5ENof//hH+uMf/2hebnro68aNG1RUVERDhgwxP6S3bt06Sk5OttrfaDRSYmIibdy40WY8zfNvMnToUKceHktKSqLt27ff9rPJ9u3bac6cObftl52dTePHj3eYfxNnj0/z2Jx98Gv48OF04cIFq/KGDh1Kt27dops3b5K/vz/duHGjxTyarp+0tDQKCgoio9Fo93y15vppekivudTUVJo0aZLVuhs3btDAgQPp2rVrRCQ9oFlaWkpGo5EKCgqIiKiiooL69OljtV/z81VYWEjBwcGk1Wrp7NmzJISwekivefrWHDei28+Vvfjt1dfe+n379lFcXBwRSQ/Idu3albKysoiI6IUXXqCPPvqIiIhu3bpFZWVlLZbbHuw9pMdjkBljjDnWwweYebBdiygqKsKsWbMAAI2NjfjLX/6C/v37o3///pgwYQLCw8Ph5uaGV199FSEhIeb95HI5li5dihEjRuDNN990WM7kyZORmpqKcePGmdfNmTMHe/bsQXl5Ofz8/LBp0ybEx0vDSJoPQ/Dw8MDq1avx9NNPAwDWrl0LNzc3EBG2bt2KI0eOWKXPyMjAnj17cOHCBWzZsgUAcODAAfj6+trMH5B6Ybt3747HH3/cYX3sKSwsREJCgvnuyLFjx/D222/j2WefBQCkpqY6NSQFcO34tNa8efOQkJCAPn364KuvvsKgQYMwb948PPHEEwCApKQkh+NoZ86ciUuXLsHd3R07duyAEMLu+Wri6vXjrH79+uHDDz9EXFwcGhoa0K1bN+zcuRNEhN/+9rfQaDRobGzEX//6VwAtn69XXnkFERERCA0NxeDBgx2md/W4uRK/q2JjY7FlyxaEh4dj2LBhiIyMNG9bv349Zs2ahQ8//BDu7u7YuXMngoOD26TcO8Uz6THG2H2MZ9K7nVarRUxMDI4dO4auXduun+jgwYP47LPP8Pnnn7dZnu1p9OjR2LdvH/r06dPRoTDWYXgmPcYYYwzSONJVq1ahuLi4TfOdOHHiPdM4VqvVWLhwITeOGbOj3YZYCCEeBvB/AB4ylfMVESUJIT4GMAZA0yO2M4io9VMEMcYYYy4aP358R4fQofr27YuEhISODoOxTqs9xyDrAYwloltCCHcAx4QQTQPYFhPRV+1YNmOMMcYYY63Sbg1kkgY33zItups+nX/AM2OMMcYYe6C161sshBBdAOQAGApgIxFlCiFeB/CWEOLPAP4B4I9EdNucm0KIWQBmAUD//v2Rm8ujMBhjjDHGWPtr1wYyETUCUAghegP4WgghB7AMgAqAB4AtAJYCWGlj3y2m7VAqldQ0hSdjjDHGGGPt6a68xYKIqgCkAYgloqa3PesBbAcw8m7EwBhjzHVT9k/BqhOroK5Tt3tZ169fR3R0NEJDQxEZGYnDhw+bt7333nuQy+UIDQ3FihUrAEgzdCmVSixatMjlshITE3Hp0iXz8qJFi+Dt7W2eItcZNTU18PX1xZo1a27bZjQaIZPJUF5e7lT65mzVt7X279+P1atXW61Tq9WYMGGCU/tXVFRAqVQiPDwcCoUCe/fudbjPrl27EBQUhODgYKSkpDhVzrp161BXV+dUWnuWL18OuVyOyMhIqzhtxdOa6+edd96BTCaDTCbDCy+8cEex2qpv9+7dnd4/LS0NvXr1gkKhgFwux1tvvXVH8djiSjz3HWrjWe+aPgD6Auht+u4JIB3AZAD9TesEgHUAVjvKi2fSY4yx1sEdzqQn/1hOEZ9GUNRnUbTy+Eoqqy1rp0iJVCoV5ebmEpE0e5avry8REV27do2GDBlC9fX1pNfrafDgwVRQUECJiYmk1Wpp8eLFTs041+TMmTMUHx9vtS4jI4OysrJszhRnz5IlS2jy5Mk2Z4pLSUmh6dOnO53ekr36trUZM2bQ0aNHHaarr6+nmpoaIiJSq9Xk4+NjnjnQlqaZ61QqFV29epUCAwNbTN8kICCA1Gq18xVoJisri5RKJRkMBlKr1eTn50cajcZuPK5ePz/99BM99dRTpNfriYjo5MmTrY6VyHZ97c3UZ4vlrHUGg4GCgoKosLDwjmJqzpV47lX2ZtJrzx7k/gBShRCnAWQBOExE3wDYKYT4GcDPALwAtN20NYwxxlw287uZ2HtJ6m0zGA2Y+d1MpFz+Z6+fwWiAvlGPr3/5GrF7YjF211jsvrgbAHBTdxMzv5uJtGtpAIBybflt+TvL29sb4eHhAICAgAAYDAbo9dIjKg0NDdDr9dDr9fDw8ECvXr2aOmMsO2ZQW1vrsJydO3fi+eeft1o3atQoeHl5OR3rxYsXoVarYW/ClQ8++ADz5s1zOn1ztuprT3JyMsaMGYOhQ4dizpw5CA4Ohlot9fi//PLL8Pf3x9y5c2/bLyEhATt27HAYi7u7u7knsbq6Gnq9Hg0NDXbTZ2ZmQiaTwdvbG/7+/hg4cCBOnz5tN/2RI0egUChQUlKCmJgY83dAmmlNLpdDLpdj+/btLcZ5+fJlKBQKdO3aFV5eXhgwYACysrLsxuPq9XP16lX07dsXHh4eAICIiAjzNntxWvbAPvPMM8jOzm6xvgCwbNkyyGQyvPbaay3W11JdXR3q6+vx0EMPAQBSUlIwcuRIKBQKLFiwwJwuPj4e4eHhiIqKwoYNG8zrVSqV1baLFy/eUTz3g3ZrIBPRaSKKIKIwIpIT0UrT+rFENNy07t+J6JajvBhjjHU8g9GA+sZ6qLVqfHbus3Yt69ChQ4iIiMBDDz0EPz8/vPHGG/D394efn595govZs2cjOjoaRqMRRIRZs2YhLS3NYd4ZGRlON1TtWbp0KZKSkmxuy8/Px61bt6zKaCl9c/bq25L4+HhMmjQJgYGBiI2NxfHjxwEAn376KVauvO0xHwCAUqnEjz/+6FRMNTU1GD58OMLCwrBp0yZzI9EWlUqF/v3746OPPsKuXbvg4+PT4nTU48aNQ25uLnx9fZGammr+XlhYiPXr1+PEiRNIT09HUlISysrK7OYTGhqKzMxM1NXVoaioCOfPn4dKpbIbj6vXz7hx43Du3DnzlNRNdXI1Tnv1BaQGelxcHHJzc3Ho0CGrhrMt6enpUCgU8PX1xcsvvwwfHx+UlZVh1apVSEtLQ25uLq5du4YffvgBALBp0ybk5eXhxIkTWL9+PVQqFQBpmu+JEyciLy8Pqamp6N27d6viuZ+060N6jDHGOr/tsf/s8XJ3c7datuTu5g434YaEoQmYHT4bAPDow49apffydL4X1h6VSoWFCxdi3759AICqqiocPHgQV65cgcFgwNNPP43Jkydj7Nix+Oabb/D+++9j3759WLt2Lbp16+Yw/9LSUvTt27fV8aWkpCA4OBgBAQE2t2/YsMGqx9ZR+ubs1bd///529+nTpw80Go35Z3V1td20Tfr169diw9VSjx498PPPP+P8+fOYNWsWfv3rX8Pd3d1m2qbe2NmzpWtkz549EEI4VY6lU6dOYfTo0eZe2JEjR+L06dMYN26czfTDhw/HjBkzMGrUKAwYMAAxMTF4+OGHzb3dzeNx9frp3bs3fv75Z3z33XfYs2cPoqKicO7cOZfjbImHhwdGjRoFABg8eDBUKpW58WzL6NGj8c0336Cmpga/+tWvMGXKFBQWFqKgoMCcz61bt1BQUICxY8di27Zt2Lt3L4gIJSUlKCkpgY+PD9LS0rBz504AQM+ePdGzZ89WxXM/4QYyY4yxFjVvGLdFI9genU6HKVOmYM2aNRgyZAgA6Ra8v7+/eZhBREQETp06hRMnTuDkyZNYsGAB5s+fj+joaKxduxbPPPNMi2V4enpCp9O1OsbMzEzs3r0b+/btQ3l5Odzc3NC/f39MmzYNGo0G33//PdauXetUelvs1belBrIQwurT2NjosB46nQ6enp4u1T0kJATu7u7Iy8uDUqm0mcbX19eq4a1SqeDj4+NSOcA/G9quWLBggXlIwZNPPgl/f3/odDqb8Xz99dcuXz8PP/wwEhISkJCQgLi4OJw4caLFOC3/MGhpWEoTyz86hBAwGo0O9wGkP2DGjh2LY8eOwc/PDxMmTDA3eJukpaXh0KFDyMjIwCOPPAKlUukw/9bGcz+4K2+xYIwxdm96/NHH8W9B/4bvfv0d/vPJ/2zXxjERYfr06XjppZcQGxtrXu/j44OsrCzo9XpotVqcPHkSgwcPRkJCAlatWoXi4mIEBgYiPT0dW7dudVhOaGio1RssHFm2bBmWLVtmXn7zzTdx6dIl5OfnY+7cuViyZIm5sbt9+3ZMmzbNqmHRUnpb+durb1u7ePEiQkNDHaa7fv06KioqAEiNy3PnzmHAgAF24x85ciTOnj2LsrIyXLt2DcXFxQgLC3NYTs+ePVFZWWlejoyMxLFjx1BbW4uqqipkZWU5zKcpzqNHj6KyshJRUVF243H1+rly5Qp++eUXAIBWq0VhYSEGDBjQYpy9evVCZWUltFot8vPzW6zvnTAajcjNzYW/vz+efPJJpKeno7i4GIA0dlqlUkGj0cDLywuPPPIIzp49i7y8PPP+MTEx5rHTtbW15jHsD7JO3UAWQsQJIbZUVlairq4ONTU10Gg00Gq1qKyshMFgQFlZGYjI/Ndh0/iY0tJSEBHKyspgMBjMF6hGo0FNTQ3q6upQVVWF+vp6lJeXw2g0msfiNOXR9PPGjRtoaGhARUUFdDodqqurUVtbi9raWlRXV0On06GiogINDQ24ceOGzTxUKhWMRiPKy8tRX1+PqqoqrhPXievEdWr3Ot2pr+K/aveGcZOMjAzs2bMHW7ZsgUKhMD+8FB0djQkTJpgfIHr11VcREhJi7p2Ty+XIzMzEiBEj8G//9m8Oy5k8eTJSU1Ot1s2ZMwdPPfUULly4AD8/P+zfv9+8rbS01KmhCESErVu34ve//71L9W6ev736uqqwsBAKhQJ//vOf8eWXX0KhUODAgQPm7ampqZg0aZLDfIqKivDMM89g+PDhGDt2LP7yl79Y9WY3j9/DwwOrV6/G008/jbFjx2Lt2rVwc3Pc3Jg3bx4SEhIQHR0NlUqFQYMGYd68eXjiiScQHR2NpKQk9OvXr8U8Zs6cidDQUPzhD3/Ajh07IISwG4+r149Wq8W0adMgk8kQFRWFadOmYfjw4S3GuXTpUsTGxmLhwoUYOHBgi/VtjaYxyGFhYQgKCsKkSZPQr18/fPjhh4iLi8Pw4cMxdepU1NbWIjY2FkajEeHh4Vi5ciUiIyPN+axfvx7ffvstFAoFnnnmGdy8ebNV8dxPRGtuYdxtSqWSsrOzOzoMxhi75wghcojI6l54Tk4O3elDavcyrVaLmJgYHDt2DF27tt1Iw4MHD+Kzzz7D559/3mZ5tqfRo0dj3759Dh8AZOx+lpOTgxUrVvwdwPz9+/fXNK3v1D3IjDHGWFvz9PQ031pvSxMnTrxnGsdqtdqpt2Mw9qDih/QYY4w9cMaPH9/RIXSovn37IiEhoaPDYKzT4h5kxhhjjDHGLHADmTHGGGOMMQvcQGaMMcYYY8wCN5AZY4wxxhiz0KkbyPweZK4T14nrxHXq2PcgN2coK0Np8goUJDzf5nlfv34d0dHRCA0NRWRkJA4fPmzelpmZibCwMISEhCAxMRGANDOYUqnEokWLXC4rMTHRqclCFi1aBG9vb8jlcqv1u3btQlBQEIKDg5GSknLbfkajETKZDOXl5Q7LqKmpga+vL9asWeN0/q7Yv38/Vq9ebbVOrVZjwoQJd5Svq+fLkXXr1qGuru6OYlq+fDnkcjkiIyOxd+9e83pbx7M118+JEycQGRmJ0NBQxMTEtDil94ULF6BQKNC9e3e09KpauVyOwsJCp2No6zibtMXx79KlCxQKBWQyGV588UVotdpW5TNo0CCn/u20KyLq9J+oqChijDHmOgDZ1Ox3anZ2tsv51N+4QSVJyXQ+LJzOyYfTuceHtXGkRCqVinJzc4mIqLCwkHx9fYmIyGg0UlBQEKWnpxMRUVlZGRERJSYmklarpcWLF1N+fr7T5Zw5c4bi4+OdSpuRkUFZWVkkk8nM6/R6PQ0aNIhUKhVdvXqVAgMDqbGx0Wq/lJQUmj59ulNlLFmyhCZPnkzvvfee0/m3hRkzZtDRo0dbvb+r58uRgIAAUqvVrY4nKyuLlEolGQwGUqvV5OfnRxqNxu7xdPX60ev1NGTIEMrLyyMiopycHCovL3e435gxYygrK8vudplMRleuXHG6no60Ns47Pf5ERN26dSMi6RqYOnUqvf/++63Kpy1icVZ2djbFxcVti4uL60EWvyc7dQ8yY4yx9nf1ty+jas/XAAAyGHD1ty+j2jSTXH1RES6O/hdcGvsrVO3eDdLrAYPBvG/DzZu4+tuXUfODNDNdwx1MUevt7Y3w8HAAQEBAAAwGA/R6PbKzs9G3b19ER0cDkF5RBkgdPE0/m77X1tY6LGfnzp14/nnnesBHjRoFLy/rWQQzMzMhk8ng7e0Nf39/DBw4EKdPn7ZK88EHH2DevHkO87948SLUajUsJ25xJn9LycnJGDNmDIYOHYo5c+YgODjYPFXwyy+/DH9/f8ydO/e2/RISErBjxw6HMdrj6vmy58iRI+ZZE2NiYszfAWmGN7lcDrlcbp4K2Z7Lly9DoVCga9eu8PLywoABA5CVlWX3eLp6/Rw8eBBhYWHmaaQjIyPx2GOPuRwnALz77rsICQnBCy+8AJ1OZ16fkpKCkSNHQqFQYMGCBeb13bt3x7JlyyCTyfDaa6+1mHdLccbHx5tnaNywYQOAlo+/vXgcEUJgzJgx5rs0tsoFpF788ePHY8qUKZDL5Zg/f75VPpcvX0ZkZKR5iu+7iRvIjDHG7Cr54zI0qtVAQ4NVw7i9HTp0CBEREXjooYdQVFSEfv36YeLEiYiIiMCmTZsAALNnz0Z0dDSMRiOICLNmzUJaWprDvDMyMnAnMwmqVCr0798fH330EXbt2gUfHx+rqZbz8/Nx69Ytp8pYunQpkpKSXMrflvj4eEyaNAmBgYGIjY3F8ePHAQCffvopVq5caXMfpVKJH3/80WGMznDmfNkzbtw45ObmwtfXF6mpqebvhYWFWL9+PU6cOIH09HQkJSWhrKzMbj6hoaHIzMxEXV0dioqKcP78eahUKrvH09Xrp6CgAEOGDLltvatxFhYWYuvWrTh58iSSk5NRUFAAACgrK8OqVauQlpaG3NxcXLt2DT/88AMAqeEeFxeH3NxcHDp0yNyAdSVOANi0aRPy8vJw4sQJrF+/HiqVyu7xbykeRwwGAw4cOIDhw4fbLbdJRkYGkpOTcebMGSQnJ5vXFxcXIzExEZ988gmCgoKcKrct8UQhjDH2gAv47FPzd+HubrXs97d1UG/6ENV79oCMxtsayV0ffdQqfVcHvYXOUKlUWLhwIfbt2wcA0Ol0SE1NxenTp9G7d28olUrExsZi7Nix+Oabb/D+++9j3759WLt2Lbp16+Yw/9LSUoe9mi1p6m2cPXs2AGDPnj0QQpi3b9iwwWaPbXMpKSkIDg5GQECAS/nb0qdPH2g0GvNPZ8ac9uvXz2HD2xnOnq/AwECX8j116hRGjx6N7t27AwBGjhyJ06dPY9y4cTbTDx8+HDNmzMCoUaMwYMAAxMTE4OGHH0ZDQwOA24+nq9cPEZnPw/Lly/HFF1/g7bffhoeHh0txnjx5EtHR0fD09IRMJjOf/xMnTqCgoACjRo0CANy6dQsFBQUYO3YsPDw8zOsHDx4MlUoFX19fl+KcOnUqtm3bhr1794KIUFJSgpKSEvj4+NjMp6V47NFqtVAoFACAZ555Bq+88goAtFhuVFSUeYx/7969zXk999xzmDRpkrmRfbdxA5kxxphdXfv2Rf+kP6Pvf7zeYkO5reh0OkyZMgVr1qwx94J5e3sjJCQE/v7+AKT/UPPz85GXl4eTJ09iwYIFmD9/PqKjo7F27Vo888wzLZbh6elpdVvbVb6+vlYNS5VKZf7PXqPR4Pvvv8fatWsd5pOZmYndu3dj3759KC8vh5ubG/r374+AgAC7+dsjhLD6NDY2Oixfp9PB09PTYTpHeTh7vlxtIDf9oeCKBQsWmIcCPPnkk/D394dOp7N5PL/++muXrp/AwEBzz/xbb72F6upqaLVauLu7txhT8z9ums6RrXpOmDABO3fuvC0PyzKEEDAajXbLsxdnWloaDh06hIyMDDzyyCNQKpUt5tNSPPZ4enoiNzfXap2jcnv16mUzry1btmDx4sX46aefMHLkSKdjaCs8xIIxxphDTQ3loUcOo/eUKXho2LA2L4OIMH36dLz00kuIjY01rx8xYgSKiopQWVmJ+vp6/PzzzwgMDERCQgJWrVqF4uJiBAYGIj09HVu3bnVYTmhoqFNvsLBn5MiROHv2LMrKynDt2jUUFxebx3tu374d06ZNc9hoAoA333wTly5dQn5+PubOnYslS5Zg2rRpLebfli5evIjQ0NBW7+/q+XKkZ8+eVm9eiYyMxLFjx1BbW4uqqipkZWU5PA4VFRUAgKNHj6KyshJRUVF2j6er18/EiRNx8uRJnD9/HgDMf4Q4ivOxxx5DcXGxVb0yMjKg0+lw7tw5FBUVAZAa9Onp6ea0V69etRqK4Cx7cWo0Gnh5eeGRRx7B2bNnkZeXZ7Vf8+PfVvE4KteeqKgobN68Gb/73e+g1+tdLvdOcQ8yY4wxpzU1lNtDRkYG9uzZgwsXLmDLli0AgAMHDsDX1xfr1q3D2LFjYTAY8NJLL2GYRQNdLpdj6dKlGDFiBN58802H5UyePBmpqal2b4FbmjNnDvbs2YPy8nL4+flh06ZNiI+Px+rVq/H0008DANauXQs3NzcQEbZu3YojR4608ghIPDw8bObvqsLCQiQkJJhfYXjs2DG8/fbbePbZZwEAqampmDRpUqvjbO35smfevHlISEhAnz598NVXX2HQoEGYN28ennjiCQBAUlIS+vXr12IeM2fOxKVLl+Du7o4dO3ZACOHweDp7/Tz00EP4+OOP8Zvf/AZEBC8vLyxatMhhnAsWLMDMmTORnJyMAwcOICAgAK+88goiIiIQGhqKwYMHA5CGvHz44YeIi4tDQ0MDunXr5lLvraM4Bw4ciC1btiA8PBzDhg1DfaOapwAAIABJREFUZGSk1X7Nj7+Pj0+bxBMbG9tiuS156qmnMH78ePzXf/0X3n33XZfLvhOiNbcw7jalUkktvUOQMcaYbUKIHCJSWq7LycmhO3lI7V6n1WoRExODY8eOoWvXtusnOnjwID777DN8/vnnbZZnexo9ejT27duHPn36dHQojHWYnJwcrFix4u8A5u/fv7+maX2nHmLBE4VwnbhOXCeuU+eaKOR+4Onpab613pYmTpx4zzSO1Wo1Fi5cyI1jxuzgHmTGGLuPcQ8yY4zZd0/2IDPGGGOMMXa3cQOZMcYYY4wxC9xAZowxxhhjzAI3kBljjDHGGLPADWTGGGMtupipwid/ysDG2T/gkz9l4GKm65MFOOP69euIjo5GaGgoIiMjcfjwYQDS5A9KpRLh4eFQKBTYu3cvAGmGLqVSiUWLFrlcVmJiotVkIbt27UJQUBCCg4ORkpLicP/ly5dDLpcjMjLSHI8lo9EImUyG8vJy87qamhr4+vpizZo1DvNftGgRvL29zVPw3on9+/dj9erVVuvUajUmTJjgdB6uHp/WxL9u3TrU1dU5nb45e9cPAHTp0gUKhQIKhQJ/+MMfALTu+nnnnXcgk8kgk8nwwgsvtDpWWy5cuACFQoHu3bvD1osJbJ1HAEhPT0doaCgUCgXOnTvncD1zEhF1+k9UVBQxxhhzHYBsavY7NTs72+n9L5wopY/mpdKG3//D/PloXipdOFHa5rGqVCrKzc0lIqLCwkLy9fUlIqL6/8/euYdVWWUN/PeKSCjeSFTQQPGScpHD1VQcxTQ1g7DPrDQ1pjJnlKbUMr+ZCUtnpiYbHDUtrXFGo6+sVLQxNSdQIDEQwVKRvIAiIOAFELmzvj+OnPEoh3MOXrP9e5734ez97r3W2vtsYL1773ev6mopKysTEZGioiLp2rWr1NXVycSJE6WiokJeeeUVyczMtFjPjz/+KGFhYYZ0VVWV9OjRQwoKCiQnJ0fc3d2lrq7OZP2UlBQJCAiQmpoaKSoqku7du0tpaalRmS1btsi0adOM8l599VV55JFH5J133jFrY1JSkqSkpIinp6fF7bKWZ555Rnbt2mW2nLX9I9I8+93c3KSoqMji8ldjavyIiLRp0+aa8taOn++//14GDRokVVVVIiKSlpbWbFubYtiwYZKSkmJx+RdeeEH+8Y9/WJyvMCY1NVVCQ0M/Cg0NbStX/J28o2eQ1TnIqk2qTapNqk03/xzkje+mcfg7vay6uno2vpvGkcuzxHs2HaO2ut6ofG11PQmf/wRAxcVqNr6bxokD+pnS8pLmh4Tt0qULPj4+ALi5uVFTU0NVVRW2trY4ODgAUFJSQlVVFbW1tcjlY0ob/qEBlJeXm9UTExPD+PHjDem9e/fi6elJly5dcHV15b777uPAgQMm6x87dgydTkfLli3p1KkT3bp1IyUlxajMsmXLiIyMNKSzsrIoKirC0uP1Bg8eTKdOnSwqu2DBAoYNG0bv3r2ZOXMmffv2paioCICpU6fi6urKrFmzrqkXHh7Oxx9/bFa+tf1jrf07d+5Ep9ORl5dHSEiI4TPA0qVL8fLywsvLizVr1jQpx9T4MYW14ycnJwcnJydatWoFgK+vr+Heli1bCAoKQqfTMXv2bEN+WFgYPj4++Pv7s3z5ckN+QUGB0b2srKwm29bY93jhwgV0Oh3r16/nzTffNMwUm8pXWInIrZkFvp5LzSArFApF88CCGeQNi/fJoaQ8ERGpra2TDYv3SeblGeIrZ46vvkRELpVVyYbF++R4hn7m7+KFyhti97Zt2+Shhx4ypEtLS8XLy0tat24t//d//yciIv/5z3/E399fZs+eLYcOHZLnn39evvrqK7Oyf/WrX8mBAwcM6fXr18tzzz0nK1eulM8++0yeeOIJ2bp1q8n6Bw4cEG9vbykvL5ecnBxp166dxMTEGO4fPnxYBg8ebFQnPDxcsrOzJSoqyqIZZBGREydOWDQDGxUVJYsXL5YXX3xRFi9eLJGRkRIbG2u4v2bNGpk5c+Y19XJzcy2Sb23/WGt/A1fPIJ84cUJ69eolZWVlcu7cObnvvvvkzJkzFsm6evzY2NiIr6+vDB482DBrbu34OX/+vPTu3VsCAgJk4cKFkpen/505c+aMBAYGSnl5uYiITJgwQf7zH/3vx6lTp0REvwrSp08fyc/PN5RZsWKFiIiUlJQYtcvUDLKp73HatGny+eefW5yvMMbUDPKNi7GpUCgUip8l4+f4GT7b2LQwSjs42nHx3LWzcA6OdgDYO7QyKt+mvd1121NQUMCcOXOIjY015LVt25YffviBw4cPM336dP7nf/6HESNG8NVXX/G3v/2N2NhYoqOjadOmjVn5+fn5ODk5GdJyefZwxowZAGzYsAFN00zW9/b25plnnmHw4MF069aNkJAQ7rnnHsP95cuXG830bdmyhb59++Lm5mZ5J1iJo6MjpaWlhp8lJSVm63Tu3NmwCtEU1vbPjWL//v0MHTrUsHoQFBTEgQMHGDlyZJP1Ghs/ubm5dO3alZSUFMaPH89PP/1k9fjp0KEDP/zwA9u2bWPDhg34+/tz6NAhkpOTOX78OIMHDwbg4sWLHD9+nBEjRvDRRx+xadMmRIS8vDzy8vLo2rUr8fHxxMTEANCuXTvatWt3vd2luMEoB1mhUCgUJhn0aC/iYjKNtlm0bNWCQY/2uin6KisrmTBhAosXL6ZXr2t19O/fH1tbWzIyMjh16hRpaWnMnj2bl156ieDgYKKjoxk+fHiTOuzt7amsrDSkXVxcjBzFgoICunbt2qSM2bNnG5bSH3jgAVxdXQEoLS1lx44dREdHG8ru3buXL7/8ktjYWIqLi2nRogXOzs5MnjzZbH9YiqZpRlddXZ3ZOpWVldjb25st15z+uRE0OObWYGr8NNgbGBiIs7MzOTk5HD582Orxc8899xAeHk54eDihoaEkJycDMHr0aIPD20B8fDzbt28nKSmJ1q1bExAQQH19fWNijbgVDx8K89zRe5AVCoVCcXvpO7ArIZP7GWaMHRztCJncj74Db7yDJCJMmzaNSZMmMWbMGEP+6dOnOXv2LKB3zg4dOkS3bt0IDw9n4cKF5Obm4u7uTkJCAqtXrzarx8PDw+gEi6CgIA4ePEhhYSGnTp0iNzeXAQMGGO7Pnz+f+fPnG8losGfXrl2cO3fOsLd4zZo1TJ48GVtbW0PZRYsWcfToUTIzM5k1axavvvqqkXPcmPxbQVZWFh4eHmbLNad/mkO7du2M9s37+fmRmJhIeXk5Fy5cICUlxUjv1ZgaPw3vFwBkZ2eTl5eHq6ur1ePnxIkT/PTT5b33FRVkZ2fTrVs3HnjgARISEsjNzQX0e5ULCgooLS2lU6dOtG7dmoMHD5KRkWGQFRISYthTXV5ebtgzDnDvvfcaZCluHzdtBlnTtHuA3YDdZT1fiEiUpmk9gU8BRyANmCIi1TfLDoVCoVBcH30Hdr0pDvHVJCUlsWHDBo4cOcKqVasA2Lp1KydPnmT69OkA1NXV8fbbb+Ps7Gyo5+Xlxbx58wgMDGTRokVm9TzyyCPExcUZlupbtWrFW2+9xZAhQwCIjo6mRYv/zh81tg0hIiKCo0ePYmtry8cff4ymaYgIq1evZufOnVa1uzH5M2fOZMOGDRQXF9O9e3dWrFhBWFiYVXKzs7MJDw83OIiJiYn8+c9/5uGHHwYgLi6OcePGmZXTnP5pjv2RkZGEh4fj6OjIF198QY8ePYiMjGTgwIEAREVF0blzZ5P1TY2f7OxsIiIisLOzw8bGhg8//JDWrVsb6lk6fioqKnjmmWcoLy9HRJg6dSre3t4ArFy5ktDQUGpra2nTpg0xMTGMGTOGVatW4ePjQ79+/fDz++9WpKVLlzJ9+nRWrlyJra0tMTExhm0/s2fPJiIiggULFrB161aqq6ub/B4VNwfN3BKGpml2wP8APbjCoRaRN83U04A2InJR0zRbIBH4HTAb2CAin2qa9j6QISIrm5IVEBAgjZ0JqFAoFIqm0TRtn4gEXJm3b98+sfQ0hbuRiooKQkJCSExMpGXLGzdP9PXXX7Nu3To++eSTGybzZjJ06FBiY2NxdHS83aYoFLeNffv28cYbb/wDeGnz5s1lDfmWbLGIBR4FaoHyK64mufxy4MXLSdvLlwAjgC8u5/8LCLe0EQqFQqFQXC/29vaGpfUbydixY382znFRURFz5sxRzrFCYQJLHp27i8gY88WuRdM0G2Af0Bt4DzgGXBCR2stFcoFuJupOB6YDODs7k56e3hwTFAqFQqG4hlGjRt1uE24rTk5OhIer+SmFwhSWOMjfaZrmLSI/WCtcROoAnaZpHYCNQP/GipmouwpYBfotFjqdzlr1CoVCoVAoFAqF1VjiIAcDz2iadgKoAjT0OyhMv0p6FSJyQdO0eOABoIOmaS0vzyJ3B/KsN1uhUCgUCoVCobg5WOIgj22OYE3TnICay86xPTASeBuIAyagP8liGvo9zgqFQqFQKBQKxR2B2Zf0RCQHuA8YcfnzJUvqAc5AnKZpB4AU4BsR+QqYB8zWNO0ocC/wUXONVygUCoVCoVAobjRmHV1N06LQO7UNp4DbAh+bqyciB0TEV0QGiIhXw7FwInJcRIJEpLeIPC4i18YwVSgUCsUdwcrpT/PuE49cc62c/vQN13X69GmCg4Px8PDAz8+Pb775xnBv7ty5dOnSBS8vL0NefHw8AQEBzJ0712pdEydONAoW8vvf/x4vLy/8/PzYtGmT2fqN2XMl9fX1eHp6UlxcbFZWWVkZLi4uLF68GNAHIQkICMDHxwedTmeRPU2xefNm3nrrLaO8oqIiRo8ebbEMc+29ku3bt6PT6QxXq1atLHrRfsmSJVy6dMlim66mqfFjY2NjsOfFF18Emjd+GuR4enry5JNPGgKQ3Ega+76uxMvLi+zsbIvLW8KNalePHj0sGvM/ByyZCR4PhHH5aDcRyQPa3kyjFAqFQnFncKnkglX510PLli157733OHToEBs3buSZZ54x3Hvsscf497//bVR+5cqVJCYm0qJFC44cOWKxnoMHD1JVVUXv3r0BSE1NZceOHaSnp7Njxw4iIyMpKytrUkZj9lzJ1q1bCQwMpFOnTmbtWbRoEVeeS92uXTvi4+PJyMhg586d/OY3v7EoRLEpwsLCeO2114zynJyccHFxYffu3RbJMNfeKxk9ejTp6emkp6fz9ddf4+bmhiUv2l+vg9zU+LG3tzfYtHTpUqB546dBzo8//gjA+++/32x7TdHY93UjyzfGrWjXzw1LHORq0UcTEQBN09rcXJMUCoVCcSv57I3X+DFeH/2trraWz954jUMJcRbVvVRawmdvvMaxfXsBKL9wvtl2dOnSBR8fHwDc3Nyoqamhqkq/yDh48OBrnM2GQFciYvhcXm72mH5iYmIYP368IX3s2DF0Oh0tW7akU6dOdOvWjZSUlCZlNGbPlSxbtozIyEiztmRlZVFUVGTkINva2uLg4ABASUkJVVVV1NbWmhLBggULGDZsGL1792bmzJn07dvXELp46tSpuLq6MmvWrGvqhYeH8/HHZheEAfPtNcWnn37KhAkTmiyzc+dOdDodeXl5hISEGD6DPuKcl5cXXl5ehtDMpmhq/DRGc8cPgKZpDBs2zLAKER8fz6hRo5gwYQJeXl689NJLAGzZsoWgoCB0Oh2zZ8821P/73/9O//79GTBgAPPmzTPkm/q+/vrXv9K/f38ef/xxKisrzZa3pt+aaldYWBg+Pj74+/uzfPlyQzlT7W3g2LFj+Pn5GUJz/xyxxEFer2naB+hPn3ge2AmYD3avUCgUCkUz2b59O76+vtjZ2ZksM2PGDIKDg6mvr0dEmD59OvHx8WZlJyUlGTmkHh4e7N27l0uXLnHy5EkOHz5MQUFBs23PzMzk4sWLWBKtcN68eURFRV2TX1ZWhre3NwMGDGDFihW0atWqSTlhYWGMGzcOd3d3xowZw549ewBYu3Ytb77ZeODbgIAAvvvuOwta1HxiYmJ48sknmywzcuRI0tPTcXFxIS4uzvA5OzubpUuXkpycTEJCAlFRURQWFlqk9+rxU1lZiZ+fH0OGDDHMmjd3/ADU1NSwdetWQ6hp0I+rBQsW8OOPP7JgwQIKCwtZuHAh8fHxpKenc+rUKb799ltAHzb7+++/58CBA8yZM8cgo7HvKzs7m9WrV5OWlsaCBQs4fvy42fLN7ber27VixQoyMjJITk5m6dKlRr8XV7e3gdzcXCZOnMi//vUv+vTpY5HeOxFLXtJbjD7y3ZfA/cDrIrLsZhsGoGlaqKZpq86dO8elS5coKyujtLSUiooKzp07R01NDYWFhYiIIRZ8w1Nnfn4+IkJhYSE1NTWGGOalpaWUlZVx6dIlLly4QHV1NcXFxdTX1xu++AYZDT/PnDlDbW0tZ8+epbKykpKSEsrLyykvL6ekpITKykrOnj1LbW0tZ86caVRGQUEB9fX1FBcXU11dzYULF1SbVJtUm1SbbnqbLOGJqLfwGj4SAJuWLXki6i08hoZYVLd1u/Y8EfUWvfwHAtCmQ0eL6jVFQUEBc+bMYcWKFU2WGzFiBF999RU2NjbExsYSHR3NuHHjzMrPz8/HycnJkPb29uaZZ55h8ODB/OY3vyEkJIR77rmn2fYvX7680Rnbq9myZQt9+/bFzc3tmntt27blhx9+IDU1lffee4+ampomZTk6OtKhQwccHR3p2LEjJSUlZvV37tzZMIZuBllZWZSXlxtmda1l//79DB06FAcHBzp27EhQUBAHDhwwW6+x8ZObm0taWhpLlixh0qRJVFRUNGv8VFRUoNPpCAwMpFevXjz77LOGe/7+/oY92h06dCA5OZnjx48zePBgdDod+/fvNzi3gYGB/PrXv+af//xnkw+BAGlpaQQHB2Nvb4+np2ej4+VKmtNvptr10Ucf4evrS2BgIHl5eYa/NY21t4FHH32UgQMHGj08/ByxKAi9iHwDfGO24A1GRLYAWwICAp5v3bq10T17e3tA/wsO+mh7AC4uLkbphvsN4TQb6gE0yGxYNuratauRjIafXbp0AeDee+8FaPQPZ0NeQ9mrZTTIbtDV2GyAapNqk2qTatPNaNPPicrKSiZMmMDixYvp1atXk2U3btxIWloas2fP5qWXXiI4OJjo6GiGDx/eZD17e3ujZWqA2bNnG5bAH3jgAVxdXZtlf2lpKTt27CA6Otps2b179/Lll18SGxtLcXExLVq0wNnZmcmTJxvK9O/fH1tbWzIyMggICDApS9M0o6uurs6s/srKSqPxfqOxZPa4KRq2PViDqfHT8PsVGBiIs7MzOTk5HD582Orx07BXtzHat29/Td7o0aOJiYm5Jn/btm0kJiby6aefsmzZMvbt22dSZ8N32oC5fmlOvzXWrvj4eLZv305SUhKtW7cmICDAaC98Y+0FWLVqFa+88grff/89QUFBVttyp2ByBlnTtDJN00pNXbfSSIVCoVDcHlq372BV/vUgIkybNo1JkyYxZswYs+XDw8NZuHAhubm5uLu7k5CQwOrV5ncAenh4GJ1gAfqTIwB27drFuXPnjLZHzJ8/n/nz52MJa9asYfLkydja2potu2jRIo4ePUpmZiazZs3i1VdfZfLkyZw+fdpgT0FBAYcOHaJbt24W6beGrKwsPDw8rluOqf755JNPrHKQ27VrZ7Tq4efnR2JiIuXl5Vy4cIGUlBQGDDAdo8zU+GlYHQL99oO8vDxcXV2bPX4s5YEHHiAhIYHc3FwAcnJyKCgoQEQ4efIkw4YN409/+pPRiRSN4efnR1JSEpWVlRw6dIiTJ0+aLW9Nv5mitLSUTp060bp1aw4ePEhGRoZF9fz9/fnggw/49a9/3eQe8DsdkzPIItIWQNO0N4ECYB36KHqTUadYKBQKK5iweQI+nX2YMWAGTq2dzFe4RSi7zPObVZa9xHUjSEpKYsOGDRw5coRVq1YB+tMgXFxcmDlzJhs2bKC4uJju3buzYsUKwsLCAP2xV/PmzSMwMJBFixaZ1fPII48QFxfHyJEjDXkREREcPXoUW1tbPv74Y6MZu8a2ITRmT2hoKKtXr2bnzp3X1Q8nT55k+vTpANTV1fH2228bVgesITs7m/DwcIODmJiYyJ///GcefvhhAOLi4izakgKNt7eh/xvrn7179+Lg4MD9999vsb2RkZGEh4fj6OjIF198QY8ePYiMjGTgQP32naioKMPqSGOYGj/Z2dlERERgZ2eHjY0NH374IVeuSls7fiylc+fOrFy5ktDQUGpra2nTpg0xMTGICFOmTKG0tJS6ujreffddoOnv69lnn8XX1xcPDw969uxptrw1/WaKMWPGsGrVKnx8fOjXrx9+fn4W1x00aBCjRo3ij3/8I3/961+t1n0noJmbitc0ba+IDDSXdzMJCAiQ1NTUW6VOoVDcYLz/5Y1tC1taaC14tPejd4Tj90uxS9O0fSJitDa/b98+seQFsruViooKQkJCSExMpGVLi3YaWsTXX3/NunXr+OSTT26YzJvJ0KFDiY2N/VluxVEobhT79u3jjTfe+Afw0ubNmw3nO1pyikWdpmmTNU2z0TSthaZpkwHzm5sUCoXiCmrqa6iqq+LzI5/z0JcPsTB5IXkX84jYFsGWY1sAqKitIGJbBNtObAOgrLqMiG0R7MzRz8idrzxPxLYI4k/FA1BcUUzEtggSTycCUFBeQMS2CPbk6d/gP1V2iohtEaQU6I/sOlFygohtEaQXpl9j18afNjL6y9GMWD/CUP/H4h+J2BbBT+f1RxWlF6YTsS2CEyUnAEgpSCFiWwSnyk4BsCdvDxHbIigo17/Ml3g6kYhtERRX6A/Ojz8VT8S2CM5X6o9C25mzk4htEZRV6/8mbzuxjYhtEdfYNXbDWBYmL6ToUtGN+0J+wdjb2xuW1m8kY8eO/dk4x0VFRcyZM0c5xwqFCSx5dJ4E/P3yJUDS5TyFQqGwGkGora/l8yOfc/T8UVpoljyn33xq6vWnBBRVFBG9L5pBLoNus0V6Guz6/MjnHLtwjH+O+eftNeguYdSoUbfbhNuKk5MT4eHht9sMheKOxewWizsBtcVCofh54/2v/x7307B1ILx3ODN8ZtDJ3vrgA8ouy1FbLBQKhcI0Vm+x0DRtmaZpS01dt8JodQ6yapNq093TppZaS+xs7BjbbSxfPfoVv+nzGxw0h9vapivtevi+h9n48EZe9HgRu1q72/o9AdhqttjZ2BHqFsrnD33OHJ85tKhocVPOQVYoFAqFMSZnkDVNm3b54xDAA/jscvpxYJ+IvHzzzdOjZpAVip83EzZPQNdZd9tnZq/ml2CXmkFWKBQK01g9gywi/xKRfwF9gBARWXY5gt6DgO6mW6xQKO4avgj7gj888Ic7ygkFZZc11JwppyB6HzVnym+ajtOnTxMcHIyHhwd+fn58881/41OtX7+ePn360LdvX7Zs0b/UGR8fT0BAAHPnzrVa18SJE43OQm5MvinOnj1LQEAAPj4+6HQ6Nm3adE2Z+vp6PD09DSsCc+fOpUuXLobIY02xfft2dDqd4WrVqpXJ4BSWsHnzZt566y2jvKKiIkaPHm2xDGv6B6xrbwNLlizh0qVLFpe/mqbGj42NjaE/X3zxRaB54ycrK4uhQ4fi4eGBr69vk2cSHzlyBJ1Oh4ODA9czyfeb3/yG9957z5B+//33jSL4War3Rtnzi0FEmryAI4DjFemOwBFz9W7k5e/vLwqFQqGwHiBVrvqbmpqaapWMuqpayfvLXjn12m7J+8teqauqvQmWihQUFEh6erqIiGRnZ4uLi4uIiFRVVUmPHj2koKBAcnJyxN3dXerq6mTixIlSUVEhr7zyimRmZlqs58cff5SwsDBD2pR8U1RXV0tZWZmIiBQVFUnXrl2vKb9lyxaZNm2aIZ2UlCQpKSni6elpsZ0iInl5edK7d2+r6ljKM888I7t27TJbztr+EWlee93c3KSoqMji8ldjavyIiLRp0+aa8s0ZP0FBQZKQkCAiIqdPn5bi4mKzdYYNGyYpKSkWyW+ML774QiZMmGBIP/XUU/J///d/zdZ7vfbcbaSmpkpoaOhHoaGhbeWKv5OWvD7+FrBf07R/apr2TyAN+PPNcdcVCoVCcadx/oss6i5Wg0DdxWrOf5F1U/R06dIFHx8fANzc3KipqaGqqoq9e/fi6elJly5dcHV15b777uPAgQOGkLoN/9AAysvNz3DHxMQwfvx4Q9qUfFPY2tri4OAAQElJCVVVVdTW1hqVWbZsGZGRkYb04MGDDWHEreHTTz9lwoQJTZZZsGABw4YNo3fv3sycOZO+fftSVKQ/EnDq1Km4uroya9asa+qFh4fz8cfmA8FY2z9gXXt37tyJTqcjLy+PkJAQw2eApUuX4uXlhZeXF2vWrGlSjqnxYwprx09GRgZ2dnYEBwcD+hDvDeHlrbETYMuWLQQFBaHT6Qwhzk0xYsQIEhMTDemEhAQefPBBAMLCwvDx8cHf35/ly5eb1WuNPVu2bDEKe/7666+zZMmSZuv4uWHWQRaRNcBAYOPla5Dot14oFAqF4i6g8IMDlKfqXx6Uunp9en8hAGV78qj4oRhqL7+vUitU/FDM+U36s6Hrymso/OAAFYf0oZHryqpviE3bt2/H19cXOzs7CgoKcHZ25v3332f9+vV07dqV/Px8ZsyYQXBwMPX19YgI06dPJz4+3qzspKQko1DSpuQ3RVlZGd7e3gwYMIAVK1bQqlUrw73MzEwuXrzIjdjnHRMTY1G45rCwMMaNG4e7uztjxoxhzx79Wd5r167lzTffbLROQEAA3333nVnZzekfaxg5ciTp6em4uLgQFxdn+Jydnc3SpUtJTk4mISGBqKgoCgsLLZJ55fgBqKysxM/PjyFDhrB7924Aq8fP8ePH6dWr1zX51tpZWFiK62CXAAAgAElEQVTIwoULiY+PJz09nVOnTvHtt9+aLN+xY0e6d+/OoUOHOHr0KJ06dcLJSR84aMWKFWRkZJCcnMzSpUsNLxJbgyl7xo4dy549ewwPDZ9//jlPPfWU1fJ/rjR1ikW/yz/9ABfg1OXL5XKeQqFQKO5yynae1J+AfyUCl9JvXtCSgoIC5syZw4oVK/TqLs/uzZgxg4kTJwKgaRojRozgq6++wsbGhtjYWKKjoy0KnZyfn29wMJqS3xRt27blhx9+IDU1lffee4+amhrDveXLlzc6Y2stWVlZlJeXG2ZFm8LR0ZEOHTrg6OhIx44dKSkpMVunc+fOFjm6zemfG8H+/fsZOnQoDg4OdOzYkaCgILMz13Dt+AHIzc0lLS2NJUuWMGnSJCoqKqwePyLSaLuttTM5OZnjx48zePBgdDod+/fv5/jx4022aeTIkezatYtdu3YZhUj/6KOP8PX1JTAwkLy8PMPMuzWYsqdly5Y8+uijbNq0ie+//x53d3e6dOlitfyfK00FCpkNTAfebeSeACNuikUKhUKhuKV0fmGA4bNm08Io3W5MD0o2H0Nq6v9bxrYF7R9xB8Cmja1ReZu2/51JbQ6VlZVMmDCBxYsXG2brXFxcjBy5goICunbtysaNG0lLS2P27Nm89NJLBAcHEx0dzfDhw5vUYW9vT2VlpSFtSr4l9O/fH1tbWzIyMggICKC0tJQdO3YQHR1tRasbx9LZY9A7rFdedXXmA95WVlZib29vttz19M/10OCYW0Nj4wcw2BsYGIizszM5OTkcPnzYqvHj7u5u9GKnpXY25lSPHj2amJgYi9s1cuRIVq1ahZ2dHU8//TSgf8lw+/btJCUl0bp1awICAqivv+L31MRDjDX2TJs2jf/93/+lT58+TJ061WJ77waaOsVi+uWfIY1cyjlWKBSKXwAOgV25p78jtLz8T7Wlxj39HXEIuPEOkogwbdo0Jk2axJgxYwz5QUFBHDx4kMLCQk6dOkVubi4DBgwgPDzcEDLa3d2dhIQEVq9ebVaPh4eHkaNjSn4D8+fPZ/78+Yb06dOnOXtWv6WkoKCAQ4cO0a1bNwDWrFnD5MmTsbW1tbjdV8tv4JNPPrHYQW4OWVlZeHh4mC1nbf80l3bt2hmd3e3n50diYiLl5eVcuHCBlJQUI71XY2r8NJzbDvrtEHl5ebi6ulo9fnQ6HeXl5Yb9wPn5+Zw9e9asnffee69RWPMHHniAhIQEQ15OTo7ZrRHBwcF8//33JCcnM3ToUABKS0vp1KkTrVu35uDBg2RkZBjVuVpvc+zR6XScOXOGLVu2EBYW1qSNdxtWx3jVNG2UpmnfmC95/ahAIapNqk2qTapN19emG0HHCX2xcdDPDNs4tKLjhL43RO7VJCUlsWHDBlatWmU4kisvL49WrVrx1ltvMWTIEEaMGEF0dDQtWrQwzIR5eXmxd+9eAgMDeeyxx8zqeeSRR4iLizOkTclvID8/32gG9eTJkwwfPhxvb29GjBjB22+/jbOzMyLC6tWreeGFF67ROXPmTAYNGsSRI0fo3r07mzdvNikf9C/GOTg4cP/991vegVeRnZ2NTqfj9ddf57PPPkOn07F161bD/bi4OIu2pFjbP9B0e00RGRlJeHg4wcHBFBQU0KNHDyIjIxk4cCDBwcFERUXRuXNnk/VNjZ/MzEx0Oh0DBgxg/PjxfPjhh7Ru3bpZ42fdunXMmzeP/v37M3r0aMrLy83aOXv2bObNm2ewp3PnzqxcuZLQ0FC8vb154oknzL5camdnR58+fejevbth1n/MmDHU19fj4+PDm2++iZ+f8e7Xq/U2157HHnuM4OBgi1Yb7iaaChQyAngf/f7jTehPrlgLaMCfRGTDrTJSBQpRKBSK5nGjAoXUnCnn7CeZ3DupH7Zd2txQG281FRUVhISEkJiYSMuWTe00tI6vv/6adevW8cknn9wwmTeToUOHEhsbi6Oj4+02RXEH8/DDDzN79myjvc93E1YHCkG/93g6cC/wBZAMrBMR/1vpHCsUCoXi9mPbpQ1dX/b/2TvHoN+D3LC0fiMZO3bsz8Y5LioqYs6cOco5Vpjk7Nmz9O3bFycnJ8Oxcr8kmnp0FhGJv/x5k6ZpRSLy91tgk0KhUCgUN5VRo0bdbhNuK05OToSHh99uMxR3MPfeey9ZWTfnzPOfA005yB00TbtyM452ZVrNIisUCoVCoVAo7kaacpB3AaEm0gIoB1mhUCgUCoVCcddh0kEWkYhbaYhCoVAoFAqFQnEnYPUxbwqFQnG91BQWkr/gDY6Hj7/dphih7FIoFAoF3OEOsjoHWbVJtenualNNYSHH583j2KiHuPDll1RlZt4RbarIyyN7/v8a2XUnfE+lOTmc/P0fOHqFXbfjHGSFQqH4xSEid/zl7+8vCoXi50v1mTOSF7VADg/wkUP9+suh+/sZruynp8iF2FgREam7dEmyn54iJf/+t4iI1JaW6tPbt4uISM25c5L99BQp/c+3+nRhoWQ/PUXKdu/W68nLk+ynp8jFpCQREak6eVKf3rtXREQqjx2X7KenSPm+NBERKduzR44ED5XDXt5yyMvbyC4RkUsHDkj201Ok4sgREREp35cm2U9Pkcpjx0VE5OLevZL99BSpOnlSn05Kkuynp0h1Xp5e/u7dkv30FKkpLBQRkdL/fKtPnzsnIiIl27dL9tNTpLa0VJ/+97/18nJyJC9qgRzy9GrULmsAUuWqv6mpqalWyaiqqpJvvvlG/vKXv8jOnTulqqrKajssZc6cOdK5c2fx9PQ0yv/rX/8qnp6e0r9/f1mwYIGIiMTFxYm/v7/MmTPHaj2PP/64/PTTT4b0Z599Jr1795Y+ffrI5s2bzdZPTk4Wb29v6devnzz++OPX3K+rqxMPDw8pKiqS4uJi8ff3lwEDBoiPj49s3LjRIhtLS0vF2dlZ3nnnHcsb1gixsbHyl7/8xSivsLBQHnroIYtlWNM/ubm5MmTIEOnfv7/4+vrKjh07LNIRHR0t5eXlFttkjd4WLVqIj4+P+Pj4SGRkpIhYP37i4uKkXbt24uPjI56enrJo0aImy2dmZoqPj4+0adNGUlJSjO61adPGytZZzpQpU8THx0e6dOkiLi4u4uPjIy+88MJN0/dzJzU1VUJDQz8KDQ1tK1f8nbTohHRN07wAD+CeKxzrtTfJZ1coFHcZp2fPoWLfPjARmOh2UfjOYuqKim63GdeQ99p8KvbvvyP6Kzs7m88++4yamhpqa2vZs2cPqampPPHEE/To0eOG63vsscd48skneeaZZwx5ubm5fPDBBxw+fBgRoV+/fkydOpWVK1eSmJjI66+/zpEjRyyOOnfw4EGqqqro3bs3ANXV1cybN4/k5GSqqqoICQlh3LhxRtHirkREmDJlCv/4xz8IDg6mqJExtHXrVgIDA+nUqRM1NTXEx8fj4OBAcXEx3t7ehIWFmZTfwKJFi7A2oEtjhIWFXRMm2MnJCRcXF3bv3s2vfvWrJutb2z8tW7bkvffew8fHh5ycHAYPHszp06fN2rlkyRKefvppWrdubXnjLNRrb29Penq6UfnmjJ+hQ4fy1VdfUVtbi4eHB08//TRubm6Nlr3//vtJT09n+PDhzWpPc1m7Vu+eLViwAAcHB+bOnXtL9d8tmN1ioWlaFLDs8hUC/BX4ZQXkVigU10X36L/R4ckn0ezswNbW6J7burW0v/zPu4W9PW7r1tLu4YcBsGnbVp9+6CEAWnbsiNu6tbQdEaJPOznhtm4tDkOHAmDr7IzburW0GTwYgFb33adPBwUBYOfeE7d1a2nt5wuA6/sr6fDUU43aBWDv7Y3burXc01cfWrm1ny9u69Zi594TgDZBQbitW0ur++7TpwcPxm3dWmydnQFwGDoUt3VraenkBEDbESH6dMeOALR76CHc1q3Fpm1bffrhh3Fbt5buf19isr9uBmvWrGH//v0A1NXVsWbNGjIyMgBITU2loqKC2tpaAGpra6moqODbb78FoLy8nDVr1nDkyBEAysrKGtFgOYMHD6ZTp07X5NfW1lJVVUVVVRWtWrWiffv2yOUHiIYZnwZ7zBETE8P48f/dz7137148PT3p0qULrq6u3HfffRw4cMBk/dTUVJycnAgODgb0zubVLFu2jMjISABsbW1xcHAAoKSkhKqqKkN/miIrK4uioiKLHOQFCxYwbNgwevfuzcyZM+nbt6/BaZ86dSqurq7MmjXrmnrh4eF8/PHHZuVb2z9dunTBx8cHADc3N2pqaqiqqjJZfufOnYawxyEhIUahkZcuXYqXlxdeXl6sWbOmSTut1dvc8QNw6dIlqqursbOzA/QPIT4+Pvj7+7N8+XKz9UWE559/Hi8vL373u98Z8k2111r5ptiyZQtBQUHodDpmz55tyI+Pj2fUqFFMmDABLy8vXnrppSbzTdlTUFBgdK/hHGVTeu9kLNmDPAF4ECgQ/ckWPoDdTbVKoVDcVbR0csI56nV67/yGDhMm3DLHT9l1d9C9e3d+97vf4erqSvfu3Q0R4GbMmEFwcDD19fWICNOnTyc+Pt6svKSkJCPHs6CgAGdnZ95//33Wr19P165dDfu7G+PkyZN07tyZsWPH4uvry4oVK4zuZ2ZmcvHiRSMdZWVleHt7M2DAAFasWEGrVq2atHHevHlERUWZbUsDYWFhjBs3Dnd3d8aMGcOePXsA/Wzim2++2WidgIAAvvvuO7Oyre2fK9m+fTu+vr4GR7IxRo4cSXp6Oi4uLsTFxRk+Z2dns3TpUpKTk0lISCAqKorCwsJm6a2srMTPz48hQ4awe/dugGaNn4SEBHQ6HS4uLkydOpWuXbsCsGLFCjIyMkhOTmbp0qWG9xVMcenSJSZMmMCBAwfYt28fCQkJTbbXWvmNUVhYyMKFC4mPjyc9PZ1Tp04ZHnRB/3uxYMECfvzxRxYsWNBkvil7IiMjGTt2LBkZGcTFxdGhQwezeu9ULHGQK0SkHqjVNK0dUAi4m6ukadp9mqbFaZp2WNO0g5qm/e5y/gJN005rmpZ++Xr4+pqgUCh+Llzt+Nn163e7TQKUXREREfj66mfVbWxsiIiIMMzEmVpG79ChAwBt2rQhIiLCsDzd9vJs+I3kwoULfP3115w4cYJjx46xePFi8vPzGTFiBF999RU2NjbExsYSHR3NuHHjzMrLz883mvVtmD2cMWMGEydOBEDTNJP1KysriYuL44MPPmDXrl0sWbKE48ePG+4vX778mhnbtm3b8sMPP5Camsp7771HTU2NSflbtmyhb9++JpfuG8PR0ZEOHTrg6OhIx44dKSkpMVunc+fOFjm61vZPAwUFBcyZM+eaBwhL2b9/P0OHDsXBwYGOHTsSFBTU5Mx1U3pzc3NJS0tjyZIlTJo0iYqKimaNn6FDh5Kenk5+fj7btm0z2PPRRx/h6+tLYGAgeXl5hhlwU9jY2DBq1ChatGjBqFGjSE1NbbK91spvjOTkZI4fP87gwYPR6XTs37/faNz6+/vj5eUF/Pf321S+KXvi4+N59tlnAWjXrh2dO3c2q/dOxZI9yKmapnUAVgP7gIvA9xbUqwXmiEiapmltgX2apn1z+V60iCxulsUKheJnT4Pjd6eh7LoWPz8/fvrpJ8Me5JYtW2Jra4ufn98ts2Hnzp24urrSvn17AHx9fdm/fz/JycmkpaUxe/ZsXnrpJYKDg4mOjja759Pe3p7KykpD2sXFxchRLCgoMMwMNkaXLl3o378/rq6ugN6ByMzMxN3dndLSUnbs2EF0dHSjdfv374+trS0ZGRkEBAQ0Wmbv3r18+eWXxMbGUlxcTIsWLXB2dmby5MkmbdI0zeiqq6trsg9A7+jb29ubLWdt/zTInjBhAosXL6ZXr15mdTSGNGMPvim9DfYGBgbi7OxMTk4Ohw8fbtb4Af0Dz4gRI0hMTOTcuXNs376dpKQkWrduTUBAAPX19YayljxMaJpmsr3x8fFNyreG0aNHExMT0+i9ht8vc/nNsacpvXcqZmeQReS3InJBRN4HRgHTxIIgIiKSLyJplz+XAYeBbtdrsEKhUChuHT169ODll19m0KBB3HPPPQwaNIiXX375prygZ4quXbuSkpJCVVUVFRUVpKWl0bNnT8LDw1m4cCG5ubm4u7uTkJDA6tWrzcrz8PDg6NGjhnRQUBAHDx6ksLCQU6dOkZuby4ABAwz358+fz/z58w3pwMBATp48yblz56iuruaHH37A3V2/sLpmzRomT56M7RVbYk6fPs3Zs2cBvXN56NAhunXrZlL+okWLOHr0KJmZmcyaNYtXX321See4uWRlZeHh4WG2nLX9IyJMmzaNSZMmMWbMGIvtadeundHRhH5+fiQmJlJeXs6FCxdISUkx0ns1pvQ2HEsJ+pdO8/LycHV1bfb4Aaivryc9PR1XV1dKS0vp1KkTrVu35uDBg4b9+w3ce++95ObmGuXV1dXxn//8h/r6enbu3ElgYKDJ9pqTbykPPPAACQkJBltycnKatVWjKXtCQkIMe6fLy8spKiq6YXpvNWZnkDX9o89kwF1E3tQ0zVXTtCARsWQWuUFGD8AX2AsMAWZpmjYVSEU/y3y+kTrTgekAzs7O17x9aimbN28G9Puz/vCHPxAZGUllZSVr167lj3/8I+vXr6dDhw489NBDzJ07lz/84Q+cOXOGzZs388orr7B27Vp69OjBr371K2bNmsU777zDkSNHSEhIIDIyktWrVzNgwAAGDhzI888/z+rVq9m7dy8HDhzg+eefZ9myZQwdOpT777+fV155heXLl7N7926ys7OZOnUq77zzDmFhYXTp0oVFixaxePFiduzYwYULF5g4cSILFy5k6tSp3HPPPSxbtoxFixapNqk2qTb9gtpkzekMN4tWrVrx4IMP8uCDD950XTNnzmTDhg0UFxfTvXt3VqxYQVhYGKNHj8bHx4cWLVrw3HPP0b9/f0MdLy8v5s2bR2BgIIsWLTKr45FHHiEuLo6RI0cC+va99dZbDBkyBIDo6GijrSVXb0No3749S5YsYcSIEdTU1DBp0iT69euHiLB69Wp27txpVP7kyZNMnz4d0DtGb7/9Ns6XX+RsTP6NIjs7m/DwcIODmJiYyJ///GcevvwSbFxcnEVbUqztn6SkJDZs2MCRI0dYtWoVoD/Vw8XFpUk9kZGRhIeH4+joyBdffEGPHj2IjIxk4MCBAERFRdG5c2eT9U3pzc7OJiIiAjs7O2xsbPjwww+NTsqwZvw07EGura01nOZRU1PDqlWr8PHxoV+/ftesrsyePZuIiAgWLFhg6IfWrVvz6aef8vLLL/Pggw8a+rax9o4ZM6ZJ+ZbSuXNnVq5cSWhoKLW1tbRp06ZZs7pN2bN06VKmT5/OypUrsbW1JSYmhr59+94QvbcazdwShqZpK4F6YISI9Nc0rSOwQ0QCLVKgaQ7ALuBPIrJB07QuQDEgwELAWUR+3ZSMgIAASU1NtUSdQqFQKK5A07R9ImK0lr9v3z65EceH/VypqKggJCSExMREWra06LRTi/j6669Zt24dn3zyyQ2TeTMZOnQosbGxODo63m5TFIrbxr59+3jjjTf+Aby0efNmwzE8lrykN1BEZgKVAJdne5t+/fYymqbZAl8CMSKy4XL9MyJSd/nFv9VAkHVNUSgUCoWi+djb2xuW1m8kY8eO/dk4x0VFRYbTQBQKxbVY8uhco2maDfoZXzRNc0I/o9wkl7dmfAQcFpG/XZHvLCIN6zHjgR+ttlqhUCgUiutg1KhRt9uE24qTkxPh4eG32wyF4o7FEgd5KbAR6Kxp2p/Qn4v8BwvqDQGmAD9omtawgfh/gac0TdOhd7izgResNVqhUCgUCoVCobhZmHWQRSRG07R96IOFaEC4iBy2oF7i5fJXs9VqKxUKhUKhUCgUiltEkw6ypmktgAMi4gVk3hqTFAqFQqFQKBSK20eTL+ldfpEuQ9M011tkj0KhUCgUCoVCcVux5BQLZ+Cgpmn/0TRtc8N1sw1TKBQKxe0nJ+cDzp3fY5R37vwecnI+uCn65s6dS5cuXQyhbRt455138PLywsPDgzfeeAPQR/QKCAhg7ty5VuuZOHGiUbCQ9evX06dPH/r27cuWLVuarLt9+3Z0Op3hatWq1TVn9dfX1+Pp6UlxcbEhr6ysDBcXFxYvNh9I1hp7zLF582beeusto7yioiJGjx5tsQxr7Dl79iwBAQH4+Pig0+nYtGmTRTqWLFnCpUuXLLbpak6fPk1wcDAeHh74+fnxzTffGO7Z2NgYvq8XX3wRaN74aZDj6enJk08+aQhA0hhHjhxBp9Ph4ODA1UfV9ujRw2hsmCM5ORk/Pz88PDwICQlpMpR4U3pN4eDgYLEtvxhEpMkLGNbYZa7ejbiAUGBVz549pby8XEpLS6WkpEQuXbokZ8+elerqajlz5ozU19dLXl6eiIicPn1aRETy8vKkvr5ezpw5I9XV1XL27Fm5dOmSlJSUSGlpqZSXl8v58+elqqpKioqKpK6uTvLz841kNPwsKCiQmpoaKS4uloqKCrlw4YJcvHhRLl68KBcuXJCKigopLi6WmpoaKSgoaFRGfn6+1NXVSVFRkVRVVcn58+dVm1SbVJtUm256m4BUuepva2pqqljK2XPfya7dAXL23HeNpm80SUlJkpKSIp6enoa8U6dOSa9evaS6ulqqqqqkZ8+ecvz4cZk4caJUVFTIK6+8IpmZmRbr+PHHHyUsLMyQrqqqkh49ekhBQYHk5OSIu7u71NXVWSQrLy9PevfufU3+li1bZNq0aUZ5r776qjzyyCPyzjvvNCnzeuyxhmeeeUZ27dpltpy19lRXV0tZWZmIiBQVFUnXrl0tst/NzU2Kioosb8BVFBQUSHp6uoiIZGdni4uLi+FemzZtrinfnPHTIKe+vl6eeOIJ+dvf/ma2zrBhwyQlJcUoz5q2VlVVSa9evSQjI0NERPbt2yfFxcXN0muKxvrnl0JqaqqEhoZ+FBoa2lau9EHFeqd1CPCetfWu5/L3979Z/aJQKBR3NZY4yKn7npLTeZ+LiEhdXbWk7ntK8vI3iohIbe0l2ZP8sMTFe8vRY3+TXbv9ZU/yw3LmzDYREamqOiup+56SwqKdIiJSWVl43TafOHHiGgfZzc1NysrKpLS0VO6//345e/asPP7441JRUSFz586Vw4cPi4jIxYsXzcqfP3++rFmzxpDevXu3jBs3zpAeNmyY7N+/3yJb//a3v8lrr712Tf5DDz0kV/bzkSNHJCIiQqKiosw6yNbaExUVJb/61a+kV69e8tvf/lb69OkjhYX672HKlCly3333ycyZM6+pt2nTJnn++efNtvF6+ufo0aPSsWNHqaqqMlnmm2++ER8fH7G1tRUvLy/x8fExPPT9/e9/F09PT/H09JR//OMfFulswMnJSSorK0WkcQewOePnSjkrVqyQ3/72t2btbMpBPnr0qPj6+kpWVpZJnZs2bZLx48ebtedqPY3pzc/Pl9DQUBkwYID4+fnJkSNHDHJee+018fDwkOeee66pLrjrMOUgW7LFAk3TdJqm/VXTtGxgEWD2FAuFQqFQ3B3Y2rbH0TGY7OzlODs/jq1t+1uqv3v37vzud7/D1dWV7t27GwJczJgxg+DgYOrr6xERpk+fTnx8vFl5SUlJXBlJsKCgAGdnZ95//33Wr19P165dLQ7/HBMTw5NPPmmUl5mZycWLF410zJs3j6ioKItkNseesLAwxo0bh7u7O2PGjGHPHv22mLVr1/Lmm282WicgIIDvvvvupthTVlaGt7c3AwYMYMWKFbRqZTq+2MiRI0lPT8fFxYW4uDjD5+zsbJYuXUpycjIJCQlERUVRWFho1l7Qb4Px9fXFzs4OgMrKSvz8/BgyZAi7d+8GaPb4AaipqWHr1q14e3s3287c3FwmTpzIv/71L/r06WOy3PHjx+nVq5dFdpkjMjKSsWPHkpGRQVxcHB06dACgvLyc0NBQ0tPT2b59O3l5eTdE388Zkw6ypml9NU17XdO0w8By4BT60NQhIrL8llmoUCgUipuKv98nuDhPAKBFC1v8/T7Buas+iISNjT09e0Zy4UIKPXrMIj//C3r2jKRzZ/3+1VatHPH3+wSnTg8CYGfndMPtu3DhAl9//TUnTpzg2LFjLF68mPz8fEaMGMFXX32FjY0NsbGxREdHM27cOLPy8vPzcXL6r52iXx1lxowZTJw4EQB9rKumycrKory8HB8fH6P85cuXM2vWLEN6y5Yt9O3bFzc3N4va2xx7HB0d6dChA46OjnTs2LHJPaoNdO7c2aIHgebY07ZtW3744QdSU1N57733qKmpMavnavbv38/QoUNxcHCgY8eOBAUFceDAAbP1CgoKmDNnDitWrDDk5ebmkpaWxpIlS5g0aRIVFRXNGj8VFRXodDoCAwPp1asXzz77bLPtfPTRRxk4cCDe3t5NlhMRQ3///ve/p1evXnz22Wdm5TdGfHw8zz77LADt2rWjc+fOALRq1YrBgwdja2tLz549KSgoaJb8u4mmjnnLBBKAUBE5CqBp2su3xCqFQnHXkbW3gD2xx7h4rgoHRzsGPdqLvgO73m6zlF1mOHd+Dz/++CJeXktx7DiIjh0fMErfCnbu3Imrqyvt2+tnrn19fdm/fz/JycmkpaUxe/ZsXnrpJYKDg4mOjmb48OFNyrO3t6eystKQdnFxMXIUCwoK6NrVfF83NntcWlrKjh07iI6ONuTt3buXL7/8ktjYWIqLi2nRogXOzs5Mnjy5UbnNsUfTNKOrrq7OrP2VlZXY29ubLdfc/gHo378/tra2ZGRkEBAQYFGdBhocc2uorKxkwoQJLF682GjWtcHewMBAnJ2dycnJ4fDhw1aPH3t7+2teyDRnp6mHiVWrVvHKK6/w/fffExQUZLK+u7u7YUXgT3/6EyUlJYaXA6+UXd+9fbsAACAASURBVFtba5HexrC1tTWqV19vNmDyXU9TWyz+BygA4jRNW61pWkOgEIVCobCKrL0FxMVkcvFcFQAXz1URF5NJ1t7bO0uh7DJPWekBI2fYseMgvLyWUlZqfobsRtG1a1dSUlKoqqqioqKCtLQ0evbsSXh4OAsXLiQ3Nxd3d3cSEhJYvXq1WXkeHh5GJ1gEBQVx8OBBCgsLOXXqFLm5uQwYMMBwf/78+cyfP/8aOZ988sk1DvKaNWuYPHmykcOxaNEijh49SmZmJrNmzeLVV181co6vlm/OnhtFVlYWHh4eZstZ2z+nT5/m7NmzgN6ZPnToEN26dTOrp127dpw7d86Q9vPzIzExkfLyci5cuEBKSkqT/SAiTJs2jUmTJjFmzBhD/rlz5wwOZXZ2Nnl5ebi6ujZ7/FyNOTvvvfdecnNzr6nn7+/PBx98wK9//WuqqqpMyh87dixpaWkcPqzf3Xrlw0/79u0N7cvMNA5X0ZjekJAQ1qxZA+i3VRQVFVnd3l8KJh1kEdkoIk8A/YB44GWgi6ZpKzVNe+gW2adQKO4C9sQeo7baeEaitrqePZuOsfHdNI5cdvxqquvY+G4aP6WeAaCqopaN76ZxbL9+P1/FxWo2vpvGiQP645HKS6rY+G4aOQf1/4zLzlWy8d00Th3W/5MtKapg47tpnM46D8D5gnI2vptG/jH98nPShqON2pX0pd55OpNdysZ30zh7+iIA+cdK2PhuGucLygE4nXWeje+mUVKk/+d76vA5Nr6bRtk5/exkzsGzbHw3jfIS/T+/EweK2fhuGhUXqwE4tr+Qje+mUVWhn/n5KfUMG99NY88mE/0Ve8zqvr9e3NxeuGam2LHjINzcXrgp+mbOnMmgQYM4cuQI3bt3Z/PmzQQHBzN69Gh8fHzw9/fnueeeo3///oYZMi8vL/bu3UtgYCCPPfaYWR2PPPIIcXFxhnSrVq146623GDJkCCNGjCA6OpoWLf777zE/P/+arQh79+7FwcGB+++/35AnIqxevZoXXrCub66Wb84eS8nOzkan0/H666/z2WefodPp2Lr1v8Fs4+LiLNqSYm3/nDx5kuHDh+Pt7c2IESN4++23cXZ2NqsnMjKS8PBwgoODKSgooEePHkRGRjJw4ECCg4OJiooybAlojKSkJDZs2MCqVasMR7rl5eWRmZmJTqdjwIABjB8/ng8//JDWrVs3e/xcjTk7Z8+ezbx58wz2XMmgQYMYNWoUf/zjH03Kt7Oz45///CdPPfUUPj4+ZGVlMXToUEC/t33MmDHMmTOH++67z6heY3qXLl3Kv//9b3Q6HcOHD+f8+fNWt/eXgmbNEoamaY7A48ATIjLipll1FQEBAWLpWX4KheLO470Z35q859KnAx7BLtw/sCs11XV8tSwDr2Hd6BPQhaqKWrauOMCAEd3p5duZiovVbPvgR3SjXOk5oBPlJVXs+PAgfmPccPO8l7Jzlexcc4iAh3twX39HSooq+HbtYYJCe9Ktb0fOF5QTH3OEB8J74dyrfZN2zXx/BGeyS/nuy6P86sm+3NvNgfxjJSRvOsbwyffTsWsbTmed5/stJxgxtT/tnew5dfgcqVuzGRnhQVvHe8g5eJa0bTk89JwnbdrbceJA8f+zd+bhURXp/v8c9hDWCAmJGDAsZgNCFvRCGExEAVkGZlBmUEQcZbiDeJGowPzuXII4yriBqCjiiCPCiOOgBEE2TTSJEJJIG1nCIiQhJE02snXS2fr9/dGkh4b0FhJArc/znCdddepUfd86RfN2nTr1otubw/g/BuPWpQM/Hiog46tc7v3TUDq6teNk2nkOf32OvJOldnW5gqZp6SJi9Ww7PT1dLn2B7JdGdXU1UVFRJCUl0a6d3YCyLvHFF1+wceNGNm/e3GJ1tiajR49m27ZteHh4XG8pCsV1Iz09neXLl78HLIyLi6tozHfpJ6mIlIjIumvlHGuaNlnTtHdKSkqoqqqioqKC8vJyqqurKSkpoa6ujoKCAkTE8uu18VdSfn4+IkJBQQF1dXWWRxDl5eVUVFRQVVVFaWkptbW1FBUVYTKZLIvSG+to/Hv+/Hnq6+spLi7GaDRSVlaGwWDAYDBQVlaG0WikuLiY+vp6zp8/32Qder0ek8lEUVERtbW1lJaWKpuUTb8Ym7p4dGzy37h7z45EPzqAvsFdMRgMVFVXMmF+IB63tqO+vp7S8mKmxYTi5mWeYb1QXmROe9ZjMpmorqtg4oJgut/c1hxgoH0ddz02kF793SgpKaFzj3aMmtUXn0E9yM/Pp2cfd27/fR+8B3QnPz/ftq4eHaiqqqJjDxMTFwQjHY2YTCY092qmxYRSbTLPQGtdzGmjqZz6+no6ewoT5gdialuDwWCgV/9ORD86gLYdheLiYm4J7MHIB2/GrUsH8vLyGDDck9t/34eObu3Q6/UMCO3N6Nm+dOnZtK7OPdq7fJ8UV+Lm5mZ5tN6STJgw4SfjHBcWFlp2A1EoFFfi0gzy9ULNICsUP20a19ReumygXYc2RD3gf11fiPsl6FIzyAqFQmEbWzPINp8taZrWUURsrxpXKBQKJ2l06m6EXRmULoVCoVA4wt7iq/1AqKZpG0Vk1rUSpFAofp4Mvr3PDengKV0KhUKhuBx7DnIHTdNmAyM1TbvitU4R2dp6shQKhUKhUCgUiuuDvZf05gF3AD2AyZcdk1pfmkKhUChuFJIuVBD+7RGSLlQ4LqxQKBQ/ceztg5wkIv8NPCMicy47HrmGGhUKhUJxHUm6UMGsjNPk1tQxK+N0qzrJTz31FF5eXgQHB1vlp6SkMHToUAICAizhjhMSEggPD+epp55yuZ3777/fKliIrXZt8fHHHzNo0CAGDx7M9u3brzhvMpkICgqiqKjIpn57uKrHHnFxcaxcudIqr7CwkHHjxjldhyN7L8dVewFWr15t3o2mmZw7d47IyEgCAwMJDQ1l7969lnNt27a17I38xBNPAM0bP/3792fIkCGWuuLi4pqt11Wc7Z/333/fKtT5pEmTSEhIsKQvHw/Hjx8nJCSELl26cOmGCLbyfzGIiN0D6AA8AXxy8VgAtHd0XUseYWFholAoFArXAdLksu/UtLQ0p69PLCmX/gk68frqkOXon6CTxJLyVtGbnJwsqampEhQUZMkzmUwyaNAgSUxMFBGRgoICERG5//77pbq6Wp5++mnJzMx0uo3Dhw/LlClTHLZri5qaGunfv7/o9XrJzs4WPz8/aWhosCqzfft2mT17tl399nBFT3N5+OGH5euvv3ZYzhl7L6U59oqI9OvXTwoLC50T3wR6vV50Op2IiGRlZYmPj4/lnLu7+xXlmzN+rlbj1eBs2xs2bJD58+db0hMnTpT4+HiH140ZM0ZSU1Odzv+5kJaWJpMnT/775MmTu8ol35PO7IO8Fgi7+HctEAq81RrOukKhUCiuPdMOneSjfHM0wjqTMO3QST7Rl5B0oYIHM05TbbLeDrTaJMz83jyTXFxbz7RDJ9lTZN4buqCm7qq0jBw5kl69elnlpaWl0bt3byIjIwHo3bs3QOMkzqUTOhgMBodtbNq0iWnTpjls1xYpKSkEBQXh5eWFr68vt9xyCxkZ1qG3X3/9dRYsWGBXvz1c0RMbG8uYMWMYOHAg8+fPZ/DgwZYQwg899BC+vr5WM4qNTJ06lQ8//NBh/c7Yeymu2rtv3z5LtLeoqKgrIr8FBwcTHBxsCZFsCy8vL4YNGwZAv379qKursxvCubnjpyls6UxISODuu+9m+vTpBAcHs3DhQgC2b9/OiBEjCAkJYdGiRZbyr732GgEBAQwdOpTFixcD9vvHVeyNB4U1zjjIESIyW0S+unjMASJaWxioQCHKJmWTsknZdLU2XQ0Lj+VgNDW9V36tCAuP5VxV/c6Sk5ODp6cnEyZMYPjw4axduxaAefPmERkZiclkQkSYO3eu1aNkWyQnJ3M1+0Dr9Xq8vb15++23+fjjj+nTp49VqOXMzEwqKystbdjS35JMmTKFiRMn4ufnx/jx49m/fz8AH3zwAc8++2yT14SHh/Ptt986rNuRvZfjqr1jx45Fp9Ph4+NDfHy85XNWVhZr1qzhwIEDJCYmsmzZMgoKChzqBdi9ezfDhw+nY0dz0B2j0UhoaCijRo3im2++AZo/fhqd1JCQEEpLSx3qTE5OJjY2lsOHDxMbG0tBQQErVqwgISEBnU7H2bNn+eorc1TPZcuWcfDgQTIyMoiJibHbP/ZoDC0eEhJCYmKiJd/eeFBchoj95Q3Ad8CAS9J+wHeOrmvJQy2xUCgUiubBVSyxaGp5xbVYZnHmzBmrpQUffvihdO/eXbKzs6WsrEwGDRokP/74o4iI5Ofny9NPPy0vvPCCVFZWOlX/oEGDJD8/32G7ttiyZYs8+uijlvSMGTPkiy++sKTnz58vmzdvdkq/PZzVs2zZMnnvvffk//7v/yx/P/jgA8v5yx+5N1JbWyseHh4O63dk7+U0197LlxBs3bpVHn74YUv6t7/9rezdu9dhPfn5+RIUFCSnTp2yyhMROXjwoNx8881SVVVlyXdl/DS1zMGezvj4eImMjLQqv23bNrnppptk2LBhMmzYMBkwYICsX79eRETGjh0r06dPlw0bNkhpaanDtpvC0RILW+NBLbFwfYnF00C8pmkJmqZ9DXwFxLSSv65QKBSKG4TInl3ZONQPtzaaVb5bG42NQ/2I7Nn1mujw8vIiICAAX19funXrRlhYGJmZmXz66ae8+eabLFq0CJ1OR2RkpFMzgG5ubhiNxmbr8fHxsZpB1ev19Olj3rO6vLycPXv2MH36dIf6WxJN06yOhoYGh9cYjUbc3NwclrNnb1O0lL3SjEi/RqOR6dOn8/LLLzNgwABLfqPeiIgIvL29yc7Obvb4cVVn9+7dr8gbN24cOp0OnU7HqVOnePTRRwHYtWsXjz/+OCkpKURHR7us5WrQNM2l/J87Dh1kEfkSGIT5Rb0ngNtEJL61hSkUCoXi+nO5k3ytnWMwOzU5OTmUlJRQW1vLDz/8gJ+fH1OnTmXFihXk5ubi5+dHYmIi69evd1hfYGCg1Q4Wjli6dClLly61pEeMGMGRI0coKCjg7Nmz5ObmMnToUAA2bNjAAw88QPv27R3qt1X/teLEiRMEBgY6LGfPXrhSvyN7bdGtWzerZUGhoaEkJSVhMBgoLS0lNTXVqt3LERFmz57NzJkzGT9+vCW/cfkUQFZWFnl5efj6+jZ7/FyOqzrvuOMOEhMTyc3NBSA7Oxu9Xo+IkJOTw5gxY/jrX/9KVlaW3f5paW666SaLJmfyf+7YCxRiQcwhp22vyFcoFAo7vDX3QarKSq/I79y9B//9juOXhFoLpcs5Gp3khcdyWB3g26rO8fz589m6dStFRUX07duXtWvXMmXKFFavXk10dDR1dXXMnDkTf39/yzXBwcEsXryYiIgInnvuOYdtTJo0ifj4eMaOHeuwXeCK9bYdOnRg5cqVjBo1CoBVq1bRpk0bRIT169ezb98+q/Ldu3e3q7+p9bz29DhLVlYWU6dOtTiISUlJPP/889x7770AxMfHM3HiRIf12LLXln5H9tpiwYIFTJ06FQ8PDz755BP69+/PggULuP322wHz+lxPT0+b1ycnJ7N161aOHz/OO++8A8DOnTvJyspizpw5dOzYkbZt2/Luu+/SuXNny3Wujp/LcVWnp6cnb731FpMnT6a+vh53d3c2bdqEiDBr1izKy8tpaGjglVdesds/9mbxm8LReFi0aBFz5swhNjaWnTt3WtY528r/uaM15xHGtSY8PFx+kXvwKRQ/E16ZYTu2UMyWz6+hEmt+Cbo0TUsXkfBL89LT0+VqXlL7qVNdXU1UVBRJSUm0a+fUPJFTfPHFF2zcuJHNmze3WJ2tyejRo9m2bRseHh7XW4pCcd1IT09n+fLl7wEL4+LiLJu8O7MGWaFQKFqNLcuXcDTRvGqrrsbIluVLyPzW/JZ5TZWBLcuXcDLF/KZ9VXkZW5Yv4cf0FAAMpRfYsnwJZ3TpAJQXFbJl+RKyM3QAlJ7Xs2X5Es4e/QGAkrxctixfwrnjx5zSpj91gi3Ll1CUkwXAuePH2LJ8CSV55seNZ4/+wJblSyg9b97dIjtDx5blSygvMm+xdUaXzpblSzCUXgDgx/QUtixfQlW5eUu0kynfsmX5EmqqzFtLZX77DVuWL2lONypcwM3NzfJovSWZMGHCT8Y5LiwsJCYmRjnHCoUNHDrImqZ96UyeQqFQKBQ/Fe6++2769+9/vWVcN3r37s3UqVOvtwyF4obFpoOsaVonTdM8gF6apvXUNM3j4tEfuCYLUNQ+yMomZdPPxyZbjF+4lH6hIzAYDFQZa/j14lh63xZEfX09pRWVzFi2Evdb+gNQWmkwp2/uh8lkorq+gWlLn6Vn/wFUVVWhdezEhCf/jOeg2ygpKcHd4yai/nsRfQOCyc/Px8OnL6Mfe4Kbbwuwu48rQFVVFZ16eTJt6bPQuQsmk4m23XsyY9lKjBe/Otv2uIkZy1ZSg0Z9fT1dbr6FXy+ORdp3wGAw4DnIn/ELl9K2kxvFxcX0GxbGnfOepHO37uTl5THo9pGMfuwJOnZ2R6/XM/iOSO6abz/s7bXcB1mhUCh+qdhcg6xp2v8ACzE7w+eAxn0+yoH1IvLGNVGIWoOsUPzU+SWs9W1J1BpkhUKhuDa4vAZZRF4TkVuBp0TET0RuvXgMu5bOsUKh+OnTuXsPl/KvFUqXQqFQKJpExHEkO2AkMBN4qPFw5rqWOlQkPYVCoWgeXEUkvetBTEyMeHp6XhFBrk2bNpbIYwsWLBARc5SysLAwiYmJcbmd++67T06ePOmwXVts2bJFBg4cKIMGDZK4uLgrzjc0NEhgYKAl8tmBAwdkyJAh4u/vL/fdd5/D+puyt7ls27ZNXnjhBau8goICueeee5yuw5G9l+OqvSIiq1atEoPB4LSmy8nNzZVRo0ZJQECADB8+XPbs2WM511Ljp7GewMBAmTFjhiUiX0vS1P26lKCgIDlz5ozT5R3hKPJec3Veiru7u81zV3vfrxZbkfSccY43At8Ca4HXLx5rHF3XkodykBUKhaJ5tISDfODHIln4z+8sx4Efi1pBqZnk5GRJTU29wlFt6j/Y+++/X6qrq+Xpp5+WzMxMp9s4fPiwTJkyxal2m6Kmpkb69+8ver1esrOzxc/PTxoaGqzKbN++XWbPni0iIiaTSQYNGiSJiYkiYnZOHWHPoWgpHn74Yfn6668dlnPG3ktpjr0izodStoVerxedTiciIllZWeLj42M511Ljp7Eek8kkM2bMkFdffbXZepvL5Q7y1dJcB9kV7I3nq73vV8vVhJoOB0aJyJ9EZMHF4wlHF2madoumafGaph3TNO3IxTXNXHzRb6+maScv/u3p8rS3QqFQKK4JVbX1/HFjOp/q8izHvA/Tqa51HMq4OYwcOZJevXo5VVYuvkPT+B8agMFgcHjdpk2bmDZtWrPbTUlJISgoCC8vL3x9fbnlllvIyLCOpfX666+zYMECANLS0ujduzeRkZGAeQeJliQ2NpYxY8YwcOBA5s+fz+DBgyksNG81+NBDD+Hr68vjjz9+xXVTp07lww8dB55xxt5LcdXeffv2ERISQl5eHlFRUZbPAGvWrCE4OJjg4GA2bNhgtx4vLy+GDRsGQL9+/airq6OmpsZm+eaOHzCHXx4zZowlImNCQgJ3330306dPJzg4mIULFwKwfft2RowYQUhICIsWLbJc/9prrxEQEMDQoUNZvHixJd/W/XrxxRcJCAjgvvvuswqTbqu8K/1mD1v6bbX70ksv4e/vz5QpUxgwYIBVNMClS5cSFBTEY489Bti/77b651rijIN8GHAtXIuZeiBGRAKAO4D5mqYFAkuAL0VkEPDlxbRCoVAorhMz1u3nX2lnAahrMDFj3X4+PWTeI3jV3pOUG+usypdV1/HklkMAlBhqmbFuP/uOmndRKagw0hoYjUZCQ0MZNWoU33xj3id73rx5REZGYjKZEBHmzp1LQkKCw7qSk5O5mpcU9Xo93t7evP3223z88cf06dPHaleUzMxMKisrLW3k5OTg6enJhAkTGD58OGvXrnXYRlP22mPKlClMnDgRPz8/xo8fz/79+wH44IMPePbZZ5u8Jjw8nG+//faq7b0cV+0dO3YsOp0OHx8f4uPjLZ+zsrJYs2YNBw4cIDExkWXLllFQUOBQL8Du3bsZPnw4HTt2BFp2/IB5N5mdO3cyZMgQS15ycjKxsbEcPnyY2NhYCgoKWLFiBQkJCeh0Os6ePctXX30FmKPtHTx4kIyMDGJiYix1NHW/srKyWL9+Pd999x2xsbGcPn3aYXlX+23Lli2EhIQQEhJCYmIigF39TbWbk5PDunXrSE9P58UXX+TMmTOWcwaDgcmTJ6PT6di9ezd5eXk277u9/rmWOBNCqBdwVNO0g4Dlp5iI2I15KSL5QP7FzxWaph0DbgZ+Ddx5sdg/gATg+vw8UCgUCoVdPkrNwXTZZkcmga9PFF1THbm5ufTp04fU1FSmTZvGyZMniY6O5vPPP+fVV19l27ZtrFq1Cnd3d4d15efnX9UsbuNs47x58wDYunUrmqZZzr/xxhtWM2tGo5H4+HgyMjLo0aMH4eHhjB8/Hj8/P5ttNGWvm5ubzfIeHh6Ul5db/paVlTm0w9PT0+F2h87YeznNsbcpDh06xOjRo+nSpQsAI0aMICMjwypEeFPo9XpiYmLYtm2bJa+lxk91dTUhISEA3HnnnfzhD3+wnAsLCyM4OBiAHj16EBcXx+nTpxk5ciQAlZWVnD59mujoaCIiInjkkUeYOHHiFU8zLue7774jMjISNzc3goKC6Nevn93yzem3GTNm8MYb5v0XJk0y76Jz4MABm/qbIj09ndGjR+Pu7o6/v7+Vzg4dOljqufXWW9Hr9XZDVrvSP62FMw5y7NU2cnHv5OFACuB10XlGRPI1TWsyYLmmaXOBuQDe3t7odLqrlaFQKK4zbcsa6JpspGJUJxq6t73eciz80nVt+eN/WT63b9vGKj3rjn5sSD5DdZ3JktepfRseiewPgId7B6vynl07tYrGPn3MDzIjIiLw9vYmOzubY8eO8d1337Fo0SIWLlxIZGQkq1at4s4777Rbl5ubm9Vjalfx8fGxciz1er1FX3l5OXv27GHVqlWW815eXgQEBODr6wuYHanMzEy7DmNT9vr7+9ssr2ma1dHQ4HgJjNFotOt0N2LP3qZojr1N0eiYu4LRaGT69Om8/PLLDBgwwJLfUuPHzc3Npj/SvXv3K/LGjRvHpk2brsjftWsXSUlJfPTRR7z++uukp6fbbLPxnjbiqF+a02+2sKXf1Xbbt29v+axpGiaTyWZZcK1/WguHDrKIfK1pWj9gkIjs0zStM+D0N7WmaV2AfwMLRaTc3q/Oy9p9B3gHzPsgN/5iUygUP01MtQ2cfzWdhgoTvfY34LUohDYdrr8zqnTZ5/HogWxOybFykN3at+XxqEHXTENJSQlubm64ubmRlZVFXl4evr6+3HbbbUybNo20tDT8/Px49913+eMf/+jQQQ4MDOTUqVNOR9JbunQpAC+88AJgnpE7cuQIBQUF1NTUkJuby9ChQwHYsGEDDzzwgJVDEBERQU5ODiUlJXTp0oUffvjBylm8vH5b9rY0J06cIDAw0GE5e/Y2pd+Rvbbo1q0bJSUllrXgoaGhLF68GIPBQF1dHampqXaXa4gIs2fPZubMmYwfP96S39Ljx1nuuOMOHn/8cXJzc+nbty/Z2dl07NgRLy8vcnJyGDNmDEOGDGHQIPv/lkJDQ1myZAlGo5HTp0+Tk5PjsLwr/eaqfls/jsLDw1m8eDFVVVXk5OSQnZ3tVDuX33cRcal/WguHDrKmaY9hnsn1AAZgXibxNnCXE9e2x+wcbxKRrRezz2ua5n1x9tgbcG5BkUKh+Elz4ZMTNFTWgkBDZS0XPjnBTTMDrrcspcsBnTu0Y92sMD46+J//lH83whe3VnLW58+fz9atWykqKqJv376sXbuWXr16MWfOHDp27Ejbtm1599136dy5s+Wa4OBgFi9eTEREBM8995zDNiZNmkR8fLzVI+em2p0yxbyS8PJlCB06dGDlypWMGjUKgFWrVtGmTRtEhPXr17Nv3z6r8t27d2f16tVER0dTV1fHzJkzrWaDL68/MzPTrr3OkpWVxdSpUy2RL5OSknj++ee59957AYiPj2fixIkO67Flry39juy1xYIFC5g6dSoeHh588skn9O/fnwULFnD77bcD5nWpnp5NPnQGzGuAt27dyvHjx3nnnXcA2LlzJ1lZWS06fpzF09OTt956i8mTJ1NfX4+7uzubNm1CRJg1axbl5eU0NDTwyiuvAPbv1x/+8AeGDx9OYGAgt956q8PyrvSbq/rttTt37lxCQ0MJCQlhwIABljXg9rj8vnt6ejbZP9cam5H0LAU0TQeMAFJEZPjFvB9EZIiD6zTMa4xLRGThJfkvAcUislLTtCWAh4g8Y68uFUlPofhpU5mqpyzuR+SSWUitfRu6T/KjSleI+4g+uA/3xFTbQNGGI3S5w5vOw3pjMtZT9I+jdB3lg1twLxoMdRR/eIyuo2/GLfAmGipqKd6cSbc7+9LpNg/qS2so2XKcbtG30GlQT+qLqyn55CTd7/alo18P6gqruLD1FN3H96djv26UfZlNxb4cuPRrUIOud91C97H9qT1bQenOM/T89QDa93GnJrucsl1Z9PzNQNr37kzN6VLK9ubgMX0Q7W5yw3jyAuVfncVjxm2069ER4/ESyhNyuWmmP227dqD6aDEViee46cEA2rq3p/pwERXJefSaHUibTu2o+r6QygP5uA3tRfnOM1f215QBdIlw7Z1pFUnvSqqrq4mKiiIpKYl27ZxZaegcX3zxBRs3bmTz5s0tVmdr85AMuAAAIABJREFUMnr0aLZt24aHh8f1lqL4mVBRUUHXrl0pKioiLCyMrKwsu+vVbwRcjqR3CTUiUtuY0DStHdb/ndhiFDALiNY0TXfxuBdYCdytadpJ4O6LaYVC8TOmfFeWlbMHIHUmyvc49wiutahMyrvy20ygMtnxi0utScW+nKb7a1fW9RH0M8PNzY0VK1aQm5vbovVOmDDhJ+McFxYWEhMTo5xjRYvy5JNPMnToUKKjo1mzZs0N7xzbw5kZ5BeBUswR9BYAfwKOisj/a315ZtQMskLx08bmDPKvB9AlvDm7SCpdzqJmkBUKhcI2VzODvAQoBH4A/gjsBP63VVQqFIqfJV0i+tApwAPaXZxNaKfRKcDjujqhSpdCoVAobOGMg+wGvCci94nIdOC9i3kKhULhND2nD6Ztlw4AtO3SgZ7TB19nRWaULoVCoVBcjjMO8pdYO8RuwD4bZRUKhaJJ2nRoS685QbTz6kyvOUE3xFZqoHQpFAqF4kqccZA7iUhlY+LiZ9f3m2kGmqZN1jTtnZKSEqqqqqioqKC8vJzq6mpKSkqoq6ujoKAAEbFsM9MYxzs/Px8RoaCggLq6Ost2JOXl5VRUVFBVVUVpaSm1tbUUFRVhMpnQ6/VWdTT+PX/+PPX19RQXF2M0GikrK8NgMGAwGCgrK8NoNFJcXEx9fT3nz59vsg69Xo/JZKKoqIja2lpKS0uVTcqmX5xN7b3c0Wb2Rbup4w1lEx4d6DD7Vuq7tbmh7lNdVw33RwdT7dbQ7PukUCgUimYgInYPIBkIvSQdBux3dF1LHmFhYaJQKBQK1wHS5LLv1LS0tOsryg4xMTHi6ekpQUFBV5wrLy8Xb29veemll0REJD4+XsLCwiQmJsbldu677z45efKkJb1lyxYZOHCgDBo0SOLi4hxe/+c//1mCgoJk+PDh8umnn15xvqGhQQIDA6WwsFBERA4cOCBDhgwRf39/ue+++xzW76oee2zbtk1eeOEFq7yCggK55557nK7DVT2u2isismrVKjEYDE5rupzc3FwZNWqUBAQEyPDhw2XPnj2Wc23atJFhw4bJsGHDZMGCBSLSvPFz/PhxiYyMlICAAAkJCZHs7GzJzMyUYcOGibu7u6SmpjZb/9USFBQkZ86cabH6NmzYIPPnz7ekJ06cKPHx8Q6va2q82cLd3d3muasdD86SlpYmkydP/vvkyZO7yqX+rzhwToFw4Ecg8eJxCghzdF1LHspBVigUiubRYg7yiwNFlnUz/21FkpOTJTU1tUkH+ZlnnpFJkyZZHOT7779fqqur5emnn5bMzEyn2zh8+LBMmTLFkq6pqZH+/fuLXq+X7Oxs8fPzk4aGBpvXp6amSnh4uNTV1UlhYaH07dtXysvLrcps375dZs+eLSIiJpNJBg0aJImJiSJidk7t4aqe5vLwww/L119/7bCcq3pctbeRfv36WX5QNAe9Xi86nU5ERLKyssTHx8dyrilHrDnjZ8SIERa7zp07J0VFRZZzY8aMUQ6yi9hzkK92PDiLLQfZ7hILTdPaAB0Af+C/MW/xFiAi1z4otkKhUCiuH4YC67+txMiRIy0hZy/lxIkTFBYWcun2dHJxm9LG/9AADAaDwzY2bdrEtGnTLOmUlBSCgoLw8vLC19eXW265hYyMDJvX//jjj4SEhNCuXTt69erFzTffTGpqqlWZ119/nQULFgCQlpZG7969iYyMBKB379529bmqJzY2ljFjxjBw4EDmz5/P4MGDKSwsBOChhx7C19eXxx9//Irrpk6dyocffmhXS3P0uGrvvn37CAkJIS8vj6ioKMtngDVr1hAcHExwcDAbNmywW4+XlxfDhg0DoF+/ftTV1VFTU2OzvKvj5/vvv6djx44Wu3x8fLjpppvsapoyZQrDhg0jLCyMN954w5KfkJDA3XffzfTp0wkODmbhQnM8te3btzNixAhCQkJYtGiRpXyXLl1YunQpQUFBPPbYY5b8F198kYCAAO677z6MRqMl31a/2arHVWzptDXeXnrpJfz9/ZkyZQoDBgwgKyvLcu5yPfbGw2uvvUZAQABDhw5l8eLFzdbvDHYdZBExAa+ISJ2IHBaRH0SkrlUVKRSKnx3Z2esoKEhk3759rFy5ki+//JKCgkSys9cpXTeCrg0T4dAm8+eGOnP6+y3m9EsDIbY7tLkYca5tB3P6BV9z2lBsLn/8C3O64nyrSFy8eDHLli2zyps3bx6RkZGYTCZEhLlz55KQkOCwruTkZCtHW6/X4+3tzdtvv83HH39Mnz59rgiffCmBgYGkpKRQVVVFTk4Ox44ds6xPB3Oo6MrKSksbOTk5eHp6MmHCBIYPH87atWvt6nNVD5gdsYkTJ+Ln58f48ePZv38/AB988AHPPvtsk9eEh4fz7bff2q23OXpctXfs2LHodDp8fHyIj4+3fM7KymLNmjUcOHCAxMREli1bZn5nwAl2797N8OHDLaGOjUYjoaGhjBo1im+++QZwffycPn2aAQMGONV+I2vXruX777/nwIEDrFmzxmqcJCcnExsby+HDh4mNjaWgoIAVK1aQkJCATqfj7NmzfPXVV4DZcZ88eTI6nY7du3eTl5dHVlYW69ev57vvviM2NpbTp08D2O23puqxx5YtWwgJCSEkJITExEQAuzqbGm85OTmsW7eO9PR0XnzxRc6cOWM515QeW+MBzGGzDx48SEZGBjExMS7dC1dxJsbmHk3TfgtslcafWAqFQuECVVWeHMucx4njd2I09ubIka3U1SfQz/c5petG12Uwz0Riqjf/bbgYWLWm7JpJ2L59O4MHD6Zfv35W+dHR0Xz++ee8+uqrbNu2jVWrVuHu7u6wvvz8fKtZzcb/2ubNmwfA1q1b7UYAGzJkCA8//DAjR47k5ptvJioqik6dOlnOv/HGG1YzaEajkfj4eDIyMujRowfh4eGMHz8ePz+/Jut3VQ+Ah4cH5eXllr9lZY7vj6enp0PHuzl6XLXXFocOHWL06NF06dIFgBEjRpCRkcHYsWPtXqfX64mJiWHbtm2WvNzcXPr06UNqairTpk3j5MmTLo8fEXE5Mtzf//53PvvsM0SEvLw88vLy6NPHvJ95WFgYwcHBAPTo0YO4uDhOnz7NyJEjAaisrOT06dNER0fToUMHS/6tt96KXq8nKyuLyMhI3NzcCAoKsvz7sNdvTdXT6Hw2xYwZMywz35MmTQLgwIEDNnU2RXp6OqNHj8bd3R1/f3+rf8eu6omIiOCRRx5h4sSJVk+BWgNndrFYBPwLqNU0rVzTtApN08pbVZVCofhZceyYcOzoaAYPjidixFZu89/HsaOjOXKklh07o0g5uAaA6uoyduyMIi3tLQAqKwvZsTOK9O/eBaC0NJcdO6PQ6T4AoLjkDDt2RpGR8U8ACguPs2NnFIcP/wuA/PwMduyM4tgx83+Uubnp7NgZxfHjOwHIyDhDTY0bg2/7kn79dAy+7Stqatz4/vtTAJw6tY8dO6PIzjbPsh0/vpMdO6PIzU2/aNc2duyMIj/f/Lj58OF/sWNnFIWFxy/W/0927IyiuMQ8Y6LTfcCOnVGUlppDHKd/9y47dkZRWWl2QtPS3mLHziiOHKnm2NHR3Oa/z6xrcDzHjo7m2LFWmqOYswOGP2D+3La9OT1shjnt7nkxv6P138Z895vM5W+bYE539WpxeSkpKfz73//G39+fN954gxdffJFNmzbx6aef8uabb7Jo0SJ0Oh2RkZFOzSC7ublZPY728fGxchT1er3FibFFY5s7duxAr9fj