{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Unsupervised Learning"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Registered S3 methods overwritten by 'ggplot2':\n",
" method from \n",
" [.quosures rlang\n",
" c.quosures rlang\n",
" print.quosures rlang\n",
"── \u001b[1mAttaching packages\u001b[22m ─────────────────────────────────────── tidyverse 1.2.1 ──\n",
"\u001b[32m✔\u001b[39m \u001b[34mggplot2\u001b[39m 3.1.1 \u001b[32m✔\u001b[39m \u001b[34mpurrr \u001b[39m 0.3.2\n",
"\u001b[32m✔\u001b[39m \u001b[34mtibble \u001b[39m 2.1.2 \u001b[32m✔\u001b[39m \u001b[34mdplyr \u001b[39m 0.8.1\n",
"\u001b[32m✔\u001b[39m \u001b[34mtidyr \u001b[39m 0.8.3 \u001b[32m✔\u001b[39m \u001b[34mstringr\u001b[39m 1.4.0\n",
"\u001b[32m✔\u001b[39m \u001b[34mreadr \u001b[39m 1.3.1 \u001b[32m✔\u001b[39m \u001b[34mforcats\u001b[39m 0.4.0\n",
"── \u001b[1mConflicts\u001b[22m ────────────────────────────────────────── tidyverse_conflicts() ──\n",
"\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n",
"\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m masks \u001b[34mstats\u001b[39m::lag()\n"
]
}
],
"source": [
"library(tidyverse)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"A data.frame: 6 × 5\n",
"\n",
"\t| Sepal.Length | Sepal.Width | Petal.Length | Petal.Width | Species |
\n",
"\t| <dbl> | <dbl> | <dbl> | <dbl> | <fct> |
\n",
"\n",
"\n",
"\t| 5.1 | 3.5 | 1.4 | 0.2 | setosa |
\n",
"\t| 4.9 | 3.0 | 1.4 | 0.2 | setosa |
\n",
"\t| 4.7 | 3.2 | 1.3 | 0.2 | setosa |
\n",
"\t| 4.6 | 3.1 | 1.5 | 0.2 | setosa |
\n",
"\t| 5.0 | 3.6 | 1.4 | 0.2 | setosa |
\n",
"\t| 5.4 | 3.9 | 1.7 | 0.4 | setosa |
\n",
"\n",
"
\n"
],
"text/latex": [
"A data.frame: 6 × 5\n",
"\\begin{tabular}{r|lllll}\n",
" Sepal.Length & Sepal.Width & Petal.Length & Petal.Width & Species\\\\\n",
" & & & & \\\\\n",
"\\hline\n",
"\t 5.1 & 3.5 & 1.4 & 0.2 & setosa\\\\\n",
"\t 4.9 & 3.0 & 1.4 & 0.2 & setosa\\\\\n",
"\t 4.7 & 3.2 & 1.3 & 0.2 & setosa\\\\\n",
"\t 4.6 & 3.1 & 1.5 & 0.2 & setosa\\\\\n",
"\t 5.0 & 3.6 & 1.4 & 0.2 & setosa\\\\\n",
"\t 5.4 & 3.9 & 1.7 & 0.4 & setosa\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"A data.frame: 6 × 5\n",
"\n",
"| Sepal.Length <dbl> | Sepal.Width <dbl> | Petal.Length <dbl> | Petal.Width <dbl> | Species <fct> |\n",
"|---|---|---|---|---|\n",
"| 5.1 | 3.5 | 1.4 | 0.2 | setosa |\n",
"| 4.9 | 3.0 | 1.4 | 0.2 | setosa |\n",
"| 4.7 | 3.2 | 1.3 | 0.2 | setosa |\n",
"| 4.6 | 3.1 | 1.5 | 0.2 | setosa |\n",
"| 5.0 | 3.6 | 1.4 | 0.2 | setosa |\n",
"| 5.4 | 3.9 | 1.7 | 0.4 | setosa |\n",
"\n"
],
"text/plain": [
" Sepal.Length Sepal.Width Petal.Length Petal.Width Species\n",
"1 5.1 3.5 1.4 0.2 setosa \n",
"2 4.9 3.0 1.4 0.2 setosa \n",
"3 4.7 3.2 1.3 0.2 setosa \n",
"4 4.6 3.1 1.5 0.2 setosa \n",
"5 5.0 3.6 1.4 0.2 setosa \n",
"6 5.4 3.9 1.7 0.4 setosa "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"head(iris)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Review of tidyverse"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**1**. How many rows and columns are there in the DataFrame?"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**2**. Show just the Species column and any columns with information about `Petal`."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**3**. Show a DataFrame with just two columns showing the Length: Width ratio for Sepal and Petal."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**4**. Count the number of each species where `Sepal.Length` is less than 6."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**5**. Summarize the mean and standard deviation for each measurement grouped by Species."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**6**. Convert `iris` to \"tall\" form and assign the resulting DataFrame to `iris_t` with three columns `Species`, `Measurement` and `Value`."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pairwise scatter plot"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAADAFBMVEUAAAABAQECAgIDAwME\nBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUW\nFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJyco\nKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6\nOjo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tM\nTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1e\nXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29w\ncHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGC\ngoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OU\nlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWm\npqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4\nuLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnK\nysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc\n3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u\n7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////i\nsF19AAAACXBIWXMAABJ0AAASdAHeZh94AAAgAElEQVR4nOydBXgURxvH37VziQtxI4EkBHd3\nD+5QrLh7izsUK+6uxb3QIi0UChQoUqBIP6QUd43PN3NJ4JLbzUk2l6Td//OwOXZnduf29rdj\n77wvIEmSJGVakN0FkCTp3yAJJEmSRJAEkiRJIkgCSZIkESSBJEmSCJJAkiRJBEkgSZIkgiSQ\nJEkSQRJIkiSJIAkkSZJEkASSJEkiSAJJkiQRJIEkSZIIkkCSJEkESSBJkiSCJJAkSRJBEkiS\nJIkgCSRJkkSQBJIkSSJIAkmSJBEkgSRJkgiSQJIkSQRJIEmSJIIkkCRJEkESSJIkiSAJJEmS\nRJAEkiRJIkgCSZIkESSBJEmSCJJAkiRJBEkgSZIkgiSQJEkSQRJIkiSJIAkkSZJEkASSJEki\nSAJJkiQRJIEkSZIIkkCSJEkESSBJkiSCJJAkSRJBEkiSJImgfyNIhwvqIw8lfzxbSFPogtkM\nO/Prw/dakwE90s61Kn3OltGXoOVyud5shh2KLcia9Ea/iGUZcp/+hSA902xFK5zek49xvosT\nFgQlmMlwW3UUrVe9sTwDQh29k0GyNH2OltGXeAdvLMiwrEFwCkiWpTf6RSzLkAv1LwTp4QqE\nkmSGN+yRALzxPmYmwz38VMRR1yzPgM6Va54MkoXpc7aMvsRDsOSlMCouPAUky9Ib/SKWZciF\n+heCRPSUfkr+zKmLNzXnmU//bmJkvBUZyh5LAcniC+RkGX2JGwrLsqSCZGn6T7+I5Rlymf6l\nILVtY/gzhvxpPtZs8tkQ9IcVGTbWRikgWXqBHC2jL3FOWd0hZLP5LKkgWZr+0y9ieYZcpn8n\nSEPCXxj+Jj8i48xn+LDQ9YnFGT74X0gLkgUXyMky+hK3up9O2i6/bjZLKkiWpv/0i1icIbfp\nXwnSoIjHyR/mkUZLtQWW5Cm43OIM49qiVJCsuEDOVfovUWKR2SypIFma/tMvYmmGXKd/I0hL\nQ5+kfDrui3u57r+aSf/baryJWmVxhpbu7u4KbWfLL5DDZfQlnl3Fm4KrzGZJBcnC9J9/EUsv\nkOv0LwTppdPZ1I8JIXNjp+ZPNJPhV/UvSTsVty3PgD7VSBanz8ky+hKH9b8nbdLcN5slFSTL\n0hv9IpZeINfpXwjSBpBjbUDRAxG6VERV/JrZHCvyasJ3ISsyJINkTfocrZQvQb7PXH+HIofN\nJL8vl1OcfLzF6dP8IhZlyIX6F4IkSZL9JYEkSZIIkkCSJEkESSBJkiSCJJAkSRJBEkiSJIkg\nCSRJkkSQBJIkSSJIAkmSJBEkgSRJkgj6F4N0RcAE7uU9gQyXBfY/eWhlhlwqoa/z8InAAaEM\n917y70+8YmWJcpH+xSDJBFaAj6zDv/8NCPzOPdrx778DQoTlSj2EO/wH2vXg339FyP9CnZH8\n+4/JrC9VbtG/GCRawDbyqxr8+1+AgDugLq3499+Ev60vVc7V33CT/0CrLvz7L8AL/gM1vuLf\nf5i2vlS5RRJInySBJIFkuySQPkkCSQLJdkkgfZIEkgSS7ZJA+iQJJAkk2yWB9EkSSBJItksk\nkN5t3Zytupq2ONfJPqpJf14V9+Pf3x3a8B+IDOPf3wEW8pdmS7ph4UP2vBWmOpS2NG+28Cdb\nCB34v2dYJP/+NtCd/4Bfcf79TShynXS+uK7a81aYaus7cQgQCaTNtGN2SlErbXEayfFOSkhg\n5X7hE+n5i0OvTlOaWEpr17uRTloqNk1xVgv8Vnrrv7/VNxJfRt4o7W9VS2HXu5FetEjeKkUC\naaOHOOexUelbaw36ZdmlYpf1Gn/LTJqAFWn++xHs6q8rfk2fMcY19K/wMc3xFQFZXICdA786\nKXy0X4O0/xdqB2a5jgwdfAB3AJTJQHn8mbmzSSBZp9cR7g2LKnZlnChbQfpQ3LlBKW7d5x12\nBimpsapeFWa84PGcAlJ/rmZtWRdE10pu4m2PNZ8lI0kgWad+Ea8RGuuU8V3PVpBGBz5F6FvN\nZ3M3O4O0To87QXvZP4SO5xCQjnO/IHRWcYDuLc75JJCsU5GZePOaOpthomwFqfJovIlTfB6y\ntDNIXQ1jnGGCXolzCEgTy5Bt9a8lkIxlP5CKTcObl9TvGSbKVpCqjsCbWPnRTzvsDFL35mSb\nd4nQ8RwC0uSSZFt1pASSsewH0pC8T1DSEPe4DBNlK0gTfe4jNMHh8wi8nUHarMFvmU2cYMCJ\nHALSKe4gQj/LjkogGct6kGI+9XLefwohZ0lQxvcl9JVDtT9knCj7QMJfJraSpmq4cjtCj+MR\nepdo/1G79lyFosy3yZ/fJuHNgzSHcwhIaBRTrDgzCEkgGctakC5XZNjKhiHi/flB8cUz8mm2\nBziMjjd7qU3uIGtnBrnsAulAOMjbPk3aOWLmHTRMBuDlD6pur+0N0qkwiqlgWNq0KRDUPZvQ\nQJV5//lwTgFpLAVADZZASiMrQXqap8Evx+r6vkDoNDf0zN7Iavi9vVA97/wq1+HmrnSQHXd2\nW3DzjBNlE0hnZYPO7IuqbFgYPBvKr2kFmt+2hzSxM0i3Hb44dah8+AeEvmcnnN2qg0YbutLF\nPx/PISCdALpZSwb2CYF0fdHqf6w5338SpAWBuI8T470cN0Oa4P/+BX8glI+MImzUmYvQUq8r\n3vxmZmlsNoHUmTyidymDxaB3EL4L1eA4Og+77QvSmKK4Ofdatxuh2mRlrRweIzTYqAg5BKRQ\nwF3Jp+DDA5Ie/9ssL1FQ+5MV5/tPgtQ/mmxrDkWo9CTyyWk7SuQWtyrWeD2YewuFkmHdePrn\nDBNlE0jlDdEr3YjNy9+MU62N+efCJJTIzrMvSK2/JNsC5UrVcCMjd0AdJ6//45+O5xCQtNTk\nShXGMkoekOT4X8gu3DItasX5/pMgLQgw1Ej4cW/fGJEa6QpC/kzD6W1ppdkaiVhCn4FHGSbK\nrhqJvB/uUBcxR85ypz6q0KpwAp2DPdlQI/1FhUwewBZAKTXSoJxYI3mMHuvNWyMRkBzwvyQH\nK873nwTpqVf9n4/W9nuJkZANPLUrogb+6QO52WeXq3TmrvQjO/rMlqAWGSfKJpDOyfud2h1Z\nBb8LupSbDaX7UaA9vTW4qZ37SHcc2p74wVvxGqHp0O/MZi1Er+1El/h8PIeANBmoBs1oGMIH\n0psEVO0cQr/7W3G+/yRI6I/KLFfNEGjv+whQdXiOUKKiZx5w6mWmqsHaGgKaXjl01O5gJKX8\n4ikyTBsPlwG4BoKmxxt7j9qdLsnIXA2Pp9YDtH2aMkCVz3mjdiODyKhdyAAekGgAhbI7uqqf\na8X5/psgIRT7eR4puTXnvQa9RUdlMeYv9i7JXIpsnEdK/jK1B+HNdep3Q1ntbv2NPsa3JB2l\nD7KfDfcq7csph4A0JwI9fIiKT+EbtXv38Ma5W+iZVRE6/6sgmahP4B/odpFG5hNaoOxdRoG1\nTHMIvWgUlmx/YX+QENqi2IXetPV7z3Moh4B0UzUhLmGG/A9pHslYmQDpyZHzhlnYDw1ADxWe\nilKcbAPp6ZFzyfAMYLRMWIojVHuC9O7EL28NH0ZzGjbwDF+SHAIS2urIyXTrEBXRxaAePO5k\nB1pxuv86SBPkMohIfuKu7szYFNVyZRdIkxUyyH/R8PHerpOp9oB2BGmXO8O4bjd8/GfPcf5m\nck4BaY87TTtvRVRwU4Na80wNRltxuv84SFvk2xKeNAzN5KKu9MomkHbItiQ8bRLyMd1u+4F0\nSz3yw8exKkF7VYNyCEj/0wz/8HG88prUtDOWzSA17YY3r+jT5m3srFE2gdSyM968YdO7PLcb\nSPG4A49VcHqGqXIISPPzoaREVGQqD0jrzA7d8ug/DlI5w5JolS/jNjz9izwTyiaQKo3Gm6Ms\n49TzlfFu+4D0sLVO5luKfKo7KMOEOQSkEaUbqJW1q/TnAYnyHCHgZywD/cdB6lU6EaEZ0Ovn\nFXm6iVecbAKpX4kEdJ6DDRvy1jceobcLSLHFiu48VIo6j9BT5/UZlzJngLSWLrP/QBV6Id+E\n7JO+Ln3PWXm+/zhI953Lz/7aYMpymHplNrWlyiaQHriWnR3FdUfoGlwz2m0XkH5QPcM0qR2n\nfBNSLONVjzkEpJWyAFxW2Vx+E6G/R3h6Nh72jRXn+4+DhO50jKzgtAp/eA8NKrb7zbDvaMtK\nvdP5UP0wqUb0EnN2eJ9kf5BejajaeNnXJR0UXDGyTtFhh9GxLAXpcMvKfe7jv3MKrGhQfVz7\n/MWKfiVo9nGsVaWed3MKSF9X9KAolxp9BGztUPzJyW2rW3G+/zpIRJVIo34FVBzdkNmDPy1l\nW48uqU/juy6mqN+wvg4CnotNZXeQXgXlG96ectI7sY7M1wjdBeNYelkJ0iK2zegSjv9DaB+n\n7f1VgHpIBmlXMS1Hl9FezyEgLaHA3ROoGUIgWSsJJIS2yGZd260MxJ9G+ZP2yWKEkmqmWbu3\n0PM5Qn8QB04Wye4gjcr3AX0VCGExh2iGOnyocEXjyjMLQYpRLcP3qnpLhI5TxU9c/JLKAIoE\nYrqWVL9hDgGpEZT47VxlqMwD0gZbzieBhLXEDWTslu/GrT4LT9AFIC7h0j5tndqSbcFZFp7P\n7iDVxjVBkUpsTYRcBtPANn1sfDALQToHr/F2WRB+1QRXpyF/3c+V9uFJC9PG6r1K1lOgdV45\nBCQ/thBAOOcuzSMZK9O2dg/i3L0cy7q7sh/RPSCtuulFjA8PMoSd9V3Nm9dUdgepdefEprQ7\nMFtiFAdkO9NZFGQhSLfhNt5OLYbQJo+kd89Q414pBxIbyUsFq7cbp30ExEnG7MgcAlIBiomM\nYqhgCSRjiWC0GqS8gG47OeJPheq9RJc8xxkf/JndhBLGaC2N4mJ3kL5T9nWaxKplqi88O3il\nD6+QhSAlFYh+hS56TEDooX54PNrG/ZhyYJ7LdZQ0QZ9mOqZEzRfoiveIHALS1+CfkBAGXSWQ\njCUCSM5RtBebn36L0J9hnCvVPK2tw3S5i85xh0BWE2UpSB/PXTa1wxhKqdRqWg20wvtE+mNZ\nAdLjE/cNf6+FyrygJSnPXmetq2xy6nHDD5CgOmCc51a4zItqHCsySH/9+tJ8Ih59owMs3WgJ\nJGNlHqQk3Z4za4/9TuF36MOqAOxX6RYd/b1593OLT5aVIG1xAwg2HfWoXOf7NzfXq3sfeGty\nSHyQYr+kAZoZrhR7aN2l5J0v9nx391OKWmT4Lkm/O022+CNrL4g8j/R3JQD5aFtyji93olH0\n4ZrDJJCMJUKNVLN+PErqSozFqpb4I2aXbn4mipOFIF2ST3j9uLPb4/T7p/g+RWiDjM93i/gg\nDfP6KeZ03g4ZpJjo/wyhtXI+ozVRQSpb9lrMNvVyG3IelZ9F6LJK0B2XtZJAStFNl9B2BdX4\niX8M5BU7pnQmipOFII0qjzcJedal3x9TwqVVdWY2XxbxQfIl32+fMgNL34/FXFtXY+bxHRIT\npLtwA2+/qmxL3q7yhk2UbRDd4EeDDieYz5KRJJBS9Xxy+9F3ilNAwdggVYlBvpkoThaCZBiI\nv+6o9Gha3cGz67PLtfR5er74vbrOu/fczoNP8WYRHaQE7gje/gHByqjvhNKcysdpWxtsHAYr\nQdbUiDkxQTpBjQ5Qleqf15a8+5W4VbgNgTw50JjzVfNZMpIEkrHyQ2hrb2Bn7+tL5dAa6duA\n9+ixGzNiPuu4dV1EMaeGO1fnK6VvtmtVSE0hVxLi10hRw/CmHjVl33CZQODI65pWu5cHNsBF\nGgqlxtShjIxtxATpFeU4b18P2pYa6R7F1K7HUtJ6pDQSCaQEwPi8pWDE6pZ0qUwUJwtBehNc\nbHFdWYWEseHq/eghG5aIO9x0AfzA3qZ/E8giPkh72a6r+0NH/GlUAf4UPargzZ/EUklF3khd\nqc9VkpggPQf16FVNmUo2ZK1KWoX/QAkJJGPZDtKbCdEdDho+3R1QNxqWInQWwFUZPNgnE8XJ\nylG7B12ClfqmG1t0KzodIV1F9GFaQ7YQ3v/OocgXe3lzZMHw9zpfpbuhe/KjjN+St9LXkxq0\n3+++CT9ggwbV7b46izyt/kINcFXmHRhiQ1ZvrpOvTxuFqwSSsWwG6WVQcL8W7BT86aK69IDK\nUA6hZwDRA6KUJTNRnCydR4ovq/HspI4q77wNvZcX+RDl052mBqO3eakmrWWj+TKID9LvqjL4\nXk3An+YIdE/aaAP7tuKoMwjJ2BIDatDweVReTJDuA92of7i6og1ZSwGVP5yCAhJIxrIZpKER\nHxDaxj5CqCIxE1NCq/01gTn69xI6h/aREFrq9otqwG6a1l+6WNdHVsX7eA1/ljrSRRURg/Yz\nd3gyiA9SOTLiUYjbd3+To8CSnS+osXfPRFC3EXKDnmfH09znQ2KC9IHx/vnvBZQtfaSOoFy8\nUg2NJJCMZQ1I95YvuPTpPxXH4E2idi9KVO8e02DwfjLbDQ0p0Db36d5IMHqjOWURSFcXLf0f\nQo2LL1sTAKB1AAiYuFwJUG57ZwpANx2/DVy28GQTf9RO+f3eWdtPAA2y4YaW3dO1c35F91fM\nv/ApSfVoJ4AK+u0IOYTjOxoIy2ftiX+3edaPSaKCdIaqBiBrFm5D1ooK4mlVVVwCyVhWgLRK\n6R/GDEv9X/0BePORO4afQTkoKQbfW4Bdb2/G1wNaAb42+kTJGpDGsaGB8oUjKE2AYlkX8PRj\n6fy+6oqNn3Vl5AR/rW53vOogTz7xaySnAE2U3oPShamLEHOPg46eEWxplV8+ZkBqiiZhTF4P\nB9khhLwC1YF6D9BGafLmcYpSlH8vJkjXgPxgTHHzKU0UTZGbRlWRQDKW5SD9TzEPoUOy/Sn/\nXeRwFsX18nyPkJb+CV0F3IM+Aew7dBo8Y9FOqoltxckSkH7m9mIIWG4Kt2cRxyhub+fkd5Km\nyxXDNQ1BJpczVE+Hni58y+XFBylAdRndYbm36HHhdgi9cR2cgH4k9+pnxc6UFF9Qa1Fscfo+\nQmGK8+gfGfsKPVP6fER/h/QXE6R3wN1H08GaqBGpqgBqXF0K95GkQGNEwiCtIOv3UMM+Kf9N\n6siEOLr99OHSUzqPLAC3kx4jVAm0oTQQx5vFXW0rTpaANLx6ws3/JbnkvT2GDaDpDahrK7/V\nCOWpTelounx3x5rgRPHHthUZJHyvnPLK8b1icPfyOzeEfpLFIrROWw8fa57qQaZxBBPi5CL/\nEddIobIwNUW9QvdBm4TQgnxigrQQ3LR5WA1jQ1YtAIMbIHzxkaRAY58kDNLcSLJt2+nTjt+X\nbn01SYVr+WIsadbdQKg9bFv8JZBWXSVbXnUoi0DqW9ofwIcGCN++QlOQrEHKvwChkKVVqzhE\n1h3otZ6uol/Bm1FckCbgtw1Th8H3ihj47sNw7NPgjtJiZ9LjT14AiVVj2MWlW5474grKcfvR\nhVtpeIiugywOoTW+YoI0FpzxL6enbMiqhFPduhynZFKgMWNZDtJZFj/U913SmDkuV214cpqm\ndj07Avh2xKpY0vjuhdAjuY2zslkC0rdU578PMaD+pY3nD4zjAzTPmfkdHWX++MavCjvIg+kN\nU3jH7EQGaal645NTMnrPs8O0AqHExtXwbZJtIhfBjbyH7gtTko0JeY3QVg43jmpHY8xcdQgl\nyP0Qiq/SQkyQHgK99lp7sMXJQjHoRAKghUmBxoxlxWBDH3nLzk6V01golh+BN86giNThl60z\nDcTwuxF45GdlD/jPYU5ZAtIkvUPHKFod7thByXWr4PJlM1r5ZXPZEPSxqDtLLATd2In8GUUF\nqewovHGFyJ6lWSjTs6CeWKjNYqK7+TrLWnzpUi51dOZdpHfXhgwZG7/uWKBneU5eqmcRBVOl\nR363e6KO2gHInCjQ25KXApoGKk4KNGYsa4a/d3Zus/TzaNyl+p75HJbhd6uMDOLkBzel98F5\nUW5Vjs8P961na2yKLAGpe7OVbfOWcNe7hrq2RvGLo4Mc5ayu8ZsbTfK4hQU4KTiHtnxBVJDI\nIPmsxXULCx2bDD4IrnLvtYadx7q3mPGooU5VlBg7oOP+DFf4xqyW3Y7+Wt29wKz7I5sOvP6/\nIU2+un+5X7Oxz0Ud/l4I1VlKVZYzn9JUO8nw9zokBRozls0Tsje1jTd8Kw/Gn9TgWscHcKsO\nfe0waVMnLjPPfpaANM//A5rMsX2WhjI7EHqSp6xDPo+w4PKuNdfPD6jiWG/9XN/G/BlFBakm\n6V360ZjZZtTIzX3Z1KV7iZVDFq2rnOcJQjcYh25tZA6xuBkta79xqlP62ChigvQ/UE3d+AVl\ny5jQfYCQMIArUqAxY9kMUteqSQithOZbpwIM2D6KxrfjPYv7meiL2pkoTpaA9DqozPomlGbN\nijAC0oTwUQXi/5Z/x4QmkNDHBXBH5Bp1gTejqCD9wnXZOkVND9w+kmqJ/zusUMr+o/K/EYoL\nH49QLdlbhM7DFIQakhQH6HRLwcUE6SVQdQeFgDWDAqkqACcQugxB0jySsWwCKX7JF93yD28U\nUGCRxl3uDNVKOhXuBM1bdob1Rfyrzcxp65ES1zUPdlJoA5z8exTHnaEW3Zr2RB8dXOjAha2C\n89D5SZKUhlZ6iTtqtzdQ7jJse0mnSDg0tOWozalGq3Mjv+/6xdKupTp3cgsl/1dFtu3pPWdK\nq35n6I4th9w0OoG465EKUcA1tmU9ko4KomkfRgkpkl0xTSMFGrMEpPjyLh2b0BQT6g7g92VV\nIO27alC8aziAU5iMKmT2BMLKApCSGujatWQY1xaKrvFkfeyQqgNrvNeCJ36OWAq39qsg9EaW\nPqBLskQF6Z88oV2qsNvw7ZPJSnctoEx93+xUyJp2dJZxbdoyMkSWGWs6RVOK4C+r0xDWtYzc\nqJUkJkj3AFzCOJuWvPjjHhK+bx6pK2R/4jFjlwKNWQLSQveH5Hb2f35FBecRcoKWV/qQgdT3\nwP72cjXlloniZAFI27Q30SYNJ//qIFvT4yluO8m6yfJSbvV1APSPpYCG3X/Wzs8fmUZUkNqV\ni0NokjNuT+odfn61x9C9JDoJFf962hS6IPQtRF772YEsRQqHb1+cV1K4PzUw8PMZxATpNTie\nf7EUvGzIGgLMqu9YDJLUtDOSeZDe71mRsvDtcv9uZKU0atvpxprNDpwcQAldlu/9y1DBf4/f\nrcAAKApywzptQU+3rMk4/By/sgCkgfUQal8stIk3gH7iwyPdOrQ2uJMqVL0a3rqqW+Btyb2r\ntmW5iVDwslPL9/4Nf6BnUIcCOlq7Z/lpsn+JXyi+kY6NN264G4Bf9DSxc4ggN5ejfiPTct8t\nO5IUs3/5SXFBWgtl8RUiFTZkTWnT8U3IIrJE/s9la+6ZHhHWfwSk8366QMbgOaAfRbOkIYS6\nRLB+LhRNe+lYoIM0vnBwyi8MfuJ/Av2jC+8KAsWCl4OLHzPc+uJkAUgjqqIZjIKTrRhAObox\nuAbCLROaXpjUrgPmnsWtlM53ejABjq5HTLOKClJkBEvu1f/QW1qGr6tgtEFsA1xJrdVSFAMM\n65lHETxy708GG6xi3J6LDz0Bdz5+AEWILCpIE8TW+igmSLuTjVbVNmTVJIOk4AFpoye+Scqy\nJdW7efIJKXtBKmFLpUxUwTnNf82BlBjS6gO64jGRPFW1E9EImEpcbc5EiTroh95ysBG98CPd\n5gq13qInlOY1OgDKt2g2FEhEB2T8604zUhaAdIybzo5k2K84hrk6BT+wo2noxoHin3UsQNsp\nGj3sX6X9FcX1dXttklVUkEqyx9AzX3kSQhx3CR0E7h265jUaof2QNx5VJh3N3rAGoUWOl1Bi\nWfoyissre4DeeWifon9U3m/QTf+hYoL0FujraAAobcjqAzRCDDjxgOR/BiG/swgdDrPifOKD\n9G5qSQdGlb+fies1Hn0CaSVZ5G2FrAIp5n9/APGwNrE0rofITBHyKIRQjxCmQABD4ZcqgDzC\n1Q2/ZdFfQQ5FNb40rQL4C6HNnPuL+58NMS1XVozajaNUQTQdylALUGE3XeFeTdjO3j7AsYaF\nH/hrjGjaE6eKUxwyySkqSFFByggXN7iLnoOLQ6SKPI1oWlGMD630y0dTVGg+1ncSQkmt2YLe\nukKKwu5uYeoIRwqz9QB0GL+5EWKCtBRoWgGMLUariuQaieMByQm3XMg9SrTGYkJ0kD4UgvLT\nVs9pQgXyxFtPL1tA+o0sW7YCpPfdGFBQxCH2/PwINTK0p4NCEGr95bm5S0tp8Q1VsgqgGsHv\n+MDHLTN2JzzoVb8a8daxRIkfU//aLS0t2SdlBUi/6AECvHBb5MIhGYCmXidlo4h5eYLU+C3Q\npHaH35lu1b8myZy3meQUFaTAlmpyry7hbk9tBjggxr1L8d1syRUH0Cq8Fi64VmsoSXjy25WP\n0KEZ616Ok+OG6EnST+JIE9BHTJBGggd+kTjZYrRKGsS4VUzzgNS0zQ3Uezv6MCxbA42tg2TL\n6oXQ33w2W0CaaQDJJc2+jEDq4r//7nLANMSX64jQctiAf1O6DUKzvZ+T8e5e/zuphKl3Dnuw\nsUYnuAjDEPoRNOdv9aGGIWuVBSDddaykX8epNrGcqzqUZmROjjCKWU3Lvr5Vksr7Ac2CgyPy\nvcctLMa0hyxu045ecueQO4fxoeV7764GDqGEym1InLYC529WIz4vbmvT+Ej/Vrfu7j6uQIrR\namKtJmKC9A/Qs483tclo1Rs0u/c5gQsPSK87yNzz045cdWtMLUUHaRrsMfxNPEFa6zfbeHLu\nzchcV12nhy1cZPkNZtdbSuody5PFHrwgfc5Tuuhf1dSePT7gj+sLyN26vnKri4rg+jgaVfD4\nX3W1R/dU67IMQIqVk0V8jammgyLdyUqtvBBWkNbijDFFvPt1YrmQga0pCBvciIY0lnU1wL8o\nC8pO/by11kzLJSsLQJoREV9Z7apRNi9D6TtSFG570lyYKgp/76cKCA6GEuh1SNCAtrIxpllF\nBam4stDghjT1HCVw4FJCB94l5AAAACAASURBVNBocEEXDO9eGvIWYihFj55OtdM42AufgTeT\nocqQ8hwdPbiI419ignQeNyc8KNDZkLVN8jxSfd7h77fHt2z83qp1feKDdJZp+TkY71W974If\nFgVq/sBtKq5wl03zw2AlQnuoKtvWhyuu84NklKd8QMHxW5rCWIQ2Qb7lu5uVUTRGl2vDkeuo\ngic+0gRSH5sMQLoNZHHBfkWH2l8bSEns6ZunwZ2+EZEDHk5r0CK0tQPFyhWeKveh4MA6GFU+\nE4Pc84ZsbtFgWjfrl8mKC9KLfhGR/Ts3QXFlfNxrdAvADRJ/H5ZSFCjaYlM0+Z7nWVpWPgah\nN+PrteEbGBENpOvNQ4o5DAkm94qlWJiX37XgLK5j7WGkNzwnvISM9W1RtEmTRWnX56vIe+w2\ntKnd+9aZzrUHPxDZaBU3eCHAFqPV0noav4xcCubceaRlau/u61NsQmqryVN8RxWN6wQgC/qf\nafLhxpbmORllnswPklGeCrAOP4aKCriPq32Gd7aAxgh9YWjakSMxygopeTIAKUFNotV/ncYc\nK6ZgxLw5YST6dl1waVcFoPbyrzkI7lQI0jiGP0KcwCcWHmX13RAVJENh8/n6x6BZQS6eBRiK\ncqbYb+Tu1RMRGlYiET1yo4ZM9mwmfAKxQPqfvvbScSzVYvnXDOjLuwIZ0xqT6iDyB8Zr+qIS\nsqEmuQqT6YN12s92A2KCdANAH8KALcPfnUHWpJkcmuVckNCL5a0CwL39ReJVJNn0s6YqAYNk\nCBBcB1LmDO9Dd16QjPNUoEjwuaBI9IaqS/b99hkkOuVIsjLqI41zmH7gay5NH3y120vcJHLa\nhFAI9cW+FRw0+34eBbi515A2ThZfNnL97gbO962+G6KCtMbtBX4BOblU3rFSJncpRuV1pXXg\nWfQWGZ+769h4T31FhQR0lT4veAKxQOpaKYlYK3T+fi6QM7rDNwdGkjV9Bh2lwjbsrsuY9ie3\nyoYfmK6f8HmHmCD9BlTL8VFAm09pom6gHjRUBy1zMEhEj9eW59bjGj1VjzFIpKuDusAN9GpI\nhI6joCsvSMZ5KjiRPaHh+M3Tg3yK+QySc8qRZGUEUsIAJaVblOYwMRNAqFp0j0HqYuWVXnpK\nx+AmQp/O49bBReN0z6JVXFSaPZZJVJAG1d3dp+/eml0bOTjV11Igf3CVpcB1cQ99xKCf0YXq\nGnlB4sknYKXgCTIL0q4+/Qy+YkqRMGK+smC5HxCbqvkgp7RzfiibrwlpMs/LV1fFFWza3DT7\n5gLy4G+NDNnEBKkV+OCujoMtD3FZnQOA1qlQDgcJN4kKOqE7UPn7ZH3EIBlGBrrATVSNGXbo\n7GEBkIzzfMLlOpBJEhRrC0jzQRnA0Wke5RlReBOvVjarCWQpSwFwal0CN7XbFJBDmsVxE5ia\nzXQ1rI/3ISpIM50UDRvIHefgW+oDMg6K1Kd0FMg8gApmcO8RdSGtuo8qXr8nBmUSpHbKRtEy\n8h5rTCbUilLn8ENDfMSUBkUAfh1q/BnuBkLblWytpjpXC0ZqxQRpERADFLBl+LsFBR55gKqb\nU0GKmzEp5VMNeB4rL/cpRWP4k/ypQ729a3C//rsASMZ5PuHyHAyL1i7YApKsQCJ665zH+PBN\n9VevXlanTiLUDJq//pWDDXHXaJjxcY3BcvmT/mRx3/2ui3VTxUSigrQSOrx62RZwT28QNV/e\nEoDVUJSKlrlsZhYyV3FPjl304Z9mAekjx35W5kDaq7qE0GnZzwhtk62LuZOf2Rl3VQb9344F\nOhH/LviGPVXjfu8pqPr43QgYYf6E4vpsgElPC9oEUj/w/9/9UGiXU0FCRahkC6VzKs8kVJcm\na83eFR5PQBqJP77WF0YXYTAivnq+5B9sMMrzGZdAlw+GPI3J5pU1IF2GfXg7KG0zem8eAJVh\nuk2N25B0EY7MzWG5EM84KP6nTYb+3ErDE9exndV3Q1SQRhTEhfXO32LP00KeaIsrKSZNjDF2\nbPWeGUzu2mIdQMTvwifIHEjDapJtWfxroG9UAMU643tVXktKMfvEhhlA4UZbSzlCy7wDcUup\nXHvzJxQTpF7ErAP/syFrVWLRQqtKUcFNDWpp3Wi3iUQH6aILXWPi4m9ayuUYqCs6p2/2ryio\nOIZBYsL779lQGLagj26ua3c26aeNvGIAaS1MIyA1nWbQn8Z5PuMyC0pu2N+2FoNBGgZDt1gB\n0i0g4wy90/VHY86e69iGfPD9dtG+iLnPjt3Skx9ESb9B6EY45wGt4hFa501SGLnuslSigjS2\nQsy5cwsZhU4X5IbQh98YpcyJ45Q+cmdK67aapHjz6x8ZNT8zB9JIYuCLSkwl21cn/kxE+F4h\n9GP/VRDEeFKGyqCJAqHVDjS+f3m+NH9CMUEaBjKg8TvQhqy1FVqlSqUqT0V0Maj3M9uLQSR+\nH+nR14V1tDq8p6Eld721J+fe8AwiNdK9Zk6yCBKz8Vhhpc/ohIlqN2OQUrTROI8RLtOCOK8B\n75kmCN2OxHWJFU07le9bdEcdiNJrowb3mJfKb+OfNuwxipfBbnSaJTMSReq8RBdIyPs7cvzC\n/12z0eq7ISpIx7kfyFTRr4nTWOLfaCDAWLQJv02nrpRVhDMWnCBzIP3EHUZoN2safImVXUc/\nAR2LLsuKIPQ9BH1EraGN+ROKGx+J+hP1MXjasFZToHpiUiMYmmObdkJqLMKVnhh6VzzKCKRt\nNO1AydMvK3r7FnVkw0NlS9Dz2LfFtRV8QeNUwUMPL9HfgN+46Bsy8bRUFlGKE445nPRYIEie\nEEhxNr31hjKFPSkyGxPhA2olBPkxJaJoYCnKg9NtMps7I5BexFiQ/SumcEEmxdPXjc9jMR8Z\ncl9xOfSU5jFZncJFlmRVUY/44i8jcq9SP/GC9MS2CK6HDA07mywbZmtAqQTtpP8YSJtakjHW\npbCQ/3CG1t/3O1Tom85T1e+lKKpMVfIrdA0ErvnDHWMWwrgNo1dsgSvoAhBvHcn9oxvfTuRf\nvo2VMEoLuvG8cbb4QXrejgNfwaCrQrpYJtnbe9lLqNLoFbXq7ezY9uTkmVd1Wryb815gwRmE\nQDoYBmz032azn4sEqrChzziUBfC7lrL7MRzrWKHXTkXrisOIKUML+fVZk45707ijxAN3/EgN\n6Ccmv3Z4QJrjAsr+/Mt7M9ZyID5y3W2xtRuVl1g2hA38j4F0hC24YtdIZeBb/sNWLjV/5N7s\nzOn8IO/TjIJelw4WqoRx0BGfHRVZ4mkVN+iSamdgKpCs0S5rr6x0nMp3iBekpFoR3/8xnrXK\nxxN+VXvWcy4vY1nnOl7nNQYrxgV5XiB0lQbHKf0Zw0CKOQmAdFEx4MLR0kVj+bIY6aFbi99O\nRfs8J/MIFXZMVDqlWgD5jMObjqlDrKtw5xcdA8WKVd60qRuREa7rrix3mGb4bArSctX8K1u8\ne1rwVdLrMUCLOaGgsSHrTJCPHKuEUf8xkNChai6sV2ehlRlWgjQ/OJ54UV9GDC2qkKmry8R8\n2aWyF5AW1CK27bgyupsZngHLlXT0F/JGyOQF6S/D+H97Ky33FgfMDZoTHBDE1NBpk61BYwr7\nf93fUUUFDe+rhbbm8iNBkPqQe/aME6xxUzSH+PuK9cbfyJ84Hv0ZUpeN7mSajKsu/9RJC6IK\nlqHhPjFNaZH+HElOpGs838/wH1OQyAAt2iezpJ2ZTj8BBFXWgC22duXAZfBQT8jBtnbZIStA\niplatmiR6iNKlKTpoWRWkVU6ttWVL1B9yywtoxpkSHKoWbmed4Xy32wXVXU9fqJfGdYv/Uql\neUg/TChdbOgrfpAOkmWl6NuCyyoX7Di5csEvzTSqPowrXXzYazS4zoD6/eqGuNJAOT58NbRY\n6Qkf3o2vWmcGy/oF11lKRWV8EoMEQKpNJiGQb9moKqsvtihQc5dA7j71hxcvOaYK7shoKnYu\nWHkZxVFcfcOR063Ldr72KV18O3cnnWEIyM29aNmpaah4DiS02wnKUPuZgqQb7KtwHWCISWul\nBhmMVl1smUfy5mo66Csr+JZR2KT/GkhJdfOMm5aHCpgyiYbFJJIo27AkBRXm9JbRLeZ0ZjeY\nu9INTfU5/VSkVeNOAvp9m2YELLGqz4SpYVEfeUG6bTA/ahWqH/ptHqrnrDJuGa52SazkO3Fq\n3kIxy3zm+X0rYxmKo2l9RL5vJnhXw+3QtyEcNcqjwVkQHgn5LAGQ+pPIq2egyOyBKqbBnB4y\nge7WbHnwlIl+spXEv2r5b4fIgCvoAgIh8joyuHv5gHKcNtazfppxGEPQgplBhs+mIAWAV5P8\nwMQhq3UCgMUo2bJCtgL4TJoSAEWk+EjGshyko/JbuLkCeX84EAx0g3IA7Y99JycLOINJuJ+p\neYTypaoVMandxr5GaJp+zomZmnnGB/ep7yH00nMJ/2BDk6ANxwew1FH0PyqyB0oo3jej6+zW\n4lbSC/dlL/0rufkBAy6l6XGgeYXQPTXuF00P3ATqVjRNPzdXXiQI0nVNx592ODngRm5h6ilC\nSzT8A2fz6ao/HChLr0WoCkTN7wtwl0SQesKb9h7rPGmKmng7uSlLE1toisPcEzPUyaiagqSm\nJpxYogAbwiOeBqg0KA/Y8hDPAbZ9JxmMk+IjGctykGYVOjN6aCMPL7mirgcZDfMPoBRqqm7/\nKXKoXij6exAYvf0kEpMIxdC/4Lptphf4zkvz4p1YhmybdecH6U0fR6bAWG0S2uE4qRRCY8tn\ndJ1x+Ogvw8Oi0Y1SBpsL2tunrdz1h2EjTpaZgJ/kqFFdWQDZj2ZKa5DQqN2JkqzWmdStbtwh\nhB7BNdOsWP2r1JQr6pduNmRMVE0lcdkT7ha2gDgkRs9m9luQbvDnkDuAosa+oaPPFJxlvD9x\nuhf4pVR5piBRdYPBrQtY89imqCYQZ0AyWx7ikeEcrs6i+kvxkYxlOUgbtEyFmiw3JD4hSSer\nWhZk+tpFKdBGh+NHxAM3/80NYlUi1mR3DVNNGKh0B5cFEq7KjhWckI1BZ+hX6ATbtSFCXTMc\nF1wckjSUrezAdOvHVgkGCgu37RSyGpUYx2VJLVjX8szk5+6WjaULzyPFolqkV5gP/kDovME6\nylRTiqH4hEStrFZZqhx6TSI1yCmAwziDU0i0t0/6le2xsYM9lTXLM9r009if7pUpSLLm+Ohy\nsCGGzsjkeSRbHuJ5zmzFypzbVCk+krEsB+kY1HsX3x2qxXxsQOGnIRTaxl9nYCW6R+GH4w+Z\n2db2At0PSQ+qF+Gfib2nG/IhdobsYgaWDbGhjZ6+92SWJm6Tb83oOne07bgfp8k3yNgTaAV+\nWEq2JisGBsa9bwb7N+rWs4u3sy1d+BtY6ZWRZcMK9f6kR6HsMXS7VDX+3FcUk2M+1sMNUtQH\nFic+paAV2gGA3zeF2iWgj1UamGQYB6Pj39aB40LFMQWpHLMU/aS2xbXtXYD5cWE2Ga1ugS8+\nxvSAZVJ8JGOZBynht7130esl40b4etGsNljBMgoSq7E6a/C0SBn8biohEni8a745cuizA9Ok\n/qwSitxKmyL+9N7kMbj9ngznsE7YRCju9M55fqDgXCiFfHzGX2mvluIcVxzxdD38qo9n8pys\nxkXDMZ7BM7u1QIu1MnA8mvEZUiUI0uXxC18O45RQoAn+/uWEKoTvHPG9qvrk4PEPekaWbNxL\nw1L0iiKjljscTV4pXYtrZYyPz2Kh4piC9D4In9PhsmXfJo3apBiW2ZB1UpgbyzkVGC7FRzKW\nWZBuFKTUdDXcKgY5ftbVQXKOk5NRqxoOEyatCeM2fH+OgoP7rqznAWmbs0zmaNRQuX/gfDpz\nhisRlIpNHjl/d/zIa2ETocv5aRo4pvnDuN8OmuuMofH5j65zwZyzcvKoRE8JqktTnMM37wrP\n7N4coReH/Cz9mYVAqoNPyy55cOBcArrz/SUBayeE1us5Vp5XpWB91IycBlIaBSzHIJE1uTuc\nTPJ1a/Hi0MkPoVaA9NYfn1OXgf26oDIB0uRSb4/99KbaCCk+krHMgZRUqOYTtAuc7ye2guCP\nCT2hRnxcY+ogWd51EqEy9B2UpKafoo/+pqv/b6rGxcV/I+cJ+pGq+PwNnqODGqOwtAIgxYU1\nCG68Rd1ftcaS73SKW6PqI2doBmiWpeAblqXlJ4drV7Hnv9NeIiOHVy05CxIEaRz0S3yUlzG3\nkP4P+fT42LIwJPF9BMxBL2gYjs5QkIBQ4dbx6H2lRiYZNmlx3bKV5R+6QHwglWHWol81LvzJ\nMxRu2q1E4TaBdJIY456QHZbmkYxlDqRbZNB2DpTG71caSldjuMEYLj1XvSQTrK0VJfd1rhOm\nZmg3lt6S7sTxr+dEkL/Fphj++/HT+9do3PmSYTB4UK3PewRA+p06Sj1AA2p3rY8S00Xf4tNw\nWhVC9R4ElJaiie98angXrpKSHotfxLJqpQ0BWi2SAEih/uh1/HtIbmEKT5lMLoE3vVl8ryh2\nh8FBqQw3NH8n62UCann6mXKY1FqOSzdN8IQ8gw0t0BW7Dzagr5gKldi+iKq02KDVPIYVUnyk\n9CCdpPGzNJAKQ2iWRj/+66Y+ZLFeteZfTbiQuGXolJtxawbP+GeaGuQD085lnPfFj40hhld9\nsob6SCFa/YXBp9cXLFAVUg1hD8nJDMyMIp/zCYB0UFGbokIciBcoCpS8Vnpp1CGwbDGEtFze\nFj+PVLgVr4wuRtGU3//Imb4ef85s9lQJgOTuqwbwZzrjjxXxw+gtMHLRnwQJaubdYtjEgq6L\nEGK5SM/wDbAJv2OGa8BxNl+Wg19lVDqe4W+yupKzZfi7FhSngNXY9hCfGD3yZ4QofaBBITyG\nFVJ8pPQgveG2EMepxRE6AFEILacnIvRAn8az0BLVrFNLnNO43nqr0oyb50EWBj5xWUesPHv+\nsqsAMXDtCnWXd6CLpyR7Qu9DKLGC0Zo2AZAeUp7ULBWEBNJQd1EUWTyesbbrljg8fKKgHDag\ni9TAZR5/ujX+TlEgVMBwV1ACIEVA6PxRMviOdJZCh1cAgabVGhf86viKxslaUqdJGKn7xJUV\nLsNIl6WnZqqWWVkYPpBo0NTxAOA1pM9Yp4Hd9OsIm0btUiU17YxldrBhkrLXjMo0VayumnIe\nOSVM6T9hnG+FNFP5+UkNsU5n/GtOJdNFcYx83ISAknEIdSdGDffoswipKuFPgz85Shmh7je9\nnJORdZ4ASLdAWYwDxkkHroEIeZgN2JhQ0cffwdGbpipXZvWxMYVdXEd5VX/jYskaJGMJgqSs\nU5IiC1MYsuC/NfA37+KKB04Y562MmPq1k7z09AEKcIkOh4b4zaEj5lSTBYyFMpApSADuDUKB\nb8DUnJ4AMFqAIOtzfpJkImQs88Pfm2sV6Xi9nZM68sz0iiWG/jO6TNlxH4yPJ5LZfXQjzdPU\n3LDOJUJXrsxo4lqk8uBB5equyYMrEhiNiJlaaiyipPU1inxpbOUqANJ+1drqDuAo86CqaBCq\nan452ofxZXx9Sw4up9NVxtXCm0Iu5Sd/ROXHms2XVgIguYa7MVwJsm4RiBHqKZjDn/3dqDLl\nJtwfWLzy7Ntdi1ZffSBI5UqW4v1jMDI9xFldj/CA5KGhFWVgkLVnQugXKpACunaI9Tk/STIR\nMpbNUc0/K2w6IiNOxs/FJIO3Y11qhNL2yqixfdQkAJ2yKv7vcHhvcpIUCYB0A66j3cCENAfa\nFyEvq3/+byJw6T64Wbv0XQCkSCZiTD8NWb3OkLUgHQRqJCElajbj7bR8VhaGv0aqMbENZUuN\n9AjIEvgemYlAL5kIGUsEkOZr5l9a45bGf8BrpW762nxUqse4DlS/8wdCMQz4oWuypSctHK5Z\nAKSkWuF7DgB0XMtC4IYSsMraIt53aXX6WI0g01BiGUsApJYQuX6KEs6SkBwR02uBo5WnHeq+\n5tJ8jcCS5QxkCpIc9O18AQRnsjJQs5AdFyay+23ImSrJRMhYtoF0ZPw0o9mOma6gG5HWlP9X\nFwD5vHNTJp0i/6veIh/IWrgQA7dmNFAlDZ3+5wtHbjSx/xeakH3eQQ7EiIImg8g8cSN49dvk\nyamr586WpJhqVi/b4QPpxMSpFSuwAC4eZHliSbJe25oK6ePqkUufj8B9vVnm06aXKUhOxPKU\nJYHerNabdhy4rrMh4ydJJkLGsgWkpHaycoU44zeqyZqERVxUCVkBpkQphjiHb/Uleh0Xo0ie\n776V3AY87exf2alA+kkhYVu77SRQHAOKWhY7FB/BlCz5OY7tOxuWkfKA1IctU4ziQKcALnmx\n+u/mjHXT6J8gtyp5PK+Z3jBLZAqSL0UMjyhra1qiw/rgcrqSgm1sCySZCBnLFpA2aC8itEr2\nl3CK2/KVCK0HDNFR7ijufyr2o/edvNOMPod0jkcvCqb35iYI0lvHPuBxzbseFEAW6gT3I0I/\ncoImoBbIFKTvFSdxHwm6oY/B8LMNZ2xY4R2KaVTKfEI+8UzIwk503SbndPGeAxLR45AhtpXE\nIMlEyFjWgBR77lcDC50N/g78VgskS7x8bLFP3PkTY13brFnxtDJxEzuC1XK+J0/1Wfhp3Pwe\nCTWLlqd3micI0nFuGjjTLOWiO/Yi4eJxHvOG1NKlaoLBu4jVI3XGMgVpMInt4cfSCiYP3WnO\n7nh0cTbuCN796bbwSd6cPP+pBZvkQNaln2asndBKFs9ggyvQlJ+wvbiwLsGzaz8/mV7EfEpB\nSfNIxrICpGMBQDuuxR++MLjXDVrOn+xqIaA5XQjuzpDlN3QgGYWYpaIgvztpm6VO5f6PmB6h\nNb7pMguCdITjUswsKbkn0CqTLoahdMZt/tFkygpVGSn4fczLFKR+ZMqeuM4y2NeAOhBvnGpT\nNDQR8iC+TE9DyKmU/yRqSXvwHPVKIHHG4hu1M+ig9ec6T5XEP1NVSzxXCEkCyViWg/TEtdvL\njzO533A94ox7t7vYP3mTxeav9yBuEkQ+j6kDro8eF4aJCO3j1sY+coLmb7ewTEqdlOQzMAl9\nKJPel48gSI9ADbQGaFDLHOhVsWu4dO60DKWbwZ39vOcw8dPzm9w0VrnlMgVpOwmH6Al5n5+g\nodHHUxxMj/2eY84knQsRcDn8C7sg5ll7r9QatGbdOJTYXnjUMkPxgeT5sqJNBnOxbMDt+K10\nZdtKYpAEkrEsB2mTB2GgKu73JNbRNK7KTOJPdpZ+QSijqjZmga5TT87WQajdF/gASzoVmyDV\nScphVcHmPv7pl0QIgrQZkqsBSlGfbt8C14rpENzoSUpXxThcV3dZ3XqybkJfxxLxDDa0UkbX\nwuXwcgTiPkVOXGxpyaTZDh3//GpfMmUb55DqaeiWe1CL/HrLrf3SiLdGwnU9bLf+XLdBVryZ\np0s58ykFJYFkLB6QdhRgfSZ+atZ/HJGHK3IAf5hZmPy3I3mAkzb3HWbklHtNGBtgCIgVO9ab\nC1T2d5cF6uS4GUfWAznqdWpHT0InxW0k7qUGpOa6O777XJP2ED9I74e4U5+iqIVyxCtDsof6\nz0q2fO3QpJWDpnJtvaYeGeo+MHDgAevviJH4hr939R/MKQwF0co8KPBgfSjYi6s+yocNT2eC\ndMSDopSGqDr5Pg1xvpzRbYrZBVUC4gEpOaSENSaiKTpJFaFAVi/UxqIQSSAZyxSkfezXhxa4\nfrI66eS1/Mf+7DGEDinwi/d94EyTU6yVjz88S0+C0vXyWPJjN3BZe7Au0P0nqoAbPkoHXt9v\ndVd/IMsIriHUHDJYnoSEQGrpV9w5lSP86ET1QQnF0xnq/6jAfa73/p4lt2/XyFbvre5j0wBz\nOglMyOqAKuwLUOKHlRR0PzSfIqkq0nMPjUobJvQO6zzqKwV1D6EbbOaDsyOBGsmNAbBgZUl6\nvQb6i6lFoHAmiiOBZCxTkCqQ6mM3l/IIPTUMCbXHDZSkmr5T5xUOfmNyigiyMGelQxJ6Q/+A\n0J/Ajl6YF+ST5rsAFd2QhSYIXaUiFozTgry4F/D6V/0sXpDuwm5YkgqSEmh60IIK6X3bJdXA\npSvk6fAKbXIJnoFigwTs36ySAEgsMEWDAGStywJ4tSmCG3lLOxtq2q+KGaduSVyPXQe3+ZPy\nNBShMAIgkTGY29af6wbIhy2KpmxZE5gqussLg0yfCOv0bwXJ4GHnmcHDJ9ZxmjTyluZpUXv0\ng4aOutKmZl2J3Nqe1TvvhGDnILJGYKfKsXQ+f8anWIQ7I1MqnRV56jVZGVU0f8lZc1QUW87M\n9CW/p1XFPtVoysnAkZzlqBEl83e4kz7n+zFFInt+VXZZ49Dglp1x1dc9zdHYmdGNl1ptJcoD\n0ttoDy/caCVzw7RMJ2ecZI7doGzeckBcT+xN40o7Ks+cBo0WOrpHFJsk6OZ+T8taIy2uTwSa\ndjTU4k+fkRbCADd1aA1bXBajhEWNoufEoU9tBFt8Rhjp3wpSSbKy6Cc6ZarjH4OX0+J0xyGh\nWm33Qd7FTUnw4yoOr0uBWxk9jCETFKUQGk8CBLYjq5iGg3JQd518m0kufvGCdBN+gGUpPxpV\nT52B4/cNCodeNRn1RJQYMd14f3w5zwE9Hcx6908vU5A+6ukikbgaKBEKUJ5Mzd7CXSHmHYqR\nkd7Y5DSjyQ1pt/59nKiMQvGNlbUfms+f35uXqfhqJEqLm3Zn+dNnpN+BbjmsMOtkfU6UVN+5\nTz+3aol087MG2RBzO43+rSCtUi6+tS/4U9TKeuE/3hxNCPmJ6oJrKg9TW8tA2Zq/thmc32ro\nAzfn0kHHrg8H3Yp9+cF18w4niL56thxl6SA0fzSKqoUKBSf3j2S4KdNHOPseqsq5kyro90cH\nxzRV52qXhwhdU1gZz4IHpC40fmwcgOlbC6D5jSO+zOJbewMJKl38dt9antYQdTL47djsCUuE\nz/8PsxehmAKWmhfwgSSL1oMtnlY/UNzUQw0h0vqcaJ8avz3u6TdLfSRj8YzafesA7Jef5t6f\nt2FARyqB2W4kdOwXXvNQHAAAIABJREFUJj6zE1WtOWLxtXjKthHAgtOkhjR4jdDhxk9zNQAb\nng+/u8O+tbA4/IMNT5rRnwbtoDb6Z+l0gUgQUwuUBgjCj1aBk2n292xKtqUmW1iKVJmCFOn9\n+7cLXJN9fMlxH3CsHriuZOzxfQ8OdGnXwA+MUgKow0cLn3+Pjthtj6loYXEEmnYAlsR6SqfT\nlD9uFBbPb33OlJnuuoMkkIzFN4+UeC9N++3j34cUuKO0WkOaRvVNw9i7cpQa/6DOJXXOdMw9\n/Gi8u4+6AKeAcHTrxsC66PFL5G/pwgeheaQPMwy+rEiHIM9WjX9RriVvh2dxXvTyCare/2m6\n/cPJMigUZu3KBVOQyiiZqHwUaWISr71ejkc+36vYe+lcgI8vi27cQgUzMPM+bhjS6WvqKpJf\ngpYNJyw8gZGuwz8vzyROLG19TjSrINmWmSCBZCyLJmTfePSKRVupJoloG3fE5KiWPo7+BDiP\nDtKpS1dPQVMSFK4/MVrdihInqi1deiY4IfsXyJlgChyoyjQ3Lgn94biIL/st5fREtJE1ebBO\nsBtQ0nTlLb48GYjHRAiiUSIHBdAbFmajhH4eGdiUn+VWoqR5sgx8f73z6hqDTmgFbK1MxAdS\nW7TGJsuGxLBmb9El9yk2ZL0im5+EVnDnJZCMZZllw1EPnQ9dR+/kyfG0jmgf1l9mWBejdvht\nrQGZXgYHxv5heDOF83TSp/fVJShBkBZBcusu8E0oRSqjPqZu4Yg2aJ095KZTXWim3MNZa9Zn\nSnqZgjTUHWjDSBneNMRvGDqjmM7zFe4u6pUZXeB4Hq0P3cPSdXmCNdJmC09grIuBKl+6hQ29\nK+Kt2cVNuUCaR0ojC02EXu9e8yd6um3DbdNDidToEyt3UTC806IF5BkjoSI6GIZVQw3TLrc3\nbE3f0hKWEEi3A3G/2gswr1pPijx4QwWGfB9v2cgb6ezuxi2P+fZnKFOQ+jT8tfdAOcGIBtxl\njMk4bN/97zYLRUpM0Zs9ayz1VskLEvHeqgWeN4d5ffx+5QVb8mE93PzdfWlCNq1EWGrunAd3\nExRMEkqQMZsfDaJaI7SXRC85T7e2+lwCICUULQWtV8mAKvT6G8ML+HnARKvPbb1MQfpOj5uH\nzlD43k8szENogdq2BRG2ia9GGvx4lW1eHjMvyYuQsUQA6SAlz6sGWdGOwUAG5yqQjlI58Ayg\nHKwPty0A0h/woC04awCcgmgmkqnTzq3IB77sIssUpKRobasmuD7S4KpA374aY7X3iMzIFCQW\nDC1ey2t8MSV5ETKWCCCha5UDyvwyzY1zhNGhDmXqsnjXy7IyxtdgHHGrqatPt2eWnsoUpNiJ\nIY4VZ6iSXobh51eu9W42sswvfdsvtGqBt63isWxIWv9lNwdvXBQVo5M5dLdh/brt4vG06kYW\nRUFmlorYLsmLkLHEAInoW/X4Xb1BNmNnd8qJxHENW7GllhvuIDz1qrp5VUQpSzu1piB19Ziz\ns6MMTgQyfgzugKmvVMrUygirJOT7GxTRpQDK7Zjj2dluZUH8NZKqjIsh5lI2SPIiZCyxQHJe\njNA7gIo9g8hs+U9y3BlNiBqN0NSwOIQeqy11+2QC0n4g3fmmQQ7QClQNaZcoX10GviJElgBI\nLuDUuSEFI0lIY+tc2mVOfH2kfD3LANizo/ZZkhchY5kH6XS3xmPN2lU+hD8ROguUinbp6IM7\n4YYZ855NUi0higmHWEgrE5DmsWSac17+YiCjT8aG0XrHPyw8lQgSAEnm5MvKNeDfpOsx+Q98\n+bJIPCD5KSmuBNgyG5R5SV6EjGUWpJVMvd6hXubWoiWodpElF8QV9vByCO3TkrGAqoMQGkWi\nLMe4WDqRZALSVoN/397hNNQEvxd5vTs0t/BMYkgAJCfSgqkADr0bMGC1r7xMiAckumCfqhTY\nr442luRFyFjmQPpAQtPHlTLbF+juf/DRdpnH8UerVasQehtU/8q9UfILCF1VDbn7Z1NfS5cK\nmIB0slKxUw8Xy7iVWm2g0hdqs5lb82qdBEAaDsF7Z9Mw8eGZQNo2Nya2yRQkBUTtiM5pw9/W\n6r8B0hmamGTOixDKf2z+1neJP8zd/epLGmR9GuKq3WC5eaU4gNdO8mm/L0Bhi2f+TAcbHtYD\n0PVW3GpFjCfAyVJzGlEkFPqyNrFZLawHqMXZEJrIZpmC5KoyWJTwTkFnuSifqgbV4Lm8FGgs\nPUhXgBgETCnJnzumJhfu4BWpDNeE3Xlz5cMFX30wVyN5SPifmylmpYm3LPaNyj+P9Pxq3Cma\npiigqbr2HZ8SAsmZWF2Hx1179pq2YSmQzTIFyYcm/mAoMZbVWy9VjaEGjeZx9CoFGksPUkJg\n+xh0w2scf+6v/f6HPgQoHqBXVYkzknwtPqD/+X2dieIIBRoDJ89eMyHEmTfOXZZJAKTqMAzF\nOsJ6FNvVx55k8znRX4su05mJFpYJeVgb3ENA/w2Q0Jk8jhFsPRNv98kqTNYIuMDVq29PMu/R\nbUMwl2QrexvFD9LzSaCHMMbFaWjNTJzbevGBlHT7by2ZwI8FKtzZ/Rd7FodnQlYnD9E627JC\nVgQJg2Td7Np/BCT0Zss8wcclZClZ2Acc0E3gKboEpI2xLDgTxeED6UFd3BHoKJtzqpZmYplM\nnNt68YB0KBCANsRxgWLzvrPnUAPvqF1eGVBlYaddi5EqHpDmJks7Vxr+tm5Ctm3FeNJj2Pzw\noN4BoXj9TLyp2CYTxeEBKalC8dO/As1ueKksWMCG2HSZkClItzR9b1/XkkniziDk+zzLxGPZ\nQK1/eITNplE7HpC03s2JFM2tmaSQQELovnv+vrWBK9a3IksClG9kavfN7/Z3JorDA9JNMk3S\nBFigad8gGzy4ZUKmIE0ifijvADipzTkWywLxDDYA7coBZQ8DXlPxgPSoYzliiOJu1XkkkLCe\njWrQjds4NLrvAYOxzNnuDUZZbKDKJx6QfpSR4b/Gchfv2pMy60LNSpmC1LUl+VvCXam3folI\npmUKkn68t9x5LNy0f1mQQB/pbNnaFySQkE22dgWI/64lzrbEXzQRD0j/AHFk0rilGKe3UqYg\nzQ6KQei5gw3OtkWQKUilyHzNelUCb/KslsBgw0a/thJINoG0RTZk93iNDaEcecQ32NDZc86u\nDvLfRTm/dTIF6aVfxe/WFiqSPebWpiDtY/vvnqyfkC2lERy1+zDOupeeBFKqthXVRCwVpULi\nBSlmXJC+og2OcjIvnlG7281d83S2ftG6KDIFCe0poc0332oPsuIop80jqYdmp0qmB6lothZH\nnx6kttlZmrbpQdJnZ2mGFk0PUslsLY46Z4F0tUbVbFU6Z/OLs7c0NdJa5SW1yt7itEpbz17I\n5t9qcdrfak72lqaG5W5bMlQ2jd5LkvTvkgSSJEkiSAJJkiQRJIEkSZIIkkCSJEkESSBJkiSC\nJJAkSRJBEkiSJIkgCSRJkkSQBJIkSSJIAkmSJBEkgSRJkgiSQJIkSQRJIEmSJIJEAul6s6bZ\nqiVpi7Mqe0vT7HKa0iR1yd7idEm7jOJyNv9W6eIDLsne0jS7Lg4B0sK+LJC0sC8DSQv7MpLV\nS82PVnAtME80dxdiBRoTSUJRzQ3/GR/mXtuurhuEfH9/1qHyrlEL7bXUm2ep+Q9lXQsuEWeV\nv9XKaUvNrQTpZ7bblkkOo8S5eK4CqV2eOd810/xpx9KYBekw23PLBN14OxXHFKSDbO8t47TZ\nE2cst4NUrQvebJVZHzCcX7kHpL/gHN5Wt2fUVrMgVeyJN5sUdnIqZApSGfJrrVHnKHdcViub\nQPIkxX8BF8W5ei4CabeObKeUsGNpzILkshVvnsAV+xSHx0HkLvznfk5yEGmDsgmkEiTCymlK\nLN+9uQekCxSJv9mpmR1LYxakwpPx5gRtJwewpiBFTsd/jrI5xmWxTcomkBZqv3v+a2RDcS6e\nm0CKL1rx0tMFnKXx0cWQWZDm6Lc8PxHe1E7FMQVphuP258fDssF7MlEuBwmNUQA0Fi1GW+4B\nCd2pBOCwyJ6lMQtS0gg5QDN7efY3BSnpKxlQLXki5tlDuR0k9P7iU3EuTZSLQELon8s5I/Sl\nkd5dzFTQAKvEM/yNr589cS/RvwAkUZWrQLK3LADJnuIDKRuVi0F6Jn746lwE0qvb9nZyLQhS\n0p3sqAf4QIq79T4bSmJQrgXpWmkAP7H72rkGpAf1AJxXmWTIUgmBtN0LoOJf9i0L4u0jTVAB\n3emd3UtiUG4F6W1w3Yt/DVb+Ic5lU5VbQEosW+LXOzPZH+xaGgGQzsjG3D5bJSLGrmVBfCDN\n0679+2BQB3sXJFm5FaQ9elKJVxgmzmVTlVtAugL38LaDPWeRBEHqVQ9vXsmP2rUsiA+kgsQ6\n6AdOLDMX65RbQZoTSbbdrQlza4FyC0h7NWQ7rZhdSyMAUp3BZBu4wjRD1krQsuGGvUtiUHaA\nlHBs3tixC37lM9M1D9KNnw3D3T8qH+ETRY214rIWKLeA9Bf8jhKvlrVvAEw+kN6fOde/DP4h\n7zKn7FoWxAdSycEPf/5rkyre3iUxKBtA+j3Ip2bz5tXcw6+ZHjMH0v0KANwQ/MvFl4lct7Oe\n2wPrSmlOuQUk1NJ3XDCAfKo9S8MD0hZXgDyaJrtWh1a3e6A8U5B20hR5OuxdkGRlA0gFk+fj\nE6fyWFyaA6l8mZvx+3Tz8adnXT10dUQK7vRJuQak90M5psRPG2Xb7FgaU5Auyye+e9lLX0Gb\np/crOxYkWaYgjdeHKPy8GvAnz2plA0iaFDv3WLXpMTMg/QOkFhtd1vKLWadcAxI6R5O5m26N\n7VgaU5DGlcZ/En1X2rEQn2UKUn4Sb/EXJnvGv7MBpEIpMQtnFzU9ZgakM0Du0opAyy9mnXIP\nSHsMyygml7RjaUxB6taC/C2TPXHETUFy2IH//A23sqU42QDSWd+Aum3b1PEN5ZkEMgPSO5Ys\neWmaztr77y17X1h++YyUO0D6+OPGa3fgF4SSKnSzY2lMQVrg/Qa3EjTLv/s+GyxFTUGq0PX8\n+p8W6bMnrHl2jNrFHZkzesy8X/i+sLk+0jj1sCWNFGnX8U2Tu2iddltxfWHlCpDOB8o9qS49\nnMYsqu54x46lMQXpff4Cc6cH+rFuKo/DdixIskxBOkyBA03ba6l7OuWyeaSk1eXyNk7L0VF2\nM4ofqftHjMvnBpDiglq9Q786zJ1bKqyNXReD8ozaPe0dWbiJ/HsU29dVpDaB5TIFaWCeyiFl\nIyrZuyDJyk6QBn7++H7ZYoPaaaw+y4D6eJPktc6GApgoN4B0gSLP7LDqdi+NwIRshy/wJkG7\n197FMQUphHglPEvZfwCRKDtBiv788VaxIga5UVaf5Yv2ZFtgjg0FMFFuAOmwnMw4TucZqcli\nCYBUvz/Z+q6xd3FMQXImkwF34La9S2JQDmva9aYtS7eqUdvUqfS5Xi8RusSJslQnN4D0nNuK\nni73N7yFHi2fedxupREAaXze9widpMiUXvzoej0f2as4piDVaDaqbq9Rbtnj2C77QOL1JGUh\nSPlAyULv5M8xhfy/6qNva/X1+ZQbQEKTZTUVHCerH4/26nwLy5rZa5RKAKQ3eUOH91CTH+OB\nBtQ0Y685YlOQfgCQUTDYTtdPp2wAaW6ytHPnmh6zDKRe1BqUWBdS/Iy+m1Ct/lJxnqZcARLa\nqvAZ8PiGxzevnYYnoivO8+xUGqH1SK9GVmm4jlQDEfLL6KWvwk7FMQUpTN6iQlNXlZ2un07Z\nAJLWuzmRojmP6bZlIIUEky090Fw6q5U7QPqVIUtIRlQ5rCC9pQH17FQas0vNuS/w5iCct09x\nTEFiibfQHSCSN3srlQ0gPepY7hj+4853zDKQfMPJlu1q+TUtVO4A6Yg8Dm8nld6rJfXAiKp2\nKo1ZkJjuiBifHLFPcUxBosmv9RPY3Q7doGzpI50tW/uCLSAN8/Y0eC1rxFxGaBwcwh8/Lu0z\n5W9rrp1eSTsHjTqL0MNv+ix8n0tAeqlcSpYIl2tGl23Sb5lvxQGbsqSblLCu34Q/UfyavhOT\nV/gIgZS0deCYCx+7Fqzm6ji3z9RijGiF2T14xGnDh9gVfSfdTn/UFKQ8Dn5KtxBWrMtbqjml\nSk7NtsGGjX5trQfJD1gZkImm9zo6yAPIzNvTvJ4NwtVHrbu4sRKj1XXKMzNO6PI18Ap4mDtA\nQkuZGh2cqACaAkpOQfF6ukpx4l/8Y0nH+sVkK4s4RxeRE8MsIZASamjrlmVklIcKgNLQIJY7\n8qRmytoVmUn406sItwZRyn3pjpuCNBaICot0fUtVFJxdIDzbRu0+jONdlZYRSFOgA0IzgRja\nfWwXEjmT7OtU7B1K6u9j+4jnCsebCG3h/LsnovdlW+USkNBv/ZvLx6knK/VFVYzjZHQ/z3Tx\nLz4m4Am+3bKg5whNdiCdMgGQ5rndRSgYjiOUB8r5l6wvlpOu9bpruFJiryDUJ+IVbsG6pHtZ\n8PSRqLL+JTk7x45cCPMQWgWTctE8UkHDMYWL8b7gZShzBr/tDdO53ob1yeu9cgtICB1WHFDu\nV4+o0owdVhOhgXXFv3hlEiwnju6Etx/YE0gQpGY98EYn+w4hH1iE0G0Qyf6vq+FNG4pPWfBb\n/OEllS4YlClIUAD/+T97VwEXxdbFz52Z7WUXlu5SFJFGQVQsLGzF7u7WZ3d3d3e3vqfP1ud7\n1qfP7u4uDEC4372zC4K7C+yCjwX9+3OYnZk7cyf+M+ece2I0rMua42cQ5Xg3fMvwHESkQN7r\nQWyTclleoi3g+3Db6APyDi7YEWihoZVOOYdIB0S7xb9LB0TW5vpU1LhJZTHKDMJJRPrI0gPr\nIVJdamJQCDdQIpG7cZvPy5IFUMdoeM0nN34KmXmNvis5ooNINI/HCNiQNcfPIMqb0amqWA4i\n0kQIb96gKtR9OiC604B6rXjnrjaBb3FCB3fjRbvlysuEQULPll/x+9AmOYdIbxVhSMCY9bEX\nKCfgu7ZTs/7gI10ekfe7yO0pkfJUtMKDHiLNVZV3yW8J+4m+DV2iO0fnyaLjrzM7T4Vu8obr\n4f0SJ/5m910uBh2iHdhKrNj/WLRbAOOofDcxBxEJKwExwF218O+ggEp1hf3Jotc+lhXzKjPh\nJpNYVxRZmJtxUuUZZe31POcQCbsCIpo1oxIz/uVkFX5Awo8vJczK+4pXhysr+Ej5IBU9RHrF\ngkwIDLISAcO5SmF8VnWgsbBMGDuJzHwIsqiQX/59Ej9tIvXgjQ15s+r4GURRUJpDUE7ytftb\n0M7TpbFFYNWEKU7dnfE+hopjscv7TM2ce9fuAaPJq+/F9N+WfMkh5m+K4xAxvl1NkPTbcnVc\nv20/xL0sYWO/8bdxwrq+E9Raj750XNyi/mO7Qs2wyiXLLf5tWh/bLOvM3oGj1HpR/Oo+kx9+\nv1abSCKhl9zR+j/+IpFvUukSs3KU0+qkYDqtI95I9Nsb8AC7LsuaY6ZAziFSM6ClKDz+y0ET\nPURyCKBTOhjruApTy89/FCSlQ0eqRP6shq3/zfG/Qw4i0tx8dBqlWIZbNPkXvU7kKy1mLXIO\nkXrAEzK1F/6HvdFDJA8vMklA/dSGAXyV79h/AG0ioQhMx0dO/jfH/w6mTKQnXcMrr+YFhXON\nwqrVD2aaJuJdgio+j9ZLw4skjDQzSqS70CSs9hF9K02fSJurFmnPpysGVPDsZAj8Icd91r1o\n1HItCU0HkWKGlowsCu5KKzt0BeMu+R7gmJo/pksp8WfNsJbXdRBJhaSsmGV/+PFT48v4MqVG\nfjJlIj2xLTyys5SaFI5y1QdLUcNyYJaXHfouXOwrBA8HM6P89f8RVBnbkNVnITV5Io0Stx9V\nVHUPFwNLqljLfkipseeOwSO7yrVcgrWJFBviMbSfFQADQEf3YiJEvkq3H16LeZ6gxZiy0ov6\njA3eP/r4qZEQ6TBwsEvReBMmUufQeIz/YB5jHNoB9/Mb7IY3oRHkxZe4d9rmE3NWGCdBFGtN\nJqMd9aw1dSLtpVmUEkq2uADD8elyjI2edplEr6A4jA+g7wdWtYm00PYVuTnQo177Ubxmkrh/\n2qYfXgo5Xk4TjNaqqk0kgbyNf40C8PVH9yAVtpo9wPipapUJE6noKDJJlO/CX0X7yGW6AC+w\nbWZHrROlf+A05HhTJ9IcjvrJTPMbAdTeXd7wBBcZAu/TgFWbv1usTaQOtByGnZz6w/EhDP8J\nLsFzMl3loMPYQL3HtsLa/6onPAaXptMqPUyYSNW6ksk7huiOdqtxw5b7RbFfxJl20Xempr4j\n+kp/mDqRVgPVCweUWcG7DwTp9PvNPOrQbHkfBd+PzmkTaXBJ8sdLsIB0DQ3/MX3RxjOg+RCn\n+OswNhQmf4aBjpTyPxDTC9Jp6BgTJtJS2V78vr7nF4w75L26keOQWIgEtj7OUbxZJqZ/QY8m\nhnujdPW8jB8U1udRY+pEOuZT/Q0+qpxSGQAxLAgdamV19nOKNZI/cEwT1++FNG0inRLMTYwv\nARwgIWPDSWskr09cWcSp7KEf0DWKYqWf4f/ZD9MRRkFVJCT4QYfVg+uSMV8TpgovmDCRcC/W\nnMtD4y1jKoMSQAgg9kPsjAai/5FbVd592sJizgYXL/1UDSxR0Wd61po6kf655M2aMx19GDGv\nV7tISiuNdzPUj/6cUuCuZUXWYbVbIJeLFXxXwKFtJPJPWjVF2m9FS+4HRfjdDWJUqFG8jlBz\nviP/5YgAxToLiUyxzJStdhjf23pYU1HxvKf0dj0YD8xyLhrXr4bxIRHRhWPzjzb8EBc2n9Y7\n9m7yRMJxf225dRp6w2DyXlHkK92mZPsfceD72w5pC7+6xpGe//6nPfPPwMlWMJwO4VxQr0kw\nW0SmnYr+iK7R3R/ffFXngCyaU2OIAv7rytCv9/zx0mTGkS5bWvAQ6duPZVGqWzPw0T0ffwdn\n8KKp2kM462D6RKIYQWi0TVEIRcnGhI38UU+rNvQMyIpoclwJRGAcD2PVa27xKtx2sx/aHR1E\nciJ/BsN/ZvZIBRMh0tf9e3lUT+3ZoPl0JGCcxw23Y+8CXDQriQeRm7bZgg6hlOutvXXit3YG\nI2cQaQtMhPXIHfI5tq7dsp5RZ6vdJP3LpodIFhIci62gVSI+CbvUYeYf2cNkOq1AJrukc4vk\nzXQQSYw/4UBjczZkwkWQnrWJECkJqUS7Q6FCq27vX4QyIB07DgRUAGYYYF3FC1aZA5gdfjtW\ncDp5468TXJh8K/DVKJlZHgthkb+MOnzOIFKs1ELEqTUTBHlrWAqL/m3Yfq9ESRV1UmW6+F9J\nkUXVIiJV6zTkIj1E6qLuiaXAXCQQARtJg2nrFDz1aZfVmIz36Msge84v7UIIK/MzLuOmuTN5\nFqh/axNJqO5Jxo/6DZ/723EB3wezZwzHHBHY7jNlIp0Rddi30rOmO9dqYiBobhcFy0xFbmMb\nIACrFJ0fqppxcLhwvkPU78ESp52tpDpqxqSPnEEkfFiRdC0QWKLxe1tIDTLePXeo9MfWcJ8U\nVrnbygZ/Tmdsdq8rWFL/cKYeIrWBb50pPrk+Q23Qr2sCcN0MyILSzmHhgd+4fWlssVY4/OAM\nqWjyoTFSNZN0eH8bT6SWTov39+IOG9HyqcB88FBL7q4JE6kZvVIXAZaSP24CyxddzbYCbPfs\n8raNuRm5R2ehb4obmyBfTaaDHb3izqN/VetxBaNydeUQIuF9EEn+yUEoV0GpVhiXNcjkMNkr\nDuN35CIlo294Iu4ZJjyMH3L6P256iMTAreHLfCFo6WEZVY0GwBu69NFxQ3T+t4ha+NpWSGOT\nIDpKrBARnk9Qhw7qEO1gVdERIjDCR+klTTmBmxuTIbAt84xcTK6+CRMplFddRfwgfh1UDI8O\nJzftU+OWeCnLO0YKG6VoeI8PN9/N1sfrbXDEMDyshDGHzylEGoJqQ18UjPKzfmhkMfLboFom\nbRrQaUSKivDVyHlG9ab5ETwW6W2mh0hAb5k/KAil2D1EbDQmjOEE0M/jMtc0NpH+jvEroBny\njyHew1AHkSSYevNGGH78vxD1GFlgTExguCWdOvibMJEaUKLcBaAx5QU4ezzP6gzAicDRuKeZ\nCtNMDSlT58SLqYQ9wdYv8TRzz2Ycjm6RtObdd0kz0kIWEilUnz8fQbBr8iwkVYEtYam9nV4i\n7YSu0AFsQCazgWpNMa5pUA6ssf5Esf5iN+998pIekeTSl5Xsw38LqXjzVKfDnN4vEn72MRQC\nyLMOt2hCgCePDPZ2ewEnYx/hXqV1rdN0puB46i8mIA/8XJePZxJ0m78TznxUgIEKI8VjOEuO\n3yWtL6I+NOU+XjobK4w2YSId4kZeORhc0lo87o/KUAPUY5Cs+MA0YW8I2TrfQpyq3mJnp83X\nF5mNsGhxJi9DjRKay3nFhbTplNHDp0OkmHFh5qy0QDd947kpkUSkEqDW6sdAP/7vM6YIHt0/\neTPjiBRvzvKmF6KWMGjW5YECgyxV98xbnDtdTABQIsmb5ry458WljHVbslfr41tdgammo26b\nHiKVU2smfa7uU0GDPwdyKhlI+hsa+l5dyYKM0+GUn9yZmWaLrm82k667vkJpQ9Sx2royrRqv\nI1UiF1TOGhMSeA3x6uFZEyYSXucIbPTT627kiWlzglFfJqJQWs3Do8hTYJXaF+xzVxEoxib+\n7UfOCpHN1BppgkoycVc5yGjat7SJ9CkQIiYsmx6NPDLgeZ5EpGkwi/9bBPiRL7wodVIDSqRT\n8MFAIiWECpI0fDPEgKuBT8AxcpG42udOVvJIehftzgMoyBIgZKRCLBh8+XBoEW0q6CHSWf5J\nUtoBWy+KzNpYrLq2xnqQYR3SS6R/kjuTOE4Bos49JSC3EAzeUw/aaROpsdrdw8BD86ikpETa\nZkTL4+rbsNeUiUQ+ufxn/d1pItdXxxMs77N/Jvr35ddc0o7qi3vIm4nmwbmPT7CjF79sD5+J\n2tM5g4dPm0g7a2Y6AAAgAElEQVQroSX/dw50T39XSUS6D3xtvWdMCXUFrKqpk/BRIk3miWSF\ntaCXSFfg9qszj0JhLznTOg2NCCh5OTCYiHefrL4ZHJ59wL5WMRhf54MFnzCntNroIVLninja\n0dfCw4/I2oTTH53oG2yZtWHdoaLdQ9xTW7RrWYvvDD/KkfCQyHXxDx8BrSlX1EybSJKyr5pc\nGgFGFIZ+Ame/PMSdjRHtisHbuzc/oQDTJtI3lBlIjQ0Oq3Djlunsoju/i1Lm/I/hfL+qZrTU\nR9pEmgA7+L8Jx+i9utHIXmBbh5qIKque1LMSFuDV9A1hSosI6q6ZrCOFCOnWC+EA/wB8kvhp\ndKRVviLLBo8IkYLJC60aLmF3u5zMrv3HlAfUryPxARRN+IwN1NhgOJo3odMiqVysrMLoFPE5\nf3U8F3qIFMUPiicZKT4j2sezYFj9Sb3GhpJD6NQ2ZWTEJv5N1I3R4f09gPw5A9+nG8oA/uLt\nF0YZG5x4J1mxlWkSKfHWafKSxh9O34rZuonO4Y6RHycq/kVn4vPrFNMSbvwv6RHcxH+ELByu\nvT91O/EQny7Q3uFpzOlbsZfO0cv18vhjvYdPm0in2frf0uZeVrrM/nOuh/wiUfUFQW3WzsoP\nSzDegcpsWuUjvpaCSKP5AJkqbjg/LRuxFYaqibQBAldu7+rH1sIXouDANVzCPmDEhmi69hv0\nECnx9iYYdfz0+0jYTK5NpdZ6T0cvYv/t6R1z9txBs41kr2euff105vpXjAPNP/7vxnHwvHDy\n5g30r1YjPUTqEXG2Tp8byWZzN5rNcbZDBjvy8jj5nD45fos3f7fjvwixe1a/Ua/8cvZqG3pD\nbqlzQ54etIf+ecVfo0BzbSLJimyrOr0XfMQG4wUc3TTkUgtj0myWgpOtm/0LhUySSDfDAeTT\n8FQ5HeQDlhZ8vyISElXJ+/fK9ro0/fMBABZL1PMJ1sKOQwW8Kg7F7zpxbceqqHM9UGuFw874\njkShrvNexz4o0jE2LJQ5tV+lSZITJaMRpHel1TCuBT3I7Eu5N5FA5a9oZZExKYh0BerTD1FH\n3FNAPk0t4LyaSAFK+tIeRUW7prxoByvJoyMpkfJ4uol0N0ItlnPk2og7tZZc0Hcx9WKbA7k6\nvJbldXyNNYCjEqDgGfwnvWSIV3nEEdoeM3qIdINvYJ80+jpHNvbQBLOMJayMa8cAiq5FbrGP\nwwLNgOwKogUzfDHG9TYA7uKW+1bli+LFUHIUCRUAgpiGU8JhaJaGmlegJ4GMGZC9pb4Z502R\nSPH+5a7HLBEMECw9jMy8LxdGRFTay+YRKmWMtKKuMfwYz5p3303nNDlN7vuRq9JgMceEXClZ\n+HEwuVcdt3BWDc1dvJ/0k3Wy/fPT8XxN9Bw+PfP360UN3MG2GXlBfhZE8UsqSL8SIvHPcqUk\neeYhtE9p/vZWxuEd8Ds+COtxgi0dTSREeo/4dN23vxGJoY7unr4pD6eTSAmFIiTmNuTNwKJJ\n7eTgbXh2zMuSQa8OsgyI3CzrWQrGvd3OKO/dr+v6/iAjIS8uBevKsC75v2g100OkEsAJJADJ\nzlrz8jAeszLmuNbffv+nvxXK45/+tI2w5/yp4HyXdTt9PwqWExlNOPrNw8ZWoULLjvS6ekCz\nR0OQjMx9KM2CuLcOq52M9J78M+haaMAiBac0ZgSKKLg8Bpkikc6iF2Ta2rktbih4gs5icRUi\n0zfECfidQPc7Y5+Eitg12yX9jkf9cNUurVj8AAjvbFfiBi02StxfMCdxsCUN+N8t0lMGJSPj\nSM9WRAhW4TvJjjHPCJF4m0gbuI7f/lZQIUDQNiWR+sNe3Fr2GcebNyYPI9UoCJGuA+96Ef+N\nSLzVLp9PykPpJNJlWAwbUcuqeaAZadvCCP/3kUQXGlJMmR/HOyyTEZWtW5TFFvzFbGebOji+\neV22HH4j2M2nzU8NPURiEbkz/0Lhbysy7BrkQhSrOCGt0j7XQ9OqH6KSvFUImStDZuKs12v2\nxqtubfgwc3LZsM5xJAVZUQK0hdJ0sRUWkeM7GBMTaAlxX79iMDNFIm3nE/yPMRuDi6qwYju2\nD8Q4kiqS2H61zlZL+FvaK7kkw22iGQVOngUfEsR78BfmGC4+/CwUxapNuDYdfCdPsVbeTjUy\nNiCbEKDCd6H0H2p8JkTixfI2cAOXZfvuO70/NZFOQ1fsQIuQ17FK7MdzgRDpmtrb/7PhRPpT\nNAJ2yiYHFkbjycM7yogwiraEfC0a25KrGjZWRUhVq5PvdIzzz6n4G73O4ur0OttqZz7QQyR1\nSCrYGd6Pr4IDdCyUhs/vFWn4UpsvQevjgnEj3qoUNFmzMdASc2vhW+ooHUTKj+kXoo/hPenN\nEzTMmI+ZOvAHcdlBpK9HZg4bNvsfXZ9/nkh34ATRqEt7R96rgtbA3btM5O0thfKSt9AF0O2K\nepq5TvYa9G2Yk616plTx4iJ8CD151cOsHu5QoplItAlufHBypV+EWTpMzTzSJFLcpCQbV3l4\nFSsqnryiFl/LAldCH+4Bdag4m5pI2NXnAj+stRxOBzrSsyZEesOnBSVnZDCRHqN5MAqKNDUH\nVci2e8YE9o212fl2iqtIteuatDfn9GBXUy/R4ccLuTHV8uz/1D0AAhMuwGbQFqF1EenFH3uF\nsLlexzZQx/B+YL/+F7b8T2a2ou/W3sGaRdPgwP5dN0VlMR7nRaTLB5I129UxhqzNpS2nQuHU\nlqSiFDqIxA4La21roMGQxyWo3zd6pURixDm4wbgKZSeBXTYQ6aync4W6dcva+ujIUqE2NrSy\nGbusiuKgEBHZ27kKAt7owI2d6KCzOBlBDefJS8rYfBtPacwHplcYZdVpItUipVN4hdh5fnD+\nzVy7lb+J5+jZT9pfpGCkdvT/n9Q+EVdmqAgREzSCEomOP75TBuFzvOTWDFqnIlJX6I+opfAl\n0w915HfkSj4AiteYJkytRbd/awCRcCcrW3Jh+JgBhESGh5ovkjNI3pxFFAyBiAWzaI6qF4BU\nzRhrWX7zQPtG2u10EGmhXCaSG+9PsJ7eWsRblJIGtOKVwAgQc5Poo65FF033dBeYce60AGYz\nAA7I5iqI4s24OogUwnfEGDZgc77pWCNa3lef/qVsIFLAXP5PwrhQ7XVqIsWOD3SueWmZpJhz\nfglCZscLcrLZ61jWf6Se5D/401Bf1wa3vv2uayNnZUJ50JQXSHoFVwQGbJzzseDW9ineW9qx\niN6ETWkT6ZwVU37UvPH1RSJCqEsK1fjfFweIjxAisT7dd6wOIvLkZxvrFVuju5n5XuKJtAIm\n0HaHQF6I30ERM1r9RE2kheAzZ1nDABEhUl/os8EAIsVNCZCw5LmXeKtAKV6p71z04X+C2Y9a\nqhhUxIU8xO23MpxLAX8Bsma6s4posZxrW8ve3NxvtLatQQeRTtPkJwU1T5Kh/SDo4BjqGMIy\nfo5+bFK6h2fm9iLOhj1IZh808yhQXbwLxzR1IaJzTzMOWIHiLr6WTx0Cq00kNaWNkc++klcK\nsOCb/pZaGKs+/b7ZQCS5xqcxVqa9LuWAbHV1Oi4iQjOd+kXiCfAho0eIl1JNaJ01HcShLqu2\nQL1c70DvdNqlpyM97R+kYGQ+HXlJ7lpDe4FtDZoipBbcr6MSFqSP9JEgifOQr6NkNimJlGAD\nak/rUWDJnzs/IDs3v0BV95E1Uezu+ErLGUAkHoNgPfsBW4k61kzvnL7HUN42pfImmkGU65Ju\n1RxX4gRJeJv6LRuab1Zslf+ut6E2kYbQdFxKhoitb6Gxof3AapX3HXCxRL9MSjS83oYqS9W6\naH7Wp6T5RD1p6YhvvJiJIZuoBXMdop0b+dMatH0y0sVKoN5BbsaUJHDkn3zIjgHZwHnqv9NC\ntNdpJ4iUcHGxMGGaP94C1zJ6hDc8fQ4J4nBzvmiDN3+JMUSn19A47+9aP6qSSBpEagBbFYk4\nLzui+PeN0kNH/irYkU9A02aFxzdoTevhKUpW71qlR56F7kvSKPGhTaT2VDESCajqCCUN7Qfm\nE38SLZEq+qNA49s3i49Pb5skw0cOpFNaLsFsB72v1AP4MKcvjIKKOAt4BxID0Q+oX2xhYz5m\nSr4RI80GIp12ca/cuFEll3w6LAeUSDcWLDqzZuZx3DmUvL53M9y8bpyDX5Ftwcyq58nb/cun\nLH7VO3rC/ukbyYf/Qvt6y7dM3zOjdnfebcGTRoEFSyvu6guRXevMZBAiCkk72PZ+/YxDe6Zv\nTc6Ynbh/+qZTc5cnuzrnBCK9XTfj2Ou1dcACbV7CmIdkwO3vG24s6FGzmMWJ+T0qMOJZ9/or\nudZRCrZd5zLIbnC+mnI0Fq1GFWsPXPX81KzVL9Qt/p65VuNnoDNl8frGLWygQUhkM+j+bcN0\ncXzmmlf40PQNIe1HRA9A4uiAZvnNyJ3BL9fMXMyNz+/WzY3WF8MX5y1tHzA4uNwctG7G+mLN\nxkb3VVHXqK7quuU6XIQ4b4mDFRjqeY6psOInZZ0ExmSuDQcXhBzALzusdnEHpg8ZOvMvXcMN\nhEjjBZ52YObDNnhkW2hUJ2n/6rROH8gQWNiZJ0XVd2HzO5ht2s4hMYC3ucuFfogVAOODQIzY\n5WT9DrbOSJbqsEqGV2XtAdyswP6EvWUBxBZUeGk09A/Fxb4icHeUJ2VCzgFE+svWqiArkiSN\nYkkM8VidIJDyDh+a9BcoRZC4io/LsKaaAsiFTAFbFZWOv9bmClpZawa6dSTRVwCriV1gyIY2\nGRsbTmjA+tiogoW+Fpa8AYG/Q2YWvsIQlW0BljeiUAkO92O9nCW8DUQu8FWp+G2ZOuOqc+rM\nk9pEqs73xNyAC5IMdbqHCUa0/Kw+/zcmN470D7fpo215wfnzqhm0rMuaGM6pkpUUGORe9ms/\nlfqlt176F04caSZxfNHTSRD4qbYXKhVfrCA4sh6t3nkK6BvpeD0JDDzFyYERA2JRtR0CJIyM\ndW8R28zbbvi78ho5pFP+h1vExUMSx8k13yTTJ1KsU7u4zzYSsDpB7j3yaaSclfHdneDaQp8V\n1LPInuGiACG2BFGyETAVZMUBrDzcpIBaKo4XRSLlm6+9rd9hPNHmMo7r4KgmkDaRpkGJkpEK\nkHBCDlbjuHZOGSqOMd3yAo4PYS/jTzJUNawK6Y3cAQSf8UWWiCBDQVw2wguKYvy7cB9OdIOQ\nouXFsBt/UaIqYVXMZfXCGmoCNXV8kYBFrFH2QyIzCgmFjRHt7IBaP7N3QDZF4ZB348fyCEfD\nSuC/BJ+DJuFe/EALXg93sdWmkoIORwWf4qW7+WUtqItPojn8gX1mNRTiG4AS3jOnvVDUSkd8\nDtSfLYELHh1+BeBZqGhnEUu8TxyHL8ILbLd2VDg+zqrtFnkWEmn8IpHRk66C6Yean0Hv8Ak2\nHO7jxoiWGethQJ6BEcVLkte1Q15G+FuU73TW0SKgU7SykMDSZZnjSlCSDRLAqk4HHAuh5DrH\nivZrVJQPzAm+uTaRilC1Xw51qesm0bzeMqe1jqkDUb+RiS9LPl8I7lAXkVfkDpLn5zDNIOAL\n1HOUFRGpg5pRJOwSjEOgFVlER7ZWpBhJ16Ej0XOoAqsyfkWSUBLoiTLGPMRIbWxA2Umkat9m\n75WP5OGMelfCu2UJ37IuzIE3X6W7q7K//Uv0HE2RPnK3MbXFncSuyzqy+Ckw+Alc8Ud1tynx\nY+qnRcDmx/3LvQX4XIo9WM4MnyDSAvmfaLZjup+moAF5m6zFDVvTbA95NSmeTJ9IRwRf8H5R\nYfiEm7GerGHZGvpULGSLsVN+VtShTpHRAger4GbNLEKFtgVm5Z+LLOgWYE2fclSYXOdE5Tbq\n+UAWxol4m70OIvnTsTIxiiJ6OkRiHCvMULrvCJpv31P0B2EsXKCBcTfxvwCxeJfYi5wy0KAk\nIad5WwoFMzD2AcIphE7S8LJveQN0EIkWFeiqiUQ2CN5AS28YVRBdQyQwOdFuk9mt58J+XIPV\nPuoIvsfQBJeoI7XN074A3s6ps+ZPdnqJ8X6GiZju7S03mzZACWOxe3NGIA7ymFwEBm0eP2D1\nHCm6vV3mDVBG6t1AHILbBWAiSszGkbVC2+KaqnH8YHD1qIQZDr3tEw8zGruH6RPpnWQRfiWy\nh6KjrRGyxzHe/fW0TYETI4fyas4Ws1ZoRieGAdRUxAYBxyjGqRglYtjFbD9gbuJdZYDtmefd\nELAm13kj23XCrW4BhDtLxWqBWptIHWnwkQPUGTjWk8aQLBZnKKbut4IfMS6KHIRKATO3z2yA\n2X3mAHknPEAliLQNzuWLNwJXjOfTAXY72EKdB4iQIadOeGEpDNS6sgjN7zvDKDYcIzoekhol\nFQpBVaaUAzDZQaT3V+Lx80VLvy9kRdGZSayqbJkHBM6MVGM3agy2XoDqy1D1aG6UetGXQvbt\n6gn7NQWWnLyNFEYWBxcHAFuieyOw9AK7cCQOB7BAIBADlxdQ83AxjZdZwlZuwAhaWkJQoIA+\no7dUvh2VULGBqJfm8KZPJDyPrdrJGiS8hl6qo1u+9J/dwWyxEhwdk0usruQgBRBwiNcqkAKC\nZIwZAhnRKVmwRuYdaiBRWV/xEg/PTtXY2er9aBMp3grl9yQ7EjDAeHaqys7N0Fm9zevesYbG\nRoHM6AyNkKnYOb+CrdnRNckTGMdHWLdtJAJQSYDL16kSiyT+FpAiEFGbSE34phkNhUoFtd2l\nrjFN1R3+kA1E2iZBvhesAvzFOjJrdmZwwpI6gtJta/d3TErUOb+AU/EONTr3q906Ofbxy/Q6\nrXbiPGX9pFIrt4513BOH5xPYt81rrhChcBt5ay6ggu3k81IGQhs1Lo+sS3Ss3lPt9nCifa3f\nugdI9hKJUULt5M8G1uzQv27L5Fj9HEAkfKxd9KgtQkuJxMOyUO1xMenu5AS3hzQSkXPGCb0Z\nJVhXZhAgGUJNmAAUUCS8SBF3a68B+F0g4zEUT2HsbHxb75hQu7A10UbGKh6Ojm6XlLRWh4tQ\nbBM3z9Lm+aXKMHGf6HbaDuO6ETO2dlsWGtVqg6CQQ6CZ3Fps71e6Q62hrw+0qd0G7IWsFe9J\nFTenXvNN9wtIzNu8GV6r/cmz4Q6pcqHqyNngxgLjbliiZDUeqN8rxhgbFqh9nCZmA5EKrIkb\n5UleXlt9tNfxA7IH+SiH/mXT2c99uIW95pPbSbWc1+gcDpqyXlr5JUgS/JhjPSvj34Ul6GbF\nRnzXrg69S4laBekocgKRKI4IqH1skM70Vd9jPO+JVY7XHAaUo/YBe2+BbdeaAVN8p/vM/LZd\nPd791VqTgKQ8FRnjxPtT7EiP93fqdhkF9TVJlEAv/I5h3mO8WaVxYW7FC2/uXunvQZtITtS3\n5AoYUaO7FNBIec4Y0a4iXypAVSwbiKQk7yQawZOoY/yLJ9I+MbVgDyqTzn7uwh2cZ+FSN/I+\nuYlfEr01YOpGSdXXSJYQyPzzWxTeLeAV8RLDvmsXzWfn0tgtUiOnEOmgiBJpaIa8CcYUodOK\nfHBB3wqh1kSrKSCw7RwdPClgql8KLwCNBUczpFaWhq3E0293MvQQKXW7jAIsyQdSAl3xG8QQ\n6XSrhYZIzfmgDM8MZE/QUWiMBtlcA/2ZBPQinLdQCYwhUlk+5scyPBuIlP8gxtPI36M6Xjs8\nkd7IpxKpy/X7L4kW3Jr8lsdOIS8UJGv/By7YMqFLPpWY8RVxRRmLPEJVUQ9Lajs9Jjz8eHCj\ngSlSxk+3vY9xT7b+Un5EOH5Riw7Jj0tOIdI7s0kYP3cfqt1EG3/TaMjT4j9w4vo2AYw3rDrM\ncsDmYVB+ZA7e7Xe08CrIax4zbWrk8WskouacLzObFrEjL/Zp8jf449TGPdRWbT1EmmlzD+Pl\nIgOKJ36e3qQbA65yewR9GvVTKsPdS4QnWXD3QN0OLXqism1ar/vSystnROyspl3++jCxUS91\n9MT9AY2GaIagtYlUv/hHnNAuX8Y7koxbdJyaM0q0m0MzxAlhbDYQaZOE/xgsky3WXqf2tVsl\nKFTVvIg+V+9kjAepLYAUgUctQe+T5vlKkh8AYjGwSiB6M4S7gE9Zrtt5RUDLYPk3V8b4svLK\nDhDUyLwCYVJ8CcvGNbiBmlU5hUh4rTCkqnlouleIR282srygDcb1ZS4cn5FBDMAmGRzMEfJw\nAPrRes2BVMhnPPjob9+sIpJULSxYid94uTQvR19Ieon0tby8clHWgHHhDz5OzSpqjA0CVxEC\nRo5gRdLaPNRAxErr1ZeJkLsjSO2bVmZVHs3LcNRl/4QspKW/Um1i1SbSEzfH6vkVRiRapUNI\nFEYVbdNEkWSH1e4O/3k49Y+OVRqn1Ssjuq1KN+9ton3XcQpJXltZMBN/iP332USVcEpFkTew\ndVjW1tLewdEcdxd0P4iLNUjEiS2CUzTc0IhZivE91TLyQrF9TBNCaMLYcgyR8LWR3VZmNDPw\nkX59yDd3l3S27PJ5YTnG1UvcVhQooIEY3G+A2DN4IjUyV2Vn9BjaGg5hPMzzDcYrudYjrmDc\nwzeGJjSh2WL0EAknbuwx1JDw7v75yd7EYMnJhDCxyyRGNLHLVLukUMsLbN/ihaqjwRjXhMk0\nDwZRXiLRHYwnKr5gHNA6ESfUVadW0CYS/ji3y3gjkvzRMvcsi8RGfZFswalImCcoTW4cKePb\n0rpwXMsVssZnYQ8uMJvcnNq4W42HIE0MhKV9zceMg89fhIdxnIimevqHTWnfmsFHnlAffXWa\nPE9NVracQyTDMaBcvwoYlx5ccmjXmp1qd6grsbAKDpyC5AVnYixsjLEjHxJE0zuXp4aJRAWf\nxI8fkv0ioONQ+ohkKEpSiRQxe3CCGGbhm4AIbQcjjeflfCrvD7VvgnE+SX+i2rF1MfaVbCPS\nLDqNP9AS97yTCtZJJKNRmk+GJzHmIWZMdUA249s+gutYVH+BefRh8oC5L8FYVplo01dAGO8D\nM7tZDRmM4ql3SwIfYqNWz5OwkK8MUqMrxq1pKgDsoMkFkZuJNKI49RUpMiZ0XJ+KvSr3qCpR\nqgLzz0Uy+hJh2xGNk2Y8SEB9Ma5GPco1hgb+qVc/wFlFpAp0pB2hwzhRDqupWwoN20u67yto\nUtyxVm0x9hMRJbkG0wLjEMEeohHCRQ2hdyp40mUlkaJ5q50wE0TKVhchHUiXSPvrl+6S5G9V\nMLKenHWpJGKAsRbdPtlYyWzcL3DhLAoznFBoKZY6fe1mR+SB6sXf4PdlUqWjvSFagPFh0S6M\nN0iPE6VaorFF5GIifSwBctQ0ENmg3/YIxwrHcuSqcSzNR8+JLaFwjaWt0WqcUBFdwniW5SWc\nMEjF5z4Y7XALf+1qTwNmM0mk2EkVK0+n35LJVq3KRIugUqlaLDQt0ZAVPsM3Zfaa+3pX3Kh6\nuepgIxQqaBxmYViKE4szF3FcG1ciyUaW+4DfFFXXHchKIr2iQ0EMsOlvqQU/oPH64JbDiDSX\nazQk1EITBTEaxHbAD/IjYDeztfpw1LPByQxECn603N3Rgkp1j72VYRZ57qXaz3xR3gCWd5rt\nwAZ5SpZrFudeIsVbMo6agAmryv0pgTTaPu8igfp3NGuTF6Qcn9U8oY4g2EUt2eG4KFGIo4pe\nxkwS6WtJ+949rSolYvxEguxl6uAJxDkKgUVyJEi+r8VBaUtWchxZLxGAuyDY1cxPUsjemhoR\n7nhahCkKqNWgrCQSVhtfeqW/oRbis8+zIS2kQ6Qv0oVEei/HF8rCCRbjVo7flp+FiVPntgHJ\nSJony6rN70PRtIXWta08ekc5L1F7GcVtHLf++xwEt+ZOPaOeOzVlXrKzUu4lUh90HE8UATd6\nn3yebOe5af0HDhhYRBTZyRHYiEAFDMOnmH8XVG18Ur310YkLk5X2/RM0lzFzRFpj8Qjj2zJC\nz27B+yYuCkXR3qWcBBvGrevr1jWqt/q+1id3g9s1d0oJqDVzxmwIqtHwMD46aeGTxD0Tlr3m\n9/Jl/bhNmpyEWUmkf8HCXJQXDNArkhEBXhzrBTkmib4a/+NLDSxQ1z5UD72tAXVeNaIwYbzD\nDOMtKvwWnRlYBh8U6kkDqR+5l0i0sFzvShILWo5AnZke4+ZNMZYr/afWbY9CME4qcqwXmSNS\nTz7eo9RgjIuRVx52J3L1VxGco7HmLzT3daEnxnOo/d2Zoa9KoX2aO8xKIlXis0qqjHmIszHU\nPC2kQ6Q7fGmUser0Qy/4TMEzGT7LMfBVEJa6YnxI+CVOvLd9bbxRR8WhdJB7iVRZRkThIkJC\npMDJftPUy2gsk5XYeXm7OlARJ1htSnsPmSTSSD6Tpf9UjKtQ8TGAIediRVMwkPulua/jCmO8\n1o4Ifz6IOp+waQ+tZiWRevGJHoyy2jmoE0Ra5iwiJfpXfYP/taUj8Z9GhEidLuENRI42K+gv\nAr/iT/FOuUWxxR8c23yumU+y6o5PizT3pcHjNj4hyWm+ciGR3vcL9OvyCm+F2q8aAzBTp4i6\nsPkC+9HIxkPcWtwSuIebAfbH9VadbVGg0DidMa6X6+QrOj8hc0Q6I4j0Dywtvko+PBJ7odyc\nPYlfuwhLeBXPVzX5vo4iCpR5/3jcCjy/fg2Byal28Hdlr9Ip/SOzkkgfgQ+uNSZnwzAQSiQi\n6J6ziISv5Bc6QANawK2y07gRUmQFTpP5UWmLB8GcDdjO6G825JiTxBohR6ZURqJjXruEzR7r\nWE3j6ZX7iBRfLM/k6b4FP+FWiM/TAEjCuMyY5BlBR3MniizN1DU0reXWa+2LzxllpyuV+BVZ\n1XkDFf0yR6TPToxUzNB8uUcAxAzIwVHgjJA5g2bgFPcV77KSWwk9aKdS1306yDVZ0FU079uC\nLDU2qFPijU9/Qy185B8/9C6HEQnH7V/Fl344KryF8Qdn+8p4Yp4WKGKd6GDCkVDqpLqFfR+z\nZ831YytPZOiAo7y/YJxc3Sf3EWmr4gnG7xzmE4FY2vXS06Wydh3syQvmsRkfOvJgw47X2yo1\nOH933RxDx/0AACAASURBVK63AwKISnkR6Shd3ZAmVd/F7MkUkZbYXdu09bL5BowLmF9Z8+cU\nWLnqQEDvkyv/msCrQkn3FeM3O9ffx0dr1vgu2jacSnszk5zEcdYS6QpUDnVpLcpoPbqU6Inm\nhheez7TKaURKwky+ImtbyWrcuOUrOI8DpmDsRR4X/BkZ5Gyl9l321sSu5T4iqQP2a3dIqjFQ\noU8HPkt3xPc+8bgyb/x1W6K9D+r7gOO52Zkikvq5p7UQzPiLjAbirwIapXEZMlLbGstpcfvb\n8G0UIyuJ1JfPPRBqjItQMZp7FNsF5lQibbKkckBF27G4T7mz8DLeZj3GJanv6Q3QFXmrF93o\n4xVnoQnty31Emu9J3+GhRPuYxLsA+UwfQT1UEz0Wfr9lG0qwz1IdhSPL0Wwl92B9pog0jjo7\nJuYjbyxHGod2k+YocVpK5nZLMpSILi/N135I8K0LWUmkDbTKG3YyJtNqXSH1s5BUzhlEWuMv\nyT838WkLW4samoJ5r2zz2yrsEMc6iZBFmVetbV9iPNdsR/ytiKJPC3HIImmI9dMAN1nEXzp3\nyuMYN+Pzi6YOmtyGuYZIz1vbmVejmWkfmHd/GzNcfBk/qIJYkUUB+e2L4hEXqopRHSLyXasq\nY4DxVmew3c8t+PK0vETu1O173XKxbGvcndKF/84Uka5KB39410tqiRhL6PrxpI2wkNQzwulY\nwhnv0PwSfz6aKaaPi7zUn+3slZUPNLSyrHewqrld6xdJ7QfbH04471f72w5/wIBsmBEtjyE+\nQvbPHEGkVaJBu0bLJwQFrdlUluY9IYj3E5Lui/uoiyiAB+VKYl8BA8Xu2QuaD3RDe9RNGznP\n29lCfE7XXtVYpGQg73HNj9xCpLjCAas3V7Cn8speZ2BsNuEPXmEWHIDQOQZvtAKwGhAS8OWZ\nXXGksLEVm6kJMtuMsKrc9iV5or4vuDNIyECRO5l0Edpqi5A1suvXVkQTR4jYbrumWhVADPjI\nx+4aIKTVKKLdFu5oxHit3FKRDVm/IZQtt2WVX1jSWGB8a4aBSq++7S9LicSnzDQqf/k1tWfD\nqRxBpAI0xm+eQkkuY2xePpst3id5eFKw0s+9Y2v/6+vYfzSX+8Xhq4lb4Q8yp1LHsd/lSzJW\nS+sKvf/7bLJskVuItEtO3uRxBfisF19On/hIdH37WY4vD1tPsyPS1Hinv7/gNxYbR/uUFn9+\nLpublFLk3bGGtHTsLfS/7/f38vCVxEw7rX46eaqoNJ7WHR88c2tkW9pN9vqh2+b0JAf70ViG\ni+S+so1IZ7n+GA8VEJX3ueyP5PaPD91KubusJNIBqLqgy3HOGM+GgnBk+dL/gbuJEOkik+T8\npWPlV+4gpkopn3RfHfeAp/vS7HTtJWs2WOHXqaodducvRyl15trfeUPMpBTBSGkitxBpAn+p\nWqZ4f/SOosOvVXrSvHXqFPURwxu3dPPGOGSiJPmRLMcn93JejnUhC7y/nfzoVFSPHING8r0n\nr7lHvEvKXqJpbKZq+3Tbohj3cSH6WiNXWuI6eJK+fWUlkeoD9YjyMOYhNuMtFKzERIiUePY0\nj7o6Xwrus/HLxE0S21iyYchIftEO5ccnzOESjoOHF8bHmJRF2pYDzVnnoo76v8ybHlrW1tql\nbuQWIm20pM98kcH4s6YUzqepnhPzJSR4TfckOvuYQPLdiXVYMahouBJ/tlyGkh/BNjS76WuB\nbp0y00R68aqQCr+PfYaIgFGcUvYEeoW/SqmhZ7oXLR1MnuYdAsLyuRJC9wGSGaTfOnPU8MhK\nIq2A3p/OY6kxXyRPeEPvjIOJECkJukW7UVI5SBRtnWtduNHJ7Ca/6IMTzXvO9RaKxu/Ll2oU\n8bNMufhYeVDnx0mIKHzs3hRudwYPn1uI9Nat+vmb3WR7IllU+CTGl0rSWgJcmRoW0dbkYb2t\n6HD9Ym3HV1ek1cCnqI2NIDldyD+CEXdOlgzQncI7k0Raa0bj/6XACAVE7lwuWXj/gDetMNPR\nZefDNRYTiOARFn787kgU9u+tDqjKlas1UZtb56p6vNe3vyzVkdR57XTUGUoX24EbMloIS3ME\nkaYKBcBK+p4LAch7QL3oFVVZyeMhEgLTJHXV0ONEmWY6a348rkY06yUZPXxuIRK+EArguc2z\nwtGTDS0fvHauYFMihDdM+fLD1Ae9AILPYryH9yAw2/mt3QYHgMg7uveZOSJdYJwXzbWipiHO\ng7riT1YAakSNpZ87cCAeRG3ID6IAbMYXBXCb4gvgM5X0Lkx/IcAsJZLQaGMDbk1bNsiWnA1p\nQDeR8k6JvfF5tTIRP09OBjQCPXx5N0EeEh9/UztH4t2jKYYm3t3OcLn63EMkIkfdx+usP5Fv\nsu/YJU5zXWPj8w5zHZ386XmgGQS99+Kf1OXbEu+81rfHzBGptpC07oFaHLv+RsKPVcXfSqrA\n+PlGkmnuzR1yr15SafzJI753aewwK4l0CIadnfpBJTSu9QYaX50TiPSVLymaOvNfdHIZ+axE\nLiISwUjeW61Ry/7l+lTEuGbnapk7m8wRyZ+mEq4lpqPBBQxIOaQfWev9TYWaIsZ4NiTBdIn0\n7nzywGA+WgFqiSJFbjo8Cm7fvRori9C5l0eXMlSoRxs5hkhPL2bgDNdbvr9zPbbAhKUOc52+\nxHlMcxtxi/84f71x+/uRoowgbSJ9uZB2htM6gg83b3VDrckXR52/9dWmDJcy1QldRIo5/0r3\nxungGPQ7NvmJuSgT3TFVIsW2Z4Ftr3la5som/9OMSNdFbyRv+E7MUNd3XTXibkUAWOjImZcB\n5BAi3Y8EUKT/Wo9xkwFIzZ+89ShtWyjMKpholXmPEM3IDcD7eLqttZAmkWYoAMo9xPpxjWGp\nUht9eGfhQvS2RtJ899cN70UytImU2F8EqH6GKmJ8D3UFxDaZ6I6pEqmn456Xux2TypDPcgao\n/OhSOd/k9/A7B3LuIoGOfGpx/pEXn07j9muvSR85g0gJYcXOPZsn0FGDIDVeWDsLORfJNXwj\nSsAwHNfg/t22qoc35D0e3G5qmyFP0VRIi0ibhQufnQ0vloY2ekcqBpDIgzlpPaqpNYHOVxZJ\nbA3uxDdoE2mS+eYXR/I1NGZnHJ9DIr1s82nBVIlkRRW4ldbJK5rRkhtvuOSCB9vMP8d/wKV/\n097FCZZ+3hs0MebwOYNIl/i6dW1rpNd8hWP811hcmLqFxMfFTy5A5LmEvLPG0NHpeOclBvcm\nLSJVo4UJ7qRVd36Sb+LHzwke876oyaagQvmKjBeq14Y2kfwmkj8HuE+G72snzMGPsJ3A+N6Y\nKpFigKbhOImSLXLqOvFJ+eeSUjy201HRZgPPvqEljDl8ziDS71Kq4kwKSq/5KD66u2Er9S91\n0oSo39rz16xkhvKGp0JaRAqYSiaJIh2u40noyvO+XFJdNJpJDz82pkxlErSJRGsM4odwQ+fm\naaIX0JdvWG40NrjRaMWxHskruhYnD88VdCHp9wExeSvH+YxM0XbLUBoL9nYJnCL3tGQnYw6f\nM4h0H6iGU6lpes23Kl+QRh6aDA2L7Z8cPPTQZsVMt0/47Va55pX0at+xjL7B0yJSQ5oE/2ha\nhSDmOz05ePihVdLjZkUzqvYD3r69deiBDHYhJbSJFE7v1nJZRjM5p8BZaLFqxEmZ2IhuYPzh\n8MF3pkukZaI+m/uIvjl93TGvtnamS3Ty74RSXvPWlHF4nrzgigURc90+rDAXIrbduhrKVA6O\nGUXOIBJuaTdlXT2p/rFKDeIKF1y0sqi7Zrj6oxPHspzrp3ee4e2kCNnS/LN4nlzEOh3MWG/S\nItIFScP1k23bptH6gwPHMpx70i7mQv6e5VE4mbuuIjfO5U3G+pAC2kTaw3XaONxsrMF7IjDn\njQ3DjWm61YYTqNaaLJHw+kJWhdenWHOxml3eQR+//X7bw9Oh7s1vv+2lh/By1lc4Je51Ucaq\n6nmjDp9DiPRllLdNRS0XbW287ODu1Cip3spVUbCzS7DkBn5QCanaPuijuE+jsebHx3Syep7m\nXpKQptXuVHkb7zFpmeQvCUOcXIKkye+36RaMOJo2cJLsw6s4w71zdJi/9xSzCphvjGU/Qcoi\nYFEdI5rekg35EjtWfNlkiWQgXvHOdU2Y4piGf6aXok0fcgiRjMJEXqfyJcrMUKro8xepZyUy\nl2C7NkM7yNyA7NjCdOo94/vlH/hkQS0ND07NygHZw0DHUSLMjWg6ky+1GTIutxDpJOwj06HA\nv1SKjUxna33IzUTqTUnDZ7BXmxvoRWrEGyL8p2VoB5kjUne+lFjkwO+Xn6Mly/FoyFC8eUpk\nJZHmUxdu3NAYFyF1Yclq2ZKO6+uRmcOGzf5H1zfYaCJhhl7XAmJ7ckXuy343cie5mUirLIkE\n99SCiMvzaGT9PXqRJnrEECVFqGtYWxuZI9Iy65cYP1ZqR0UwNGuGr+Ep5bKSSI+B5oG3cTWi\n6SblY4xfWK3IBiKd9XSuULduWVufK9rrjCdSW8hX0xFmBuQbO8KpbMbdVFMjNxMpLsxj9Ci3\nouTN/9k/39jh/EX64OU7fohtugNSamSOSLGF8owZ6VpC26TWCbxqOsFMHU3SRpZ6f5cF/5qW\nSekJDMLXCNeRYzwLx2UDkQLm8n8SxoVqrzOeSHi0jdh5FX7br3DRkUYMyamRm4mEPwwKKzKE\nH5h727dw0VE8K171CImYkEHHxEzGI70fEFpk2EcdK8bZip10x+SmiSwlEu5qKfFMYxQsDXwc\nViR04PvssNrJNW+lWJn2ukwQKSuQq4mUWWRVobEsQtYSKdPIBiIFavLOTtNh8vxFpJT4RaQ0\n8ItIp13cKzduVMkl30XtdWkQ6c8R0+8Y3i/DkBuJdH7C2Ixlb04PmSXSqXHjDanZnB6ylkjP\n5gzdYqxmzSM7rHZxB6YPGTrzL1391kukhBqiYt6SjA14GI9cSKSxbHAoa0wpOi1kkkh92cLB\nrLHjEjqQpUQ6aO4eYRauS4PLKHLKONIsq+sYjzdLK/Y4C5D7iHSG24rxYeHeLOhN5oh0UHAA\n4x3cySzoiBpZSaR4h64J+Ilnn0x0JzuJ1PPb7MvObXgU1OeAW7MLmSSkzNPxI5D7iDSZ92fg\nC4lnFpkjknrgMnRcFnREjawk0gWg+XsnGpNFKAnZSaRq32Yf1avNw1/f4HIVyrpEiy1GHMYA\n5D4iqccYqvRMb7sMIHNE6suXlTfa50QbWUmkM4h69k7zz0R3TEy0W2OnZ8V452cYLxel4aef\nFch9RDomOIbxRdnWLOhN5oi0U3oO4+PCw1nQETWykkixFqMw/hDQOf0t9SI7iPTxX7Wqs1p7\nlV4ixYar6pZisyT9TBrIfUTC3QRVakiMCr/+Hpk0NjQVV68qNCpKTDey1NiwWRhW3yGf3kxk\nGUA2EOlPCyHThDoJ6kjaopdIOH5p+76njeiYQciFRMJ/9uicFd+jzJu/t3fpntGMtxlB1pq/\nrw1qO+tz+pvpRzYQqeCyxOcNCz7XSaR1rEd2wrxi6u7UVGZrd7ilqXrzBTlmZ28c0ZdU3VnK\nZWdvPJQ1U9+riubZ2h12XcYZkBYMIJKSTnoSJukg0vtF87IV31VQvZC9vVn4Xdzo1uztzncf\ntjcLs7c7F1J352z29maR3iTlhsEAIvnxrvTd8p3KTD6+X/iFXAlDdCQZL/rPUWWRpe8XfiH3\nwBBSvHzC/3mjw2r3C7/wc+PX1+UXfiEL8ItIv/ALWYBfRPqFX8gC/CLSL/xCFuAXkX7hF7IA\nv4j0C7+QBfhFpF/4hSzALyL9wi9kAX4R6Rd+IQvwi0i/8AtZgF9E+oVfyAJkEZH2IshWfBdK\n2ip7ewOp6y3Hm2dvb8xTV4zYnr29gVap71XD7O0N0k7UtPKpEQzIqpwNlqf/axyav/zvpPlm\n30fI1k+n8ZHFi4/+uK45fB8hu+THHSt9LPk+Qtbhvz3+ztmbUv6s/32EbLP/tjvJ+GvJ4iOn\nT1tqR8gi+4GGB6//6OQnPwzzzATgkVQs3dBQ883WLGO7Pe1tMoFfKYu/Ia4ZEkDZl98WmErK\n4p12DGu1CSs7ruexJS55jeh5V6uuGSismAo5lUhHuXlxb1vaad4cBhLpmmTY548D5Ld/UN9+\nESkFBjj8ja8GpggvNxEi3ZH3//h5uOQqElnwsLmavEqE8YOB9va1+o43YH85lUhdq5JJfFK+\nPAOJNDGQTgtM/xEdo/hFpG/IQ0svHOa+VewxESLN8qbToPGMdi4vPgI8/u8xjcsZsL+cSqQ6\n7a+Pm//Ke476l4FE6kmLzeFy/en0yZ6TcWlu/D0e/PG/9ArZ/+REer3vmCYbN7lWcppk9xbc\nS15rIkQaWObp9CkPq3XXRyRDkVOJNNoMAFhG84QaSKQVtJzjM1pNEg8VSpD3uYwfN7E7K4HA\nG2lv9HMTab6ZkHXaT2YSu5BrJacG1elW3+qlmgiRNooZACRZpoNIRkWA51Ai3W4GlhP6cOim\n+qeBRIoN8ZowzjM8HuO14m2Jr6Lz8vmqru88n/6BZyn34Sflg9KuZf9TE+lvbl58TBfLC38c\nn2J+AD8OQfVmtRcu+rbeRIi0H8TNW8pgiw4iGYUcSaS4xogBuwJFRiFNHQJDrXbv+gaHDPhA\nZqI70F/scfK0R4MMSr9Mux3GpQaRyV1I+5P0UxOpN80xmCDnJIykDZm7DeW8y6esoWAiRKoj\nkCIkFkX91EQa7HDSxSu8LJFm66sXGJ1ptfgIOlVuI/fX/Ry+GVQrvQYFZpNJLPNXmhv91ERq\n0oJMNqEWiW8VlkRV+sz8nXq9iRCpEBoWGzceFfipieQzA5cX7EdvdoLmiTWaSJ2LfMX4ELqP\nsfMy8nO/8Es6DRrQ9+0mLu2sgj81kSa7xWBchT1MPvfoCMYbBB9SrzcRIkXCWYyvQdhPTSSr\nDfihQAyFGGeceGrrlUwQ6ZF10cm9FWTrBDGtMX8F0vMOuW5WtGVd6Yi0N/qpiRSTL3+LJsJ8\nRIu8hvymdZGM+m69iRBpAMcFhQi4zj81kco2JnfJGZlX+/gwFCmhbqzxSfTvtw4ss5AW8wzt\nSCZjHNPbPqEBYpHzlbQ3+qmJhMcJGCTME4/xX6iGfzmt1NomQqTNYg6Ala38KYn0cNt+foDi\nf6LKU1oLFpC5yGKP8b9O/TJbjeLa5mMHuZpTmqafUX2axV/4VWW/X1Y7Lbzfu4OvgnWUW5oY\n24EJnNBLqbMYjIkQ6QqjaNzYAp39GYk0XKgUOh2lcxcbBlb5g/x9h2jFmNn5Mkekr82QivXb\nWjeg+sF0ty05hEwewPU0N/oZibTHTqQQTyYzvSqRSaJt2UKRC3SWGzcRIk13kjCs0H3MT0ik\nbcLt+FNb+3cpFt2C+2S6WZU5Io2xOY1fVshYIVIfWjPtC3MszY1+QiI9U/WKw6u4Axg3aU5/\nB0zVt6WJEKkjMzYhcRrT5CckUrOmZBInTVn0KlE1jUwblcsckQrTSsM3UnixpIHGZYlUt/Z7\nS9R3+AmJtN6Wfn6qdyHCrwt51V0RHtW3pYkQqTXzgNCfq/vzEel/QfXJvXpt1fWR+vf9jbvf\n4mVc03EVxWcyQaSb6/fyz/17WLX6mE5ZhMejTb/znua3zSPGtBOlU+P7JyTSrAJ02rbm9m33\nCnqN6GNV+9uqs2uOqq9r/OG1502GSIMsrHy8bVXdfjYixVREcgh5sk0JSvEUumCM0FJqsxvv\nrxXa7EomSl92Z2xE0mJkZi6L7NlQfdbvKWKVXLWNzt1rF1Y1vRrtPyGRjnMXycvISqRQymcP\niCg7Izko91NlZM+F0JffLT+BPdSOMxEibWVpfCy3OjcSKWbPWr2uNx3zbplvK/UQitoTSfwI\n0W0Fm3Bcb9Vz9VqjibRUfgh/rMkUH9WSsbmJH4dVoQvjDqw+jz/+ufZa8