62ueUS8vL2fPnj1Mnz7dUtbLy4uAgAB8fX3p1q0bYWFhZGZm2qy7OXo0TbM6Ghoa7JYHsyPr5uY4rIGrely11xbNmZMzGo1Mnz6dl19+2Wq2t1FvREQE3t7eZGdnuzx+/Pz8OHXqlM3zlzvPCQkJ7N69m+TkZHQ6Hf7+/phM/4mO2b179yvqGDduHDqdDp1Ox6lTp3j00UcBaN++vVU7JpPJcq8buXTJiC2aqqc52NLZFC2pZ9euXTz++OOkpKTYdMhbCocOsoh0FZE2ItJeRLpdTHdrVVUKheJnR1lZH/LzB9Opk4HS0j6Uld0YUeHq6ztQVOSLb78fKCr0pb6+w/WWBJj7q7S0D779fiA/f/D166+nT0JsGTRcXMvZUGNOP33ymkl47rnnOHXqFJmZmTz++OM888wzPPDAA0ydOpUVK1aQm5uLn58fiYmJrF+/3mF9gYGBVo7OiBEjOHLkCAUFBZw9e5bc3FyGDh1qOb906VKWLl1qVUdxcTEAX3/9NSUlJZblFBs2bOCBBx6w+o8/IiKCnJwcSkpKqK2t5YcffrCaTb28fkd6WooTJ04QGBjosJyr/ePIXlt069bNamvC0NBQkpKSMBgMlJaWkpqaarcfRITZs2czc+ZMxo8fb8lv3JYSzMsP8vLy8PX1dXn8hISEYDAYSEpKAsxPIhrHAcBNN91Ebm6uJV1eXk6vXr3o3LkzR44c4fvvv7dr/x133EFiYqKljuzsbKslGZcTGhpKcnIyRqORo0ePkpOTY8l3pd9cxVWd4eHhJCUlUVVVRWZmJtnZ2U61c/l4EBFycnIYM2YMf/3rX63WMbcGDh1kzcyDmqb95WL6Fk3TRrSqqv+0rfZBVjYpm34mNnXvrsfb+wQ52UPo3q2Q7t31iLQhctRnBAf9AYPBQG0t3BX9Bbfeej/19fUYDCYm3huPd597AaiqasPEe+Pp0+ce87pBU1fuHrsbX98JVFVV0amTD6MjtzFgwCRKSkro1SuAiPAt+PtPIT8/n759wxgesonbbruX/Px82rXrR072UHrdlEtO9hB69TpLTvZQNM2XqqoqevUK5+6xu3F3H4zJZKJ791Am3htPmzbeF22KuJj2or6+Hm/vaO6K/oIOHfpgMBgYMGAKkaM+w72zN8XFxQQHzyQ87CN69OhLXl4eYaGPMjxkE1269Eav1xMa+kduH/EvoAPdu+vp3q2QnOwheHufoHt3PTU1NddvH2TLjLFny9XZBPPnz+e//uu/OH78OH379iUuLs5m2cbZs+DgYFJSUoiIiOA3v/mNwzYmTZpEfHy8Jd2hQwdWrlzJqFGjiI6OZtWqVbRp85//HvPz869YijBnzhwCAwN54okn+PDDD9E0DRFh/fr1/PGPf7Qq2717d1avXk10dDTDhw/n97//Pf7+/jbrd6THWbKysggJCeH//u//LGtJd+7caTkfHx/PxIkTHdbjav84stcWCxYsYOrUqURGRqLX6+nfvz8LFizg9ttvJzIykmXLluHpaXv8JScns3XrVt555x3Lutm8vDwyMzMJCQlh6NChTJs2jXfffZfOnTs3a/xs3LiRxYsXExAQwLhx46xe6lu0aBGLFy+2tDt+/HhMJhPDhg3j2WefJTQ01G7dnp6evPXWW0yePJkhQ4YwY8YMuy8N9uvXjz/84Q8MHz6cv/zlL9x6660ALvebq9jSaWu8+fr6MnfuXEJDQ4mNjWXAgAGWteH2uHw8iAizZs1i6NChjB49mldeeaXFbGoKzdEjDE3T3gJMQLSIBGia1hPYIyIRrarsEsLDwyUtLe1aNadQKFqYY8c+JTvnfzlx/E5KSnrj4VHI4NvMa2oDAlp3HdkvXZemaekiEn5pXnp6ulz6ktovjerqaqKiokhKSqJdO2dexXGOL774go0bN7J58+YWq7M1GT16NNu2bcPDw+N6S1H8zKmoqKBr164UFRURFhZGVlaWy+u5W4v09HSWL1/+HrAwLi6uojHfmW+G20UkVNO0QwAickHTtBvjGaRCofhJ0LlzAaHD36Z9u1pSU1MJCvoNQ4b8jurqo0rXT0jXzwU3NzfLo/X+/fu3WL0TJkxgwoQJLVZfa1JYWEhMTIxyjhXXhCeffJKDBw8C5i3obhTn2B7OzCCnACOB1IuOcm/MM8jDr4VAUDPICoVC0VzUDLJCoVDYxtYMsjOLmtYAnwKemqb9FUgCnm8dmQqFQqFQKBQKxfXF4RILEdmkaVo6cBegAVNF5FirK1MoFAqFQqFQKK4DNh1kTdM6AfOAgcAPwDoRqb9WwhQKhUKhUCgUiuuBvSUW/wDCMTvHE4CXr4kihUKhUCgUCoXiOmLPQQ4UkQdFZB0wHfjVNdKkUCgUil8oTz31FF5eXpYQvGAOyhEeHs6wYcMICQnhs88+A8yRysLDw3nqqadcbuf++++3Chby8ccfM2jQIAYPHsz27dsdXt+2bVvLXrtPPPHEFedNJhNBQUEUFRXZ1G+L3bt3W+oOCQmhQ4cO6HQ6l21sJC4ujpUrV1rlFRYWMm7cOKfrcLV/wLy1l4+PDy+/7Nz82urVq6mqqnJa0+WcO3eOyMhIAgMDCQ0NZe/evZZzTd2v5o6fsWPHEhUV5VTZxnDPzua3Ju+//75VCPRJkyY5FXmyqfFjC3t2Xe39veaISJMH8J299LU4gMnAO7feeqsYDAYpLy+XsrIyqaqqkuLiYqmtrZXz58+LyWSSvLw8ERE5d+6ciIjk5eWJyWSS8+fPS21trRQXF0tVVZWUlZVJeXm5GAwGuXDhgtTU1EhhYaE0NDRIfn6+VR2Nf/V6vdTV1UlRUZFUV1dLaWmpVFZWSmVlpZSWlkp1dbUUFRVJXV2d6PX6JuvIz8+XhoYGKSwslJqaGrlw4YKySdmkbFI2tbpNQJpc9t2alpYmrpCSlyJTP5sqhVWFVp9bg+TkZElNTZWgoCBLXm1trVRUVIiISGFhofTp00caGhrk/vvvl+rqann66aclMzPT6TYOHz4sU6ZMsaRramqkf//+otfrJTs7W/z8/KShocFuHe7u7nbPb9++XWbPnm1XvzPk5eXJwIEDnSrrKg8//LB8/fXXDss1p39ERJ555hmZNGmSvPTSS07p6devnxQWNn9c6fV60el0IiKSlZUlPj4+lnNN3a/mjB+DwSD9+/eXQYMGWe6pPWyNE0fjpzXYsGGDzJ8/35KeOHGixMfHt2gb9uy62vvbWqSlpcnkyZP/Pnny5K5yqQ8qtp3TBqD84lEB1F/yudzWda1xhIWFtW7vKBQKxc+Uq3WQU/JSJHxjuAz7xzB5ZNcjls8r9q9oJcUiZ86csXKQL+XUqVPSs2dPqampkfvuu0+qq6vlqaeekmPHjomISGVlpcP6ly5dKhs2bLCkv/nmG5k4caIlPWbMGDl06JDdOhw5OPfcc4801c+X6neGV199VZYsWWK3zLJly+RXv/qVDBgwQP70pz/JoEGDpKCgQEREZs2aJbfccouVY9TIZ599Jo899phDDc3pn+PHj8ucOXNk2bJlDh3kvXv3yrBhw6R9+/YSHBwsw4YNs/zoe+211yQoKEiCgoLkvffec6j1Unr37i1Go1FEmr5fzRk/O3bskAceeEAefvhh2bZtmyV/9erV4u/vL0OGDJFnnnnGku/u7i5LliyRwMBAefTRRy35nTt3lkcffVSCgoLkiSeesCrfyJgxYyQ1NVVEROLj42Xs2LHy29/+VoKCguR//ud/JC4uTmbOnGkp/5e//EVWrVplU7s9BzkuLk4iIiJk2LBh8uSTT1rK2Bo/L774otx2220yefJk8fPzkzNnzti01979tdVv1xJbDrLNJRYi0lZEul08uopIu0s+d2u9OW2FQqFQXEvm7JrDZ6fMj/3rTHXM2TWH7T+aH6M/n/I8xgYjDdJARmGG5fPnpz8H4ILxAnN2zSHhbAIARdVFraKxoqKCIUOGMHToUNauXUuHDh2YN28ekZGR5rDjIsydO9epR8bJyclcug+0Xq/H29ubt99+m48//pg+ffpcEVr6coxGI6GhoYwaNYpvvvnG6lxmZiaVlZVWbTSl3xk2bdrE7373O4flpkyZwsSJE/Hz82P8+PHs378fgA8++IBnn322yWvCw8P59ttvHdbdnP5ZvHgxy5Ytc1g3mJcs6HQ6fHx8iI+Pt3zOyspizZo1HDhwgMTERJYtW0ZBQYFTde7evZvhw4dbQho3db+aM352797NXXfdRXR0NLt377bkL1u2jIMHD5KRkUFMTIwl32AwMHnyZHQ6Hbt377aEha+qqmL69OlkZGSQnp5OYmKiQ5uSk5OJjY3l8OHDxMbGMmHCBPbv328JR/2vf/2L3//+93braAwBHRISYmmzoKCAFStWkJCQgE6n4+zZs3z11VdA0+MnJyeHdevWkZ6ezosvvsiZM2fs2mvr/trrtxsB14O7KxQKheIXw+t3vU7X9l1p36Y9xgYjABoa0wdNv6Y6unbtyg8//EBaWhpvvvkmdXV1REdH8/nnn9O2bVu2bdvGqlWrmDhxosO68vPz6d27tyUtFwNmzZs3j/vvvx/AYaSv3NxcvvvuO1avXs3MmTOprq62nHvjjTes1nra0u+IEydOYDAYGDZsmMOyHh4e9OjRAw8PD3r27ElZWZnDazw9PR06uuB6/2zfvp3BgwfTr18/h3Xb49ChQ4wePZouXbrQs2dPRowYQUZGhsPr9Ho9MTExrF271pLX1P1qzvhpdJDvuusuKwc5IiKCRx55hPfff9/ilAN06NCBkSNH0r59e2699Vb0ej1gXhN9991306ZNG+6++26cCYYWFhZmWZvfo0cP2rVrx69//Ws+++wzDh48iJ+fH15eXnbrmDFjBjqdDp1Ox+jRowE4cOAAp0+fZuTIkYSEhHDo0CFOnz5ts4709HRGjx6Nu7s7/v7+VvfZlr22sNVvNwItF4ReoVAoFD9JNozfYPncvk17q3R+ZT51pjrqTP9x6Nq1aUd1g9kh7Nmpp1X5Xm69WlVrQEAA7du35/vvv+fs2bN89913LFq0iIULFxIZGcmqVau488477dbh5uaG0Wi0pH18fKwcRb1eT58+fezW0Xg+IiICb29vsrOz8ff3p7y8nD179rBq1SqH+sPDw5ss04izs8dgdlgvPRoaGhxeYzQacXNzc1jO1f5JSUnh3//+N9u2baOoqIg2bdrg7e3NAw884JQtjTQ65q5gNBqZPn06L7/8MgMGDLDkN3W/jh075tL4yc7O5syZM9xzzz0AnD17llOnTjFw4EB27dpFUlISH330Ea+//jrp6ekAtG/f3nK9pmmYTKYm6278wXHpD4/6euuddbt3737FdbNnz+bPf/4zgwYN4qGHHnLUPTYZN24cmzZtcqqsvfvirL2N2Oq3GwE1g6xQKBQKm7xw8AWLc9yxbUfat2lPnamOvVl7HVzZcpw7d47i4mLA7JwdPXqUm2++malTp7JixQpyc3Px8/MjMTGR9evXO6wvMDDQageLESNGcOTIEQoKCjh79iy5ubkMHTrUcn7p0qUsXbrUki4pKbHMGGdlZZGXl4evry8AGzZs4IEHHrByFGzpt1V/I5s3b3baQW4OJ06cIDAw0GE5V/vnueee49SpU2RmZvL444/zzDPPOOUcd+vWjZKSEks6NDSUpKQkDAYDpaWlpKamWrV7OSLC7NmzmTlzJuPHj7fk27pfro6f3bt38+ijj5KZmUlmZibz5s1j165diAg5OTmMGTOGv/71r2RlZTm0taGhgS+//BKTycS+ffuIiIgAzE5wo97MzEyH9YSEhHD+/Hm2b9/OlClTHJZvijvuuIPExERyc3MB8w8BezO/4eHhJCUlUVVVRWZmJtnZ2U61c/n9bU6/XUvUDLJCoVAobLL+nvW8/f3b7Mnaw//e8b+k6FPYm7WXl8e0ztb48+fPZ+vWrRQVFdG3b1/Wrl1L7969mTt3LmB2LP72t7/h7e1tuSY4OJjFixcTERHBc88957CNSZMmER8fz9ixYwHzY+GVK1cyatQoAFatWkWbNv+ZP7p8GUJmZiZz5syhY8eOtG3blnfffZfOnTsjIqxfv559+/ZZlc/JybGrv6llDikpKXTp0oXbbrvNoT22yMrKYurUqRaHKykpieeff557770XgPj4eKeWpLjaP81lwYIFTJ06FQ8PDz755BP69+/PggULuP322wHzelVPT0+b1ycnJ7N161aOHz/OO++8A8DOnTvJyspq8n414uz42b17t9Ua37vuuot33nmHP/3pT8yaNYvy8nIaGhp45ZVXHNrauXNnPvroI5588knuuusuS98uXryY8ePHEx4ezi233OKwHoDf/OY3HD9+3KmnAU3h6enJW2+9xeTJk6mvr8fd3Z1NmzbZHT9z584lNDSUkJAQBgwY4NTyiMvvr6enp8v9di3RmvMI41oTHh4uzqzPUSgUNzZJFypYeCyH1QG+RPbser3lWPg569I0LV1ErJ7lp6eny6UvkP3SqK6uJioqiqSkJNq1a7l5oi+++IKNGzeyefPmFquzNRk9ejTbtm3Dw8PjektRXAX33nsvixYtsvzguxZUVFTQtWtXioqKCAsLIysry+G6/RuV9PR0li9f/h6wMC4urqIx/4ZeYqFp2mRN094pKSmhqqqKiooKysvLqa6upqSkhLq6OgoKChARyy/YxjdE8/PzEREKCgqoq6uz/AIqLy+noqKCqqoqSktLqa2tpaioCJPJZHmk0FhH49/z589TX19PcXExRqORsrIyDAYDBoOBsrIyjEYjxcXF1NfXc/78+Sbr0Ov1mEwmioqKqK2tpbS0VNmkbPpF2bTtVBazMk6TW1PHrIzT7Mw+d0PY9PmZs1a69pw7f0Pcp11n83nwoq4HM07zlb64WfdJcSVubm6WR+styYQJE34yznFhYSExMTHKOf4JU1xczODBg+nduzd33XXXNW37ySefZOjQoURHR7NmzZqfrHNsDzWDrFAoWp2kCxXMyjhNtek/3zdubTQ2DvW7rjO2vwRdagZZoVAobPOTnEFWKBQ/fZpy9gCqTcKsjNNEH8zkE715prOqwcS0Qyf57PwFAMrrG5h26CQ7CksBKK6tZ9qhk+wpMm9hVVBTx7RDJ/mquByAc8Zaph06yTcl5u+47Ooaph3s7RpjAAAgAElEQVQ6ybcXKgE4VWVk2qGTpJYZSLpQwQM2dD2QcZqkCxUcKq9i2qGTHKs0v+CTWmZg2qGTnKoy74Dw7YVKph06SXZ1DQDflFQw7dBJzhlrAfiquJxph05SUGN+yW1PURnTDp2kuNb8dvqOwlKmHTpJeb15x4HPzl8g+mAmD9rpr6QLFSgUCoWidVEOskKhaFUWHsu5wtlrpNoknKqqucaKzCw8lkONDV01JmHhsZxrrMjMqaoajHb663rpUigUil8SaomFQqFoVWzNIMP1Xc7wS9GlllgoFAqFba75EgtN097TNK1A07TDl+TFapp2TtM03cXj3tZqX6FQ3BhE9uzKxqF+dCqtpV1GieXoVFp7Xdf6Kl0KhUKhsEVrLrF4HxjfRP4qEQm5eOxsxfYVCsUNQqi7G+7fX6BdfrXl6PL9BcLcOzu+WOm6YXRdC5566im8vLwsIXXt5SckJBAeHs5TTz3lcjv333+/VbAQW+3a4v/9v/9HcHAwoaGhfPbZZ1ecN5lMBAUFUVRUZLceW+2+9NJLBAcHExgYyPLly53SZIu4uDhWrlxplVdYWMi4ceOcuv7cuXNERkYSGBhIaGgoe/c6DhKTkpLC0KFDCQgIsISndsTq1aupqqpyqqyrOtu2bUtISAghISE88cQTQPPGT2M9QUFB/O53v7MKMe4qTd0XgMTERAIDAwkJCeHo0aMOyzvL+++/bxUCfdKkSSQkJDRbZ1N06dLF5rmrvb/XmlZzkEXkG0DtMaRQKHjjq1OYGqxDjtY3mFjz5QlmrNvPp4fM221V1zYwY91+tn9v3ras3FjHjHX72XXYvJ1ZiaGWGev2s++oeau0ggojM9btJ+F4AQB5pdXMWLefpJNmpySnuIoZ6/Zz4LQ5itmPhZXMWLef9GzzV9PyuKNU11iHc62qqWdZnPnB1/dnS5mxbj/H9eanbunZJcxYt58fC80v/R04XcyMdfvJKTZ/6SedLGLGuv3klZr/00w4XsCMdfspqDC/1Lfv6HlmrNtPicH8Et+uw/nMWLefcqP5Jb7t3+cxY91+Vu092WR/vRF/0uW+bynqCgrIenAW9YWFrdrOb37zG3bs2OFU/ltvvUVSUhJt2rTh+PHjTrdx5MgRampqGDhwoMN2myItLY09e/ag0+nYs2cPCxYsoKLC+uXJnTt3EhERQa9e9kNvN9Vubm4u69at49ChQ+h0Ov7xj39w5swZJ627kilTprBkyRKrvN69e+Pj48M333zj8Pp27drx5ptvcvToUT799FMefvhhu+VFhFmzZrF27VqOHTvGm2++6ZTOq3Wg7Ol0c3NDp9Oh0+lYs2YN0Lzx01jP4cPm74i333672Xqbui9gDjH+9NNPo9PprCId2irf2rRUuz81B/l6RNJ7XNO0h4A0IEZELjRVSNO0ucBcAG9vb3Q63TWUqFAoWpJ/JOdRXWe9ptZYZ+KDb8/Qv0d7srNz0GlF1NSbqKysJDs7C50UYKg1p8+cyUJXf57ymgYqKys5feY0utp8LlRfTJ8+TY/qPAoN9VRWVvLjj6foYshFX2lOnzp1ik7lZzlXXkdlZSUnT56k7YWOxOnyuHypr0lgu+4cMwcKJ4trqaysJDMzk2p9e04W1ZjTx45Rca49pwrM6aPHjlLSpR0/6o1UVlaaw/K6t+N0/sX04SPkubXl9LlqKisrOXz4B7p1bMuZs+b0Dxk/4N6hDdk5VVRWGth04EKT/fV+0mnu9jK29u1qkqK1b1Gdnk7hm2vxjl3Wau2MHDmyyZCzTeU3vkMjIpbPBoMBd3d3u21s2rSJadOmOdVuU/z444+EhITQrl07evXqxc0330xqairR0dGWMq+//jrPP/+8w7pstVtfX09NTQ0iQocOHejevbvNOmJjY4mPj+fcuXOMGzeOvXv3kpycTO/evXnooYdISEhgypQpvPHGG1bXTZ06lQ8//JBf/epXdjV6eXnh5eUFQL9+/airq6OmpsZm9LS0tDR69+5NZGQkYHbG7bFv3z6eeuop8vLyiIqKom3btuzcuRMfHx/WrFljiYoXExPDnDlzWkxnc8cPgKZpjBkzxuIoT5kyhezsbNq1a8ecOXMsM7V6vZ65c+dazv3zn/9k8ODBTd6X0tJS7rzzTnJycti9ezevvfYamzdvJjAw0OZ9tFW/q2zfvp0VK1ZQW1tLdHQ0r776KoDNdl966SX+/ve/M3jwYI4cOcKXX35J//79AXPo8bi4OEaOHGmJLGnr/r722mu8/fbbtG/fngkTJvC3v/3NZe2tRuPAaI0D6A8cviTtBbTFPHP9V+A9Z+oJCwsThULx0+VvXxwT///dKf0Wf245bvvfnfLirmNKVyvrAtLksu/UtLQ0qzJZD86SC//eKiIiptpayXpwlpRu2yYiIseGDJWjt/lfeQQFi4hIXUmJZD04S8q//MqcLihortkWzpw5I0FBQQ7zv/zySwkLC5NFixbJ0aNH5bHHHpPPP//cYf2/+tWvJCMjw+l2LycjI0OGDBkiBoNBsrOzpVu3brJp0ybL+WPHjsnIkSMd1mOv3VdffVV69uwp3bp1k3feecfu9cuWLZOXX35ZnnjiCXn55ZdlwYIFsu3i/RMR2bBhg8yfP/+K63Jzc52y91J27dol99xzj90yn3zyiUydOlXGjx8vISEh8uabbzpV9/9n797joq7z/v8/PiCeQEw8ASkeSFNERBQrwzXdXGk9pK1r28HMttP+zK4ua9e89nsl1bZXV7npplub1UW7ZWvtZquWh9RFE0rDI5mipYAhDEc5DQynef3+GJgFZBgGxZnwdb/d5gafw7zfz89BfM9n3p/Pe9CgQZKXl2efTktLk9DQUCktLZXCwkIZOHCg5OTktCmnt7e3jB07ViZOnCh79+4VkbadP76+viIiUlVVJTNnzpTXX39dRES+//57+/xhw4ZJdna2iIjMmzdPXnvtNRERKS4ubpTf0XFZuHCh/P3vf79ofnPrt1R+c+/v06ePjBkzRsaMGSP+/v6SkJAgOTk5Eh0dLWaz2V7m7t27HdabkZEhoaGhUlZWJidPnhTDMCQtLU1ERABJSkqSqqoqGThwoJw/f97+vqbHV0SkZ8+eUlJSIiLS6mN7uR08eFBmzZr19qxZs3pIg7+TV/QxbyKSIyK1ImIF3gQmXMn6lVLu8djU6+jSybvRvG4+3jw2ZZibEtloLueGfrIF74AA8PEBwOjSBe+AAALb8Spya02dOpVPPvkEb29vNm3axKpVq5gxY4bT92VnZzu9qtmS0aNHc//99zNx4kR+9atfMWXKFLp27Wpfvnbt2kZ9PV1VVFTEtm3bSEtL48yZM6xcudI+aqIjAQEBXHPNNQQEBNCrVy+Ki4ud1tOvXz+n5TZkMpl48sknee2111pcz2KxkJCQwBtvvMHevXtZvXo1Z8+ebXU99Y4cOcKkSZPw8/OjV69eTJgwgZSUlDblzMzM5PDhw6xevZq7776bioqKNp0/FRUVREZGEh0dTWhoKL/85S8BePvttxk7dizR0dFkZWXZR7fcs2ePfR1/f3/69evn8n5oiavl33nnnfauJpMmTQJg//79nD17lokTJxIZGcmRI0daPF6HDh1i0qRJ+Pr6MmLECAYNGmRf1rlzZyZOnIiPjw9Dhgyxjz7qSHR0NA888ADvvPOOwyv97nJFu1gYhhEkIvX/GucCx1taXynVMXTv3Ik3Foxj5Ppx+NdeoMS7FyfvOUS3zt7O36y52j3XoHf/av/d8PFpNN05JIQeP5lG0QcfYnTpglRV0WPuXHrNmwdAp169Gq3f6RIanq76+OOPOXz4MEuXLuWJJ54gJiaGVatWccstt7T4vm7dumGxXFpXlaVLl7J06VIAbrzxRkJCQgAoKSnhs88+Y9WqVW0ue9euXYSEhNi7VYwdO5YjR44QFBTk8D2GYTR61dbWOq3HYrHQrVu3VmWyWCzMmzePlStXEhoa2uK6/fv3Z+TIkfZ9Mm7cOFJTUxk6dGir6qonbXgMraOcgYGBgK1BFhQUREZGBidPnnT5/Knvg9zQnj172LFjB0lJSXTv3p3x48djtVodlOCZpk+fzvr161u1bkvHxafugzTYzkln+2H79u0kJiayYcMG1qxZw6FDh1oX+Apoz8e8/Q34ErjeMIxMwzB+CbxkGMbXhmGkAFOA/2yv+pVSnuWGob3xr7XdcuBfe4EbhvZ2cyIbzeVcTX4B1/ziFwz+YAPX/OIX1Dh5MsOVMmfOHJ5//nkyMzMZOnQo+/bt480333T6vrCwsEZPsHBm+fLlLF++vNG8ggLbjZ979+6lsLCQ+udKx8fHc8899zRqKLgqMDCQ5ORkKisrqaio4PDhwwwZMqTN5Tly+vTpRjeBOSIiLFy4kLvvvpvY2IsfTtV0/0RHR3Pu3DkKCwupqqri66+/blXj2N/fn8LCf9/bHxUVRWJiImazmaKiIpKTk4mIiHA5Z2Fhof1pE+np6WRlZRESEtLm86epkpIS+vTpQ/fu3fnmm284duyYfdmUKVOIj48HbP2b8y7zTa6Xo/wbb7yRffv2kZlpu1k6IyOjxSu/48ePJzExkfLyclJTU8nIyGhVPU2Pr4hw7tw5Jk+ezAsvvNDqewCulPZ8isVdIhIkIj4iMkBE3haRBSIyWkQiRGR2g6vJSqmO7OVhENcTvOu+QvPqZJt++TqInwHHPrDNryq3TR//yDZtKbZNn9hsmzYX2KZPbbNNl+bYpr/dZZsuzrRNn0mwTRem2abTE23T+d/aps8dsE3/75C6XHWNGW8f2/T/1jVGzh+yrZ9T96ilcwds0/l1T5NIT7RNF9Y9YeBMgm262PYfDd/usk2X2p66walttmmzrXHFic22aUvd1+HHP7JNv3ydLYdX3Zd83l3q9pd7un4MXLuGoBXP0HXECIJWPMPAtWvara7Fixdz0003cerUKQYMGMDmzZsdzjcMA4Dw8HAOHDhAdHQ0d9xxh9M6Zs6cSUJCQqvqBVuXjKZdERYtWkRYWBiPP/447733HoZhICK8+eabPPLII5e0vTExMUyfPp0xY8Ywbtw4HnzwQUaOHNnqMuulp6cTGRnJM888wwcffEBkZCRbt/776aoJCQmt6pKSlJTExo0bWbdunf1RafVdCODi/dOzZ09Wr17N1KlTGTt2LHfddRcjRoxwWs+SJUuYM2cOMTExmEwmBg8ezJIlS7jhhhuIiYlhxYoVLXYhcJQzNTWVyMhIIiIimDt3Lm+99Rbdu3dv8/nTVGxsLFarlTFjxvDcc88RFRVlX/bqq6/y6aefEhkZyS233MKFCxecHpemWlq/ufJd1a9fP15//XVmzZrF6NGjufPOOzGbzQ7rDQkJ4eGHHyYqKoq4uDhCQ0Nb1T2i6fGVuqedREREMGnSJP7whz+4nL096Uh6Sqn2F+f4DnwGxUDUfTDmTlsDef3PIfoBCP+ZreH4t7vhhkcgbLatYfnhfTDxMbj+NlvD8x8PQMx/wrBbbQ3TjY/Aj56C0Cm2huumx2DKchgcY2vYbnkCfvwMhNzQcq64YlsD+bNn4KcvQ/8wWwN593MwazX0GWZrICf8D9y+FgKG2BrIn6+EO96AngNsDeTEVTDv/6BHf1sD+Yu1MP+v4Nvb1kA+8Abc9T507WlrICf/H2QktpzLBTqS3sUqKiqYMmUKiYmJdOp0+Xoabtu2jXfffZf333//spXZniZNmsSmTZsICAhwdxT1A1NaWkqPHj3Iz89n3LhxpKen2z9w/NA4GklPG8hKqfb38jAw59quhNZW/vunbz/4tfue7Xs15NIGcvN27tzJsGHD7I+mutrk5eWRlJTEnDlz3B1F/QA9+OCDfPXVVwA8//zz3H777W5O1HaOGsjueA6yUupqU9+oq79iW1vp8pXQdqG5rlrTpk1zdwS36tu3rzaOVZu99dZb7o7Q7q7oY95cZRjGLMMw1hUWFlJeXk5paSklJSVUVFRQWFhIdXU1ubm5iIi9/1N9v6js7GxEhNzcXKqrq+2d9EtKSigtLaW8vJyioiKqqqrIz8/HarXaO6XXl1H/Mycnh5qaGgoKCrBYLBQXF2M2mzGbzRQXF2OxWCgoKKCmpoacnJxmyzCZTFitVvLz86mqqqKoqEi3Sbfp6tsmX1v/QfHt51HbJL5963L19ajjJN1tuazd+7b5OCmllHKddrFQSqkOTLtYKKWUY466WHj0FWSllFJKKaWuNG0gK6WUUkop1YA2kJVSSnmMp556iv79+xMeHu50/p49exg/fjxPPfWUy/XMnz+/0WAhjup15Le//S3h4eFERUXxz3/+86LlVquVUaNGke9kUBVH9b788suEh4cTFhbGs88+26pMjmzevJkXX3yx0by8vDymT5/eqvefP3+emJgYwsLCiIqKYufOnU7f4+3tbX8W8eOPP96qelavXk15eXmr1nU1Z3N52nL+7N+/n6ioKMLCwpgyZUqLQ3qfOnWKyMhI/Pz8aKmbaHh4+GUfJMOVnPUudf+/8847jYZYnzlzJnv27HH6vubOT0f8/PwcLrvU/BcREY9/jRs3TpRSSrkOOChN/qYePHjQvaFakJSUJMnJyTJq1Cin8+fPny8VFRXy61//WlJTU1tdx/Hjx2X27Nmtqrc5ycnJMn78eKmurpa8vDwZMGCAlJSUNFpny5YtsnDhQqdlNVfv999/L6GhoVJVVSWVlZUyZMgQOXv2bOs2zgX333+/7N271+l6JpNJjh49KiIi6enpEhwc7PQ9vr6+LucZNGiQ5OXlufy+ei3lbC6Pq+dPZWWlhIaGyrFjx0RE5NChQ5Kfn+/0fZMnT5bk5GSHy0eNGiVpaWlOy2mttua81P0fHx8vixcvtk/PmDFDEhIS2lxec1o6r9qa/+DBgzJr1qy3Z82a1UMa/J3UK8hKqSviq+yvmLtpLvkV+Y1+dzfN5VkmTpxInz59WjVf6m4yr/8PDWzD7Tqzfv165s6d26p6m3PmzBkiIyPp1KkTffr04dprryU5ObnROmvWrGHJkiVOy3JUb01NDZWVlVRWVtK5c2d69nQ8qE1cXByTJ0/muuuuY/HixQwfPtw+5PB9991HSEhIoyt79ebMmcN7773nNGP//v0ZM2YMAIMGDaK6uprKykqn72utXbt22Ue9mzJlSqOR+l599VXCw8MJDw+3D6l8uXK6ev5s27aNiIgI+3DXUVFR9O7d2+WcAC+99BIjR47k5z//ORaLxT5/y5YtTJgwgcjISJYuXWqf7+fnx/Llyxk1ahQPPfRQi2W3lHP27Nn2ERrXrl0LtLz/HeVxlaNyHJ2fL7/8MiNGjGD27NmEhoY2usLedD+0lP+Pf/wjI0eOJCIigmXLlrkWWi7TVd72fOkVZKV+2A5kHZDx746XMX8ZIw9sf8D++/NfPq+52jkXrbiCvHHlITmRlCUiIjU1tbJx5SFJ3Z8tIiJVlTXyl/9Kks1rjkhuRonsWZ8qf/mvJPnucI6IiJSXVsrGlYfk7DHblZuyIktbN9suLS2t2Su5Tefv3r1bxo0bJ0uXLpUTJ07IQw89JJ988onT8n/0ox9JSkpKq+ttKiUlRUaPHi1ms1kyMjLE399f1q9fb19+8uRJmThxotNyWqr3lVdekV69eom/v7+sW7euxfevWLFCVq5cKY8//risXLlSlixZIps2bbIvb3plr15mZmartreh7du3y09+8hOn63l7e8vYsWNl4sSJrbpKLXLxFcC0tDQJDQ2V0tJSKSwslIEDB0pOTk6bcjaXx9Xz55VXXpGnnnrqovnOcja9gpyWlibXXXedlJeXy/Hjx8UwDElLS5OcnByJjo4Ws9ksIiLz5s2T3bt3i4gIIElJSVJVVSUDBw6U8+fPu5xTxPbthIhIVVWVDBs2TLKzs+3Lmu7/lvI0Jz4+Xvr06SNjxoyRMWPGiL+/vyQkJDgtp+n5mZGRIaGhoVJWViYnT5607x9n+6G5K8g9e/a0f7vj6Nz5QV5B1ucg6zbpNnWMbfqfr/6Hams1tVJLsikZS62FWqllR9oOFnyygH+c+Adms5mcghwWbl3I37/+OzU1NZzJPMOi7Yv48MiHAJxMP8mi7Yv4OOVjrFYrpzNPc/+2+9lxagfl5eV8l/Md9316H3vT91JYWEjahTTu3XIvydnJZGdnk1acxj2b7+Fo7lGys7OJ+zLOnuVY7jH771vPbqW8vJwv077k/m33k5yWjNVqZffJ3SzavogD3x4AYPvx7SzavogjaUeoqalhR+oOFm5dyOns05jNZnad2cWCTxaQeSGTgoICdqfv5p7N93DBcoGsrCx2Zezins33UFpVislkYuvZrdy75V5e2P+CfX8dy/t3ru1p293yHOTu/p0xMPjw98lg2KY9wdSpU/nkk0/w9vZm06ZNrFq1ihkzZjh9X3Z2Nn379m1zvaNHj+b+++9n4sSJ/OpXv2LKlCl07drVvnzt2rXNXrFtraKiIrZt20ZaWhpnzpxh5cqV9mPtSEBAANdccw0BAQH06tWrVX1O+/Xr57TchkwmE08++SSvvfaa03UzMzM5fPgwq1ev5u6776aioqLV9dQ7cuQIkyZNws/Pj169ejFhwgRSUlLalLO5PK6ePyJiH075t7/9LaGhoXzwwQcu5zx8+DAxMTF069aNUaNGMWjQIMDWb/js2bNMnDiRyMhIjhw5wtmzZwHo3LkzEydOxMfHhyFDhtj/vrqSE+Dtt99m7NixREdHk5WVZf/b0ZyW8jhy5513cvToUY4ePcqkSZPaVM6hQ4eYNGkSvr6+jBgxwr5/XN0PANHR0TzwwAO88847dOnSpcV1m/LokfREZAuwZfz48Q9179690bJu3boBtn/gAEFBQQAEBwc3mq5fXj/WfP37AOrLrP96KzAwsFEZ9T/79+8PYP+KouEfwnr18+rXbVpGfdn1dXXufPF/MLpNuk0ddZvWTVvH0/ueJiUvBUut7evELt5d+K8b/4sPT31Ily5d8PX1xauLF15eXvTw60GnTp0uqi8wMBBSoVevXnh5eRHQOwDDMPD186V79+74iR/e3t507tyZgIAAzKVmfHx8wICgwCDSitPs2x8UFMSKm1bwnwn/SWVtJZVW21exBgYPRTxE9+7d6dGjB4ZhcM011+Dl5WU7Dhn/3g+9+/SGTNs2d+rUCX9/f7y8vPD398fX15euXbvSqVMnunbtSu9uvfEu97bXHxwczImME/bpwMBAvNK88PHxYe0ta4n7Io4juUeorK20769nbnoGHx8fl4+TM3OfjLL/7u3t1Wjap7M385bZHqP8p0f/xeS7rm/03m5+nRut79vTtf+ELsXHH3/M4cOHWbp0KU888QQxMTGsWrWKW265pcX3devWrdHX2m2xdOlS+1fFN954IyEhIQCUlJTw2WefsWrVqjaXvWvXLkJCQuzdKsaOHcuRI0fsx7c5hmE0etXW1jqtx2KxNPo37GzdefPmsXLlSkJDQ52uX//vPzo6mqCgIDIyMhgxYkSr6qonbRinwVHO5vKcPHnSpfNn6NChfPnllwC88MILFBcXU1FRYfsb04L6xmrD6YbzGm7n9OnTWb9+/UVlNKzDMAysVqvD+hzl3LNnDzt27CApKYnu3bszfvz4FstpKY+rXCmnpePuyn4A2L59O4mJiWzYsIE1a9Zw6NCh1gVGn2KhlLoC0orTGjWOAaxi5WDOQeJj45kVOguAbp26ER8bT+yQWAB6dO5BfGw8tw66FYBeXXsRHxvPLQNvAaBPtz7Ex8YTc20MAIG+gcTHxnNT8E0ADOwxkPjYeKIDowEY0nMI8bHxRPaLBGyN4WprNVXWKnuuTl6dyCzLBCC8TzjxsfEM6zUMgMh+kcTHxjOk5xAAogOjiY+NZ2CPgQDcFHwT8bHxBPra/jOOuTaG+Nh4+nSzfWi4ZeAtxMfG06trLwBuHXQr8bHx9OjcA4DYIbHEx8aTXZZNSl4K1dbqRvvrgOnApRyGDmfOnDk8//zzZGZmMnToUPbt28ebb77p9H1hYWGNnmDhzPLly1m+fHmjeQUFBQDs3Wv7tqJ+4JX4+Hjuuecep42mlgQGBpKcnExlZSUVFRUcPnyYIUOGtLk8R06fPk1YWJjT9USEhQsXcvfddxMbG3vR8qb7p/4bJoD09HSysrLsHyBa4u/v3+hbj6ioKBITEzGbzRQVFZGcnGzvV+tKTkd5XD1/brvtNg4fPszJkycB7B9CnOXs3bs3mZmZjbYrKSkJi8XCiRMnOHfuHGD7oLVv3z77uhkZGU6vkLqSs6SkhD59+tC9e3e++eYbjh071uh9Tff/5crjajnjx48nMTGR8vJyUlNTycjIaFU9TfOLCOfOnWPy5Mm88MILLj8pRBvISql2V9/FAmxXQn28fKi2VrMz3fnjojSX5+SKnjG43etYvHgxN910E6dOnWLAgAFs3rzZ4fz6q3Dh4eEcOHCA6Oho7rjjDqd1zJw5k4SEhFbVC7YuGU27IixatIiwsDAef/xx3nvvPQzDQER48803eeSRRy5pe2NiYpg+fbr9ZqoHH3yQkSNHtrrMeunp6URGRvLMM8/wwQcfEBkZydatW+3LExISWtUlJSkpiY0bN7Ju3Tr7o9IafjXfdP+kpqYSGRlJREQEc+fO5a233qLpt8DNWbJkCXPmzCEmJgaTycTgwYNZsmQJN9xwAzExMaxYscL+7YgrOR3lcfX86dKlC++88w533XUXY8aM4fTp00yaNMlpzqVLl7Js2TJ7nkGDBvHLX/6SsWPH8t///d/2Dz/9+vXj9ddfZ9asWYwePZo777yzVTedtjZnbGwsVquVMWPG8NxzzxEVFdXofU33/+XK46gcR+dnSEgIDz/8MFFRUcTFxREaGtqq7hFN84sICxYsICIigkmTJvGHP/zBpdw61LRSqt3lV+Tz52N/5rP0z/h/N0BiGlYAACAASURBVP4/DpgOsDN9Jysnr2RC0ATN1Y65dKjpi1VUVDBlyhQSExPp1Ony9TTctm0b7777Lu+///5lK7M9TZo0iU2bNrW6K45SV0ppaSk9evQgPz+fcePGkZ6eflFXlcvF0VDT2kBWSqkOTBvIzdu5cyfDhg1j8ODB7o7iFnl5eSQlJTFnzhx3R1HqIg8++CBfffUVAM8//zy33357u9XlqIHs0TfpKaWUUu1h2rRp7o7gVn379tXGsfJYb731lrsjaB9kpZRSSimlGtIGslJKKaWUUg14dANZBwrRbdJt0m3Sbbq0bVJKKeU6vUlPKaU6ML1JTymlHHN0k55HX0FWSimllFLqStMGslJKqVb54u+XPuRsPW9vb/tgDo8//rjT9V9++WXCw8MJCwvj2WefBWDPnj2MHz+ep556yuX658+f32g0vQ8//JBhw4YxfPhwtmzZcsn5rVYro0aNIj8/H4Df/va3hIeHExUVxT//+c9WZSwtLSU4OJiVK1e2cquat3nzZl588cVG8/Ly8pg+fXqry3jqqafo378/4eHhrVq/uePlzOrVqykvL291pqbOnz9PTEwMYWFhREVFsXPnvwfWae54teX8GTx4MKNHj7aX1XBAmeb285XQ2npPnTpFZGQkfn5+tOZb+XfeeYe+ffsSGRnJzJkzSUtLa1O99Vw9vu1dvlMi4vGvcePGiVJKKdcBB6XJ39SDBw+2qayV82dctly+vr6tXvf777+X0NBQqaqqksrKShkyZIicPXtW5s+fLxUVFfLrX/9aUlNTW13e8ePHZfbs2fbpyspKGTx4sJhMJsnIyJChQ4dKbW3tJeXfsmWLLFy4UEREkpOTZfz48VJdXS15eXkyYMAAKSkpcZrzN7/5jcycOVNefvll5xvVBvfff7/s3bu3VesmJSVJcnKyjBo1yum6jo6XM4MGDZK8vLxW5WmOyWSSo0ePiohIenq6BAcH25c1d7zacv5cakZPMHnyZElOTna6Xnx8vCxevFhERHbv3i3XX3+91NTUtLne9t53bS3/4MGDMmvWrLdnzZrVQxr8ndQryEopdZX74NmnOb5nFwC1NTV88OzTnNhnG4q5utLCB88+TeoXnwNQWW7mg2ef5tsDXwBQXlLMB88+zZlDBwAwF11ol4w1NTVUVlZSWVlJ586d6dmzJ1J3D039f2hAq4bCXb9+PXPnzrVPHzhwgFGjRtG/f39CQkIYOHAgKSkpl5R3zZo1LFmyBIAzZ84QGRlJp06d6NOnD9deey3Jycktvv/06dPk5eXRmr7icXFxTJ48meuuu47FixczfPhw8vLyALjvvvsICQnhscceu+h9c+bM4b333mvV9kycOJE+ffq0al1o/ng5smvXLvswzFOmTGk0lPWrr75KeHg44eHhxMfHt1hn//79GTNmDACDBg2iurqayspKh+u39fxpjqP97Ofnx/Llyxk1ahQPPfSQff7s2bPtQ4mvXbvW6fomk6nRe06fPt1ivY7Kb6upU6fSu3dv+3nrqN4//vGPjBw5koiICJYtWwa0fHz37NnDtGnTmDdvHuHh4TzxxBMtlt/cfmip/EuhDWSllFItqq2u5sTe3QBknjx+Wcq0WCxERUVx88038/nnn7e47oABA/iP//gPQkJCGDBgAE8++SQBAQE8+uijxMTEYLVaEREefvhh9uzZ47TupKSkRg1Pk8lEUFAQf/7zn/nwww8JDAy0PyGkLflTU1MpKyuz1xEWFsaBAwcoLy/n3LlznDx50v5EFEeWLVvGihUrnG5LvdmzZzNjxgyGDh1KbGwsX375JQB//etfee6555p9z/jx4/niiy9aXUdrOTpejtx6660cPXqU4OBgEhIS7L+np6fz6quvsn//fvbt28eKFSvIzc1tVYYdO3YwduxYunTpAjR/vNp6/tQ3wiIjIykqKgIc72ez2cysWbM4evQoO3bssDfcXnvtNY4dO8b+/ft59dVX7eeDo/WXLFnCbbfdxrFjx0hISOCaa65psV5H5V+KQYMG2btZOKp3xYoVfPXVV6SkpPDkk08Cjo9vvaSkJOLi4jh+/DhxcXEtlt/cfnBWflvpSHpKqSumOjeX80ufZMCqV+jUt6+749hd7bnuXPHvfn7enTo1mvbp0pXrom+ivPgCI380lR2v/5GZTzxNSHgEAN39ezZa3/eaXq2qMzMzk8DAQJKTk5k7dy7ffvst3bp1a3bdoqIitm3bRlpaGtXV1dx8883MnDmTqVOn8sknn/DKK6+wadMmVq1aha+vr9O6s7Oz6dtgf9ZfPXz00UcB2LhxI4ZhtDn/2rVrG135Gj16NPfffz8TJ07k2muvZcqUKXTt2tVh2Vu2bGH48OEMGjTI6bbUCwgIoKSkxP6zuLjY6Xv69evn9INAWzg6XkFBQS6Vc+TIESZNmoSfnx8AEyZMICUlhVtvvbXF95lMJp588kk2bdpkn9fc8Wrr+ZOQkNDqq+mdO3dm4sSJAAwZMgSTyURwcDBvv/02//znPxERsrKyyMrKIjAw0OH6e/bsYf162z0A/v7++Pv7t1ivo/IvhWEYTv9dREdH88ADDzBjxoxG39K0ZNy4cfa+7fUNf0dc3Q+XwqOvIOtzkHWbdJs61jblv/Y6FYcOkbN2rUdtU+7aP1Fx6BDZr67xqONkWrOGikOHyFq92q3PQZ5w+zxuue8hRt48mZlPPI3pzOlLLrP+P+vo6GiCgoLIyMhwuO6uXbsICQmhZ8+e9OnTh7Fjx3LkyBE+/vhj/vSnP7F06VKOHj1KTExMq64AduvWDYvFYp8ODg5u1FA0mUxOGxOO8peUlPDZZ58xb968RuvXZ/z0008xmUyEhIQ4LPvAgQN89NFHjBgxgrVr1/LSSy/ZGwWO1Dde6l+1tbUtrg+2q6qOPpRcCkfHy1X1H1xcYbFYmDdvHitXriQ0NNQ+v7nj1dbzxxU+Pj723w3DwGq1smfPHnbs2EFSUhJHjx5lxIgRWK1Wh+u7qqXy68tti4yMDAYPHtziOtu3b+exxx7jwIEDTJ06tVXlttT9xq0adkj21JfepKfUD9vJiDFy4voRF71Ojo6Q9HsXSNGmTSIiUlteLun3LpDiTz8VEZGakhLb9I4dIiJSXVgo6fcukJLd/7JN5+ZK+r0LpPTzz0VEpCorS9LvXSBlSUkiIlJ57pxt+sABERGxnDkr6fcuEPOhw7Zc4aObzxU+WkREylNSJP3eBVJx6pSIiJgPHZb0exeI5YzthqOyAwck/d4FUnnunG06KUnS710gVVlZIiJS+vnnkn7vAqnOzRURkZLd/7JNFxaKiEjxjh2Sfu8Cqam7Yav4008l/d4FcnJ0RPO5Isa4vO+5jDfpXS4FBQVSXl4uIiJpaWkSHBwsZrPZvvzpp5+Wp59+2j69b98+iYiIEIvFIuXl5TJs2DA5ceKEWK1WEbHdBLd8+XIpLS2Vu+++22n9v/jFL2Tnzp326fqb9HJycuTcuXMSGhra6Ca9pnlayr969WqJi4u7qM78/HwREdmzZ48MGzbMnr258htasWKF05v0VqxYIfHx8Rf9rNfwZquGDh48KNOmTWux7IbS0tKavUmvtcfLmdGjR8upun9r9fVdd911UlZWJhcuXJCQkBDJyclx+H6r1Srz58+XP/3pT43mOzpebTl/WroRrLn93PDmwPqb4zZt2iSzZs0SEdsNo506dbLfNNfc+iIiP//5z+XPf/6ziIiUlZVJbt3flObqbal8EZGf/exn8vHHH7e4nU3L3b17twwfPrzRTXpN67VarfabMQsKCiQgIKBReU2Pr4hIQkKCzJjR/M2/ze3PlvZDc+W3hqOb9LSLhVKq3YXu/IzE3/2D0owcLvgNpnNNBYH9DSb+5nY2PruHEec7MRaorqrli66xjDrvRQRQWVHDF11jGX3eIByoMNumx2QJYUB5aTVfdI0lKsvK9UBZsW16fFYtw4CSC7bpCdm1hAJFBVV80TWWG001DAF8X/ozOz/Mwr8kjZCMzzgXMo2SnkO59We2q015Obb3T86vJng45Jhq2N81lqkFVfQfCqbsWr7qGsu0C9X0GQhZWbUc7BpLbHE1vYLgfJaVw11jmVFajX9f+D5LONY1lpnmGnr0gnPnDb7uGsvtFTV07wHp5734pmsst3/8HAf+uBVTjhB65p+Yrp1Ij0GBTPrveQ728A9LamoqixYtokuXLnh7e/PWW2/RvXt3+/KmX/vHxMQwffp0xowZg5eXFw8++CAjR460Lw8PD2fZsmVER0fzu9/9zmn9M2fOJCEhwf5VfefOnXnxxRe5+eabAVi1ahVeXv/+grVpHkf5RYQ333yTXbt2XVTnokWL+O677/Dx8eG9995rdBWvPbo5AKSnpzNnzhz7Nz6JiYn8/ve/56c//Slg6yowY8aMVpW1ePFiNm7cSH5+PgMGDOC1115j9uzZzeZ3drwcWbJkCXPmzCEgIIB//OMfDB48mCVLlnDDDTcAtv6t/fr1c/j+pKQkNm7cyKlTp1i3bh0AW7duJT09vcXzzdXzpyln+7mp2NhY1q1bx5gxYxgxYgRRUVFO63j11Vd5+OGHef311/Hx8WH9+vWYzeZm63VW/tKlS1m0aBFxcXFs3bq1xf66H3zwAYmJiQQHB7N161a8vb0dbm9sbCwLFiygpKSE2tpa/vCHPzQqq+nxdfQtTUv7s7n9UN9dqrXlt5aOpKeUuiLS/vsFvj5SwfcDphJQeIIbry8hJO5pNq8+SlhMMNffEEh1VS2frDlG+ORrGTa+P5UVNWx9LYWIqQMIHduPirIqtr9xnMhpIQyJ6IO5uJLP3vqGqNhBDBrVm9JCC7viTzD+p4MZODKA4rwK/vXXk0yYNYRrh/figsnMnvWnuHFOKEGhPSk4X8Zn/7MTn/OnyekfTX/TV1QPuJ5bl91K34E9yEkv4YuPvuNHvxhO72v9yD5TzP5/nuGWe66nV6Av509f4KstaUy9byQ9+3bj+5OFHNyazq2LwugR0JWMbwo4vD2Dnzw4Ct+eXUhLyefoznPEPhJON7/OnDmSS8q/Mvnp/xdBl26d+PZgDsf3nmfmkjFkPv8i+1P9Kew9ioGZ/2L02O4Mef6/XN7vOpLexSoqKpgyZQqJiYl06nT5rhNt27aNd999l/fff/+yldmeJk2axKZNm1q8gU6pjs7RSHraQFZKXRHfP7aETn37sjE7hjuCEqnJy2Pg2jXujtXhc2kDuXk7d+5k2LBhTvtUdlR5eXkkJSUxZ84cd0dRyq0cNZDbrYuFYRj/B8wEckUkvG5eAPABMBhIB+aLSPs8NFMp5VHsjbtH/0XQimfcG6YBzXV1mjZtmrsjuFXfvn21caxUC9rzKRbvALFN5j0N7BaRYcDuumml1FUkesZgd0doluZSSilVr90ayCLyOdD0GUO3A3+p+/0vgH58VeoqM2HWUHdHaJbmUkopVe9KP8Wiv4hkA4hItmEYDm9HNQzjYeBhgKCgII4ePXqFIiqllFJKqauZxz7mTUTWAevAdpNeZGSkmxMppZRSSqmrwZUeSS/HMIwggLqfrRtUXSmlVIfi7e1NZGQkkZGRPP74407X//DDDxk2bBjDhw9ny5YtgG3EsPHjx/PUU0+5XP/8+fP57rvvWiy/JQcOHCAiIoKRI0cyf/78i5ZbrVZGjRpFfn5+i+U89dRT9O/f3z7ULsD58+eJiYkhLCyMqKgodu7c6cKWXWzz5s28+OKLjebl5eUxffr0Vr2/rXlKS0sJDg5m5cqVrVp/9erVlJeXt2pdV3M2d7615fw5ffo0kyZNIiwsjLFjx3Lu3Lk2523qnXfeaTRE+cyZM1sc2e/UqVNERkbi5+dHwyd9OZqvXCTtMPJd/Qvb0yqON5h+GXi67vengZdaU46OpKeUUm3DZR5Jr+K7C1Ky59wl52o4Ypgz9SPdmUwmycjIkKFDh0ptba3Mnz9fKioq5Ne//rWkpqa2urzjx4/L7NmznZbviNVqlWHDhsm+fftERBqN5lVvy5YtsnDhQqdZkpKSJDk5udEIdSaTSY4ePSoiIunp6RIcHNzaTXPJ/fffL3v37nW6Xlvz/OY3v5GZM2c6HQmwXkuj1LVGSzmbO9/acv5MmDDBftzPnz9vHyHxcmg6ctyMGTMkISHB6fsajrjXmvmqMUcj6bXbFWTDMP4GfAlcbxhGpmEYvwReBKYZhvEtMK1uWimllBvlvpGC+WAOAFJrtU0fsX3BZ62qJfeNFMqP5WE5U0Th+pOYj+RRcdx2ZbTWXE3uGylUnCiwTZdWXfZ8Bw4cYNSoUfTv35+QkBAGDhxISkpK/YWXhhdlMJvNTstbv349c+fOdVq+IwcPHqRv377ExMQA2EfyamjNmjUsWbLEaZaJEyfSp0+fRvP69+/PmDFjABg0aBDV1dVUVlY6LCMuLo7Jkydz3XXXsXjxYoYPH05eXh4A9913HyEhIY2uTNabM2cO7733ntOMruYB25XWvLw8WvO87V27dhEZGUlWVhZTpkyx/w62EeTCw8MJDw8nPj7+suZ09fw5duwYXbp0sR/34OBgevfu7TDnddddR01Njf39VquVYcOGtbgNjriyH1wt53Lm7Eja8ykWd4lIkIj4iMgAEXlbRApE5MciMqzuZ9OnXCillPIgJf86R1VaMYV/SyX/za/xv20IXt0u/fYVi8VCVFQUN998M59//nmL65pMJoKCgvjzn//Mhx9+SGBgINnZ2Tz66KPExMRgtVoRER5++OEWv5Kul5SU1Kjh5qh8R86dO0e/fv247bbbGDt2LK+99lqj5ampqZSVlbWqcejMjh07GDt2LF26dGlxvdmzZzNjxgyGDh1KbGwsX375JQB//etfee6555p9z/jx4/niiy/aJc+yZctYsWJFq8q89dZbOXr0KMHBwSQkJNh/T09P59VXX2X//v3s27ePFStWkJvbup6ZTXM2d765ev6cPXuW0NDQi+Y7yhkREcE333xDVlYW58+f5/Tp006H3P7ggw/sXUH27dvXYvmuupw5rwYee5OeUkqpK6PfIxH23w1vr0bT18QO4ZrYIQAUbTlDTU55o+Xevj6Np3t0blWdmZmZBAYGkpyczNy5c/n222/p1q1bs+vWX9179NFHAdi4cSOGYTB16lQ++eQTXnnlFTZt2sSqVavw9fV1Wnd2dnajq76OynfEYrGQkJBASkoK11xzDePHjyc2NpahQ22P5Fu7dm2zV2xdZTKZePLJJ9m0aZPTdQMCAigpKbH/LC4udvqefv36tfhBoK15tmzZwvDhwxk0aFCry27OkSNHmDRpEn5+fgBMmDCBlJQUbr31VpdzNne+uXr+iEiz54WjnBMmTODw4cP2bzsmTJjAhAkTWsx+5513snbtWsDWB/lS9kN75rwaXOmb9JRSSv1A9Zg8EC8/n8tSVmBgIADR0dEEBQWRkZHhcN3g4OBGDTmTyURgYCAff/wxf/rTn1i6dClHjx4lJiamVVeQu3XrhsVicVq+I/3792fkyJGEhITg7+/PuHHjSE1NBaCkpITPPvuMefPmOc3REovFwrx581i5cmWzVy2bMgyj0au2trZVdTj6UHIpeQ4cOMBHH33EiBEjWLt2LS+99BLr169vVT0N1X9wcYWjnM2db66eP0OHDm10Y6eznDfccAOHDh2iuLiY0tJSDh061KaGp7P94OjDXNP57Z2zo9EGslJKqVbx9u+M/y0DL7mcwsJCKioqANvXvllZWYSEhNiXL1++nOXLl9unJ0yYwDfffENubi7ff/89mZmZREREMGfOHJ5//nkyMzMZOnQo+/bt480333Raf1hYWKOGjqPyHeWJjo7m3LlzFBYWUlVVxddff22/ehwfH88999yDj0/bP0iICAsXLuTuu+8mNrbpgLSXz+nTpwkLC7vkPE33z+9+9zu+++47UlNTeeyxx/jNb37DPffc47Qef39/Cgv/3fMyKiqKxMREzGYzRUVFJCcnNzourc3p6Hxz9fyJjIzEbDaTmJgI2L6JKCgocJgzOjqahIQE+vfvz4ABA9i2bRvR0dFO90NTzvZD7969yczMvOh9Tee3d86OxqMbyIZhzDIMY11hYSHl5eWUlpZSUlJCRUUFhYWFVFdXk5ubi4jYP/3Xd+zPzs5GRMjNzaW6utr+D6SkpITS0lLKy8spKiqiqqqK/Px8rFYrJpOpURn1P3NycqipqaGgoACLxUJxcTFmsxmz2UxxcTEWi4WCggJqamrIyclptgyTyYTVaiU/P5+qqiqKiop0m3SbdJt0m9p9mzxRamoqkZGRREREMHfuXN566y26d+9uX56dnd3oim7nzp158cUXufnmm5k6dSqrVq3Cy8vLfoUsPDycAwcOEB0dzR133OG0/pkzZ5KQkOC0fEd5evbsyerVq5k6dSpjx47lrrvuYsSIEYgIb775Jo888kir98XixYu56aabOHXqFAMGDGDz5s0kJSWxceNG1q1bZ++PWn+MXZGenk5kZCTPPPOMvW/r1q1b7csTEhKYMWOG03Kc5Wm6f9pqyZIlzJkzh5iYGEwmE4MHD2bJkiXccMMNxMTEsGLFCvr1czi+mMOcjs63tpw/7777LsuWLWPkyJFMnz4ds9nsMKefnx9eXl5MnTqVH//4x9TU1NCrVy+X94uz/bB06VKWLVt20XFpOr+9c3Y0Rlu+wrjSxo8fL/osP6WUcp1hGIdEZHzDeYcOHZLLcQPZD1VFRQVTpkwhMTGRTp0u360427Zt49133+X999+/bGW2p0mTJrFp0yYCAgLcHUUptzl06BDPPvvs/wFPbN68ubR+vkdfQVZKKaUut27dutm/Wr+cbrvtth9M4zgvL48nn3xSG8dKOaBPsVBKqauPWK1Wo2E3gqvNtGnT3B3Brfr27cucOXPcHUMpt6p/xF9zrt6/jkopdZXy8vJKzc7OtlqtVndHUUopt7BarWRnZ1stFkuz48HrFWSllLrKWK3Wn5w9e/ZodnZ275ae96uUUh2ViGCxWArffffdd4FrgJqGy7WBrJRSV5lx48Zlzp49+0HgDqAA0EvJSqmrkQEEACmbN2+uaLhAG8hKKXV12gxUAqOByzP6h1JK/bBYgWTg44uWiIjHvoBZwLohQ4aI2WyWkpISKS4ulvLycikoKJCqqirJyckRq9UqWVlZIiJy/vx5ERHJysoSq9UqOTk5UlVVJQUFBVJeXi7FxcVSUlIiZrNZLly4IJWVlZKXlye1tbWSnZ3dqIz6nyaTSaqrqyU/P18qKiqkqKhIysrKpKysTIqKiqSiokLy8/OlurpaTCZTs2VkZ2dLbW2t5OXlSWVlpVy4cEG3SbdJt0m3qd23CTgoHvD3XF/60pe+fkgvfQ6yUkp1YM09B1kppVTL9CkWSimllFJKNaANZKWUUkoppRrQBrJSSimllFINaANZKaWUUkqpBrSBrJRSSimlVAPaQFZKKaWUUqoBbSArpZRSSinVgEc3kA3DmGUYxrrCwkLKy8spLS2lpKSEiooKCgsLqa6uJjc3FxEhOzsbgKysLACys7MREXJzc6murqawsJCKigpKSkooLS2lvLycoqIiqqqqyM/Px2q1YjKZGpVR/zMnJ4eamhoKCgqwWCwUFxdjNpsxm80UFxdjsVgoKCigpqaGnJycZsswmUxYrVby8/OpqqqiqKhIt0m3SbdJt6ndt0kppZTrdKAQpZTqwHSgEKWUcp1HX0FWSimllFLqStMGslJKKaWUUg1oA1kppZRSSqkGtIGslFJKKaVUA9pAVkoppZRSqgFtICulrqgv/r7e3RGapbmUUkrV8+gGsj4HWbdJt6njbdOX//ibR27Tl//4m0cepy//8Td9DrJSSl1pIuLxr3HjxolSqmNYOX+GfJ2wU0REaqqrZUPcMvnm83+JiEiVpUI2xC2Tk0l7RUTEYi6TDXHL5PT+JBERMRcXyYa4ZfLdwf0iIlJ2oVA2xC2Ts0cOiohIcV6ubIhbJunHjoiIyAVTtmyIWybnvkkREZGC89/Lhrhlkpl6QkRE8jLSZEPcMsn+9pSsnD9DctLOyIa4ZZKTdkZERLK/PSUb4pZJXkaaiIhkpp6QDXHLpOD89yIicu6bFNkQt0wumLJFRCT92BHZELdMivNyRUTk7JGDsiFumZRdKBQRke8O7pcNccvEXFwkIiKn9yfJhrhlYjGXiYjIyaS9siFumVRZKkRE5JvP/yUr58+4pP0NHBQP+DuuL33pS18/pJdHX0FWSnUcZRcKSfjLmwAUnP/ezWn+rba6mkOf/hMA05nTbk7zb2UXCjm5LwGAc8dT3JxGKaWuLjqSnlLqivhq0z8oL75A/9DhJMS/wcwnniYkPMLdsTp8Lh1JTymlXNfJ3QGUUleHCbfPs//u27MXpjOnPaIhqrmUUko15ZYryIZhpAOlQC1Q4+zqhl5BVkqpttEryEop5Tp39kGeIiKR+odbqauP5UwRpXs9px9yPc2llFIKPPwxb0qpjse0+jAFfzmBz4AeSK2V3DdSMB/JBcBaVUvuGymUH8uzTVtqyH0jhYrj+QDUmqtt0ycKbNOlVeS+kYLllO1xZjVFlbbpby/YpgsqyH0jhcqzRQBU55XbpjNKbNMmM7lvpFD1fSmWM0UUvHsS85E8qrLKAKj6vpTcN1KoNpkBqMwosU3nldumzxaR+0YKNQUVAFi+vWCbLqq0TZ8qJPeNFGpLqwCoOFFgmzZX26aP55P7RgpWSw0A5cfybNNVtQCYj+RiOVNE4fsn8RnQ4zIfCaWUUo64qw+yAJ8ZhiHAGyKyrukKhmE8DDwMEBQUxNGjR69wRKXU5dL960q6f1Nln64I9SGvNB2OCT3LKijIyKDSyIIa23R+RjpVch6jSvAvqyA/LY2qmkyMSiv+ZRbbdNX3GBW26byzZ6muOIeX2UqPMgt5Z85Qbe6EV5ltfIPFFAAADW5JREFUOve776gp6YR3iRW/Mgu5335LzQVvfJMr6JZWQ+6fbH9fyiI60yXbwqlTp6jN9aZTQS2+ZZXkpKZSa/KmU37d9MlUas970Sm3Bt+yKkwnT2L188LHVEP3sipM33yD1dcLn2zbdPbx40g3Lzqfr6FbWRXZx79GunjR+ftqupVVk53yNdLZoPM523TR35LpfrLavr9KbupKbmk66J9BpZS6ItzVBzlYRLIMw+gH7ASWiMjnjtbXPshKdRxFW86AYXDNzKHujtJIR82lfZCVUsp1buliISJZdT9zgY+BCe7IoZS68npMHoiXn4+7Y1xEcymllKp3xRvIhmH4GobRo/534CfA8SudQynlHt7+nfG/ZaC7Y1xEcymllKrnjj7I/YGPDcOor/99EdnuhhxKKaWUUkpd5Io3kEXkLDDmSterlFJKKaVUa+hj3pRSSimllGpAG8hKKaWUUko1oA1kpZRSSimlGvDoBrJhGLMMw1hXWFhIeXk5paWllJSUUFFRQWFhIdXV1eTm5iIiZGdnA5CVlQVAdnY2IkJubi7V1dUUFhZSUVFBSUkJpaWllJeXU1RURFVVFfn5+VitVkwmU6My6n/m5ORQU1NDQUEBFouF4uJizGYzZrOZ4uJiLBYLBQUF1NTUkJOT02wZJpMJq9VKfn4+VVVVFBUV6TbpNuk26Ta1+zYppZRynVsGCnGVDhSilFJtowOFKKWU6zz6CrJSSimllFJXmjaQlVJKKaWUakAbyEoppZRSSjWgDWSllFJKKaUa0AayUkoppZRSDfwgnmJhGEYx8G0Lq/QEih0s6wPkt/G9LS271OWXksvZ8o6Yy1m29jxWHTHXpZb9Q8zlbHlHzAUwTER6trBcKaVUUyLi8S9gXVuXAwcv4b1trrc9c7Vnbk/N5SxbOx+rDpernc8hj8zVirI7XK7WLNeXvvSlL31d/PqhdLHYconL2/reS623vXI5W665Lu/yjpjrUsv+IeZqzfK2vtdTc11q2UopdVX6QXSxuBSGYRwUD3xIvuZynadm01yu0Vyu8dRcSinVkf1QriBfinXuDuCA5nKdp2bTXK7RXK7x1FxKKdVhdfgryEoppZRSSrniariCrJRSSimlVKtpA1kppZRSSqkGtIGslFJKKaVUA9pAVkoppZRSqoFO7g5wORmG8QrwkYgkuTtLQ4ZhBACPAVnA28B/ATcBJ4Hfi8gFN2abAvwMGAjUYBux8C0R+c6NmToBvwTmAsGAYNt3m4C3RaTaXdmUak+GYXTH9rdCgDXAL4A7gFTgOREpc2M8pZS6anS0K8gLgD8ahpFhGMZLhmGMdXegOu8BvsA4IAEIBP4XqADecVcowzBeBO4D9gPVwFngDPB3wzB+7q5cwLtAJBAH/BSYATwLjMG2Lz2SYRhuexyXYRjehmE8YhjG84Zh3Nxk2f9zV66W6P5q1jtAf2AI8CkwHlgJGMDr7oullFJXlw71mDfDMI6IyFjDMIZhu/LyC8Ab+BvwNxE57aZcR0Uk0jAMA8gUkWubLnNTrq9FZHTd752AvSJys2EYvYB9IhLuplynROR6B8tOi8jwK52pQf0BjhYBx0RkwJXMY6/cMN4CugNfYfuguFdEltYtOywiUW7KpfvLtVwN/1ZkA0EiInXTx0Qkwh25lFLqatOhulhg+1oSEfkWeB543jCMCOAuYCtwnZtyedU1OnsAfoZhDBaRdMMwegOd3ZQJwGoYRoCIFGLryuANICIX6v5DdpcLdVewPxIRK4BhGF7AzwG3dUepkwdkYGvg1ZO66X5uSWQzob7xZBjGWuA1wzA2Yjv33XksdX+1QV2jeKvUXcGom+44VzOUUsrDdbQG8kX/sYlICpACLL/ycez+B1sfQoAHgLfq2p8jsXUdcJffA0cMwzgFjAB+BWAYRl/gmBtz/QJbF5TXDMOobxBfg617yi/clsrmLPBjETnXdIFhGN+7IU89+wctEakBHjYM4xngX4Cf21Lp/nLVQcMw/ESkTEQeqJ9pGEYoUOrGXEopdVXpaF0s/Dz1JhbDMLyx7e+auu4MkcB5Ecl2c64AYCjwnYgUuTNLc+qushsiku/uLACGYSwGEkXkog8QhmEsEZE1boiFYRjvAe+JyPYm8x8EXhcRHzfl0v11mRiGYUhH+oOtlFIerEM1kAEMw+gJxALX8u+nH+xwd+NPc10ehmFME5Gd7s6hVHsxDGMEcDuN/01uFpGTbg2mlFJXkQ71FAvDMO4DDgO3YLsBxxeYAhyqW6a5fgC5nHjb3QEcMQxjmrszNMfduQzDGGEYxjLDMF41DOOPdb+PdGcmT81lGMYyYAO27mJfAcl1v//NMIyn3ZlNKaWuJh3qCnJdX9obml79rLtB7oC7nn6guVzOtdnRImCqiPheyTytZRjGOREJcXeOptyZq67Bdxe2Rl9m3ewB2PqSbxCRFzVXo1yngVFNn/VtGEZn4BsRGeaOXEopdbXpiDfpNdfit+LeO9M1l2smAfcCTfuTG8CEKx+nQYCWG++9r2SWRpV7aC5sA7401+B7BfgGcEtDFM/NZcX2RJmMJvOD6pYppZS6AjpaA/kF4LBhGJ8B9XfIhwDTsD32zV00l2v2A+Uisrfpgrqr3u7kqY13T83lqQ0+T831BLDbMIxvafxv8jpsI+wppZS6AjpUFwuwdw+Yju0GFwPb16c73Dmcs+bqOAzD2Aa8JCIJzSz7XER+5IZYnpwrFliLbQjzixp8TZ8icbXnqsvmhe1DTcN/k8kiUuuuTEopdbXpcA3kpgzDmCkin7g7R1OayzWemks556kNPk/N1ZRhGA+LiNuG5VZKqavR1dBAdtuwsS3RXK7x1FzguY13D87lkQ0+D87lsee+Ukp1VB3qMW8OuH3YWAc0l2s8NRfAc+4O4ICn5nrU3QEc8NRcnnzuK6VUh3Q1NJAfcXcABzSXazw1F3huA0ZzucZTc81ydwCllLradLSnWDQ7CpVhGKXuHoVKc3WMXA54auPdU3N5aoPPI3OJSCaAYRiLRCTe3XmUUupq0KGuIHvqKFSaq2Pkqtd0BDZgirtHYPPkXE01bPC5O0tDnpqrgWfdHUAppa4WHeomPU8dhUpzdYxcdRk8dQQ2j8zVEh15sNm6UxwtAoaLSJcrmUcppa5WHa2Lhac+/F9zucZTc4HnjsDmkbmcNPj6X8ksjSr30Fx1dU8Hmj6H3AC+uPJxlFLq6tTRGsieOgqV5nKNp+YCz228e2ouT23weWquTwA/ETnadIFhGHuufByllLo6daguFuC5D//XXB0ml0eOwObBud4G4kUksZll74vI3W6I5bG5lFJKeYYO10BWqr15cOPdI3MppZRSPzQd7SkWEYZh7DcM43vDMNYZhtGrwbKvNJfmuhxExCoi+0XkIxH5R93vbm+Eemou1Xqefu4rpdTVokM1kIHXgDhgNHAaSDQMI7RumY+7QqG5XOWpuTy2AaO5OkYuPPjcV0qpq0lHayD7ich2ESkSkZXYbujabhjGjdgGm9BcmutSeWoDRnO5xlNzefK5r5RSV42O9hQLwzCMniJSDCAiCYZh/Az4CAjQXJrrMvBrcMPbSsMwDmFrwCzAAz5UaK4ffC5PPveVUuqq0dGuIP8v0GjkMBFJAX4MbHRLIhvN5RpPzQV1DZj6CRFJAH4GvAsMclsqzeUqT83lyee+UkpdNfQpFkq5wDCMu4GzIrK/yfwQ4L9F5CHNpbmUUkr9sHWoBnLdFaHlwBygb93sXGAT8KKIFGkuzaWUp9JzXymlPENH62LxIbaRsW4Rkd4i0huYUjfv75pLc10qwzB6GobxomEY/397d+haVRjHYfz54j+gKMwwcE2LMDQKsqCgIMykbSaT4JparMKK4J9gt8xmEQ2CySRMm7YZnGVx8DPce9nBdrwb9905zwcW9r5hT3jh/u7h7JxvSX5Pf3ama6ftsmtOzZ59SRqToV1B/l5VF/vuHTe7+mm1a/r33wHvgddVtTtdOw88AG5U1U277Jqjq9mzL0ljMrQryD+TPEmyNFtIspTkKYev37XLrnmsVNXWbKgCqKrdqtpi8mpnu+yaR8tnX5JGY2gD8n3gLPAxyZ8ke8AHJo9HumeXXUeg1QHGrmF0tXz2JWk0BnWLBUCSS8Ay8Lmq9jvrtzrPPbXLrv/tOgM8A9aBJSbPzP0FvAW2qmrPLrvmbGvy7EvSmAxqQE7yGHgE7ACrwGZVbU/3vlTVFbvsOoK+JgcYu05+V+tnX5LGYmi3WDwErlbVXWANeJ5kc7qXhVXZ1VerXbMBZpvJK4C/JlnvbL9YTJVdfbXaRcNnX5LGZGivmj41uxJUVT+SrAFvklxgsR8udg2jCw4HmP0kK0y6VqrqFW18qbDrZHe1fPYlaTSGdgV5N8nq7JfpB80d4BxweWFVdvXVahf8M8Awucp3O8lLGhqs7DqxXS2ffUkajaENyBvAbnehqg6qagO4vpgkwK6+Wu2CdgcYu/pptavlsy9JozGof9KTjluSZeCg+/zczt61qvq0gCy7emq1S5LUBgdkSZIkqWNot1hIkiRJc3FAliRJkjockCVJkqQOB2RJkiSp4y8L6VQasyw97wAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -112,7 +112,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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c7sBsjgagR/rPAJjNUQCEph7A39cLsznSKJ/cR5dOJszmYQB0O7aXsBB/zObLAbB8t6laf2SXe3FVn96YzYMB6LJ/F336dMFsjgAgZG8iffuGYjYPBCB4904u69cTs3mAUU7azmWX9cFsDgcgaMdPhIf3w2y+DHuVo86x9/3JfFDO/kCxMduPB64Z2iJjb8iQIZj7dyPAUkLQkQMMHTqUmMu61Dr2CrcneYxTRaHNq8XGnsUni6DMVEaMHEFnf1/SVSZBWWm1jr0n1vyMKwxXf0Rd1qNFxp6r/O/8Y1h9zrrLtY29vQct58apM46nZ0TX81tHCCHEpaZVZ5CrnUippcBZYAFwldY6SynVG9istb68vmPj4uJ0UlJSg+fIKS5n4vObqKh0uLf5+3jx70cm0zPY/4Lib6qLJRaJQ+KQONo2DqWUzCALIUQH12prkJVSgUqpYNf3wK+BA8AaYK5zt7nAFy11zmUbj+GokfBXad0u6wgvllgkDolD4uh4cQghhGhfrbnEohfwmVLKdZ4PtNbrlVKJwMdKqTuBU8DNLXXC3acKsVdV/+Nmr9LsTmv7q8hdLLFIHBKHxNHx4hBCCNG+2myJxYVo7BILIYRob7LEQgghOj65k54QQgghhBAeJEEWQgghhBDCgyTIQgghhBBCeJAEWQghhBBCCA+SIAshhBBCCOFBEmQhhBBCCCE8SIIshBBCCCGEB0mQhRBCCCGE8CAJshBCCCGEEB4u6gRZKTVdKfVWQUEBZWVllJSUUFxcjNVqpaCgALvdTk5ODlprsrKyAMjMzAQgKysLrTU5OTnY7XYKCgqwWq0UFxdTUlJCWVkZhYWF2Gw28vLycDgcWCyWanW4vmZnZ1NZWUl+fj7l5eUUFRVRWlpKaWkpRUVFlJeXk5+fT2VlJdnZ2bXWYbFYcDgc5OXlYbPZKCwslDZJm6RNl2CbhBBCdHxyq2khhGhBcqtpIYTo+C7qGWQhhBBCCCHamiTIQgghhBBCeJAEWQghhBBCCA+SIAshhBBCCOFBEmQhhBBCCCE8SIIshBBCCCGEB0mQhRBCCCGE8CAJshBCCCGEEB4kQRZCCCGEEMKDJMhCCCGEEEJ4kARZCCGEEEIID5IgCyGEEEII4eGiTpCVUtOVUm8VFBRQVlZGSUkJxcXFWK1WCgoKsNvt5OTkoLUmKysLgMzMTACysrLQWpOTk4PdbqegoACr1UpxcTElJSWUlZVRWFiIzWYjLy8Ph8OBxWKpVofra3Z2NpWVleTn51NeXk5RURGlpaWUlpZSVFREeXk5+fn5VFZWkp2dXWsdFosFh8NBXl4eNpuNwsJCaZO0Sdp0CbZJCCFEx6e01u0dQ4Pi4uJ0UlJSe4chhBANUkrt0lrHtXccQgghmu+inkEWQgghhBCirUmCLIQQQgghhAdJkIUQQgghhPAgCbIQQgghhBAeJEEWQgghhBDCgyTIQgghhBBCeJAEWQghhBBCCA+SIAshhBBCCOFBEmQhhBBCCCE8SIIshBBCCCGEB0mQhRBCCCGE8CAJshBCCCGEEB4kQRZCCCGEEMLDRZ0gK6WmK6XeKigooKysjJKSEoqLi7FarRQUFGC328nJyUFrTVZWFgCZmZkAZGVlobUmJycHu91OQUEBVquV4uJiSkpKKCsro7CwEJvNRl5eHg6HA4vFUq0O19fs7GwqKyvJz8+nvLycoqIiSktLKS0tpaioiPLycvLz86msrCQ7O7vWOiwWCw6Hg7y8PGw2G4WFhdImaZO06RJskxBCiI5Paa3bO4YGxcXF6aSkpPYOQwghGqSU2qW1jmvvOIQQQjTfRT2DLIQQQgghRFuTBFkIIYQQQggPkiALIYQQQgjhQRJkIYQQQgghPEiCLIQQQgghhAdJkIUQQgghhPAgCbIQQgghhBAeJEEWQgghhBDCgyTIQgghhBBCeJAEWQghhBBCCA+SIAshhBBCCOFBEmQhhBBCCCE8XNQJslJqulLqrYKCAsrKyigpKaG4uBir1UpBQQF2u52cnBy01mRlZQGQmZkJQFZWFlprcnJysNvtFBQUYLVaKS4upqSkhLKyMgoLC7HZbOTl5eFwOLBYLNXqcH3Nzs6msrKS/Px8ysvLKSoqorS0lNLSUoqKiigvLyc/P5/Kykqys7NrrcNiseBwOMjLy8Nms1FYWChtkjZJmy7BNgkhhOj4lNa6vWNoUFxcnE5KSmrvMIQQokFKqV1a67j2jkMIIUTzXdQzyEIIIYQQQrQ1SZCFEEIIIYTwIAmyEEIIIYQQHiRBFkIIIYQQwoMkyEIIIYQQQniQBFkIIYQQQggPkiALIYQQQgjhQRJkIYQQQgghPEiCLIQQQgghhIdWT5CVUt5KqT1KqS+d5YFKqR1KqWNKqY+UUqbWjkEIIYQQQojGaosZ5PuAQx7l54CXtNZDgDPAnW0QgxBCCCGEEI3SqgmyUqofMA14x1lWwBRgtXOX94AZrRmDEEIIIYQQTdHaM8gvA38EHM5yd6BQa13pLGcAfVs5BiGEEEIIIRrNp7UqVkpdD+RorXcppa5yba5lV13H8XcBdwH07t2b5OTkVolTCCGEEEIIT62WIAPjgXil1G8Af6AzxoxyF6WUj3MWuR+QWdvBWuu3gLcA4uLitNlsbsVQhRCi9ezataufl5fXtw6HYxi1TxQIIYRoW9rLy+uww+H4dWxsbEbNJ1stQdZaPwo8CuCcQX5Iaz1bKfUJMBP4EJgLfNFaMQghxMXAy8vr27CwsCG9evVSXl5ydU0hhGhvDodDWSyWIRaLZQMwrObz7fGb+hHgAaXUcYw1ye+2QwxCCNFmHA7HsF69evlIciyEEBcHLy8vwsLCfBwOx+Xx8fFDz3u+LYLQWm/WWl/v/P6k1nqs1nqw1vpmrXVFW8QghBDtSGaOhRDiIuPl5YVxgTXui4+Pr/ZLWn5jCyGEEEKI/2T+QKDnBkmQhRDiP5i3tzdmsxmz2cy9997r3v7xxx8zZMgQhg4dytq1awHYvHkzcXFxPPTQQ00+z6xZszh+/Hi99dfnhRdeIDo6msjISJ544onznnc4HERFRZGXlwfAQw89RK9evYiOjm6w7m+++cbdB2azGZPJdEFXTlqzZg3PPvtstW25ublMnTq10XU0pX+aG//LL79MWVlZo2OqzWOPPUZ0dDSjR4/m888/rzf+po6fzZs3ExISgtlsJjo6mr/85S8XFOulZsWKFZhMJveYv/7669m8eTMAzzzzDFFRUURFRXHzzTcD0L17d2w2m/t4h8NBt27d2jzuDkNrfdE/YmNjtRBCdARAkq7xOywpKanJ9WQXWfXNb/6os4utLRxhdYGBgedtq6io0AMGDNAWi0WnpaXpQYMG6aqqKj1r1ixttVr1ww8/rA8fPtzocxw4cEDHx8c3WH9d0tPTdUREhLbZbLqiokIPHDhQnzx5sto+a9eu1XPnznWXt23bphMTE3VUVFSj49Ra68zMTD148OAmHdNY8+bN01u2bGlwv6b2j6emxN+/f3+dm5vbqH1rk5iYqOPi4rTdbte5ubm6X79+uri4uMXGz6ZNm/S0adO01lrb7XY9ZMgQnZqa2ux4LzXLly/XISEhetmyZVprradNm6Y3bdqkd+7cqa+88kpdUVGhtdZ69+7dWmutY2NjdUpKivv406dPa7PZ3OZxX2ySkpL09OnT350+fXqw9vi9LTPIQghxEVq28RiJqQUs23i84Z1b2I4dO4iKiqJXr16Eh4dz2WWXsW/fPrQ2Llvv+gMCUFpa2mB9q1at4sYbb2yw/vpUVlZSUVFBRUUFJpOJkJCQas+/8sorLF682F0eN24coaGhjW6zy4cffsjMmTPr3Wfp0qVMmjSJwYMHs2jRIoYOHUpubi4Ac+bMITw8nHvuuee842bMmMHKlSsbjKE5/dOU+Dds2IDZbCYzM5PJkye7vwdYtmwZ0dHRREdHs3z58nrrOXHiBGazGR8fH0JDQ+nbty+JiYktPn4AysrKsNls+Pn5ARAfH09MTAyxsbG8+uqr7v02b97MNddcw8yZM4mOjub++++vd/+goCAeffRRoqKiWLBggXv7Cy+8wLBhw4iPjyciIoLU1NRmnbeu/mxKP9dn+vTpfPLJJ9W2paWl0aNHD0wmEwCjRo0CICIigoyMDObPn8+CBQvIyMhg0KBBzT73pa41r4MshBCiFrf84ydmxvbj5rjLsFc5uP2dHdw69jJuHNUPq62K297ezoHMIrSGT5LS+fl0EXdPGsS10b0pKLXx+5W7WDBxEFdH9iKnpJyewf7NjqW8vJzRo0cTEBDAM888wy9/+UssFgu9e/fmzTffpFu3boSFhZGVlcXChQuZMGECkyZNQmvNXXfdxQ033MC0adPqPce2bdv43e9+5y7XVX9d17vv168f9913H+Hh4VRVVfHiiy9We2v48OHDnD17ltjY2Gb3g8uqVat4992GL64UHx/PqVOnCA8P59prr+Wnn34iPj6e999/nxUrVpCUlHTeMXFxcTz22GMN1t3U/mlq/FdffTXJyckMGDCATZs2uf+RSE1NZdmyZSQnJ2O324mJiWHatGn07Nmz1noiIyP5y1/+QllZGXl5eRw6dAiLxYKvr2+LjZ8ffvgBs9nM8ePHeeCBBwgLCwPg9ddfp1+/ftjtdqKiopg5c6b7uW3btrFz506io6MpLCysd//S0lKmT5/Ok08+SUREBJmZmVRWVvKPf/yDvXv3kp6eTmRkpDueppy3rv4sKytrUj/XJyQkhD59+nDo0KFqr++jjz7KmDFjuOGGG7jzzjvp3bs3ERERnD59mvT0dEwmExkZGURERDT5nP8pLq0E+c0JYNl//vawEbBw639mLBKHxCFxdLg4ThdacTjvMerQmtOF1lY7V0ZGBmFhYSQmJnLjjTdy7Ngx9+zewoULAfj0009RSjFlyhS+/PJL/va3v/HFF1/w0ksvERgYWF/1AGRlZdGjRw93ua7661JYWMi6detISUnBbrczfvx4rr/+enr37g3Aq6++WuuMbVMdPXqU0tJSYmJiGty3W7duFBcXu78WFRU1eEzPnj3JyspqcL+m9o9LU+KvzZ49e5g4cSJBQUEAjB07ln379nH11VfXuv+IESOYN28e48aNo2/fvkyePBl/f38qKytrjb8542fixIl8+eWXlJSU8Ktf/YqZM2cycuRI3n33XT7//HO01mRmZpKZmelOVGNjY91rz7t06QJQ5/4mk4lx48YBMHDgQCwWC2lpaUycOJHAwECGDRtG//793fE05bybNm2qtT9LSkqa1M8NmTNnDu+995673KVLF/bv38/69ev59NNPiY2N5eDBg0RERJCWloa/vz8mk4nU1FSZQa7HpbXEot9Y8DZV3+ZtMrb/p8YicUgcEsdFF8dHd1/JzXGXAeDr7cVHd1/JjaP6AVBSbqfIaqfKmSHbqzTFVjuj+3cFoFugiY/uvpKrI3sBXNDsMeD+4z5mzBh69+5NWloaffr0qZbIWSwWwsLC+Oyzz3jttdd44IEHSE5OZsKECe4PBdUnICCA8vJyd7mu+uuyYcMGwsPDCQkJITQ0lFGjRrFnzx4AiouL+fbbbxtcVtAYq1at4tZbb23Uvkqpao+qqqoGjykvLycgIKDB/ZraPy5Nib82rsS8KVxj4auvvsJisRAeHt7i4wcgODiYKVOmsHXrVjZv3sw333zDtm3bSE5OZtiwYTgcDve+NZff1Le/r6+vez+lFA6Ho85+aOp566qnOf1cn6lTp7Jx48Zqsfj7+zNjxgzef/99YmNj2b59OxEREWzYsMH94b3vvvtOZpDrcWklyJP+CKpGk5QXTHwAlk+DvR8Z22xlRvnAv4xyeZFRPrjGKJfmG+Uj64xySbZRPrbBKBdlGOUTm4xyQYpRTnXOMOUdg6xaZqEAJj0CWfuM/bOca8pO7zLK2QeN8qkdRjnvmFFO3WqUC1KM8olNRrnIeWfEYxuMckm2UT6yziiX5ht9ct4PozZmyWzOTy/v/cjYv8pulPesMsouu1bAe/HnyjvfhpU3nStvfwM+8PilvG0ZfHT7ufIPf4PizNpfm0mPwPd/gc//+9z2DUthzblP0/PNY/DVg+fK6/5kPGl5ui8AACAASURBVFy+etDYx2XNvUYdLp//t3EOMPrDUVk9Dkcl+Hc5V/7odqMNLh/carTRZeVNRh+4vBdv9JHL8mlGH4LRp7WNvV5RtffHmLsufOwtn2aMITDG1PJpxhiD88fe5dfW3h8jjE89X9DYA+Nnavk042cMjJ+55dPOH3sT/lB7f3QdcOFj75OEc+Utz8O/zq0zPG/seXmBo0ai4xqnbWTZxmM4avzMVmndKmuRCwoKsFqN2enU1FQyMzMJDw9n7Nix/Pzzz+Tk5JCenk5GRgYjR45kxowZPPXUU+61iz/88ANvv/12A2cx3or3vIJFXfW7PProozz66KPusmuGu6KiAqvVyu7duxk4cCAAy5cvZ/bs2dUSnYbUrN/lgw8+uKAEsyFHjx6t9nZ9XZraPy5Njb9z584UFBS4y6NHj2br1q2UlpZSWFhIYmJitfPWJj/f+FnfsmULBQUFxMbGtvj4AeOKC8nJyYSHh1NcXExoaCidOnXi559/Zu/evfUe29T94+Li2Lp1K2VlZRw+fJi0tLRm1VNXfzbUz0uXLuWqq65qVL+AcSWaiRMn8uOPPwKQkpLCsWNG/mC1WklNTaVv375ERESwZcsW4uLiiI2NZdOmTTKDXI9La4lFcBiYZ8Oef0KVDZS3UQ7q1fax+JhgyK/h2LdGLCgYeh0E94Kz2W0XR3AYDJzoTKi0MRvWf/y5ZLit+AZUf23wMsrBbfzaBIdB14FwJhV0ldEfnfuCX1DbxhHQpXp/ePk4x2qPho9tSZ26Q2BPKMsHh92Io1MoBDb9w00XxPWzu2vFudfFPBv8O7dtHKYg6D4YzqQYr4srjjYcp7tPFWKvqp4g26s0u9POtPi5Dh8+TEJCAn5+fnh7e/POO+/QqVMnAJ599lnGjx8PwEsvvYTnjU6io6N55JFHGDNmDE8//XSD57n++uvZtGmT+y1kk8lUb/01lyFMmDCBqVOnEhMTg5eXF/Pnz2f48OForXn77bfZsGHDeedctGgRn376KXl5efTr14/XX3+d+Pj4WusH44NxQUFBXH755Q22py6pqanMmDHD/Y/H1q1b+etf/8pvfvMbADZt2tTgem1oev80N/7FixczY8YMunXrxurVqxkwYACLFy/miiuuAGDJkiUNrotNSEjg+PHj+Pr6snLlSpRSDcbflPHjWoNcWVnJ5MmTmTZtGna7nbfeeouYmBiGDRvG6NGj663j2muvbdL+4eHh3HXXXYwePRqz2UxERAR+fn5Nrqe+/qyvn9PT091911hz587lpZdeAoykeN68eZSWlqK1Zs6cOYwYMcK4MoOXF3Fxcfj4+FBZWVlt+YioTrX0VH9LUkpNB6YPHDhwwYEDB6iqqkJrja+vL1arleDgYM6cOUOPHj3cH2qwHE8m7MOpUFmO9vEn//bvCek7lJKSEgICArDb7Sil8Pb2xmaz0alTJ/c6spycHMLCwsjMzKRPnz7ur9nZ2XTv3p2ioiICAwOpqKjAx8f436KyshI/Pz9KS0sJCQkhPz+fXr16GccGe6FfHomqqkB7+6Hv20uBzZfOnTtTVlaGyWRqVJtccWRlZREWFkZubi5du3ZtfJsCqRaHun8/2WU0r00e/WKxWOjZsycFBQWNa5N/Ffw9plocWWcdzWvThbxOXla8Xx1dLY7MkqrmtelCXidHMb6vxdUaxwWPvaa8ThUF+L851hmHP9y/F8tZ3TJjrwmvkzqbTcBbv3DHUbV4N/kVPi0z9prwOlWeySDo3fFGHD7+2P87iWJHQKPbFBoauktrHef5u2zXrl26JT5A1lFZrVYmT57M1q1b3eO3Jaxbt45//vOffPDBBy1WZ2uaOHEiX3zxhVx7tgMoKSkhODiYvLw8YmNjSU1NbdQ68JZgNpvZuHEj3bt3b5Pz/afbtWsXTzzxxP8C969Zs6bEtf2iTpBd4uLidG2fCK7Tlw/AruUQmwDX/631AutIsUgcEofE0SZxKKUkQa7Fd999x5AhQxgwYEB7h9IucnNz2bZtGzNmzGjvUEQjzJ8/n507dwLw1FNPccMNN7RzRKK11JUgX1pLLFwm/RFyD7XpusGLPhaJQ+KQODpeHJeQa665pr1DaFc9evSQ5LgDeeedd9o7BNHOLqkP6c1cM5Ontj9Frrc3JKxr+/WtF2EsEofEIXF0vDiEEEK0r0tqBvnImSOcLDrJF8e/4IbBN7Bw5EJ6dGrjDz1dZLFIHBKHxNHx4hBCCNG+LqkZZAC7w05FVQWfHPmEX//r1zy1/Skyz2aSsD6BtSfWAmCttJKwPoH1KesBKLGVkLA+gQ1pxiehz5SfIWF9ApvTNwOQZ80jYX0CW08bl9KylFpIWJ/AT5k/AZBekk7C+gQSLYkApBSlVIvl06Of8qtPfsUfNv2B3LJcDhccJmF9AocLDgNwIO8ACesTOHbGuCxLck4yCesT3PUkWhJJWJ9Aekk6AD9l/kTC+gQspRYAtp7eSsL6BPKseQBsTt9MwvoEzpSfqRbHZ8c+47pPr+Oub+9i9lezsVYal3dae2ItCesTsDuMK1t8fvxzEtafuzTW6qOrmf/tfHf5w8MfsnDDQnd55cGVLN547havKw6s4A+b/uAuv7P/nWpxrD6ymqtXX23M1JXl8uqeV3l86+Pu/V/e9TJLf1zqLr+Y+CJPbz/3Sefndj7Hczufc5ef3v40Lya+6C4v/XEpL+962V1+fOvjvLrn3C1Ba/bHb/71G/6+++/u5/+w6Q+sOLDCXV68cTErD567PezCDQv58PCH7vL8b+ez+uhqdzlhfQKfH//cfa7axp5nHJ5j9diZYxc89hLWJ5Cckwzgru9A3gGA88Zezf6Y+q+pTPl4CruyjcvCXejY25C2gYT1CZTYjGVd61PWk7A+4byxV7M/rvv0Op7a/hTLDyy/4LH38JaH3eU3977Jn344d4nAmmOvZn+44sgty0UIIcR/jktqBtmTRlPpqOSTI59w/MxxvGpeY7UNVWrjOrMbT23kTMUZ/jT2Tw0c0TpcCfD2rO0E+jZ896vW4sABGj458gknCk8Q1yuu4YNagas/0s+msy5lHfeNvq9d4vAcq0cKjuDr1fjrubYkV3/kWnN5IfEFPrz+wwaOaB0a7U6Uw4PDCQtq+AYJrcHVH65xuuLaFe0ShxBCiLZ3SV3FYsR7I9zf+3r54qW8mDF4BgtjFhIa0LbXdb1YYpE4JA6Jo23jkKtYCCFEx1HXVSwuuSUWvl6++Hn78dshv2X9Tet5/BePt3lyfLHFInFIHBJHB4rjzQmwNOT8x5sTWvxU+fn5xMXFERMTg9ls5vPPP3c/98ILLxAdHU1kZCRPPPEEYNxqNy4ujoceeqjJ55o1a1a1u+k99NBD9OrVi+jo6AaPPX36NBMmTCAyMpLRo0fz3XffnbePw+EgKiqKvLy8etvV3PqbYs2aNTz77LPVtuXm5jJ16tRG19GU/vnmm28wm83uh8lkIjk5ucHjXn75ZcrKyhodU20ee+wxoqOjGT16dLV+/vjjjxkyZAhDhw5l7VpjiVlTx8+8efPcN7KoqqoiNDSUe+65x/18zX4+cuQIZrOZoKAgPCfV6treFry9vTGbzURFRXHrrbe671xZn9rGT30u9HVcsWIFJpOJvDxjqdz111/vvgX4M88847419c03G3dY7d69OzabzX28w+G4NK/trbW+6B+xsbG6MW764ib91E9P6dyy3Ebt35oullgkDolD4mjbOIAkXeN3WFJSUuMrWPsHrZ8M1XpJ53OPJ0ON7S3MZrPpkpISrbXWubm5OiwsTFdVVen09HQdERGhbTabrqio0AMHDtQnT57Us2bN0larVT/88MP68OHDjT7PgQMHdHx8fLVt27Zt04mJiToqKqrB4y0Wi05OTtZaa52amqr79Olz3j5r167Vc+fOrbddF1J/S5g3b57esmVLo/ZtSv94yszM1IMHD27Uvv3799e5uc0f64mJiTouLk7b7Xadm5ur+/Xrp4uLi3VFRYUeMGCAtlgsOi0tTQ8aNEhXVVU1efzMnTtXR0ZG6uTkZL1lyxYdFRWlFy1a1OBxkyZN0omJiY3e3poCAwO11lo7HA59yy236L/97W8tfo4LfR2XL1+uQ0JC9LJly7TWWk+bNk1v2rRJ79y5U1955ZW6oqJCa6317t27tdZax8bG6pSUFPfxp0+f1mazufkNaGdJSUl6+vTp706fPj1Ye/zevqRmkFfHr27XGeOLMRaJQ+KQOC7COJZPgz2rjO+r7EZ570dGedxicFRW399RCb3Nxvel+cb+R9YZ5ZLm37re19eXoCDjNutFRUVUVFRQWWmcu7KykoqKCioqKjCZTISEhKCdS/Jcf0AASktLGzzPqlWruPHGG6ttGzduHKGhjevnXr16ERMTA0D//v2x2+1UVFRU2+eVV15h8eLFDbarufV7Wrp0KZMmTWLw4MEsWrSIoUOHkptrfJBzzpw5hIeHV5vpdJkxYwYrV648b3ttmtI/nj788ENmzpxZ7z4bNmzAbDaTmZnJ5MmT3d8DLFu2jOjoaKKjo1m+fHm99Zw4cQKz2YyPjw+hoaH07duXxMREduzYQVRUFL169SI8PJzLLruMffv2NWv8xMfHs2bNGtasWeO+VTjU389NsXbtWsaOHYvZbOaBBx5wb9+8eTPXXHMNM2fOJDo6mvvvvx+Av//97wwfPpyRI0fyyCONv066UopJkya530Wpq5/raldQUBCPPvooUVFRLFiwAKj/dWyq6dOn88knn1TblpaWRo8ePTCZTACMGjUKgIiICDIyMpg/fz4LFiwgIyODQYMGNeu8F7NLKkEWQogOL6gXBPYEL2+j7G0yygFdWuV0JSUljBgxgpEjR/L6669jMpno168f9913H+Hh4fTr148HH3yQbt26sXDhQiZMmIDD4UBrzV133eV+K7Y+27Zto6XWYH/zzTeMGjUKPz8/97bDhw9z9uzZaueorV3Nrb828fHxTJs2jUGDBnHttdfy00/GlWXef/99nnzyyVqPiYuL48cff2xUHM21atUqbr311nr3ufrqq0lOTqZPnz5s2rTJ/X1qairLli1j+/bt/PDDDyxZsoScnJw664mMjGTHjh2UlZVx6tQpDh06hMVicd/W/c033+Tjjz8mLCyMrKysZo2f2NhY9uzZw9GjRxk6dKh7e3393Fg5OTk89dRTbN68meTkZNLT0/n+++/dz2/bto2lS5dy4MABli5dCsCSJUvYuXMn+/bt48EHH2z0uex2O19//TUjRoyot5/raldpaSnTp08nOTmZb775hszMzDpfx+YICQmhT58+HDp0yL3t6quv5uDBg4wZM4ann36arKwswEiQT58+TXp6OhaLhYyMDCIiIpp13ouZJMhCCNHWEr6CUbON7719jXLMLUbZ1Anu3gKuq5koL7j73xDpnD0L7G7sf/l1RvkCb2YSHBzM/v37SUpK4rXXXsNut1NYWMi6detISUnhxIkTvPjii2RlZTFlyhS+/PJLvL29+eKLL3jppZeYNm1ag+fIysqiR48Lv560xWLhwQcf5PXXX6+2/dVXXz1vxq22djW3/tp069aNLl260K1bN7p27UpRUVGDx/Ts2dOdZLSGo0ePUlpa6p4Nb6o9e/YwceJEgoKC6Nq1K2PHjmXfvn117j9ixAjmzZvHuHHj+P3vf8/kyZPx9/d3zw4vXLiQWbNmAcYManPHT1hYGMOGDWtWm+qzfft2Tp48ybhx4zCbzezZs4eTJ0+6n4+NjXWvAe/SxfgHdcyYMfzXf/0XK1asaPCfKACr1YrZbGbMmDFERERw5513NrmfAUwmE+PGjcPX15eBAwdisVguoOW1mzNnDu+995673KVLF/bv389jjz3G0aNHiY2NpbCwkIiICNLS0vD398ff35/U1FSZQe5o7Dk5ZC19gpMzbmx45/+QWCQOiUPi6ABxBIeBebaRHJtnt8kd/YYPH46vry979+5lw4YNhIeHExISQmhoKKNGjWLPnj189tlnvPbaazzwwAMkJyczYcKERs0gBwQEUF5efkHxlZeXM3PmTF588cVqs1XFxcV8++23dS4r8GxXc+qvi1Kq2qOqqqpRbQgICGhwv+ZqzOxxfVyJbVO4xsJXX32FxWIhPDycPn36VPtHwGKxEBYW1uzx89e//pXHH3+8wf1clFKN3j516lSSk5NJTk7m+PHjzJ9/7rrrISEh5+2/fv167rnnHnbs2MGUKVMajCUgIMBd/8svv4yvr2+z+tnX99zlP5VSOByOJtfRkKlTp7Jx48Zqdfv7+zNjxgzef/99YmNj2b59OxEREWzYsMH94b3vvvvukpxBviSvg2zPySHv9Tco+uwztMMBjZg5uNRjkTgkDomjg8Ux6Y+QewgmNX6dY1OdPn0af39/unfvjsVi4eDBg/Tt25fy8nISExOpqKjA4XCwe/dulixZwrBhw7jxxhtJSkpi0KBBvPPOO9x9991cddVV9Z4nMjKS48ePM2DAgEbF9eijjwLGJ+jBSNzmzp3LbbfdxrXXXltt3+XLlzN79uxqCURd7WpO/S3p6NGjREZGXnA9NeN3+eCDD/jyyy8bXU/nzp0pKChwr3UePXo0jzzyCKWlpdjtdhITExucTc/Pz6d79+5s2bKFgoICYmNjsdvt/Pzzz+Tk5FBRUUFGRgYjR44kJiamWePHNXvbWN27dycjI4O4uLh6t//iF7/gnnvuISMjg379+pGWloafnx9hYbVfe11rzalTp5g0aRIjRoxgyJAhTYrLpTn9XJ+ar6PL0qVL2bx5c6P+CQHjihsTJ07kf//3fwFISUmhsrKSIUOGYLVaSU1NpW/fvnTp0oUtW7awcOFCfH19efbZZ3n11VcbqL3juahnkJVS05VSbxUUFFBWVkZJSQnFxcVYrVYKCgqw2+3k5OSgtSYrKwt7Tg4n/vhHTlzzawo//BBdUeH+w3b8d7eRu3o1xcXFFOXmcnL27WR9shqbzUZOaiqpd8zh1McfA5Bx6BBpd8whbbVxd7SsgwdJvf0OMr/6ivLycgqOHuXk7Nnkf/89RUVFlBw/zvHf/Y7in34iOzubipMpHPntTaTfs5jjV19D4erV1WIp2bePE7+7jcI9eygpKSFv+3ZOzr6dnMQk7HY7pzd+T+odc8jYsQOAU+vWkXbHHDJ27UJrTcbXX5Ny+x3kHjqE1Wol55tvOHHbbEpOnaKwsJAz337L8Vt/hy0/n8yff+bUnfM5PukqCv/1r2px2EpKyM/PJ+9f/+LEbbdxtrCI0tJSslatImX27eTn51NZWUnaO++SlpDgXvyf8sYbnFpwFxaLBYfDwanX3yDt7oUUFhZSVlZG5utvkPL737tfp5w33uT4nfPJWvqE0R8ff1wtjpy/L+PkH/6A3W6noKCAzOeeJ+1Pf6KkpMRY2/bkk5xespS8vDwcDgcnH3scy1//6o7nxCOPkP3c82RnZ1NZWUnKH/9I5vPPU1RktOfUw38k/fkXKC8vJ+fIEY7/eirHJ085rz/AmOlIX7yYU8tewWazUVhYSOpdd5P51tvusXdiXgJ5//yne+wdu202Zz7+2B3P0Vtu5cynn5KTk4OtrKzWsXf6f5dz+s9/Nvrjo4+qxXGhY+/oLbdStnsPmZmZlB89yrFbbqV0717y8vLOG3vZ69dzZMJEjv/q6lr740LGnsViofjbbzl6y61UlZSQmZlJ8ddfc+zWW88be0XHT5D++P/l+JRfnd8fFzj2Tvz3IvfviNzXX+e48634rKys88ZexpKlHL32Oo5f8+vz+sPhcLjf1nTF4/rqGnv5+fkX8BuvhuAwSFjXqrPHp06d4qqrrmLEiBFMmTKF5557jt69ezNhwgSmTp1KTEwMsbGxzJ8/n+HDh7tn4KKjo9mxYwdjxozht7/9bYPnuf7669m0aVO1bYsWLeLKK6/kyJEj9OvXjzVr1rify8rKqjYDuW3bNj799FPeeust96XMMjMz0Vrz9ttvc/fddzeqXU2tv6lSU1Mxm838+c9/5qOPPsJsNvP111+7n9+0aVOjlhQ0tX8AduzYQVBQEJdffnmj4128eDEzZsxgwoQJWCwWBgwYwOLFi7niiiuYMGECS5YsoWfPnvXWkZCQQGRkJPfeey8rV65EKYXJZOLZZ59l/PjxTJkyhZdeegkvL69mj5+aGurnBx54gEceeeS817Hm9p49e/LGG28wffp0RowYwS233FLvhwa11txxxx2MHDmSiRMn8j//8z9Njh2os58balddar6OLunp6YwfP75Jsc2dO9e9XMhqtTJ79myioqKIjY1l9uzZjBgxgn79+uHl5UVcXByxsbFUVla6L8d3KWlwBlkp5QfcBAzw3F9rfWGr4xtBa70WWBsXF7egU6dO1Z5zvU3l+uHt3bs3qbffgW3XLqjl7QtfHx9MJhOdO3fGYbVS6OVFYGAnTCYT3bt3x8q5/1LDwsI4DXTr1h2AHj16cFopOnfujL+/P97BwZR4eePv709gSAi24mJ8fXzx9vamV69eVJxMgVOnOHvoUO2x+Pri4+NjrN8JDsYnMJBSLy86h3TG19eXrl27kgv06GG0rXv37uQ526qUomuXLuQpRZcuXfANCKCqUyes3t4EBATg06ULJT6++Pr64uXlhe2ZZ7G6+qTGLJiPjw/dg4Mp8vXFx9uHwMBOKF9f7AGdsHl50b270f7OnYMpBvfi/5CQEM46+wkgKMiI39V/Vj8/HD6+BAQEEBAQQJ63N46DByn88cda+0Mp8PcPwNfXl27dupHj44PyNREcHAyAn58/uqLc/d9xp0BjLLjiCQw07grYq5eRSPj7+ePt7eN+e6zIxwdffz/8/f2xPPU09lOnjBPX8pZoWFgYGSg6BQZiMpkwmUyUeHvj7+9H586d3a+fl7c3oc6xZ/IzVYvHz2RCoejZsyfabq917JWvXo0tJaXW/oALG3t+pnPxlB89islkwsvLi9DQUMpzc6uNvdx/vIXDee3L2lzI2AsLC6N4375q8RQnJ2PyNZ039s4sWYJ19+46++NCxp6/vx9KKXr37k0uEBBgjJ/evXuTW2Ps5W/ZQlUda/tcbfKMx/XVNfZcPzMdxZVXXsn+/ftrfe7555/n+eefr/U5f39/Nm7c2Ojz/Pa3v+WVV17hiSeewMfH+DPy2muv8dprr9W6/4oVK6qVJ0yYUOsa4nXr1jFy5MjzZvzqa1dT6q+L6wNbtanv+sNffPEFX3zxRaPO0ZT+AbjiiivYs2dPo+p2WbBggfuKCC733nsv9957b6Pr8EzcPd1yyy3ccssttT7X2PFTs53z5s1j3rx5QP39PG7cOI4cOdKo7dOmTav1n5arrrrqvJltLy8vtm7d2mDcns6ePVvr9tr6ecCAAXW2y7OemjPCtb2OYNwAozH97NmvMTEx1ZaA7Ny587z9lVLVrudc3xViOrIG76SnlFoPFAG7AHdGobVu3r9OzdDYO+lV5uaS+/obFH366Xlviw4/fKieI1vexRKLxCFxSBxtG4fcSa923333HUOGDGn0MotLTW5uLtu2bWPGjBntHYoQwkNdd9JrTIJ8QGvd8K18WlFjE2SX2v7ItXWCfLHFInFIHBJH28QhCbIQQnQcF3Kr6R+VUiNaL7SW59OjB72X/JnBG76jy8yZ+LXC5WE6WiwSh8QhcXS8OIQQQrSPxswgHwQGAylABaAArbUe2frhGZo6gyyEEO1FZpCFEKLjqGsGuTGXebuu9cISQgghhBDi4tLgEgutdRpwGTDF+X1ZY44TQghxccvPzycuLo6YmBjMZjOff/45YNxu2XW5M7PZjMlkIjk5mc2bNxMXF8dDDz3U5HPNmjWL48eP13ve+uzYsYORI0cyfPhw993ZPDkcDqKioshzXpXlscceIzo6mtGjR7dI/U2xZs0ann322WrbcnNzmTp1aqPr8Pb2dvd/Y64q8dBDD9GrVy/3nd8a4+WXX6asrKzR+9emrn7++OOPGTJkCEOHDmXt2rUATR4/8+bNc18+rKqqitDQUO655x5sNhtms5mwsDD69u3rvq7xnDlzqm03m80sXLiwWe06evQoEydOJDIyklGjRnHKdfWjJgoKCmryMbWNH0/R0dGkpqY2K56mqKv/Xa6++momT57c6nG0G611vQ9gCbAWOOos9wG2NXRcSz5iY2O1EEJ0BECSrvE7LCkpqdHH3/TFTfrJn57UOaU5rRThOTabTZeUlGittc7NzdVhYWG6qqqq2j6ZmZl68ODBWmutZ82apa1Wq3744Yf14cOHG32eAwcO6Pj4+Cad15PD4dBDhgzRP/zwg9Za65yc8/tm7dq1eu7cuVprrRMTE3VcXJy22+06NzdX9+vXTxcXF19Q/S1h3rx5esuWLY3aNzAwsEl1b9u2TScmJuqoqKhGH9O/f3+dm5vbpPN4qqufKyoq9IABA7TFYtFpaWl60KBBuqqqqsnjZ+7cuToyMlInJyfrLVu26KioKL1o0SL380uWLNEvvPDCecfVtb0pxo4d6x4Pp0+f1nl5ec2qp6mvY2NERUXplJSUFq+3pvr6v7S0VA8YMEAPGTLE/bPcUSUlJenp06e/O3369GDt8Xu7MTPBNwLxQKkzoc4EglsjWRdCiP90R84c4bNjn3Hdp9fx1PanyC3LbbVz+fr6ume4ioqKqKioOO+aph9++KH7Ns7a+ZkV1x8QoN4bK7isWrWKG288d7vuxpzXU1JSEj169GDChAmAcX3wml555RUWL14MwIkTJzCbzfj4+BAaGkrfvn1JTEy8oPo9LV26lEmTJjF48GAWLVrE0KFDyc01Xqc5c+YQHh5ebabNZcaMGaxcubLeuptr3Lhx591JrS4bNmxw3yxj8uTJ1W6osWzZMqKjo4mOjmb58uX11lNXP+/YsYOoqCh69epFeHg4l112Gfv27WvWFQjdKgAAIABJREFU+ImPj2fNmjWsWbOG+Pj4RrXvQu3duxc/Pz/3eOjTp4/7Gufx8fHuG+i47h5X33jQWrNgwQKio6O577773OfYvHkz11xzDTNnziQ6Opr7778fqHv8PP/88wwfPpybb7652m3bX3jhBYYNG0Z8fDwRERHumeW1a9cyduxYzGYzDzzwQLP7oq7+37x5M+PHj2f8+PF8//33za7/YtaYBNmmjZGsAdT/Z+/d46qq0sf/9xYBURTvXDQ0TFNAOcIBC/GTkH7EUQjLsRmdvMyUOR+zadTy66+ZkbIam7FwzEFHa+wiTTnlDSfDLDAgMbyApiKZgiAeAUlA4MCBs35/HM6Jg+cGQqaz3q/Xfp2z1l7rWc9a++Hw7LXXXo+i9OhclSQSieTOZsGnC9h1zvA4WqfXseDTBSR/l2w6r9PrqG+qZ+e3O4neEU3U9ig+zv8YgO+137Pg0wWkFaUBUF5nPdCLI1RXVzN69GjGjBlDYmIiLs2BXYwkJSXxi1/8AoBFixYRERGBXq9HCMHChQsdCmObmZlJ65cU7bXbkosXLzJw4ECmTp3K2LFjbwjLm5eXx/Xr101t+Pv7c/jwYUMkzosXOXPmjFmEsbbKt0RsbCzTpk3Dz8+P6OhoDh06BMC7777Liy9ajqOlVqv56quv7MoG0Gq1BAcHM378eL788kuH6jjKpEmTyMnJwcfHh9TUVNP3goIC1q9fT1ZWFunp6axatYrS0lKrcqyNs0ajwdvbm02bNrF9+3a8vLy4fPlyu+wnJCSE48ePk5+fz4gRIzp0HKxx/vx5hg0bZvFcYmIiubm5ZGVlsX79epNdWbOH2tpaZs6cyYkTJzh69Cjp6ekmWZmZmcTHx/PNN9+Ygs9Ysp+CggK2bNnCsWPHiI+P5/z584DBbv/xj39w9OhR/vKXv3DhwgUASktLWb16NWlpaeTk5FBUVNRuJ9ba+KekpPDggw8SFRVFSkpKu2T/1HHkJb3tiqL8A+itKMoTwK+BLZ2rlkQikUh0ekOgkrK6Mt47/R6PjHikw9vo2bMnJ0+e5MyZMyxcuJBHHnkEZ2dnwLAOs6amhqCgIACioqLYu3cvr7/+Ort37yYhIcEUydIWly9fvmFW1la7rdFqtaSmpnLixAl69+6NWq0mOjoaPz8/ADZs2GA24zZ69Gjmz59PeHg4gwYNIjIykm7dulnVz558S/Tt25eqqirTpzE8ry0GDhx4Q4hoaxQXF+Pl5UV2djYzZszg22+/NUWQ7SyOHz/OhAkTTLP7YWFhnDhxgkmTJlksb22cjU8DjOt/d+zYgaIo7bYfLy+vdq3lbS9CCFNY7Na89dZb7Nq1CyEEJSUlppl3a/bg5OTE5MmT6dKlC5MnT+bIkSNMmDABMDifxjXjxmigljh27BgRERG4ubkREBBgWhd89OhRJkyYQI8ePRg5cqQpPysri/PnzxMeHg4YovCdP3+eqKiodo2HpfFPSUlh2bJldO3alRdeeKFdcn/q2HWQhRBrFUWZDFQB9wJ/EkJ81umaSSQSyR3K1ugfHl07d3E2S7fEuYszXZQuxN0Tx6Igg7PRp1sfs/L93Rx7rG6PUaNG4ezsTG5urumlp5azxwA7d+7k2LFjLF26lGeeeYaIiAgSEhJuCMnbGjc3N7PHwvbabY2npyejRo3C19cXMDgWeXl5+Pn5UVVVxf79+0lISDCrs3TpUtOj5fvuu89Ut63yraEoitnRZCF0fWu0Wq3DTq4xfHZoaCje3t4UFhYyspP34zYue2gLlsZZq9Wa3QhoNBq8vLzabT+vvPIKXbp0YceOHW3Wrz34+fmZXihtSVpaGikpKWRmZtK9e3fUajV6vR5w3B5aOt4eHh4O6WOUaaTlUhVrTJkyhaSkJIfk26P1+BcWFnLhwgX+93//F4CioiLOnTvHPffc0yHt/VRwaDcKIcRnQohnhRDLpXMskUgknYtzF2dcnVx5ePjDfPrIp/zhvj90mCPckkuXLnH16lXA4MScPn2aQYMGmc6///77Zg5yXFwcq1evpri4GD8/P9LT09myxf4DRX9/fzOHw167K1euZOXKlaZ0aGgoFy9epKKigoaGBk6ePGlyXrdu3cqcOXNumH02yj948CAVFRVmSzzaIr8jyc/Px9/f3265iooK6urqAMPj9ZKSEjMHv7X+7aVXr15UVFSY0sHBwWRkZFBTU8O1a9fIzs5mzBjbIQ8sjXNYWBinTp2itLSUoqIiiouLGTNmTLvtp3fv3vTq1evmOothrbA9ZxxApVJRU1NDRkYGYHgCcvXqVaqqqujfvz/du3fn1KlT5Obm2pXV1NTE559/jl6v58CBA4SGhrZZ7+DgYDIzM9FqtZw+fdq0o4ZarSYjI4Pa2lry8vIoLCwEDDcq6enpFBcXAwaHtuUSI0fHwUjr8U9JSeHxxx8nLy+PvLw8Fi1axKefftrmfv3UseogK4pSrShKlbXjx1BOUZQYRVE2V1RUUFtbS3V1NVVVVdTV1VFRUYFOp6O0tBQhhOlu1fi44/LlywghKC0tRafTmX5wqqqqqK6upra2lmvXrtHQ0EB5eTl6vd5kQEYZxs8rV67Q2NjI1atX0Wq1VFZWUlNTQ01NDZWVlWi1Wq5evUpjYyNXrlyxKEOj0aDX6ykvL6ehoYFr167JPsk+yT7dgX26We7tc2+nO8ZGLl68yMSJExk9ejRRUVG8+uqreHt7A4Ztz9zd3bn33ntN5Y2zWIGBgRw+fJjQ0FAefvhhu+1Mnz6d1NRUh9oFw7VpOQPp4eHBunXriIqKYuzYsfzyl79k5MiRCCHYsmULTz755A1tLliwAH9/f55++mm2bdtmNgPnqPy2UlBQgEql4k9/+hMffvghKpWKTz75xHQ+NTWVadOm2ZWTl5eHSqVizJgxzJgxgzfffJPu3btb1R9g8eLF3H///Zw9e5bBgwezZ88eu+0sWbKEuLg4IiIi0Gg0DB06lCVLljBu3DgiIiJYtWoVAwcOtCnD0ji7uLiwZs0axo8fT1RUFAkJCXTp0qXd9tMa4zZvmzZtIiEhweqTh9YUFRUxfvx4h8q+9957rFixglGjRjFlyhRqamqIjo5Gr9cTFBTEiy++SHBwsF053bt354MPPmDMmDGmNeXWsGY/Q4YM4Te/+Q1jx47lj3/8I3fffTcAvr6+LFy4kODgYOLj4xk2bBiurq4MHDiQjRs3EhMTw+jRo3n00UfNXoZsyzhYIiUlxWx7twcffPCOdJAdiaT3IqAB3sMQRW8O0FMI8ZfOV8+AjKQnkUhuF2QkvRupq6sjMjKSjIwMunZ15NUXx9i3bx/vvfce77//fofJ7EwmTJjA7t276du3761W5b8SlUrF559/btqR4k6gurqanj17Ul5eTkhICAUFBVbXTxu5E8fhZriZSHpThBDjWqQ3KopyGPjRHGSJRCKR3L64ubmZHq0PHTq0w+ROnTqVqVNvj2CvZWVlLFu2TDrHt5CcnJxbrUKH8/vf/56vv/4aMGzRZ885hjtzHDoDRxzkJkVR5gAfYNjq7ZeA/bcRJBKJRCJpZvLkybdahVvKgAEDiIuLu9VqSO4w3nzzzVutwh2LIy/pzQZmAVeaj58350kkEolEIpFIJHccjmzzVgA81PmqSCQSiUQikUgktx6rDrKiKG/QHD3PEkKIpztFI4lEIpFIJBKJ5BZia4nFEeAo0A0IBr5tPlTINcgSiUQikUgkkjsUqzPIQoh3ABRFmQ9ECiF0zelNwP4fRTuJRCKRSCQSieRHxpGX9HyAni3S7s15EolEIulkdKWlXI5/gfNxMzpc9tWrV1Gr1QQFBaFSqdi1a5fp3OHDhxkzZgyjRo1i1qxZgCHUrlqtZvny5W1ua9asWWbR9JYvX46npyeBgYEO1bekT0v0ej0BAQGUl5eb8qqrq/Hx8WHt2rU3Lb8t7NmzhzVr1pjllZWVMWXKFIfqX7p0iYiICPz9/QkODuazz+wHsHVyckKlUqFSqXj6acdWQK5bt47a2lqHylrj+eefJzAwkODgYDP72b59O8OHD2fEiBEkJycDbbef+fPnM2TIEMAQka5///489dRTdutZGv+2kJaWhoeHByqVisDAQF5++eV2y7KGu7v7Tcto7/hY42bH7Y5DCGHzABYAhcDbzccFYJ69eh15hISECIlEIrkdAI6IVr9hR44cabOchitXRMmqeHFmTJA4HThanL53ZAdrKkRDQ4Oorq4WQghRVlYmvLy8RFNTk9Dr9WL48OEiPT1dCCFEaWmpEEKIWbNmibq6OvHss8+KvLw8h9v55ptvRGxsrFleZmamyM7OFgEBAXbrW9OnJcnJyWLevHlmec8995yYPn26+Otf/3rT8juC+fPni4MHD9otp9FoRE5OjhBCiIKCAuHj42O3To8ePdqsz5AhQ0RZWVmb6xnJzs4WarVa6HQ6UVZWJgYPHiyqqqpEfX29GDp0qNBoNKKwsFD4+fmJpqamNtvPvHnzhL+/v8jJyREHDx4UAQEBYvHixe3W11FSU1PFtGnThBBC6HQ6MXz4cFFQUNChbbTnerXmVo3PncaRI0dETEzMWzExMT1Fi99tuzPIQoitwDhgZ/Nxv2hefiGRSCSStlP42Fyu7dgJgNDpKHxsLpXNoYEbLl4kf8L/cC7qQa59/DGivh50OlPdxu+/p/CxuVR/YQjd3FhW1m49nJ2dTTNZlZWV1NfX09jYyJEjRxgwYAARERGAYQ9fwDhp0nICxSyErTWSkpKYMcN8Bjw8PJz+/R0Lo21Nn5a88cYbLFmyxJTOz8+nrKwMRyIYOiK/JfHx8TzwwAPcc889LF68mBEjRlDWfB3mzp2Lr6+vxZm8uLg4tm3bZlcfT09PgoKCABgyZAg6nY76+nq79RzlwIEDqFQqSkpKiIyMNH0HQ7CJwMBAAgMD2bp1q0053333HSqViq5du9K/f38GDRpEdnY2hw8fJiAgAE9PT3x9fbnrrrs4ceJEu+wnNjaWPXv2sGfPHmJjY035LWdgJ06ciDHarrXxT0tLY/LkycycOZPAwECeeeYZh8aqtraWhoYGXF1dAUhOTiYsLAyVSsXSpUvN9AwKCiIkJIQNGzaY8jUajdm5/Px807mVK1cSEBDAE0884ZAulrA2Ptb0sTYO1sbN3d29Q/S8HbHqICuKMrL5MxjDkoqi5sOnOU8ikUgkHUzJ/1tJU1kZNDaaOcadRXV1NaNHj2bMmDEkJibi4uLCxYsXGThwIFOnTmXs2LEkJiYCsGjRIiIiItDr9QghWLhwIWlpaXbbyMzMdMhRtYY1fYzk5eVx/fp1szZWrFjBqlWrOkS+JWJjY5k2bRp+fn5ER0dz6NAhAN59911efPFFi3XUajVfffWVQzoZSUlJYezYsSYHzRparZbg4GDGjx/Pl19+abPspEmTyMnJwcfHh9TUVNP3goIC1q9fT1ZWFunp6axatYrS0lKrcvz9/Tl8+DC1tbVcvHiRM2fOoNFo0Gg0eHt7s2nTJrZv346XlxeXL19ul/2EhIRw/Phx8vPzGTFihM2yYHv8MzMziY+P55tvviE+Pt6mnPT0dFQqFT4+PsydOxcvLy9KS0tZvXo1aWlp5OTkUFRUxBdffAFAYmIiubm5ZGVlsX79ejQaDQBLlixh6tSp5ObmkpqaSu/evQHDjUFMTAw5OTmkpKSYblDairXxsaaPtXGwNm4dpeftiK19kJcCC4HXLJwTQFSnaCSRSCR3OEPee9f0XXF2NksP/ts6yhI3UrljB0Kvv8FJ7tqnj1n5rnZmO+3Rs2dPTp48yZkzZ1i4cCGPPPIIWq2W1NRUTpw4Qe/evVGr1URHRxMVFcXevXt5/fXX2b17NwkJCfTo0cNuG5cvX7Y7K2sLa/r4+fkBsGHDBrOZr+TkZEaMGGFan3mz8i3Rt29fqqqqTJ+VlZV22xk4cCCXL192SCcwzD4uW7aM3bt32y1bXFyMl5cX2dnZzJgxg2+//RY3NzeH2wI4fvw4EyZMMM3OhoWFceLECSZNmmSx/OjRo5k/fz7h4eEMGjSIyMhIunXrRmNjI2C4oQLYsWMHiqK02368vLw6ZM1uSEiIac270VG1xoQJE9i7dy/V1dU8+OCDzJw5k4KCAs6fP094eDgA169f5/z580RFRfHWW2+xa9cuhBCUlJRQUlKCl5cXaWlpJCUlAdCrVy969eoFgIuLi0nO3XffjUajwcenfa93WRofa/q0dRw6Us/bDaszyEKIhc2fkRaOH8U5VhQlRlGUzRUVFdTW1lJdXU1VVRV1dXVUVFSg0+koLS1FCGH60THe3Vy+fBkhBKWlpeh0OioqKqirq6Oqqorq6mpqa2u5du0aDQ0NlJeXo9frTXdYRhnGzytXrtDY2MjVq1fRarVUVlZSU1NDTU0NlZWVaLVarl69SmNjI1euXLEoQ6PRoNfrKS8vp6GhgWvXrsk+yT7JPt2BfbpZug4YgPeqP3HPgc/oPXMmiqsrODvftFx7jBo1CmdnZ3Jzc/H09GTUqFH4+vrSq1cvQkJCyMvLY+fOnfz9739n6dKl5OTkEBER4dAMspubG1qttt26WdMHoKqqiv379zNz5kxT+cOHD/Pxxx8zcuRINmzYwF/+8heTk9JW+dZQFMXsaGqyv/upVqt12GnVarXMnDmTtWvXMmzYMLvljc5PaGgo3t7eFBYWOtROS4zLHtqC0Rb+85//oNFo8PX1xcfHx+xGQKPR4OXl1W77eeWVV/jDH/5glqcoium70SG3h4eHh2OdakHPnj2JiooiIyMDgClTppCTk0NOTg7nzp3j8ccfJy0tjZSUFDIzM8nJyWHkyJHo9Xqbcp1b/E0rimK3vC1aj489fdoyDh2p5+2G3Uh6rVEUZTLwnBBicifoY4YQIhlIVqvVT3Tv3t3snPFHZuDAgQB4e3sDmO5sjGnj+b59+5rVAzDKNK6DM/7AGGUYPz09PQHo168fAN26dbtBV2OesWxrGUbZxrZcXFxukCH7JPsk+3Rn9KkjMDrKA/7vt5QlbqTu+PEOk23k0qVLdOvWjX79+qHRaDh9+jSDBg1i+PDhXLx4kYqKCtzd3Tl58iR+fn7ce++9zJgxgyNHjuDn58ebb77Jk08+ycSJE2224+/vz7lz5xg6dKhDeq1cuRKAP//5z4DB6bOkD8DWrVuZM2eO2T/yl156iZdeegkwrBd2d3dnzpw57ZLfkeTn5+Pv72+3nBCCefPmMXv2bKKjo28431r/iooK3NzccHNzo6CggJKSEnx9fe2206tXLyoqKkz2HRwczIoVK6ipqUGn05GdnW13ucnVq1fp168fBw8epKKigpCQEHQ6HadOnaK0tJT6+nqKi4sZM2YMQUFB7bIfS7OcHh4epn7bu5m5GfR6vcmZDwsL46mnnqK4uJjBgwdTWFiIq6srVVVV9O/fn+7du3Pq1Clyc3NN9SMjI9m6dStPPvkkNTU11NbWOrTGPS0tzaGbB7hxfGzpI3EcW5H0ooBNGNYf7wJeAd4FFKDj9zyRSCQSyQ0YHeXO4OLFiyxcuBAwbBP16quvmm4c1q1bR1RUFDqdjtmzZzNy5EhTvcDAQFasWEFoaKjJEbXF9OnTSU1NNXtUv3jxYnbs2EF5eTmDBw8mMTHR9JJR62UIHh4eFvURQrBlyxYOHDjQpn47Kr+tFBQUEBcXZ3oakZGRwSuvvMLPfvYzAFJTU5k2bZpdOZmZmezYsYOzZ8+yefNmAD755BPTDVlr/fPy8liwYAGurq44OTnx5ptv0npSyRJLliwhLi6Ovn378tFHHzF06FCWLFnCuHHjAFi1apXpBtIaCxYs4Ny5czg7O7Nt2zYURcHFxYU1a9Ywfvx4ABISEujS5YcH1m21H0usWLGC6Oho1Go1d911F2B//NuCcQ1yY2MjkZGRTJs2DUVR2LhxIzExMTQ2NtKjRw+SkpKIjo5m8+bNBAUFMXLkSIKDf3hNa/369SxcuJCNGzfi7OxMUlKSXQe5qKjINHbtwZY+lujIcbuTUKw9UlEU5Tjwe+AQMBWDc/xHIcTffjz1DKjVamF8Q1UikUh+yiiKclQIoW6Zd/ToUXEzL6nd7tTV1REZGUlGRgZdu7b5waVV9u3bx3vvvcf777/fYTI7kwkTJrB7927T0wqJxBIqlYrPP/+8Q59ISaxz9OhRXnjhhX8Cz+zZs6famG/rl0oIIdKav+9SFKXsVjjHEolEIrm9cXNzY/Xq1RQXFzu8zMIRpk6dytSpUztMXmdSVlbGsmXLpHMssUtOTs6tVkGCbQe5t6IoD7dIKy3TQogdnaeWRCKRSO4kJk/u9NdWftIMGDCAuLi4W62GRCJxEFsO8kEgxkpaANJBlkgkEolEIpHccVh1kIUQC35MRSQSiUQikUgkkp8CdkNNSyQSiUQikUgk/01IB1kikUgkEolEImmBdJAlEonkJ0b+YQ3v/H+Z/H3RF7zz/2WSf1jTKe1cunSJiIgI/P39CQ4O5rPPPjOde/755wkMDCQ4OJhdu3YBhghdarWa5cuXt7mtWbNmce7cOVN6+/btDB8+nBEjRpCcnGy3vpOTEyqVCpVKxdNPP33Deb1eT0BAAOXl5QAsX74cT09PU0hde/z1r38lMDAQf39/XnjhBQd7ZZk9e/awZs0as7yysjKmTJnisIy26t/W8mDY67q2ttbh8pawZCdg+fq21X7efvttBgwYgEqlYvr06Vy4cOGmdO0IjHYYEBDAL37xC+rq6uzWsWQPtrjZ6/L222/j4uJi+luYPn26KejIn//8ZwICAggICODnP/85YAhw1NDQYKqv1+vlbitgiNhj7wACgVnAXOPhSL2OOkJCQoREIpHcDgBHRKvfsCNHjjhc/2zWZbFpSarY8OTnpmPTklRxNutyh+uq0WhETk6OEEKIgoIC4ePjI4QQIjs7W6jVaqHT6URZWZkYPHiwqKqqErNmzRJ1dXXi2WefFXl5eQ63880334jY2FhTur6+XgwdOlRoNBpRWFgo/Pz8RFNTk00ZPXr0sHk+OTlZzJs3z5TOzMwU2dnZIiAgwK5+RUVFYtiwYaKhoUHU19eLu+++W5w/f95uvbYyf/58cfDgQYfKtkX/9pQXQoghQ4aIsrIyh8u3xpqdWLu+bbWfrVu3isWLFwshhPj888/FvffeKxobG9utb0dgtEO9Xi8effRR8frrr3d4Gzd7XbZu3So8PDzE+vXrhRBCTJs2TaSmpoqvv/5a3H///aK+vl4IIcSxY8eEEEKEhISICxcumOpfunRJqFSq9nfgNuPIkSMiJibmrZiYmJ6ixe+23RlkRVFWAW80H5HAX4BYB+p1UxTla0VRchVFOaUoygvN+XcrinJYUZRvFUX5UFGUG2PESiQSyR3MzteOceYrQzS0piY9O187xtnmWeJDu76jsUFvVr6xQU/6v78FoO56AztfO8aFE4bZoZrK+nbr4enpSVBQEABDhgxBp9NRX1/Pd999h0qlomvXrvTv359BgwaRnZ1tnDBpOXlCTU2N3XaSkpKYMWOGKX348GECAgLw9PTE19eXu+66ixMnTrS7HwBvvPEGS5YsMaXDw8NNIZQdobGxkfr6eurr63FxccHDw8Nq2fj4eB544AHuueceFi9ezIgRIygrKwNg7ty5+Pr68tRTT91QLy4ujm3btjmkT1v1b0v5AwcOoFKpKCkpITIy0vQdDJHfAgMDCQwMZOvWrTblWLMTa9e3vfYDEBUVRb9+/cjOzgYgNjaWoKAgQkJC2LBhAwD33HMPjY2Npjp6vZ7hw4cDkJycTFhYGCqViqVLl5rK/O1vf2PUqFGMGTOGFStWOKQLgKIoPPDAA6anItbGzZo9uLu7s3LlSgICAnjiiScA29elrcTExPDvf//bLK+wsJABAwbg4mJwu8aOHQvAsGHDKC4u5vHHH+eJJ56guLi4U0Kt3244ssRiJvAgoBGGnS2CAFcH6tUDUUKIIEAFRCuKch/wKpAghBgOfA/8pl2aSyQSyR3I9e8tO7za67pObTclJYWxY8fi6uqKv78/hw8fpra2losXL3LmzBk0Gg2LFi0iIiICvV6PEIKFCxeaHt3aIjMzk5aRBDUaDd7e3mzatInt27fj5eV1Q/jk1mi1WoKDgxk/fjxffvml2bm8vDyuX79Oe6MVDh48mN/97nf4+voyePBghwJ6xMbGMm3aNPz8/IiOjubQoUMAvPvuu7z44osW66jVar766qt26diRTJo0iZycHHx8fEhNTTV9LygoYP369WRlZZGens6qVasoLS21KseanVi7vu21HyNDhgwxLbNITEwkNzeXrKws1q9fj0ajYcyYMZw6dYqSkhIuXbpEfn4+o0aNorS0lNWrV5OWlkZOTg5FRUV88cUXgCGc9tdff82JEydYtmyZw7rodDo++eQTRo8ebXPcrNlDTU0NMTEx5OTkkJKSQklJidXr0h48PDzw8fHhzJkzprxJkyZx+vRpU4hv49/csGHDuHTpEkVFRWg0GoqLixk2bFi72r2TcCTmZ50QQq8oSqOiKL2AUsDurYUw3B5eb046Nx8CiAJmN+e/A8QDG9uot0Qikdy2zFgWbPru5NTFLO3e15XrFTc6ye59DfMSbu4uZuV7eDgyX2EbjUbDsmXL2L17NwCjR49m/vz5hIeHM2jQICIjI+nWrRtRUVHs3buX119/nd27d5OQkECPHj3syr98+TIDBgwwpY2zh4sWLQJgx44dKIpiU0ZxcTFeXl5kZ2czY8YMvv32W9zc3ADYsGGDxRlbR7l27Rr79u3jwoUL6HQ6xo8fz/Tp0/H29rZap2/fvlRVVZk+Kysr7bYzcOBAuzcCt5Ljx48zYcIE3N3dAQgLC+PEiRNMmjTJYnlrdmKcxW19fdtrP0YURTHZyVtvvcWuXbsQQlBSUkJJSQlhYWEcO3bMNFsdFhYUXEaEAAAgAElEQVRGWFgYWVlZnD9/nvDwcACuX7/O+fPniYqKIjQ0lF//+tdMmzbN7CmHNerq6lCpVABMnDiR3/zmN+zdu7dN4wbg4uJi0ufuu+9Go9G02xm2xty5c3nnnXdM6d69e3Py5Ek+/fRTduzYQUhICKdPn2bYsGEUFhbSrVs3XFxcKCgokDPIOOYgH1EUpTewBTiKwen92hHhiqI4Nde5B/g78B1wTQhhfAZSDAyyUnchsBDA29tbhl6USCT/Fdz/0DBSk/LMlll0denC/Q91zoyOVqtl5syZrF271mzWaOnSpaZH0ffddx++vr7s3LmTY8eOsXTpUp555hkiIiJISEhg4sSJNttwc3NDq9Wa0j4+PmaOokajwcvLy6YM4/nQ0FC8vb0pLCxk5MiRVFVVsX//fhISEtradRMHDhzA19fXtKxi7NixHD9+3KaDbHTWjEdTU5PddrRarcmp/ylivHFpC5bsRKvVWry+7bUfI4WFhQwdOpS0tDRSUlLIzMyke/fuqNVq9Ho948aN4+OPP6a2thZFUTh69ChTpkxBq9UyZcoUkpKSbpD56aefkpGRwQcffMAbb7zB0aNHberg5uZ2gz/SnnFzdnY2fVcUBb1eb6N0+5gyZQqrVq0yuznt1q0bcXFxxMXFERMTQ1ZWFsOGDePDDz9ErVbj4uLCZ599ZrYM5b8Vuw6yEOL/mr9uUhTlU6CXEMKhxWJCiCZA1exg7wRGWSpmpe5mYDOAWq0Wxjs2iUQiuZMZMc7gCB7a/R3XK+px7+vK/Q8NM+V3JEII5s2bx+zZs4mOjjY7d/XqVfr168fBgwepqKggJCSEkJAQZsyYwZEjR/Dz8+PNN9/kySeftOvg+Pv7c+7cOYYOHQoYZthOnTpFaWkp9fX1FBcXM2bMGFP5lStXAoY37gEqKipwc3PDzc2NgoICSkpK8PX1BWDr1q3MmTPHzOGwR2v5xpnp+vp69Ho9x44dY9WqVQ7Lc5T8/Hz8/f1vWk5r/dtLr169qKioMK1dDg4OZsWKFdTU1KDT6cjOziYxMdGmDEt2otPpLF7foKCgdtkPwBdffEFZWRmhoaH85z//oX///nTv3p1Tp06Rm5sLGG6ennrqKWJjY3FxceHf//43f/jDH9DpdDz11FMUFxczePBgCgsLcXV1xdPTk4sXL/LAAw8wevRo03rlttKecbNF6+tiJD4+nrS0NIeXpTg5OTFhwgT++c9/AnDhwgUaGxsZPnw4dXV1FBQUMGjQIHr37s3BgwdZtGgRzs7OrFmzxrSu+78Zuw6yYnieMQfwE0K8qCiKr6IoYUIIh2aRAYQQ1xRFSQPuA3oritK1eRZ5MNC+FegSiURyhzJinFenOMStyczMZMeOHZw9e5bNmzcD8Mknn+Dj48OCBQs4d+4czs7ObNu2zWwJRGBgICtWrDCtZbTH9OnTSU1NNT1ydnFxYc2aNYwfPx6AhIQEunT54ZWY1ssQ8vLyWLBgAa6urjg5OfHmm2/SvXt3hBBs2bKFAwcO3NDm4sWL2bFjB+Xl5QwePJjExERiY2Mtyo+IiGDKlCkEBQXRpUsXHn/8cUaNsjSfY5uCggLi4uKoqKigrq6OjIwMXnnlFX72s58BkJqayrRp0xyS1Rb97ZW3xpIlS4iLi6Nv37589NFHDB06lCVLljBu3DjAsD534MCBNmVYshN717ct9vPhhx+SkZGBj48Pn3zyCU5OTkRHR7N582aCgoIYOXIkwcGGJUfu7u506dKFqKgoXF1d+de//kWfPn0A2LhxIzExMTQ2NtKjRw+SkpIQQvDYY49RVVVFU1MTr732mk1drGFt3OzZgzVaXxfj05OioiLTmDrKvHnzTE9X6urqmD9/PjU1NQghmDt3LqNHjzbs2NClC2q1mq5du9LY2MiQIUPaMRJ3Foq9RwOKomwE9BheuBulKEofYL8QItROvQGArtk5dgP2Y3hBbx7wsRDiA0VRNgEnhBA2b7XUarU4cuSIQx3KP6z5UWZebiddpB5SD6nHj6eHoihHhRDqlnlHjx4V7X2B7E6grq6OyMhIMjIy6NrVkZV9jrFv3z7ee+893n///Q6T2ZlMmDCB3bt3yz1mJe1CpVLx+eef069fv1utyh3F0aNHeeGFF/4JPLNnz55qY74jv1TjhBDBiqIcBxBCfO/g1mzewDvN65C7ANuFEHsVRTkNfKAoykvAceCtNvfGCvmHNWZr965X1JOalAfwo/+j/anoIvWQekg9bj897jTc3NxYvXo1xcXFpmUWHcHUqVOZOnVqh8nrTMrKyhzaHUMisYZ8F+vHxZEZ5MNAOJDd7CgPwDCDPPbHUBAcn0F+ffajiKYb91RUnHpwd8gK/CN8uHecF7qGJva+kUvgA4MYrvakvq6RTxJPMCZqMMPGDqTuegOf/uMbVJN9uXtMf2oq69n/5imCo4cwJKAf1RVaDmw9jfpnQ7lrVF8qy+r44t0zhMXczaARffheU8M/n1kA4sZIOIpTDx579U0ytn9LxKzhDLirJ1cKqvjq43P8zy9G0G+QO5e/qyRr13dMnHMvfbx6cCn/e75OvkDU3FF4DHCj6EwFRz4pYNICf3r27Ubhqasc+7SQ/308gB4erlw4UU7OZxeJfjKQjQsfszgmKN15+t1/4ezixNnDGk5nlBD7jAonpy6c+eoyeYcum96UP5V+iXNHS3noGcMlP5lWTMHJcmKWGNaF535eRPHZ75n2f4Y1hMf3X0RzoZKpT44G4OinBaS98xzoLY/H+F/8mevfa3lwnmFt3qGd36Gt0RH5q5EAZH70LY06PQ/88l4A0rfnAzBh1ggADv7rLF2duzB+pmH9WOq2PLr1cOb+GYYXjj5/5zTufboxLtbPuo106c7Sf20HYN8/TuJ1twdj/9ewxvE/iScYfG8fgh68C4DkN3IYOro/oycOBmD3uuPcEzKQgAmG9013vnaMkfd7Myrcm6YmPXvW5dxgexeOvIrQW9KjB3erV9yU7aUlneW+uGF4D/Pg6qXrfPlBPuGP3IPn0F6UFVWb2d7rv3zUqh5L//XhTdmem7sL3x0v5cQXxfzs/8bg6taVb49c4ZuDl5i+JMjM9i4cfdXqdRk2buVN2V558XWmPG6ILpb9nwtcu1LL5F8HAHB4z3kz23v9l7MQVux06fsf3pBvCTmDLJFIJLcP1maQHdkHeT2GF+wGKoryMpABvNI5at4cFh1BG/mdigXnGH58Xay2Z0W/TsOC0wE/nfGw5BR1qh4WnFJb+Xe8Hj+Z6/LTsFOJRCKR3FrsOshCiCTgOeDPwGUgTgjxb9u1fno0XN9OU0PzhtlC15w+25yup+H6dvQNhog4Ql9nSOu+az5f25wuaD5f3Zy+2JyuNKQbi5vT39vURTSV0XB9O6LJEHlJNGqa04bIWPrGEkO6WY6+sbg5bdhnU6+72Jyubk4X0HB9u8np1eu+az5vJ0a8MAQeaGo401xf35w+ZUg309Rwkobqj35I1+fScH1ni/QxGq7vMqUb64+gu578Q1qbbVONRu1X6Gr2/5CuS0dX+5kprav7El3tFz+cr02jsTbth/O1X6Cr+7JF+jMa69J/SNfsp1Hr+Ob8uuvJNNb/8MSi4foumuqPtUjvpKk+94d09Uc0NZxscX47TQ2nDAmht2h7trhZ2zOkDe++iqZygy00aprT5rZnj5u1PX3Duebzhn19mxrONqdb2Z6t8bhJ29Nd/0+LdBa6mn0t0ua2J5FIJBIJ2FmDrChKFwwv0QUCeT+OShKJRCKRSCQSya3DkTXIScBKIcTFH0elG3F0DfJrj063em7Zh3s7UiW7/FR0kXpIPaQeP64ecg2yRCKR3D7czBpkb+CUoiifK4qyx3h0mqYSiUTyX8zGhb/itUen33BsXPirDm/r0qVLRERE4O/vT3BwMJ999sPSpueff57AwECCg4PZtcuwjCUtLQ21Ws3y5cvb3NasWbM4d+6cWV51dTU+Pj6sXbu23Xoa0ev1BAQEUF5eblPW8uXL8fT0JDAw0CzfyckJlUqFSqXi6aefdrBXltmzZw9r1qwxyysrK2PKlCkOy7A0/rbYvn07w4cPZ8SIESQnJ9stD7Bu3Tpqa29unb81PS3p01b7mT9/vmk/3qamJvr37283pPjQoUPt2oCRs2fPolKpcHd3x9GtZDuTt99+26x/06dPNwsK0tqurOnfkf3Kz89nwoQJ+Pv7M3bsWC5etD5X+lMbz5vFkW3eXuh0LTqI7h69qa28ZjH/v1UXqYfUQ+pxe+lhqX1b+TdD165d+fvf/05QUBCFhYWEh4dz6dIljhw5wv79+8nJyeHatWuMHTuWBx98kI0bN5KRkcGf/vQnzp49y7333utQO6dOnaK+vp577rnHLP+ll17CkZl1a3q25JNPPiE0NPSG6GOtefjhh/nFL37B/PnzzfIthRBuL7GxsTcE6RgwYAA+Pj58+eWX/M///I/N+tbGv2fPnhbLNzQ0sGLFCrKysqivrycyMpJp06aZBeewxLp16/jVr35F9+7d29ZBO3q6urpa1Kc99uPu7k5ubi6VlZV2w5G3lXvvvZecnByHQ13falrblTX9O7Jfjz32GK+99hoRERGUlJTg6upqteztNp72cCTU9MGWaUVRxgOzgYOWa9w6frt5261WwcRPRRephzlSD3OkHub8WHp8+ML/I+CBSQROnERTYyMfvfwHRkdNwX9CpN26tVWVJCf8GfX0GQwLGUfNte/p0btPu/Tw9PTE09MTgCFDhqDT6aivr+e7775DpVLRtWtX+vfvz6BBg8jOzsa4JE8IYfpeU1NDjx49bLaTlJTEjBkzzPLy8/MpKytzyEG2pmfLf9ZvvPEGr7xif4Ol8PBwCgoK7JazRXx8PKmpqVy6dIkpU6bw2WefkZmZyYABA5g7dy5paWnExsbeEK43Li6Obdu22XWQrY1/VFSUxfKHDx8mICDANEZ33XUXJ06cQKVSWSx/4MABli9fTklJCZGRkTg5OZkiKK5fv94UVXHZsmUsWLCgzXo6Oztb1Kc99hMbG8uePXuorKwkNjaWqqoqALt6fvfdd/z85z/nww8/ZPjw4SQnJ7N69WoaGhqIiori9ddft9omGBzz69evAzBx4kTWrl3L3r17rV53d3d3lixZwp49ewgPD2fLli0AbW7XGrbsqrPIzc3F1dWViIgIAHx8fEznYmNjKSwspGvXrixYsMDuzL6l8klJSRw6dMjUn9/97neEhIQwd+5cq+OWlpbGyy+/jIeHB3l5eUyaNIl169ZZ1edvf/sbmzZtwtnZmalTp/Lqq6863H9HlligKIpKUZS/KIpSALwEnHG4BYlEIpH85ElJSWHs2LG4urri7+/P4cOHqa2t5eLFi5w5cwaNRsOiRYuIiIhAr9cjhGDhwoVmj4CtkZmZeYMjvGLFClatWnVTehrJy8vj+vXrDjnb1tBqtQQHBzN+/Hi+/PJLu+VjY2OZNm0afn5+REdHc+jQIQDeffddXnzxRYt11Go1X31lf0cda+NvDY1Gg7e3N5s2bWL79u14eXlZDEdtZNKkSeTk5ODj40Nqaqrpe0FBAevXrycrK4v09HRWrVpFaWlpm/W0pk977CckJITjx4+Tn5/PiBGGve/t6VlcXMysWbN45513GD58OKWlpaxevZq0tDRycnIoKiriiy++sNakTaxd95qaGmJiYsjJySElJYWSkpJ2tfvhhx+alvqkp/+wG5Mtu+oszp8/z7BhwyyeS0xMJDc3l6ysLNavX2/TPq2Vj4mJYd++faabpX379hETE2N33DIzM4mPj+ebb74hPj7epj6rVq3i66+/5sSJEyxbtqxN/bfqICuKMkJRlD8pinIG2AAUYXipL1II8aPcviiKEqMoyuaKigpqa2uprq6mqqqKuro6Kioq0Ol0lJaWIoQw/RiUlBi2t7p8+TJCCEpLS9HpdKZY6FVVVVRXV1NbW8u1a9doaGigvLwcvV5vGlCjDOPnlStXaGxs5OrVq2i1WiorK6mpqaGmpobKykq0Wi1Xr16lsbGRK1euWJSh0WjQ6/WUl5fT0NDAtWvXZJ9kn2Sf7sA+OcKjq9YQOHESAE5du/LoqjUOzR4DdO/lwaOr1jAsZBxAu2ePW6LRaFi2bBmJiYkAjB49mvnz5xMeHs5vf/tbIiMj6datG1FRUezduxcnJyd2795NQkIC06ZNsyv/8uXLDBgwwJROTk5mxIgRpvWl7dXTyIYNG+zOYNmjuLiYY8eOsW7dOmbPnk1dne1tMvv27Uvv3r3p27cvffr0obKy0m4bAwcOtOm4GrE2/tYwOhiLFi1i1qxZACiKYred1hw/fpwJEybg7u5Onz59CAsL48SJE23W05o+7bUfLy8vRo4c6bCeDz30EOPGjWP0aEPAoKysLM6fP094eDgqlYrjx49z/vz5No8PWL/uLi4uhIeH4+zszN13341Go2lXu48++ig5OTnk5OQwYcKEdunYUQghrNrRW2+9xdixYwkNDaWkpMT0W2gNS+V79erFqFGjyM7O5vjx4/j5+dGnTx+74xYSEmJ6h6B379429QkNDeXXv/41b7/9ts3lIZawtcQiD0gHYoQQ5wAURfl9m6TfJEKIZCBZrVY/0XqNlJubG2D4wQHw9vYGfngEYEwbzxvDexrrAaZ1V8Y1a8b1TUYZxk/jYyJj/HNLP1TGPGPZ1jKMso1tubjcGK1b9kn2SfbpzujT7YRWq2XmzJmsXbvWbLZo6dKlLF26FID77rsPX19fdu7cybFjx1i6dCnPPPMMERERJCQk2F1z6ObmhlarNaUPHz7Mxx9/zO7duykvL6dLly54e3szZ86cNutZVVXF/v37SUhIaOcIGDBe29DQULy9vSksLDRzylqjKIrZ0dTUZLcNrVZrZl+2sDT+1vDx8TFzvDUaTbvW69rb1cpRPbVarUV92ms/r7zyCl26dGHHjh0O6bl582aeffZZvv76a8LCwgCYMmUKSUlJFstbcgJb5jU2NprlW7ruzs7OZmX0er3ddjsKa05se26SWuLn53fDi7VgWOaQkpJCZmYm3bt3R61Wm/prqV1b5R955BF27tyJi4sLDz/8sKmOrXHz8PBwWP6nn35KRkYGH3zwAW+88QZHjx51uP+2llg8AmiAVEVRtiiK8iBwc6MtkUgkEptYeyGwM14UFEIwb948Zs+eTXR0tNk542z4wYMHqaioICQkhLi4OFavXk1xcTF+fn6kp6eb1lrawt/f3+wf7UsvvcS5c+fIy8vjqaee4rnnnjNzjleuXMnKlSsd0nPr1q3MmTPHzEFpK8anB2B4fF9SUmLTIW0v+fn5+Pv7O1TW0vgbaT0+YWFhnDp1itLSUoqKiiguLmbMmDF22+jVqxcVFRWmdHBwMBkZGdTU1HDt2jWys7PtyrGkpzV92ms/vXv3plevXg7rGRISwj/+8Q9+/etfU19fz3333Ud6ejrFxYaASoWFhWZLAvr162c6Z8TDw8NkF3l57QsDYa/djsKS/rby4+PjHXqRTqVSUVNTQ0ZGBmB4EnT16lWqqqro378/3bt359SpU+Tm5prVa92urfIPPfQQe/fuZc+ePcTFxQFtHzdr8oUQXLx4kQceeICXX365ze8eWJ1BFkLsBHYqitIDiAN+D3gqirIR2CmEkOGnJBKJpIP5MV9YzMzMZMeOHZw9e9b0wpPxZa0FCxZw7tw5nJ2d2bZtm9msUGBgICtWrCA0NJSXXnrJbjvTp08nNTWVSZMmOaRX62UI1vT09vZmy5YtHDhwwNEus3jxYnbs2EF5eTmDBw8mMTGR/v37s2DBAlxdXXFycuLNN99s184OBQUFxMXFmRyrjIwMXnnlFX72s58BkJqa6tCSAsDm+LceHxcXF9asWcP48eMBSEhIsLuDBcCSJUuIi4ujb9++fPTRRwwdOpQlS5Ywbpxh+c6qVatMT1jaoqc9fdpqP61xRM/777+fyZMn88c//pG//OUvbNy4kZiYGBobG+nRo4fZ7OTSpUtZsGAB8fHxJvtfsWIF0dHRqNVq7rrrrjbrCIanU7badRR7dmVJf1v5RUVFpmtjj/fee48nnniCiooKnJ2d2bt3L9HR0WzevJmgoCBGjhxJcHCwWZ3W7doq37dvX7y9vWloaDBdw7aOmzX5Qggee+wxqqqqaGpq4rXXXnNwxA3YDRRiVlhR+gI/Bx4VQlh+nbYTcDRQiEQikdxqZKCQG6mrqyMyMpKMjAy6dnVkd1HH2LdvH++99x7vv/9+h8nsTCZMmMDu3btNy3kkkluBSqXi888/vy2XhHUGNxMoxIQQokII8Y8f0zmWSCQSye2Nm5ub6dF6RzJ16tTbxjkuKytj2bJl0jmW3HJycnKkc+wAHXcrL5FIJBKJFSZPnnyrVbilDBgwwLTGUiKR/PSxtc1b2/bDkEgkEolEIpFI7gBsLbE4BKAoyns/ki4SiUQikUgkEsktx9YSCxdFUeYB4YqiPNz6pBBiR+epJZFIJBKJRCKR3BpsOciLgDlAbyCm1TkBSAdZIpFIOgndlRquvp9Hv9kjcfbscavVkUgkkv8qrC6xEEJkCCF+CzwnhFjQ6vj1j6ijRCKR/Fehb2iifOspGktrKd96Cn2D/Sht7eHSpUtERETg7+9PcHAwn332GWAI/qBWqwkKCkKlUrFr1y7AELFKrVazfPnyNrc1a9Yss2AhTk5OqFQqVCoVTz/9tM261vRpiV6vJyAggPLy8g7rb3vZs2cPa9asMcsrKytjypQpDsvYvn07w4cPZ8SIESQnJztUp7q6Gh8fH9auXetQ+XXr1lFbW+uwTq2xNp5g+fq2x36ysrIIDg7G39+fyMhIh0J63ypaX/ezZ8+iUqlwd3en5Va11vI7kj//+c8EBAQQEBDAz3/+805p445HCGHzAFyAp4GPmo8lgLO9eh15hISECIlEIrkdAI6IVr9hR44caZOM8qTTouj5dFG04ktR9Hy6KE863QmaCqHRaEROTo4QQoiCggLh4+MjhBCioaFBVFdXCyGEKCsrE15eXqKpqUnMmjVL1NXViWeffVbk5eU53M4333wjYmNjzfJ69OjhcH1r+rQkOTlZzJs3z6actva3o5k/f744ePCg3XL19fVi6NChQqPRiMLCQuHn5+eQPs8995yYPn26+Otf/+qQPkOGDBFlZWUOlbWEtfEUwvL1bav91NfXi2HDhonc3FwhhBBHjx4V5eXl7db3VvHAAw+I7Oxsh/Nvlq+//lrcf//9or6+XgghxLFjxzq8jTuJI0eOiJiYmLdiYmJ6iha/247sg5wIhDR/JgLBwMbOcNYlEonkv4HSf5yg5sgVAEST3pA+XgpA9aES6k6WQ2NzEKdGQd3Jcr7f9S0ATTU6Sv9xgrrThhC/TdUN7dbD09OToKAgAIYMGYJOp6O+vh5nZ2fc3d0BqKyspL6+nsbGRuOkScsJFGpqauy2k5SUxIwZM9qtpzV9WvLGG2+wZMkSm3La2l9rxMfH88ADD3DPPfewePFiRowYQVlZGQBz587F19eXp5566oZ6cXFxbNtmP1Li4cOHCQgIwNPTE19fX+666y5OnDhhs05+fj5lZWU4EpDmwIEDqFQqSkpKiIyMNH0HWL9+PYGBgQQGBrJ161abcqyNpzXaaj/79u1jzJgxpjDSwcHBpv17jdcLYOLEiaaZ2OTkZMLCwlCpVCxdutRUJi0tjcmTJzNz5kwCAwN55plnTHJWrlxJQEAATzzxhKm8JTlJSUlm1/V3v/sd7777LmD7urcFa/q3hcLCQgYMGICLiwsAY8eONZ2zdn2tjYOl8rbsPzY2lqCgIEJCQtiwYUO79P+p4IiDHCqEmCeE+KL5WACEdrZiEolE8t9I9YGLhrc8WiKgNqesU9tNSUlh7NixuLoadvisrq5m9OjRjBkzhsTERFxcXFi0aBERERHo9XqEECxcuJC0tDS7sjMzM29w3LRaLcHBwYwfP54vv/zSrgxL+hjJy8vj+vXrDjmHbemvLWJjY5k2bRp+fn5ER0dz6NAhAN59911efPFFi3XUajVfffWVXd00Gg3e3t5s2rSJ7du34+XldUN46dasWLGCVatW2ZUNMGnSJHJycvDx8SE1NdX0vaCggPXr15OVlUV6ejqrVq2itLTUIZmtx9PS9W2r/Zw/f55hw4Y51D5AaWkpq1evJi0tjZycHIqKivjiiy9M5zMzM4mPj+ebb74hPj4eMDjoMTEx5OTkkJKSQklJiVU5MTEx7Nu3z+Tc79u3j5gYwytatq57R+nvKJMmTeL06dOmUN5G27F1fS2Ng63y1uw/MTGR3NxcsrKyWL9+PRqN5qbG5FbiiIPcpCiKyUIVRfEDOmdBXCsURYlRFGVzRUUFtbW1VFdXU1VVRV1dHRUVFeh0OkpLSxFCmAzAeBd8+fJlhBCUlpai0+lMMcyrqqqorq6mtraWa9eu0dDQQHl5OXq93nQhjTKMn1euXKGxsZGrV6+i1WqprKykpqaGmpoaKisr0Wq1XL16lcbGRq5cuWJRhkajQa/XU15eTkNDA9euXZN9kn2SfboD++QIA58cQw+1JwCKUxdDeuxAAHpFD0VxNv9pVpy74DHdDwCnHs4MfHIMbv6GmTSnnrYdOUfQaDQsW7aMxMREU17Pnj05efIkR44c4e9//zs6nY6oqCj27t2Lk5MTu3fvJiEhgWnTptmVf/nyZQYMGGCWV1xczLFjx1i3bh2zZ8+mrq7OpgxL+hjZsGFDm2buHO2vLfr27Uvv3r3p27cvffr0cWht7MCBA+06uvDDTOuiRYuYNWsWAIqiWC2fnJzMiBEjGDJkiF3Ztjh+/DgTJkzA3d2dPn36EBYWZnfmGiyPp6Xr21b7EUKY+v38888zbNgwPvzwQ6vls7KyOH/+POHh4ahUKo4fP8758+dN50NCQggMDICnb8gAACAASURBVASgd+/eALi4uBAeHo6zszN33303Go3GqpxevXoxatQosrOzOX78OH5+fvTp08fu+DiKPf0dpXfv3pw8eZLnn3+e/Px8QkJCuHbtms3ra2kcbJW3Zv9vvfUWY8eOJTQ0lJKSEtNv5O2II5H0ngVSFUU5DyjAEGBBp2rVjBAiGUhWq9VPdO/e3eycm5sbYPjBAfD29gbAx8fHLG08bwzvaawHYJTZv39/ALy8vMxkGD89PQ3/yIyPdrp163aDrsY8Y9nWMoyyjW1Zmp2QfZJ9kn26M/p0M7iHelH/7feGJRSNAroqdBvVF3e1103LtoRWq2XmzJmsXbvW4mzdqFGjcHZ2Jjc3l6KiIo4dO8bSpUt55plniIiIICEhgYkTJ9psw83NDa1Wa5ZnHMvQ0FC8vb0pLCxk5MiRdvVtqY9araaqqor9+/eTkJDQ4f1Vq9VW5SiKYnY0NdmfN9JqtWb2ZQ0fHx8zR1qj0ZjGyxKHDx/m448/Zvfu3ZSXl9OlSxe8vb2ZM2eO3bZaYnTM24K18bR0fc+cOdMm+/Hz8zPNTL788stUVlaabqRa3jC0XA4zZcoUkpKSLMrz8PC4Ic/Z2dn0XVEU9Hq9TTmPPPIIO3fuxMXFhYcfvmEHXItYu7mxlG9L/7bQrVs34uLiiIuLIyYmhqysLJvX19I42Cpvyf7T0tJISUkhMzOT7t27o1arTeN5O2J3BlkI8TkwHMOLek8D9wohUjtbMYlEIvlvpc/METi5G5x+J3cX+swc0SntCCGYN28es2fPJjo62pR/6dIl02y4RqPh9OnTDBo0iLi4OFavXk1xcTF+fn6kp6ezZcsWu+34+/ub7WBhnK0Hw2PfkpISfH19TedXrlzJypUr7eoDsHXrVubMmWP2D76j+tvR5Ofn4+/vb7dcWFgYp06dorS0lKKiIoqLi03rcOHG8XnppZc4d+4ceXl5PPXUUzz33HMOOce9evWioqLClA4ODiYjI4OamhquXbtGdna2WbutsTae1q5vW+1n6tSpHDt2jDNnzgCY3YR4eHiY2snLywPgvvvuIz09neLiYsCwFrc9j/htyXnooYfYu3cve/bscTh0eL9+/UyybOXb0z8+Pt7uzSjAhQsX+PZbwzsLdXV1FBQUMGjQoDZf37aWr6qqon///nTv3p1Tp06Rm5trV9efMo7MICOEqAfsP2eRSCQSyU3TxcWJ/gsCTPsgd3Fx6pR2MjMz2bFjB2fPnmXz5s0AfPLJ/8/emYdHVaT7/3OyQUhIQkiAsIQlgNkgnQ01BBUEAZHcOIM4N44sM8jVH8YFmOEy3jvEUXGBEQYVFHRaR/COG8qigAYTTKJAVgKEEJZ0QjbIQhY6ne5OUr8/mhxpSC8Jm+j5PE8/6VOn6j3fqnrTXV3nPVVfU1paysKFCwHToOTVV1+VZ9wBQkNDWbZsmRzjaIsHHniAlJQUJk+eDJhihufPn0+PHj1wdHTk3Xff5dK7hJeHIVjSI4Rg06ZNJCcnX9f62otGoyE+Pl4euKWnp7Ny5Uruv/9+AFJSUuwKSXFxceGVV15h/PjxAKxZswYHh5/ms+wJ07CHxMRE4uPj8fb25rPPPmPYsGEkJiZy++23A7BixQr5DktnWGpPjUZjtX/t9Z8ePXrw/vvv85//+Z8IIfDx8ZGXiFu2bBnTpk0jKiqKIUOGAKa7QRs2bGDmzJm0trbi5ubWrdlYa3a8vb3x8/PDYDDIbWOr3xcvXsz8+fNJSkri66+/lu88dZZuTf+ZM2dkn7CGTqdj3rx5aLVahBDMmTOHMWPGAHSpf7vqD9OmTWPjxo2EhYURGBhIRESETa0/Z6Tu3FK50URFRYnrtVaggoKCwrVEkqRsIYTZvfns7GzRlQfIfmnodDomTpxIeno6Tk52zcvYxa5du/jwww/56KOPrpnN68mECRPYtm2bHM6joNAVVCoVe/fuvSahXAo/kZ2dzfPPP/9P4Jnt27c3daRfu08qBQUFBQWFTnB1dZVvrQ8bNuya2Z0+fTrTp0+/ZvauJ9XV1SxZskQZHCt0m7y8vJst4VeFzRhkSZL22pOmoKCgoKBgiSlTplzTwfGthq+vr90xqwoKCjcfiwNkSZJ6SpLkDfhIktRHkiTvi69hwMAbJbC7vP/++7z//vsAPProo5SVlVFUVCTHma1fv55PPvkEgFmzZlFbW0teXp68ePjf//53du7cCcD9999Pc3MzP/zwA3/5y18A00MRe/eafidMnDgRgL1798rxVH/5y1/44YcfaG5uluOQdu7cyd///ncAnnnmGfLy8qitrWXWrFmAaWvRjmVyFi5cSFFREWVlZTz66KNKnZQ6KXW6wXW6mi14FRQUFBRubSzGIEuS9DTwDKbBcDmmJd4AGoFNQogbtkWKEoOsoKBwq6DEICsoKCjcOnQ5BlkI8Q/gH5IkJQoh3rgRIhUUFBQUFBQUFBRuNvasg/yGJEkxkiQlSJI0p+N1I8QpKCgoKFxfli5dSv/+/eUdxjpYtWoVoaGhBAcH8/zzzwOQmppKVFSUvNRWV5g9e7bZWsjPPfccoaGhRERE8OWXX9osbyt/e3s7ISEh1NTUWLXj6OiISqVCpVLx1FNPmZ1rampi4MCBrF692s5adc727dt55ZVXzNKqq6uZOnWqXeVra2uJiooiLCwMlUplV/tYq5cl1q5de1WhROXl5cTGxhIcHExERATffvutVT1d9Z/333/fbIfEBx54wK6tzS/n+PHjqFQq3N3dsXY3OjQ0FI1GY9WWu7t7l69/PXn55ZcJCQkhJCSEhx566GbL+UVhcxULSZI+BAKAPH7aYloA/7qOuhQUFBR+tRgMBr7//nuysrKIjo5mwoQJne4WeC34zW9+w+9+9zvmzZsnp5WVlfHOO+9w7NgxhBAEBgYyZ84cNmzYQHp6On/96185fvw4t912m13XOHr0KHq9npEjRwKQlZXFN998Q15eHvX19YSHh3PvvffSu3fvTsvbk//rr78mOjpa3vXQEq6urhZXA3jxxRe5FqEwcXFxxMXFmaX5+voycOBAvv/+e+666y6r5T08PEhNTcXd3Z2amhrGjBlDXFyc2VrIl2OtXpZYu3Ytv//977l8p1p7cXJy4q233iIsLIySkhJiYmIoLy+3qKe7/nO13HbbbeTl5dm1ycatRGZmJjt27CA3NxcXFxdyc3NvtqRfFDZnkIEoYLwQ4v8JIRIvvuz7eaqgoKCg0CU0Gg1r1qxh//79tLS08OOPP7JmzRqbM1vdJSYmptNBZWtrK3q9Hr1ej4uLC56envLWs0II+b1Wq7V5jS1btvDggw/Kx6dOnUKlUuHk5ISPjw+DBg0iMzPTYnl78r/xxhskJibaVefOKCoqorq62q4BclJSEnfffTcjR45k0aJFjB49murqagDmzJmDv7+/2cxnB/Hx8WzevNmmfWdnZ3mmsqGhAb1eb7ad8tWSnJyMSqWioqKCiRMnyu8B1q1bR2hoKKGhoajVaqt2+vfvT1hYGABDhw7FaDSi1+st5u+u/3TGjh07GDduHCqVisWLF8vpcXFxhIWFERkZyZtv2n5U6rXXXiMoKIiHHnrIbDv0f/zjHwQFBTF27FiWLVtmVofHHnuM0NBQnn76aTn90pnle+65R56pTk1NZcqUKcyaNYvQ0FD5weVVq1YRGBhIXFwcAQEB3fr/LikpwdfXV/7xHB4eLp+z1I/u7u4sX76ckJAQHnvsMav5rfl5V9v5VsSeAfIRwPIm8AoKCgoKXUKtVsuzPW1tbajVanlb1qysLHQ6nTwgam1tRafT8d133wGmAYVareb48eOAKSzgWjN48GCefvpp/P39GTx4sLx+7+OPP05sbCzt7e0IIVi4cKFdt7wzMjLMBp7BwcEcOHCA5uZmSktLOXbsmNUtgW3lLyws5MKFC3YNbltaWoiIiGD8+PF8//33cvqyZctYsWKFzfIdxMXFMWPGDEaMGMG0adP48ccfAfjXv/7F3/72t07LREVF8cMPP9hlv6mpiTFjxjB27FjWr19v8w6CpXp1xuTJk8nLy2PgwIGkpKTI7zUaDevWrWP//v2kpaWxYsUKzp07Z5fePXv2EB4eTo8ePSzq6Y7/fPzxx3KoRlpaGgDnzp3jhRdeIDU1lby8PM6cOSP/f6xfv55Dhw6xf/9+1q1bZ9WvNBoNmzZtIicnh6SkJE6fPi2fW7FiBQcPHiQ/P58lS5bI6c3NzcyaNYv8/Hyys7NlTdbIyMggKSmJI0eOkJSURGlpKe+88w7Z2dm89tprFBcX27TRGZMnT6agoEDekbBjh0Vr/ajVapk5cyZ5eXns2bOHiooKq/kt+XlX2vlWxZ4Bsg9QIEnSHkmStne8rrcwAEmSZkqStLGuro7m5maamppobGxEp9NRV1eH0Wjk3LlzCCFkx+j4FVxZWYkQgnPnzmE0GuUtIBsbG2lqaqK5uZn6+noMBgM1NTW0t7fLHdxho+Pv2bNnaW1tpba2lpaWFhoaGtBqtWi1WhoaGmhpaaG2tpbW1lbOnj3bqY2qqira29upqanBYDBQX1+v1Empk1KnX2CdfgnU19eza9cuiouLOXXqFKtXr6ayspJJkyaxc+dOHB0d2bZtG2vWrLFr6+TKykp8fX3l4zFjxjBv3jxiYmJ44oknmDhxIj179rRY3lb+N998s9MZ284oKysjJyeHtWvXkpCQgE6nY8eOHYwePZqhQ4faZQNMWw57eXnh7e1Nnz59aGhosFmmX79+dm8T3bt3bw4fPkxWVhZvvfUWRqPRav7O6tVVcnNzmTBhAu7u7vTp04dx48aRn59vs1xVVRVLliyRl1W0pKc7/vPwww+Tl5dHXl4eEyZMAGD//v2cPn2amJgYVCoVubm58uD2vffeIzw8nOjoaCoqKuT/0c7IyckhNjYWV1dXQkJCzPo/OjqaP/zhD7z//vvyoB9MsdVTpkzBwcGBKVOmWI1p7iAyMlKO8ffy8iI7O5sJEybg5uZGYGBgl/zuUry8vDh8+DDPPfccRUVFREZGUl9fb7UfXVxciImJwdnZmeHDh1NVVWU1vyU/70o736rYs5Ne0vUWYQkhxA5gR1RU1GOXx0i5uroCyPuC+/n5ATBw4ECMZ7VI/66gNcGDfv1N5zt2L+ooB8hxVx23FwcMGCDbuPRv//79AeTtHTv7IO9I68jbUdbX0ZOqNdn0TQjEwcFBvlZnswHW6nTpccf5rtSpQ4dvQuBV16njb4ftrtTJx8HDTMfV1Olq+skbdzMdV1Onq+knzzZXzv0jl76X6bgWvteVOjk1tlP7Zj59EwKRJOma+l5X6mQ8q6X2n0fpmxCIk5PTNfW9rtTJeFZL7UfH6JsQiLOXS5frZIv58+fL7x0dHc2OLcWZenl5AeDm5maW31Lc7tWQnJyMv78/np6egOnWbW5uLvv37ycnJ4fFixfzzDPPEBsby5o1a2zGdrq6uprdvgZYvHixfGv8jjvuwN/f36oNS/kbGxv55ptvWLNmjV116+jD6Oho/Pz8KCkp4cCBA3z++eds27aNmpoaHBwc8PPz45FHHrFoR5Iks1dbW5vFvB20tLSY/c/YQ1BQEM7Ozhw6dIioqCiL+TqrV2BgYJeuZWnZV2u0tLQwa9YsVq9eTUBAgFU9x44d65b/dMbUqVPZsmWLWVpqaip79uwhIyODXr16ERUVRXt7u3xekiSz/B1918Gl9d+9ezfp6en8+9//5o033iA7O7tTHR3lL7VzeThMx/9RZ9e5Wnr27El8fDzx8fHMnDmT/fv3W7Xv7Owsv5ckSZ7Nt0Rnfm6rnX8p2LOKxT5AAzhffJ8J5FxnXd2m3dBGjfooreeaqVEfpd1g+0Prl65F0aHoUHTcOjoiIiJwdXXFyck0f+Hk5ISrqysRERE3TMOAAQPIzMxEr9ej0+nIyclh+PDhxMfHy1tGjxgxgrS0NDZt2mTTXnBwsNkKFoA8275v3z7q6urMwiOWL1/O8uXL7cqvVqt55JFHzL74LdFxlwBMt6ErKirw9/fnxRdf5OTJkxQWFvLkk0/y5z//2erguLsUFRURHBxsM195eblc36qqKgoKChg0aJB8/vL2sVQvW3h4eFBXVycfR0REkJ6ejlarpb6+nszMTMaOHWuxvBCCuXPnkpCQwLRp02zq6a7/XM4dd9xBWloaZWVlgCkWt6qqisbGRnx8fOjVqxdHjx6Vw5Y66Nu3r1ymo74ZGRm0tLRQUFBAaWmpXK/S0lLuvvtuXnrpJbP44La2Nvbu3Ut7ezvJyclER0cDpkFwR70LCwut6o+KiiI9PZ3m5mYKCwspKSkxO5+UlGTXj4bi4mJOnDgBgE6nQ6PRMGjQoC73Y1fz22rnXwr2rGLxGLAQ8Ma0msUg4G3g3usrrXuc/6yItgsGENB2wcD5z4romxD0q9ai6FB0KDpuHR3Dhg3j2WefJS0tjczMzOu+isWiRYvYunUrNTU1DB48mPXr1xMXF8fUqVMJCwvDwcGBBQsWEBT0UxuEhoaybNkyOfbRFg888AApKSlMnjxZTps/fz4nT57E2dmZzZs3m83AdRaG0Fl+IQSbNm0iOTnZrroWFhYyf/58evTogaOjI++++263V3DoDI1GQ3x8vDxQSk9PZ+XKlfLujykpKXaFpJSWlso7Ora1tfHqq6/Kdzzgyvbpbr0SExOJj4/H29ubzz77jGHDhpGYmMjtt98OmOJwO+6wdEZGRgZbt27l+PHjbNy4ETCtJqLRaKzq6ar/XE6/fv3YsGEDM2fOpLW1FTc3N7Zs2cK0adPYuHEjYWFhBAYGXvGjcvHixcyfP5+kpCS+/vprhg4dyh//+EfCw8MJDg5m+PDhgGmA/Oijj9LY2EhbW5u8YyeY7pT9+9//5tlnn+Xee+9l/PjxgCmGfdq0aURFRTFkyBCr+v39/Vm4cCERERGoVCoCAgLMwjjOnDkj27WGTqdj3rx5aLVahBDMmTOHMWPGAHSpH7va77ba+ZeCxZ305AySlAeMAw4IIcIvph0WQoy5AfoA+3fSu5BZRcP2UwjjJbdUnB3wfGAEzXnVuI0bgFt4P3mGyP0OP3qF+dLe0krNBwX0Hj8Q11Af2rRGajcfo/eEQbgG96WtyUDtR4V43DOYnrd501qvp+7j43hMGkLPUX1ordVR99kJPKf402OEF8bqZmreP0pbgwFaL7nt4CTh9R8jcRnkTv2O03jNHIHLQHcMZ5qo/7qYPv8RgPMAN/QljTTs1tDnNyNx9u2F/nQ9Dd+W4j1rFE59XWk5cZ7G787g/fBtOHn1oOV4HY2pZfRNCMSxtwu6glqa0srp+/sgdAW11G87Ca2X9LOjhKNXD/o/HYGDiyPa3HNoD1bhuyAUydEBbdZZtNln6fdfpl+QFw5WosuvwXeBqcsv/FiB7lgdvn8wxVQ1pZejP1WPz9wQ0/H3ZRhKGun7qGmmpDH1DM1Hqmk7q7uyb+ICaDvfQluDAe+HRgPQsLuY9uZW+vxmFAD1X51GGNvpE29aIqp+xykAvGaabued//IkkrMDXjNGmI63nsChlxOe00wfdnWfFuHo6YLnfcO4kFlF/Rcn4NK7QRL0DOmLz+9Nems/LMBlqAe97xoMQM0HR+kR4EXvWNMMTvU/j+Aa5I37nabb69XvHsZ1rA/u40xfYOfeycctsj9uUf0Rbe1Uv3vkCt9z8nVFl3vuivboPW0YLUdqr8r3zm89iee0YfQY6oGxSsv5bafwun84LkN6Y6i4YOZ7Dd9oaEo5Y1q48ZL26H3fUDwn+l+V7zm6OaM7UkNTRgU+c4Nx6OlE86FqLuyvxGd+iJnv9VL50rDz9BXt0XNMX9objVfle8aKC/IAt3FvKa3VzXj/znTrueEbjZnvVasPoz/RAO3CTIdnXADu0fY9q6zspHclOp2OiRMnkp6eLs+MXwt27drFhx9+yEcffXTNbF5PJkyYwLZt2+RwHoVfL01NTfTu3ZuamhoiIyPRaDTyj0SVSsXevXvtDtlSuDos7aRnz0N6eiGEoeNAkiQnzL9OfzY07taYfcECCGM7jd+UWChx/Wg7rzcfHAO0Chp3a26ojsbdGvPBMUCbMOm7gbRWNnfeNzejPS4PlRKgLzp/Q3XoDlV32h4X9pbeUB0Xfqy88r9ZwIW08huqo/Gbkk7bo+VonYUS1wfD6UazwXGHjhvtp780XF1d5Vvr15Lp06ffMoPj6upqeTUQBYVnn32WsWPHMmnSJNatW2d2ByUvL08ZHP8MsGcG+TWgHpgDJAL/DygQQjx3/eWZuOoZ5P8IwD3qxq5U93PRouhQdCg6bqwOZQZZQUFB4dbhamaQ/xuoBg4D/wV8DfzPdVF5lbhHD6BnkDc4Xfwl5iTRM8j7hg+Of05aFB2KDkXHradDQUFBQeHmYs8A2RX4pxDiISHELOCfF9N+lvSZNRpHd9PDLI7uLvSZNfpXr0XRoehQdNx6OhQUFBQUbh72DJD3Yj4gdgXse2T4JuDg4ojP/BCc+veSHwT6tWtRdCg6FB23ng4FBQUFhZuHXatYCCFUttKuJ/bGICsoKCjcbJQYZAUFBYVbh6uJQdZKkiQvcidJUiTQ9T0sFRQUFBR+dixdupT+/fvLW+F2sGrVKkJDQwkODub5558HTDuVRUVFsXTp0i5fZ/bs2WabhTg6OqJSqVCpVDz11FNWy5aXlxMbG0twcDARERF8++23V+Rpb28nJCSEmpqabtl57rnnCA0NJSIigi+//LLL9buU7du388orr5ilVVdXM3XqVLvK21Pfy/nkk08YNWoUo0ePZseOHXZdZ+3atTQ3N9uVt6s6O+vfrvpPamoqnp6eqFQqQkNDeemll7qkLzQ01GyTj+vF1eq8Gl5++WVCQkIICQnhoYceumHX/VUghLD6AqKAU0DaxddJINJWuWv5ioyMFAoKCgq3AkCWuOwzLCsry+7yGs3borbuB7O02rofhEbz9rWUKZORkSEyMzNFSEiInHbmzBkREBAgDAaD0Ov1Yvjw4eL06dNi9uzZQqfTiT/96U+isLDQ7mscOXJExMXFmaW5ubnZXb6qqkrk5eUJIYTQaDRi4MCBV+TZsWOHmDt3brfsZGZmiqioKGE0GkV1dbUYPHiwaGxstFufvcybN0/s27fPZj576nsper1eDBs2TFRVVYmSkhIxYsQI0dbWZvM6Q4cOFdXV1faJ76LOzvq3q/6TkpIiZsyYIYQQwmg0ilGjRgmNRmO3vpCQEFFcXGx3/u5ytTq7y8GDB8Wdd94p9Hq9EEKInJyc637NXyJZWVli5syZ782cObO3uORz2+oMsiRJDoALEAg8gWmJtyAhROebkisoKCgoXBW9PcZy5MhT1J3/EYC68z9y5MhT9PawvPXr1RATE4OPj88V6a2trej1evR6PS4uLnh6enZMmlw6gYJWq7V5jS1btvDggw92W2P//v0JCwsDYOjQoRiNRvR687Xc33jjDRITE7tl59SpU6hUKpycnPDx8WHQoEFkZmZatJOUlMTdd9/NyJEjWbRoEaNHj6a6uhqAOXPm4O/vz5NPPnlFufj4eDZv3nxN6nspBw4cICQkhP79++Pv78+QIUPIz8+3mD85ORmVSkVFRQUTJ06U3wOsW7eO0NBQQkNDUavV11Rnd/0HoLm5GYPBIO84Z0nna6+9RlBQEA899BAtLS1y+o4dOxg3bhwqlYrFixfL6atWrSIwMJC4uDgCAgLkGee4uDjCwsKIjIzkzTfftEtjZzo7s7Njxw6zrcz/+te/snbtWruv0UFJSQm+vr7yLpvh4eHyOUvt4+7uzvLlywkJCeGxxx6zmt+an3e3fW4phI3ZW+BHW3mu90uZQVZQULhVwI4Z5Kzs/xTlFZ8KIYRoazOIrOz/FBWVXwghhGhtbRY/7r9fpKSOESdPvS72fR8pftx/vzh7drcQQgi9vlZkZf+nOFedLIQQoqXl3FVrLi4uNptBFkKI119/XfTp00d4eHiIjRs3CiGE2Lt3r4iMjBSLFy8WBQUF4rHHHhM7d+60af+uu+4S+fn5ZmmOjo4iPDxcxMTE2DWr2sHu3bvFfffdZ5Z27NgxERMTY7eNy+3k5+eLMWPGCK1WK0pKSoSHh4fYsmWLxbIrVqwQq1evFk899ZRYvXq1SExMFNu2bZPPq9VqsWjRoivKlZWVXdHOXdFpiU8++UQsWLBAbNiwQXz88cfi4YcfFl9//bVN25fPIBcXF4uAgADR1NQk6urqxJAhQ8TZs2e7pbOz/u2q/6SkpAgPDw8RFhYm3NzcxP/+7/9a1VlcXCxGjhwpmpubxZEjR4QkSaK4uFicPXtWREdHC61WK4QQYtasWWLv3r2ipKREBAQEiAsXLohjx47J+YUw3UURQgiDwSBGjRolKisru6zTkh2j0SiGDx8uLly4IIQQIjAwUFRVVdnVzpdy/vx5MXLkSBEVFSVeeOEFUVFRYbV9hBACEBkZGcJgMIghQ4aI8vJyi/mt+XlX2ufnTrdmkC/yjSRJv5Uu3eblBiFJ0kxJkjbW1dXR3NxMU1MTjY2N6HQ66urqMBqNnDt3DiGEvDd9x6/gyspKhBCcO3cOo9FIXV0dOp2OxsZGmpqaaG5upr6+HoPBQE1NDe3t7VRVVZnZ6Ph79uxZWltbqa2tpaWlhYaGBrRaLVqtloaGBlpaWqitraW1tZWzZ892aqOqqor29nZqamowGAzU19crdVLqpNTpF1ina4Gzsyfe3rFoNG/i5/cQzs6e18SuvdTX17Nr1y6Ki4s5deoUq1evprKykkmTJrFz504cHR3Ztm0ba9asYcaMGTbtVVZW4uvra5ZWVlZGTk4Oa9euJSEhAZ3O9qMtVVVVLFmyhPXr15ulv/nmm53O2NprZ8yYMcybN4+YmBieeOIJJk6cSM+ePa3a8Pb2xsvLC29vb/r06UNDQ4PNGK8L5AAAIABJREFU6/br10/2w+7otIS4OBv7+OOPM3v2bAC685Wdm5vLhAkTcHd3p0+fPowbN87qTLQ1nZ31b3f8Z8KECeTl5VFZWcnu3bvJz8+3qDMnJ4fY2FhcXV0JCQlh6NChAOzfv5/Tp08TExODSqUiNzeX06dPk52dzYQJE3BzcyMwMFDOD/Dee+8RHh5OdHQ0FRUV8v96V3RasuPk5MR//Md/8OWXX3Lw4EFGjBhB//79bbbz5Xh5eXH48GGee+45ioqKiIyMpL6+3mo/uri4EBMTg7OzM8OHD6eqqspqfkt+3tX2uRVxsiPPYsANaJMkSQdIgBBCeFxXZaaL7AB2REVFPdarVy+zc66uppXn+vXrB4Cfnx8AAwcONDvuON+xvWdHOYAOmx23FwcMGGBmo+Nvh+N2bP3Y2QdnR1pH3sttdNjuuFbHLRGlTkqdlDr98upki8iIn7ZHdnBwNjt2dHRl+PBEjhx5imHDnqS8/CNCQ9fh3efOi3X1Nsvfo4f5wPNakJycjL+/P56epoF5eHg4ubm57N+/n5ycHBYvXswzzzxDbGwsa9as4Z577rFqz9XV1ex2N/zUltHR0fj5+VFSUkJgYKBFGy0tLcyaNYvVq1cTEBAgpzc2NvLNN9+wZs0au+pmyc7ixYvlW+933HEH/v7+Vu1IkmT2amtrs+val/pXd3R2xsCBA80G3lVVVXL7doWOgXZXsKSzs/49duxYt/wHoHfv3kyaNIn09HSLdevoi87qM3XqVLZs2WKWf+vWrZ3aSU1NZc+ePWRkZNCrVy+ioqJob2/vNK81nXV1dRbtzJ07l7/85S+MGjWKOXPm2GW7M3r27El8fDzx8fHMnDmT/fv3W+1HZ2dn+b0kSbS3t1vN35mfX0373ErYnEEWQvQWQjgIIZyFEB4Xj6/74FhBQUHh10hHzHFo6DoCRjxLaOg6s5jkG8GAAQPIzMxEr9ej0+nIyclh+PDhxMfH88ILL1BWVsaIESNIS0tj06ZNNu0FBwebrWDRMVsPoNFoqKioMBuQLl++nOXLl8vHQgjmzp1LQkIC06ZNM7OtVqt55JFHzL74LWHNTsfs/759+6irq+N6LMtXVFREcHDwVemEK9tn3LhxHD16lHPnznHmzBnKysoYO9Z2zLqHhwd1dXXycUREBOnp6Wi1Wurr68nMzLRqx5JOS/3bXf8B0yoleXl5+Pv7W9QZERFBRkYGLS0tFBQUUFpaCph+8KSlpVFWVgaYYnerqqqIiooiPT2d5uZmCgsLKSkpAUw/unx8fOjVqxdHjx7l0KFDdmm8XKc1OyqVirNnz7Jjxw7i4uLMbCQlJdn1o6G4uJgTJ04AoNPp0Gg0DBo0qMv92NX8V9M+txI2Z5AvhlY8AgwXQrwgSdIQwE8IcfC6q1NQUFD4ldHUmG82Y+zd505CQ9fR1Jgvp11LFi1axNatW6mpqWHw4MGsX7+euLg4pk6dSlhYGA4ODixYsICgoCC5TGhoKMuWLSM6OpoXX3zR5jUeeOABUlJSmDx5MgCFhYXMnz+fHj164OjoyLvvvsuldwkvD0PIyMhg69atHD9+nI0bNwLw9ddf4+fnx6ZNm0hOtm/vKkt2Bg4cyPz58zl58iTOzs5s3ry5WyEKGo2G+Ph4eYCYnp7OypUruf/++wFISUmxKyTFmk64sn1cXFx45ZVXGD9+PABr1qzBwcF2BGViYiLx8fF4e3vz2WefMWzYMBITE7n99tsBWLFihXyHpSs6NRqN1f7tiv+kpaWhUqlobW1l4sSJzJgxA0mSLOr84x//SHh4OMHBwQwfPhww3SXasGEDM2fOpLW1FTc3N7Zs2UJAQAALFy4kIiIClUpFQEAAPXr0YNq0aWzcuJGwsDACAwOJiIiwqM+aTqPRaNXOb37zG44fP37FXYUzZ87IfWkNnU7HvHnz0Gq1CCGYM2cOY8aMAehSP3a137vTPrci9mwUsgFoByYJIYIkSeoDfCOEiL4RAkHZKERBQeHWQdko5Ep0Oh0TJ04kPT0dJyd7IvvsY9euXXz44Yd89NFHtjP/DJgwYQLbtm2Tw3kUbj5NTU307t2bmpoaIiMj0Wg03fpx1B3uv/9+Fi9eLP9w7EClUrF37167Q7YUrg5LG4XY80l1uxAiQpKkXAAhxHlJkq4M+FNQUFBQUOgEV1dX+db6sGHDrpnd6dOnM3369Gtm73pSXV3NkiVLlMHxz4xnn32WgwdNN8TXrVt3QwbHtbW13Hnnndx5553ce++9V5zPy8u77hoUbGPPANkoSZIjIAAkSfLFNKOsoKCgoKBgF1OmTLnZEm4qvr6+xMfH32wZCpfx7rvv3vBr9u3bl6Kioht+XYWuYc8yb+uAL4B+kiS9BKQDK6+rKgUFBQUFBQUFBYWbhM0ZZCHEFkmSsoF7MS3xFi+EOHbdlSkoKCgoKCgoKCjcBCwOkCVJ6gk8DowEDgPvCCFab5QwBQUFBQUFBQUFhZuBtRCLD4AoTIPj6cDqG6JIQUFBQUFBQUFB4SZibYAcLIT4vRDiHWAWcFdXDEuSNESSpBRJko5JknRUkqSnL6Z7S5L0rSRJJy7+7XMV+hUUFBR+kaSfbyLqh6Okn2+ynVlBQUFB4ZpibYBs7HjTzdCKVmCJECIIuANYJElSMPDfwF4hxChg78VjBQUFBYWLpJ9v4tH805TpjTyaf/qaDJKfe+45QkNDiYiI4Msvv7Sat7y8nNjYWIKDg4mIiODbb78FTFvwRkVFsXTp0i5ff/bs2Wa76S1dupT+/fsTGhpqV/lPPvmEUaNGMXr0aHbs2HHF+fb2dkJCQqipqbFqx9J1u6rHGtu3b+eVV14xS6uurmbq1Kl22+iqnlWrVhEaGkpwcDDPP/+8XWXWrl1Lc3Oz3Zoux5KfADg6OqJSqVCpVDz11FNA9/zn5ZdfJiQkhJCQEB566CG79HfW/jeD1NRUPD09UalUhIaG8tJLL13za7i7u1+1jXnz5jF06FAA2tra8PHx4cknn+y2vZ9L+181QohOX0Ab0Hjx1YRpwNvxvtFSOSv2tgFTgOOYduID8AOO2yobGRkpFBQUFG4FgCxx2WdYVlaW3eXT6hrFsNQ80f+7XPk1LDVPpNU1dltTZmamiIqKEkajUVRXV4vBgweLxkbL9qqqqkReXp4QQgiNRiMGDhwohBBi9uzZQqfTiT/96U+isLDQ7usfOXJExMXFmaVlZGSIzMxMERISYrO8Xq8Xw4YNE1VVVaKkpESMGDFCtLW1meXZsWOHmDt3rk1blq7bFT3dZd68eWLfvn125e2KnjNnzoiAgABhMBiEXq8Xw4cPF6dPn7ZZbujQoaK6utouPZ1hyU+EEMLNze2K/F31n4MHD4o777xT6PV6IYQQOTk511T/9SYlJUXMmDFDCCGE0WgUo0aNEhqN5ppeo7N27ipz584VwcHBIi8vT+zbt0+EhISIRYsWXQN1twZZWVli5syZ782cObO3uORz2+JDekIIx2s1CJckaRgQDhwA+gshKi9eo1KSpE73M5QkaSGwEMDPz09ZOFtBQeEXw4O5J3h4gDe/8+uLsV0w+9BJHvHry4Aezvw+/zQt7eY7nOraBQmHTvNR2AiC3FxZcLSYJ4b04z4fT87pjfTr4Wz1eqdOnUKlUuHk5ISPjw+DBg0iMzOTSZMmdZq/f//+9O/fH4ChQ4diNBrR6/Udkx2XTnyg1Wpxc3Ozev0tW7bw4IMPmqXFxMSg0WisluvgwIEDhISEyJqGDBlCfn4+KpVKzvPGG2+wcqXtFUgtXbcrepKSkkhJSaG8vJypU6fy7bffkpGRga+vL3PmzCE1NZW4uDjefPNNs3Lx8fFs3ryZu+6yHbHYFT0Ara2tch+5uLjg6elpMW9ycjJLly6loqKCiRMn4ujoKG9lvW7dOnnb6CVLljB//nyLdiz5SY8ePTrN31X/KSkpwdfXFxcX095k4eHhNvVban93d3cSExPZvn07MTExbNq0CYB//OMfvP322zg7OzN9+nReffVVAIvtYMmOLZqbmzEYDHLb7NixgxdeeAGDwcCkSZN4/fXXAYiLi6OkpAQnJyfmz58vz+RWVVWxcOFC+dz//d//MXr0aACWL1/eZT2XExcXx/bt22loaCAuLo7GxkarelJTU3nppZfw9PSksLCQyZMns3bt2i63/88aYWP29mpfgDuQDfzm4nH9ZefP27KhzCArKCjcKmDHDHJ8TpH4v4oaIYQQhrZ2EZ9TJD6trBWRGUfMZo4vf0VmHBE1eqOIzykSe6rrhRBCnG0x2NSUn58vxowZI7RarSgpKREeHh5iy5YtdtVn9+7d4r777hNCCLF3714RGRkpFi9eLAoKCsRjjz0mdu7cadPGXXfdJfLz869ILy4utmuG9JNPPhELFiwQGzZsEB9//LF4+OGHxddffy2fP3bsmIiJibGrPtaua6+eFStWiNWrV4unnnpKrF69WiQmJopt27bJ59VqdaczcGVlZV2aobZXjxBCvP7666JPnz7Cw8NDbNy40a4yl8/AFhcXi4CAANHU1CTq6urEkCFDxNmzZ+2ydamfCCGEo6OjCA8PFzExMfKseVf95/z582LkyJEiKipKvPDCC6KiosKq/g46a39AZGRkCIPBIIYMGSLKy8uFEEJ4enrKd1M66mqtHSzZ6YyUlBTh4eEhwsLChJubm/jf//1f+TrR0dFCq9UKIYSYNWuW2Lt3rxDCdDdACCEMBoMYNWqUqKyslPOsX79eCCFEQ0NDt/RYYu7cueLTTz8VDz74oJg5c6ZZ+1nSk5KSIlxdXcXhw4eFEKa+6qAr7f9zwNIMsj0bhXQbSZKcgc+BLUKIrReTz0qS5HfxvB9w7npqUFBQUPi58UX4KH7n1xcAZweJL8JHMWuAN2uD/HF16HyrW1cHibVB/vR1ceKL8FHc52OaIbQ1ewwwZswY5s2bR0xMDE888QQTJ06kZ8+eNstVVVWxZMkS1q9fD8CkSZPYuXMnjo6ObNu2jTVr1jBjxgybdiorK/H19bWZzxLi4mzj448/zuzZswHMtgR+8803rypmsjt4e3vj5eWFt7c3ffr0oaGhwWaZfv36UVlZec211NfXs2vXLoqLizl16hSrV6/u1nVyc3OZMGEC7u7u9OnTh3HjxpGfn2+z3OV+AlBWVkZOTg5r164lISEBnU7XZf/x8vLi8OHDPPfccxQVFREZGUl9fX2X6wXg4uJCTEwMzs7ODB8+nKqqKgCio6P5wx/+wPvvvy/P7lprB0t2LDFhwgTy8vKorKxk9+7d5Ofns3//fk6fPk1MTAwqlYrc3FxOnz4NwHvvvUd4eDjR0dFUVFRQUVEBmGZs//jHPwLg4eFBv379uqXHGgMGDCAwMNAszZIegMjISDlG3svLy6rta6nzRnHdBsiS6dPrPeCYEOL1S05tB+ZefD8XU2yygoKCwq+e2D69+XDsiCsGya4OEh+OHUFsn97dtr148WLy8vL46quvqKqqwt/f32r+lpYWZs2axerVqwkICADgiy++4K233pJtxcbGkpqaavParq6utLS0dFv7wIEDzQZ8VVVVDBgwAIDGxka++eYbZs2a1W373UGSJLNXW1ubzTItLS24urpecy3Jycn4+/vj6emJj48P4eHh5ObmdtlOxw+RrtCZnwBy/0RHR+Pn50dJSUm3/Kdnz57Ex8fzr3/9i8jISPbv399ljQDOzj/9kJQkifb2dgB2797Nk08+yYEDB+SQI2vtYMmOLXr37s2kSZNIT08HYOrUqeTl5ZGXl8fJkydZsGABqamp7Nmzh4yMDPLy8ggMDLRpv7t6OmPlypX8z//8j3xsS4+1MJ7rqfNGcT1nkMcDjwKTJEnKu/i6H3gFmCJJ0glMD+39Ah51VFBQULg2XD5IvhaDY4Da2loA9u3bR11dHZGRkfK55cuXs3z5cvlYCMHcuXNJSEhg2rRpcnp8fDwvvPACZWVljBgxgrS0NLtiCYODg81WsLDF5XrGjRvH0aNHOXfuHGfOnKGsrIyxY8cCoFareeSRR8y+gH+uFBUVERwcfNV2Lm+fAQMGkJmZiV6vR6fTkZOTw/Dhw23a8fDwoK6uTj6OiIggPT0drVZLfX09mZmZcjt3hiU/qaurQ6fTAaDRaKioqMDf37/L/lNcXMyJEycA0Ol0aDQaBg0aZFF/VxFCUFpayt13381LL70kx3x3tR3sob29nby8PPz9/bnjjjtIS0ujrKwMMMVaV1VV0djYiI+PD7169eLo0aMcOnRILj9x4kTUajVgituurq62ec2kpCTuueceuzV6eXnh4eEhH1vT82vA5lbT3UUIkY5pa+rOuPd6XVdBQUHhVqdjkPzMsVLWBvlf9eAYYP78+Zw8eRJnZ2c2b95sFqJw+e34jIwMtm7dyvHjx+UHlToeggIIDQ1l2bJlREdH8+KLL9q89gMPPEBKSgqTJ0+W0xYtWsTWrVupqalh8ODBrF+/nri4uE71uLi48MorrzB+/HgA1qxZg4ODA0IINm3aRHJyst3tYOm61vTYi0ajIT4+Xh4gpqens3LlSu6//34AUlJS7ApJsaYTrmyf2NhYpk6dSlhYGA4ODixYsICgoCCb10hMTCQ+Ph5vb28+++wzhg0bRmJiIrfffjsAK1askG/ld4YlP9FoNMyfP58ePXrg6OjIu+++S69eveRy9vqPTqdj3rx5aLVahBDMmTOHMWPGWNTf0tJitf0vRwjBo48+SmNjI21tbfz9738H6HI7WCMtLQ2VSkVraysTJ05kxowZSJLEhg0bmDlzJq2trbi5ubFlyxamTZvGxo0bCQsLIzAwkIiICNnOunXrWLhwIRs2bMDZ2ZktW7bYDFs6c+aM/D/THazp6Qxb/n+rIXXnlsqNJioqSmRlZd1sGQoKCgo2kSQpWwgRdWladna2uHTG9teGTqdj4sSJpKen4+R07eZldu3axYcffshHH310zWxeTyZMmMC2bdvw9va+2VIUfgWoVCr27t1L3759b7aUnzXZ2dk8//zz/wSe2b59u7zo/HWbQVZQUFBQUABTDHLHrfVhw4ZdM7vTp09n+vTp18ze9aS6upolS5Yog2OFG4ayPO7V8YsbIBsMBr7//nuysrKIjo5mwoQJ8hqKv1Ytig5Fh6Lj1tPxS2PKlCk3W8JNxdfXl/j4+JstQ0FBwU5+USEWGo2Gjz/+GKPRSGtrK05OTjg7O/Pwww9f01kLe/i5aFF0KDoUHTdWhxJioaCgoHDrYCnE4rqug3yjycnJQafT0draCph2FtLpdGRlZaFWq+UnMA0GA2q1miNHjgCmZWrUajUFBQWA6QlRtVrN8ePHAWhqakKtVstP0zY0NKBWqzl16hRgemJXrVbLT8DW1NTwySefdKolJyeHyspK1Gq1/KBFeXk5arWas2fPAlBaWoparaampgYwfWmr1Wr5ad1Tp06hVqvldTdPnDiBWq2mqcnUr8ePH0etVqPVai22ySeffILBYADg0KFDqNVqeZmi3Nxc+WlZMDnPBx98IB8fPHiQzZs3y8f79+83iwHMyMjg448/lo/T0tL44osvLLbHd999x5dffinnT05OZvv27fLxnj17+Oqrr+TjXbt2sWvXLvn4q6++Ys+ePfLx9u3bzR7a+fLLL/nuu+8Ayz6ye/duOf/HH39MRkaGfPzRRx+ZLS20efNmDh48KB9/8MEHZGdny8dqtVpeYqmtra1T3/vuu+861XHw4MGr9j21Wk1paSkAZ8+eRa1WU15eDnCF76Wnp3eq44cffgCuzvcACgoKUKvV8hJfR44cQa1WX+F7WVlZner49ttvr9r3Pv30U/l43759fP755/Lx5b731VdfWfRTBQUFBYVfD7+oAbKCgoKCgoKCgoLC1fKLCrHY+VUiJ4qMNDQMkNM8PasYNdqZB2a8cT0l/my1KDoUHYqOG6vj5xpiceDAAR577DGMRiNjxozhk08+sVmmqamJ2267jcWLF7N06VJSU1NZunQp99xzD6tXr+7S9WfPns3KlSsZOXKk1XxLly7lww8/xNfXV77LV15ezsMPP0xdXR09e/bk1VdfvSKmub29nTFjxrBv3z58fHw6tQOwatUqPvjgA9rb23n44YdZsWKFxet2l+3bt1NQUMB///d/y2nV1dX8/ve/N7vb1VVqa2uZOnUqRqMRSZJISkoyi2u+vL9ssXbtWhYuXGi2BFtXsNYvjo6O8pJsd911F+vWreuW/xQVFfHHP/6R2tpaevTowbZt22xuctMZ7u7uXLhwoUtlOuvHSwkNDWXnzp3XPQxs3rx5pKSkUFJSQltbG/379+d3v/sdb775JgCTJ0+mra2NlJSU66rjl8qvIsQiYMQkgoLT8PY2LaDt7V1NUHAaASMm/Wq1KDoUHYqOW0/HgdO1PPvvXPl14HTtVdnrWO91/fr1HDt2jLfeesuuci+++KLZhiIbNmwgPT0dBwcHOQzIHo4ePYper7c5OAb4zW9+YxZSBeDk5MRbb71FQUEBX3zxBfPmzbui3Ndff010dDQ+Pj4W7ZSVlfHOO++Qm5tLXl4eH3zwAcXFxRbzd5e4uLgrBlW+vr4MHDiQ77//vtt2PTw8SE1N5dChQyQnJ/PEE0+Y7Uh2eX/ZYu3atTQ3N3dbj7V+cXV1lXeKW7duHdA9/3n00Ud5+eWXKSgo4KuvvsLNza3bertKZ/14s3B3d+fQoUNkZGTIuxQCNDc3c+rUKcrLy7v8A0DBOr+oAXJQ0INEhL9NSEg6427/gpCQFCLC3+a22x4gOyeByipTrGFbm47snATOnt0JQGtrE9k5CZw7Z/plbzDUkZ2TQHXNXgD0+mqycxKord0HQEtLBdk5CdTVmeJUdbpSsnMSOH/+AABa7WmadZ8SeNsSQkLSue22TEJCviUw8M8EBT1IU1MB2TkJNDWZYp4bG/PJzkngwgXTB0Z9QzbZOQlotaa92c+fP0B2TgI6nSmutK4ug+ycBFpaTHui19buIzsnAb3e9KVeXbOX7JwEDIY6goIeJGDEAkJCvmXkyEOEhKQzYsR8mnWf0tZm2umosupLsnMSaG83AlBR+RnZOQlyu5aX/5uc3Efl47KyzeTlzZePS8+oOZS/UD4uKd1E/uH/Jx9rNG/T2pYi902YKpmQkGQiwt8mKOhBTp1eQ0HBn+X8J0+t4ljhX+TjEydWUnh8hXxcVPQCRUUvyMeFx1dw4sRK+fhY4V84eWqVfFxQ8GdOnV4j+4iPTzghId8xIuAIISHp9O07FlfXs3L+/MP/j5LSn3Z3OpS/kNIzP8Vk5+XNp6zspzjYnNxHKS//t3ycnZNAReVnALS3Gzv1PW9v54vtkXbRV1OJCH+bgIC7r9r3snMSqG8wxURfuHCc7JwEGhvzAa7wvUGDAvDyHEpIyPcX22MfXp5D8fcPA67O9wDOndtDdk4Cra2mH+Vnz+4kOyfhCt+77bYHLrZHysX2SCci/G08PPRX7XuHjzwlHxcXv8HRo4vl48t9z9nlJP363W76P7noHx1+eqNoNrTyXx9m80Vehfx6fHM2OoPtrYwtkZWVha+vL7GxsQA2NxgA08xddXW12YCr446jEEJ+3xFvbo0tW7bw4IP2tWFMTIw8yO2gf//+hIWZfHLo0KEYjUb0er1ZnjfeeIPExESrdsAUV67X69Hr9bi4uMjb5VrK3xlJSUncfffdjBw5kkWLFjF69Gh5Z7M5c+bg7+/Pk08+eUW5+Ph4sxj6ruLs7Iy7uztgeh5Br9fL8fKd9ZclkpOTUalUVFRUMHHiRPk9mDakCA0NJTQ01OxZlM6wp18upav+c+jQIXr06CH77cCBA+U1fePi4ggLCyMyMlKeSbXWL0IIHnvsMUJDQ3n66afla6SmpjJlyhRmzZpFaGgozzzzDGC5H1977TWCgoJ46KGHzLZPX7VqFYGBgcTFxREQECA/F7Jjxw7GjRuHSqVi8eLFdJe4uDi2b9/O9u3bzTawSU1NZfz48YwfP15+1kbh2vCzHiBLkjRTkqSNdXV1NDc309TURGNjIzqdjrq6OoxGI+fOnUMIIT901NoawLDh8+jR4wI+PrHAbaYn0o1GjAYDjY2NNDU10d7WhlbbjMFgMG3BKgT19ecBqKqqAqCu1vQlX11djRCCxsYmWlpaaGpqoq2tjZaWFvlDymg00tbWJj9oZ9Dr8eoTho/Pb+nXvxAnZ1+8PMOoqamRn5DvsHVBq6W9vY2GhgaMRiPnz58HhPyPXVNrelivo6719ecRop36+np0Oh3Nzc20tZkeJqqvr6fV2IrRaKS9vZ2qqio8PYNxcvbBb2A+Pj6/xdMjEIPBQGtrK7W1tbIerVaLVqtF16yjvb2d2tpaWltbaWxsBJA/QOsvPqBVVVVFe3s7Wq2W9naTnubmZvQtelqNRrmf2trb0Ov1+PrG4uM7Cw+PSlx6DKFfvwmmfhOmByWNRiN1dXUX+8pIU1OTyZ5eT3t7GzU1NabrNWvN9DRf/IA9e/as6cuvxfSl0dDQgFarlb8QW1paLt6m86GXWwiDBuXi4/Nbevb0pbGp8ae+FwKtVovBYKC+vp62tjb0LXrZ9wwX+7qjPwwXvxA69BgMehCm/rLme15et+Pb70F69LiAh8ed9Os34Zr5nrkeA+3t7RZ9z9GpN319pjFoUC5efSbh7OJ5zXzPkp7OfM/NLQJPr9vp0eMC/Qc8jLf3ndfM9y79jGjWmWbMLPmek2NfBg5KYNCgXPz8foeX1+2y73XUqUNPx98O3+vYztkWD7/zI59mnQHA2NbOw+/8yBe5pm1n13x7gsYWo1n+Bp2RZz82PfhZpzXw8Ds/klxg6u9zTS3YorS0lH79+jF9+nTCw8NZv369zTLLli2Tww86ePzxx4mNjaW9vR0hBAsXLiQ1NdWmrYyMjC7NbFpjz549hIeH06NHDzmtsLCQCxcFMeAeAAAgAElEQVQu2LzG4MGDefrpp/H392fw4MFXtS5xXFwcM2bMYMSIEUybNo0ff/wRgH/961/87W9/67RMVFSU/ABsd2lqamLMmDGMHTuW9evXy0sQdtZflpg8eTJ5eXkMHDiQlJQU+b1Go2HdunXs37+ftLQ0VqxYwblz5+yyeXm/tLS0EBERwfjx4+VZ8676z+nTpwkICOj03Pr16zl06BD79+9n3bp18v+mpX5pbm5m1qxZ5Ofnk52dTVpammwrIyODpKQkjhw5QlJSEtB5P2o0GjZt2kROTg5JSUmcPm2axCotLeWdd94hOzub1157Tb4rce7cOV544QVSU1PJy8vjzJkz3R7ERkZGkpubS1FREaNHj5bT9+zZw7333sukSZOuKnxHoRM6fsn9nF+RkZHCXmrrfhD7vo8SJ0+9LvZ9HyVq636wu+y15ueiRdGh6FB03DgdQJa47DMsKyvLLM/st38Qn2SWCiGEMLS2idlv/yC25pwRQggRumK3GLps5xWvwP/ZZdJ3QS9mv/2D+PZolRBCiLONOpuaNm/eLDw9PUVJSYloaGgQo0aNEqdOnbKYf/v27eLPf/6zEEKIFStWiFWrVsnnKisrxZ/+9Cfx8ssviwsXLtjVJqNGjRKVlZV25RVCiOLiYhESEnJFemVlpQgJCREnT540S1+0aJH46KOPbNo5f/68mDJliqivrxfV1dVi9OjRoqKiwuZ1L2fFihXin//8p/jrX/8q//3Xv/4ln1er1WLRokVXlDMYDMLb29umfXsoKCgQsbGxwmAwWO0vawwdOlRUV1fLx1u3bhXz5s2Tj3/729+Kb7/91qadzvqlo78PHjwoBg0aJJqbm+V0e/3n888/F/Pnz+/0XFJSklCpVCIsLEy4ubmJ7Oxsq/3i6Ogo2tra5LKvv/66EEKIlJQUERsb2+k1Lu/Hzz//3Kx9hg0bJoqLi69ot470bdu2ib59+4qwsDARFhYmAgICxKZNm6zWuTPmzp0rPv30U/HEE0+IP/3pT2a6brvtNlFSUiLKy8tFQEBAl20rCJGVlSVmzpz53syZM3uLSz63f1EbhdSd/5EjR54iNHQd3n3upE+fO8yOf41aFB2KDkXHz0/Hx//1ky1nRwez40fvGIo6oxid8afY0p7ODvwhdhgA3m4uZvn79e5p83r9+/cnKChIfrgpMjKSwsJCRowY0Wn+AwcO8Pnnn7Nt2zZqampwcHDAz8+PXr16kZOTw+LFi3nmmWeIjY1lzZo13HPPPVav7+rqanY7uju0tLQwa9YsVq9ebTar2NjYyDfffMOaNWts2khOTsbf318OqwgPDyc3Nxc/P78u65EkyezVsUymrTq4urp2+VqdERQUhLOzM4cOHbLYX4888kiXbIpuPLRvqV864mSjo6Px8/OjpKSEY8eOdcl/RowYwcmTJ69IT01NZc+ePWRkZNCrVy+ioqLkWGx7+0WSJPl9hz/YosNmBx3tZa3dpk6dypYtW+yyb4uVK1fi4ODA1q1bASgpKaG4uJj77rsPgDNnznDy5Em7Yv0VbPOzDrHoKk2N+WZfZN597iQ0dB1NF+Mvf41aFB2KDkXHraXjyUkj6eHkaJbm6uzIkxNHddtmdHQ0paWl1NXVYTAYOHz4sNngePny5Sxfvlw+fvHFFzl58iSFhYU8+eST/PnPf+aRRx4hPj5e3jJ6xIgRpKWlsWnTps4uaUZwcHCnAx17EUIwd+5cEhISmDZtmtk5tVrNI488grOzs007AwYMIDMzE71eL69vPXz48G7r6ipFRUUEBwd3u3x5ebkcxlNVVUVBQQGDBg2y2F+28PDwkNc4B4iIiCA9PR2tVkt9fT2ZmZmMHTvWYnlL/VJXV4dOZ3rOQKPRUFFRgb+/f5f9R6VSodVqSU9PB0xhUbW1tTQ2NuLj40OvXr04evSovM68Ndra2ti7dy/t7e0kJycTHR1ts8zlREREkJGRQUtLCwUFBfJ681FRUaSnp9Pc3ExhYSElJSUA3HHHHaSlpVFWZgqfKikpkUNBwBQzbevH5aV4eXnh4eEhH+/Zs4cFCxZQWFhIYWEhjz/+uNma/gpXxy9qBnno0P+6Is27z503fPb456RF0aHoUHTcWjp6uTjxzqOR/PtgqZz2u3H+uLo4WillHU9PT9auXcukSZMwGo0kJCQQGBgon++Iz7ZFx+xZaGgoy5YtIzo6mhdffNFmuQceeICUlBQmT55sM++iRYvYunUrNTU1DB48mPXr1+Pt7c3WrVs5fvw4GzduBEyrVvj5+bFp0yazjYGs2YmLi2Pq1KmEhYXh4ODAggULCAoKspq/K2g0GuLj4+UBYnp6OitXruT+++8HICUlhRkzZnTJ5qWUlpaycKHpodS2tjZeffXVbs1+d5CYmEh8fDze3t589tlnDBs2jMTERG6//XYAVqxYQb9+/SyWz8jI6LRfNBoN8+fP///t3XtwXOWZ5/Hv4zvGDhgChIkDDJeBkAAGvJmZJaQCXjawG5NoUokgTKBmCCRTYZewy05gN0zBpMgAk6EqCQUlj4FQZgbXkAsYCJcJ13WQY2xkew22kW18Qy3J6pZa7b6ou9XP/tGt5rQs2fii00et36eqq/WeV+7+ndOv3I+O3j4v06dPZ/LkySxevLjmUnIHMn6WLFnCDTfcQCKRYOrUqTz77LNcfvnlLFq0iPPOO4+zzjqLCy64YL/7OnPmTJYuXcott9zCggULuOiii0b93n29jtdffz3nn38+Z599dvWXq5NOOokbb7yRCy64gHnz5nHaaacxffp0jj/+eB566CEWLlxIsVjkyCOPrDmbvHPnzn3m2J8XX3yRq6++utpesGABixYtGvEDonLgGuo6yCIi9RbV6yDXUzab5ZJLLmH58uVMmXL4zss8//zzLFmypGY1xSi7+OKLefrppw/6g4ESXalUitmzZ9PT08OFF17Itm3baqZjjGTevHm8/PLL1StzSH2Mdh3khjqDLCIi0XPEEUdU/7R+OBdVuOKKK7jiiisO2+ONpd27dx/SVTMk2m655RZWrlwJlC+Vt7/iGGDNmjVjHUsOgQpkEREZc8NXvptojjvuuJpV76SxLF68uN4R5DBrqA/piYhElAdXPBMRkfobuib3SFQgi4iMsUmTJm2MxWIlFckiItFQKpWIxWKlXC7XM1K/pliIiIyxUqn0n7du3bomFosd+1HmJoqIyNhyd3K5XGLJkiVLgKOBYrBfBbKIyBi78MILd1155ZXfBv4CiAM6lSwiUn8GHAOsW7ZsWTbYoQJZRCQcy4AB4Bxg/6taiIjIWCsBbwG/Gd6hAllEJATLli0rAc9XbiIiEmGR/pCemS00s0WJRIJMJkMqlaK/v59sNksikaBQKNDd3Y27V1eC6ujoAMorQ7k73d3dFAqF6oo4/f39pFIpMpkMfX195PN5enp6KJVK1SUghx5j6L6rq4tisUg8HieXy5FMJkmn06TTaZLJJLlcjng8TrFYpKura8TH6OzspFQq0dPTQz6fp6+vT/ukfdI+NeA+iYjI+KeV9EREDqORVtITEZHxJdJnkEVEREREwqYCWUREREQkQAWyiIiIiEiACmQRERERkQAVyCIiIiIiASqQRUREREQCVCCLiIiIiASoQBYRERERCVCBLCIiIiISoAJZRERERCRABbKIiIiISIAKZBERERGRABXIIiIiIiIBkS6QzWyhmS1KJBJkMhlSqRT9/f1ks1kSiQSFQoHu7m7cnVgsBkBHRwcAsVgMd6e7u5tCoUAikSCbzdLf308qlSKTydDX10c+n6enp4dSqURnZ2fNYwzdd3V1USwWicfj5HI5kskk6XSadDpNMpkkl8sRj8cpFot0dXWN+BidnZ2USiV6enrI5/P09fVpn7RP2qcG3CcRERn/zN3rnWG/5s+f76tWrap3DBGR/TKz1e4+v945RETk4EX6DLKIiIiISNhUIIuIiIiIBKhAFhEREREJUIEsIiIiIhKgAllEREREJEAFsoiIiIhIgApkEREREZEAFcgiIiIiIgEqkEVEREREAlQgi4iIiIgEqEAWEREREQlQgSwiIiIiEhDpAtnMFprZokQiQSaTIZVK0d/fTzabJZFIUCgU6O7uxt2JxWIAdHR0ABCLxXB3uru7KRQKJBIJstks/f39pFIpMpkMfX195PN5enp6KJVKdHZ21jzG0H1XVxfFYpF4PE4ulyOZTJJOp0mn0ySTSXK5HPF4nGKxSFdX14iP0dnZSalUoqenh3w+T19fn/ZJ+6R9asB9EhGR8c/cvd4Z9mv+/Pm+atWqescQEdkvM1vt7vPrnUNERA5epM8gi4iIiIiETQWyiIiIiEiACmQRERERkQAVyCIiIiIiASqQRUREREQCVCCLiIiIiASoQBYRERERCVCBLCIiIiISoAJZRERERCRgzApkM3vEzLrNbH1g2zFm9u9m1l65nzNWzy8iIiIicjDG8gzyL4DLh227DXjZ3c8AXq60RUREREQiY8wKZHd/A0gM2/wV4LHK148BXx2r5xcRERERORhTQn6+E9w9BuDuMTM7frRvNLMbgRsBTjzxRNasWRNSRBERERGZyMIukD8yd18ELAKYP3++z5s3r86JRERERGQiCPsqFl1mdiJA5b57LJ5keW+K+W++w/Le1Fg8/LjMohzKoRzjL4eIiNRH2AXyMuC6ytfXAU8f7idY3pviW+u2smugwLfWba3rG1xUsiiHcijH+MshIiL1M5aXeXsCaAXONLNdZnY9cA9wmZm1A5dV2ofN0BtbtuQAZEtetze4qGRRDuVQjvGXQ0RE6mssr2Jxtbuf6O5T3X2uuz/s7nF3X+DuZ1Tuh1/l4qANf2MbMvQGd+nKjfyys/x0mcESTW3tPNXVC0B/cZCmtnae290HQDxfpKmtnZd6kgB0DxRoamvnlXg/AB/k8jS1tfNGovymuT07QFNbO2/27gHg32JxvrFmy6hZHv+gh6a2dtanMgC09Wdoamtnw54sAG8l0zS1tbM5kwPgzd49NLW1sz07AMAbiRRNbe18kMsD8Eq8n6a2droHCgC81JOkqa2d33b3jXpMvrFmCy9X9ueXnQma2topVL5vaSxOU1t79fsf74jz9TWbq+1HP+jh6rVbqu1/3rmba9dtrbYf3NHN9evfr7b/58YdNO/jeNz07nZu3rCjuv3uLR3cunFntX3n5g+47b1d1fYd7bu4o/3D9m3v7eLOzR9U27du3MndWzqq7Zs37ODerbF9jpGr1m6pFkHXr3+fB3d8OPvn2nVb+eedu6vtq9du4dEPeqrtr6/ZzOMd8Wq7qa2dpbFyu1Bymtraa8bepSs38s21I+f4y8pYPdixtzmTo6mtnbeSaQA27MnS1NZOW395rK1PZapjb3lvimtGOR7XVIrCgx178XwRgOd299HU1k5/cRCAp7p6aWprJzNYAspj79KVG0d9Xa5eu5XL3tpY3XagY+/n27v4zjvbqu37t3XyvXe3V9v3bo1Vx97y3hRXrR19nKpIFhGZOBpmJb3vb9ix1xvbkGzJ2ZwZCC3L3VtjlEbpy5ac+7Z1hpLjh5s/GPWYlIC/3bRzxL7D7dndfQyO0pctOS9WisGxtq8xUvRyfxg2ZwbI+8g5ciGO1e9v2MHAKMdjoOShHo/RXpeCO++lwzsexZFjkA3xeIiISP2Zj/JGHSXz58/3VatW7fN7Rjs7CHDEJGPJuafy+TmzxypiJLMoh3IoR/g5zGy1u88fi4wiIhKOhjmD/Pk5s1ly7qkcMclqtoddHEcpi3Ioh3KMvxwiIlJ/DVMgw95vcPV8Y4tKFuVQDuUYfzlERKS+GqpAhg/f4OZOn1r3N7aoZFEO5VCO8ZdDRETqp2HmIIuIRIHmIIuIjH8NdwZZRERERORQqEAWEREREQlQgSwiIiIiEhDpAtnMFprZokQiQSaTIZVK0d/fTzabJZFIUCgU6O7uxt2JxWIAdHSUV1CLxWK4O93d3RQKBRKJBNlslv7+flKpFJlMhr6+PvL5PD09PZRKJTo7O2seY+i+q6uLYrFIPB4nl8uRTCZJp9Ok02mSySS5XI54PE6xWKSrq2vEx+js7KRUKtHT00M+n6evr0/7pH3SPjXgPomIyPinD+mJiBxG+pCeiMj4F+kzyCIiIiIiYVOBLCIiIiISoAJZRERERCRABbKIiIiISIAKZBERERGRABXIIiIiIiIBU+od4HD7w9Y4S1fuqLav+txJ/Ompx07oLMqhHMox/nKIiEj9NNR1kDP5Iv/xH16hL1uobpszcypv3raAI6ZNHsuIkc2iHMqhHOHm0HWQRUTGv4aaYvHAK5sZKA7WbMsWBvnZy+/R3NLKb9p2lbflB2luaeWZteVVsPpzBZpbWnlhfXmlrUQ6T3NLK797t7yKV3cqR3NLK69t6gagoy9Lc0sry9t7ANgRz9Dc0sqKreVVtLbs3sOCf3qdTKE2Szo/yAOvtvNOR5Lmllbe6UgCsHZnH80trWzqTAGwenuC5pZWtuzeA8CKrXGaW1rZEc8AsLy9h+aWVjr6sgC8tqmb5pZWulM5AH73bhfNLa0k0nkeeGUz6XyxJseegSIL/uk1svlyvt+07aK5pZXCYAmAJ1ftpLmltfr9T6zcwTWLV1TbS1q3cd0jK6vtR5a/z7cfe6vaXvTGFr67ZHW1/eBrm7ny58tHfG0eeLWd+1/axK1Prq1uv/eFjdz+63XV9t3PvcsdT62vtu965h3ueuadavuOp9Zz93PvVtu3/3od976wsdq+9cm13P/SJqA8RlK52uORzBb4q198uD/fXbKaRW9sqba//dhbPLL8/Wr7ukdWsqR1W7V9zeIVPBE449jc0sqTq3YCUBgsjTj2bl66ZsTj8Y8vbjzksdfc0srq7QkANnWmaG5pZe3OPoC9xt7fPbWe/lyhJkcyW+BHz5aP76GMPYAX1sdobmmtPsczaztobmnda+z99HftIx6Pv/mX1Yc89m7617er7Z+93M73l7ZV28PH3jWL/0BqoHZ8DI1TERGZOBqqQH58xXayhVLNtlyhxL/8Ycco/2LsdKcGyBdrs+SLJZa0bg81x+MrtlMYrP0rQWHQ6UoNhJpjWzwz4mtTj+MxOOyvJiWHth19oeZY3t4z4vF4cvWuUHM8v76T0rA/IpUclq2NhZrjiZU7RjweQ4V/WN7p6Gdw2AGpxzgVEZH6aqgpFve9sJFHf/9+zRvtjKmTuP7zf8z/+tJZYxkxslmUQzmUI9wcmmIhIjL+NdQZ5JsuPZ3pU2rnCR4xdTI3XXLGhM2iHMqhHOMvh4iI1NfkO++8s94ZRmVmC++6665bZ8yYceENN9xALpdjYGCAUqlEKpViypQpxONxZs6cSWdnJ8ccfRSfOnKQ6dNncPLRUzln7hy+++cncvoJHyOZLM+5zGaz5PN5BgcHSafTTJo0id7eXmbMmEFXVxezZs2io6OD2bNnV++7urqYMWMGvb29TJo0iXQ6zeDgIIVCgWy2PBczmUwybdo0du/ezaxZs9jd1ckXPvMpUnvSnPupYzjl6Kn88MufZbblmDJlCqlUilKptN99CuaIxWLlx969m2nTpn2kfUr07Obis+dWc5x81BTuuPIcjhjcc8D7NPy4dHZ2MnPmTOLx+H73qb+vl4s+/UlS6Qznzp1TzTG90H/A+3Qor1NmT4o/O/0E0tkc5wRyTMsnD3ifDuV1yuey/IdTP042N8Bn587hlKOncsfCD3Mcytg7kNepVCxw/slHM5AvcvYfHcWpc6bxfxaew4xC/yGPvQN5nSbhnPfJj1EoDnLWiR/jtGNncPsVn+ZIzxzy2DuQ12nq5El85hNHMlhyzjxhFmccN5MfXH4mH5s08JH36b777ovdeeedi0L6b1JERMZAQ02xEBGpN02xEBEZ/xpqioWIiIiIyKFSgSwiIiIiEqACWUREREQkQAWyiIiIiEiACmQRERERkQAVyCIiIiIiASqQRUREREQCVCCLiIiIiASoQBYRERERCVCBLCIiIiISoAJZRERERCTA3L3eGfbLzJJA+yjdRwHJEbZ/HOg5wH8zVn2jZVGOaObY179TjmjmGIuMB5vjDHc/apQ+EREZD9w98jdg0YH2AasO5+MdYt+IWZQjmjn2M66UI4I5xijjYf8/RDfddNNNt/FxGy9TLJ45yL7D/XjKMTFy7OvfKUc0c+yrLyo5RERknBgXUywOhpmtcvf59c4B0cmiHMqhHOMvh4iIhG+8nEE+GIvqHSAgKlmUo5Zy1FKOWlHJISIiIWvYM8giIiIiIgejkc8gi4iIiIgcMBXIIiIiIiIBKpBFRERERAJUIIuIiIiIBEypd4DDwczuB37l7r+vc45jgJuADuBh4H8Dfw5sAH7s7r0hZrkE+BrwKaBIeSXCxe6+OcQMU4DrgSbgjwCnfGyeBh5290JYWUT2xcxmUv7ZdeDnwFXAXwAbgb939z11jCciIiFrlDPI3wJ+ambbzew+Mzu/TjkeB44ELgReBT4B3AtkgV+EFcLM7gGuBVYABWArsAV40sy+HlYOYAkwD7gT+C/AfwXuAs6jfKzqzsxCvZSXmU02s++Y2Y/M7KJhfT8MM8towjwmEToevwBOAP4YeA6YD/wEMOChEHOIiEgENMRl3syszd3PN7MzKJ/5uQqYDDwBPOHu74WUY427zzMzA3a5+yeH94WU4/+5+zmVr6cAr7v7RWY2B/i/7v7ZkHJscvczR+l7z93/JKQcx4zWBax197lh5KhkWQzMBFZS/sXudXf/H5W+t939gpByROKYROh4BH92Y8CJ7u6V9lp3PzeMHCIiEg0NMcWC8p9Fcfd24EfAj8zsXOBq4LfA6SHlmFQpQmcDs8zsFHffZmbHAtNCygBQMrNj3D1BeWrDZAB376284Yelt3LG+lfuXgIws0nA14HQppsAu4HtlIu/IV5pHx9iDoDPDRVbZvYA8KCZ/ZryWA3ztYnKMYnK8QCgUhT/1itnDirt8X8WQUREDkijFMh7vZG6+zpgHXB7iDn+gfKcRYC/BhZX6tFPU55aEJYfA21mtgk4C/gbADM7DlgbYo6rKE8xedDMhgrioylPP7kqxBxbgQXuvmN4h5ntDDEHBH5RcvcicKOZ/R3wCjArxBxROSZROR6rzGyWu+9x978e2mhmpwGpEHOIiEgENMoUi1lR+RCNmU2mfFyLlekN84AP3D0Wco5jgFOBze7eF+Zzj5LnWMrHpacOz/09YLm77/XLgZn9N3f/eYhZHgced/cXhm3/NvCQu08NKUckjklUjse+mJl5I/xHKSIiH1lDFMgAZnYUcDnwST68WsKLYReHyvHRmNll7v7v9c4hMsTMzgK+Qu3PzDJ331DXYCIiErqGuIqFmV0LvA18kfIHfo4ELgFWV/qUow459uPhegeAcqFe7wxDws5iZmeZ2Q/M7Gdm9tPK158OM0NUcpjZD4CllKdrrQTeqnz9hJndFmYWERGpv4Y4g1yZa/unw8+OVj4w94cQr5agHLXPt2y0LuBSdz8yjBz7YmY73P2keueAcLNUCsKrKReFuyqb51KeG77U3e+ZYDneAz4z/NrcZjYNeMfdzwgjh4iIREMjfUhvpEq/RLifhFeOWhcDfwkMnx9uwOfCCrGfQv3YsHJELMv1jFwQ3g+8A4RSmEYoR4nyFV+2D9t+YqVPREQmkEYpkO8G3jazl4ChT+CfBFxG+bJvylGfHCuAjLu/PryjcpY7LJEo1COWJSoFYVRyfB942czaqf2ZOZ3yCnsiIjKBNMQUC6hOH/gS5Q/YGOU/174Y5vLOyhFNZvY8cJ+7vzpC3xvu/oWJlsXMLgceoLwE+V4F4fCrSjR6jkqWSZR/SQn+zLzl7oNhZRARkWhomAJ5ODP7srs/qxzKISOLSkEYlRwj5LrR3UNdilxERKKhkQvk0JapVY5xmSMyhXpUskSlIIxQjkiMVRERCV9DXOZtFKEvUzsK5agVlRx/X+8AAVHJ8t16B6iISo6ojFUREQlZIxfI36l3gArlqBWVHFEqfqKSRTlqLax3ABERqY9GuYrFiKtgmVkq7FWwlCOaOUYQlUIdopMlKgVhJHK4+y4AM/srd3+03nlERCQ8DXEGOSqrYClHNHNUstSs1gZcUo9V46KWJShYECpHjbvqHUBERMLVEB/Si8oqWMoR2RyRWK0tallGE5XVBUNeWXDdaF3An7j79DByiIhINDTKFIuoLDagHNHMEZXV2iKTZT8F4QlhZIhSjspzfQkYfp1wA94MMYeIiERAoxTIUVkFSzmimSMqhXqUskSlIIxKjmeBWe6+ZniHmb0WYg4REYmAhphiAdFZbEA5opcjYqu1RSKLmT0MPOruy0fo+1d3/+ZEyiEiIhLUMAWyyL5EoVCPYhYRERHZW6NcxeJcM1thZjvNbJGZzQn0rVSOiZ0DwN1L7r7C3X/l7r+sfF2XgjRKWaQsSmNVRETqryEKZOBB4E7gHOA9YLmZnVbpm6ocEztHlIqfqGRRjr1EYqyKiEg0NEqBPMvdX3D3Pnf/CeUPgL1gZn9GeXEK5ZjYOaJU/EQli3LUispYFRGRCGiUq1iYmR3l7kkAd3/VzL4G/Ao4RjkmfI5ZgQ+//cTMVlMufr5F+MVPVLIoR62ojFUREYmARjmDfC9QsxKZu68DFgC/Vo4Jn8PM7KhAhleBrwFLgJNDzBGlLMpRKypjVUREIkBXsZCGZ2bfBLa6+4ph208C7nD3GyZaFuUQEREZXUMUyJUzULcDXwWOq2zuBp4G7nH3PuWYuDlE9kdjVUREghplisW/UV6J64vufqy7HwtcUtn2pHJM7BxmdpSZ3WNmG80sXrltqGw7OqwcUcqiHHuJxFgVEZFoaJQzyJvc/cwD7VOOCZPjReAV4DF376xs+wRwHfCf3P2yMHJEKYty7JUjEmNVRESioVHOIG83s9nWXTgAAAHMSURBVL81sxOGNpjZCWb2Az5czlc5Jm6OU9z93qECDMDdO939XsrLPIcpKlmUo1ZUxqqIiERAoxTIzcCxwOtm1mtmCeA1ypdn+oZyTPgcUSp+opJFOWpFZayKiEgENMQUCwAzOwuYC6xw9z2B7ZcHrrOqHBMwh5VXZ7sN+ApwAuXr63YBy4B73T0RRo4oZVGOEbPUfayKiEg0NESBbGb/HfgesAGYB9zs7k9X+t529wuUY+LmqDxfZIqfqGRRjpoMkRmrIiJSf40yxeIG4EJ3/yrwReAOM7u50mfKMbFzVIqfpykvH7zezL4S6P5xWDmilEU59hKJsSoiItHQKEtNTx468+Tu28zsi8Avzexkwn1zU45o5hgqfvaY2SmVDKe4+09DzhGlLMpRKypjVUREIqBRziB3mtm8oUblje7LwMeBc5RjwueoKX4onyG8wszuJ/ziJypZlKNWVMaqiIhEQKMUyNcCncEN7l5092uBLyjHhM8RpeInKlmUo1ZUxqqIiERAQ3xIT2RfzGwuUAxeazfQd5G7/36iZVEOERGR0alAFhEREREJaJQpFiIiIiIih4UKZBERERGRABXIIiIiIiIBKpBFRERERAL+P67/EmWnAcr+AAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -124,7 +124,19 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -163,7 +175,7 @@
     {
      "data": {
       "text/plain": [
-       "62"
+       "63"
       ]
      },
      "execution_count": 2,
@@ -172,16 +184,14 @@
     }
    ],
    "source": [
-    "Ed_number(miles)"
+    "Ed_number(rides['miles'])"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**My Eddington Number is 62**: I've ridden at least 62 miles on at least 62 days (but not 63 miles on 63 days). My number is above [the mean for Strava](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number), but not nearly as good as Eddington himself: he had a number of **84** when he died at age 62, and his roads, bicycles, and navigation aids were not nearly as nice as mine, so bravo zulu to him. \n",
-    "\n",
-    "I'm 64 years old; how many rides do I need to match my age? I call the number of needed rides the **Eddington gap**:"
+    "**My Eddington Number is 63**: I've ridden at least 63 miles on at least 63 days (but not 64 miles on 64 days). My number is above [the mean for Strava](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number), but not nearly as good as Eddington himself: his number was **84** when he died at age 62, and his roads, bicycles, and navigation aids were not nearly as nice as mine, so bravo zulu to him. I don't think I will reach 84, but how many more rides do I need to reach 65? or 70? I'll call the difference the Eddington gap:"
    ]
   },
   {
@@ -192,7 +202,7 @@
     {
      "data": {
       "text/plain": [
-       "5"
+       "{64: 3, 65: 7, 66: 11, 67: 19, 68: 23, 69: 34, 70: 40}"
       ]
      },
      "execution_count": 3,
@@ -201,14 +211,17 @@
     }
    ],
    "source": [
-    "Ed_gap(miles, 64)"
+    "{mi: Ed_gap(rides['miles'], mi) \n",
+    " for mi in range(64, 71)}"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "I need 5 more 64-mile-plus rides. Here are the gaps to other numbers:"
+    "I need just 7 more rides to reach 65, but 40 to reach 70.\n",
+    "\n",
+    "Eddington was English, so he used miles, but we could also consider a **metric Eddington number**:"
    ]
   },
   {
@@ -219,7 +232,7 @@
     {
      "data": {
       "text/plain": [
-       "{63: 2, 64: 5, 65: 9, 66: 13, 67: 21, 68: 25, 69: 36, 70: 40}"
+       "87"
       ]
      },
      "execution_count": 4,
@@ -228,14 +241,7 @@
     }
    ],
    "source": [
-    "{m: Ed_gap(miles, m) for m in range(63, 71)}"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Eddington was English, so he used miles, but we could convert to kilometers to get a **metric Eddington number**:"
+    "Ed_number(rides['kms'])"
    ]
   },
   {
@@ -246,7 +252,7 @@
     {
      "data": {
       "text/plain": [
-       "86"
+       "{88: 1, 90: 5, 92: 10, 94: 18, 96: 23, 98: 31, 100: 36}"
       ]
      },
      "execution_count": 5,
@@ -255,34 +261,15 @@
     }
    ],
    "source": [
-    "Ed_number(kms(miles))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{86: -2, 88: 3, 90: 7, 92: 12, 94: 19, 96: 25, 98: 33, 100: 37}"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "{k: Ed_gap(kms(miles), k) for k in range(86, 101, 2)}"
+    "{km: Ed_gap(rides['kms'], km) \n",
+    " for km in range(88, 101, 2)}"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "My **metric Eddington Number is 86**, and my gap to 100 is 37 rides.\n",
+    "My **metric Eddington Number is 87**, and my gap to 90 is 5 more rides, and to 100 is 36 more rides.\n",
     "\n",
     "Here are some properties of Eddington numbers:\n",
     "- Your Eddington number is monotonic: it can never decrease over time. \n",
@@ -299,7 +286,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -324,89 +311,108 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>year</th>\n",
-       "      <th>E_mi</th>\n",
-       "      <th>E_km</th>\n",
+       "      <th>Ed_km</th>\n",
+       "      <th>Ed_mi</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>2014</td>\n",
-       "      <td>34</td>\n",
-       "      <td>45</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>27</td>\n",
+       "      <td>23</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2015</td>\n",
-       "      <td>41</td>\n",
-       "      <td>60</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>45</td>\n",
+       "      <td>34</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2016</td>\n",
-       "      <td>46</td>\n",
-       "      <td>65</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>60</td>\n",
+       "      <td>41</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>2017</td>\n",
-       "      <td>51</td>\n",
-       "      <td>72</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>65</td>\n",
+       "      <td>46</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>2018</td>\n",
-       "      <td>53</td>\n",
-       "      <td>76</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>72</td>\n",
+       "      <td>51</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>2019</td>\n",
-       "      <td>55</td>\n",
-       "      <td>79</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>76</td>\n",
+       "      <td>53</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>2020</td>\n",
-       "      <td>61</td>\n",
-       "      <td>86</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>79</td>\n",
+       "      <td>55</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>2021</td>\n",
-       "      <td>62</td>\n",
+       "      <td>2020</td>\n",
        "      <td>86</td>\n",
+       "      <td>61</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2021</td>\n",
+       "      <td>87</td>\n",
+       "      <td>63</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "   year  E_mi  E_km\n",
-       "0  2014    34    45\n",
-       "1  2015    41    60\n",
-       "2  2016    46    65\n",
-       "3  2017    51    72\n",
-       "4  2018    53    76\n",
-       "5  2019    55    79\n",
-       "6  2020    61    86\n",
-       "7  2021    62    86"
+       "   year  Ed_km  Ed_mi\n",
+       "0  2013     27     23\n",
+       "1  2014     45     34\n",
+       "2  2015     60     41\n",
+       "3  2016     65     46\n",
+       "4  2017     72     51\n",
+       "5  2018     76     53\n",
+       "6  2019     79     55\n",
+       "7  2020     86     61\n",
+       "8  2021     87     63"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "Ed_progress(range(2014, 2022))"
+    "Ed_progress()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "*Note:* the definition of Eddington Number seems precise, but there is an ambiguity: what does ***day*** mean? The New Oxford dictionary mentions three meanings:\n",
+    "*Note:* the definition of Eddington Number seems precise, but what exactly does ***day*** mean? The New Oxford dictionary has three senses:\n",
     "\n",
     "- (a) a period of 24 hours; \n",
     "- (b) a unit of time, reckoned from one midnight to the next;\n",
@@ -430,12 +436,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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Z3QMP+CnUbwKP/hiS6360mLVGPyBVi4SObbmYoiGF6xVvTPFjWyZSOrblYoqGFK5XvMmlFnOWi8Wmuh4O/yPcexa82QTjzuz14V7zv8CMWV8Oh8PhcDjMxPodr9SMrqzYYQI07AvP/B7Cq/LTKDBStUjo2JaLKRpSuF7xxhQ/tmUipWNbLqZoSOF6xZtcajGn6gIRj8ezf7BScPSVEGmFZ37Xq0ZjYyONjY00NDTQ0NDQ9XWhyclPgXWkapHAFD+2ZSKlY1supmhI4XrFG1P82JaJlE6p5mL0wkticn0sFsttKvXw7xDd9Sx4o4lHb/ojgUCAWCyWcYpuamBaf02ur6ysFJlc35unbKeHR6NRYybXV1VV+Z6IntLw46mqqsqYyfWpKdUmeEpp+PUk8X7qPr07X089J4Dn48lLo1iT67sfn2J7Sl0dZsLk+ky55OKpsrLS93GqrKw0ZnJ9LBYT6T0JTxUVFcZMro/H425yfYpwOExtbW1uT4q0wrXjWB6t4dFNLmbS5Cm5a3ggMSE3Lz8F0pHQkJoabIofqePjeiUd1yveuF5Jx/WKN65X0ilUr6zXk+sHDBiQ83MCc+/jxZrD2SjazNDmR5k3b57IyIgFCxb41snHT6F0pGqRwBQ/tmUipWNbLqZoSOF6xRtT/NiWiZROqeZi/cIrFArl9bxPB+7GZ4ziUF6iVuenUQjy9VMIHalaJDDFj22ZSOnYlospGlK4XvHGFD+2ZSKlU6q5WD9Ooq6uLufnpE6Sv3/mMo7/6s9M2uA9+N71vT+pF1K7XMFgkJUrV/oaPZGPn0LpSNUigSl+bMtESse2XEzRkML1ijem+LEtEymdUs3F+h2v1Ely+bCmagTvDz4I3pkDi+cLVpU/fvxI60jVIoEpfmzLRErHtlxM0ZDC9Yo3pvixLRMpnVLNpWA7XkqpW4FjgRat9Q49vncpcCWwkdZ6RaFqAKivr8/7uY2NjRCdBNftCY/8CM6dDxVV+ekAc+bMoa6uztfYCT9+pHWkapHAFD+2ZSKlY1supmhI4XrFG1P82JaJlE6p5lLIHa8AcGTPf1RKbQYcBnxewNfuwveKuKqW8EF/gBUfwcJrZIrygfttwxtT/NiWiZSObbmYoiGF6xVvTPFjWyZSOqWaS8EWXlrrF4FVHt+6CrgM6Jc5FhIr4trvngjbHQcvXAmrF+etM378eN9DVt1vG96Y4se2TKR0bMvFFA0pXK94Y4of2zKR0inVXPr1HC+l1PHAl1rrd/rrNbMZZgaQTGZeBwaDQTjyClBl8NhlBG67TWS8RD5k66c/dKRqkcAUP7ZlIqVjWy6maEjhesUbU/zYlomUTqnmUtABqkqp0cAjWusdlFK1wHPA4VrrNUqpxcC4TOd4KaVmADMARo4cudv8+fmd3K617poun4n/rGjn8me+5HeHb0bDhtUZNQa918SQRf/Hi5vMYEn9LowfPz6nWlauXMnQoUNzek6mWvwioSOhIZGJVC2maIDrFS9cr3jjeiUd1yveuF5Jp1C9MmbMmIwDVPtznMSWwBjgnbXFjQLeVErtobVe2vPBWuuZwEzonFyf72TZbCbbltWHCcaW8P/++SX3XzCejetrPDWanhvFcZUj2fnr2Sz4urLr1ha5fHzopgan4yZMe+N6JR3XK964XknH9Yo3rlfS6e9e6bePGrXW72qtN9Zaj9ZajwaWALt6Lbokqarq+yrEzYfWcmvj7qwKRTkz8DrBjnVvdpnS0Kqcl4dNpp4Qh1Cc8RLZ+OkvHalaJDDFj22ZSOnYlospGlK4XvHGFD+2ZSKlU6q5FGzhpZS6E1gIbKOUWqKUOqtQr9Ub2d4xfKdRG3DdtF358Os2Lpj9JrFEMk2jsbGR4875DR/WH8A4/kXjwdv5Plk+V9yd4b0xxY9tmUjp2JaLKRpSuF7xxhQ/tmUipVOquRTyqsZTtNabaK0rtdajtNa39Pj+6ELP8AIoK8ve4kHbbszlJ+7ACx8v5xf3v0vq/LeeGm9ueDSh8sHw8EUQj4rW2xe5+Cm0jlQtEpjix7ZMpHRsy8UUDSlcr3hjih/bMpHSKdVczKnaEKbssTk/PGRr5i1awt+e/o/nY6afeS51k26A5R/Cgqv7uUKHw+FwOBylivULr2Qy2feDenDJoVszcbdRXP3Mf5j72ufeGtscBd85sXO214r/ClSaHfn4KZSOVC0SmOLHtkykdGzLxRQNKVyveGOKH9sykdIp1VysX3hVVOR+4aZSij+dtCMHjN2IXzzwHi/+12sOLHDUn4kmy/j65slQwLEc3cnHT6F0pGqRwBQ/tmUipWNbLqZoSOF6xRtT/NiWiZROqeZi/cIrNfIhVyrLy7hu2q5sv+kgfjj3Hd78fHX6g+qH8/qQ49kk8l9463aflWZHvn4KoSNViwSm+LEtEykd23IxRUMK1yvemOLHtkykdEo1F+sXXjU1NX0/CAgEAmnT6AdWV3Br4+4MH1TDWYHX+WR5MO3xT6/clMWMpOORy7jr5sKf75Wtn/7QkapFAlP82JaJlI5tuZiiIYXrFW9M8WNbJlI6pZqL0QsvpdRxSqmZq1evJhaL0dHRQUdHB7FYjPb2dhKJBKFQCK111w0qu/+ttWblypUkEgna29szaoTDYeDbqxK6awyrq+aqE7ekTClOvflVvlwVJBKJoJRCKUVFZSWPlh1JuY6z16q7CXrUAZ23E9BaEw6H+6ynN0+hUIhQKJSVJ611120MemqtWLGCZDJJOBwmHo8TiUSIRqNEo1EikQjxeJxwOEwymexVw6+nSCSC1tq3p3A4TDAY9OUppeHHUzgc7uo9P54ikUhX3+Trafny5SK9J+EppeHXk8T7KZWLH0/dNfL15KUh8TMiH0/dj0+xPfXUyMdTR0dHxr7JxVOmXHLxFAqFfB+nUCjU63shW0+95ZKtp5UrV4r0noSnYDDo+2dEMpkUeT+lcsnm1kEFvWWQFOPGjdOLFi0qiHZql6u5uRmAhoYGIH0a/btL1jB55kIahg7krnP2YlBN5TrPb9x6DTz1a5h4G+xwUpp+Y2MjixcvzntCbncdm/CTic24XNJxmXjjcknHZeKNyyWdQmWilMp4yyCjd7wkSK1c/WrsOGowN0zfjf8sa+OcWW8QiSXWfdBeF8Cmu8BjP4HQSt+v2VstpuhI1SKBKX5sy0RKx7ZcTNGQwvWKN6b4sS0TKZ1SzWW93/FKke2O0gNvfcnFd73N0TuO4JpTdqW8rNsNOpe9DzceANufSKBtX2DdnbSqqiqmTp2aV1197ciVKu43MG9cLum4TLxxuaTjMvHG5ZKO2/EqANKr6hN3Gckvj9mOx95dym8eeo91Fq7Dt4f9fgzv3s2o8Hu+X9cLqUm96/NvG6ZrSOF+M/XGFD+2ZSKlY1supmhI4XrFG7fj1Q/86fEPufGFT7nk0LFcdOjW334jHoWZB0D7N3DBKwTm3g907lDNmTOHaDSa127VFVdcAcDPfvYzifKNwf0G5o3LJR2XiTcul3RcJt64XNJxO14FIJsrDPLR+NmR2zJxt1Fc9fTH3PFK87ffqKiCE66F4FJ48pe+XzubWoqlI1WLBKb4sS0TKR3bcjFFQwrXK96Y4se2TKR0SjUXc8a+FoiBAwcWREMpxRUn7cjqUJRfPfgeQwdWcdSOm3R+c+RuMP5CePlqGqefQGD+EgKBAMFgkJUrV+Z0hWLqsanLgO+5556sn5urp2JoSGGKH9sykdKxLRdTNKRwveKNKX5sy0RKp1RzsX7Hq729vWAaFeVlXDt1V3bdfEMumvs2L/93xbffPPD/wbBt4MELqUqEfdeQQuocr0LmUgxM8WNbJlI6tuViioYUrle8McWPbZlI6ZRqLkYvvCQGqMbjcd/DRuPx+DrD3JqammhqaiIajaKSMWZO34WGoQOYMWsRCz/+qvO5kRh873p0cBlTh77PxIkTGTJkCGPGjOHUU09l8uTJWXlqbGxkwoQJNDQ0MGbMGKZOncrJJ58s7imfIZaxWMyYAarV1dW+B3OmNPx4qq6uNmaAauoWFiZ4Smn49SQxbDSVix9P3TXy9eSlUawBqt2PT7E9xWIx356kBqhmyiUXT1VVVb6PU1VVlTEDVOPxuEjvSXiqrKw0ZoBqIpFwA1RTtLe3M2DAAF+v31Oj50eFgUCA1lgZd68eRTAS5+5zx7PVxnWdD37m9/DSX2HqPOYsWpn3yfWp15w8ebJvP1CYXPJB6sRGU/xIaIBMLlK1mJKL6xVvXK+k43rFG9cr6RSqV3o7ud76c7wk74Dec6ZW93s7DqpMcvuZezLxhoWcesur3HPeeEZuMAAO+Cl89AQ89EP2PW4em2/z3bxqSC3WUr8N+mV9vjO86RpSSNXicjFXQwrXK96Y4se2TKR0SjUXoz9qlCCZTBZMY+nSpSxdupTm5maam5t5/pG7mTDsa4KROKfe8iorgx1QUQ0nXgfhFQx59X8LVksxdKRqkcAUP7ZlIqVjWy6maEjhesUbU/zYlomUTqnmYv3CS5LGxkYaGxtpaGigoaGBESNGpD1mk5oEN58+ji9Xt9N42+ud53ptujPsdyl1nz4KHz5ShMpzJxAIrLOj53A4HA6Hwz/WL7wkrgLMpNHY2MiIESOorq6moaGha2G25xZDuW7arnz4dStnNy3qvK/jfj+mY8g28MjFEFrhqeenlmLoSNUigSl+bMtESse2XEzRkML1ijem+LEtEymdUs3FnKoLRDweF9foflJ9c3MzHR0dLF26dJ0dokO2G85fJ32X1xav4oLZbxJTFazY73KIrIGHL4I8L2qQ8AMwZ84czx2t1E5X6uPT3na+pGqRoBDHuVgaUkjV4nIxV0MK1yvemOLHtkykdEo1F+sXXlVVVf2i4fWx4wk7j+T3J+zAM/9u4dK736Fjg63gkF/Dvx+Bt2cXrJZskLiaVaoWCfrrOPeHhhRStbhczNWQwvWKN6b4sS0TKZ1SzcWcSwIKRCQS8T3dtqdG93ESfU2hP3WvBlrbY1z5z49Y+sVnHDl0IGeM3g8e/ymM3hc2HO2rllxJ1fv1118TjUbT6u++m9f960LUIkkhjnOxNKSQqsXlYq6GFK5XvDHFj22ZSOmUai7W73jV1tYWXeP8A7fknP234NWV1Tyzsr7zKkdVBvefC8lEQWvJ9FFhatChHySylcKE4yylIYVULS4XczWkcL3ijSl+bMtESqdUczF64SUxuX758uW+p7y3tLSQTCZpamoiEAjw5ZdfsmTJEpqamlBKMX369F4nbTc1NbHp8tfZaWAr81fWctYtC3mp/nj4fCHxl67KyVNbW1tOE5xTJ/ylNCZMmEBjYyNbbrklDQ0NTJo0ienTp6dNBp4+fTqTJk3qdXp4S0uLMZPrg8Gg74noKQ0/noLBoDGT65ctW9alUWxPKQ2/niSmvKdy8eOpu0a+nrw0ijW5vvvxKbannhrFnFyfKZdcPKV+bvvxlHoP+fUkMbl++fLlIr0n4am1tdWYyfWpXNzkemF6DlBtaGgA+r5hdep5rW1BHlg6iE8TQzl641auG/kYfPQ4zHgORuzYr7XmcqPuQiI1Ndg2XC7puEy8cbmk4zLxxuWSTqEy6W1yvdE7XhKkVq4SGj3neKW+7mvmVepxw4YOYdpWSQ7dbjiPtQzioc0ug9ohcN8MiEV6rSH1GhJ+4NudLz9I1SKB5HEutoYUUrW4XMzVkML1ijem+LEtEymdUs3F+pPr6+vrjdBIUa7g2qm7cFbT61z88OeMOPiP7PHy9+Hp38BRfU+2z7aWvna2TMvFL6b4sS0TKR3bcjFFQwrXK96Y4se2TKR0SjUX6xdebW1tvg9OT42ei5qe927MtJM0fvz4ri3Nm04bx6m3vMa05xXPbn86m716A2x5CIw9fJ3n9HyNWbNmkUwmRXarpHMpJqb4sS0TKR3bcjFFQwrXK96Y4se2TKR0SjUX6z9qrKurM0KjJ7VVFdzauDtjh9dz9AeHENpwW3jwfAi29Pq8XO9NlfqYsyem5pIvpvixLRMpHdtyMUVDCtcr3pjix7ZMpHRKNRfrF17hcLhgGpnO+cqWwQMqmXXmHowYsgGnrDybZKQVHjgPui2uer7GySefLHJCfJ9sm3EAACAASURBVCFzKQam+LEtEykd23IxRUMK1yvemOLHtkykdEo1l4ItvJRStyqlWpRS73X7tyuVUv9WSv1LKXW/UmqDQr1+ipqaGiM0MjG0rprZZ+9J26Ct+VN8Gvz3aXjtxoLXYnouuWKKH9sykdKxLRdTNKRwveKNKX5sy0RKp1RzKeSOVwA4sse/PQXsoLXeCfgY+HkBXx+QGRTal0auO1092XhQDbPP3pPHBxzLC+xG8slfw9L31nlM6jUk/ADccccdvV6JmQ1StUjQH8e5vzSkkKrF5WKuhhSuV7wxxY9tmUjplGouBVt4aa1fBFb1+LcntdapO0m+Aowq1OunqKjwf/2AhEZfbLrBAO6csTd/qvwBq5K1dNx1BkTTty6lapGY39YfuWSLKcfZtkykdGzLxRQNKVyveGOKH9sykdIp1VyKWfWZwF2ZvqmUmgHMABg5ciSLFy/O60Xi8bjvgyOhAbBy5co+H/OLY7bnVw9cwPWrL2fpnPOIHPg70VoWLFgA0DXJeM6cOUDnFZe5IpFLNpn0Vy2maIBMLlK1mJKL6xVvXK+k43rFG9cr6RSjV4qy8FJK/QKIA7MzPUZrPROYCZ2T6/OdLNvR0UF1dXVez5XUSNGXj9HAxiPO47Yb3uOMxQ+wYumRDNvrFLFann/+eQBWrVpFIpHouhIjn3ylcpGYGmzKce7PXumvWkzKxfWKN65X0nG94o3rlXT6u1f6feGllDodOBY4RPfD/YpS9yostkYubDOinvjZ/8fbN3/I1k9cwrIROzN89HYitaTORWtqakJr7evctP7OpTdMOc62ZSKlY1supmhI4XrFG1P82JaJlE6p5tKvVSuljgR+Chyvte6X60Dj8XjfD+oHjVzZftQwaiYHSFDG6lnTWLpyTV619HU7Iz8UI5dMmHKcbctESse2XEzRkML1ijem+LEtEymdUs2lkOMk7gQWAtsopZYopc4CrgXqgaeUUm8rpW4o1OunqKqqMkIjH7bdbnuWH/J/bJv8hPk3XEBLW4SqqiqRxdT06dN9zwMrVi5emHKcbctESse2XEzRkML1ijem+LEtEymdUs2lkFc1nqK13kRrXam1HqW1vkVrvZXWejOt9c5r/5xbqNdP0dHRYYRGvmy53xSWbXsaE2MPc8111/DVquxuxJlanDU3N9Pc3Jy2WJs9e7bvxVsxc+mJKcfZtkykdGzLxRQNKVyveGOKH9sykdIp1VzMuRazQAwYMMAIDT8Mn3Alwevf4Ecr/8ap1wxhx7Kl1Kh4n/eG7I1cbz3kRbFz6Y4px9m2TKR0bMvFFA0pXK94Y4of2zKR0inVXMw5M61AhEIhIzR8UVlD3bTbGVAW5w9cx9MdWxDRva+ZM93OKLXztXTpUs+dsFwoei7dMOU425aJlI5tuZiiIYXrFW9M8WNbJlI6pZqL9Tte1tyIc+iW1Ey8gV3ubuT88ge4QU/lJycfxZCB+X3GLbFF65WLn1046VpKVUMKdzNbb0zxY1smUjq25WKKhhSuV7xxN8nuRltbdudEFVpDhO2/R3SXMzmj4gnGxRcx7eZXWR3K7XZGqa/HjBnT6429s9kJMyYXzDnOtmUipWNbLqZoSOF6xRtT/NiWiZROqeZi9MJLKXWcUmrm6tWricVidHR00NHRQSwWo729nUQiQSgUQmvdZbr731prysrKSCQStLe3Z9QIh8NorQkGg2kaa+sgmUwSDoeJx+NEIhGi0SjRaJRIJEI8Hu+aBJ9JIxgMorUmHA73WU9vniqPuYLEJrty9YBbSLR8zNSbXmHp6racPaXI5Km7795ySXkKBAI0NTWxZMkSlixZQlNTE4FAoE9PkUgErTWhUMjXcaqvrycYDPo6TikNP8epvr6+q/f8eEodAz+eUpjgKaXh15PE+ymFH0/dNfL15KUh8TMiH0/dj0+xPfXUyMdTakffr6dMueTiqa6uzvdxqqur6/W9kK2n3nLJ1lNZWZlI70l4GjhwoO+fEclkUuT9VF5e7vkzwgvVDzNMfTNu3Di9aNGivJ6b+qHvBwkNgMWLF/uekNvW1kZ94hu4cT+C1cPZe8X/Y7ONhjD77D3Z0ONjx0wf/WXylHp8c3MzAA0NDZ7P76mRy/O6I5FJz1pKXQMEe0WgFlNycb3ijeuVdFyveON6JZ1C9YpS6g2t9Tivx1p/jpdEg0hoSNFZSz2cdBN1syfy5NiHOODjiUy9+VVmn71n1ud8SeeSWmAV6xwvU46zeb1iho5tuZiiIYXrFW9M8WNbJlI6pZqL0R81SpDNtl9/aEjRVcvWh8H+P2GTT+/hkX0+5dPlQabe9Aorg51byX3N8crkKdPVkL3WYgCmHGfbMpHSsS0XUzSkcL3ijSl+bMtESqdUc7F+4VVbW2uEhhTr1HLgz2GLgxi76HfMPbaKz1aEmHrTq6wI9n3FYqFy6W2hVkhMOc7G9kqRdWzLxRQNKVyveGOKH9sykdIp1VysX3ilTlIutoYU69RSVg4TboG64eyy4IfMmrIFzatCTL3pFY6ZcEqvO1d9ecpmAWVsLiWuIYVULS4XczWkcL3ijSl+bMtESqdUc7F+4VXs+0FJ36Q6rZaBQ2Hy7RBazp5vXMqtp+7C56vCnHLTK7S0Zm6EYucijSl+bMtESse2XEzRkML1ijem+LEtEymdUs3F+oXXenEH9E13hmOvgs9eZPzifxA4Yw+++qadKTNf4cjvTfHcuVovcilRDSmkanG5mKshhesVb0zxY1smUjqlmov1VzWWlflfW+aj0XO8QiAQoKqqyvdlqxlr2WUafPkGLPg7e43clVlnHkDjba8zeeZC5nx/L0ZuMCA7HYlaioApfmzLRErHtlxM0ZDC9Yo3pvixLRMpnVLNxZyqHf458goYtTs8cAHjapcx66w9WBWKMvnGhXyxKlzs6hwOh8PhWO8xeuElMbk+GAz6nlzf1taW8wTnCRMmrHNrnokTJ7L33nv7nkqd+r6nhla0Hz8TXTWQ5Jwp7DJMc9PUnWiLxDn5hgUsXhHy5SlTxn48SU2uT9Xpx1Pq3/14SiaTxkyub21t7dIotqeUhl9PElPeU7n48dRdI19PXhrFmlzf/fgU21NPjWJOrs+USy6eEomE7+OUSCSMmVyfeqwJnuLxuDGT61MaIpPrlVIbA/sAmwLtwHvAIq11sk91IfxMro/H41RU+PtE1Y9G94GiEhNys6rl81eh6Vho2Aem3cP7y0KcestrVJQp5nx/T7bauL7ouaSQmhpsih8JDZDJRaoWU3JxveKN65V0XK9443olnUL1Sm+T6zPueCmlDlJK/RN4FDgK2AT4DvBL4F2l1O+UUoN8V1tgotHebyJdaA3puVZZ1bL5nnDM/8Gnz8FTv2b7TQczd8ZeJDVMvvEVPviqtWC5SF/F6aeWUtWQQqoWl4u5GlK4XvHGFD+2ZSKlU6q59PZR49HA97XWu2utZ2itf6m1vlRrfTzwXeAt4DB/pRaempoaIzSkqKmpyW5xs+upsOe58Mo/4O05jB1ez7xz9qKqooxTbnqFj5b3PnMkm9cwLRdbNKSQqsXlYq6GFK5XvDHFj22ZSOmUai4ZF15a659orT/P8L241voBrfW9edTXr4TD/k8ql9CQIqdaDr8cxuwPD18ESxaxxUZ1zDtnbwYNqGD6La/xu+vu8LU71b2Wvm5RVGhMOc4l2ysF1rEtF1M0pHC94o0pfmzLREqnVHPp88NRpVQ1MAEY3f3xWuvf51Fbv1NXV1dUDcmbRnuNqOhVu7wCTm6Cmw6CudNgxnNsNmRT7j5nPFNvfoU7vtiAKaPW5P0aEtlKUezjLKkhhVQtLhdzNaRwveKNKX5sy0RKp1RzyeaqxgeBE4A4EOr2pyRIXZ1QbA0pcp5bUjsEptwJ0SDMnQrRME/cP5eJG35BHe3M+WIQP79mTl67U91zyeXm2oXAlONsUq9I1eJyMVdDCtcr3pjix7ZMpHRKNZdsLgcYpbU+Mv9yikt9fX1RNAoxQDW1kMl5F234d2DCzXDnKfDAuaAPpLYMjqr+iCc7xjL3y0GctGlbzq8hka0UxTrOhdCQQqoWl4u5GlK4XvHGFD+2ZSKlU6q5ZLN9skAptWP+5RSX/lhV9+f5THn72eYoOPyP8MGDNG7+JRMmTGDs6FF8f6t29hgzlPu+HsSdr3me0pdTLf2909VbLaWqIYX7zdQbU/zYlomUjm25mKIhhesVb0R2vJRS7wJ67WPOUEp9CnQACtBa65181tkvFGtV7bVztHjxYpFa8l7Y7H0BrPgYXvoL9cO2BqC6XBM4dQ/Om/0GP7/vXUIdcc7eb4usXqNUf9swXUMK95upN6b4sS0TKR3bcjFFQwrXK95I7XgdCxxH5wyvrYDD136d+veCIzG5fvny5b4n17e0tHhO0W1qaqKpqYkvvviCr776ikAgwKxZs9Z5buqcLKmp1G1tbflPRFeKtv1/C2P2Rz/4A047cGsmTZpEZZnm7yfvwFHbD+ePj37Inx//gFgs1uf08JaWFmMm1weDQd8T0VMafjwFg0FjJtcvW7ZMpPckPKU0/HqSmPKeysWPp+4a+Xry0ijW5Prux6fYnnpqFHNyfaZccvGU+rntx1PqPeTXk8Tk+uXLl4v0noSn1tZWYybXp3IRmVwPoJTaFdiXzh2wl7XWb/b5JEH8TK7XWqOU8vX6mTR6nsfV0NAAZD4vSmJCroQf2lejbz4U1b4azn4GhowBIJHU/Ozef3H3G0toHD+aXx/7HcrKMr+WVy25nn8mNTW4kMe5vzXAoF4R0pHQcL3ijeuVdFyveON6JZ1C9Upek+u7PfnXQBMwFBgG3KaU+qXvKvuJ9vb2gmkU40o+CT8M2JDI95ogmYA5k6B9NQDlZYr/nbATZ+07hsCCxVx6zzvEE5nvDCVSixCFPM79rSGFVC0uF3M1pHC94o0pfmzLREqnVHPJ5qrGU4BdtNYRAKXUFcCbwB/zqq6fqa6uNkJDCqlaqjbZDqbMgdtPhLnT4dT7oKKasjLFL4/Zjg1rK/nLkx/T2h7n2qm7UFNZ3mstOc8YE8aU42xjr7hczNWQwvWKN6b4sS0TKZ1SzSWbqxoXA91n4VcDn+RWUvHoj/tB9eeVfKL3yRq9D5x4PTTPhwcvgGTn7pZSih8cvDW/P2F7nv5wGWfc9jrBjnjBapHAlPt+2ZaJlI5tuZiiIYXrFW9M8WNbJlI6pZpLNjteHcD7Sqmn6DzH6zBgvlLq7wBa6x/mU2R/IXEXdQkNKaRq6dLZcSJ80wzP/B422BwO+XXXY07bezSDair58d3vMPWmV7itcXeG1lWna+BjxpgQphxnq3ulyBpSmOLHtkykdGzLxRQNKVyveJNLLdk88v61f1I8n2M9RSWZzHyOUn9qSCFVyzo6+/4IvvkcXvorDN4Mxp3R9a0TdxlJfU0F589+k5NvXMisM/dg1Ia1orVIYMpxti0TKR3bcjFFQwrXK96Y4se2TKR0SjWXPhdeWuumfIpQSt1K5+iJFq31Dmv/bQhwF533fVwMTNJar85H3yGIUnD0X2HNl/Doj2HwKNj6sK5vH7LdcO44e0/OCrzOxOsXMuusPRg73HtmSTGGpzocDofDUSpkc1XjsUqpt5RSq5RSrUqpNqVUaxbaAaDnrYZ+Bjyjtd4aeGbt1wUl53sbFkhDCqla0nTKK+Dk22D49jDvdPjyjXW+vfvoIdx1zt4ktebkGxbyRvNq63IxRUOKgvVKkTSkMMWPbZlI6diWiykaUrhe8SaXWrJ55N+A04GhWutBWut6rfWgvp6ktX4RWNXjn0+gczQFa/8+MetK8yQeTz8pvBgaUsTjcZFbFHl6qq6HaXfDwKEw+2RYue41FNttMoh7zxvPhrWVTL/5VZ79cJmvGiQx5Tib1ium6NiWiykaUrhe8cYUP7ZlIqVTqrlkc47XF8B7OptJq30zXGv9NYDW+mul1MaZHqiUmgHMABg5cmTet9tJJpO+V8USGgArV670rZFMJqmqqgLwdQui3jxVHHwtmzx2OsnbjmPp0U0kajda5/tXHbsZlz3azPl3vsNPl67g8LEb5F2HRCZgznE2rVckajElF9cr3rheScf1ijeuV9IpRq9ks/C6DHhMKfUCnVc4AqC1/r/8yssOrfVMYCZ0Tq7Pd7JsKBRi4MCBvmqR0EjhZ0JuIBCgrKyMzz77DPj28tV8zqvq3dNoGHof5YFj2eyFS+CMR6FmcPfvct+YBs4OvMb/PPslurqeGftvkfcEYYmpwaYcZ1N6RbIWk3JxveKN65V0XK9443olnf7ulWyWZ5cDYTpnedV3+5MPy5RSmwCs/bslT52sqa2tNUJDCqmrOPr0NHJXmHw7LP8Q5k6DeMc6366vqaTprD057rub8qfH/80fHvmQZFJiUzQ/TDnOJvWKVC0uF3M1pHC94o0pfmzLREqnVHPJZuE1RGt9ktb6N1rr36X+5FnbQ3SeL8bavx/MUydrsrlhZX9oSNDY2MiECRNEblGUlaetDukcsLr4JbhvRucthroRi7Rz9eSdOXOfMdz68mdcdNfbdMQTGcQKiynH2ZReAblaXC7makjhesUbU/zYlomUTqnmks3C62ml1OG5FqGUuhNYCGyjlFqilDoLuAI4TCn1HzoHsV6Rq26u1NfnuzknqyGFVC1Z6+w0CQ6/HD54AB65BLqd6ldfX09ZmeJXx27Hz47aloff+YozA6/TFomJ1JgLphzn9bpXCqwhhSl+bMtESse2XEzRkML1ije51JLNwusC4AmlVHsu4yS01qdorTfRWldqrUdprW/RWq/UWh+itd567d89r3oUp62tzQgNKdra2kRuUZSTp/E/gP0uhTeb4KlfdS2+UhpKKc49YEv+evJ3efXTVZx8w0KWron4qi9XTDnOpvWKKTq25WKKhhSuV7wxxY9tmUjplGoufS681o6PKNNaD8hlnIQprM+ralGdg38Ju38fFlzTOeHeQ2PCbqO4tXF3vlgV5qTrXubjZf33pjDlOLteKZyGFKb4sS0TKR3bcjFFQwrXK96I7HgppUb39kTVyaisX6lIrM+ralEdpeCoP8NOk+HZP8BrN3lq7D92I+aduzexpGbi9Qt45VOZS3X7wpTj7HqlcBpSmOLHtkykdGzLxRQNKVyveCO143WlUupepdRpSqntlVIbK6U2V0odrJT6A/AysJ3fYgtNXV2dERpSSNWSl05ZGZzwD9jmaHjsUuo+fdTzYdtvOpj7zx/PxoNqOO2W13j4na98Vts3phxn1yuF05DCFD+2ZSKlY1supmhI4XrFm1xqybjw0lqfDPwK2Ab4B/ASnVchng18BBystX7KV6X9QDgcNkJDCqla8tYpr4SJt8Ho/eCB8+GDhzwfNmrDWu45d2923mwDLrzzLW584RNkZvB6Y8pxdr1SOA0pTPFjWyZSOrblYoqGFK5XvMmlll7P8dJaf6C1/oXW+kCt9TZa61201lO11ndorQt+9rRS6jil1MzVq1cTi8Xo6Oigo6ODWCxGe3s7iUSCUCiE1rprm6/731prEokEiUSC9vb2jBrhcBitddfloD21EokEyWSScDhMPB4nEokQjUaJRqNEIhHi8TjhcJhkMplRIxgMorUmHA73WU9vnqqrqwmFQsX1FInBKXeSGLEz+p4zifzrQc96BlYqZk7bkaN3HMGfHv83v3rgPVavaV1HKxKJoLX27ammpoZgMOjrOKU0/Bynmpqart7z4ykSiXT1Tb6eYrGYSO9JeEpp+PUk8X5K5eLHU3eNfD15aUj8jMjHU/fjU2xPqVuv+PHU0dGRsW9y8ZQpl1w8VVdX+z5O1dXVvb4XsvXUWy7ZekokEiK9J+GpqqrK98+IZDIp8n5KJpPr/IzoDVXIXQgpxo0bpxctWpTXc9vb2xkwYICv15fQgM5b/PidkCtVi0gu3yxjwLzJsOx9OGVu59wvD5JJzf/+89/c+MKnHLztxlxzyi4MrO68aYJEJmDOcXa9UjgN1yveuF5Jx/WKN65X0ilUryil3tBaj/N6rDm39i4QFRXZ3BWp8BpSSNUiksvAITD9Phi2DcydCp+95Pm4sjLFz4/ajj+euAPPf9TCpBsXsqxVdsPUlOPseqVwGlKY4se2TKR0bMvFFA0pXK94k0st1i+8JG6xI3WbHgmkahHLpXYInPYAbDga5kyGz1/J+Pj4v59jysg1fLYixPf+8TIfLZW7IsWU4+x6pXAaUpjix7ZMpHRsy8UUDSlcr3iTSy29jZPYtbc/IpU67GDgMDjtIRi0CdwxEb54PeNDx9ZFmXfO3sSTmgnXL+C1L8y55YPD4XA4HIWmt72xv679uwYYB7wDKGAn4FVg38KWJkNZmf9NPQkNKaRqKSsrIxAIAOQ9BX+dWuqHdy6+AsfA7d+DU++DzfYA6Hqd5ubmzsc+dT/TNi7jifAYfvZYMx2V9Zy6V0OeTjxqKXENKSR7xQQNKUzxY1smUjq25WKKhhSuV7zJpZbexkkcpLU+CGgGdtVaj9Na7wbsAvzXd5X9ROoKmWJrSCFVS0FyGTwSGh+Fuo3g9pPg81czPndwZZJ7zt2bPTev41cPvMcfHvmARDL/Cz1MOc6uVwqnIYUpfmzLRErHtlxM0ZDC9Yo3udSSzdlg22qt3019obV+Tym1cz6FFYOqqiojNKSQqKXnDlS+O1+etaQWX4Fj4Y6TYPq9Xbper/PHIzbnjvfD3DL/M5pXhrh6yrdXPPqupUQ1pJCqxeViroYUrle8McWPbZlI6ZRqLtnsjX2olLpZKXWgUuoApdRNwId5V9fPpOaWFFtDCqlaJLZoM9YyaFNofATqR8AdE6B5YUaN8jLFb47bnt+fsD3P/ruFiTcs5Ktv2uVqKUENKaRqcbmYqyGF6xVvTPFjWyZSOqWaSzb/9z0DeB+4CLgY+GDtv5UEEvNGJDSkkKpF4mqQXmsZtCmc3m3xtfhlGhsbM+6qnbb3aG5t3J0lq8Icf+3LvPX5arlaSkxDCqlaXC7makjhesUbU/zYlomUTqnm0ufCa+2E+huAn2mtv6e1vqo/ptaDzOT6FStW+J7yvnz5cmMm1weDQZHJ9amZI5WVlamsc/a0fPny3j0NGEb7lHvRg0ei7zgJ/d9n0jS6T67fb6uhzDlrN2oqy5g88xXuW9SctadQKOR7InpKw89xCoVCxkyub2lpEek9CU8pDb+eJN5PqVz8eOquka8nL41iTa7vfnyK7amnRjEn12fKJRdPwWDQ93EKBoPGTK5fsWKFSO9JeEr9P9GPJ6nJ9alcRCbXK6WOB64EqrTWY9ae3/V7rfXxfaoL4WdyvUlITciVwu9VjVkTWgGzToQVH8HJAdj2mK5veWWyKhTl3Nvf4LXFq/jhIVtz8SFbU1amClujYZjWKybgMvHG5ZKOy8Qbl0s6hcrE7+T63wB7AN8AaK3fBkaLVVdgUivXYmtIIVVLv+YycBg0PgwjdoS7ToX37u314UMGVnH72XswcbdR/P2Z/3DhnW8RjvZ+xYgpx9n1SuE0pDDFj22ZSOnYlospGlK4XvEml1qyuXwsrrVeo1Rp7jjU19cboSGFVC319fW+d7pyqmXAhnDqA53T7e89G2IR2GVaxodXV5Rz5cSd2HrjOq544t8sXhli5mnjGLmB9+fophxnW3vFBA0pTPFjWyZSOrblYoqGFK5XvMmllmx2vN5TSk0FypVSWyulrgEW5Ftcf7M+r6oLrZOzRs0gmH4vjDkAHjwfXr2x14crpTjngC259fTd+XxlmBOunc8bzatkajFYQ4qS7pUCYoof2zKR0rEtF1M0pHC94k0utWSz8LoQ2B7oAOYAa+i8urEkWJ9X1YXWyUujqhZOmQvbHguPX8YGb10PfZxneNC2G3P/BeOpq67glJmvMm/RFzK1dCMQCHDvvb1/BJoNrlcKpyGFKX5sy0RKx7ZcTNGQwvWKN6I7XlrrsNb6F8CBWuvdtda/7K+rGiXI5gqD/tCQQqqWouZSWQMnN8HO09ngnRvgsZ9AH+Mtttq4ngcu2Ic9xgzhsnv+xe8f/oB44tvnSPiRmG3meqVwGlKY4se2TKR0bMvFFA0pXK94k0stfZ7jpZQaD9wM1AGbK6W+C5yjtT4/7wr7kdraWiM0pJCqpei5lFfACdeyJlbO4NdvgvbVcOL1UJF5+u8GtVUEztidPz76Ibe+/BkfLWvl2lN2ZcOBVXnXIjXFP4XrlcJpSGGKH9sykdKxLRdTNKRwveJNLrVk8yv+VcARwEoArfU7wP55VVYEUvOQiq0hhVQtRuSiFKt3/xEc+lt47x6YewpEQ70+paK8jN8evz1/nrgTr3+2muP/MZ8Pv24V8ZOaaeYH1yuF05DCFD+2ZSKlY1supmhI4XrFm1xqyeqmeFrrL3pc1ZjIsaaisT7fD6rQOmK57HtJ51WPj1wCTcfD1Ls6R1D0wqRxm7H1xnWce8cbnHTdAv48YQeO2zn33356u49kPrheKZyGFKb4sS0TKR3bcjFFQwrXK95I36vxi7UfN2qlVJVS6lL66V6NEpPrW1tbfU95X7NmjTGT62OxmMjkeglPa9as8e2pa3L9tieTmBhAL3sPfcthdCz9qE9PW21YwcM/2JexGw/kwrnvcPnD7xKLJ/LyVFZWhlLK93GKx+PGTK7/5ptvRHpPwlNKw68nifdTKhc/nrpr5OvJS6NYk+u7H59ie+qpUczJ9ZlyycVTLBbzfZxisZgxk+tbW1tFek/CUzQaNWZyfeqxUpPrhwFXA4fSuVD7J3CR1npln+pC+JlcH41Gfa+KJTRAZkKuVC2m5JKWyeevwJ1ToKwCpt0Nm+7Sp0ZHPMEv73+Xu9/4kgPGbsTVU3Zmg9rc6zIlE3C94oXUhGlT/LheKZyG6xVvXK+kU6he8TW5Xmu9Qms9TWs9XGu9kdZ6en8uuhzrGZvvBWc+CtD/HgAAIABJREFUCRUD4LZj4D9P9/mU6opyLj/hO/zP93ZkwScrOP7al/ngq9Z+KNbhcDgcjtzoc+GllNpCKfWwUmq5UqpFKfWgUmqL/ihOgmQfYwr6S0MKqVqMzmWjsXD2UzB0C5gzCd68Patapu65OXedszcd8QQnXf8yD779ZU4va2ImgUCg6/yzYtViYi5+MMWPbZlI6diWiykaUrhe8SaXWrI5x2sOMA/YBNgUuBu4M6/KikBFRVbXDxRcQwqpWozPpX4END4GWxwAD/0Anv5tr7O+UrXsuvmGPHzhvuw0cgMumvs2v3/4A2KJ7N4QxmeSI+tNr+SIKX5sy0RKx7ZcTNGQwvWKN7nUks3CS2mtb9dax9f+uQPo/cQwg4hGo0ZoSCFVS0nkUjMIps6D3Rph/lVwzxkQa++zlo3ra5j9/T1pHD+aW1/+jGk3vUpLa9+X+pqUyYIFCwgEAjQ3N9Pc3JzXztd61Ss5YIof2zKR0rEtF1M0pHC94k0utWSz8HpOKfUzpdRopVSDUuoy4FGl1BCl1JC8q+wnampqjNCQQqqWksmlvBKO/Rsc/kf44EEIHAvBlj5rqVw77+vqKTvz7pdrOOaa+bz6ae+nJpZMJlmy3vVKlpjix7ZMpHRsy8UUDSlcr3iTSy3ZLLwmA+cAzwHPA+cBZwJvAHldaqiUukQp9b5S6j2l1J1KqYKlFw6HjdCQQqqWkspFKRh/IUy+A1o+gJsOgZZ1J5pkquWEnUfywAX7UF9dwdSbX+WmFz8l05W8JmUyfvx4GhsbaWhooKGhgcbGxpxnjK2XvZIFpvixLRMpHdtyMUVDCtcr3uRSSzZXNY7p5U/OJ9krpUYCPwTGaa13AMqBKbnqZEtdXZ0RGlJI1VKSuWx3LJzxGCQ64ObD4KMnsqplmxH1PPiDfTj8O8O5/LEPOX/2m7RFYmmPK8lMemG97pVeMMWPbZlI6diWiykaUrhe8SaXWjIuvJRSuyulRnT7+rS1VzT+XeAjxgpggFKqAqgFvvKpl5HUILRia0ghVUvJ5rLpLvD952Dolp3zvuZfBd0G32WivqaS66btyi+O3o4nP1jGcdfMX2fkRCAQYNasWb7Lk84kn50u6VpKtlcyYIof2zKR0rEtF1M0pHC94k0utWQcoKqUehM4VGu9Sim1PzAXuBDYGdhOaz0x3wKVUhcBlwPtwJNa62kej5kBzAAYOXLkbvPnz8/35Yxh5cqVDB06tNhlGEW+mah4O0Nf/i11nz1BcIujWTn+N+iK7D6x/tfXIX7/1BJaOxJctO8mHL3tBixcuBDo/IjPBFyvpOMy8cblko7LxBuXSzqFymTMmDEZB6j2dv1judZ61dr/ngzM1FrfC9yrlHo732KUUhsCJwBjgG+Au5VS09deLdmF1nomMBM6J9fnO1m2ra2N+vr6fMsV00jhd0KuVC0m5ZJ3JlvOhZf+St2zf2BA+EvKp86FQZtm8XowfsetuHju21z5wlc8+dan7Bj9hLqayq4rU/zsMkn2ip97SLpeKVwtpmikcD9X0nG94o3rlXT6u1d6O8erfO1HgQCHAM92+56f4RmHAp9prZdrrWPAfUDBthkkDopUw0sgVYsVuSgF+18KU+ZQvuoTmHlg5y2HsmBYXTVNZ+7BgcNCvNNazSMd27GsXfX9xD4oeibdcL3ijSl+bMtESse2XEzRkML1ije51NLbwutO4AWl1IN0fiT4EoBSaitgjY/6Pgf2UkrVKqUUnYu6gt10O5sbVvaHhhRStRQjFz9T2Htl22MIT30IqgZC4Bh47Sbo4x6kAOVlisClk7j9rD2JllXzSHR76nc8NO/dLpA7PhJzvEzolVTdtr2HTNGQwoRekdSQwhQ/tmUipVOquWRceGmtLwd+DASAffW3J4OV0XmuV15orV8F7gHeBN5dqzczX72+GDhwoBEaUkjVYlsuAxp27TzpfqtD4bFL4YHzMg5b7cl+W2/EuaNXM3JAjB/f/Q6X3v0O4Wg8rzpMysT1ijem+LEtEykd23IxRUMK1yve5FJLrx8Zaq3TPrfRWn+cR009NX4D/MavTja0t7dTW1tbdA0ppGrpz1xSOzXNzc3rfO1nZ8m7lg1gyp3w4pXw/J9g2fsw+XbYcHSfz//h90/jjGCImxZ+yTXP/oe3v/iGf0zdlW1G5LaVLXV8xo8f7/scr2L2Ss9jfvvtt5NMJkWPeb6Y8jPB/VwpbC0SmOLHtkykdEo1l2wGqJY01dXVRmhIIVWLtbmUlcGBP4Wpd8HqZrjxAPj4n1lp1A6o4UeHjeWOs/bkm3CM46+dz52vfZ5x4GqvdRiASb1i0s1sTel91yuF05DCFD+2ZSKlU6q5mHOHyQIRjUYZMGBA0TWkkKqlP3NJ7XIUYqcrYy1jj4AZz8Hdp8OcSbDPxXDwr6A8c8unNPbZahiPX7Qfl9z1Nj+/713m/2cF/3PSjgweUJl7HT7xk1Uxe6XnMZ88ebJV7yFTNKQoxZ8r/YEpfmzLREqnVHOxfsdrfb4DeqF1CpFLvifge9YydEs462nY7Qx4+W/QdBy0Zp7V211jo/pqZp25Bz89clv++f5Sjr76Jd5oXp1fHUXC9l7JF1P82JaJlI5tuZiiIYXrFW9yqcWcqguExEccJn1MIlVLMXIp5Pk9GWuprIHj/gYN4+Hhi+GG/eCkmbDVIX1qlJUpzjtwS/bcYgg/vPMtJt24kB8dNpbzDtiSsjLv0RO29kq+u5Wpx3d0dIjUIoEpPxNs7RUTNKQwxY9tmUjplGouRu94KaWOU0rNXL16NbFYjI6ODjo6OojFYrS3t5NIJAiFQuhut4zp/rfWmnA4TCKRoL29PaNGOBxGa911OWhPrVAoRDKZJBwOE4/HiUQiRKNRotEokUiEeDxOOBwmmUxm1AgGg1nX05enUChkhKdUnX48RSIRtNbMmjWLQCDAV199xRdffEFTUxNNTU05eQoGg5k9jT2e+FlPk6wdir5jAtHHfwGJWFbHacdN6njg3D054jsbc+U/P+KUmQtYsiqU0VPKi5/jFIlE+vbUx3FKfS3Re2VlZV3HPBdP3W/FlNVx6of3U3fNfN9PXlnn6slLw6SfEcXy5FVPrp5SC30JT6b/LM/FU2+55Pr/S1M8+T1OyWSyIMepNzLeMsgkxo0bpxctWpTXc2OxGJWVfZ+bU2gNgMWLF/uekCtViym5pDLpeRVcQ0MDkP0OS9a1REPwxM/hzSYYOQ4m3tJ11WNfGlpr7l60hN8+/D6V5WX874QdOXKHTdLqmD17dk61e2FKr/g9LqnnT5s2TaxX/GJK77ufK4XTcL3ijeuVdArVK0qpvG4ZZAXxeNz3gZHQkEKqFtNy8XsCfqZa0vSqBsLxf4ctDvz2o8djr4IdJ/bpRynFpN03Y/cxQ7ho7luce8ebTNl9M3593HeoraogEAiglCro2IxckDo+nXOOc6Pngm3OnDlorY0YJ2FK77ufK4WtRQJT/NiWiZROqeZi/cKrqqrKCA0ppGoxNZelS5fm9byca9nhJBi5G9x7Ntx7FnzyLFWH/w/Q91UpY4YN5J5zx3PV0x9zwwuf8Npnq/jblJ0Bcho9UWgkjk9jYyOJRILbb7+96+t8sC0XUzSksP3nSr6Y4se2TKR0SjUX6xdekUjE93RbCQ0ppGoxNZcRI0aI1JLV0NYNG+CMx+GFK+DFv6A+m8+jA77H8poxfS4wqirK+OmR27L/1hvxo3lvc9J1C7j40H04dfcR3H/vvemvVQQkeyVXeu5gnnzyyVa9h0zRkML2nyv5Yoof2zKR0inVXKxfeElMtTVlMi7I1WJaLn6n2+ddS3kFHPxL2PJg1P3ncNTSq3l38GEQnwoVff8Gs/eWQ3niov355YPv8ZcnP+a5j5azT3kZQ6qKf7WNZK/4XUTa9h4yRUMKW3+u+MUUP7ZlIqVTqrkYfVWjBOvzjTgLrWNyLo2NjTQ2NtLQ0EBDQ0PX15kIPPcxczf4Ae/wHb675klW/HkX7p95RVavPbi2kmtO2YWrp+zMx0tbuWXJxgzY/uCif7xmQq+kcje5V0pZQwoTekVSQwpT/NiWiZROqeZi/cKrvj63e+0VSkMKqVpMyyXXhVIhaumgmofUEdzFcdTFV3Pc13+BBddCMpHV80/YeSRPXHIAO43agJ/e+y7fn/UGy9v8za/Kd6AsCGQyezaMHk394MEwenTn13li23vIFA0pbP254hdT/NiWiZROqeZi/cIrNY+j2BpSSNWyvuSS7QKusbGRCRMm0NDQQPvoQ6m55C0qtj4UnvwF3HY0rPhvVnUMKo8z++w9+cXR2/Hif5ZzxN9e5PF3v87Fihi+js/s2TBjBjQ3g9adf8+YkffiqxR6pRQ1pHA/V7wxxY9tmUjplGou1s/xMgmpeSE2YVom65xbpjX86y54/DKId8Ahv4Y9z4Wy8qy0Pl7Wxo/mvc17X7Zy4s6b8rvjd2BwbXaXG8+ZM4doNJr3/CzfjB7dudjqSUMDLF7cPzX0wLReMQWXSzouE29cLukUKpPe5ngZveMlMbm+paXF9xTdZcuWGTPtuLW1VWQysISnZcuWiU2u9+upra3N97TjtrY2Jk6cyOmnn97pKZmkfewJxGbMJzF6f/jn/yN561FElryb0VPqj9aakXVl3HPOXlxwwGge/tfXHHbVCzz13pdZeUrNzkpdopz6OhdPqdEc+fSe/vxzz/ek/vzzvI5T6k+qnmK+n1K5+JlK3V0jX09eGsWaiN79+BTbU0+NYk6uz5RLLp5aW1t9H6fW1lZjJte3tLSI9J6EpzVr1hgzuT6Vi5tcT+f8oHwGQEprgMzKWqoWU3KR+m2j4H66737FInDAT2D8RWlXPmbSeHfJGi6Z9zb/bQkyZffN+MUx21Ffk3n3q+dE/3x2unLOJB6Hp56Co44S3/Far3qlHzXA/VzxwvWKN65X0ilUr5TsjpcE4XDYCA0ppGpxueSooRR8dwpc8DpscxQ8+0eYeQAsWfcXgkwaO44azCMX7ss5B2zBvEVfcMRVL/Lix8t919wbOWdy3XVw9NHw1ltw+eXQ8/Lo2trOf++PWgqIKb1vWyZSOrblYoqGFK5XvMmlFusXXjU1NUZoSCFVi6m55HsVX7/5qR8Ok5pgyp3Q/g3cfCg8/lPoaOtTo6aynJ8ftR33nDeeAVXlnHbra/z8vn/RFollfE6uV3eu83rZ+Pn4Y3jnnc7/PvtseOgh2HlnmDYNZs6Ehga0Up07XTNndv57oWrpJ0zpfdsykdKxLRdTNKRwveJNLrVYv/CKRqNGaEghVYvLxafGtkfDBa/C7mfDqzfCP/aEDx4k2tH3+IhdN9+QR3+4H+fsvwV3vf4FR/7tJV4owO5Xn34Sic6PFS++uPPr2lo47rjO3T3oXGQtXkwkFOr8eDHPRVdWtfQjpvS+bZlI6diWiykaUrhe8SaXWqxfeFVU+B/OL6EhhVQtpuWS2ulqbm6mubk5552vovipGQTH/AXOehIGDIF5p1F9z3RY+UnfT60s5+dHf7v7dfqtr/Hjee/wTVjuB4mnn0QC5s2DZBLKyzvHQ8ydm7uORC1FwhQ/tmUipWNbLqZoSOF6xZtcarF+4ZVM+r91i4SGFFK1uFwENTbbA2Y8D0f8CbXkFbhub3j+is6T8Ptg18035JEL9+UHB23FA29/yaH/9yJPvCcz98vTz4MPwuTJ8NhjnV/vtRcMH567TpakFtCuVwqjIYX7ueKNKX5sy0RKp1RzsX7h5SgN/E6uLzrlFbD3+URnLOCz6u/A83+C6/aCfz/WeUVkL9RUlnPpEdvw0A/2Yfigas69401+8+QXtLStu3DLe4r9J5/A8893/veJJ8ITT8Axx+Su43A4HA7fWL/wKivzb1FCQwqpWlwuBdIYPJIXNm7kn8PPh/IqmHsK3DEBln/c53O333QwD1ywDz85YhsWNLdx6F9fYO5rn+d9z8cuP42NcO65nR8vlpXBEUd8ex5XLjo50POj47lz5+Z96yNpjOkVy94/Ujq25WKKhhSuV7zJpRZzPiAtEPF4nMrK7KaFF1JDCqlaTM0l310uE/wEAgGUUp2LDWpYuvk5bJt8iT2XPAvX79059f6Ay6BmcEaNyvIyLjhoK3bcMMG1r67iZ/e9y/WPv8FxmwQJfd3c9TrQS1aJBMyeTfzoo6kcNqzzasTBgzsXXXlgUv9LYEKvSGlIYfvPlXwxxY9tmUjplGou5iwXPZCYXB+LxXxPeY/FYsZMrq+srBSZXC/hKRqNGjO5vqqqyvdE9JRGvp7KysrQWlNdXd3Zv+WVfDjoQNpnvExyp1PQC/+B/vuuJBbeSHuorVdPG9do5n5/L3579FiWdlRww2cb8q/4pqjySpRSKKUyegq99BKcfjr69ts7e2+zzdCbbJL3caqqqsp5KvXpp5/OxIkTaWhoYMyYMUyfPp0JEyZ0vReK+X7qPr07397rOQE8H09eGsWaXJ86xiZ4Sl0dZsLk+ky55OKpsrLS93GqrKw0ZnJ9LBYT6T0JTxUVFcZMro/H425yfYpwOExtz0GQRdAAmQm5UrWYkovU1GApP/PmzQOy23nz2nnqVeOrt+HJX8Lil2DYWDjsDzDW+2O/7rm0tEb47cPv89i7S9moKs51Z+7H7qOH9HwCvPkmnHRS59fz5xPeZRdqBw7s00df+Mk2ldGkSf+fvTOPj6o+9//7OzOZrJOQlYQASdg3Iwgi4oY7UrWtS61SK7WtdtHa9ZbW3t9tb6+trV1sb6291Nq4AG0FtS51L4iIiIDsiyAhrFlJQjKT2b+/P85MyDJJZvlO5mRy3q/XvCaZzHzO8zznOWeefM/3PN/PJF2u6EEDjPNKKIxcCY2RK72JV64M68716enputBQhSpbjLgkQGPUTLjjRa35qvTDylvgieu0gqwfirLT+OPi2dw6uhW3X3Dzn97j+6t20Gzv0nriBz/Q5nF1dGi/X3gh6QpOjhBbXII3SRi5Eh8NVRjnldDoxZ9ki4kqnaEal6Sf42W328nKykq4hipU2TJc4hLuWodVVVWYTCZqagaeRxX8W6j32u32/rclhNZ8deKVsKVKu/tx2SUw40a49H7IH9/nR39+z238p9vLw28e4PF3PiZ1xVOc9+XPsGjhHMRDD2lv6nLwq8yVVatWdfoYrUa0tgTju2DBgqg+r9IWvWmowjivhEYv/iRbTFTpDNW4JH3hpWKn6GXHgjpbjLj0RkVPmLDtMKfA3C9D5Wfg3d/Dxj/Cnn/COZ+Hi/+jz49lWC38cNFUbir0UzH/Bh6pP85nj9zLTz81g0kjbdHZMgBGruhXQxVGroRGL/4kW0xU6QzVuCT9HK+2tjZsNtvAb4yzBqi5lqzKFr3ERdX19Z629ByVKisrA/ofsWlra2P16tUDvq/nNrq+N+qYtNXBuodgy1/BlELrlM+Ss+j/QUaXuVxHj2o9uL78ZQCe//FPeE6O5H1PKV7M3HlhBfddPpHMVEtstnQhOBJYXV0NhBfHkO5FYUvPfThx4kTcbnfM/d30kvvGeSV+GvE6rwxlDTByJRTxypVhPcdLRYKo0FCFKluMuOhMwzZSW37ons0w9Tqyd1XBw5Xw7/+BjmbtPY88oq2rWFcHQEt5GVPTW7h33CluOKeUZesOccVv3uZfO08ipVS2f1SMBBq5Eh8NVRjnldDoxZ9ki4kqnaEal4SMeAkhRgCPATMACdwppXyvr/cbI17qbdFLXOL9n+mDDz4IwNKlS6PWUGFH2CxfDvffjzxyBJGfAeVumJcLN3wTpi0Gp6RqzRpqa2s7bw0HSE1NxZ09mvc8Zew9eZqLJhbw3cvKObui/+WAwvXpkUceAcKLY18a0cal6xwvYxSjN8Z5pTfGiFdojFzpTSJGvBI1x+t3wKtSypuEEFZAze1XIRjOVXW8dfQcl+CXdbA4CWeSfcJjsnw53HUXOBwIgEY7NAIdAvIfhPcfhbl3k+obEfLjYzO8/PD2C3h6Yw2/fuMjbvzzFr5wQTnfuHwitrTomgxGE8dQ6DlXhrKGKozzSmj04k+yxUSVzlCNy6BfahRCZAMXA38BkFK6pZQt8dpeOM3MBkNDFapsMeISvUZ/aybGZMf994PD0fv1tlS4+x1qTGNh3S+5tfYBlp7TzpTSXFJTUykrK2Pp0qUsWbIEi9nEkgsqWPPdBVxfOZLH1ldz2a/fZvWWY/j9MS49FAOxxEX1up16yf1kO35U6SRbXPSioQojV0ITiS2DfqlRCDETWAbsAc4GtgD3SSntPd53F3AXQGlp6ez169dHtT0pJSKCdenipQHQ1NREfn6+LmzRS1xUxKQ/WzZs2ADA/Pnzo9boSzNIV+1YYlI2bhwixPEohaDm0CE2bNhAjus4l5i3kln9Kn5M7E0/l49HfoKzL7mu9+ekZF99B79bX8u+hg6mjUzn3vnFTB0Z2QCzlJL33tNmAoQTx740BjtX+tr3esl947wSP414n1eGogYYuRKKeOVKRUWFri41WoBzgHullO8LIX4HLAX+s+ubpJTL0Ao05syZI6O9BquX7rhBjK7BvYlnh+m1a9eGvY2B/Ol5l11waaDbbrstbI1eSAn/+AeMGAFjx0JAuyv2vDzWrl3bud2GsquxjTqHG4tqmLH9b8w4vAkyt8EF34CSs7vZUlGRwdXnTmXVlmP88rX9fPW5am44p5TvL5zCyOy0sEx0OBydy7gk8jiMdPt97Xu95L5xXomvLUbn+tAYudKbwc6VRBRex4BjUsr3A7+vQiu84oLVatWFhipU2TJc4hLJJapI/Qk17ynimPh88N//DVOmwAMPdM7x6iQjg7cuv5za2tpuH2tLKYRPfo9/NIxn2um3mfHRa7BrFYxbAPO/AeMv67TFZBJ85twxXHNWMY+s+ZjH11fz6q5avn7pBL54YQVpKeZ+TbRarTFf6osmV6KdT9Zfg9tobemJXjRUYZxXQqMXf5ItJqp0hmpcBn2Ol5SyFjgqhJgceOlytMuOccHr9epCQxWqbDHiErlGcK5Rampq52hXVHbU1sLSpeBygcUCr72mjXotXgzLlkFZGVIIKCuDZctovuYaiouLO7fbdc6Tw5LL5rxPwbd3wxU/gYb98PQN8Oh85JYq8HR0btaWlsLSa6bwxrcv5qKJBTz02n4u//XbvLD9BP1NOTByRb8aqjDOK6HRiz/JFhNVOkM1Lom6q/FeYHngjsZDwBfitSEVE4NVaKhClS1GXKLXKC4u7vZ71xGZsDS2bYPf/AYWLoQFC2D06DN/W7wYFi+m5vBh7VKZx9M5chOkqqqK2tpaiouLz4zq/O05YARL7tsBO5+B9x8l5ZXvwNoHYM6dcO6XILsEgLL8TP7v9jlsONjI/7y8l2+s/JDH11fzn9dOZXZZj8W3w/VpACLR6GvEKtwlg4L7o68RM73kfrIdP6p0ki0uetFQhZEroYnEloRYLaXcJqWcI6WslFJ+SkrZnAg7DAyiIeK77KSEZ5+FJ5/Ufl+4EKqrtaJLNRYrzFoMd7+DZ/HzUDYf3vk1PDwDVt0JNRs0e4D5Ewp48d4LeeimSk62dnDjo+/xteVbqGmyD7ARAwMDA4NoSfq1GlV03VahoQpVthhxiV0jVPEVUkMI+POfob0dbr9d+720NGz9nq0rum63z3lQQuAbcz4pEy+FU9Ww6c+w7WnYtRqKpsG5X4TKWzCn2rh5zhg+UVnCn9dV86e3P+aNPXV8bl4Z9142kbxM66DHtq8Rq8OHD0e0zb6KY73kfrIdP6p0ki0uetFQhZEroYnEFv2M08UJiyX22lKFhipU2WLEJc4aDQ1w333Q1KT9/tRTsGaNVnQNEp225FXAwp/Bt/fB9X/QFuh++Tvw6ynw0rfgxIdkWC3cd8VE3v7eAm6aPYYnNhzmkl+u4ZE1B/H4Y7fZyJX4aKjCOK+ERi/+JFtMVOkM1bjox+o44Xa7Y945KjRUocoWIy5x1qiv1ybKX3wx3HgjFBRErdnfZc3+/tbLH2sGnHM7zPocHN8CHzwG21bA5sehuBJm30HRWTfz8xvO4s4LyvnFq/t56LX9PLnhMN++ahI3njMaizm6/9Wiia3Kpqmx2qJXDVUY55XQ6MWfZIuJKp2hGpekH/FKSwuvV1G8NVShyhYjLnHQeOkl0n73O+3n6dPh6FGt6EoQffojBIyeA5/+E3xnHyz6lTbv6+XvwK8mw3NfYaJ9K4/dfg7/uPt8Skak8f3VO7nq4XWdC3Ars2UA+lslIFp0kSuKNFRhnFdCoxd/ki0mqnSGalx0XXgJIa4TQixrbm7G4/HgcrlwuVx4PB46Ojrw+XzY7XaklLS1tQF0e5ZS0tTUhM/no6Ojo08Nh8OBlLKz5X9PrcbGRvx+Pw6HA6/Xi9PpxO1243a7cTqdeL1eHA4Hfr+/T4329naklDgcjgHt6c8nu92O3W7XhU+NjY0x++R0OpFSxuyTw+Ggvb09Jp+CGtH65H7+eeTy5bQ1NWk+padH7ZPT6ezMm2h9amhoGDj3TBl4Zi2h447X8X3xLTzTbkTuexmevB5+V8nZ+x/m6euyefjGaZiF4GvLt3L9H9bz5q7juN3usH1yOBzdjoVwfQreKaTyeArGJXiOiCb3umpEu59Caag4R0TjU9f9k2ifempE41Owx16sPvUVl0h8stvtMe8nu93e73dLuD71F5dwfWoKnN/04FN7e3vM37l+v1/J8RSMSzhLBw36kkHRMGfOHLl58+ZEmxEzqlZBTyaGckxWPPIIs559lqmPPKI1QG1vh9RUSIluQequJDQung7Y97J2GfLQGpB+GHMe/hk385LvPH6xrpHjLR2cPy6f7149KWQLiljp2VKirKwMq9XauUpAtM1Vk5GhfAzFi/5iMpxzx8iV3sQrJkKIPpcM0vWIlwqClWuiNVShyhYjLrFrmHw+Kt5/H9at017IyqJ2gxmyAAAgAElEQVQtMFI1WPR3KS7qmKSkw1k3we3Pwrd247roB+A8jemV73L9m5eybvQfeWJONcfq6rnx0fdY8tdN7DzW2q9kuLb05U/Pzv2xoJfcT7bjR5VOssVFLxqqMHIlNJHYoo9ZaXHEZrPpQkMVqmwx4hKlxuuvs+ehh9i0eDE1zc389t57KbFaoaqKJUuWJF1MyB5F6uVL4fKlULsLdj6DeecqLjn9Buss6RwacwF/OlLJZ/5wlIumlfGtKycxtSQ7Zlu6tpQINoudP3/+gMsBhYNecj/pckWRTrziEk3u6MUfI1fip6GKSGxJ+sKrra0t5p2jQkMVqmwx4hKlxvbtlO7ciTVwHd/dY0LlYMUknC8R5blSPEN7XP5fcHQjYucqxu99gYfkm/wsI41/H5rJ//7vXFKnXs3dV1YypTi7t0YE/gRHuVwuFzU1NWzYsKGzCFPiTxJoqMI4r4RGL/4kW0xU6QzVuCR94TWcq+p46yRbXGw2W+8Cpr0dfvQjuPZauOIKuO8+cu67j9us1pDFTrLFpKtON3/L5muPRQ9BzQZSdj/HlXte4Go24jz4KO98dBabSi5n3sLPMWlceVS2uN3uXgvPFhcXs2TJkpjm6egl95M5VxKtEYqBlpKKly160VDFcMiVaDBGvLrQ3t5OVlZWwjVUocoWIy6hNXphscDLL0NxsVZ4DbAC/WDFJJwvkUHJFZMZKi6CioswBYowsetFztv1T7LrH8L3xK/Yn15J+rSFjL3gFsgfH7Y/Ped6zZ8/X8kkWL3kfrIdP6p0ki0uetFQhZEroYnElqQvvDIzM3WhoQpVthhx6U7XS11jDx+m+tFHWXf33dxx552wYwekp/f6TKhiJ5liEmTVqlVAGHNjAkVYasVFpF77C9qqt7D738vJP/YGY7f+Arb+Amd2BWnTPwGTroax52td9HtQW1tLVVVV5/ZSU1N7vSeWO9IGiks4IyLG8RM/nXjHJZLc0Ys/Rq7ET0MVkdiS9IVXR0cHGRkZCddQhSpbjLj0JtgzKtNuJ7+6mszgcj8hiq542hEJ/X2JqLLFZDJFviaaENjGzWHeuDmcdnr4y2vraNj2Euc3b2b+e/9Hynt/QFptiHGXwITLYcIVMGJsyJGuWOd09WSguIRzB6Vx/MRPJ9niohcNVRi5EppIbEn6wivUf8uJ0FCFKluMuHTB5WLJzp34p07lybIyHGPHkv3UU9wUhWa8YxLJ/BRVtixevBiz2Rz1vKrstBSWXLsA1zWXsOL9I/y/t3cz2bGFG9L2ccmRraTve0l7Y8EkGH8ZS85fAOUXUrVydWcRtGTJkogXye6LvuIS9C/YZLI/f43jJ346yRYXvWiowsiV0ERii677eKnoXN/S0hJzl/eWlhbddK53uVxKOter8Km5uVk3nevdbnf0Xd6tVrybNuHbu1cb9RICh88XlU9utzumjuihOtdXVVXxxBNP4PV6EUIghAhrP506dUpJ7gV9qq2tjXolCLfbjc/VwZcuGsez91zCRdct4QHxZaaeeog70v+XLVO+gzerBLmlClZ+FvmLcq45+TAX+98l5cQmnn7iL8qOp2Bceu6nxsZG6uvrsVgsmM1m6uvraWxsDOlTV42gPZHmXiiNRHWuD+5jPfjU3Nwcs0+qOtf3FZdIfHK5XDHvJ5fLpZvO9S0tLUpyT4VPTqdTN53rW1tbjc71QTweDykxdhJXoQFqOuSqskUvcVHVNThiWzZt0u5WXLUKsrPB48EDuogJdI9L115WXTu5Q/+jT6pz5cEHHwRg6dKlUWt0xevz88quWh5d+zF7Tp5mZHYq51hruSZ9L+XufZR0fESB+wgC8GChKX08xfNugvILefLfe/ALS1RzvfqKS6hu+dA9xsH3LF68WJe5Eg9bIhnpHPbnFR1rgPEdFIp45Up/neuT/lJjxHNT4qShClW2DPu4CAEHD8KhQzBzJqSk4A/8NziodvRDz0Ig0u7tqmxZsWJFt1GEaC45hrLFYjZx3dmjuLayhHcONPLo2o955VAub5nmMTtnJuM4QjaNlHGMco4xwVOLXPMzBJLbRAqN1rHw1hFtkv6YuZCW068NQbtvvfXWft8XvGTQn3/D/viJo85gxSWcPNaLP0auxE9DFZHYkvSFl4EBAFLCD38IaWnwX/8F554LH32ktYsYIhQXF3eOfA3mOnP19fX4fL7O31Uu3wMghODQhpe52goFqQ3s9o5kY3MeG5nM+JRippry2G+awKFxE6mv2U9ldhvpDdsY4zqO/53fYuLXgICR02H0uVoRNnqu1rpCiIjtDjWZv2cR/Le//Q0pZVKv96dilQADA4PeDJ1vnSgJ3qmWaA1VqLJl2MVFCDhxQrtDUUrt9x5Fl95iEk5vq8GwpbCwEDjzBRzNXYbh2lJgcnCJtZrrR8GaY372uPI4yDTGpHsoG1mBzeXmiICaRm10a/yYYgpcNSycmg1HNsKu1bDlr5pYeh6MPpcPG0w0WsdicproEOmsXLkS6B3fnpcY+0PFFI0hdfwMok684xJJQakXf4xciZ+GKiKxJekLL6/XG/M1YBUaqlBly7CIy65d8JWvwNNPQ3k5PP44mM2RaaiwQyGRjDaosuWWW24hPT29c45XNCMeA9kS1Axu45tf/jwjqqq4xtfMh61pbGpO58dvHKN0xFhuP7+MIp8g3Sz5XE9b/H5o2AfHPoBjm+DYZma27EMAVwKnZA71x0o5wUg4VAEllWHZ37NIC8YkFvR+/ETT6X0oHEORoBd/ki0mqnSGalySvvDqueRIojRUocqWpI5LcEQrJwcaG+HoUa3w6qfo6qWhwg5FhJrcHc6XoOpciaWfViS2uN3ubg1Uzy8r47zcDqzl5/DyAQcPvrIPi8inMtvJ3BOnmTaqy6LcJhOMnKY9Zt8BwIrH/0S+6yjmuu2UUstYeZIpvj3w5BoAluSWQ8lMtuR4aLaWcsUNV4GtRJk/8dRQxXA6r0RSUOrFHyNX4qehikhsSfrCy+l0xtzdVoWGKlTZkrRxeeABbdL8X/8KY8bAnj3al3EkGirs0AGqcyWWuT0D2dKzh1bP+VgmARdWZPO5SyvZc+I0T208zHMfHmfR79/h3PJcPn9+OVdPL8Zq6b2vF9/5FUAbTdsC3HvvvYATTm6Dk9vh5DbaPnqH2d5Aw9zfLNMuUxafpc0bKwoUcoVTO2Ngt9uHTa5Est+NY0i/GqowvoNCE4ktSV94qehqq5fOuKDOlqSKi5RnbPF4tIfXq83hiuC6u15jEqqdRDj/rQ/lXAl1I0Gwgeq0Udn8/IZKli6cyjNbjvLkezXcu/JDCm2p3DJnDJ+dO4bRub23Fxyxy8jIAJEZ6Jh/OQCrq6pI8TtZfPnZULsT6nZqz5v/Ct6OgIKAvAoomkZGwWQomgKFU6BgIqSEf9kxuO/uuOOOiGISrm40BfJQzpVoCSdOevFHN+dahmeuhEMktiR94dXe3h7zCuYqNFShypakicuhQ3DrrTgeeIDMK67Q7ljscidbJKiKyerVq4HE3/01lHIlmhsJcjJS+NJF47jzggre/qiBpzfW8Mjagzyy9iALJhWy+LwyLp1ShNkkum2jra2t05ZeE63X7AesLFnyv9pG/D5oPgx1u6F+L9Tvhvp98NGr4PcGLBGQW6Z13i+YBPkTAj9PhMzCPvNRF8dPgKGUK4OJXvxJtpio0hmqcdF14SWEuA64bty4cXg8ns4+GSaTCa/Xi9Vqxel0kpGR0el08KTa1tZGVlYWJpMJn8+H2+3GYrGE1HC5XKSnp2O328nKyuqmYbPZEELg9/txOp1YrVa8Xm/nHQx+vx+LxYLb7SYtLQ2HwxFSo2sX3dTU1H7tGcgnu91OWlpawn0SQiClpKOjI2qfgp3rHQ5HZD5lZtLW3o6tqAif10umx0N7ezsZGRk4Ozpi2k+ZmZkx+RRc2zCW/eR0OqmqqsJkMlFTU9M5aTMjI4OioiJuvfVW/H4/Xq+3T5+CqPApmHsR76c+YpyRkREy94I55XA4+PznP4/D4QC6d5IOtZ/mldm4cPxMjp1y8MzW46zaeoIvPbmZ4pw0Pl05ktvOr2BEir9bXIKaJpMJIQSWwF2uQghcLtcZn0aU40ovIX3qdZ0+tbc0YXM30HHkQ9LbDuOp3YOl5RBUr0N4nZ3bkKk2ZO54yJ/AjuN2Wi0F0Cqo82Ty3HPP4ff7ufHGG2PKvQ0bNrBu3TpqampITU3tzJvFixeHvZ967uuB9lNfx1PX2EbrU0+NaHKva4f2WHzqKy6R+BTqGIjUp6ysLNrb2yM+nnr61F9cwvXJZDJ1dmhPtE+ZmZn9aoTy6WSLg5HZaZ32BM/VsZ73zGZzZ5f7rsdCKJK+c33PL6FEaYCaDrmqbNFLXKKKye9/D88/D2++qV1KlFIrwhLsT/ALr7q6Ggivu3xfHD58mLVr1wLd2xxE0sdrKOZKf5fLIskVj8/PW3vrWLnpKOsONABw4YQCbjl3DOePySQ/t3uz1Ugv0/Xpj98PrUeh8QA0Hezy+BjZehTBmfOty5TBaUsBhZPOhdxyyK0IPJdD9igw9X8zSJAVK1bgdrsjWtUgbH8iZEifV+Jki140YPh+B9ldXv618yTPbD7GBzWnWPe9SxmTpxX58cqVYd25XkWC6GUoE9TZMuTiEvwHIXi3YmEh2O1gs4EQuvFHZSflaG7n70oy5Eq0vqeYTSycUcLCGSUcb+ngmc1HeWbzMe5Z8SG5GSl8cmYpN80ezfRR2YgoLk336Y/JpF12zC2DiVd0+5PwOKG5mrdWPYbN08jc8fkUnjoExzbD7udB+rropEDOaE1nxFgYURZ4jIGcMWAr7izM5s+fT3l5eUztPpIhV+KBXvxJtpio0ulPQ0rJ1iMtPLP5KC9uP4Hd7WNcQSb/cfUUslLVlz6R+JP0hZee/ttQwVD8byNm6uvhU5+Ce++FW2+FO+7QHoptiVVjyZIltLW16WaO11DKlb6aWqqgdEQ637xiEvdeNpH1BxtZ/t4hVrx/hKoNh5lSbOOm2aP55I23UmhLDVszqpikpEHRVI5mnAXA1EtuPKPh88LpY9p8suCj5Qg018D+V8De0F3LlKKNio0Yi/+Uh20ih2lOP63YeG7Zg9gtuXzuzrvj60+cdJLtfKsXDVXoPVeONTt4/sPjPLv1OIca7WRYzVxbWcJn5oxhdlluVP9oRWtLXyR94TXQtdbB0lCFKluGRFx8Pq33Vn4+5OZCP83p9OJPPGISbQE3lHMl2E6i6/qQVqu128LhEFlszCbBJZMKuXhiAac7vLy44wSrthzjf17ey89f2cfFEwv41KxSrpw2kgxr/6fGWGIStLnbNA+z5cxlxlC4HVoh1nq0y/NRaD3KSMdHlHtbmBm8jHki8JkHH4Ds0ZBTqhVp2aMDz6MgO/BaataA/kQSa70eQ9GiF3+SLSaqdIIabU4Pr+yq5dmtx9h46BQA51Xk8ZVLxrOosiQuI1x92RIOSV94ORyOmPt8qNBQhSpbdB+Xqip46CHYvFlb5ufll+NuiyqNRI90BRlKudLzsmqQ4AiYShwOBzmZmXxuXhmfm1fGwfp2Vm89xgvbTnDf37aRYTWzcHoxn5pVyvzx+VjMvVuSDHq+WTO09hVFU3r9qeHwYcrHjOaZv/6eTG8zi+ZXaqNnrcfh9HFoPQbHt4Cjqbduag5kl+DLHIllxBjILtEKMtso7WfbKJB+EOG1ZdHLcagKvfiTbDFRoeP0+Hhtx1Fe29fEm3vrcXv9VBRk8p0rJ/GpWaWdc7gGi0j8SfrCKy0tTRcaqlBliy7jIqU2ymWxQEUFTJ4MbW1a4TUItuhFQxVDOVdCzW87fPiwkoWbe9oyoSiL7y+cwveumswHh0/x/LbjvLzjJM9+eJz8TCuLzirhurNHMacsF1OgNUUsMQnafPvtt0et0QuzBbslD7slDypvDv0ejxPaTsDpwKP1GLSdhNMnMJ8+AR+/Be11WqHVhdsx0UYWdT9/mA5zDuVnnR8oygKP7FHanDNrpnEM6VhDFYk8r3h9fjYeOsWL20/wr10naXN6yc+0cuu5Y7h+ZinnjB0Rt0uJAxGJPwkrvIQQZmAzcFxKeW28tuN2u2NeU02FhipU2aK7uDgcsHAhXH013H8/XHKJ9hhEW/SioYqhmCuDMVrYly0mk+C8cfmcNy6fH18/nTX7Gnhxxwme2XKUpzbWUJydxrWVJSyqLGFKQWrMzRtV58qAsUtJg7xx2qMHzo4OzRafVyu+2k7y738uJ8PXivfUEWy0Uyi85LpPwIdPgbu9t35qDiJrpHZp01ZypjjLHnXmObNwwLs1B+sYCqdo18s5YTifV3x+yfvVTby84ySv7qqlye4m02rm6hnFXDO1gEunjQo5Kj3YRBKXRI543QfsBbIHemMsBHvzJFpDFaps0U1c3G7tOSMDpk7VlvlJkC160VDFUMyVnl+GPb8UY73TM1xbVj79FACPLFmC3eXlzb11vLj9JE+8d5jH1ldTkpPGNTNKuOasYmaPPTMS1h89R+v+/ve/R+2DajpjYrZohVNOKZd9XbsTPni35NKlS898wNUGp09qI2httdoIWttJ7fJmey00fqS93vVOTQBh1kbHgoVYcK5Zl4clrWAwXA4LvZwThtt5xePzs6n6FK/sOsmru+pobHeRnmLm8qlFXFtZwoLJRaSlmPF4PLoouiCyuCRkbwohRgOfAB4Avh3Pbam4vV9li4BYUWWLLuLy3HOM/upXYds2KC6G//u/xNmiIw1VJFWuKCRSWzJTLXxyZimfnFlKa4eHt/bW8dL24zz9fg2Pv1tNkS2Vq6cXc9X0kZxXkR9yvchQBJvF6oGI90+qDQptUDip28sel4vU1MDdoX6fdjdmsCjrfD4Jp4/TcvB9Mr0tpEhXN40UgMyiM4VZTmngebT2yA6MqJmj+/qK5HK1XnJ/KB8/4eo4PT7ePdjIK7tqeXNvHS0OD+kpZi6dUsi1laO4dHIR6VZzvxqJJBJbEtJAVQixCvg5YAO+G+pSoxDiLuAugNLS0tnr16+PalterzfmCl2FBkBTUxP5+fm6sCVhcZES4XYjU1OxVFeT+dOf0v4//4Nv1KjBt0WnGjD8cmXDhg0AnDql3ZGUl5cHaD2qgqiIyUC2hGNHUMPlF2ysaeftQ61sOtqO0yvJtJo4f6yNCytszB2TRYa192W14Dbmzp2r61wJNxYD6fRFUP+COZVYHHWY7bVYHPWItpNYOxowO+qw2Gux2Oswebpf2pTChC+jCG9mCd6sEryZJfgyi/FmleLNGkWdy0reyNJ+txuOX3o5JyTrecXuhfePtLP+cBsfHG2nw+Mn02pifpmNi8dlc+7oLNJS+v5HRoUt8TqvVFRU6KeBqhDiWqBeSrlFCLGgr/dJKZcBy0DrXB9tZ1mPx9O53Eq0qNAIEmuHXFW2JCQufj8sWgSjR8Njj0F5OYcrKpR0DdbLfjZyJTqNYJf+pibtzrvgrdk9YxDvXAnXjqDG9EnwRbT/1tcfaOT1PbW8ubeeNw+2kmIWzBuXz2VTirh8ykjG5md020ZZWZmucyXcWAyk05OeI07uwHSD4IhTSA3n6cAdmseh9Sji9HEsLUextB6DU7vh8Otd1s6EUtDmkwWbz+aWdT6XL5wHOWOoemo5ALfddltM/gyEXjSCJPK8IqXk4wY7a/bV8/qeerbUNOOXUGRL5dPnjOaqaSOZP74g7FFjVXEZ7O+gRFxqvAC4XgixCEgDsoUQT0spPxePjXm93ph3jAoNVaiyZVDj4nBoc7hMJrjwQihQP4dDL/vZyJXoNFTM3VJhS7h29NRISzFzxbSRXDFtJD6/ZEtNM2/treOtffX85MU9/OTFPUwoyuKyKUUsuPBaZpfn4vW4dZ0r0eyTuOVKWrb2KJoa+kN+nzanLNDnrPnwDnI5DS01cOJD2PtCt8IMYeZG8wjaLPnw4ofack3547UbD3IrtPYd8fQnARqqiNQWp8fHex83sWZ/PWv213P0VAcAk0dm8fVLJ3DltJHMGJUT1jzJWG2JJ5HYMuiFl5TyB8APAAIjXt+NV9EFYLVadaGhClW2DFpc1qyBG2/Uns8+G370o5i3G7UtQ0RDFUMuVwaJePtjNgnmVuQxtyKPHyyaSk2TnX/vq+etvfVUvXuYZesOkWE1c/64PBZMLuLiSYWU5Se2R9Ng5spABV1UtpjMnTcFMHYerdlzye06iuH3aXPMWmq0VQFOVWNrrsbWfBj2vAAdp7rrZZdC3jhS88ZBwSQomAj5E7RRswjnlg2340dKyUd17bxzoIF1Bxp5/1ATLq+f9BQzF0zI5+6Lx7NgciEl2amYzeGtRxqtLYNJJLbo51aJOOFyuWK+7VuFhipU2RLXuEgJ7e3aOoozZ2otIuLc/E8v+9nIldg0BuMOv3BsGciOSGJSlp/JFy6o4AsXVGB3edl4qIm3P2pgzb463tqnLQU0Ji+dCycUcMGEAuaPLyAvc3C/UPrzJ5J9ottjyGTW1rkcMQbKL+z9944WOHWo+6PpY8SeF8DZ3EUnRRsZK5gEhZOhYLJ2g0HBJEgJ3UpAtzGJklC21J128t7HTaw/2Mg7BxqoO63dMDGhKItb547l0ilFnFeRR1rKmULL4XAkfVz6IqGFl5RyLbA2nttQ0W9EL/1TQJ0tcY3Lbbdp6yu++aa21M/KlTFvK2pbhqCGKoZEriSARPqTmWrh8qkjuXzqSOT106lpcrDuQAPrDzTy0o6TrNx0FIBpJdmcPz6feePymVuRR056fC+nJCJX+iroEpIr6SOg9Bzt0RUpoaMZGg9A0wHtufEA1O+BfS91aTYrtOWeiqZpqwsUToWR0yB/YlIeP6fsbjZVN7Hh4ybePdjIxw12AHLSU7hwQgEXTyrgwomFlI7o2+5kjEu4JP2Il91uj3lNKBUaqlBli/K4tLZCdjYIAVddpXWcl1L7fRDQy342ciW+tkRCX5ey9OKP3W6nvCCL8oJMPn9+OV6fn53HW3n3YCPrDzby1MYa/rK+GiFg+qhs5lXkc25FHnPKcsnPCn9B767EMyaqdPR3DOXB2PO0R1e8Lmj6GBr3Q8N+rRir3wcfvXqmf5kpBX/+BMwllTByuvYoPhuyCqOwI3ExqT/t5P3qU2yqPsV7HzdwsMEBQIbVzNyKPG45dwzzxxcwtSQbc5hztZIzV8KzJekLL2OB0vjpdGps3w6XXgpPPAHXXQdf+ELM2lHbkgQaqtBlruiARPvTV/FjMZuYNTaXWWNzueeyiTg9PrYfbeG9Q01sPNTEkxtreGx9NQDjCjOZW57HnPI8RppdlEkZ01IpRq6Epl9bLKnaqNbIad1f97qg6SDU7YG6XZjrdkP1O7Dj72feYyuB4kooqYSSs2HULG1eWR/7cDBj4vdLPqpvY0tNM1sON7PlSDM1TVqhlWk1M7s8j0+fM4bzKvI4e8wIUqJsYDqscqUHSV94tbW1YbPZEq6hClW2KIlLTQ22sjKYNg1uugnGj4/Zrqht0cl+NnIlvraEw0ANMvXiz0AaaSnmziWMAFxeH7uOt7KpupnNh0/xyq5a/vaBdmlyxAs1zBwzgnPG5jJr7AgqS0eQk3Hm8uRgxESVzpA/hiypZ0a3uPmMhuMU1O2Ckzugdof2fPDNM6NjmYVQMlMrwkbNgtFzIKsoejvCpLHdxfajLWzr8mhzaneAFmRZOWdsLovPG8t5FflMH5VNh8Nu5EoIIrEl6QsvFTtFLzsW1NkSs84992B74w3YtQtSUmDZMiV2RYte9rORK/HTUEWi/OlZ/KxevRoIf/J6qsXM7LI8ZpflAePx+yUHG9p5Y+tBjtjNfHi0mbc/aiDYE7s8P4OzRo+gsjSH444UilO9fWoPx1wJp02GUn8y8qDiYu0RxNMBdbu1lhcntsHJbfDOv88UYzljYfRsbKWzYfS5WmGWEv0i1a1OL+8caGDn8VZ2Hz/NtqMtHG/R2juYBEwuzubaSm1B+DnluYzNy+g1kjoccyUcIrFF14WXEOI64Lpx48bh8Xg6W/KbTCa8Xi9WqxWn00lGRgbt7e3YbLbOqrOtrY2srCwaGhrIz8/H7XZjsVhCarhcLtLT0zuv0XbVsNls1NXVUVhYiNPpxGq14vV6MZm04VW/34/FYsHtdpOWlobD4Qip0d7ejpQSh8NBampqv/b055OUErPZTFpa2uD7dOQItpIS2pxObNddR1thIVlS0hGDT06nszMusfgUyBcyMjKi3k9BjczMTDo6OqLyKUhWVlZMPjmdTgDa29uj9qm2tpbi4mLa29sT7lOQ4LEQjU9At+OpL59uvfVWTCYTK1asQErJzTffTEZGRq+4BM8R0fjUVSNcn4JLBFmt1s5teb3esHzqaz+VZMAnpuaSn5+PzVbJiYZmDjZ72FrdyN56B5sPN/Hi9hPACADyUnIpTvOSO3oGEwvSONHiwGb2dds/kfi0fPlypJTcdNNNfcYlUp/q6uq6aUSzn1wuV7d8CeVT8HgPNnANlXvBlV16akTik8/nQwgR8vvJ4faTVjILd/50LLOWaBoeB+b63cijH2Cu2wZHP8C0+zltB5lS8I08C3P5fDoKK0mfuIB2kdlrP4HgWEsHe0+e5kCDgz0nWtlba+8sskC7k3ZacSZ3zC9jckEqc8aPRPg83XwKxqarT01NTRQWFvb5nRvufgrmU1/fl+GcIzweD2azuU+NcPaT3+/Hbrf3W0eE41MwLuHM9UrIkkGRMmfOHLl58+ZEmxEzhw8fVtIhNyEcPQqzZsF//ifcd58y2SEdkzhixKU3kcZkMJqxRoNquwaKS0Obi13HW9l9opV/vbeTk04LzZ4zt/Vnp1mYXGxj0kgbk4ttTCyyMaEoi4Is64DzxvQa4/5i0nPksaysDNCfD91oq4Pjm+Ho+3B0ExzfCj6tuPSOGEdj/mz2p9tSYLwAAB48SURBVFay0T+ZTaey2F/XTrtLG+EUAiryM5k2KpvSdD8Xn1XO9FHZjMjQTw+sRBKvc60QQj9LBg027e3tMU/AU6GhClW2hK1z8iSUlGjL/Nx1lzaJXrEtKtDLfk62mKjSSURc+voi1Ys/gxWTQlsql04p4tIpRdxz2UQA2pwe9p5sY3/tafbXtbHneAsvbD9B2/tnLkdmp1mYUJTF+MIsxhVmUVGQQXlBJmV5mfx9xVNA7zljwZGvWEi2Y0iFRr0njaacizjkPodq8+3UpDdD3U6KWj7k7KY9nNv8CpeIZ7gEaDQVcixvNs4xF2CbchnjJkztXFxaKzJiWzlkuJ9X+iISW5K+8FLRXE0vDdpAnS1h6fzkJ/D738OBA5CXBz/7WVxsUYFe9nOyxUSVTrLFJRaNYEEYvFyRCGxpKZ3d9YO2CCGoPe3kQF07Hze0c7Bee177UQPPbDnW/fOWPPJSfKS4y8kSLppbUxmR4qfZLUjz+bFEeacbxD9XIlkKabByxe31c7K1g+PNHRxv6eBYcwdHTjk4cspBTZODxnZXt/eX5KQxrnA6aeXnUTsyi72FGUw1nyC34QMKat6loPod2PEq7PhPrb9YxcVQcQmmlPFAedz9GSydoXpeSfrCKzhvINEaqlBlS586LS3amorZ2XDDDZCW1mfX+WSLi140VBH3XEmALSrQiz96jElJTjolOelcPKl7n6nTTg9HmhxUN9qpabJT3eigpsnO/uNmDnpNbDupXZKs+uVaTAKKbGkU56QxakQaJTnpFNlSKbSlUmRLoyg7lcKsVHLSU0Kuz6fHuESLzy851tiK3Wumsd1FQ5uL2tNO6k47qW11Utfm4mRLBw3tLrrO+hECRuWkMyYvncunFFGSncL4kTmMK8ykoiCTDGuor+4iqJgJc7+s9VCs3wvV6+DwO7Dnn7D1ScYgtPYV4y+D8ZfCmPO0uzAj4KmnnkJKGfOl2WQ9hsIh6Quv4bZOVkw6bW0wZQrceiv89rdw1lnaI862qEAv+znZYqJKJ9niohcNVQxkS3ZaCjNKc5hRmtPt9aqqKrx+uPz6mznW7KCmsZ36NjcnWrXCYl9tG2v2NdDh8fXSNJsEuRkp5GVaOx856VZsqWZGZFrJSU8hJz2FrFQLWakWMqzac2aqmQyrhVSLKaqFlYOEUzhYLCm0u7w43F463D4cbh/tLi/tTi+nnR7anF7anF5aOty02D00O9y0OLTnU3Y3pxxuQk2jtqVZKM7WitOJk7QO76W56YwOPBfnpJFqOTMPz+v1YrFE8HUtxJkeY/O+oq1VeWIbLVtWk9v0IWz4Paz/DVizYNwCmHAFTLwSckYPKK1qXvhwO4a6kvSFV8QJGycNVaiypZtOdTVUVGhrKy5dCpdcMqi2qEAv+znZYqJKJ9niohcNVURrS9fipaIgk3PH2EhL693uoN3lpaHNRf1pJ/Vt2sjPKbubJrubU3YXzXYP+2vbaO3w0Orw4PGH9+VutZhItZhISzGTajGRYjZhNgmkz0NG2jHMJoEQIKDzRgEB+KTE5z/z8EuJ2+vXHj4/rsDPLm94l4OtZhMjMlLIzbAyIiOFcYWZzCnPozDLSk6aiZLcLPIzrRTaUinOSetjxKpvYs4VkxlGz6bVm68tHu48rY2EHXwTDryhLX8EUDQdJl0FkxdB6Rzt6keA4KXZ48eP4/V6Y76xYjgfQ/qwOI6YTNHPNVCpoQpVtnTqPPqodpfirl0waRJ885uDbosK9LKfky0mqnSSLS560VBFvHMlOGpVURB62kJXXC4XfmHRirAOD+0uD3aXD7vLGxh90kaenB4fTq8Pl8ePK/Ds8Ut8fj+tbXasqVa8gQIuOEgjkUipjbaZTQKzEJgCz1aL6czDrBV0KSawpVvJsJpJt1rIsJrJSrVgS7NgS0shO/CclmLq8w5Qt9sd88iM8lxJy4Ypn9AeUkLDPjjwOnz0Orz7e1j/W62h66SFWhE2bkHnR1WNeCXiGIrnXbiR2JL0hZdBCE6fhuZmKCvT5nG1tMCYMYm2ysDAwAAhBOlWM+lWM8U50TULVdUiQEXRpHuEgKKp2uOC+7RFwQ+8Cfv/pc0N+/ApSMlgyYQrYOr1rJAFuEWavttv6JykL7xU3DmUyLuPehKzLV4vzJmDefJkePFFGDkSfvCDxNiiEL3s52SLiSqdZIuLXjRUYeRKaPTiz6DGJD0XKm/WHl431KyHfS/D3pdg7wvcgpkT6ZPhQ4s2YpaeG9VmBjMuAy2ZpYJI/NHPWHcIhBDXCSGWNTc34/F4cLlcuFwuPB4PHR0d+Hw+7HY7Uspuna2Dz1JK3G43Pp+Pjo6OPjWCHYrb29t7aUBg6Nvvx+Fw4PV6cTqduN1u3G43TqcTr9eLw+HA7/f3qdG1c/1A9vTnk9lsxm63R+yT/YMPNI2ODvjJT+j49rdj9qlr1/lofQpqRONTVy2LxUJ7e3tMPgU1YvHJYrF05l4sPnXtXB+tTx0dHUpyT4VPQY1YfVJxPAXjEotPXTWi9SmUhopzRDQ+dd0/ifYpmPux+NS1c30sPvUVl0h8MpvNMe8ns9nc77EQrk/9xSWkTz6Ja/QFeK56kI6vbcW35BW8s+9ktLUN/vl1eGgi3idvgh3/oK3p5KD7ZDKZwjpHgDaSajabMZvNnZeFOzo6OjvXx3o8ud3ubueI/kj6zvUOhyPm201VaICa4e+obFm9WlvEes0aWLAgeh0VtvRA1SUBvfgz5HMlTjpGrsRHA4xcCYWRK6FRlivp6XBiK+x6FnY/B6ePgyUNJl4FlZ/RngdoU5GIuIQa6YpXrgzrzvWh7rBJhIYqwralvR1qa2HCBFi0CB56CObOjVxHhS2DgF78SbaYqNJJtrjoRUMVRq6ERi/+6C4mQkDpbO1x5U/h2CbYtVorwva+AGkjYMYNUHmL1issxI0HSRmXMNH1pUYVBIcZE62hirBtueoquPlm7Y6V9HT47nehSzU+bOMyBDRUocoWIy761VCFkSuh0Ys/0WpUVVV1jvKoopctJhOMnQeLHoJv74PFq7WeYNtWwuNXw+9nwtpfQMuR/nVU2DIAS5YsidtNAZHYkvQjXirWcdLLWlAwgC1bt8LZZ4PZDP/931rH+T5ucR5WcRliGqpQZYsRF/1qqMLIldDoxR89xWTVqlVAHxPTzRaYeIX2cLVpE/K3r4S1P4O1P9eWLpp1O0y9NuniEoktST/iFZwkl2gNVfRpy7vvwuzZsHy59vsVV8D550euo8KWBKAXf5ItJqp0ki0uetFQhZErodGLP5FqBEe6ampqqKmpUTryFXa/qlQbzLwV7ngB7tsBC5ZCczU8+yX41WTcz30DanfFZMtQzZWkH/Gy2Wy60FBFN1scDti/H2bNgvnz4Y9/1PpyRaqjwpYEoxd/ki0mqnSSLS560VCFkSuh0Ys/eohJTC0Zcsu0wuvi/9A65n/4NNZdf4PtT8Doc2H2F2D6p8Ea2WR7PcQlSCS2GCNeg6Shim62fP7z8IlPgNOpXVL86lchzOHOpI7LENdQhTGKERq9+JNsMVGlk2xxSYRGcC5TWVkZZWVlSuc2paZGtqh2N0wmGHcJ3Phn2u7eDFf/DDpa4J9fg99MgVeWQtPHYcsN1VwxRrwGSUMVtn37YOpUrcD60Y+0ha2juLMj6eKiE3+SLSaqdJItLnrRUIWRK6HRiz96iEmwcFPVfNRWNBaKvg7zvgY178Lmx+GDx+D9R7VFu+ferT33c2lTD3EJYox4dSGcZmaDoaGEjz9GnncePPyw9vvMmXDRRVFJJVVc0I8/yRYTVTrJFhe9aKjCyJXQ6MWfaDXicRefqnUjO30SAsovhJseh2/tggU/1OZ+rbgZ/vcc2PioNlG/Pw0dEIktui68VHSuB2LuXC+lTFyn7Y4OHK++qmkVFSGfegr7F7+oC5+klLrpXJ+ZmRlzR/SgRiw+ZWZm6qZzfXAJCz34FNSI1ScVXd6DcYnFp64a0foUSiNRneu77p9E+9RTI5Gd6/uKSyQ+ZWRkxLyfMjIyEtO5PoQ9N9xwA3fccUd8fCITFnyf9i+/h//Gv+DLKIBXlyJ/MxXfKz/E3XCom0/p6ekxnyNUda4XQhid64MM+a7B994Lf/kLHDkCBQVGh+k42qIXDTC6kYfCyJXQGLnSGyNXQjMkc+XYFtj4COx+Xvt92idh/j1QOlvXudJf53pdj3ipIKaJgAo1ImLrVjh2TPv5e9+Dl1+GggKltgzJuPSDXvxJtpio0km2uOhFQxVGroRGL/5EqxGPBqqDniujZ2uXIe/bDvO+CgffhD9fBk9cR+rx97Qm4TogkrgkfeHldrt1oRE2zc3avK2f/lT7fexYuPRS5bYMubgMgF78SbaYqNJJtrjoRUMVRq6ERi/+JFtMotIZMQaufgC+tVtbpqjhI8zLb4BlC7TRML9PiV3REok/SX9Xo8USu4sqNPrF5YI33oBrr4XcXG1R6z6an6qyZUjEJQL04k+yxUSVTrLFRS8aqjByJTR68SdSjb56bi1YsGDQbVGuk5YNF3wDzrsb79blWDb+AZ65A/InwEXfhbNu1jroDzKR+JP0I17BiZqJ1uiX3/4WrrtOa4YKsHAh5OTE1ZYhEZcI0Is/yRYTVTrJFhe9aKjCyJXQ6MWfZItJUCemS6GWVHxnL4Z7PoCbn4CUdHj+K/CH2bD1KfB5lNgZLpHEZdDLQiHEGOBJoBjwA8uklL8bbDsSzvbt2pqKM2bA178Oc+bA5MmJtsrAwMDAYIjTV8+tw4cPJ8SeuGIyw/RPaZPu978Cb/8CXrgH1v0SLvw2zFwMFmuirexGIka8vMB3pJRTgXnA14UQ0+K1MRU9R2LWWL4cysspGzcOysvhiSdg0SJYulT7u82mra04GLYo1FFliwr04k+yxUSVTrLFRS8aqjByJTR68SfZYlJVVcXKlStjXkuymy1CwJRFcNdauO0ZyCyCl74Jf5gD21bGfQ5YJHEZ9L0ppTwppdwa+LkN2AuUxmt7Xq83sRrLl8Ndd0FNDUJKqKmBr30NvvxleOqpwbVFsY4qW1SgF3+SLSaqdJItLnrRUIWRK6HRiz/RasSjgaqq/SOEiFkjpC1CwKSr4EtvagVYWo52CfKP82DXsxCny7aRxCWhsxiFEOXALOD9eG3Dao19iDEmjfvv1xaz7orDAVVV8OMfD64tinVU2aICvfiTbDFRpZNscdGLhiqMXAmNXvxJtpgsWbIEn8/HU4HBh2iLw35tCRZgE6+EvS/Cmgdg1Rdg5K/hpr9C4aSothmVLT1IWOElhMgCVgPflFKeDvH3u4C7AEpLS6O+Nu1yuWLuOxKLRtmRI4Sq6+WRI9RE4ZMKf1TpqNBoamqK6fMqbdGLBqiJi5Er8bNFLxpg5EoojFwJjd5yJVisxP37PaMSrllB5uHXsO1dSV2zG2nXtpmIXElI4SWESEErupZLKZ8N9R4p5TJgGWid66PtLCuljHlIMyaNsWO1y4s9EGPHRtUtV4U/qnRU2aKia7Be/FEVE4g9LkauxM8WvWgEMXKlN0auhEZPuTI5xhvKIrZl3Nfgsq9R1uPlwc6VQZ/jJTTL/gLslVL+Jt7bS/gipw88AD2XNMjI0F4fbFsU6wzVBUr1rqEKI1dCoxd/ki0mqnSSLS560VCFkSuh0fsi2RcAtwOXCSG2BR6L4rUxm82WWI3Fi2HZMigrQwoBZWXa74sXD74tinVU2aICvfiTbDFRpZNscdGLhiqMXAmNXvxJtpio0hmqcUnEXY3rpZRCSlkppZwZePwrXtsLrjKeUI3Fi+HwYWoOHYLDh6MuupTYolBHlS0q0Is/yRYTVTrJFhe9aKjCyJXQ6MWfZIuJKp2hGhf9NAeJE8O5qo63TrLFRS8aqjByJTR68SfZYqJKJ9niohcNVRi5Ehpdj3gNNsO5qo63TrLFRS8aqjByJTR68SfZYqJKJ9niohcNVRi5EhpjxKsLWVlZutBQhSpbjLjoV0MVRq6ERi/+JFtMVOkkW1z0oqEKI1dCE4ktSV94OXo2L02QhipU2WLERb8aqjByJTR68SfZYqJKJ9niohcNVRi5EppIbEn6wistLU0XGqpQZYsRF/1qqMLIldDoxZ9ki4kqnWSLi140VGHkSmgisUXXhZcQ4johxLLm5mY8Hg8ulwuXy4XH46GjowOfz4fdbkdK2Xl9teuzlJKWlhZ8Ph8dHR19ajgcDqSUnX04emq1tLTg9/txOBx4vV6cTidutxu3243T6cTr9eJwOPD7/X1qtLe3I6XE4XAMaE9/PrlcLux2uy58am5ujtknp9OJlDJmn9xuN+3t7TH5FNSIxSe3292Ze7H45HQ6O/MmWp9OnTqlJPdU+BTUiNUnFcdTMC6x+NRVI1qfQmmoOEdE41PX/ZNon5qbm2P2yeVy9Zk3kfjUV1wi8cnlcsW8n1wuV7/HQrg+9ReXcH1qaWlRknsqfHI6nTGfI/x+v5LjqbW1tds5oj+ElHLANyWaOXPmyM2bN0f1WY/HQ0pKSkzbV6EB2rIIsXbIVWWLXuKiIiaqbNGLBhi5EgojV0Jj5EpvjFwJjZErvYlXrgghtkgp54R6r65HvFTgV7ASuQoNVaiyxYiLfjVUYeRKaPTiT7LFRJVOssVFLxqqMHIlNJHYkvSFl4GBgYGBgYGBXkj6wstkit1FFRqqUGWLERf9aqjCyJXQ6MWfZIuJKp1ki4teNFRh5EpoIrFlSMzxEkI0ADVRfjwHaI3RBBUaAAVAo05s0UtcVMRElS160QAjV0Jh5EpojFzpjZEroTFypTfxypUyKWVhyHdKKZP6ASzTg0ZAZ7OObNFFXFTERGf+GLkSPw0jV+IUFyNXdO+PkSvx0xj0XNHPOF38eFEnGqpQZYsRF/1qqMLIldDoxZ9ki4kqnWSLi140VGHkSmjCtmVIXGpMFoQQm2Uft5cOV4yYhMaIS2+MmITGiEtvjJiExohLbxIRk+Ew4qUnliXaAB1ixCQ0Rlx6Y8QkNEZcemPEJDRGXHoz6DExRrwMDAwMDAwMDAYJY8TLwMDAwMDAwGCQMAqvOCOEGCOEWCOE2CuE2C2EuC/RNukJIYRZCPGhEOKlRNuiB4QQI4QQq4QQ+wI5c36ibdIDQohvBY6fXUKIlUII/ayOO4gIIR4XQtQLIXZ1eS1PCPGGEOJA4Dk3kTYONn3E5KHAMbRDCPGcEGJEIm1MBKHi0uVv3xVCSCFEQSJsSxR9xUQIca8QYn/gHPPLeNthFF7xxwt8R0o5FZgHfF0IMS3BNumJ+4C9iTZCR/wOeFVKOQU4GyM2CCFKgW8Ac6SUMwAz8NnEWpUwqoCFPV5bCrwlpZwIvBX4fThRRe+YvAHMkFJWAh8BPxhso3RAFb3jghBiDHAlcGSwDdIBVfSIiRDiUuCTQKWUcjrwq3gbYRRecUZKeVJKuTXwcxvaF2lpYq3SB0KI0cAngMcSbYseEEJkAxcDfwGQUrqllC2JtUo3WIB0IYQFyABOJNiehCClXAec6vHyJ4EnAj8/AXxqUI1KMKFiIqV8XUrpDfy6ERg96IYlmD5yBeC3wH8Aw26Cdx8x+SrwoJTSFXhPfbztMAqvQUQIUQ7MAt5PrCW64WG0E4B+VjpNLOOABuCvgcuvjwkhMhNtVKKRUh5H+y/0CHASaJVSvp5Yq3TFSCnlSdD+0QOKEmyP3rgTeCXRRugBIcT1wHEp5fZE26IjJgEXCSHeF0K8LYQ4N94bNAqvQUIIkQWsBr4ppTydaHsSjRDiWqBeSrkl0bboCAtwDvColHIWYGf4XTbqRWDO0ieBCmAUkCmE+FxirTIYCggh7keb7rE80bYkGiFEBnA/8P8SbYvOsAC5aFOBvgf8Qwgh4rlBo/AaBIQQKWhF13Ip5bOJtkcnXABcL4Q4DPwNuEwI8XRiTUo4x4BjUsrgiOgqtEJsuHMFUC2lbJBSeoBngfkJtklP1AkhSgACz3G/VDIUEELcAVwLLJZG3ySA8Wj/vGwPnHdHA1uFEMUJtSrxHAOelRqb0K7AxPWmA6PwijOByvkvwF4p5W8SbY9ekFL+QEo5WkpZjjZR+t9SymE9iiGlrAWOCiEmB166HNiTQJP0whFgnhAiI3A8XY5x00FXXgDuCPx8B/DPBNqiC4QQC4HvA9dLKR2JtkcPSCl3SimLpJTlgfPuMeCcwHlnOPM8cBmAEGISYEXNotl9YhRe8ecC4Ha0EZ1tgceiRBtloFvuBZYLIXYAM4GfJdiehBMYAVwFbAV2op23hmUHbiHESuA9YLIQ4pgQ4ovAg8CVQogDaHerPZhIGwebPmLyB8AGvBE45/4poUYmgD7iMqzpIyaPA+MCLSb+BtwR7xFSo3O9gYGBgYGBgcEgYYx4GRgYGBgYGBgMEkbhZWBgYGBgYGAwSBiFl4GBgYGBgYHBIGEUXgYGBgYGBgYGg4RReBkYGBgYGBgYDBJG4WVgMMwRQtwvhNgthNgRuPX+vETb1BUhRLkQ4rZ+/j5RCPGSEOJjIcQWIcQaIcTFMW6zSghxU4Sf+aYQ4vOxbFc1PWMnhDhLCFGVQJMMDIY9RuFlYDCMEUKcj9bd+xwpZSVal/ijibWqF+VAyMJLCJEGvAwsk1KOl1LORuuFNi7Eey3xMjCgfSewQpGWKsrpEjsp5U5gtBBirMJtGBgYRIBReBkYDG9KgEYppQtAStkopTwBIISYHVg0dosQ4rUuy9KcGxgde08I8VCg8SBCiCVCiOeFEC8KIaqFEPcIIb4dWPB7oxAiL/C+8UKIVwO67wghpgRerxJC/F4IsUEIcajLiNODaIvYbhNCfKuH/YuB96SULwRfkFLuklJWBTR/LIRYJoR4HXgyMAL0jhBia+AxP/A+IYT4gxBijxDiZbosNN1XHHpwGbBVSukNfGatEOLhgC+7hBBzA69nCiEeF0J8EIjLJ7vE7hkhxIvA64HX/kMIsVMIsV0I8aDC2L2ItlqEgYFBIpBSGg/jYTyG6QPIArYBHwF/BC4JvJ4CbAAKA7/fAjwe+HkXMD/w84PArsDPS4CDaB3DC4FW4CuBv/0WbYF4gLeAiYGfz0NbLgqgCngG7R/CacDBwOsLgJf6sP83wH39+PdjYAuQHvg9A0gL/DwR2Bz4+QbgDcCMthB3C3BTf3HosZ2fAPd2+X0t8OfAzxd3idHPgM8Ffh4RiHtmIHbHgLzA364JbDcj8HueqtihrabxYqJzz3gYj+H6iNvQu4GBgf6RUrYLIWYDFwGXAn8XQiwFNgMz0JZcAa0gOSmEGAHYpJQbAhIr0C5VBlkjpWwD2oQQrWijK6At9VMphMhCW+D6mYAuQGqXzz8vpfQDe4QQIyP1RwjxHFpB9ZGU8obAyy9IKTsCP6cAfxBCzAR8wKTA6xcDK6WUPuCEEOLfgdcnh4pDiE2X0Hv9yJUAUsp1QojsQOyuQlsc/ruB96QBwct+b0gpTwV+vgL4qwysMyilPKUwdvVoxaWBgUECMAovA4NhTqDYWAusFULsRFtoeQuwW0p5ftf3CiFyB5BzdfnZ3+V3P9r5xgS0SClnhvF50cd7urIbrWgCQEr5aSHEHOBXXd5j7/Lzt4A64OyALc4ufwu1fpogRBxC0IFWRHWlp54M6N0opdzfbSPaDQ1d7RQhPq8qdmkBew0MDBKAMcfLwGAYI4SYLISY2OWlmUANsB8oDEy+RwiRIoSYLqVsRhvNmhd4f0RzhaSUp4FqIcTNAV0hhDh7gI+1oV2+DMUK4AIhxPVdXsvoRysHOBkYGbodbQQLYB3wWSGEOTCH69LA6yHjEEJ3LzChx2u3BD5zIdAqpWwFXgPuFYEhKyHErD7sfB24UwiREXhfnsLYTUK7XGxgYJAAjMLLwGB4kwU8EZhUvgNtftCPpZRutDlOvxBCbEebBzY/8JkvAsvE/2/njlEaCKI4jH+vsvECNp7ExlrBA1hY2NjZiGxhF8+g3kKw0VIbY5FCglY5hAiWwrOYCSSQKAGZFfx+1RbL7DDV4//ebMSQkqy8r/jNfeCwrvsK7P3w/hj4rEPmc8P1tYW4CxzVofIhcAacL1nrAjiIiCdKATJNma6BCaUlegk81PW/O4dZt8wkb9VbRDwCV5QzAxhQ2p3jKJcSBos2mZl3wA0wiohnYNqa/I2z26bcBJXUg8hclK5L0mIRsZ6ZH/W5AzYy87jnbfWuzpedZuYkIu6Bk8wc9bytORGxRikqt7LewJTUlomXpFXt1N8TvFCG8pelS/9NRxmy/8s2gc6iS+qPiZckSVIjJl6SJEmNWHhJkiQ1YuElSZLUiIWXJElSIxZekiRJjVh4SZIkNfIFgo6MKAhYE9cAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -447,7 +453,7 @@
     }
    ],
    "source": [
-    "show(pct2, miles2 / hours2) \n",
+    "show('pct', 'mph', segments, 'Miles per hour versus segment grade in percent')\n",
     "plt.plot((2, 6, 7), (2, 6, 7), 'ro:');"
    ]
   },
@@ -464,17 +470,17 @@
    "source": [
     "# VAM\n",
     "\n",
-    "Climbing speed measured by vertical elevation ascended is known as [VAM](https://en.wikipedia.org/wiki/VAM_%28bicycling%29), which stands for *velocità ascensionale media* (for native Campagnolo speakers) or *mean ascent velocity* (for SRAM) or 平均上昇率 (for Shimano). The theory is that for steepish climbs, most of your power is going into lifting against gravity, so your VAM should be about constant no matter what the grade in that range. (For flatish rides power is spent on wind and rolling resistance, and for the steepest of rides power goes largely to cursing *sotto voce*, as they say in Italian.) Here's a plot of my VAM versus grade:"
+    "Climbing speed measured by vertical elevation ascended per hour is known as [VAM](https://en.wikipedia.org/wiki/VAM_%28bicycling%29), which stands for *velocità ascensionale media* (for native Campagnolo speakers) or *mean ascent velocity* (for SRAM) or 平均上昇率 (for Shimano). The theory is that for steepish climbs, most of your power is going into lifting against gravity, so your VAM should be about constant no matter what the grade in that range. (For flatish rides power is spent on wind and rolling resistance, and for the steepest of rides power goes largely to cursing *sotto voce*, as they say in Italian.) Here's a plot of my VAM versus grade:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -486,16 +492,14 @@
     }
    ],
    "source": [
-    "show(pct2, feet2 / hours2, ylabel='VAM (vertical feet per hour)')"
+    "show('pct', 'vam', segments, 'VAM (vertical feet per hour) versus segment grade in percent')"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "I don't see the flattening effect; I see a wide spread of VAM numbers; at about 8% I range from 1500 to 3000 VAM. Champions do over  6000. \n",
-    "\n",
-    "\n"
+    "I see a wide spread of VAM numbers; at 7% to 8% I range from 1500 to 3000 ft VAM, although I can sustain the upper end of that for only a few tens of minutes.  Champions peak at over 6000 ft VAM, and can sustain 4000 ft VAM for 7 hours, climbing the equivalent of Mt. Everest."
    ]
   },
   {
@@ -509,12 +513,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -526,21 +530,21 @@
     }
    ],
    "source": [
-    "show(X=feet/miles, Y=miles/hours, xlabel='Ride Grade (feet/mile)')"
+    "show('fpm', 'mph', rides, 'Speed (miles per hour) versus Ride Grade (feet per mile)')"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "So, I average a little under 14 mph when the overall route is fairly flat, with a lot of variability from 12 to 16 mph, depending more on my level of effort (and maybe the wind) than on the grade of the road. But when the grade is steeper than 50 ft/mile, the speed falls off quickly: down to 12mph at 80 ft/mile;  11 mph at 100 ft/mile; and around 10 mph at 120 ft/mile. Note that 120 ft/mile is only 2.3% grade, but if you figure a typical route is 1/3 up, 1/3 down, and 1/3 flat, then that's 6.9% average grade on the up part.\n",
+    "So, I average a little under 14 mph when the overall route is fairly flat, with a lot of variability from 12 to 16 mph, depending more on my level of effort (and maybe the wind) than on the grade of the road. But when the grade is steeper than 50 ft/mile, my speed falls off quickly: down to 12mph at 80 ft/mile;  11 mph at 100 ft/mile; and around 10 mph at 120 ft/mile. Note that 120 ft/mile is only 2.3% grade, but if you figure a typical route is 1/3 up, 1/3 down, and 1/3 flat, then that's 6.9% average grade on the up part.\n",
     "\n",
     "I can use this to predict the time of a ride.  For example, if I'm in  La Honda and want to get to Pescadero, which is faster: the [coast route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.4039496!2d37.3116594!3s0x808f062b7d7585e7:0x942480c22f110b74!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (15.7 miles, 361 ft climb), or the  [creek route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.3658887!2d37.2538867!3s0x808f00acf265bd43:0xb7e2a0c9ee355c3a!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (13.5 miles, 853 ft climb)? We can estimate:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -549,7 +553,7 @@
        "'Coast: 70 min, Creek: 64 min.'"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -564,6 +568,2227 @@
    "source": [
     "This predicts the shorter but steeper creek route would be about 6 minutes faster (whereas Google Maps predicts the creek route would be 80 minutes, 2 more than the coast route—I guess Google lacks confidence in my climbing ability).  This is all good to know, but other factors (like the scenery and whether I want to stop at the San Gregorio store) are probably more important in making the choice."
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Exploring the Data: `rides` and `segments`\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>year</th>\n",
+       "      <th>hours</th>\n",
+       "      <th>miles</th>\n",
+       "      <th>feet</th>\n",
+       "      <th>mph</th>\n",
+       "      <th>vam</th>\n",
+       "      <th>fpm</th>\n",
+       "      <th>pct</th>\n",
+       "      <th>kms</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>479.000000</td>\n",
+       "      <td>479.000000</td>\n",
+       "      <td>479.000000</td>\n",
+       "      <td>479.000000</td>\n",
+       "      <td>479.000000</td>\n",
+       "      <td>479.000000</td>\n",
+       "      <td>479.000000</td>\n",
+       "      <td>479.000000</td>\n",
+       "      <td>479.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>2016.396660</td>\n",
+       "      <td>3.106536</td>\n",
+       "      <td>40.119770</td>\n",
+       "      <td>1633.427975</td>\n",
+       "      <td>13.081253</td>\n",
+       "      <td>503.283925</td>\n",
+       "      <td>39.876827</td>\n",
+       "      <td>0.755094</td>\n",
+       "      <td>64.552651</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.836767</td>\n",
+       "      <td>1.297482</td>\n",
+       "      <td>15.856407</td>\n",
+       "      <td>1345.731354</td>\n",
+       "      <td>1.227222</td>\n",
+       "      <td>286.617904</td>\n",
+       "      <td>25.744632</td>\n",
+       "      <td>0.487508</td>\n",
+       "      <td>25.512952</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>2012.000000</td>\n",
+       "      <td>1.540000</td>\n",
+       "      <td>20.960000</td>\n",
+       "      <td>68.000000</td>\n",
+       "      <td>9.440000</td>\n",
+       "      <td>33.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.050000</td>\n",
+       "      <td>33.720000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2015.000000</td>\n",
+       "      <td>2.137650</td>\n",
+       "      <td>28.070000</td>\n",
+       "      <td>657.500000</td>\n",
+       "      <td>12.330000</td>\n",
+       "      <td>260.500000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>0.370000</td>\n",
+       "      <td>45.165000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>2016.000000</td>\n",
+       "      <td>2.682500</td>\n",
+       "      <td>34.450000</td>\n",
+       "      <td>1286.000000</td>\n",
+       "      <td>13.230000</td>\n",
+       "      <td>486.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>0.670000</td>\n",
+       "      <td>55.430000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2018.000000</td>\n",
+       "      <td>3.632800</td>\n",
+       "      <td>45.255000</td>\n",
+       "      <td>2088.500000</td>\n",
+       "      <td>13.830000</td>\n",
+       "      <td>681.000000</td>\n",
+       "      <td>53.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>72.815000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2021.000000</td>\n",
+       "      <td>8.137500</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>7644.000000</td>\n",
+       "      <td>16.770000</td>\n",
+       "      <td>1332.000000</td>\n",
+       "      <td>132.000000</td>\n",
+       "      <td>2.510000</td>\n",
+       "      <td>162.510000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              year       hours       miles         feet         mph  \\\n",
+       "count   479.000000  479.000000  479.000000   479.000000  479.000000   \n",
+       "mean   2016.396660    3.106536   40.119770  1633.427975   13.081253   \n",
+       "std       1.836767    1.297482   15.856407  1345.731354    1.227222   \n",
+       "min    2012.000000    1.540000   20.960000    68.000000    9.440000   \n",
+       "25%    2015.000000    2.137650   28.070000   657.500000   12.330000   \n",
+       "50%    2016.000000    2.682500   34.450000  1286.000000   13.230000   \n",
+       "75%    2018.000000    3.632800   45.255000  2088.500000   13.830000   \n",
+       "max    2021.000000    8.137500  101.000000  7644.000000   16.770000   \n",
+       "\n",
+       "               vam         fpm         pct         kms  \n",
+       "count   479.000000  479.000000  479.000000  479.000000  \n",
+       "mean    503.283925   39.876827    0.755094   64.552651  \n",
+       "std     286.617904   25.744632    0.487508   25.512952  \n",
+       "min      33.000000    3.000000    0.050000   33.720000  \n",
+       "25%     260.500000   19.000000    0.370000   45.165000  \n",
+       "50%     486.000000   35.000000    0.670000   55.430000  \n",
+       "75%     681.000000   53.000000    1.000000   72.815000  \n",
+       "max    1332.000000  132.000000    2.510000  162.510000  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rides.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>hours</th>\n",
+       "      <th>miles</th>\n",
+       "      <th>feet</th>\n",
+       "      <th>mph</th>\n",
+       "      <th>vam</th>\n",
+       "      <th>fpm</th>\n",
+       "      <th>pct</th>\n",
+       "      <th>kms</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>112.000000</td>\n",
+       "      <td>112.000000</td>\n",
+       "      <td>112.000000</td>\n",
+       "      <td>112.000000</td>\n",
+       "      <td>112.000000</td>\n",
+       "      <td>112.000000</td>\n",
+       "      <td>112.000000</td>\n",
+       "      <td>112.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>0.165926</td>\n",
+       "      <td>1.092411</td>\n",
+       "      <td>305.714286</td>\n",
+       "      <td>7.598036</td>\n",
+       "      <td>1925.205357</td>\n",
+       "      <td>332.535714</td>\n",
+       "      <td>6.298304</td>\n",
+       "      <td>1.757589</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>0.186767</td>\n",
+       "      <td>1.045180</td>\n",
+       "      <td>317.077688</td>\n",
+       "      <td>3.888749</td>\n",
+       "      <td>508.502237</td>\n",
+       "      <td>184.101663</td>\n",
+       "      <td>3.487190</td>\n",
+       "      <td>1.681245</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.021400</td>\n",
+       "      <td>0.130000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>2.110000</td>\n",
+       "      <td>377.000000</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>0.350000</td>\n",
+       "      <td>0.210000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>0.066100</td>\n",
+       "      <td>0.467500</td>\n",
+       "      <td>121.250000</td>\n",
+       "      <td>4.835000</td>\n",
+       "      <td>1583.500000</td>\n",
+       "      <td>188.750000</td>\n",
+       "      <td>3.570000</td>\n",
+       "      <td>0.755000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>0.107900</td>\n",
+       "      <td>0.770000</td>\n",
+       "      <td>196.000000</td>\n",
+       "      <td>6.150000</td>\n",
+       "      <td>1913.000000</td>\n",
+       "      <td>325.000000</td>\n",
+       "      <td>6.160000</td>\n",
+       "      <td>1.240000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>0.181925</td>\n",
+       "      <td>1.240000</td>\n",
+       "      <td>370.000000</td>\n",
+       "      <td>10.712500</td>\n",
+       "      <td>2228.500000</td>\n",
+       "      <td>431.500000</td>\n",
+       "      <td>8.165000</td>\n",
+       "      <td>1.992500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>1.390600</td>\n",
+       "      <td>7.380000</td>\n",
+       "      <td>1887.000000</td>\n",
+       "      <td>20.470000</td>\n",
+       "      <td>3458.000000</td>\n",
+       "      <td>839.000000</td>\n",
+       "      <td>15.890000</td>\n",
+       "      <td>11.870000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            hours       miles         feet         mph          vam  \\\n",
+       "count  112.000000  112.000000   112.000000  112.000000   112.000000   \n",
+       "mean     0.165926    1.092411   305.714286    7.598036  1925.205357   \n",
+       "std      0.186767    1.045180   317.077688    3.888749   508.502237   \n",
+       "min      0.021400    0.130000    35.000000    2.110000   377.000000   \n",
+       "25%      0.066100    0.467500   121.250000    4.835000  1583.500000   \n",
+       "50%      0.107900    0.770000   196.000000    6.150000  1913.000000   \n",
+       "75%      0.181925    1.240000   370.000000   10.712500  2228.500000   \n",
+       "max      1.390600    7.380000  1887.000000   20.470000  3458.000000   \n",
+       "\n",
+       "              fpm         pct         kms  \n",
+       "count  112.000000  112.000000  112.000000  \n",
+       "mean   332.535714    6.298304    1.757589  \n",
+       "std    184.101663    3.487190    1.681245  \n",
+       "min     18.000000    0.350000    0.210000  \n",
+       "25%    188.750000    3.570000    0.755000  \n",
+       "50%    325.000000    6.160000    1.240000  \n",
+       "75%    431.500000    8.165000    1.992500  \n",
+       "max    839.000000   15.890000   11.870000  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "segments.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>hours</th>\n",
+       "      <th>miles</th>\n",
+       "      <th>feet</th>\n",
+       "      <th>mph</th>\n",
+       "      <th>vam</th>\n",
+       "      <th>fpm</th>\n",
+       "      <th>pct</th>\n",
+       "      <th>kms</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>217</th>\n",
+       "      <td>Sun, 5/22</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>Canada</td>\n",
+       "      <td>2.1867</td>\n",
+       "      <td>36.68</td>\n",
+       "      <td>1332</td>\n",
+       "      <td>16.77</td>\n",
+       "      <td>609.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>0.69</td>\n",
+       "      <td>59.02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>241</th>\n",
+       "      <td>Wed, 9/13</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Healdburg / Jimtown</td>\n",
+       "      <td>2.1342</td>\n",
+       "      <td>34.45</td>\n",
+       "      <td>912</td>\n",
+       "      <td>16.14</td>\n",
+       "      <td>427.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>0.50</td>\n",
+       "      <td>55.43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>462</th>\n",
+       "      <td>Sat, 1/25</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Woodside</td>\n",
+       "      <td>1.5606</td>\n",
+       "      <td>25.08</td>\n",
+       "      <td>1243</td>\n",
+       "      <td>16.07</td>\n",
+       "      <td>796.0</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>0.94</td>\n",
+       "      <td>40.35</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>471</th>\n",
+       "      <td>Sat, 4/11</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Woodside</td>\n",
+       "      <td>1.5400</td>\n",
+       "      <td>24.73</td>\n",
+       "      <td>1035</td>\n",
+       "      <td>16.06</td>\n",
+       "      <td>672.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>0.79</td>\n",
+       "      <td>39.79</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>422</th>\n",
+       "      <td>Sun, 1/18</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Woodside</td>\n",
+       "      <td>1.6378</td>\n",
+       "      <td>26.02</td>\n",
+       "      <td>1257</td>\n",
+       "      <td>15.89</td>\n",
+       "      <td>767.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>0.91</td>\n",
+       "      <td>41.87</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>218</th>\n",
+       "      <td>Sat, 11/25</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Mt. Hamilton</td>\n",
+       "      <td>3.6894</td>\n",
+       "      <td>36.65</td>\n",
+       "      <td>4806</td>\n",
+       "      <td>9.93</td>\n",
+       "      <td>1303.0</td>\n",
+       "      <td>131.0</td>\n",
+       "      <td>2.48</td>\n",
+       "      <td>58.97</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>200</th>\n",
+       "      <td>Sun, 12/1</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>Mt. Hamilton</td>\n",
+       "      <td>3.7836</td>\n",
+       "      <td>37.56</td>\n",
+       "      <td>4921</td>\n",
+       "      <td>9.93</td>\n",
+       "      <td>1301.0</td>\n",
+       "      <td>131.0</td>\n",
+       "      <td>2.48</td>\n",
+       "      <td>60.43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>391</th>\n",
+       "      <td>Sun, 3/24</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>OLH / WOLH</td>\n",
+       "      <td>2.7125</td>\n",
+       "      <td>26.57</td>\n",
+       "      <td>2267</td>\n",
+       "      <td>9.80</td>\n",
+       "      <td>836.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>1.62</td>\n",
+       "      <td>42.75</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>353</th>\n",
+       "      <td>Sun, 7/23</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>San Francisco</td>\n",
+       "      <td>2.9597</td>\n",
+       "      <td>28.43</td>\n",
+       "      <td>2562</td>\n",
+       "      <td>9.61</td>\n",
+       "      <td>866.0</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>1.71</td>\n",
+       "      <td>45.74</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>370</th>\n",
+       "      <td>Sat, 10/18</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Bikepacking Monte Bello</td>\n",
+       "      <td>2.9056</td>\n",
+       "      <td>27.44</td>\n",
+       "      <td>2992</td>\n",
+       "      <td>9.44</td>\n",
+       "      <td>1030.0</td>\n",
+       "      <td>109.0</td>\n",
+       "      <td>2.07</td>\n",
+       "      <td>44.15</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>479 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           date  year                    title   hours  miles  feet    mph  \\\n",
+       "217   Sun, 5/22  2016                   Canada  2.1867  36.68  1332  16.77   \n",
+       "241   Wed, 9/13  2017      Healdburg / Jimtown  2.1342  34.45   912  16.14   \n",
+       "462   Sat, 1/25  2014                 Woodside  1.5606  25.08  1243  16.07   \n",
+       "471   Sat, 4/11  2015                 Woodside  1.5400  24.73  1035  16.06   \n",
+       "422   Sun, 1/18  2015                 Woodside  1.6378  26.02  1257  15.89   \n",
+       "..          ...   ...                      ...     ...    ...   ...    ...   \n",
+       "218  Sat, 11/25  2017             Mt. Hamilton  3.6894  36.65  4806   9.93   \n",
+       "200   Sun, 12/1  2013             Mt. Hamilton  3.7836  37.56  4921   9.93   \n",
+       "391   Sun, 3/24  2019               OLH / WOLH  2.7125  26.57  2267   9.80   \n",
+       "353   Sun, 7/23  2017            San Francisco  2.9597  28.43  2562   9.61   \n",
+       "370  Sat, 10/18  2014  Bikepacking Monte Bello  2.9056  27.44  2992   9.44   \n",
+       "\n",
+       "        vam    fpm   pct    kms  \n",
+       "217   609.0   36.0  0.69  59.02  \n",
+       "241   427.0   26.0  0.50  55.43  \n",
+       "462   796.0   50.0  0.94  40.35  \n",
+       "471   672.0   42.0  0.79  39.79  \n",
+       "422   767.0   48.0  0.91  41.87  \n",
+       "..      ...    ...   ...    ...  \n",
+       "218  1303.0  131.0  2.48  58.97  \n",
+       "200  1301.0  131.0  2.48  60.43  \n",
+       "391   836.0   85.0  1.62  42.75  \n",
+       "353   866.0   90.0  1.71  45.74  \n",
+       "370  1030.0  109.0  2.07  44.15  \n",
+       "\n",
+       "[479 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sort(rides, 'mph') # Fastest rides"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>hours</th>\n",
+       "      <th>miles</th>\n",
+       "      <th>feet</th>\n",
+       "      <th>mph</th>\n",
+       "      <th>vam</th>\n",
+       "      <th>fpm</th>\n",
+       "      <th>pct</th>\n",
+       "      <th>kms</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>PCH Pescadero to Bean Hollow</td>\n",
+       "      <td>0.1353</td>\n",
+       "      <td>2.77</td>\n",
+       "      <td>51</td>\n",
+       "      <td>20.47</td>\n",
+       "      <td>377.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>0.35</td>\n",
+       "      <td>4.46</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Highway 1  Cascanoa to Cascade</td>\n",
+       "      <td>0.0889</td>\n",
+       "      <td>1.61</td>\n",
+       "      <td>89</td>\n",
+       "      <td>18.11</td>\n",
+       "      <td>1001.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>1.05</td>\n",
+       "      <td>2.59</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Highway 9 Mantalvo</td>\n",
+       "      <td>0.0267</td>\n",
+       "      <td>0.45</td>\n",
+       "      <td>35</td>\n",
+       "      <td>16.85</td>\n",
+       "      <td>1311.0</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>1.47</td>\n",
+       "      <td>0.72</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>Vickrey Fruitvale</td>\n",
+       "      <td>0.0614</td>\n",
+       "      <td>0.99</td>\n",
+       "      <td>68</td>\n",
+       "      <td>16.12</td>\n",
+       "      <td>1107.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>1.30</td>\n",
+       "      <td>1.59</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Highway 9 Mantalvo</td>\n",
+       "      <td>0.0300</td>\n",
+       "      <td>0.45</td>\n",
+       "      <td>35</td>\n",
+       "      <td>15.00</td>\n",
+       "      <td>1167.0</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>1.47</td>\n",
+       "      <td>0.72</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>Redwood Gulch hits</td>\n",
+       "      <td>0.0600</td>\n",
+       "      <td>0.18</td>\n",
+       "      <td>151</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>2517.0</td>\n",
+       "      <td>839.0</td>\n",
+       "      <td>15.89</td>\n",
+       "      <td>0.29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>Stirrup Wall</td>\n",
+       "      <td>0.0631</td>\n",
+       "      <td>0.17</td>\n",
+       "      <td>125</td>\n",
+       "      <td>2.69</td>\n",
+       "      <td>1981.0</td>\n",
+       "      <td>735.0</td>\n",
+       "      <td>13.93</td>\n",
+       "      <td>0.27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>Joaquin</td>\n",
+       "      <td>0.1242</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>254</td>\n",
+       "      <td>2.66</td>\n",
+       "      <td>2045.0</td>\n",
+       "      <td>770.0</td>\n",
+       "      <td>14.58</td>\n",
+       "      <td>0.53</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>Stirrup Wall</td>\n",
+       "      <td>0.0758</td>\n",
+       "      <td>0.17</td>\n",
+       "      <td>125</td>\n",
+       "      <td>2.24</td>\n",
+       "      <td>1649.0</td>\n",
+       "      <td>735.0</td>\n",
+       "      <td>13.93</td>\n",
+       "      <td>0.27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>Limantour steepest</td>\n",
+       "      <td>0.0947</td>\n",
+       "      <td>0.20</td>\n",
+       "      <td>159</td>\n",
+       "      <td>2.11</td>\n",
+       "      <td>1679.0</td>\n",
+       "      <td>795.0</td>\n",
+       "      <td>15.06</td>\n",
+       "      <td>0.32</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>112 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                             title   hours  miles  feet    mph     vam    fpm  \\\n",
+       "57    PCH Pescadero to Bean Hollow  0.1353   2.77    51  20.47   377.0   18.0   \n",
+       "23  Highway 1  Cascanoa to Cascade  0.0889   1.61    89  18.11  1001.0   55.0   \n",
+       "25              Highway 9 Mantalvo  0.0267   0.45    35  16.85  1311.0   78.0   \n",
+       "96               Vickrey Fruitvale  0.0614   0.99    68  16.12  1107.0   69.0   \n",
+       "26              Highway 9 Mantalvo  0.0300   0.45    35  15.00  1167.0   78.0   \n",
+       "..                             ...     ...    ...   ...    ...     ...    ...   \n",
+       "63              Redwood Gulch hits  0.0600   0.18   151   3.00  2517.0  839.0   \n",
+       "78                    Stirrup Wall  0.0631   0.17   125   2.69  1981.0  735.0   \n",
+       "30                         Joaquin  0.1242   0.33   254   2.66  2045.0  770.0   \n",
+       "79                    Stirrup Wall  0.0758   0.17   125   2.24  1649.0  735.0   \n",
+       "40              Limantour steepest  0.0947   0.20   159   2.11  1679.0  795.0   \n",
+       "\n",
+       "      pct   kms  \n",
+       "57   0.35  4.46  \n",
+       "23   1.05  2.59  \n",
+       "25   1.47  0.72  \n",
+       "96   1.30  1.59  \n",
+       "26   1.47  0.72  \n",
+       "..    ...   ...  \n",
+       "63  15.89  0.29  \n",
+       "78  13.93  0.27  \n",
+       "30  14.58  0.53  \n",
+       "79  13.93  0.27  \n",
+       "40  15.06  0.32  \n",
+       "\n",
+       "[112 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sort(segments, 'mph') # Fastest segments"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>hours</th>\n",
+       "      <th>miles</th>\n",
+       "      <th>feet</th>\n",
+       "      <th>mph</th>\n",
+       "      <th>vam</th>\n",
+       "      <th>fpm</th>\n",
+       "      <th>pct</th>\n",
+       "      <th>kms</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>Wed, 10/14</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Half Moon Bay</td>\n",
+       "      <td>6.1319</td>\n",
+       "      <td>72.97</td>\n",
+       "      <td>7644</td>\n",
+       "      <td>11.90</td>\n",
+       "      <td>1247.0</td>\n",
+       "      <td>105.0</td>\n",
+       "      <td>1.98</td>\n",
+       "      <td>117.41</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>Sun, 6/4</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Sequoia Challenge</td>\n",
+       "      <td>6.2903</td>\n",
+       "      <td>66.52</td>\n",
+       "      <td>7520</td>\n",
+       "      <td>10.58</td>\n",
+       "      <td>1195.0</td>\n",
+       "      <td>113.0</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>107.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>Sat, 4/26</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>OLH / Tunitas Creek</td>\n",
+       "      <td>5.2572</td>\n",
+       "      <td>58.69</td>\n",
+       "      <td>6742</td>\n",
+       "      <td>11.16</td>\n",
+       "      <td>1282.0</td>\n",
+       "      <td>115.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>94.43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>Sun, 6/3</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>The Sequoia</td>\n",
+       "      <td>5.9708</td>\n",
+       "      <td>64.92</td>\n",
+       "      <td>6677</td>\n",
+       "      <td>10.87</td>\n",
+       "      <td>1118.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>104.46</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>Sat, 4/18</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Tunitas + Lobitos Creeks</td>\n",
+       "      <td>5.2439</td>\n",
+       "      <td>61.27</td>\n",
+       "      <td>6611</td>\n",
+       "      <td>11.68</td>\n",
+       "      <td>1261.0</td>\n",
+       "      <td>108.0</td>\n",
+       "      <td>2.04</td>\n",
+       "      <td>98.58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>417</th>\n",
+       "      <td>Sun, 4/20</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Bay Trail / Ponderosa Park</td>\n",
+       "      <td>1.8811</td>\n",
+       "      <td>26.23</td>\n",
+       "      <td>102</td>\n",
+       "      <td>13.94</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.07</td>\n",
+       "      <td>42.20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>375</th>\n",
+       "      <td>Wed, 4/29</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Commute</td>\n",
+       "      <td>2.0539</td>\n",
+       "      <td>27.33</td>\n",
+       "      <td>75</td>\n",
+       "      <td>13.31</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>43.97</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>402</th>\n",
+       "      <td>Wed, 4/1</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Commute</td>\n",
+       "      <td>1.9208</td>\n",
+       "      <td>26.44</td>\n",
+       "      <td>71</td>\n",
+       "      <td>13.77</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>42.54</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>362</th>\n",
+       "      <td>Mon, 3/16</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Commute</td>\n",
+       "      <td>2.1142</td>\n",
+       "      <td>27.97</td>\n",
+       "      <td>70</td>\n",
+       "      <td>13.23</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>45.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>390</th>\n",
+       "      <td>Thu, 5/7</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Commute</td>\n",
+       "      <td>1.9267</td>\n",
+       "      <td>26.58</td>\n",
+       "      <td>68</td>\n",
+       "      <td>13.80</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>42.77</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>479 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           date  year                       title   hours  miles  feet    mph  \\\n",
+       "52   Wed, 10/14  2015               Half Moon Bay  6.1319  72.97  7644  11.90   \n",
+       "58     Sun, 6/4  2017           Sequoia Challenge  6.2903  66.52  7520  10.58   \n",
+       "77    Sat, 4/26  2014         OLH / Tunitas Creek  5.2572  58.69  6742  11.16   \n",
+       "62     Sun, 6/3  2018                 The Sequoia  5.9708  64.92  6677  10.87   \n",
+       "68    Sat, 4/18  2015    Tunitas + Lobitos Creeks  5.2439  61.27  6611  11.68   \n",
+       "..          ...   ...                         ...     ...    ...   ...    ...   \n",
+       "417   Sun, 4/20  2014  Bay Trail / Ponderosa Park  1.8811  26.23   102  13.94   \n",
+       "375   Wed, 4/29  2015                     Commute  2.0539  27.33    75  13.31   \n",
+       "402    Wed, 4/1  2015                     Commute  1.9208  26.44    71  13.77   \n",
+       "362   Mon, 3/16  2015                     Commute  2.1142  27.97    70  13.23   \n",
+       "390    Thu, 5/7  2015                     Commute  1.9267  26.58    68  13.80   \n",
+       "\n",
+       "        vam    fpm   pct     kms  \n",
+       "52   1247.0  105.0  1.98  117.41  \n",
+       "58   1195.0  113.0  2.14  107.03  \n",
+       "77   1282.0  115.0  2.18   94.43  \n",
+       "62   1118.0  103.0  1.95  104.46  \n",
+       "68   1261.0  108.0  2.04   98.58  \n",
+       "..      ...    ...   ...     ...  \n",
+       "417    54.0    4.0  0.07   42.20  \n",
+       "375    37.0    3.0  0.05   43.97  \n",
+       "402    37.0    3.0  0.05   42.54  \n",
+       "362    33.0    3.0  0.05   45.00  \n",
+       "390    35.0    3.0  0.05   42.77  \n",
+       "\n",
+       "[479 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sort(rides, 'feet') # Biggest climbs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>hours</th>\n",
+       "      <th>miles</th>\n",
+       "      <th>feet</th>\n",
+       "      <th>mph</th>\n",
+       "      <th>vam</th>\n",
+       "      <th>fpm</th>\n",
+       "      <th>pct</th>\n",
+       "      <th>kms</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>Redwood Gulch hits</td>\n",
+       "      <td>0.0600</td>\n",
+       "      <td>0.18</td>\n",
+       "      <td>151</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>2517.0</td>\n",
+       "      <td>839.0</td>\n",
+       "      <td>15.89</td>\n",
+       "      <td>0.29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>Limantour steepest</td>\n",
+       "      <td>0.0947</td>\n",
+       "      <td>0.20</td>\n",
+       "      <td>159</td>\n",
+       "      <td>2.11</td>\n",
+       "      <td>1679.0</td>\n",
+       "      <td>795.0</td>\n",
+       "      <td>15.06</td>\n",
+       "      <td>0.32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>Joaquin</td>\n",
+       "      <td>0.1242</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>254</td>\n",
+       "      <td>2.66</td>\n",
+       "      <td>2045.0</td>\n",
+       "      <td>770.0</td>\n",
+       "      <td>14.58</td>\n",
+       "      <td>0.53</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>Joaquin</td>\n",
+       "      <td>0.1053</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>254</td>\n",
+       "      <td>3.13</td>\n",
+       "      <td>2412.0</td>\n",
+       "      <td>770.0</td>\n",
+       "      <td>14.58</td>\n",
+       "      <td>0.53</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>Stirrup Wall</td>\n",
+       "      <td>0.0758</td>\n",
+       "      <td>0.17</td>\n",
+       "      <td>125</td>\n",
+       "      <td>2.24</td>\n",
+       "      <td>1649.0</td>\n",
+       "      <td>735.0</td>\n",
+       "      <td>13.93</td>\n",
+       "      <td>0.27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Highway 9 Mantalvo</td>\n",
+       "      <td>0.0300</td>\n",
+       "      <td>0.45</td>\n",
+       "      <td>35</td>\n",
+       "      <td>15.00</td>\n",
+       "      <td>1167.0</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>1.47</td>\n",
+       "      <td>0.72</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>Vickrey Fruitvale</td>\n",
+       "      <td>0.0661</td>\n",
+       "      <td>0.99</td>\n",
+       "      <td>68</td>\n",
+       "      <td>14.98</td>\n",
+       "      <td>1029.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>1.30</td>\n",
+       "      <td>1.59</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>Vickrey Fruitvale</td>\n",
+       "      <td>0.0614</td>\n",
+       "      <td>0.99</td>\n",
+       "      <td>68</td>\n",
+       "      <td>16.12</td>\n",
+       "      <td>1107.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>1.30</td>\n",
+       "      <td>1.59</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Highway 1  Cascanoa to Cascade</td>\n",
+       "      <td>0.0889</td>\n",
+       "      <td>1.61</td>\n",
+       "      <td>89</td>\n",
+       "      <td>18.11</td>\n",
+       "      <td>1001.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>1.05</td>\n",
+       "      <td>2.59</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>PCH Pescadero to Bean Hollow</td>\n",
+       "      <td>0.1353</td>\n",
+       "      <td>2.77</td>\n",
+       "      <td>51</td>\n",
+       "      <td>20.47</td>\n",
+       "      <td>377.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>0.35</td>\n",
+       "      <td>4.46</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>112 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                             title   hours  miles  feet    mph     vam    fpm  \\\n",
+       "63              Redwood Gulch hits  0.0600   0.18   151   3.00  2517.0  839.0   \n",
+       "40              Limantour steepest  0.0947   0.20   159   2.11  1679.0  795.0   \n",
+       "30                         Joaquin  0.1242   0.33   254   2.66  2045.0  770.0   \n",
+       "29                         Joaquin  0.1053   0.33   254   3.13  2412.0  770.0   \n",
+       "79                    Stirrup Wall  0.0758   0.17   125   2.24  1649.0  735.0   \n",
+       "..                             ...     ...    ...   ...    ...     ...    ...   \n",
+       "26              Highway 9 Mantalvo  0.0300   0.45    35  15.00  1167.0   78.0   \n",
+       "97               Vickrey Fruitvale  0.0661   0.99    68  14.98  1029.0   69.0   \n",
+       "96               Vickrey Fruitvale  0.0614   0.99    68  16.12  1107.0   69.0   \n",
+       "23  Highway 1  Cascanoa to Cascade  0.0889   1.61    89  18.11  1001.0   55.0   \n",
+       "57    PCH Pescadero to Bean Hollow  0.1353   2.77    51  20.47   377.0   18.0   \n",
+       "\n",
+       "      pct   kms  \n",
+       "63  15.89  0.29  \n",
+       "40  15.06  0.32  \n",
+       "30  14.58  0.53  \n",
+       "29  14.58  0.53  \n",
+       "79  13.93  0.27  \n",
+       "..    ...   ...  \n",
+       "26   1.47  0.72  \n",
+       "97   1.30  1.59  \n",
+       "96   1.30  1.59  \n",
+       "23   1.05  2.59  \n",
+       "57   0.35  4.46  \n",
+       "\n",
+       "[112 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sort(segments, 'pct') # Steepest segments"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Exploring the data: VAM"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>hours</th>\n",
+       "      <th>miles</th>\n",
+       "      <th>feet</th>\n",
+       "      <th>mph</th>\n",
+       "      <th>vam</th>\n",
+       "      <th>fpm</th>\n",
+       "      <th>pct</th>\n",
+       "      <th>kms</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>211</th>\n",
+       "      <td>Sun, 11/29</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Mt. Hamilton</td>\n",
+       "      <td>3.6800</td>\n",
+       "      <td>37.00</td>\n",
+       "      <td>4902</td>\n",
+       "      <td>10.05</td>\n",
+       "      <td>1332.0</td>\n",
+       "      <td>132.0</td>\n",
+       "      <td>2.51</td>\n",
+       "      <td>59.53</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>218</th>\n",
+       "      <td>Sat, 11/25</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Mt. Hamilton</td>\n",
+       "      <td>3.6894</td>\n",
+       "      <td>36.65</td>\n",
+       "      <td>4806</td>\n",
+       "      <td>9.93</td>\n",
+       "      <td>1303.0</td>\n",
+       "      <td>131.0</td>\n",
+       "      <td>2.48</td>\n",
+       "      <td>58.97</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>200</th>\n",
+       "      <td>Sun, 12/1</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>Mt. Hamilton</td>\n",
+       "      <td>3.7836</td>\n",
+       "      <td>37.56</td>\n",
+       "      <td>4921</td>\n",
+       "      <td>9.93</td>\n",
+       "      <td>1301.0</td>\n",
+       "      <td>131.0</td>\n",
+       "      <td>2.48</td>\n",
+       "      <td>60.43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>178</th>\n",
+       "      <td>Fri, 10/30</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>OLH / West Alpine</td>\n",
+       "      <td>3.4794</td>\n",
+       "      <td>39.51</td>\n",
+       "      <td>4505</td>\n",
+       "      <td>11.36</td>\n",
+       "      <td>1295.0</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>2.16</td>\n",
+       "      <td>63.57</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>Sat, 4/26</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>OLH / Tunitas Creek</td>\n",
+       "      <td>5.2572</td>\n",
+       "      <td>58.69</td>\n",
+       "      <td>6742</td>\n",
+       "      <td>11.16</td>\n",
+       "      <td>1282.0</td>\n",
+       "      <td>115.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>94.43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>221</th>\n",
+       "      <td>Mon, 4/20</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Commute</td>\n",
+       "      <td>2.9622</td>\n",
+       "      <td>36.31</td>\n",
+       "      <td>119</td>\n",
+       "      <td>12.26</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>58.42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>402</th>\n",
+       "      <td>Wed, 4/1</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Commute</td>\n",
+       "      <td>1.9208</td>\n",
+       "      <td>26.44</td>\n",
+       "      <td>71</td>\n",
+       "      <td>13.77</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>42.54</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>375</th>\n",
+       "      <td>Wed, 4/29</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Commute</td>\n",
+       "      <td>2.0539</td>\n",
+       "      <td>27.33</td>\n",
+       "      <td>75</td>\n",
+       "      <td>13.31</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>43.97</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>390</th>\n",
+       "      <td>Thu, 5/7</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Commute</td>\n",
+       "      <td>1.9267</td>\n",
+       "      <td>26.58</td>\n",
+       "      <td>68</td>\n",
+       "      <td>13.80</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>42.77</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>362</th>\n",
+       "      <td>Mon, 3/16</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Commute</td>\n",
+       "      <td>2.1142</td>\n",
+       "      <td>27.97</td>\n",
+       "      <td>70</td>\n",
+       "      <td>13.23</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>45.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>479 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           date  year                title   hours  miles  feet    mph  \\\n",
+       "211  Sun, 11/29  2015         Mt. Hamilton  3.6800  37.00  4902  10.05   \n",
+       "218  Sat, 11/25  2017         Mt. Hamilton  3.6894  36.65  4806   9.93   \n",
+       "200   Sun, 12/1  2013         Mt. Hamilton  3.7836  37.56  4921   9.93   \n",
+       "178  Fri, 10/30  2015    OLH / West Alpine  3.4794  39.51  4505  11.36   \n",
+       "77    Sat, 4/26  2014  OLH / Tunitas Creek  5.2572  58.69  6742  11.16   \n",
+       "..          ...   ...                  ...     ...    ...   ...    ...   \n",
+       "221   Mon, 4/20  2015              Commute  2.9622  36.31   119  12.26   \n",
+       "402    Wed, 4/1  2015              Commute  1.9208  26.44    71  13.77   \n",
+       "375   Wed, 4/29  2015              Commute  2.0539  27.33    75  13.31   \n",
+       "390    Thu, 5/7  2015              Commute  1.9267  26.58    68  13.80   \n",
+       "362   Mon, 3/16  2015              Commute  2.1142  27.97    70  13.23   \n",
+       "\n",
+       "        vam    fpm   pct    kms  \n",
+       "211  1332.0  132.0  2.51  59.53  \n",
+       "218  1303.0  131.0  2.48  58.97  \n",
+       "200  1301.0  131.0  2.48  60.43  \n",
+       "178  1295.0  114.0  2.16  63.57  \n",
+       "77   1282.0  115.0  2.18  94.43  \n",
+       "..      ...    ...   ...    ...  \n",
+       "221    40.0    3.0  0.06  58.42  \n",
+       "402    37.0    3.0  0.05  42.54  \n",
+       "375    37.0    3.0  0.05  43.97  \n",
+       "390    35.0    3.0  0.05  42.77  \n",
+       "362    33.0    3.0  0.05  45.00  \n",
+       "\n",
+       "[479 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sort(rides, 'vam')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>hours</th>\n",
+       "      <th>miles</th>\n",
+       "      <th>feet</th>\n",
+       "      <th>mph</th>\n",
+       "      <th>vam</th>\n",
+       "      <th>fpm</th>\n",
+       "      <th>pct</th>\n",
+       "      <th>kms</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>211</th>\n",
+       "      <td>Sun, 11/29</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Mt. Hamilton</td>\n",
+       "      <td>3.6800</td>\n",
+       "      <td>37.00</td>\n",
+       "      <td>4902</td>\n",
+       "      <td>10.05</td>\n",
+       "      <td>1332.0</td>\n",
+       "      <td>132.0</td>\n",
+       "      <td>2.51</td>\n",
+       "      <td>59.53</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>218</th>\n",
+       "      <td>Sat, 11/25</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Mt. Hamilton</td>\n",
+       "      <td>3.6894</td>\n",
+       "      <td>36.65</td>\n",
+       "      <td>4806</td>\n",
+       "      <td>9.93</td>\n",
+       "      <td>1303.0</td>\n",
+       "      <td>131.0</td>\n",
+       "      <td>2.48</td>\n",
+       "      <td>58.97</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>200</th>\n",
+       "      <td>Sun, 12/1</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>Mt. Hamilton</td>\n",
+       "      <td>3.7836</td>\n",
+       "      <td>37.56</td>\n",
+       "      <td>4921</td>\n",
+       "      <td>9.93</td>\n",
+       "      <td>1301.0</td>\n",
+       "      <td>131.0</td>\n",
+       "      <td>2.48</td>\n",
+       "      <td>60.43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>178</th>\n",
+       "      <td>Fri, 10/30</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>OLH / West Alpine</td>\n",
+       "      <td>3.4794</td>\n",
+       "      <td>39.51</td>\n",
+       "      <td>4505</td>\n",
+       "      <td>11.36</td>\n",
+       "      <td>1295.0</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>2.16</td>\n",
+       "      <td>63.57</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>Sat, 4/26</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>OLH / Tunitas Creek</td>\n",
+       "      <td>5.2572</td>\n",
+       "      <td>58.69</td>\n",
+       "      <td>6742</td>\n",
+       "      <td>11.16</td>\n",
+       "      <td>1282.0</td>\n",
+       "      <td>115.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>94.43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>Sat, 4/18</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Tunitas + Lobitos Creeks</td>\n",
+       "      <td>5.2439</td>\n",
+       "      <td>61.27</td>\n",
+       "      <td>6611</td>\n",
+       "      <td>11.68</td>\n",
+       "      <td>1261.0</td>\n",
+       "      <td>108.0</td>\n",
+       "      <td>2.04</td>\n",
+       "      <td>98.58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>Wed, 10/14</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Half Moon Bay</td>\n",
+       "      <td>6.1319</td>\n",
+       "      <td>72.97</td>\n",
+       "      <td>7644</td>\n",
+       "      <td>11.90</td>\n",
+       "      <td>1247.0</td>\n",
+       "      <td>105.0</td>\n",
+       "      <td>1.98</td>\n",
+       "      <td>117.41</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>Sun, 6/4</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Sequoia Challenge</td>\n",
+       "      <td>6.2903</td>\n",
+       "      <td>66.52</td>\n",
+       "      <td>7520</td>\n",
+       "      <td>10.58</td>\n",
+       "      <td>1195.0</td>\n",
+       "      <td>113.0</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>107.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>133</th>\n",
+       "      <td>Sat, 7/25</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Palo Alto, California</td>\n",
+       "      <td>4.0408</td>\n",
+       "      <td>43.62</td>\n",
+       "      <td>4819</td>\n",
+       "      <td>10.79</td>\n",
+       "      <td>1193.0</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>2.09</td>\n",
+       "      <td>70.18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>Sat, 10/11</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>OLH / Tunitas</td>\n",
+       "      <td>5.0897</td>\n",
+       "      <td>58.29</td>\n",
+       "      <td>6044</td>\n",
+       "      <td>11.45</td>\n",
+       "      <td>1187.0</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>1.96</td>\n",
+       "      <td>93.79</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>Sat, 8/13</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>Petaluma / Point Reyes</td>\n",
+       "      <td>4.5033</td>\n",
+       "      <td>54.75</td>\n",
+       "      <td>5286</td>\n",
+       "      <td>12.16</td>\n",
+       "      <td>1174.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>1.83</td>\n",
+       "      <td>88.09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>Fri, 8/28</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>Pescadaro via OLH</td>\n",
+       "      <td>5.3142</td>\n",
+       "      <td>66.01</td>\n",
+       "      <td>6137</td>\n",
+       "      <td>12.42</td>\n",
+       "      <td>1155.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>1.76</td>\n",
+       "      <td>106.21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>Wed, 6/18</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Sierra to the Sea Day 4</td>\n",
+       "      <td>4.9647</td>\n",
+       "      <td>57.64</td>\n",
+       "      <td>5561</td>\n",
+       "      <td>11.61</td>\n",
+       "      <td>1120.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>1.83</td>\n",
+       "      <td>92.74</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>Sun, 6/3</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>The Sequoia</td>\n",
+       "      <td>5.9708</td>\n",
+       "      <td>64.92</td>\n",
+       "      <td>6677</td>\n",
+       "      <td>10.87</td>\n",
+       "      <td>1118.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>104.46</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>274</th>\n",
+       "      <td>Sat, 5/9</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>OLH</td>\n",
+       "      <td>2.5047</td>\n",
+       "      <td>32.33</td>\n",
+       "      <td>2788</td>\n",
+       "      <td>12.91</td>\n",
+       "      <td>1113.0</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>1.63</td>\n",
+       "      <td>52.02</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           date  year                     title   hours  miles  feet    mph  \\\n",
+       "211  Sun, 11/29  2015              Mt. Hamilton  3.6800  37.00  4902  10.05   \n",
+       "218  Sat, 11/25  2017              Mt. Hamilton  3.6894  36.65  4806   9.93   \n",
+       "200   Sun, 12/1  2013              Mt. Hamilton  3.7836  37.56  4921   9.93   \n",
+       "178  Fri, 10/30  2015         OLH / West Alpine  3.4794  39.51  4505  11.36   \n",
+       "77    Sat, 4/26  2014       OLH / Tunitas Creek  5.2572  58.69  6742  11.16   \n",
+       "68    Sat, 4/18  2015  Tunitas + Lobitos Creeks  5.2439  61.27  6611  11.68   \n",
+       "52   Wed, 10/14  2015             Half Moon Bay  6.1319  72.97  7644  11.90   \n",
+       "58     Sun, 6/4  2017         Sequoia Challenge  6.2903  66.52  7520  10.58   \n",
+       "133   Sat, 7/25  2015     Palo Alto, California  4.0408  43.62  4819  10.79   \n",
+       "79   Sat, 10/11  2014             OLH / Tunitas  5.0897  58.29  6044  11.45   \n",
+       "88    Sat, 8/13  2016    Petaluma / Point Reyes  4.5033  54.75  5286  12.16   \n",
+       "60    Fri, 8/28  2015         Pescadaro via OLH  5.3142  66.01  6137  12.42   \n",
+       "81    Wed, 6/18  2014   Sierra to the Sea Day 4  4.9647  57.64  5561  11.61   \n",
+       "62     Sun, 6/3  2018               The Sequoia  5.9708  64.92  6677  10.87   \n",
+       "274    Sat, 5/9  2015                       OLH  2.5047  32.33  2788  12.91   \n",
+       "\n",
+       "        vam    fpm   pct     kms  \n",
+       "211  1332.0  132.0  2.51   59.53  \n",
+       "218  1303.0  131.0  2.48   58.97  \n",
+       "200  1301.0  131.0  2.48   60.43  \n",
+       "178  1295.0  114.0  2.16   63.57  \n",
+       "77   1282.0  115.0  2.18   94.43  \n",
+       "68   1261.0  108.0  2.04   98.58  \n",
+       "52   1247.0  105.0  1.98  117.41  \n",
+       "58   1195.0  113.0  2.14  107.03  \n",
+       "133  1193.0  110.0  2.09   70.18  \n",
+       "79   1187.0  104.0  1.96   93.79  \n",
+       "88   1174.0   97.0  1.83   88.09  \n",
+       "60   1155.0   93.0  1.76  106.21  \n",
+       "81   1120.0   96.0  1.83   92.74  \n",
+       "62   1118.0  103.0  1.95  104.46  \n",
+       "274  1113.0   86.0  1.63   52.02  "
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sort(rides[(rides['feet'] > 2500) & (rides['vam'] > 1100)], 'vam')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>hours</th>\n",
+       "      <th>miles</th>\n",
+       "      <th>feet</th>\n",
+       "      <th>mph</th>\n",
+       "      <th>vam</th>\n",
+       "      <th>fpm</th>\n",
+       "      <th>pct</th>\n",
+       "      <th>kms</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>Old La Honda (Bridge to Stop)</td>\n",
+       "      <td>0.4783</td>\n",
+       "      <td>3.33</td>\n",
+       "      <td>1255</td>\n",
+       "      <td>6.96</td>\n",
+       "      <td>2624.0</td>\n",
+       "      <td>377.0</td>\n",
+       "      <td>7.14</td>\n",
+       "      <td>5.36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>Old La Honda (Bridge to Stop)</td>\n",
+       "      <td>0.5089</td>\n",
+       "      <td>3.33</td>\n",
+       "      <td>1255</td>\n",
+       "      <td>6.54</td>\n",
+       "      <td>2466.0</td>\n",
+       "      <td>377.0</td>\n",
+       "      <td>7.14</td>\n",
+       "      <td>5.36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>Tunitas steep</td>\n",
+       "      <td>0.2708</td>\n",
+       "      <td>1.20</td>\n",
+       "      <td>599</td>\n",
+       "      <td>4.43</td>\n",
+       "      <td>2212.0</td>\n",
+       "      <td>499.0</td>\n",
+       "      <td>9.45</td>\n",
+       "      <td>1.93</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>Lower Redwood Gulch</td>\n",
+       "      <td>0.2167</td>\n",
+       "      <td>1.03</td>\n",
+       "      <td>474</td>\n",
+       "      <td>4.75</td>\n",
+       "      <td>2187.0</td>\n",
+       "      <td>460.0</td>\n",
+       "      <td>8.72</td>\n",
+       "      <td>1.66</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>Lobitas Creek</td>\n",
+       "      <td>0.2042</td>\n",
+       "      <td>0.96</td>\n",
+       "      <td>430</td>\n",
+       "      <td>4.70</td>\n",
+       "      <td>2106.0</td>\n",
+       "      <td>448.0</td>\n",
+       "      <td>8.48</td>\n",
+       "      <td>1.54</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>Tunitas steep</td>\n",
+       "      <td>0.2964</td>\n",
+       "      <td>1.20</td>\n",
+       "      <td>599</td>\n",
+       "      <td>4.05</td>\n",
+       "      <td>2021.0</td>\n",
+       "      <td>499.0</td>\n",
+       "      <td>9.45</td>\n",
+       "      <td>1.93</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>Kings Greer to Skyline</td>\n",
+       "      <td>0.7814</td>\n",
+       "      <td>3.92</td>\n",
+       "      <td>1536</td>\n",
+       "      <td>5.02</td>\n",
+       "      <td>1966.0</td>\n",
+       "      <td>392.0</td>\n",
+       "      <td>7.42</td>\n",
+       "      <td>6.31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>Try not to fall back</td>\n",
+       "      <td>0.2125</td>\n",
+       "      <td>0.71</td>\n",
+       "      <td>410</td>\n",
+       "      <td>3.34</td>\n",
+       "      <td>1929.0</td>\n",
+       "      <td>577.0</td>\n",
+       "      <td>10.94</td>\n",
+       "      <td>1.14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Haskins</td>\n",
+       "      <td>0.2964</td>\n",
+       "      <td>1.51</td>\n",
+       "      <td>566</td>\n",
+       "      <td>5.09</td>\n",
+       "      <td>1910.0</td>\n",
+       "      <td>375.0</td>\n",
+       "      <td>7.10</td>\n",
+       "      <td>2.43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>Kings Greer to Skyline</td>\n",
+       "      <td>0.8100</td>\n",
+       "      <td>3.92</td>\n",
+       "      <td>1536</td>\n",
+       "      <td>4.84</td>\n",
+       "      <td>1896.0</td>\n",
+       "      <td>392.0</td>\n",
+       "      <td>7.42</td>\n",
+       "      <td>6.31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>Tunitas lower climb</td>\n",
+       "      <td>0.2261</td>\n",
+       "      <td>1.30</td>\n",
+       "      <td>421</td>\n",
+       "      <td>5.75</td>\n",
+       "      <td>1862.0</td>\n",
+       "      <td>324.0</td>\n",
+       "      <td>6.13</td>\n",
+       "      <td>2.09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Haskins</td>\n",
+       "      <td>0.3119</td>\n",
+       "      <td>1.51</td>\n",
+       "      <td>566</td>\n",
+       "      <td>4.84</td>\n",
+       "      <td>1815.0</td>\n",
+       "      <td>375.0</td>\n",
+       "      <td>7.10</td>\n",
+       "      <td>2.43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>Kings half way</td>\n",
+       "      <td>0.4572</td>\n",
+       "      <td>2.89</td>\n",
+       "      <td>820</td>\n",
+       "      <td>6.32</td>\n",
+       "      <td>1794.0</td>\n",
+       "      <td>284.0</td>\n",
+       "      <td>5.37</td>\n",
+       "      <td>4.65</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>Kings half way</td>\n",
+       "      <td>0.4958</td>\n",
+       "      <td>2.89</td>\n",
+       "      <td>820</td>\n",
+       "      <td>5.83</td>\n",
+       "      <td>1654.0</td>\n",
+       "      <td>284.0</td>\n",
+       "      <td>5.37</td>\n",
+       "      <td>4.65</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Alma Mountain Charlie</td>\n",
+       "      <td>0.5303</td>\n",
+       "      <td>3.12</td>\n",
+       "      <td>875</td>\n",
+       "      <td>5.88</td>\n",
+       "      <td>1650.0</td>\n",
+       "      <td>280.0</td>\n",
+       "      <td>5.31</td>\n",
+       "      <td>5.02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Alpine Willowbrook to Joaquin</td>\n",
+       "      <td>0.2794</td>\n",
+       "      <td>2.27</td>\n",
+       "      <td>461</td>\n",
+       "      <td>8.12</td>\n",
+       "      <td>1650.0</td>\n",
+       "      <td>203.0</td>\n",
+       "      <td>3.85</td>\n",
+       "      <td>3.65</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            title   hours  miles  feet   mph     vam    fpm  \\\n",
+       "49  Old La Honda (Bridge to Stop)  0.4783   3.33  1255  6.96  2624.0  377.0   \n",
+       "50  Old La Honda (Bridge to Stop)  0.5089   3.33  1255  6.54  2466.0  377.0   \n",
+       "94                  Tunitas steep  0.2708   1.20   599  4.43  2212.0  499.0   \n",
+       "42            Lower Redwood Gulch  0.2167   1.03   474  4.75  2187.0  460.0   \n",
+       "41                  Lobitas Creek  0.2042   0.96   430  4.70  2106.0  448.0   \n",
+       "95                  Tunitas steep  0.2964   1.20   599  4.05  2021.0  499.0   \n",
+       "37         Kings Greer to Skyline  0.7814   3.92  1536  5.02  1966.0  392.0   \n",
+       "87           Try not to fall back  0.2125   0.71   410  3.34  1929.0  577.0   \n",
+       "21                        Haskins  0.2964   1.51   566  5.09  1910.0  375.0   \n",
+       "38         Kings Greer to Skyline  0.8100   3.92  1536  4.84  1896.0  392.0   \n",
+       "92            Tunitas lower climb  0.2261   1.30   421  5.75  1862.0  324.0   \n",
+       "22                        Haskins  0.3119   1.51   566  4.84  1815.0  375.0   \n",
+       "33                 Kings half way  0.4572   2.89   820  6.32  1794.0  284.0   \n",
+       "34                 Kings half way  0.4958   2.89   820  5.83  1654.0  284.0   \n",
+       "0           Alma Mountain Charlie  0.5303   3.12   875  5.88  1650.0  280.0   \n",
+       "7   Alpine Willowbrook to Joaquin  0.2794   2.27   461  8.12  1650.0  203.0   \n",
+       "\n",
+       "      pct   kms  \n",
+       "49   7.14  5.36  \n",
+       "50   7.14  5.36  \n",
+       "94   9.45  1.93  \n",
+       "42   8.72  1.66  \n",
+       "41   8.48  1.54  \n",
+       "95   9.45  1.93  \n",
+       "37   7.42  6.31  \n",
+       "87  10.94  1.14  \n",
+       "21   7.10  2.43  \n",
+       "38   7.42  6.31  \n",
+       "92   6.13  2.09  \n",
+       "22   7.10  2.43  \n",
+       "33   5.37  4.65  \n",
+       "34   5.37  4.65  \n",
+       "0    5.31  5.02  \n",
+       "7    3.85  3.65  "
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vam = sort(segments[(segments['feet'] > 400) & (segments['vam'] > 1600)], 'vam')\n",
+    "vam"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>hours</th>\n",
+       "      <th>miles</th>\n",
+       "      <th>feet</th>\n",
+       "      <th>mph</th>\n",
+       "      <th>vam</th>\n",
+       "      <th>fpm</th>\n",
+       "      <th>pct</th>\n",
+       "      <th>kms</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>Old La Honda (Bridge to Stop)</td>\n",
+       "      <td>0.4783</td>\n",
+       "      <td>3.33</td>\n",
+       "      <td>1255</td>\n",
+       "      <td>6.96</td>\n",
+       "      <td>2624.0</td>\n",
+       "      <td>377.0</td>\n",
+       "      <td>7.14</td>\n",
+       "      <td>5.36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>Old La Honda (Bridge to Stop)</td>\n",
+       "      <td>0.5089</td>\n",
+       "      <td>3.33</td>\n",
+       "      <td>1255</td>\n",
+       "      <td>6.54</td>\n",
+       "      <td>2466.0</td>\n",
+       "      <td>377.0</td>\n",
+       "      <td>7.14</td>\n",
+       "      <td>5.36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>Kings Greer to Skyline</td>\n",
+       "      <td>0.7814</td>\n",
+       "      <td>3.92</td>\n",
+       "      <td>1536</td>\n",
+       "      <td>5.02</td>\n",
+       "      <td>1966.0</td>\n",
+       "      <td>392.0</td>\n",
+       "      <td>7.42</td>\n",
+       "      <td>6.31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>Kings Greer to Skyline</td>\n",
+       "      <td>0.8100</td>\n",
+       "      <td>3.92</td>\n",
+       "      <td>1536</td>\n",
+       "      <td>4.84</td>\n",
+       "      <td>1896.0</td>\n",
+       "      <td>392.0</td>\n",
+       "      <td>7.42</td>\n",
+       "      <td>6.31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>Kings half way</td>\n",
+       "      <td>0.4572</td>\n",
+       "      <td>2.89</td>\n",
+       "      <td>820</td>\n",
+       "      <td>6.32</td>\n",
+       "      <td>1794.0</td>\n",
+       "      <td>284.0</td>\n",
+       "      <td>5.37</td>\n",
+       "      <td>4.65</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>Kings half way</td>\n",
+       "      <td>0.4958</td>\n",
+       "      <td>2.89</td>\n",
+       "      <td>820</td>\n",
+       "      <td>5.83</td>\n",
+       "      <td>1654.0</td>\n",
+       "      <td>284.0</td>\n",
+       "      <td>5.37</td>\n",
+       "      <td>4.65</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Alma Mountain Charlie</td>\n",
+       "      <td>0.5303</td>\n",
+       "      <td>3.12</td>\n",
+       "      <td>875</td>\n",
+       "      <td>5.88</td>\n",
+       "      <td>1650.0</td>\n",
+       "      <td>280.0</td>\n",
+       "      <td>5.31</td>\n",
+       "      <td>5.02</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            title   hours  miles  feet   mph     vam    fpm  \\\n",
+       "49  Old La Honda (Bridge to Stop)  0.4783   3.33  1255  6.96  2624.0  377.0   \n",
+       "50  Old La Honda (Bridge to Stop)  0.5089   3.33  1255  6.54  2466.0  377.0   \n",
+       "37         Kings Greer to Skyline  0.7814   3.92  1536  5.02  1966.0  392.0   \n",
+       "38         Kings Greer to Skyline  0.8100   3.92  1536  4.84  1896.0  392.0   \n",
+       "33                 Kings half way  0.4572   2.89   820  6.32  1794.0  284.0   \n",
+       "34                 Kings half way  0.4958   2.89   820  5.83  1654.0  284.0   \n",
+       "0           Alma Mountain Charlie  0.5303   3.12   875  5.88  1650.0  280.0   \n",
+       "\n",
+       "     pct   kms  \n",
+       "49  7.14  5.36  \n",
+       "50  7.14  5.36  \n",
+       "37  7.42  6.31  \n",
+       "38  7.42  6.31  \n",
+       "33  5.37  4.65  \n",
+       "34  5.37  4.65  \n",
+       "0   5.31  5.02  "
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vam[vam['feet'] > 800]"
+   ]
   }
  ],
  "metadata": {
diff --git a/ipynb/BikeCode.ipynb b/ipynb/BikeCode.ipynb
index 01f8c76..9229da6 100644
--- a/ipynb/BikeCode.ipynb
+++ b/ipynb/BikeCode.ipynb
@@ -13,7 +13,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -30,18 +30,18 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Reading Data\n",
+    "# Reading Data: `rides`\n",
     "\n",
-    "I downloaded a bunch of my recorded [Strava](https://www.strava.com/athletes/575579) rides, most of them longer than 25 miles (with a few exceptions), as [`bikerides.tsv`](bikerides.tsv).  The columns are: the date; a title; the elapsed time of the ride; the length of the ride in miles; and the total climbing in feet, e.g.: \n",
+    "I downloaded a bunch of my recorded [Strava](https://www.strava.com/athletes/575579) rides, most of them longer than 25 miles (with a few exceptions), as [`bikerides.tsv`](bikerides.tsv).  The columns are: the date; the year; a title; the elapsed time of the ride; the length of the ride in miles; and the total climbing in feet, e.g.: \n",
     "\n",
-    "    Mon, 10/5/2020\tHalf way around the bay on bay trail\t6:26:35\t80.05\t541\n",
+    "    Mon, 10/5\t2020\tHalf way around the bay on bay trail\t6:26:35\t80.05\t541\n",
     "    \n",
-    "I parse the file into the pandas dataframe `rides`:"
+    "I parse the file into the pandas dataframe `rides`, adding derived columns for miles per hour, vertical feet climbed per hour (VAM), grade in feet per mile, grade in percent, and kilometers ridden:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -51,154 +51,30 @@
     "        time = '0:' + time\n",
     "    return round(pd.Timedelta(time).seconds / 60 / 60, 4)\n",
     "\n",
-    "def clean_num(field): return float(re.sub(',| ft| mi', '', field))"
+    "def parse_int(field: str) -> int: return int(field.replace(',', ''))\n",
+    "\n",
+    "def add_derived_columns(rides) -> pd.DataFrame:\n",
+    "    return rides.assign(\n",
+    "        mph=round(rides['miles'] / rides['hours'], 2),\n",
+    "        vam=round(rides['feet'] / rides['hours']),\n",
+    "        fpm=round(rides['feet']  / rides['miles']),\n",
+    "        pct=round(rides['feet']  / rides['miles'] * 100 / 5280, 2),\n",
+    "        kms=round(rides['miles'] * 1.609, 2))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [],
    "source": [
-    "rides = pd.read_table(open('bikerides.tsv'), comment='#',\n",
-    "            converters=dict(miles=clean_num, hours=parse_hours, feet=clean_num))\n",
-    "\n",
-    "miles, hours, feet = [rides[attr] for attr in ('miles', 'hours', 'feet')]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Segments\n",
-    "\n",
-    "I picked some representative climbing segments ([`bikesegments.csv`](bikesegments.csv)) with the segment length in miles and climb in feet, along with several of my times on the segment. A line like\n",
-    "\n",
-    "    Old La Honda,                   2.98, 1255, 28:49, 34:03, 36:44\n",
-    "    \n",
-    "means that this segment of Old La Honda Rd is 2.98 miles long, 1255 feet of climbing, and I've selected three times for my rides on that segment: the fastest, middle, and slowest of the times  that Strava shows."
+    "rides = add_derived_columns(pd.read_table(open('bikerides.tsv'), comment='#',\n",
+    "            converters=dict(hours=parse_hours, feet=parse_int)))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "Segment = Tuple[str, float, int, float] # (Name, miles, feet, hours)\n",
-    "\n",
-    "def parse_segments(lines) -> Iterator[Segment]:\n",
-    "    \"\"\"Parse a string of segments into Rides. Each line contains:\n",
-    "    'segment_title, miles, feet_climb, time(s), ...'.\"\"\"\n",
-    "    for segment in lines:\n",
-    "        title, mi, ft, *times = segment.split(',')\n",
-    "        for time in times:\n",
-    "            yield title, float(mi), clean_num(ft), parse_hours(time)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "segments = pd.DataFrame(parse_segments(open('bikesegments.csv')),\n",
-    "                        columns=('title', 'miles', 'feet', 'hours'))\n",
-    "\n",
-    "miles2, hours2, feet2 = [segments[attr] for attr in ('miles', 'hours', 'feet')]\n",
-    "\n",
-    "pct2 = feet2 / miles2 * 100 / 5280"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Eddington Number"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def Ed_number(distances) -> int:\n",
-    "    \"\"\"Eddington number: The maximum integer e such that you have bicycled \n",
-    "    a distance of at least e on at least e days.\"\"\"\n",
-    "    distances = sorted(distances, reverse=True)\n",
-    "    return max(e for e, d in enumerate(distances, 1) if d >= e)\n",
-    "\n",
-    "def Ed_gap(distances, target) -> int:\n",
-    "    \"\"\"The number of rides needed to reach an Eddington number target.\"\"\"\n",
-    "    return target - sum(distances > target)\n",
-    "\n",
-    "def Ed_progress(years, rides=rides) -> pd.DataFrame:\n",
-    "    \"\"\"A table of Eddington numbers by year.\"\"\"\n",
-    "    def row(y):\n",
-    "        miles = np.array([r.miles for r in rides.itertuples() if year(r) <= y])\n",
-    "        return y, Ed_number(miles), Ed_number(kms(miles))\n",
-    "    return pd.DataFrame(map(row, years), columns=['year', 'E_mi', 'E_km'])\n",
-    "\n",
-    "def kms(miles: np.array) -> np.array: \n",
-    "    \"Convert miles to kilometers.\"\n",
-    "    return 1.609344 * miles\n",
-    "\n",
-    "def year(ride) -> int: return int(ride.date[-4:])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Plotting and Curve-Fitting"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "plt.rcParams[\"figure.figsize\"] = (10, 6)\n",
-    "\n",
-    "def show(X, Y, xlabel='Segment Grade (percent)', ylabel='Speed (mph)', degrees=(2, 3)): \n",
-    "    \"\"\"Plot X versus Y and a best fit curve to it, with some bells and whistles.\"\"\"\n",
-    "    grid(); plt.ylabel(ylabel); plt.xlabel(xlabel)\n",
-    "    plt.scatter(X, Y, c='grey', marker='+')\n",
-    "    X1 = np.linspace(min(X), max(X), 100)\n",
-    "    for degree in degrees:\n",
-    "        F = poly_fit(X, Y, degree)\n",
-    "        plt.plot(X1, [F(x) for x in X1], '-')\n",
-    "\n",
-    "def grid(axis='both'): \n",
-    "    \"Turn on the grid.\"\n",
-    "    plt.minorticks_on() \n",
-    "    plt.grid(which='major', axis=axis, ls='-', alpha=1/2)\n",
-    "    plt.grid(which='minor', axis=axis, ls=':', alpha=1/4)\n",
-    "    \n",
-    "def poly_fit(X, Y, degree: int) -> callable:\n",
-    "    \"\"\"The polynomial function that best fits the X,Y vectors.\"\"\"\n",
-    "    coeffs = np.polyfit(X, Y, degree)[::-1]\n",
-    "    return lambda x: sum(c * x ** i for i, c in enumerate(coeffs)) \n",
-    "\n",
-    "def estimate(dist, climb, mph=poly_fit(feet/miles, miles/hours, 2)) -> float:\n",
-    "    \"\"\"Given a ride distance in miles and total climb in feet, estimate time in minutes.\"\"\"\n",
-    "    return 60 * dist / mph(climb / dist)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Strava Data\n",
-    "\n",
-    "Here is my raw data from Strava, for rides and segments:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
@@ -223,52 +99,88 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>date</th>\n",
+       "      <th>year</th>\n",
        "      <th>title</th>\n",
        "      <th>hours</th>\n",
        "      <th>miles</th>\n",
        "      <th>feet</th>\n",
+       "      <th>mph</th>\n",
+       "      <th>vam</th>\n",
+       "      <th>fpm</th>\n",
+       "      <th>pct</th>\n",
+       "      <th>kms</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>Sun, 2/7/2021</td>\n",
-       "      <td>Saratoga / Campbell</td>\n",
-       "      <td>5.8925</td>\n",
-       "      <td>78.38</td>\n",
-       "      <td>2270.0</td>\n",
+       "      <td>Sun, 3/14</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>Fremont / Union City</td>\n",
+       "      <td>5.3131</td>\n",
+       "      <td>69.58</td>\n",
+       "      <td>1552</td>\n",
+       "      <td>13.10</td>\n",
+       "      <td>292.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>0.42</td>\n",
+       "      <td>111.95</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>Fri, 1/8/2021</td>\n",
-       "      <td>Coyote Hills Geocaching</td>\n",
-       "      <td>4.9689</td>\n",
-       "      <td>69.08</td>\n",
-       "      <td>797.0</td>\n",
+       "      <td>Fri, 3/12</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>Santa Clara</td>\n",
+       "      <td>5.1606</td>\n",
+       "      <td>69.49</td>\n",
+       "      <td>1138</td>\n",
+       "      <td>13.47</td>\n",
+       "      <td>221.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>0.31</td>\n",
+       "      <td>111.81</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>Sun, 10/11/2020</td>\n",
-       "      <td>Los Altos Hills Paths</td>\n",
-       "      <td>5.8247</td>\n",
-       "      <td>65.03</td>\n",
-       "      <td>1870.0</td>\n",
+       "      <td>Sun, 2/7</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>Saratoga / Campbell</td>\n",
+       "      <td>5.8925</td>\n",
+       "      <td>78.38</td>\n",
+       "      <td>2270</td>\n",
+       "      <td>13.30</td>\n",
+       "      <td>385.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>0.55</td>\n",
+       "      <td>126.11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>Mon, 10/5/2020</td>\n",
-       "      <td>Half way around the bay on bay trail</td>\n",
-       "      <td>6.4431</td>\n",
-       "      <td>80.05</td>\n",
-       "      <td>541.0</td>\n",
+       "      <td>Fri, 1/8</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>Coyote Hills Geocaching</td>\n",
+       "      <td>4.9689</td>\n",
+       "      <td>69.08</td>\n",
+       "      <td>797</td>\n",
+       "      <td>13.90</td>\n",
+       "      <td>160.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>0.22</td>\n",
+       "      <td>111.15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>Tue, 9/29/2020</td>\n",
-       "      <td>Saratoga Geocaching</td>\n",
-       "      <td>4.9722</td>\n",
-       "      <td>64.30</td>\n",
-       "      <td>961.0</td>\n",
+       "      <td>Sun, 10/11</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>Los Altos Hills Paths</td>\n",
+       "      <td>5.8247</td>\n",
+       "      <td>65.03</td>\n",
+       "      <td>1870</td>\n",
+       "      <td>11.16</td>\n",
+       "      <td>321.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>0.54</td>\n",
+       "      <td>104.63</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -277,83 +189,119 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>474</th>\n",
-       "      <td>Sat, 3/19/2016</td>\n",
-       "      <td>Morning Ride</td>\n",
-       "      <td>1.4667</td>\n",
-       "      <td>24.00</td>\n",
-       "      <td>1125.0</td>\n",
+       "      <td>Sun, 6/23</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>Climb</td>\n",
+       "      <td>2.2747</td>\n",
+       "      <td>24.30</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>10.68</td>\n",
+       "      <td>880.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>1.56</td>\n",
+       "      <td>39.10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>475</th>\n",
-       "      <td>Sat, 7/13/2013</td>\n",
+       "      <td>Sat, 7/13</td>\n",
+       "      <td>2013</td>\n",
        "      <td>Doug's Event</td>\n",
        "      <td>1.8653</td>\n",
        "      <td>21.35</td>\n",
-       "      <td>1677.0</td>\n",
+       "      <td>1677</td>\n",
+       "      <td>11.45</td>\n",
+       "      <td>899.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>1.49</td>\n",
+       "      <td>34.35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>476</th>\n",
-       "      <td>Sun, 8/4/2013</td>\n",
+       "      <td>Sun, 8/4</td>\n",
+       "      <td>2013</td>\n",
        "      <td>Kris's first trike ride</td>\n",
        "      <td>1.8558</td>\n",
        "      <td>20.96</td>\n",
-       "      <td>988.0</td>\n",
+       "      <td>988</td>\n",
+       "      <td>11.29</td>\n",
+       "      <td>532.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>0.89</td>\n",
+       "      <td>33.72</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>477</th>\n",
-       "      <td>Sun, 11/24/2013</td>\n",
+       "      <td>Sun, 11/24</td>\n",
+       "      <td>2013</td>\n",
        "      <td>Alpine Rd</td>\n",
        "      <td>1.7100</td>\n",
        "      <td>21.02</td>\n",
-       "      <td>1289.0</td>\n",
+       "      <td>1289</td>\n",
+       "      <td>12.29</td>\n",
+       "      <td>754.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>1.16</td>\n",
+       "      <td>33.82</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>478</th>\n",
-       "      <td>Fri, 11/29/2013</td>\n",
+       "      <td>Fri, 11/29</td>\n",
+       "      <td>2013</td>\n",
        "      <td>Woodside Loop</td>\n",
        "      <td>1.5600</td>\n",
        "      <td>22.75</td>\n",
-       "      <td>1011.0</td>\n",
+       "      <td>1011</td>\n",
+       "      <td>14.58</td>\n",
+       "      <td>648.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>0.84</td>\n",
+       "      <td>36.60</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>479 rows × 5 columns</p>\n",
+       "<p>479 rows × 11 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                date                                 title   hours  miles  \\\n",
-       "0      Sun, 2/7/2021                   Saratoga / Campbell  5.8925  78.38   \n",
-       "1      Fri, 1/8/2021               Coyote Hills Geocaching  4.9689  69.08   \n",
-       "2    Sun, 10/11/2020                 Los Altos Hills Paths  5.8247  65.03   \n",
-       "3     Mon, 10/5/2020  Half way around the bay on bay trail  6.4431  80.05   \n",
-       "4     Tue, 9/29/2020                   Saratoga Geocaching  4.9722  64.30   \n",
-       "..               ...                                   ...     ...    ...   \n",
-       "474   Sat, 3/19/2016                          Morning Ride  1.4667  24.00   \n",
-       "475   Sat, 7/13/2013                          Doug's Event  1.8653  21.35   \n",
-       "476    Sun, 8/4/2013               Kris's first trike ride  1.8558  20.96   \n",
-       "477  Sun, 11/24/2013                             Alpine Rd  1.7100  21.02   \n",
-       "478  Fri, 11/29/2013                         Woodside Loop  1.5600  22.75   \n",
+       "           date  year                    title   hours  miles  feet    mph  \\\n",
+       "0     Sun, 3/14  2021     Fremont / Union City  5.3131  69.58  1552  13.10   \n",
+       "1     Fri, 3/12  2021              Santa Clara  5.1606  69.49  1138  13.47   \n",
+       "2      Sun, 2/7  2021      Saratoga / Campbell  5.8925  78.38  2270  13.30   \n",
+       "3      Fri, 1/8  2021  Coyote Hills Geocaching  4.9689  69.08   797  13.90   \n",
+       "4    Sun, 10/11  2020    Los Altos Hills Paths  5.8247  65.03  1870  11.16   \n",
+       "..          ...   ...                      ...     ...    ...   ...    ...   \n",
+       "474   Sun, 6/23  2013                    Climb  2.2747  24.30  2001  10.68   \n",
+       "475   Sat, 7/13  2013             Doug's Event  1.8653  21.35  1677  11.45   \n",
+       "476    Sun, 8/4  2013  Kris's first trike ride  1.8558  20.96   988  11.29   \n",
+       "477  Sun, 11/24  2013                Alpine Rd  1.7100  21.02  1289  12.29   \n",
+       "478  Fri, 11/29  2013            Woodside Loop  1.5600  22.75  1011  14.58   \n",
        "\n",
-       "       feet  \n",
-       "0    2270.0  \n",
-       "1     797.0  \n",
-       "2    1870.0  \n",
-       "3     541.0  \n",
-       "4     961.0  \n",
-       "..      ...  \n",
-       "474  1125.0  \n",
-       "475  1677.0  \n",
-       "476   988.0  \n",
-       "477  1289.0  \n",
-       "478  1011.0  \n",
+       "       vam   fpm   pct     kms  \n",
+       "0    292.0  22.0  0.42  111.95  \n",
+       "1    221.0  16.0  0.31  111.81  \n",
+       "2    385.0  29.0  0.55  126.11  \n",
+       "3    160.0  12.0  0.22  111.15  \n",
+       "4    321.0  29.0  0.54  104.63  \n",
+       "..     ...   ...   ...     ...  \n",
+       "474  880.0  82.0  1.56   39.10  \n",
+       "475  899.0  79.0  1.49   34.35  \n",
+       "476  532.0  47.0  0.89   33.72  \n",
+       "477  754.0  61.0  1.16   33.82  \n",
+       "478  648.0  44.0  0.84   36.60  \n",
        "\n",
-       "[479 rows x 5 columns]"
+       "[479 rows x 11 columns]"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -363,361 +311,49 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 9,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>hours</th>\n",
-       "      <th>miles</th>\n",
-       "      <th>feet</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>479.000000</td>\n",
-       "      <td>479.000000</td>\n",
-       "      <td>479.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>3.090990</td>\n",
-       "      <td>39.931900</td>\n",
-       "      <td>1632.755741</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>1.294152</td>\n",
-       "      <td>15.772976</td>\n",
-       "      <td>1345.854656</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>1.466700</td>\n",
-       "      <td>20.960000</td>\n",
-       "      <td>68.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>2.129850</td>\n",
-       "      <td>27.980000</td>\n",
-       "      <td>657.500000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>2.666900</td>\n",
-       "      <td>34.280000</td>\n",
-       "      <td>1286.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>3.616350</td>\n",
-       "      <td>45.180000</td>\n",
-       "      <td>2088.500000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>8.137500</td>\n",
-       "      <td>101.000000</td>\n",
-       "      <td>7644.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "            hours       miles         feet\n",
-       "count  479.000000  479.000000   479.000000\n",
-       "mean     3.090990   39.931900  1632.755741\n",
-       "std      1.294152   15.772976  1345.854656\n",
-       "min      1.466700   20.960000    68.000000\n",
-       "25%      2.129850   27.980000   657.500000\n",
-       "50%      2.666900   34.280000  1286.000000\n",
-       "75%      3.616350   45.180000  2088.500000\n",
-       "max      8.137500  101.000000  7644.000000"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
    "source": [
-    "rides.describe()"
+    "# Reading Data: `segments`\n",
+    "\n",
+    "I picked some representative climbing segments ([`bikesegments.csv`](bikesegments.csv)) with the segment length in miles and climb in feet, along with several of my times on the segment. A line like\n",
+    "\n",
+    "    Old La Honda, 2.98, 1255, 28:49, 34:03, 36:44\n",
+    "    \n",
+    "means that this segment of Old La Honda Rd is 2.98 miles long, 1255 feet of climbing, and I've selected three times for my rides on that segment: the fastest, middle, and slowest of the times  that Strava shows. (However, I ended up dropping the slowest time in the charts to make them less busy.)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>title</th>\n",
-       "      <th>miles</th>\n",
-       "      <th>feet</th>\n",
-       "      <th>hours</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Alma Mountain Charlie</td>\n",
-       "      <td>3.12</td>\n",
-       "      <td>875.0</td>\n",
-       "      <td>0.5303</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Alpine Westridge</td>\n",
-       "      <td>0.76</td>\n",
-       "      <td>99.0</td>\n",
-       "      <td>0.0572</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Alpine Westridge</td>\n",
-       "      <td>0.76</td>\n",
-       "      <td>99.0</td>\n",
-       "      <td>0.0581</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Alpine Westridge</td>\n",
-       "      <td>0.76</td>\n",
-       "      <td>99.0</td>\n",
-       "      <td>0.0619</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Alpine last kicker</td>\n",
-       "      <td>0.39</td>\n",
-       "      <td>114.0</td>\n",
-       "      <td>0.0531</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>129</th>\n",
-       "      <td>Westridge Hill 2</td>\n",
-       "      <td>0.51</td>\n",
-       "      <td>166.0</td>\n",
-       "      <td>0.0861</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>130</th>\n",
-       "      <td>Westridge Hill 2</td>\n",
-       "      <td>0.51</td>\n",
-       "      <td>166.0</td>\n",
-       "      <td>0.0889</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>131</th>\n",
-       "      <td>Woodside Climb</td>\n",
-       "      <td>1.71</td>\n",
-       "      <td>295.0</td>\n",
-       "      <td>0.1347</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>132</th>\n",
-       "      <td>Woodside Climb</td>\n",
-       "      <td>1.71</td>\n",
-       "      <td>295.0</td>\n",
-       "      <td>0.1500</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>133</th>\n",
-       "      <td>Woodside Climb</td>\n",
-       "      <td>1.71</td>\n",
-       "      <td>295.0</td>\n",
-       "      <td>0.1597</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>134 rows × 4 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                     title  miles   feet   hours\n",
-       "0    Alma Mountain Charlie   3.12  875.0  0.5303\n",
-       "1         Alpine Westridge   0.76   99.0  0.0572\n",
-       "2         Alpine Westridge   0.76   99.0  0.0581\n",
-       "3         Alpine Westridge   0.76   99.0  0.0619\n",
-       "4       Alpine last kicker   0.39  114.0  0.0531\n",
-       "..                     ...    ...    ...     ...\n",
-       "129       Westridge Hill 2   0.51  166.0  0.0861\n",
-       "130       Westridge Hill 2   0.51  166.0  0.0889\n",
-       "131         Woodside Climb   1.71  295.0  0.1347\n",
-       "132         Woodside Climb   1.71  295.0  0.1500\n",
-       "133         Woodside Climb   1.71  295.0  0.1597\n",
-       "\n",
-       "[134 rows x 4 columns]"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "segments"
+    "def parse_segments(lines):\n",
+    "    \"\"\"Parse segments into rides. Each ride is a tuple of:\n",
+    "    (segment_title, time,  miles, feet_climb).\"\"\"\n",
+    "    for segment in lines:\n",
+    "        title, mi, ft, *times = segment.split(',')[:5]\n",
+    "        for time in times:\n",
+    "            yield title, parse_hours(time), float(mi), parse_int(ft)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 15,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>miles</th>\n",
-       "      <th>feet</th>\n",
-       "      <th>hours</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>134.000000</td>\n",
-       "      <td>134.000000</td>\n",
-       "      <td>134.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>0.927761</td>\n",
-       "      <td>264.037313</td>\n",
-       "      <td>0.141800</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>0.631672</td>\n",
-       "      <td>223.422436</td>\n",
-       "      <td>0.113192</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>0.170000</td>\n",
-       "      <td>35.000000</td>\n",
-       "      <td>0.026700</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>0.470000</td>\n",
-       "      <td>122.000000</td>\n",
-       "      <td>0.066450</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>0.760000</td>\n",
-       "      <td>193.000000</td>\n",
-       "      <td>0.109000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>1.215000</td>\n",
-       "      <td>322.000000</td>\n",
-       "      <td>0.169200</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>3.120000</td>\n",
-       "      <td>1255.000000</td>\n",
-       "      <td>0.612200</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "            miles         feet       hours\n",
-       "count  134.000000   134.000000  134.000000\n",
-       "mean     0.927761   264.037313    0.141800\n",
-       "std      0.631672   223.422436    0.113192\n",
-       "min      0.170000    35.000000    0.026700\n",
-       "25%      0.470000   122.000000    0.066450\n",
-       "50%      0.760000   193.000000    0.109000\n",
-       "75%      1.215000   322.000000    0.169200\n",
-       "max      3.120000  1255.000000    0.612200"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "segments.describe()"
+    "segments = add_derived_columns(pd.DataFrame(\n",
+    "               parse_segments(open('bikesegments.csv')), \n",
+    "               columns='title\thours\tmiles\tfeet'.split()))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Wandering\n",
+    "# Reading Data: `places`\n",
     "\n",
     "Monthly, I will take my [summary data from wandrer.earth](https://wandrer.earth/athletes/3534/santa-clara-county-california) and enter it in the file [bikeplaces.txt](bikeplaces.txt), in a format where\n",
     "\n",
@@ -728,32 +364,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
     "class Month(int):\n",
     "    \"\"\"An integer in the form: 12 * year + month.\"\"\"\n",
-    "    def __str__(self): return f'{(self - 1) // 12}-{self % 12 or 12:02d}'\n",
+    "    def __str__(self): return f'{(self - 1) // 12}-{(self % 12) or 12:02d}'\n",
     "\n",
-    "start = Month(2020 * 12 + 7) # Starting month: July 2020\n",
-    "dates = [Month(start + i) for i in range(8)]\n",
-    "bonuses = (25, 90, 99)\n",
+    "start   = Month(2020 * 12 + 7) # Starting month: July 2020\n",
+    "bonuses = (25, 90, 99)         # Percents the earn important bonuses\n",
     "\n",
     "Entry = Tuple[str, float, List[float]] # (Place_Name, miles_of_roads, [pct_by_month,...])\n",
     "\n",
-    "def wandrer(category, entries, dates=dates):\n",
+    "def wandrer(category, entries, start=start):\n",
     "    \"\"\"Plot Wandrer.earth data.\"\"\"\n",
-    "    D = len(dates)\n",
     "    fig, ax = plt.figure(), plt.subplot(111); plt.plot()\n",
     "    for (place, miles, pcts), marker in zip(entries, '^v><osdhxDHPX*1234'):\n",
-    "        X = [dates[i] for i in range(D) if pcts[i]]\n",
-    "        Y = [pcts[i]  for i in range(D) if pcts[i]]\n",
+    "        N = len(pcts)\n",
+    "        dates = [Month(start + i) for i in range(N)]\n",
+    "        X = [dates[i] for i in range(N) if pcts[i]]\n",
+    "        Y = [pcts[i]  for i in range(N) if pcts[i]]\n",
     "        ax.plot(X, Y, ':', marker=marker, label=label(pcts, place, miles))\n",
     "    all_pcts = [p for _, _, pcts in entries for p in pcts if p]\n",
     "    for p in bonuses: \n",
     "        if min(all_pcts) < p < max(all_pcts):\n",
-    "            ax.plot(dates, [p] * D, 'k:', lw=1, alpha=3/4) # Plot bonus line\n",
+    "            ax.plot(dates, [p] * N, 'k:', lw=1, alpha=3/4) # Plot bonus line\n",
     "    ax.legend(loc='center left', bbox_to_anchor=(1, 0.5), shadow=True,\n",
     "              prop=matplotlib.font_manager.FontProperties(family='monospace'))\n",
     "    plt.xticks(dates, [str(d) for d in dates], rotation=90)\n",
@@ -783,14 +419,13 @@
     "            places[title].sort(key=lambda entry: -entry[-1][-1])\n",
     "    return places\n",
     "    \n",
-    "def parse_entry(line: str, dates=dates) -> Entry:\n",
+    "def parse_entry(line: str) -> Entry:\n",
     "    \"\"\"Parse line => ('Place Name', miles, [percents]); '=' can be used.\"\"\"\n",
     "    if line.count(':') != 2:\n",
     "        print('bad', line)\n",
     "    place, miles, pcts = line.replace('|', ' ').split(':')\n",
     "    pcts = re.sub('( [0-9.]+)[*]([0-9]+)', lambda m: m.group(1) * int(m.group(2)),\n",
     "                  pcts).split()\n",
-    "    assert len(pcts) == len(dates), f\"Bad percents: {place}: {pcts}\"\n",
     "    for i, p in enumerate(pcts):\n",
     "        pcts[i] = pcts[i - 1] if p == '=' else 100 if p == '100' else float(p)\n",
     "    return place, float(miles), pcts \n",
@@ -805,12 +440,91 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
     "places = parse_places(open('bikeplaces.txt'))"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Eddington Number"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def Ed_number(distances) -> int:\n",
+    "    \"\"\"Eddington number: The maximum integer e such that you have bicycled \n",
+    "    a distance of at least e on at least e days.\"\"\"\n",
+    "    distances = sorted(distances, reverse=True)\n",
+    "    return max(e for e, d in enumerate(distances, 1) if d >= e)\n",
+    "\n",
+    "def Ed_gap(distances, target) -> int:\n",
+    "    \"\"\"The number of rides needed to reach an Eddington number target.\"\"\"\n",
+    "    return target - sum(distances > target)\n",
+    "\n",
+    "def Ed_progress(years=range(2013, 2022), rides=rides) -> pd.DataFrame:\n",
+    "    \"\"\"A table of Eddington numbers by year, and a plot.\"\"\"\n",
+    "    def Ed(year, d): return Ed_number(rides[rides['year'] <= year][d])\n",
+    "    data  = [(y, Ed(y, 'kms'), Ed(y, 'miles')) for y in years]\n",
+    "    frame = pd.DataFrame(data, columns=['year', 'Ed_km', 'Ed_mi'])\n",
+    "    frame.plot('year', ['Ed_km', 'Ed_mi'], style='o:',\n",
+    "               title='Eddington Numbers in kms and miles')\n",
+    "    grid(axis='y')\n",
+    "    return frame"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Plotting and Curve-Fitting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plt.rcParams[\"figure.figsize\"] = (10, 6)\n",
+    "\n",
+    "def show(X, Y, data, title='', degrees=(2, 3)): \n",
+    "    \"\"\"Plot X versus Y and a best fit curve to it, with some bells and whistles.\"\"\"\n",
+    "    grid(); plt.ylabel(Y); plt.xlabel(X); plt.title(title)\n",
+    "    plt.scatter(X, Y, data=data, c='grey', marker='+')\n",
+    "    X1 = np.linspace(min(data[X]), max(data[X]), 100)\n",
+    "    for degree in degrees:\n",
+    "        F = poly_fit(data[X], data[Y], degree)\n",
+    "        plt.plot(X1, [F(x) for x in X1], '-')\n",
+    "    \n",
+    "def grid(axis='both'): \n",
+    "    \"Turn on the grid.\"\n",
+    "    plt.minorticks_on() \n",
+    "    plt.grid(which='major', ls='-', alpha=3/4, axis=axis)\n",
+    "    plt.grid(which='minor', ls=':', alpha=1/2, axis=axis)\n",
+    "    \n",
+    "def poly_fit(X, Y, degree: int) -> callable:\n",
+    "    \"\"\"The polynomial function that best fits the X,Y vectors.\"\"\"\n",
+    "    coeffs = np.polyfit(X, Y, degree)[::-1]\n",
+    "    return lambda x: sum(c * x ** i for i, c in enumerate(coeffs)) \n",
+    "\n",
+    "estimator = poly_fit(rides['feet'] / rides['miles'], \n",
+    "                   rides['miles'] / rides['hours'], 2)\n",
+    "\n",
+    "def estimate(miles, feet, estimator=estimator) -> float:\n",
+    "    \"\"\"Given a ride distance in miles and total climb in feet, estimate time in minutes.\"\"\"\n",
+    "    return 60 * miles / estimator(feet / miles)\n",
+    "\n",
+    "def sort(frame, field): return frame.sort_values(field, ascending=False)"
+   ]
   }
  ],
  "metadata": {
diff --git a/ipynb/bikeplaces.txt b/ipynb/bikeplaces.txt
index d19dbd1..1514cda 100644
--- a/ipynb/bikeplaces.txt
+++ b/ipynb/bikeplaces.txt
@@ -1,94 +1,102 @@
 :Around 90%:
-Los Altos: 138: 40.2 43.7 72.4 77.2 84.5 90.8      | 91.0*2
-Atherton: 56.8: 0*4 91.2 94.0                      | 95.2*2
-East Palo Alto: 46.5: 74.4 91.2 91.9*2 92.2 93.3   | 93.4*2
-Emerald Lake Hills: 24.8: 0.0 94.3*3 44.7 51.0     | 80.0 85.8
-Menlo Park: 131.5: 67.7 76.8 87.7 90.7 91.2 90.1   | 92.5*2
-North Fair Oaks: 27: 48.1 90.4 93.1 93.8 94.8 96.1 | 96.9*2
-Mountain View: 205: 53.0 59.9 63.0 63.6 72.9 77.1  | 91.1*2
-Palo Alto: 292: 63.0 73.6 85.4 85.7 87.1 87.6      | 88.1*2
-
-:Around 50%:
-Burlingame: 88.4: 9.4*6                          | 9.4 31.5
-Los Altos Hills: 91: 48.4*2 49.0 55.1*2 55.4     | 55.8*2
-Monte Sereno: 20.4: 20.5*6                       | 20.5 39.8
-Portola Valley: 59: 0*4 57.3 59.8                | 59.8*2
-Redwood City: 241: 34.0 39.1 46.0 51.6 56.9 60.8 | 62.9*2
-San Carlos: 99: 22.2 26.0 32.9 32.9 37.2 39.0    | 40.5*2
-Woodside: 77: 51.9*2 52.3*3 54.0                 | 54*2
+Los Altos: 138: 40.2 43.7 72.4 77.2 84.5 90.8      | 91.0*3
+Atherton: 55.7: 0*4 91.2 94.0                      | 95.2*2 94.2
+East Palo Alto: 46.5: 74.4 91.2 91.9*2 92.2 93.3   | 93.4*2 92.4
+Emerald Lake Hills: 24.4: 0.0 94.3*3 44.7 51.0     | 80.0 85.8 91.3
+Menlo Park: 136.4: 67.7 76.8 87.7 90.7 91.2 90.1   | 92.5*2 91.4
+North Fair Oaks: 26.8: 48.1 90.4 93.1 93.8 94.8 96.1 | 96.9*2 98.9
+Mountain View: 205: 53.0 59.9 63.0 63.6 72.9 77.1  | 91.1*3
+Palo Alto: 292: 63.0 73.6 85.4 85.7 87.1 87.6      | 88.1*2 90.2
 
 :Around 25%:
-Belmont: 98: 15.5 17.3 18.6 18.6 20.6*2 | 27.4*2
-Bodega Bay: 28.9: 18*6                  | 18*2
-Campbell: 119: 8.9 10.1 12.4*4          | 12.4 25.2
-Cupertino: 172: 22.1 23.9 26.2*3 26.3   | 26.4*2
-Guerniville: 22.7: 23.4*6               | 23.4*2
-Healdsburg: 53.7: 18.5*6                | 18.5*2
-Foster City: 150: 9.1*6                 | 9.1 27.4
-Hillsborough: 85.3: 3.3*6               | 3.6 24.5
-Los Gatos: 148: 7.5 8.6 8.8*4           | 8.8 26.1
-Millbrae: 65: 0*6                       | 0 18.4
-Newark: 145: 15*3 17*3                  | 18.7 26.8
-San Mateo: 256: 11.1*6                  | 11.3 25.5
-Saratoga: 180: 14.5 15.7 17.4*4         | 17.4 26.9
-Sunnyvale: 357: 19.4 19.9 22.2*4        | 25.1*2
-Union City: 207: 7*3 8*3                | 8.8 14.51
+Belmont: 98.1: 15.5 17.3 18.6 18.6 20.6*2 | 27.4*2 27.5
+Campbell: 119: 8.9 10.1 12.4*4          | 12.4 25.2*2
+Cupertino: 172: 22.1 23.9 26.2*3 26.3   | 26.4*3
+Hillsborough: 85.3: 3.3*6               | 3.6 24.5 25.3
+Los Gatos: 148: 7.5 8.6 8.8*4           | 8.8 26.1*2
+San Mateo: 256: 11.1*6                  | 11.3 25.5 27.8
+Saratoga: 180: 14.5 15.7 17.4*4         | 17.4 26.9*2
+Sunnyvale: 357: 19.4 19.9 22.2*4        | 25.1*3
+Union City: 207: 7*3 8*3                | 8.8*2 25.7
+Fremont: 771: 9*3 10*3                  | 11.7*2 25.9
+San Mateo Highlands: 18: 0*6                     | 18.0 29.2*2
+
+:Between 30% and 80%:
+Foster City: 150: 9.1*6                          | 9.1 27.4 37.2
+Burlingame: 88.4: 9.4*6                          | 9.4 31.5*2
+Los Altos Hills: 91: 48.4*2 49.0 55.1*2 55.4     | 55.8*3
+Loyola: 18.3: 0*4 60.8 62.1                      | 62.1*3
+Millbrae: 65: 0*6                                | 0 18.4 31.6
+Monte Sereno: 20.4: 20.5*6                       | 20.5 39.8*2
+Portola Valley: 59: 0*4 57.3 59.8                | 59.8*3
+Redwood City: 235.1: 34.0 39.1 46.0 51.6 56.9 60.8 | 62.9*2 65.1
+San Carlos: 99: 22.2 26.0 32.9 32.9 37.2 39.0    | 40.5*2 41.4
+Woodside: 75.2: 51.9*2 52.3*3 54.0               | 56.1*3
+Newark: 145: 15*3 17*3                  | 18.7 26.8 30.8
 
 :Just Getting Started:
-Milpitas: 224: 2.2*4 4.4*2     | 4.4*2
-San Jose: 2543: 1.3 1.36 5.3*4 | 5.4*2
-Santa Clara: 348: 6.4*2 9.6*4  | 9.6*2
-Berkeley: 260: 5.0*3 7.0*3     | 7.0*2
-Fremont: 771: 9*3 10*3         | 11.7*2
-Cambridge: 180.8: 6.4*6        | 6.4*2
+Santa Clara: 348: 6.4*2 9.6*4  | 9.6*2 13.2
+Half Moon Bay: 68: 0*6         | 8.9*3
+Emeryville: 28.1: 0*6          | 5.5*3
+Hayward: 446.3: 0*6            | 4.6*3
+Milpitas: 224: 2.2*4 4.4*2     | 4.4*3
+San Jose: 2543: 1.3 1.36 5.3*4 | 5.4*3
+Berkeley: 260: 5.0*3 7.0*3     | 7.0*3
 
-:Small Neighborhoods (under 20 road miles):
-Burlingame Hills: 6: 0*6           | 0.8 34.5
-Kensington Square: 0.6: 86.9 100*5 | 100*2
-Ladera: 8.0: 0*4 30.5 29.8         | 29.8*2
-Loyola: 18.3: 0*4 60.8 62.1        | 62.1*2
-Los Trancos Woods: 5.4: 0*4 71.4*2 | 71.4*2
-Menlo Oaks: 3.6: 0*4 98.4 99.7     | 99.7*2
-Muir Beach: 4.6: 0*6               | 35.8*2
-Palomar Park: 3.9: 0*6             | 91.1*2
-San Mateo Highlands: 18: 0*6       | 18.0 29.2
-Sequoia Tract: 11.9: 0*4 72.8 82.3 | 92.5*2
-Stinson Beach: 11.2: 0*6           | 9.2*2
-Sky Londa: 11.8: 0*4 72.1*2        | 73.2*2
-West Menlo Park: 11: 0*4 97.5 98.1 | 98.1*2
-Mokelumne Hill: 14.7: 28.9*6       | 28.9*2
-MIT, Cambridge: 9.6: 37.2*6        | 37.2*2
+:Small Neighborhoods (under 12 road miles):
+Burlingame Hills: 6: 0*6           | 0.8 34.5*2
+Kensington Square: 0.6: 86.9 100*5 | 100*3
+Ladera: 8.0: 0*4 30.5 29.8         | 29.8*3
+Los Trancos Woods: 5.4: 0*4 71.4*2 | 71.4*3
+Menlo Oaks: 3.6: 0*4 98.4 99.7     | 99.7*3
+Palomar Park: 3.9: 0*6             | 91.1*2 94.9
+Sequoia Tract: 11.6: 0*4 72.8 82.3 | 92.5*3
+Sky Londa: 11.8: 0*4 72.1*2        | 73.2*3
+West Menlo Park: 11.2: 0*4 97.5 98.1 | 98.1*3    
 
 :San Francisco Neighborhoods:
-Balboa Terrace: 3.4: 0*6    | 18.2*2
-Cole Valley: 1.7: 0*6       | 19.6*2
-Forest Hill: 6.1: 0*6       | 15.7*2
-Golden Gate Park: 40.5: 0*6 | 25.8*2
-Lincoln Park: 3.8: 0*6      | 42.4*2
-Pacific Heights: 18: 0*6    | 10.8*2
-Ashbury Heights: 3.7: 0*6   | 12.9*2
-Clarendon Heights: 6: 0*6   | 14.3*2
-Cow Hollow: 12: 0*6         |5*2
-Financial District: 9.4: 0*6 |5.8*2
-Golden Gate Heights: 17.8: 0*6 | 10.7*2
-Polk Gulch: 4: 0*6          | 18.2*2
-Presidio Heights: 6.5: 0*6  | 15.1*2
-Presidio Park: 43.1: 0*6    | 21.1*2
-Presidio Terrace: 2.7: 0*6  | 37.7*2
-Seacliff: 4.1: 0*6          | 23.1*2
-South Beach: 4.8: 0*6       | 28.2*2
+Balboa Terrace: 3.4: 0*6    | 18.2*3
+Cole Valley: 1.7: 0*6       | 19.6*3
+Forest Hill: 6.1: 0*6       | 15.7*3
+Golden Gate Park: 40.5: 0*6 | 25.8*3
+Lincoln Park: 3.8: 0*6      | 42.4*3
+Pacific Heights: 18: 0*6    | 10.8*3
+Ashbury Heights: 3.7: 0*6   | 12.9*3
+Clarendon Heights: 6: 0*6   | 14.3*3
+Cow Hollow: 12: 0*6         |5*3
+Financial District: 9.4: 0*6   |5.8*3
+Golden Gate Heights: 17.8: 0*6 | 10.7*3
+Polk Gulch: 4: 0*6          | 18.2*3
+Presidio Heights: 6.5: 0*6  | 15.1*3
+Presidio Park: 43.1: 0*6    | 21.1*3
+Presidio Terrace: 2.7: 0*6  | 37.7*3
+Seacliff: 4.1: 0*6          | 23.1*3
+South Beach: 4.8: 0*6       | 28.2*3
+
+:Far Away (When will I return?):
+Mokelumne Hill, Calaveras: 14.7: 28.9*6| 28.9*3
+MIT, Cambridge, MA: 9.6: 37.2*6    | 37.2*3
+Barangaroo, NSW: 1.7: 49.9*6       | 49.9*3
+Dawes Point, NSW: 1.8: 29.2*6      | 29.2*3
+Millers Point, NSW: 3.2: 38.2*6    | 38.2*3   
+Stinson Beach, Marin: 11.2: 9.2*6  | 9.2*3
+Muir Beach, Marin: 4.6: 35.8*6     | 35.8*3
+Cambridge, MA: 180.8: 6.4*6        | 6.4*3
+Bodega Bay, Sonoma: 28.9: 18*6     | 18*3
+Guerneville, Sonoma: 22.7: 23.4*6  | 23.4*3
+Healdsburg, Sonoma: 53.7: 18.5*6   | 18.5*3
 
 :California Counties:
-San Mateo: 3248: 20.1 21.2 22.9 23.4 24.57 25.53   | 26.43 30.0
-Santa Clara: 7396: 12.7 13.6 15.4 15.6 16.04 16.29 | 16.78 17.73
-Alameda: 5704: 3.3*3 3.94*3 | 3.97*2
-Marin: 2322: 6.7*6          | 6.7*2
-Napa: 1524: 5.1*6           | 5.1*2
-Sonoma: 4556: 5.1*6         | 5.1*2
-San Francisco: 1183: 4.5*6  | 4.5*2
-Santa Cruz: 2767: 2.3*6     | 2.3*2
+San Mateo: 3248: 20.1 21.2 22.9 23.4 24.57 25.53   | 26.43 30.0 31.17
+Santa Clara: 7396: 12.7 13.6 15.4 15.6 16.04 16.29 | 16.78 17.73 18.14
+Alameda: 5704: 3.3*3 3.94*3 | 4.73*2 6.84
+Marin: 2322: 6.7*6          | 6.7*3
+Napa: 1524: 5.1*6           | 5.1*3
+Sonoma: 4556: 5.1*6         | 5.1*3
+San Francisco: 1183: 4.5*6  | 4.5*3
+Santa Cruz: 2767: 2.3*6     | 2.3*3
 
 :Large Places (over 300,000 road miles):
-California: 365188: .712 .811  .846  .867   .8875   .8873  | .9054   .9624
-USA:       6317607: .048 .052  .055  .05589 .0571   .05749 | .05853  .06183
-Earth:    38609276: .008 .0089 .0091 .00936 .009535 .009426| .009597 .010136
+California: 365188: .712 .811  .846  .867   .8875   .8873  | .9054   .9624   1.0067
+USA:       6317607: .048 .052  .055  .05589 .0571   .05749 | .05853  .06183  .06425
+Earth:    38609276: .008 .0089 .0091 .00936 .009535 .009426| .009597 .010136 .010356
diff --git a/ipynb/bikerides.tsv b/ipynb/bikerides.tsv
index 69fc6e4..5808d81 100644
--- a/ipynb/bikerides.tsv
+++ b/ipynb/bikerides.tsv
@@ -1,483 +1,482 @@
-date	title	hours	miles	feet
+date	year	title	hours	miles	feet
 ##### 2019-2021: Mostly Eddington rides; most recent first
-Sun, 2/7/2021	Saratoga / Campbell	5:53:33	78.38 mi	2270 ft
-Fri, 1/8/2021	Coyote Hills Geocaching	4:58:08	69.08	797
-Sun, 10/11/2020	Los Altos Hills Paths	5:49:29	65.03	1,870
-Mon, 10/5/2020	Half way around the bay on bay trail	6:26:35	80.05	541
-Tue, 9/29/2020	Saratoga Geocaching	4:58:20	64.30	961
-Sun, 9/27/2020	Edenvale Park	5:39:01	75.73	997
-Thu, 9/24/2020	Alum Rock Geocaching	5:07:29	67.19	1093
-Sun, 9/20/2020	Rosicrucian Museum, Alexis Dr.	6:03:57	74.85	600
-Tue, 9/15/2020	First ride after 5 days of smoke	6:11:15	76.05	1181
-Sun, 8/30/2020	Los Gatos	6:21:49	80.92	2,100
-Sun, 8/16/2020	Afternoon Ride	5:31:50	68.39	514
-Fri, 8/14/2020	Niles / Dumbarton	4:53:47	66.12	597
-Sun, 8/9/2020	Ravenswood Bay Trail / Niles / Dumbarton	5:37:20	74.68	1125
-Sat, 8/1/2020	Alviso / Guadalupe / SJC	5:52:52	68.66	718
-Tue, 7/28/2020	Circumnavigate lower Bay / Coyote Creek lagoon / Dumbarton	5:15:29	68.68	521
-Sat, 7/25/2020	Bay Trail	5:31:16	68.19	731
-Thu, 7/23/2020	Bay / Tomas Aquino Trail	5:44:49	76.35	1749
-Sun, 7/19/2020	Saratoga / Mt Eden	5:49:45	70.43	1,954
-Sun, 7/12/2020	Calvares Rd / Niles / Dumbarton	5:30:10	68.23	2,008
-Sun, 7/5/2020	Afternoon Ride	5:16:20	66.07	1,286
-Fri, 7/3/2020	Sawyer Camp Trail	5:18:23	72.12	1,890
-Sun, 6/28/2020	Saratoga	5:31:44	71.01	1,063
-Sun, 6/21/2020	Sawyer Camp Trail	6:35:20	79.78	1,738
-Sun, 6/13/2020	Canada Rd	5:39:40	70.73	1,841
-Fri, 2/28/2020	Sawyer Camp Trail	6:24:49	84.43	3,448
-Wed, 2/12/2020	Bay Trail	5:25:09	66.02	572
-Fri, 2/7/2020	Bay Trail / Cargill	6:07:23	74.04	1,814
-Sun, 1/26/2020	Los Gatos / Bay	5:18:15	67.98	1,286
-Fri, 1/31/2020	Bay Trail / Guadalupe / Geocaching	5:21:39	69.39	1,125
-Sat, 11/16/2019	Canada / Crystal Dam / Sawyer Camp / Bay Trail	5:18:46	66.08	1,972
-Fri, 9/6/2019	San Mateo / Bay Trail	4:59:29	68.01	1,158
-Sat, 8/31/2019	San Gregorio via OLH	5:13:21	65.31	4,026
-Sat, 8/24/2019	Tour de Fox	4:43:39	68.66	2,097
-Sun, 8/18/2019	Afternoon Ride	2:06:52	27.14	331
-Fri, 7/5/2019	Crystal Springs	4:30:55	64.05	1,965
-Sat, 6/15/2019	Morning Ride	2:29:38	29.98	1,785
-Sat, 6/8/2019	Morning Ride	2:53:08	34.42	1,824
-Sun, 6/2/2019	The Sequoia	6:40:43	77.51	6,467
-##### 2012 to 2018: rides over 25 miles
-Fri, 1/9/2012	Otago Rail Trail	8:00:00	101.00	2,200
-Thu, 6/14/2012	Coyote Creek Century with Juliet	8:08:15	100.07	1,513
-Sat, 5/13/2017	Morgan Hill iCare Classic	7:27:21	100.05	4,596
-Sat, 5/12/2018	ICare Classic, Morgan Hill	6:47:46	91.29	4,160
-Sat, 5/6/2017	Wine Country Century	7:15:22	89.49	5,246
-Fri, 8/10/2018	Bike Ride Northwest Day 6	6:14:18	84.70	4,380
-Sat, 10/1/2016	Half Moon Bay overnight campout	7:30:38	80.07	6,039
-Tue, 8/7/2018	Bike Ride Northwest Day 3	6:10:39	78.96	5,092
-Sun, 6/15/2014	Sierra to the Sea Day 1	5:34:06	78.53	4,777
-Sat, 4/23/2016	Wildflower Century	5:36:10	77.22	4,193
-Mon, 6/16/2014	Sierra to the Sea Day 2	5:35:06	74.68	2,451
-Fri, 8/12/2016	Half Moon Bay / Harvey's 73/7300 Birthday Ride	6:44:14	74.35	6,610
-Wed, 10/14/2015	Half Moon Bay	6:07:55	72.97	7,644
-Fri, 1/27/2017	Morning Ride	5:16:50	70.07	2,539
-Sat, 8/15/2015	Coyote Creek Trail with Juliet	5:49:01	69.30	1,745
-Tue, 6/17/2014	Sierra to the Sea Day 3	4:48:41	68.64	825
-Thu, 8/9/2018	Bike Ride Northwest Day 5	4:58:07	68.41	3,862
-Sat, 4/15/2017	Pescadero	6:13:12	68.34	6,130
-Sun, 6/4/2017	Sequoia Challenge	6:17:25	66.52	7,520
-Wed, 8/5/2015	08/05/2015 Palo Alto, CA	4:56:15	66.33	2,054
-Fri, 8/28/2015	Pescadaro via OLH	5:18:51	66.01	6,137
-Fri, 11/20/2015	Los Gatos	5:29:40	65.73	5,380
-Sun, 6/3/2018	The Sequoia	5:58:15	64.92	6,677
-Thu, 6/19/2014	Sierra to the Sea Day 5	4:32:55	63.69	2,584
-Mon, 8/3/2015	Palo Alto, CA	4:45:09	63.61	1,877
-Fri, 6/10/2016	Morning Ride	4:21:38	62.84	3,196
-Sun, 6/2/2013	Woodside Loop and Baylands	4:27:42	62.14	2,169
-Wed, 6/12/2013	ride	4:39:46	61.39	2,207
-Sat, 4/18/2015	Tunitas + Lobitos Creeks	5:14:38	61.27	6,611
-Sat, 11/11/2017	Los Gatos / Bay Trail	4:26:24	60.74	1,316
-Sun, 4/17/2016	La Honda / Skyline	5:10:41	60.35	4,551
-Mon, 7/3/2017	Los Gatos / Bay Trail	4:25:41	60.28	1,329
-Sat, 4/16/2016	OLH / San Gregorio / Tunitas	4:57:40	60.12	4,744
-Sun, 1/29/2017	Los Gatos / Guadalupe / San Tomas / Bay Trails	4:33:38	60.11	1,447
-Mon, 11/26/2018	Lunch Ride Los Gatos	4:21:35	60.03	1,070
-Sat, 10/31/2015	Saratoga Ramble	5:01:57	59.11	3,528
-Sat, 8/18/2018	Tour de Menlo	4:03:48	58.81	2,467
-Sat, 4/26/2014	OLH / Tunitas Creek	5:15:26	58.69	6,742
-Sat, 6/15/2013	Palo Alto to Santa Cruz	4:27:54	58.42	4,431
-Sat, 10/11/2014	OLH / Tunitas	5:05:23	58.29	6,044
-Sat, 7/9/2016	Santa Cruz	3:50:23	58.23	4,042
-Wed, 6/18/2014	Sierra to the Sea Day 4	4:57:53	57.64	5,561
-Tue, 7/7/2015	07/07/2015 Palo Alto, CA	4:13:20	57.60	1,280
-Mon, 8/6/2018	Bike Ride Northwest Day 2	4:35:48	57.58	4,514
-Fri, 6/20/2014	Sierra to the Sea Day 6	4:33:39	56.91	4,453
-Sat, 6/10/2017	Los Gatos / Creek Trails	3:50:24	56.28	1,365
-Sat, 3/4/2017	Lunch Ride	3:58:25	56.26	1,378
-Sun, 8/5/2018	Bike Ride Northwest Day 1	3:34:42	55.77	1,824
-Sat, 8/13/2016	Petaluma / Point Reyes	4:30:12	54.75	5,286
-Sun, 6/7/2015	Tour de Cure	3:59:47	54.65	2,748
-Wed, 12/16/2015	Los Gatos	4:00:41	53.86	2,595
-Fri, 6/2/2017	Morning Ride	3:57:45	53.49	1,375
-Sun, 6/8/2014	Tour de Cure 75K	4:03:05	53.10	2,596
-Sun, 11/6/2016	Los Gatos	3:38:28	52.49	1,263
-Fri, 2/10/2017	Morning Ride	3:52:39	52.02	1,739
-Sat, 2/23/2019	Crystal Springs Dam	4:02:11	51.93	1,946
-Fri, 8/11/2017	Saratoga with Peter H	4:30:31	51.74	2,871
-Sat, 2/4/2017	Canada Rd	3:46:34	51.66	1,762
-Sun, 6/9/2013	Silicon Valley Tour de Cure 75K	3:58:37	51.63	2,929
-Sun, 9/3/2017	Morning Ride	4:22:45	51.31	2,526
-Mon, 7/27/2015	Palo Alto Cycling	3:48:23	50.93	1,306
-Wed, 7/29/2015	07/29/2015 Palo Alto, CA	3:47:53	50.92	1,873
-Sun, 6/26/2016	Afternoon Ride	3:16:33	50.78	1,181
-Mon, 8/10/2015	08/10/2015 Palo Alto, CA	3:41:54	50.73	1,325
-Sat, 10/15/2016	Los Gatos	3:28:16	50.64	1,368
-Tue, 12/19/2017	Los Gatos	3:46:37	50.49	1,929
-Fri, 6/28/2013	Kaffeehaus San Mateo	3:38:11	50.38	1,028
-Thu, 10/5/2017	Big Sur	4:33:33	50.38	4,528
-Sun, 11/20/2016	Lunch Ride	3:32:01	50.13	1,847
-Sat, 1/13/2018	Canada to Coyote Point	3:59:24	50.09	1,499
-Fri, 1/13/2017	Los Gatos Creek	3:52:28	50.01	1,598
-Sun, 6/11/2017	Tour de Cure with Juliet	4:11:01	49.49	2,713
-Sun, 9/11/2016	Santa Cruz via Mountain Charlie Rd	4:03:04	48.78	3,300
-Sat, 7/23/2016	Morning Ride	3:30:50	48.45	1,063
-Fri, 3/25/2016	Morning Ride	3:39:53	47.93	2,438
-Sat, 8/20/2016	Tour de Menlo with Juliet	3:30:24	47.52	2,133
-Wed, 11/11/2015	Morning Ride	3:45:01	46.54	2,559
-Fri, 7/21/2017	Morning Ride	3:35:00	46.19	748
-Sat, 9/2/2017	Canada / Sheep Camp Trail	3:45:45	45.72	2,034
-Mon, 1/19/2015	Canada Rd, etc.	2:57:14	45.64	1,836
-Sun, 11/27/2016	Morning Ride	3:04:11	45.60	1,378
-Sun, 7/2/2017	Afternoon Ride	3:10:38	45.30	581
-Sat, 10/3/2015	Los Gatos	2:59:26	45.21	1,148
-Sat, 7/2/2016	Morning Ride	3:23:20	45.21	1,991
-Mon, 1/16/2017	Morning Ride	3:34:28	45.15	1,434
-Sun, 1/15/2017	Lunch Ride	3:18:47	45.12	1,873
-Sun, 4/9/2017	Lunch Ride	3:10:28	44.76	636
-Sun, 10/15/2017	Los Gatos	2:51:53	44.71	1,437
-Tue, 10/8/2013	work	3:22:55	44.58	961
-Thu, 7/16/2015	07/16/2015 Mountain View, California	3:29:45	44.34	1,339
-Sat, 10/28/2017	Mindego Ridge Winery	4:17:45	44.28	4,331
-Sun, 9/2/2018	Saratoga	3:31:02	44.04	1,900
-Fri, 9/23/2016	Los Gatos	2:53:22	43.93	1,339
-Sat, 7/25/2015	07/25/2015 Palo Alto, California	4:02:27	43.62	4,819
-Sat, 7/8/2017	Dumbarton / Niles	3:14:55	43.54	627
-Sat, 6/9/2018	Kings Mountain	3:41:47	43.47	3,543
-Fri, 3/10/2017	Morning Ride	4:13:51	43.22	4,554
-Sat, 3/26/2016	Morning Ride	3:36:57	43.18	3,173
-Sun, 10/18/2015	Afternoon Ride	3:00:02	43.04	2,323
-Sat, 9/20/2014	Kings Mountain	3:26:36	43.00	3,299
-Sat, 8/11/2018	Bike Ride Northwest Day 7	3:25:20	42.39	2,241
-Sat, 3/18/2017	Morning Ride	3:37:01	42.29	2,231
-Sat, 7/11/2015	07/11/2015 Walnut Creek, California	3:09:38	42.29	3,284
-Thu, 1/22/2015	OLH, etc.	3:25:09	42.15	2,957
-Sun, 11/9/2014	11/09/2014 Palo Alto, CA	3:24:57	42.10	3,096
-Sun, 5/15/2016	Afternoon Ride	2:55:51	41.98	1,693
-Sat, 3/25/2017	Morning Ride	3:37:45	41.94	2,874
-Sun, 6/14/2015	06/14/2015 Palo Alto, CA	2:46:38	41.67	1,086
-Sat, 7/28/2018	Coyote Hills / Dumbarton	3:25:39	41.66	1,463
-Sun, 8/7/2016	Afternoon Ride	2:42:58	41.19	1,526
-Sat, 2/11/2017	Morning Ride	3:19:34	41.16	2,172
-Sun, 12/3/2017	Bay Trail	2:53:58	40.86	568
-Mon, 5/29/2017	Morning Ride	3:52:04	40.83	3,678
-Sat, 2/18/2017	Lunch Ride	3:01:13	40.82	630
-Wed, 11/9/2016	Lunch Ride	2:52:06	40.82	1,667
-Sat, 5/20/2017	Lunch Ride	3:07:43	40.82	709
-Sat, 3/24/2018	Morning Ride	2:56:29	40.69	561
-Sun, 11/19/2017	Belmont / Bay Trail	2:53:36	40.60	453
-Sun, 3/26/2017	Lunch Ride	2:54:38	40.57	518
-Sat, 5/25/2019	Crestview	3:17:16	40.56	2,890
-Sat, 9/16/2017	Tour de Coop	3:24:53	40.55	1,125
-Thu, 9/3/2015	Morning Ride	3:02:58	40.40	1,181
-Sun, 2/5/2017	Morning Ride	2:53:48	40.40	1,608
-Sun, 10/23/2016	Lunch Ride	2:41:33	40.33	1,699
-Sat, 12/8/2018	Morning Ride	3:27:10	40.33	2,300
-Sun, 2/12/2017	Lunch Ride	3:39:38	40.27	2,717
-Sat, 12/2/2017	Dumbarton / Niles	2:57:48	40.26	610
-Sun, 11/12/2017	Morning Ride	2:54:57	40.24	656
-Sat, 11/15/2014	Kings Mountain again	3:25:14	40.18	2,952
-Sun, 10/9/2016	Lunch Ride	2:41:06	40.14	1,106
-Mon, 11/6/2017	Morning Ride	2:48:12	40.13	509
-Sat, 12/17/2016	Morning Ride	3:11:31	40.10	2,133
-Fri, 1/12/2018	Morning Ride	2:58:30	40.09	427
-Sun, 12/18/2016	Morning Ride	3:04:01	40.03	1,886
-Sun, 1/25/2015	Canada Rd	2:45:51	39.99	1,772
-Sat, 6/21/2014	Sierra to the Sea Day 7	3:36:53	39.77	3,325
-Sat, 9/23/2017	Canada / Crestview	3:25:13	39.77	2,444
-Fri, 12/27/2013	OLH to Page Mill	3:24:14	39.73	3,365
-Fri, 10/30/2015	OLH / West Alpine	3:28:46	39.51	4,505
-Sat, 9/5/2015	Ring of Fire	3:31:55	39.18	3,553
-Wed, 8/28/2013	Train Track Crash	2:50:55	39.16	928
-Sun, 2/22/2015	Canada Rd Plus	2:57:25	39.14	1,834
-Sat, 4/8/2017	Lunch Ride	3:28:52	39.09	3,117
-Sat, 11/14/2015	Morning Ride	3:09:31	39.00	2,254
-Sun, 3/1/2015	Canada Rd	2:38:11	38.81	1,856
-Wed, 11/22/2017	Morning Ride	2:55:22	38.77	892
-Sat, 10/29/2016	Morning Ride	3:14:22	38.72	2,201
-Sat, 4/6/2019	Coyote Hills / Dumbarton	2:50:52	38.71	650
-Wed, 7/22/2015	07/22/2015 Palo Alto, CA	2:55:45	38.68	627
-Mon, 6/22/2015	06/22/2015 Palo Alto, CA	2:51:10	38.55	725
-Fri, 12/16/2016	Morning Ride	2:54:02	38.46	1,053
-Sun, 10/7/2018	Westridge, Canada with Ted	3:09:25	38.29	1,667
-Sat, 2/21/2015	Kings Mountain	3:13:05	38.21	3,015
-Sat, 9/12/2015	Morning Ride	3:06:03	38.20	3,342
-Sun, 2/15/2015	Canada Rd	2:35:29	38.06	1,470
-Sun, 11/16/2014	Canada Rd	2:30:41	37.88	1,548
-Sun, 10/5/2014	Canada Road Sunday	2:39:39	37.84	1,644
-Mon, 11/23/2015	Home from Pigeon Point	3:29:29	37.70	3,133
-Sat, 1/6/2018	Morning Ride	2:53:45	37.66	1,503
-Sun, 1/7/2018	Dumbarton / Niles	2:39:17	37.64	472
-Sun, 12/1/2013	Mt Hamilton	3:47:01	37.56	4,921
-Sun, 3/18/2018	Lunch Ride	2:47:48	37.52	827
-Sat, 9/22/2018	Morning Ride	2:52:01	37.45	1,798
-Sun, 10/22/2017	Afternoon Ride	2:33:27	37.41	1,024
-Sun, 5/4/2014	MTV-Woodside	2:41:21	37.41	1,495
-Sat, 1/23/2016	Morning Ride	3:39:10	37.35	2,949
-Sun, 9/16/2018	Dumbarton / Niles	2:38:41	37.26	722
-Sun, 6/10/2018	Canada / Emerald Hills	3:21:31	37.26	2,621
-Mon, 5/4/2015	Commute	2:43:06	37.25	189
-Sat, 7/7/2018	Runymede Trail	3:01:51	37.07	1,834
-Sun, 12/11/2016	Afternoon Ride	2:34:13	37.05	1,463
-Sun, 11/29/2015	Mt Hamilton	3:40:48	37.00	4,902
-Sat, 1/30/2016	Morning Ride	2:31:37	36.88	1,345
-Mon, 2/18/2019	Niles	2:39:39	36.83	571
-Sun, 1/21/2018	Alviso	2:35:58	36.82	404
-Sat, 8/26/2017	Lunch Ride	2:41:49	36.71	1,115
-Sat, 9/13/2014	Emerald Hills	2:55:30	36.71	2,143
-Sun, 5/22/2016	Lunch Ride	2:11:12	36.68	1,332
-Sat, 11/25/2017	Mt. Hamilton	3:41:22	36.65	4,806
-Fri, 10/13/2017	Voyage	2:46:15	36.63	505
-Tue, 5/12/2015	05/12/2015 Palo Alto, CA	2:47:15	36.54	499
-Mon, 4/20/2015	Commute	2:57:44	36.31	119
-Fri, 5/13/2016	Morning Ride	2:41:03	36.21	456
-Sat, 12/3/2016	Morning Ride	3:08:37	36.20	2,881
-Sun, 12/7/2014	12/07/2014 Palo Alto, CA	2:43:35	36.16	1,569
-Sun, 9/30/2018	Canada	2:48:41	36.12	1,480
-Fri, 3/30/2018	Morning Ride	2:38:07	36.11	285
-Sun, 11/5/2017	Lunch Ride	3:24:01	35.91	2,231
-Sun, 2/8/2015	Commute	2:28:46	35.85	1,142
-Sat, 3/30/2019	Morning Ride	3:23:55	35.78	2,861
-Sun, 11/22/2015	Pigeon Point	3:14:41	35.73	3,230
-Mon, 9/19/2016	Sunnyvale	2:37:04	35.68	745
-Thu, 4/9/2015	Palo Alto Cycling	2:35:47	35.51	117
-Sun, 8/21/2016	Canada	2:20:21	35.42	1,348
-Tue, 10/28/2014	Woodside	2:36:36	35.39	1,560
-Sun, 1/27/2019	Crystal Springs Dam Bridge	2:28:21	35.38	1,480
-Thu, 4/26/2018	San Mateo	2:38:26	35.31	666
-Thu, 12/22/2016	Half Moon Bay	2:53:00	35.26	2,671
-Tue, 6/7/2016	Los Altos	2:41:13	35.18	1,070
-Sat, 3/15/2014	Canada - Steve	2:51:50	35.01	1,607
-Sun, 12/6/2015	Canada Rd	2:15:05	34.67	1,237
-Wed, 9/13/2017	Healdburg / Jimtown	2:08:03	34.45	912
-Thu, 10/2/2014	10/02/2014 Mountain View, California	3:08:06	34.28	2,864
-Sat, 2/1/2014	OLH to Page Mill	3:07:43	34.26	3,099
-Sat, 10/21/2017	Pescadero	5:20:08	67.05	4,938
-Sat, 7/30/2016	Morning Ride	2:50:15	34.19	2,799
-Mon, 7/10/2017	Morning Ride	2:38:59	34.18	984
-Thu, 7/31/2014	Work commute	2:36:53	34.15	564
-Sat, 12/15/2018	Lunch Ride	2:50:19	34.10	1,683
-Sat, 1/20/2018	Afternoon Ride	2:28:18	34.02	525
-Sun, 12/4/2016	Morning Ride	2:29:29	34.00	1,161
-Sat, 10/8/2016	Lunch Ride	2:25:17	33.95	1,375
-Thu, 10/16/2014	Commute	2:40:01	33.76	615
-Fri, 11/11/2016	OLH	2:44:59	33.69	2,175
-Sat, 9/3/2016	Morning Ride	3:07:28	33.65	2,792
-Sun, 4/19/2015	Canada Rd	2:23:17	33.56	1,466
-Sat, 8/12/2017	Afternoon Ride	2:41:24	33.54	633
-Sat, 2/14/2015	Rancho San Antonio	2:45:23	33.53	2,075
-Sat, 2/27/2016	Morning Ride	2:47:15	33.51	2,005
-Sun, 9/17/2017	Canada and off road	2:36:04	33.50	1,772
-Sat, 2/24/2018	Los Altos Hills on and off road	3:10:47	33.49	2,343
-Sun, 1/26/2014	Canada Rd	2:05:59	33.12	1,446
-Sat, 4/27/2019	Morning Ride	2:31:48	33.04	1,722
-Sun, 5/12/2019	Peninsula Bike Trail to Bay Trail	2:29:05	33.00	846
-Sun, 8/20/2017	Lunch Ride	2:23:02	32.96	1,407
-Sun, 3/6/2016	Lunch Ride	2:57:54	32.86	2,566
-Sun, 3/5/2017	Lunch Ride	2:57:09	32.82	1,713
-Sat, 12/16/2017	Morning Ride	2:48:58	32.72	2,320
-Tue, 8/23/2016	Morning Ride	2:32:15	32.61	354
-Fri, 12/9/2016	Morning Ride	3:04:52	32.55	2,365
-Sun, 11/1/2015	Lunch Ride	2:20:35	32.49	1,553
-Sat, 4/14/2018	Lunch Ride	2:21:49	32.43	666
-Fri, 1/26/2018	Morning Ride	2:23:38	32.41	295
-Sun, 8/16/2015	08/16/2015 Palo Alto, CA	2:29:53	32.40	1,650
-Sat, 5/9/2015	OLH	2:30:17	32.33	2,788
-Wed, 1/31/2018	Morning Ride	3:04:15	32.28	2,526
-Sat, 4/4/2015	Rancho San Antonio	2:55:37	32.26	2,136
-Sat, 3/16/2019	Morning Ride	2:58:43	32.26	2,316
-Sun, 12/27/2015	Canada Rd with Juliet	2:24:56	32.22	1,491
-Mon, 5/18/2015	05/18/2015 Palo Alto, CA	2:24:45	32.22	807
-Sun, 4/8/2018	Lunch Ride	2:21:54	32.18	1,296
-Sun, 5/3/2015	Canada Rd	2:12:24	32.02	1,384
-Wed, 6/17/2015	06/17/2015 Mountain View, California	2:13:42	32.01	650
-Sat, 11/7/2015	Crystal Springs Part 1	2:15:00	32.00	1000
-Sun, 8/23/2015	Afternoon Ride	2:24:29	31.90	2,444
-Sun, 4/12/2015	Palo Alto Cycling	2:01:49	31.76	1,210
-Sun, 11/13/2016	Afternoon Ride	2:23:46	31.71	1,273
-Fri, 10/7/2016	Morning Ride	2:26:46	31.65	2,382
-Thu, 8/15/2013	08/15/2013 Palo Alto, CA	2:19:27	31.64	555
-Wed, 10/30/2013	work	2:22:00	31.55	995
-Sun, 9/18/2016	Morning Ride	2:20:46	31.48	1,506
-Tue, 6/18/2013	work etc (headwinds)	2:03:34	31.48	809
-Sun, 3/11/2018	Lunch Ride	2:23:14	31.42	686
-Sat, 3/12/2016	Lunch Ride	2:10:01	31.39	1,198
-Sun, 1/22/2017	Dumbarton	2:23:36	31.27	591
-Sat, 9/29/2018	Kings	2:36:47	31.23	1,949
-Sat, 3/23/2019	Morning Ride	2:33:27	31.19	1,529
-Sat, 4/13/2019	Alviso	2:10:04	31.18	397
-Mon, 11/10/2014	Commute	2:22:39	31.18	800
-Mon, 5/25/2015	05/25/2015 Palo Alto, CA	2:19:26	31.14	1,591
-Mon, 2/16/2015	Portola Valley Loop	2:09:15	31.11	1,283
-Wed, 9/21/2016	Morning Ride	2:16:04	31.09	551
-Sat, 3/11/2017	Afternoon Ride	2:19:05	31.04	1,368
-Sun, 7/29/2018	Lunch Ride	2:26:56	30.92	1,578
-Fri, 11/10/2017	Lunch Ride	2:20:46	30.92	312
-Mon, 6/12/2017	Morning Ride	2:20:16	30.90	554
-Thu, 12/29/2016	Morning Ride	2:13:46	30.86	1,083
-Sat, 4/22/2017	Lunch Ride	2:21:31	30.80	1,237
-Mon, 9/7/2015	Healdsburg	2:09:43	30.76	1,037
-Sat, 1/14/2017	Afternoon Ride	2:12:37	30.71	466
-Mon, 9/4/2017	Kings Mountain	2:40:57	30.69	2,431
-Sun, 8/9/2015	08/09/2015 Palo Alto, CA	2:15:39	30.66	1,348
-Sat, 12/12/2015	Lunch Ride	2:16:20	30.56	1,434
-Thu, 12/28/2017	Morning Ride	2:17:38	30.54	430
-Mon, 1/30/2017	Morning Ride	2:19:47	30.49	696
-Sun, 8/27/2017	Lunch Ride	2:16:36	30.47	774
-Fri, 10/12/2018	Lunch Ride	2:16:25	30.44	348
-Sat, 2/28/2015	Palo Alto Cycling	2:40:24	30.37	2,535
-Sat, 6/24/2017	Afternoon Ride	2:06:05	30.31	338
-Tue, 6/2/2015	06/02/2015 Mountain View, California	2:09:58	30.30	784
-Mon, 5/27/2019	Canada / Sheep camp / Water dog lake	2:37:11	30.27	1,444
-Sat, 1/2/2016	Los Altos Hills	2:29:48	30.27	1,952
-Fri, 6/23/2017	Morning Ride	2:17:16	30.27	515
-Sun, 4/2/2017	Morning Ride	2:20:47	30.23	407
-Sat, 8/25/2018	Morning Ride	2:22:42	30.22	2,257
-Sun, 9/14/2014	09/14/2014 Palo Alto, CA	2:06:48	30.18	1,204
-Sat, 8/19/2017	Lunch Ride	2:06:39	30.17	627
-Sun, 3/12/2017	Morning Ride	2:18:13	30.16	600
-Sat, 11/21/2015	Morning Ride	2:20:54	30.16	1,499
-Wed, 10/12/2016	Morning Ride	2:19:51	30.11	328
-Sun, 7/8/2018	Lunch Ride	2:12:19	30.04	768
-Tue, 11/22/2016	Morning Ride	2:18:57	30.04	518
-Wed, 3/4/2015	Commute	2:15:56	30.02	1,125
-Sun, 3/25/2018	Dumbarton / Coyote Hills / Middle of the Bay	2:31:51	30.01	709
-Tue, 2/14/2017	Morning Ride	2:22:16	29.92	463
-Sun, 5/31/2015	05/31/2015 Palo Alto, California	2:35:24	29.85	2,568
-Tue, 11/1/2016	Morning Ride	2:15:55	29.78	515
-Sun, 6/5/2016	Morning Ride	2:18:02	29.70	1,293
-Sun, 5/26/2019	San Carlos / Bay Trail	2:17:51	29.55	620
-Thu, 8/13/2015	08/13/2015 Palo Alto, CA	2:13:58	29.51	778
-Sun, 7/14/2013	07/14/2013 Palo Alto, CA	2:23:07	29.34	739
-Sun, 4/3/2016	Lunch Ride	2:03:38	29.31	810
-Mon, 3/9/2015	Palo Alto Cycling	1:57:50	29.21	115
-Fri, 2/23/2018	Morning Ride	2:08:28	29.21	166
-Sat, 10/7/2017	Afternoon Ride	2:02:43	29.18	394
-Sat, 1/17/2015	Palo Alto Cycling	2:08:38	29.06	1,587
-Sat, 1/18/2014	Los Altos Hills	2:32:23	29.03	1,918
-Sat, 6/20/2015	06/20/2015 Palo Alto, CA	2:06:45	28.87	1,650
-Sun, 11/3/2013	work	2:11:08	28.74	841
-Wed, 8/16/2017	Lunch Ride	2:15:48	28.67	732
-Sat, 1/9/2016	Morning Ride	2:07:35	28.54	1,289
-Sat, 9/19/2015	Los Altos Hills	2:31:24	28.51	1,611
-Wed, 8/12/2015	08/12/2015 Palo Alto, CA	2:02:14	28.48	751
-Sun, 7/23/2017	Morning Ride	2:57:35	28.43	2,562
-Mon, 8/24/2015	Morning Ride	2:10:31	28.35	427
-Wed, 6/26/2013	work	2:01:29	28.33	627
-Sun, 4/28/2019	Arastradsero	2:29:59	28.21	1,355
-Sun, 7/19/2015	07/19/2015 Palo Alto, CA	2:00:27	28.17	1,037
-Fri, 12/28/2018	Lunch Ride with Juliet	2:17:33	28.10	331
-Tue, 5/17/2016	Morning Ride	2:06:55	28.09	551
-Wed, 10/5/2016	Morning Ride	2:10:47	28.05	276
-Wed, 6/22/2016	Morning Ride	2:00:40	27.99	374
-Mon, 3/16/2015	Commute	2:06:51	27.97	70
-Sun, 2/25/2018	Lunch Ride	2:10:54	27.88	958
-Sat, 10/27/2018	Morning Ride	2:29:13	27.88	1,581
-Mon, 6/20/2016	Morning Ride	1:52:13	27.77	531
-Sun, 12/2/2018	Lunch Ride	2:34:14	27.72	1,506
-Mon, 3/19/2018	Morning Ride	2:06:35	27.62	860
-Mon, 12/17/2018	Morning Ride	2:16:12	27.60	246
-Sat, 10/14/2017	Afternoon Ride	2:04:53	27.52	387
-Sat, 10/18/2014	Bikepacking Monte Bello	2:54:20	27.44	2,992
-Sun, 4/15/2018	Morning Ride	2:17:16	27.43	1,667
-Mon, 4/10/2017	Morning Ride	2:03:19	27.40	282
-Tue, 5/7/2019	Lunch Ride	2:07:55	27.37	820
-Sun, 11/25/2018	Afternoon Ride	1:56:26	27.34	203
-Wed, 4/29/2015	Palo Alto Cycling	2:03:14	27.33	75
-Tue, 1/17/2017	Morning Ride	2:07:17	27.30	535
-Tue, 9/30/2014	09/30/2014 Palo Alto, CA	2:07:33	27.28	636
-Sat, 9/17/2016	TourDeCoop.org	2:04:27	27.24	479
-Sat, 1/12/2019	Lunch Ride	1:58:47	27.24	1,079
-Mon, 3/30/2015	Woodside Loop	1:47:46	27.22	1,081
-Tue, 11/17/2015	Afternoon Ride	2:04:48	27.12	830
-Sun, 8/13/2017	Woodside Loop (Battery ran down)	2:00:00	27.00	1,000
-Sat, 1/31/2015	Alpine Rd	2:29:26	26.98	2,362
-Sun, 2/28/2016	Woodside Loop	1:43:34	26.93	843
-Sun, 4/1/2018	Lunch Ride	2:30:35	26.92	1,831
-Wed, 5/3/2017	Palo Alto Road Cycling	2:06:05	26.86	1,411
-Fri, 9/9/2016	Morning Ride	1:56:44	26.85	1,086
-Sun, 9/23/2018	Morning Ride	1:57:48	26.83	512
-Sat, 10/4/2014	Woodside Loop	1:52:09	26.71	1,213
-Thu, 5/7/2015	Commute	1:55:36	26.58	68
-Sun, 3/24/2019	Afternoon Ride	2:42:45	26.57	2,267
-Thu, 8/31/2017	Morning Ride	2:00:02	26.54	817
-Sun, 4/24/2016	Afternoon Ride	1:50:08	26.53	935
-Sun, 12/17/2017	Lunch Ride	1:50:51	26.53	217
-Tue, 7/4/2017	Lunch Ride	1:53:04	26.50	459
-Tue, 5/8/2018	Afternoon Ride	2:34:11	26.50	1,791
-Tue, 5/26/2015	05/26/2015 Palo Alto, CA	2:01:47	26.50	591
-Thu, 8/4/2016	Afternoon Ride	1:55:47	26.49	659
-Wed, 6/8/2016	Lunch Ride	1:48:19	26.48	597
-Sun, 9/9/2018	Lunch Ride	2:00:49	26.46	479
-Sat, 5/21/2016	Maker Faire	1:57:14	26.44	207
-Wed, 4/1/2015	Commute	1:55:15	26.44	71
-Wed, 6/29/2016	Morning Ride	1:49:33	26.39	561
-Sat, 9/9/2017	Lunch Ride	1:59:01	26.38	1,112
-Fri, 6/3/2016	Morning Ride	1:56:57	26.38	502
-Fri, 3/31/2017	Morning Ride	2:01:41	26.36	495
-Sat, 12/13/2014	Westridge (up the back way; after the rain)	2:01:01	26.35	1,495
-Sun, 4/14/2019	Huddart - Paul Hopkins	2:08:57	26.34	1,601
-Sat, 6/29/2013	Untitled	1:48:50	26.33	1,091
-Sat, 4/25/2015	Woodside	1:54:30	26.28	1,220
-Tue, 1/31/2017	Morning Ride	2:01:18	26.27	384
-Tue, 6/28/2016	Morning Ride	1:55:31	26.27	571
-Sat, 5/19/2018	Morning Ride	2:00:24	26.25	958
-Thu, 6/30/2016	Morning Ride	1:52:16	26.24	499
-Sun, 2/19/2017	Afternoon Ride	1:56:46	26.23	1,138
-Thu, 8/18/2016	Morning Ride	1:58:06	26.23	712
-Sun, 4/20/2014	Afternoon Ride	1:52:52	26.23	102
-Sun, 5/10/2015	Arastadero	1:48:58	26.22	1,148
-Thu, 5/19/2016	Morning Ride	1:52:56	26.14	938
-Mon, 12/31/2018	Morning Ride	2:00:24	26.11	545
-Fri, 12/15/2017	Afternoon Ride	1:51:36	26.07	226
-Sun, 1/18/2015	Palo Alto Cycling	1:38:16	26.02	1,257
-Mon, 10/3/2016	Morning Ride	1:54:45	26.01	646
-Tue, 7/14/2015	07/14/2015 Mountain View, California	2:02:36	25.99	502
-Fri, 12/18/2015	Lunch Ride	1:58:57	25.93	909
-Tue, 6/13/2017	Morning Ride	1:55:30	25.89	289
-Mon, 8/4/2014	To the Sea	2:17:11	25.87	2,080
-Wed, 9/25/2013	work and with kris	2:07:40	25.81	593
-Sun, 9/13/2015	Afternoon Ride	1:49:31	25.78	1,152
-Sun, 3/3/2019	Afternoon Ride	2:00:06	25.73	390
-Thu, 1/26/2017	Morning Ride	1:56:09	25.67	259
-Sun, 5/6/2018	Morning Ride	1:55:05	25.67	1,148
-Sat, 7/29/2017	Lunch Ride	1:53:50	25.65	988
-Wed, 8/20/2014	08/20/2014 Palo Alto, CA	1:49:35	25.61	497
-Sat, 4/19/2014	Lunch Ride	1:49:37	25.60	1,111
-Mon, 9/3/2018	Afternoon Ride	1:59:08	25.54	331
-Mon, 6/2/2014	Work	1:59:33	25.51	627
-Fri, 12/11/2015	Afternoon Ride	2:12:40	25.44	1,719
-Fri, 2/9/2018	Morning Ride	1:56:11	25.41	318
-Sun, 8/26/2018	Afternoon Ride	1:49:16	25.37	377
-Sun, 7/9/2017	Afternoon Ride	1:50:30	25.36	682
-Mon, 6/26/2017	Morning Ride	1:52:26	25.34	226
-Fri, 9/14/2018	Lunch Ride	1:50:05	25.34	541
-Fri, 3/1/2019	Morning Ride	2:00:23	25.34	121
-Sun, 1/13/2019	Lunch Ride	1:51:40	25.33	715
-Wed, 4/12/2017	Morning Ride	1:59:22	25.33	686
-Wed, 6/14/2017	Morning Ride	1:51:32	25.33	308
-Sat, 11/28/2015	Lunch Ride	1:43:56	25.31	1,122
-Mon, 11/27/2017	Morning Ride	1:55:39	25.31	184
-Fri, 11/28/2014	Palo Alto, CA	1:45:13	25.30	1,112
-Fri, 4/13/2018	Morning Ride	1:53:39	25.28	344
-Fri, 9/15/2017	Morning Ride	1:56:55	25.28	384
-Tue, 12/31/2013	Woodside Loop - Last Ride of the Year	1:45:28	25.27	1,207
-Sun, 10/14/2018	Lunch Ride	2:13:13	25.23	1,421
-Sat, 11/22/2014	Atherton to Woodside	1:43:10	25.21	1,095
-Sat, 6/4/2016	Morning Ride	1:57:23	25.19	922
-Mon, 8/8/2016	Morning Ride	1:52:38	25.17	423
-Fri, 11/6/2015	Morning Ride	1:51:45	25.15	538
-Mon, 12/18/2017	Afternoon Ride	1:52:56	25.15	741
-Fri, 6/24/2016	Afternoon Ride	1:35:25	25.11	623
-Sat, 6/25/2016	Afternoon Ride	1:44:43	25.10	568
-Sat, 1/25/2014	Woodside	1:33:38	25.08	1,243
-Tue, 4/29/2014	Woodside	1:46:03	25.08	886
-Sat, 1/25/2014	Woodside	1:33:38	25.08	1,243
-Thu, 4/13/2017	Morning Ride	2:06:13	25.06	266
-Sun, 6/12/2016	Morning Ride	1:49:25	25.04	387
-Thu, 6/8/2017	Morning Ride	1:56:19	25.02	285
-Thu, 10/13/2016	Morning Ride	1:47:30	25.02	253
-Sun, 1/19/2014	Palo Alto, CA	1:36:55	25.01	1,201
-Mon, 9/5/2016	Afternoon Ride	1:42:56	25.00	902
-Sat, 11/8/2014	Atherton / Woodside	1:40:51	25.00	972
-# 2013: Rides in the 20 to 25 mile range
-Sat, 4/11/2015	Woodside	1:32:24	24.73	1,035
-Sat, 6/1/2013	Woodside Loop	1:41:20	24.45	1,125
-Sun, 6/16/2013	Woodside Loop	1:38:19	24.52	1,137
-Sun, 6/23/2013	Climb	2:16:29	24.30	2,001
-Sat, 3/19/2016	Morning Ride	1:28:00	24.00	1,125
-Sat, 7/13/2013	Doug's Event	1:51:55	21.35	1,677
-Sun, 8/4/2013	Kris's first trike ride	1:51:21	20.96	988
-Sun, 11/24/2013	Alpine Rd	1:42:36	21.02	1,289
-Fri, 11/29/2013	Woodside Loop	1:33:36	22.75	1,011
\ No newline at end of file
+Sun, 3/14	2021	Fremont / Union City	5:18:47	69.58	1552
+Fri, 3/12	2021	Santa Clara	5:09:38	69.49	1138
+Sun, 2/7	2021	Saratoga / Campbell	5:53:33	78.38	2270 
+Fri, 1/8	2021	Coyote Hills Geocaching	4:58:08	69.08	797
+Sun, 10/11	2020	Los Altos Hills Paths	5:49:29	65.03	1,870
+Mon, 10/5	2020	Half way around the bay on bay trail	6:26:35	80.05	541
+Tue, 9/29	2020	Saratoga Geocaching	4:58:20	64.30	961
+Sun, 9/27	2020	Edenvale Park	5:39:01	75.73	997
+Thu, 9/24	2020	Alum Rock Geocaching	5:07:29	67.19	1093
+Sun, 9/20	2020	Rosicrucian Museum, Alexis Dr.	6:03:57	74.85	600
+Tue, 9/15	2020	First ride after 5 days of smoke	6:11:15	76.05	1181
+Sun, 8/30	2020	Los Gatos	6:21:49	80.92	2,100
+Sun, 8/16	2020	Afternoon Ride	5:31:50	68.39	514
+Fri, 8/14	2020	Niles / Dumbarton	4:53:47	66.12	597
+Sun, 8/9	2020	Ravenswood Bay Trail / Niles / Dumbarton	5:37:20	74.68	1125
+Sat, 8/1	2020	Alviso / Guadalupe / SJC	5:52:52	68.66	718
+Tue, 7/28	2020	Circumnavigate lower Bay / Coyote Creek lagoon / Dumbarton	5:15:29	68.68	521
+Sat, 7/25	2020	Bay Trail	5:31:16	68.19	731
+Thu, 7/23	2020	Bay / Tomas Aquino Trail	5:44:49	76.35	1749
+Sun, 7/19	2020	Saratoga / Mt Eden	5:49:45	70.43	1,954
+Sun, 7/12	2020	Calvares Rd / Niles / Dumbarton	5:30:10	68.23	2,008
+Sun, 7/5	2020	Afternoon Ride	5:16:20	66.07	1,286
+Fri, 7/3	2020	Sawyer Camp Trail	5:18:23	72.12	1,890
+Sun, 6/28	2020	Saratoga	5:31:44	71.01	1,063
+Sun, 6/21	2020	Sawyer Camp Trail	6:35:20	79.78	1,738
+Sun, 6/13	2020	Canada Rd	5:39:40	70.73	1,841
+Fri, 2/28	2020	Sawyer Camp Trail	6:24:49	84.43	3,448
+Wed, 2/12	2020	Bay Trail	5:25:09	66.02	572
+Fri, 2/7	2020	Bay Trail / Cargill	6:07:23	74.04	1,814
+Sun, 1/26	2020	Los Gatos / Bay	5:18:15	67.98	1,286
+Fri, 1/31	2020	Bay Trail / Guadalupe / Geocaching	5:21:39	69.39	1,125
+Sat, 11/16	2019	Canada / Crystal Dam / Sawyer Camp / Bay Trail	5:18:46	66.08	1,972
+Fri, 9/6	2019	San Mateo / Bay Trail	4:59:29	68.01	1,158
+Sat, 8/31	2019	San Gregorio via OLH	5:13:21	65.31	4,026
+Sat, 8/24	2019	Tour de Fox	4:43:39	68.66	2,097
+Sun, 8/18	2019	Afternoon Ride	2:06:52	27.14	331
+Fri, 7/5	2019	Crystal Springs	4:30:55	64.05	1,965
+Sat, 6/15	2019	Morning Ride	2:29:38	29.98	1,785
+Sat, 6/8	2019	Morning Ride	2:53:08	34.42	1,824
+Sun, 6/2	2019	The Sequoia	6:40:43	77.51	6,467
+##### 2012 to 2018: rides over 25 miles, longest first
+Fri, 1/9	2012	Otago Rail Trail	8:00:00	101.00	2,200
+Thu, 6/14	2012	Coyote Creek Century with Juliet	8:08:15	100.07	1,513
+Sat, 5/13	2017	Morgan Hill iCare Classic	7:27:21	100.05	4,596
+Sat, 5/12	2018	ICare Classic, Morgan Hill	6:47:46	91.29	4,160
+Sat, 5/6	2017	Wine Country Century	7:15:22	89.49	5,246
+Fri, 8/10	2018	Bike Ride Northwest Day 6	6:14:18	84.70	4,380
+Sat, 10/1	2016	Half Moon Bay overnight campout	7:30:38	80.07	6,039
+Tue, 8/7	2018	Bike Ride Northwest Day 3	6:10:39	78.96	5,092
+Sun, 6/15	2014	Sierra to the Sea Day 1	5:34:06	78.53	4,777
+Sat, 4/23	2016	Wildflower Century	5:36:10	77.22	4,193
+Mon, 6/16	2014	Sierra to the Sea Day 2	5:35:06	74.68	2,451
+Fri, 8/12	2016	Half Moon Bay / Harvey's 73/7300 Birthday Ride	6:44:14	74.35	6,610
+Wed, 10/14	2015	Half Moon Bay	6:07:55	72.97	7,644
+Fri, 1/27	2017	Morning Ride	5:16:50	70.07	2,539
+Sat, 8/15	2015	Coyote Creek Trail with Juliet	5:49:01	69.30	1,745
+Tue, 6/17	2014	Sierra to the Sea Day 3	4:48:41	68.64	825
+Thu, 8/9	2018	Bike Ride Northwest Day 5	4:58:07	68.41	3,862
+Sat, 4/15	2017	Pescadero	6:13:12	68.34	6,130
+Sun, 6/4	2017	Sequoia Challenge	6:17:25	66.52	7,520
+Wed, 8/5	2015	Palo Alto, CA	4:56:15	66.33	2,054
+Fri, 8/28	2015	Pescadaro via OLH	5:18:51	66.01	6,137
+Fri, 11/20	2015	Los Gatos	5:29:40	65.73	5,380
+Sun, 6/3	2018	The Sequoia	5:58:15	64.92	6,677
+Thu, 6/19	2014	Sierra to the Sea Day 5	4:32:55	63.69	2,584
+Mon, 8/3	2015	Palo Alto, CA	4:45:09	63.61	1,877
+Fri, 6/10	2016	Morning Ride	4:21:38	62.84	3,196
+Sun, 6/2	2013	Woodside Loop and Baylands	4:27:42	62.14	2,169
+Wed, 6/12	2013	ride	4:39:46	61.39	2,207
+Sat, 4/18	2015	Tunitas + Lobitos Creeks	5:14:38	61.27	6,611
+Sat, 11/11	2017	Los Gatos / Bay Trail	4:26:24	60.74	1,316
+Sun, 4/17	2016	La Honda / Skyline	5:10:41	60.35	4,551
+Mon, 7/3	2017	Los Gatos / Bay Trail	4:25:41	60.28	1,329
+Sat, 4/16	2016	OLH / San Gregorio / Tunitas	4:57:40	60.12	4,744
+Sun, 1/29	2017	Los Gatos / Guadalupe / San Tomas / Bay Trails	4:33:38	60.11	1,447
+Mon, 11/26	2018	Lunch Ride Los Gatos	4:21:35	60.03	1,070
+Sat, 10/31	2015	Saratoga Ramble	5:01:57	59.11	3,528
+Sat, 8/18	2018	Tour de Menlo	4:03:48	58.81	2,467
+Sat, 4/26	2014	OLH / Tunitas Creek	5:15:26	58.69	6,742
+Sat, 6/15	2013	Palo Alto to Santa Cruz	4:27:54	58.42	4,431
+Sat, 10/11	2014	OLH / Tunitas	5:05:23	58.29	6,044
+Sat, 7/9	2016	Santa Cruz	3:50:23	58.23	4,042
+Wed, 6/18	2014	Sierra to the Sea Day 4	4:57:53	57.64	5,561
+Tue, 7/7	2015	Palo Alto, CA	4:13:20	57.60	1,280
+Mon, 8/6	2018	Bike Ride Northwest Day 2	4:35:48	57.58	4,514
+Fri, 6/20	2014	Sierra to the Sea Day 6	4:33:39	56.91	4,453
+Sat, 6/10	2017	Los Gatos / Creek Trails	3:50:24	56.28	1,365
+Sat, 3/4	2017	Lunch Ride	3:58:25	56.26	1,378
+Sun, 8/5	2018	Bike Ride Northwest Day 1	3:34:42	55.77	1,824
+Sat, 8/13	2016	Petaluma / Point Reyes	4:30:12	54.75	5,286
+Sun, 6/7	2015	Tour de Cure	3:59:47	54.65	2,748
+Wed, 12/16	2015	Los Gatos	4:00:41	53.86	2,595
+Fri, 6/2	2017	Morning Ride	3:57:45	53.49	1,375
+Sun, 6/8	2014	Tour de Cure 75K	4:03:05	53.10	2,596
+Sun, 11/6	2016	Los Gatos	3:38:28	52.49	1,263
+Fri, 2/10	2017	Morning Ride	3:52:39	52.02	1,739
+Sat, 2/23	2019	Crystal Springs Dam	4:02:11	51.93	1,946
+Fri, 8/11	2017	Saratoga with Peter H	4:30:31	51.74	2,871
+Sat, 2/4	2017	Canada Rd	3:46:34	51.66	1,762
+Sun, 6/9	2013	Silicon Valley Tour de Cure 75K	3:58:37	51.63	2,929
+Sun, 9/3	2017	Morning Ride	4:22:45	51.31	2,526
+Mon, 7/27	2015	Palo Alto Cycling	3:48:23	50.93	1,306
+Wed, 7/29	2015	Palo Alto, CA	3:47:53	50.92	1,873
+Sun, 6/26	2016	Afternoon Ride	3:16:33	50.78	1,181
+Mon, 8/10	2015	Palo Alto, CA	3:41:54	50.73	1,325
+Sat, 10/15	2016	Los Gatos	3:28:16	50.64	1,368
+Tue, 12/19	2017	Los Gatos	3:46:37	50.49	1,929
+Fri, 6/28	2013	Kaffeehaus San Mateo	3:38:11	50.38	1,028
+Thu, 10/5	2017	Big Sur	4:33:33	50.38	4,528
+Sun, 11/20	2016	Lunch Ride	3:32:01	50.13	1,847
+Sat, 1/13	2018	Canada to Coyote Point	3:59:24	50.09	1,499
+Fri, 1/13	2017	Los Gatos Creek	3:52:28	50.01	1,598
+Sun, 6/11	2017	Tour de Cure with Juliet	4:11:01	49.49	2,713
+Sun, 9/11	2016	Santa Cruz via Mountain Charlie Rd	4:03:04	48.78	3,300
+Sat, 7/23	2016	Morning Ride	3:30:50	48.45	1,063
+Fri, 3/25	2016	Morning Ride	3:39:53	47.93	2,438
+Sat, 8/20	2016	Tour de Menlo with Juliet	3:30:24	47.52	2,133
+Wed, 11/11	2015	Morning Ride	3:45:01	46.54	2,559
+Fri, 7/21	2017	Morning Ride	3:35:00	46.19	748
+Sat, 9/2	2017	Canada / Sheep Camp Trail	3:45:45	45.72	2,034
+Mon, 1/19	2015	Canada Rd, etc.	2:57:14	45.64	1,836
+Sun, 11/27	2016	Morning Ride	3:04:11	45.60	1,378
+Sun, 7/2	2017	Afternoon Ride	3:10:38	45.30	581
+Sat, 10/3	2015	Los Gatos	2:59:26	45.21	1,148
+Sat, 7/2	2016	Morning Ride	3:23:20	45.21	1,991
+Mon, 1/16	2017	Morning Ride	3:34:28	45.15	1,434
+Sun, 1/15	2017	Lunch Ride	3:18:47	45.12	1,873
+Sun, 4/9	2017	Lunch Ride	3:10:28	44.76	636
+Sun, 10/15	2017	Los Gatos	2:51:53	44.71	1,437
+Tue, 10/8	2013	work	3:22:55	44.58	961
+Thu, 7/16	2015	Mountain View, California	3:29:45	44.34	1,339
+Sat, 10/28	2017	Mindego Ridge Winery	4:17:45	44.28	4,331
+Sun, 9/2	2018	Saratoga	3:31:02	44.04	1,900
+Fri, 9/23	2016	Los Gatos	2:53:22	43.93	1,339
+Sat, 7/25	2015	Palo Alto, California	4:02:27	43.62	4,819
+Sat, 7/8	2017	Dumbarton / Niles	3:14:55	43.54	627
+Sat, 6/9	2018	Kings Mountain	3:41:47	43.47	3,543
+Fri, 3/10	2017	Morning Ride	4:13:51	43.22	4,554
+Sat, 3/26	2016	Morning Ride	3:36:57	43.18	3,173
+Sun, 10/18	2015	Afternoon Ride	3:00:02	43.04	2,323
+Sat, 9/20	2014	Kings Mountain	3:26:36	43.00	3,299
+Sat, 8/11	2018	Bike Ride Northwest Day 7	3:25:20	42.39	2,241
+Sat, 3/18	2017	Morning Ride	3:37:01	42.29	2,231
+Sat, 7/11	2015	Walnut Creek, California	3:09:38	42.29	3,284
+Thu, 1/22	2015	OLH, etc.	3:25:09	42.15	2,957
+Sun, 11/9	2014	Palo Alto, CA	3:24:57	42.10	3,096
+Sun, 5/15	2016	Afternoon Ride	2:55:51	41.98	1,693
+Sat, 3/25	2017	Morning Ride	3:37:45	41.94	2,874
+Sun, 6/14	2015	Palo Alto, CA	2:46:38	41.67	1,086
+Sat, 7/28	2018	Coyote Hills / Dumbarton	3:25:39	41.66	1,463
+Sun, 8/7	2016	Afternoon Ride	2:42:58	41.19	1,526
+Sat, 2/11	2017	Morning Ride	3:19:34	41.16	2,172
+Sun, 12/3	2017	Bay Trail	2:53:58	40.86	568
+Mon, 5/29	2017	Morning Ride	3:52:04	40.83	3,678
+Sat, 2/18	2017	Lunch Ride	3:01:13	40.82	630
+Wed, 11/9	2016	Lunch Ride	2:52:06	40.82	1,667
+Sat, 5/20	2017	Lunch Ride	3:07:43	40.82	709
+Sat, 3/24	2018	Morning Ride	2:56:29	40.69	561
+Sun, 11/19	2017	Belmont / Bay Trail	2:53:36	40.60	453
+Sun, 3/26	2017	Lunch Ride	2:54:38	40.57	518
+Sat, 5/25	2019	Crestview	3:17:16	40.56	2,890
+Sat, 9/16	2017	Tour de Coop	3:24:53	40.55	1,125
+Thu, 9/3	2015	Morning Ride	3:02:58	40.40	1,181
+Sun, 2/5	2017	Morning Ride	2:53:48	40.40	1,608
+Sun, 10/23	2016	Lunch Ride	2:41:33	40.33	1,699
+Sat, 12/8	2018	Morning Ride	3:27:10	40.33	2,300
+Sun, 2/12	2017	Lunch Ride	3:39:38	40.27	2,717
+Sat, 12/2	2017	Dumbarton / Niles	2:57:48	40.26	610
+Sun, 11/12	2017	Morning Ride	2:54:57	40.24	656
+Sat, 11/15	2014	Kings Mountain again	3:25:14	40.18	2,952
+Sun, 10/9	2016	Lunch Ride	2:41:06	40.14	1,106
+Mon, 11/6	2017	Morning Ride	2:48:12	40.13	509
+Sat, 12/17	2016	Morning Ride	3:11:31	40.10	2,133
+Fri, 1/12	2018	Morning Ride	2:58:30	40.09	427
+Sun, 12/18	2016	Morning Ride	3:04:01	40.03	1,886
+Sun, 1/25	2015	Canada Rd	2:45:51	39.99	1,772
+Sat, 6/21	2014	Sierra to the Sea Day 7	3:36:53	39.77	3,325
+Sat, 9/23	2017	Canada / Crestview	3:25:13	39.77	2,444
+Fri, 12/27	2013	OLH to Page Mill	3:24:14	39.73	3,365
+Fri, 10/30	2015	OLH / West Alpine	3:28:46	39.51	4,505
+Sat, 9/5	2015	Ring of Fire	3:31:55	39.18	3,553
+Wed, 8/28	2013	Train Track Crash	2:50:55	39.16	928
+Sun, 2/22	2015	Canada Rd Plus	2:57:25	39.14	1,834
+Sat, 4/8	2017	Lunch Ride	3:28:52	39.09	3,117
+Sat, 11/14	2015	Morning Ride	3:09:31	39.00	2,254
+Sun, 3/1	2015	Canada Rd	2:38:11	38.81	1,856
+Wed, 11/22	2017	Morning Ride	2:55:22	38.77	892
+Sat, 10/29	2016	Morning Ride	3:14:22	38.72	2,201
+Sat, 4/6	2019	Coyote Hills / Dumbarton	2:50:52	38.71	650
+Wed, 7/22	2015	Palo Alto, CA	2:55:45	38.68	627
+Mon, 6/22	2015	Palo Alto, CA	2:51:10	38.55	725
+Fri, 12/16	2016	Morning Ride	2:54:02	38.46	1,053
+Sun, 10/7	2018	Westridge, Canada with Ted	3:09:25	38.29	1,667
+Sat, 2/21	2015	Kings Mountain	3:13:05	38.21	3,015
+Sat, 9/12	2015	Morning Ride	3:06:03	38.20	3,342
+Sun, 2/15	2015	Canada Rd	2:35:29	38.06	1,470
+Sun, 11/16	2014	Canada Rd	2:30:41	37.88	1,548
+Sun, 10/5	2014	Canada Road Sunday	2:39:39	37.84	1,644
+Mon, 11/23	2015	Home from Pigeon Point	3:29:29	37.70	3,133
+Sat, 1/6	2018	Morning Ride	2:53:45	37.66	1,503
+Sun, 1/7	2018	Dumbarton / Niles	2:39:17	37.64	472
+Sun, 12/1	2013	Mt. Hamilton	3:47:01	37.56	4,921
+Sun, 3/18	2018	Lunch Ride	2:47:48	37.52	827
+Sat, 9/22	2018	Morning Ride	2:52:01	37.45	1,798
+Sun, 10/22	2017	Afternoon Ride	2:33:27	37.41	1,024
+Sun, 5/4	2014	MTV-Woodside	2:41:21	37.41	1,495
+Sat, 1/23	2016	Morning Ride	3:39:10	37.35	2,949
+Sun, 9/16	2018	Dumbarton / Niles	2:38:41	37.26	722
+Sun, 6/10	2018	Canada / Emerald Hills	3:21:31	37.26	2,621
+Mon, 5/4	2015	Commute	2:43:06	37.25	189
+Sat, 7/7	2018	Runymede Trail	3:01:51	37.07	1,834
+Sun, 12/11	2016	Afternoon Ride	2:34:13	37.05	1,463
+Sun, 11/29	2015	Mt. Hamilton	3:40:48	37.00	4,902
+Sat, 1/30	2016	Morning Ride	2:31:37	36.88	1,345
+Mon, 2/18	2019	Niles	2:39:39	36.83	571
+Sun, 1/21	2018	Alviso	2:35:58	36.82	404
+Sat, 8/26	2017	Lunch Ride	2:41:49	36.71	1,115
+Sat, 9/13	2014	Emerald Hills	2:55:30	36.71	2,143
+Sun, 5/22	2016	Canada	2:11:12	36.68	1,332
+Sat, 11/25	2017	Mt. Hamilton	3:41:22	36.65	4,806
+Fri, 10/13	2017	Voyage	2:46:15	36.63	505
+Tue, 5/12	2015	Palo Alto, CA	2:47:15	36.54	499
+Mon, 4/20	2015	Commute	2:57:44	36.31	119
+Fri, 5/13	2016	Morning Ride	2:41:03	36.21	456
+Sat, 12/3	2016	Morning Ride	3:08:37	36.20	2,881
+Sun, 12/7	2014	Palo Alto, CA	2:43:35	36.16	1,569
+Sun, 9/30	2018	Canada	2:48:41	36.12	1,480
+Fri, 3/30	2018	Morning Ride	2:38:07	36.11	285
+Sun, 11/5	2017	Lunch Ride	3:24:01	35.91	2,231
+Sun, 2/8	2015	Commute	2:28:46	35.85	1,142
+Sat, 3/30	2019	Morning Ride	3:23:55	35.78	2,861
+Sun, 11/22	2015	Pigeon Point	3:14:41	35.73	3,230
+Mon, 9/19	2016	Sunnyvale	2:37:04	35.68	745
+Thu, 4/9	2015	Palo Alto Cycling	2:35:47	35.51	117
+Sun, 8/21	2016	Canada	2:20:21	35.42	1,348
+Tue, 10/28	2014	Woodside	2:36:36	35.39	1,560
+Sun, 1/27	2019	Crystal Springs Dam Bridge	2:28:21	35.38	1,480
+Thu, 4/26	2018	San Mateo	2:38:26	35.31	666
+Thu, 12/22	2016	Half Moon Bay	2:53:00	35.26	2,671
+Tue, 6/7	2016	Los Altos	2:41:13	35.18	1,070
+Sat, 3/15	2014	Canada - Steve	2:51:50	35.01	1,607
+Sun, 12/6	2015	Canada Rd	2:15:05	34.67	1,237
+Wed, 9/13	2017	Healdburg / Jimtown	2:08:03	34.45	912
+Thu, 10/2	2014	Mountain View, California	3:08:06	34.28	2,864
+Sat, 2/1	2014	OLH to Page Mill	3:07:43	34.26	3,099
+Sat, 10/21	2017	Pescadero	5:20:08	67.05	4,938
+Sat, 7/30	2016	Morning Ride	2:50:15	34.19	2,799
+Mon, 7/10	2017	Morning Ride	2:38:59	34.18	984
+Thu, 7/31	2014	Work commute	2:36:53	34.15	564
+Sat, 12/15	2018	Lunch Ride	2:50:19	34.10	1,683
+Sat, 1/20	2018	Afternoon Ride	2:28:18	34.02	525
+Sun, 12/4	2016	Morning Ride	2:29:29	34.00	1,161
+Sat, 10/8	2016	Lunch Ride	2:25:17	33.95	1,375
+Thu, 10/16	2014	Commute	2:40:01	33.76	615
+Fri, 11/11	2016	OLH	2:44:59	33.69	2,175
+Sat, 9/3	2016	Morning Ride	3:07:28	33.65	2,792
+Sun, 4/19	2015	Canada Rd	2:23:17	33.56	1,466
+Sat, 8/12	2017	Afternoon Ride	2:41:24	33.54	633
+Sat, 2/14	2015	Rancho San Antonio	2:45:23	33.53	2,075
+Sat, 2/27	2016	Morning Ride	2:47:15	33.51	2,005
+Sun, 9/17	2017	Canada and off road	2:36:04	33.50	1,772
+Sat, 2/24	2018	Los Altos Hills on and off road	3:10:47	33.49	2,343
+Sun, 1/26	2014	Canada Rd	2:05:59	33.12	1,446
+Sat, 4/27	2019	Morning Ride	2:31:48	33.04	1,722
+Sun, 5/12	2019	Peninsula Bike Trail to Bay Trail	2:29:05	33.00	846
+Sun, 8/20	2017	Lunch Ride	2:23:02	32.96	1,407
+Sun, 3/6	2016	Lunch Ride	2:57:54	32.86	2,566
+Sun, 3/5	2017	Lunch Ride	2:57:09	32.82	1,713
+Sat, 12/16	2017	Morning Ride	2:48:58	32.72	2,320
+Tue, 8/23	2016	Morning Ride	2:32:15	32.61	354
+Fri, 12/9	2016	Morning Ride	3:04:52	32.55	2,365
+Sun, 11/1	2015	Lunch Ride	2:20:35	32.49	1,553
+Sat, 4/14	2018	Lunch Ride	2:21:49	32.43	666
+Fri, 1/26	2018	Morning Ride	2:23:38	32.41	295
+Sun, 8/16	2015	Palo Alto, CA	2:29:53	32.40	1,650
+Sat, 5/9	2015	OLH	2:30:17	32.33	2,788
+Wed, 1/31	2018	Morning Ride	3:04:15	32.28	2,526
+Sat, 4/4	2015	Rancho San Antonio	2:55:37	32.26	2,136
+Sat, 3/16	2019	Morning Ride	2:58:43	32.26	2,316
+Sun, 12/27	2015	Canada Rd with Juliet	2:24:56	32.22	1,491
+Mon, 5/18	2015	Palo Alto, CA	2:24:45	32.22	807
+Sun, 4/8	2018	Lunch Ride	2:21:54	32.18	1,296
+Sun, 5/3	2015	Canada Rd	2:12:24	32.02	1,384
+Wed, 6/17	2015	Mountain View, California	2:13:42	32.01	650
+Sat, 11/7	2015	Crystal Springs Part 1	2:15:00	32.00	1000
+Sun, 8/23	2015	Afternoon Ride	2:24:29	31.90	2,444
+Sun, 4/12	2015	Palo Alto Cycling	2:01:49	31.76	1,210
+Sun, 11/13	2016	Afternoon Ride	2:23:46	31.71	1,273
+Fri, 10/7	2016	Morning Ride	2:26:46	31.65	2,382
+Thu, 8/15	2013	Palo Alto, CA	2:19:27	31.64	555
+Wed, 10/30	2013	work	2:22:00	31.55	995
+Sun, 9/18	2016	Morning Ride	2:20:46	31.48	1,506
+Tue, 6/18	2013	work etc (headwinds)	2:03:34	31.48	809
+Sun, 3/11	2018	Lunch Ride	2:23:14	31.42	686
+Sat, 3/12	2016	Lunch Ride	2:10:01	31.39	1,198
+Sun, 1/22	2017	Dumbarton	2:23:36	31.27	591
+Sat, 9/29	2018	Kings	2:36:47	31.23	1,949
+Sat, 3/23	2019	Morning Ride	2:33:27	31.19	1,529
+Sat, 4/13	2019	Alviso	2:10:04	31.18	397
+Mon, 11/10	2014	Commute	2:22:39	31.18	800
+Mon, 5/25	2015	Palo Alto, CA	2:19:26	31.14	1,591
+Mon, 2/16	2015	Portola Valley Loop	2:09:15	31.11	1,283
+Wed, 9/21	2016	Morning Ride	2:16:04	31.09	551
+Sat, 3/11	2017	Afternoon Ride	2:19:05	31.04	1,368
+Sun, 7/29	2018	Lunch Ride	2:26:56	30.92	1,578
+Fri, 11/10	2017	Lunch Ride	2:20:46	30.92	312
+Mon, 6/12	2017	Morning Ride	2:20:16	30.90	554
+Thu, 12/29	2016	Morning Ride	2:13:46	30.86	1,083
+Sat, 4/22	2017	Lunch Ride	2:21:31	30.80	1,237
+Mon, 9/7	2015	Healdsburg	2:09:43	30.76	1,037
+Sat, 1/14	2017	Afternoon Ride	2:12:37	30.71	466
+Mon, 9/4	2017	Kings Mountain	2:40:57	30.69	2,431
+Sun, 8/9	2015	Palo Alto, CA	2:15:39	30.66	1,348
+Sat, 12/12	2015	Lunch Ride	2:16:20	30.56	1,434
+Thu, 12/28	2017	Morning Ride	2:17:38	30.54	430
+Mon, 1/30	2017	Morning Ride	2:19:47	30.49	696
+Sun, 8/27	2017	Lunch Ride	2:16:36	30.47	774
+Fri, 10/12	2018	Lunch Ride	2:16:25	30.44	348
+Sat, 2/28	2015	Palo Alto Cycling	2:40:24	30.37	2,535
+Sat, 6/24	2017	Afternoon Ride	2:06:05	30.31	338
+Tue, 6/2	2015	Mountain View, California	2:09:58	30.30	784
+Mon, 5/27	2019	Canada / Sheep camp / Water dog lake	2:37:11	30.27	1,444
+Sat, 1/2	2016	Los Altos Hills	2:29:48	30.27	1,952
+Fri, 6/23	2017	Morning Ride	2:17:16	30.27	515
+Sun, 4/2	2017	Morning Ride	2:20:47	30.23	407
+Sat, 8/25	2018	Morning Ride	2:22:42	30.22	2,257
+Sun, 9/14	2014	Palo Alto, CA	2:06:48	30.18	1,204
+Sat, 8/19	2017	Lunch Ride	2:06:39	30.17	627
+Sun, 3/12	2017	Morning Ride	2:18:13	30.16	600
+Sat, 11/21	2015	Morning Ride	2:20:54	30.16	1,499
+Wed, 10/12	2016	Morning Ride	2:19:51	30.11	328
+Sun, 7/8	2018	Lunch Ride	2:12:19	30.04	768
+Tue, 11/22	2016	Morning Ride	2:18:57	30.04	518
+Wed, 3/4	2015	Commute	2:15:56	30.02	1,125
+Sun, 3/25	2018	Dumbarton / Coyote Hills / Middle of the Bay	2:31:51	30.01	709
+Tue, 2/14	2017	Morning Ride	2:22:16	29.92	463
+Sun, 5/31	2015	Palo Alto, California	2:35:24	29.85	2,568
+Tue, 11/1	2016	Morning Ride	2:15:55	29.78	515
+Sun, 6/5	2016	Morning Ride	2:18:02	29.70	1,293
+Sun, 5/26	2019	San Carlos / Bay Trail	2:17:51	29.55	620
+Thu, 8/13	2015	Palo Alto, CA	2:13:58	29.51	778
+Sun, 7/14	2013	Palo Alto, CA	2:23:07	29.34	739
+Sun, 4/3	2016	Lunch Ride	2:03:38	29.31	810
+Mon, 3/9	2015	Palo Alto Cycling	1:57:50	29.21	115
+Fri, 2/23	2018	Morning Ride	2:08:28	29.21	166
+Sat, 10/7	2017	Afternoon Ride	2:02:43	29.18	394
+Sat, 1/17	2015	Palo Alto Cycling	2:08:38	29.06	1,587
+Sat, 1/18	2014	Los Altos Hills	2:32:23	29.03	1,918
+Sat, 6/20	2015	Palo Alto, CA	2:06:45	28.87	1,650
+Sun, 11/3	2013	work	2:11:08	28.74	841
+Wed, 8/16	2017	Lunch Ride	2:15:48	28.67	732
+Sat, 1/9	2016	Morning Ride	2:07:35	28.54	1,289
+Sat, 9/19	2015	Los Altos Hills	2:31:24	28.51	1,611
+Wed, 8/12	2015	Palo Alto, CA	2:02:14	28.48	751
+Sun, 7/23	2017	San Francisco	2:57:35	28.43	2,562
+Mon, 8/24	2015	Morning Ride	2:10:31	28.35	427
+Wed, 6/26	2013	work	2:01:29	28.33	627
+Sun, 4/28	2019	Arastradsero	2:29:59	28.21	1,355
+Sun, 7/19	2015	Palo Alto, CA	2:00:27	28.17	1,037
+Fri, 12/28	2018	Lunch Ride with Juliet	2:17:33	28.10	331
+Tue, 5/17	2016	Morning Ride	2:06:55	28.09	551
+Wed, 10/5	2016	Morning Ride	2:10:47	28.05	276
+Wed, 6/22	2016	Morning Ride	2:00:40	27.99	374
+Mon, 3/16	2015	Commute	2:06:51	27.97	70
+Sun, 2/25	2018	Lunch Ride	2:10:54	27.88	958
+Sat, 10/27	2018	Morning Ride	2:29:13	27.88	1,581
+Mon, 6/20	2016	Morning Ride	1:52:13	27.77	531
+Sun, 12/2	2018	Lunch Ride	2:34:14	27.72	1,506
+Mon, 3/19	2018	Morning Ride	2:06:35	27.62	860
+Mon, 12/17	2018	Morning Ride	2:16:12	27.60	246
+Sat, 10/14	2017	Afternoon Ride	2:04:53	27.52	387
+Sat, 10/18	2014	Bikepacking Monte Bello	2:54:20	27.44	2,992
+Sun, 4/15	2018	Morning Ride	2:17:16	27.43	1,667
+Mon, 4/10	2017	Morning Ride	2:03:19	27.40	282
+Tue, 5/7	2019	Lunch Ride	2:07:55	27.37	820
+Sun, 11/25	2018	Afternoon Ride	1:56:26	27.34	203
+Wed, 4/29	2015	Commute	2:03:14	27.33	75
+Tue, 1/17	2017	Morning Ride	2:07:17	27.30	535
+Tue, 9/30	2014	Palo Alto, CA	2:07:33	27.28	636
+Sat, 9/17	2016	TourDeCoop.org	2:04:27	27.24	479
+Sat, 1/12	2019	Lunch Ride	1:58:47	27.24	1,079
+Mon, 3/30	2015	Woodside Loop	1:47:46	27.22	1,081
+Tue, 11/17	2015	Afternoon Ride	2:04:48	27.12	830
+Sun, 8/13	2017	Woodside Loop (Battery ran down)	2:00:00	27.00	1,000
+Sat, 1/31	2015	Alpine Rd	2:29:26	26.98	2,362
+Sun, 2/28	2016	Woodside Loop	1:43:34	26.93	843
+Sun, 4/1	2018	Lunch Ride	2:30:35	26.92	1,831
+Wed, 5/3	2017	Palo Alto Road Cycling	2:06:05	26.86	1,411
+Fri, 9/9	2016	Morning Ride	1:56:44	26.85	1,086
+Sun, 9/23	2018	Morning Ride	1:57:48	26.83	512
+Sat, 10/4	2014	Woodside Loop	1:52:09	26.71	1,213
+Thu, 5/7	2015	Commute	1:55:36	26.58	68
+Sun, 3/24	2019	OLH / WOLH	2:42:45	26.57	2,267
+Thu, 8/31	2017	Morning Ride	2:00:02	26.54	817
+Sun, 4/24	2016	Afternoon Ride	1:50:08	26.53	935
+Sun, 12/17	2017	Lunch Ride	1:50:51	26.53	217
+Tue, 7/4	2017	Lunch Ride	1:53:04	26.50	459
+Tue, 5/8	2018	Afternoon Ride	2:34:11	26.50	1,791
+Tue, 5/26	2015	Palo Alto, CA	2:01:47	26.50	591
+Thu, 8/4	2016	Afternoon Ride	1:55:47	26.49	659
+Wed, 6/8	2016	Lunch Ride	1:48:19	26.48	597
+Sun, 9/9	2018	Lunch Ride	2:00:49	26.46	479
+Sat, 5/21	2016	Maker Faire	1:57:14	26.44	207
+Wed, 4/1	2015	Commute	1:55:15	26.44	71
+Wed, 6/29	2016	Morning Ride	1:49:33	26.39	561
+Sat, 9/9	2017	Lunch Ride	1:59:01	26.38	1,112
+Fri, 6/3	2016	Morning Ride	1:56:57	26.38	502
+Fri, 3/31	2017	Morning Ride	2:01:41	26.36	495
+Sat, 12/13	2014	Westridge (up the back way; after the rain)	2:01:01	26.35	1,495
+Sun, 4/14	2019	Huddart - Paul Hopkins	2:08:57	26.34	1,601
+Sat, 6/29	2013	Untitled	1:48:50	26.33	1,091
+Sat, 4/25	2015	Woodside	1:54:30	26.28	1,220
+Tue, 1/31	2017	Morning Ride	2:01:18	26.27	384
+Tue, 6/28	2016	Morning Ride	1:55:31	26.27	571
+Sat, 5/19	2018	Morning Ride	2:00:24	26.25	958
+Thu, 6/30	2016	Morning Ride	1:52:16	26.24	499
+Sun, 2/19	2017	Afternoon Ride	1:56:46	26.23	1,138
+Thu, 8/18	2016	Morning Ride	1:58:06	26.23	712
+Sun, 4/20	2014	Bay Trail / Ponderosa Park	1:52:52	26.23	102
+Sun, 5/10	2015	Arastadero	1:48:58	26.22	1,148
+Thu, 5/19	2016	Morning Ride	1:52:56	26.14	938
+Mon, 12/31	2018	Morning Ride	2:00:24	26.11	545
+Fri, 12/15	2017	Afternoon Ride	1:51:36	26.07	226
+Sun, 1/18	2015	Woodside	1:38:16	26.02	1,257
+Mon, 10/3	2016	Morning Ride	1:54:45	26.01	646
+Tue, 7/14	2015	Mountain View, California	2:02:36	25.99	502
+Fri, 12/18	2015	Lunch Ride	1:58:57	25.93	909
+Tue, 6/13	2017	Morning Ride	1:55:30	25.89	289
+Mon, 8/4	2014	To the Sea	2:17:11	25.87	2,080
+Wed, 9/25	2013	work and with kris	2:07:40	25.81	593
+Sun, 9/13	2015	Afternoon Ride	1:49:31	25.78	1,152
+Sun, 3/3	2019	Afternoon Ride	2:00:06	25.73	390
+Thu, 1/26	2017	Morning Ride	1:56:09	25.67	259
+Sun, 5/6	2018	Morning Ride	1:55:05	25.67	1,148
+Sat, 7/29	2017	Lunch Ride	1:53:50	25.65	988
+Wed, 8/20	2014	Palo Alto, CA	1:49:35	25.61	497
+Sat, 4/19	2014	Lunch Ride	1:49:37	25.60	1,111
+Mon, 9/3	2018	Afternoon Ride	1:59:08	25.54	331
+Mon, 6/2	2014	Work	1:59:33	25.51	627
+Fri, 12/11	2015	Afternoon Ride	2:12:40	25.44	1,719
+Fri, 2/9	2018	Morning Ride	1:56:11	25.41	318
+Sun, 8/26	2018	Afternoon Ride	1:49:16	25.37	377
+Sun, 7/9	2017	Afternoon Ride	1:50:30	25.36	682
+Mon, 6/26	2017	Morning Ride	1:52:26	25.34	226
+Fri, 9/14	2018	Lunch Ride	1:50:05	25.34	541
+Fri, 3/1	2019	Morning Ride	2:00:23	25.34	121
+Sun, 1/13	2019	Lunch Ride	1:51:40	25.33	715
+Wed, 4/12	2017	Morning Ride	1:59:22	25.33	686
+Wed, 6/14	2017	Morning Ride	1:51:32	25.33	308
+Sat, 11/28	2015	Lunch Ride	1:43:56	25.31	1,122
+Mon, 11/27	2017	Morning Ride	1:55:39	25.31	184
+Fri, 11/28	2014	Palo Alto, CA	1:45:13	25.30	1,112
+Fri, 4/13	2018	Morning Ride	1:53:39	25.28	344
+Fri, 9/15	2017	Morning Ride	1:56:55	25.28	384
+Tue, 12/31	2013	Woodside Loop - Last Ride of the Year	1:45:28	25.27	1,207
+Sun, 10/14	2018	Lunch Ride	2:13:13	25.23	1,421
+Sat, 11/22	2014	Atherton to Woodside	1:43:10	25.21	1,095
+Sat, 6/4	2016	Morning Ride	1:57:23	25.19	922
+Mon, 8/8	2016	Morning Ride	1:52:38	25.17	423
+Fri, 11/6	2015	Morning Ride	1:51:45	25.15	538
+Mon, 12/18	2017	Afternoon Ride	1:52:56	25.15	741
+Fri, 6/24	2016	Afternoon Ride	1:35:25	25.11	623
+Sat, 6/25	2016	Afternoon Ride	1:44:43	25.10	568
+Sat, 1/25	2014	Woodside	1:33:38	25.08	1,243
+Tue, 4/29	2014	Woodside	1:46:03	25.08	886
+Thu, 4/13	2017	Morning Ride	2:06:13	25.06	266
+Sun, 6/12	2016	Morning Ride	1:49:25	25.04	387
+Thu, 6/8	2017	Morning Ride	1:56:19	25.02	285
+Thu, 10/13	2016	Morning Ride	1:47:30	25.02	253
+Sun, 1/19	2014	Palo Alto, CA	1:36:55	25.01	1,201
+Mon, 9/5	2016	Afternoon Ride	1:42:56	25.00	902
+Sat, 11/8	2014	Atherton / Woodside	1:40:51	25.00	972
+Sat, 4/11	2015	Woodside	1:32:24	24.73	1,035
+Sat, 6/1	2013	Woodside Loop	1:41:20	24.45	1,125
+Sun, 6/16	2013	Woodside Loop	1:38:19	24.52	1,137
+Sun, 6/23	2013	Climb	2:16:29	24.30	2,001
+Sat, 7/13	2013	Doug's Event	1:51:55	21.35	1,677
+Sun, 8/4	2013	Kris's first trike ride	1:51:21	20.96	988
+Sun, 11/24	2013	Alpine Rd	1:42:36	21.02	1,289
+Fri, 11/29	2013	Woodside Loop	1:33:36	22.75	1,011
\ No newline at end of file
diff --git a/ipynb/bikesegments.csv b/ipynb/bikesegments.csv
index 19c99c9..1d6834a 100644
--- a/ipynb/bikesegments.csv
+++ b/ipynb/bikesegments.csv
@@ -1,31 +1,37 @@
 Alma Mountain Charlie,          3.12,  875, 31:49
 Alpine Westridge,               0.76,   99, 3:26, 3:29, 3:43
 Alpine last kicker,             0.39,  114, 3:11, 3:36, 5:19
+Alpine Portola to top Joaquin,  3.52,  801, 33:58, 34:36
+Alpine Willowbrook to Joaquin,  2.27,  461, 16:46, 17:27, 19:08
 Arastradero,                    1.19,  193, 6:41, 7:49, 7:55
 Cabrillo Hmy S,                 0.46,  153, 4:31
 Canada to College,              1.37,  119, 5:55, 6:23, 6:35
 Canon,                          0.90,  295, 11:04, 11:55
 Canon to No Cycling,            0.75,  198, 5:14, 5:41
+Davenport Kicker,               0.24,   74, 1:17
 Foothill Homestead,             1.22,  126, 5:31, 6:36, 6:53
 Haskins,                        1.51,  566, 17:47, 18:43, 18:47
+Highway 1  Cascanoa to Cascade, 1.61,   89, 5:20
 Highway 9,                      0.56,  260, 8:33
 Highway 9 Mantalvo,             0.45,   35, 1:36, 1:48, 1:53
 Huddart,                        0.92,  385, 10:15, 11:18, 12:55
-Joaquin,                        0.33,  253, 6:19, 7:27
+Joaquin,                        0.33,  254, 6:19, 7:27
 Kaboom Portola Rd,              0.67,  102, 3:14, 3:26, 3:33
 Kings half way,                 2.89,  820, 27:26, 29:45, 32:43
 Kings to Skeggs,                1.10,  273, 9:07, 10:39, 10:53
+Kings Greer to Skyline,         3.92, 1536, 46:53, 48:36, 54:25
 Limantour Spit,                 0.47,  303, 5:19
 Limantour steepest,             0.20,  159, 5:41
-Lobitas Creek,                  0.96,  430, 12:15, 12:07
+Lobitas Creek,                  0.96,  430, 12:15
 Lower Redwood Gulch,            1.03,  474, 13:00
 Mapache,                        0.24,  111, 2:52, 2:55
 Mt Eden climb,                  1.02,  272, 8:32, 9:43, 11:59
 Mt Eden to Archery,             0.54,  180, 5:19, 5:39, 6:12
-Old La Honda,                   2.98, 1255, 28:49, 34:03, 36:44
+Old La Honda (Bridge to Stop),  3.33, 1255, 28:42, 30:32, 36:04
 Old La Honda Mile 1,            0.99,  370, 8:02, 9:36, 9:51
 Page Mill to Moody,             0.21,  112, 2:50, 2:55
 Page Mill to Ventana,           0.47,  196, 4:54, 5:32, 6:05
+PCH Pescadero to Bean Hollow,   2.77,   51, 8:07
 Peach Hill,                     0.60,  248, 7:30, 7:50
 Pomponio Creek,                 0.38,  122, 2:47, 2:55, 3:16
 Red Hill KOM,                   0.34,  161, 4:15
@@ -35,6 +41,7 @@ Sand Gill Sharon-top,           0.85,  136, 4:03, 4:16, 4:24
 Sand Hill 280 to horse,         0.49,   95, 2:34, 2:44, 2:51
 Sand Hill Alpine to 280,        1.67,  180, 7:02, 7:39, 8:02
 Stair Step,                     0.32,  175, 5:25
+Stage Rd,                       1.01,  373, 11:36, 11:51, 12:28
 Stanford Ave,                   0.63,   85, 3:14, 3:32, 3:49
 Stevens Country Park,           1.22,  112, 5:42, 5:58, 7:00
 Stirrup Wall,                   0.17,  125, 3:47, 4:33
@@ -49,8 +56,10 @@ Tunitas lower climb,            1.30,  421, 13:34, 16:00, 17:33
 Tunitas steep,                  1.20,  599, 16:15, 17:47, 20:44
 Vickrey Fruitvale,              0.99,   68, 3:41, 3:58, 4:26
 West Alpine switchback,         0.78,  322, 8:56, 10:52, 11:55
+West Alpine full,               7.38, 1887, 1:23:26
 Westridge,                      0.68,  385, 8:28, 9:52, 10:18
 Westridge 3min,                 0.37,  240, 4:41, 5:35, 6:31
 Westridge Hill 1,               0.51,  104, 3:19, 3:58
 Westridge Hill 2,               0.51,  166, 4:42, 5:10, 5:20
+Woodland Way,                   0.13,   63, 1:36
 Woodside Climb,                 1.71,  295, 8:05, 9:00, 9:35
\ No newline at end of file