mZHuFU4frDiYQb3\n+hMSCTe0qFnHGY1PTJwpTFWSr6vnNfy0GL0/YWW3r9roONhEiDQPuCLhAhibC4n0l6PElumh\nZ6WTL+PAqZB4MZESKvYmxIomCxOsNqjXGk2kGkSoxzFs9SI1LVeRucMC8sxd9RY6QKSL2O7b\nNe4dRSaJvPNDRvAzEmm7nBUw9nSucCrB130J7QIbg59BHoED8vc1ESL581lGUF5dRKJ+K1cX\nLr9vyP5Mh0gxDm0/44PSld+WJB5bfkQ9YPN5D2t7Ez8NgoL0F/XmqteWzuWbp97SaCJFDKPH\nUWzHCZLdx5cfugjPMA6stGX5ajboEz5qluS03KIxnQZOyeBef0IiPVEOiMe10J9kNuo3uuDa\nqt95PyrF9pPLD16DB/gylH6NL6nMTIRINlC2V/coUOog0hryPlgsKRYmMyQZgekQ6RDv59b+\nm5b6ujjnLAh7QebOeYoRNPqKW4HwMlnuMAfjiW7kNp1hNZH1RhOpR1Acxn8wRIQPc2CdBfZO\nGN8HD5EzgwLI2m5VNZvNdniN8SX9lqjv8BMSaa0deeVt4Zph/NCcigndGQe5PRHBcQS5rkJ7\nG4wfAXWc91WYCJGcyOeIfJSsUCl1UeYFH5NXuZ3E2PU0xvvzG7A/0yHSZhWdDiqDLy77nZxU\nzO9F8z3AjwoRES4hf+33Ek7gW4KF6hbd+7sFEcZ99MkzsKuihaatIUR6uXnNneQfLxz9hrSV\nDCRzNVDe4AIoGON/oeI7PBtZkGUjimk2+xLk1r+7Rb2MnspPRKQve5byFeVne7/asvqmk/i3\nPvaliPS9QnYIf2lv/8/S3bVR0eHVkB8mXyS24fDiYlsTIVJBAJEIwB3ZBPModCt5lSqe3ELy\nN0FpwP5Mh0j3mL3kvvj2bc44yZxPnXCWM6hlIt4tjcdX4Qkuao0YRuX4dW6lyBExdPP3Q8pU\nWZRkrjaASBvNLWwFY5J/vuhdoiavaNlJAIGQ+4xvwSjy+kRyjGODkjW2mBGRleamF2GejJ+H\nSBfzSJyZaPJVP8UozO04ZY3y5SZSwaJOezKJYZCzlOvWuliDBcwH/FXZpV7xDpE1TIRI+dVp\n7Vx0iHa1G13HnTfjT31zaM6GfpLWAwu4jVWdxp+auLnU6820NZ+F16M17/5mPuGayMOmEgrU\n1zTDRLovH5mAN3H7v1+ewAj+wVfk8Jx8kdhS1QpyKCDQ1emFcWfy0xApsWDND/iiPVE0HwtE\nHfvZoiStouyAy8u2Dmam4A8CpyOL/7wKDzFeypao5mt2zUSIlBdAqUTgqINI75oLbQswFoJy\njw3YnwkRCW+ILtPvNZ+S5A1iWCLBWpRrjwRKuz9Fy7HjRHu7JovYj7pbZpxIy1zptEp3rRWI\njihWhFc4VmrOiRkZIh8oL/0DtGnipyHSbd4dZHwIVdAXVS87olpHzYr+lqyLOYfI2iLAeYht\n6eNx1Zlc19JfTIRINuovki5jA8Yfjm5Y88cjg/ZnGkQ6tXgHocj9Pq02jLOqQp7eeAHkWdWf\nIaIWuz+2vcMkrpHA0+qB/nChjBNpmj+dNq2zes0D9YJNLfs8xCcWbQeu1OCqLCxaeMgJRQ8q\nAKoPeDGqvWH5NX17SgO5nkiJhxb+SYdczwD1fFyYB+M53s/XL7/eOil19BzGsUppEB1evKM6\n+AyuhHzGNZ0cXOUdvu7a10SIpALgOAB5bhpHiqvFeZq5np3MIBaAAflNvJYDc6UHy6CC58lz\nKDi8t75FgScYD3LTs4eME+lvwTmMXyoEDvYSajpPyAccYnw5Tzlj365Ucx8kySuARQ3LlAai\nHmNPxsqVHWD4CeV2Ir0JF+YV+xFp7YuMXMSESEKf04zcypVTTNNsUdsbSYQCYD3NGK5N6abD\nAQQA1DY+o6CJEEmTj12am4g0wv4y/ljfkwn4aCtBhZRIEsFVBKZB3zwINSQKfqKSSN5nJRED\nKrM79ezBAGNDM7P2vWwQedIXCC5g3AgtxR9s4DiOCQWJtQzc1s+dQDPyDwUPIvdzogS8R7jD\n4BPK7URq6v8Iv4yoQOYWsnX7BVvexfiRQFCwoBJt1WxRULhi4Vp/cOxXG8yJhGEJR/AWcCYr\nVjqZCJGkhNtCAGFuIlIRakR7BPDhIzgwHEPOTjUaqjQobQuI8XuCd7C8p1ansq3O6tuDAURK\nWBpduUIROhc8EWO7IDLjD7MwPgZEKQJHaX4RIye8BaIyLUGFyNq67Qw+odxOJGtq5zxCvUDw\n4SblexFZAa+W0WEZyw6aLbxFbB4VC1XKN/aHq/gjmGP8VYwScGJULRMhEqspRpGbiMRn5jmP\n0P2HkC9UqrKF161sGHCzJDKXq8imhHB4unswcEC2D81ggssMIh/4kmQmDwwhYhyswf8Dbt2s\ntdZQq0+wADwKc+ifNQsutalv8AnlciJ9lVAh7TykzF3WH8ol4NHgq/npjezKRwBaifFJ8Czv\nDz3JssZQtU8h85umQySxOJcRqXnEVzyaQcDNAw+R+UAHlPiWEdT3QAUKdmuIQKTQslVrwUAi\nbVLcwfiGbBfGoeI3GPvQhDJIGIc/EZm5gNiMa16x95Ph7jYhSGqXhzWblua+dCGXEwkXb0om\nvb1SLqoLJ4juydprfnoLkUzEwiqMpzGsXIB8yDIvSYsKPR+ZShiFUP1FYnMTkR7a+tZFzMLS\nVLaiphQuLk7YgavDOLtMNl/OvOlmm3YYHTaYSIlRqg7tzGucn7fipEAQ7AbCgJ7VoCZ5EADC\nehdC7PqZh+hmRO5v0dUabTT4hHI7kc5Ii/UuK9iXclFDVtqyi6PYadFCPvmtN3Ls3pAB5561\nkOPa6avzgaqwEpbzW5oIkazTMn8bAVMgEn4xII/jXzQPN0OpxAbiFaI3+5qZB72p3r2TH/4i\nPJTeDgz1tYufF117YS/Wy1E+p7St56hn/aJambklkC8S0z6qW0FkUVBY7jP1H9vQoPrE2m0N\nPp/cTiR8p2tUh0uplqyGdvVr9EWMu7uAJm7wNh9ctfEgqB7V0jqPuKDCBRWw9tfcRRMhkrOa\nXH2K1gAAIABJREFUSFa5ikgYd+EL6IRJoEh7IQjD2On49ZpewmIursKjOFGRrt3MGKfVreKD\nOHGcLCnGaAMIzcXARPYogtgP+LYbub0L8tIVbRoYeC4/AZF0wBfy+DGwkLx+uLVzlxSzdO/a\nQCDZQkQolzXTVhWDb04CJkIkHwAhEe/ccxmRVlncx/icEAZ0quSBQGx+5JCVTUE2bx7Vv0Sj\nETxJr7kxRGrH+6A6rNL8vCkmkiWq2LFyKwgjP6cEEHWaZiZ+4TDD0JP5KYmEe7o5+PAJZJyY\nfC4Cu6HVmg3myFtKLJP4Kc3gW8oaEyGSxtfONTcQaWJw+JIlM45tnLIrIaGsqm0LaSEYjMfb\nNoQFLR3sOsfjy9ajvBwiCnPpZEjAxhGpUauxwcV25mtUsy2f7tFDOnvKfAUqWMIV9qydsm9B\nHrKsu7hxB/vQWINP7Ocg0peNU3Z+fb9myn51zNiDRbPalP6zUcPhTMVZC/sjx851OZpkVcC4\nl/BBsGjKdk30edYS6e2aKQeMauijDqPIDV8ke2pcEHkRVV8W8iZ+Xt3SUkeEGpXOj1g7S8RQ\nF+/+kXUYhVS+O91dGUOkmQxv3AAxi0aTn4yNPEBpCSKlgDGz8heb8wLdlqbR09LLBq4DPwWR\nbuUxD5Dlt7X2F5eh+18pdStAVFyBEBBTwE1iWbtmS5oEGoukAqVIAooAud8zvl2WEum4nY2/\nqLzhrzqixeWSL1Li7iBo80zhAPnCxQ1X+rUg7xbLroujAbEI1sa3B8HTZVMOj/ZQXcBff7NK\nO2U9TodIn9ZN2pEiAuJo4zpr6d9qIGvXAEF/HFuYeYrjwX7lpGVy+Bc/F0D5LnnZDth4/BRE\niii/YtJykWcsvuvWdemUTZKpGA8GNrwoA81mzh+Ghmk2EzK+XUoAXMOvwtQxm1lJpK9ujZdN\nXuk8xIimSvU4kiSHEymmmJRDDlMsEgE5iCzlbqT5PqHC2Z8TI8FhjGeBQOYYIFR40oCgWFG6\nH++0iHTVVRUsD36T9LM50PT7ZMZCOqNOcyVEYvwOpmGMWLNgc4AYfBsUHWoOHu1v2Amlws9A\npBjW0SJYCjQasw3rFMBKEjCOYpBCSTRNXw8hDNVsJ/bvW70jA28x3q7kZcCsJNJlsLILFOct\nZERTJh3Phmtzlxnk/p0tRPqwsrjjA6W8gaMDRlC6Q81n9uyy12tQ6yZV+4vFKo/2VVhOiqq0\nd2I9Bx6ZtPCRmT4Xu2SkRaTQah/xc/+kWNoDUG3utF7UlUGuPDV1nhIKTFr4EA3HiSwI7ckb\nasH4qSBNSLLYGYmfgUgvIbxDpYbAJeL3MlUCHsp2b1TDDSIw9gOmSGEumUgKmX+nYgBPMN4v\n4ov1ZiWRTkB0qyq9LWyMaIrUEbKgg0g0MHa9KDTALN1hlxTIDiL962ArEYWGwlJgawHUcR5X\nikH21iMAcVJgVL4j6rTvL2L3t6877jd3M2Gwi4RLr9ZKWkR6g6iH3sqkMhPNWZFXACsn35sQ\nYAI9EbDBLiK4QpRiMSvkEKhCFYg8aHH84L2x+BmIFEN0dTm5fBjvZZpSDy8QSAA6UM9FZKFg\nk4kUVWFAdHeVggjzDYvzC7KSSGeIKiADxtqIpgKNZwMK7sNjYLLMwhdjzrsN47UZy2KtRnYQ\nqWD9L27TC7TlqG89mYgdOJkitpYUULU2VmDj6d62EtuTvr1i61swdm2qItm79PaYBpEew1Wc\nlBCCIAoWYHwEEV4tB1BKybddLgHhe5zAMS5heQBCOvgyyCfM0cGwsK7UyPVEits4Zj6gwh2I\nxl62nSN6xPv8qixYAE9P8qZvWY9DSUS6buHbobhAFNYxyExd8zorifQPgIOLAqRGNFWpiSRH\nzpE8Kn5LvkWJZE7+J5obsL9sINJjuI4blJyb94Mzkv6fvfMAaOrq4vi5b2RDAmFvRBTZigNc\nuMC9FffCrbXuibPubd17a61aq3VVbau12jqwrbVqHa3WuvdWZNzv3hc2SUhCAOHLv/WRN+7I\ny/u9u89hrBngONYqahT5Edgq7WeIrF7PavfJqWfSNfiOLyuRqJv0PSrOdbKdvqqd9zDSKG3U\nOHWvJyzD+BSd292rVSWFyoXU6BFij5JGsUSsJq/UwTFj4xi5WlTpteFfKIeKO0j3/ZURtlB+\neEycNxrYdox4C8axIMyeV/qWdITYTj2np5dI+MH4mGFXb4yMGZM69G1OkL4ivx5HajImBE1d\njyTXUrUTv0zCUecw/k3X8jdtKgSQqAuJ285O8hr8esUcXIZh5Y6MillB2n0owFau1ly0gg1U\n8b41hkdF4wvi7udyiVIfSN+LK/cKUKe6P8eLJeBWEolJk6lTd0xnXLWcvrQCDJ26imX8e5cF\nWDb5S2duxdT1vr1XTD9s+HfKquIK0uHpK4SCOia8b+0YQCUreEjQyqnffM426i6CMIzjANp3\n5CQ2XVuL1Et0RWJOkNaTSg3HA2NCUAcCkUL7XDuG1JKkffElpTFD8YUAUorzWIwflvAcdmmX\nGj9H34QoGFosiIFjFRyqpbnoW7k1YqPG+e4Tz2RRMJvLzdbb/X1tZPtJ6VZMfmVj/X3bqNdh\nvNyBPBQSEEd4i4Gv4gqlx7cfJQP7KtbAu1YhbHtHiBsnYpNUPEFKbCSJ8LLaT1dacojUJEBm\nL2EZtyryKt8P6OgC82iThevRo4/dnG69Z7E6146ZE6StmmLFFJA8wF+l9Ad7bb12r+9dPXcd\nP8591UEmFUYb6YCoavdSTv8JJi0fwKVPbJEVabcyPPBqBs1IOTBl+XfTFd3ei7c4fxZshxCz\nCH/H6+8BN2JAdqioZUdVXWoXooZtp+YAqrAABE0mL+eQe5g3AyE9fMAlEV9jJCn4muNcI75V\nJhVPkGY7/Y1T4tRfTF6JZIs/W8yA2I6n9+qu7zBq4wRcSiBqxCwpStWpJT9cZzTmBGklAMeT\nGqUJQWsjkMkBFW1nzFdGdphGO0n+4fZg354uIhuGRzIQj0Cubfo3riOtqgI3xE6q1nZs7Xfh\ncgf6FAq2hXTLmJkNB/vGbhCsAyWt6dbPCvEOSgTiau4cSBzk4Dymw6dAGDoiGIgcVc+Yb5Wh\n4gmS8MQ/RrJqbsDbViNVI17CAb1N1KDMQqgUWCoK6NLjpPWxffVMRjEnSF01JZIpD/E8qKBS\nlYfxRQOk95snrM2ymOjolAXXMH66csK2LyeseIKnsw2jEQ/I9npzDhj+E/y6oa362kk+RiXe\nw21ROjqGWg2gU0hx46F6k9cL0ovVE774kLF7ae60E+k73iRtOcAnE5a6gJWTLZTE+CJAyVAV\n8iFnJ1SaP9WYsYT0WIslSDVo/8GnzNAJiwH8ugUCqMWOwC2bsGuZz+LPDriDWA7829yjMSdI\nLWkPh2klEi4NShV44iIB0l1fu0hn1wyDVikdRJUDRevO2rtXZdkq7urT+Pig2nTqoOjyELJF\ns665shK5z/Dqr1nJsspTr9kFTbjzE38a48sK/S6J9IH0h5NrpK1/eiNpERcazqWbYSjJs1IJ\nAmmkJ0leRFpqL/B7nrF2FENljJ85sMGV+a7G3Qmq4gnS2FLPMXZB1pEeAJ92HpFaGHhFWku4\n0tUkDXrYKWsYMunNnCCNN71EwpORVIpGFw2QWlR/hd81rZq+v0F5gXx53rZ+Yr8yAb0Su9MZ\n1jL3V6VZoKYoRjFIxpUNn1ijVO2TbA1G6mgTQEuz/qLmMbIY/cnrA6ls2wT8vGLLpeN30Qrd\nFZ7aEZDNmj6DunHGJRm7jnUAbLuQOv7o8YtInTLEmWEiurixqHYnO7QE498VW42+G8UTpNfB\nNiGlQLl2/GIWGAn5xfy6uANU7uIMFVPwPwa3J80J0ijTQTrD7cP4e/7HogBSior6uKO+cVJF\n/bEs4TnguvqtWOODb8ANfBO2437B3qDqbLtVzALXYFiZ7VIOsSXJ0y3SvOH2f9JnZ4r+5PWA\n9AT9QbZjUMlI6/A3aVN//FB4RXYC+eCrmhM7XAKdu44m6dV04UHhJIXdo7vOm+szPLabMB1C\n6CY3TsUTpA+1RU62iFPW8GYAqImN8V0GkddP134cNXkyooGB0ZgTpOqmgzSzEt3WKhJtpGTF\nAbI9x6RPTGjXG/8t2uAMBxUOazd64DtwFV+G3fiJrxXY8q3EA8sxW6xqudIB8nIihvn5P/cp\nBiavB6T7cAnjRJU0Gd/3HYHxUmqZ+EemEcbfcqfIjXSyb18DkNTBFsC9UzCCKzgeqH/7FaUx\nXic8cbGdjbsVuLiCNMP1X5wiAbmDmt4rUhcOoZsP+FtxGXI2LsrAaMwJUkVSIWdNA2lKVU3i\nRQEkXLdJIk7ulmH5fonjfxu8dnHOw9qXCq/SEY9yIQWNKCAZP5SLWTaQYRgfmcLeUaTwWNSK\n+arKFDy+poHJ66valeqfQuCgMxvmhGF8njtCWszcJrIbMQ3jSd7ze40MAkQKQ/RZ7BiAlzhJ\nKUnBbyr2xPgvbi/GN+1WGXcrcHEFKZranFUCiEmBNCz2M7oZTZ/hW0wkxo+9czeappE5QYrV\nrM4z5SE+JiJt79+lB4oESNfsS3YItD6bvp9YR1lBxs76TiJXsozaRnwIX57ZEKRePDOXFVfm\nWMaPt3Px5b1qk6+ZUGMinlzNwOT1gXRCHtLBFaipDsHu91i2fivenlYVq3eZMCO+vH3bSECq\nANKAZsgTgp5RK6sV27uVoL0TU9m6ra3rGezNJV1mAKmSa+7XaFWkOvsRc4FUc/zXY+eIQGxv\nA/R2lhXmBLGV2rs6sJFt7SoY0GEnyJwg9c1DZ0N/UZNmkq5Fo7MBP53VY2pmgwvJW9oxs/Ev\nVkhFXmwsWraaL1dbbO/X+Nbwhl/34IYEM5tVFWZuk0riXyiGiI8+9R1rYPJ6u7//+6znLBtS\nSXwZTB3G4mPD+o+VnCPPF8PXKs8tWNNntEglc1OzwppCRTL+0KDG+F4LNW4vTgzv94UJHin0\ngbRM+OV5j+439UaRDtI6MK5EzD+QxkoVdQIJPbSf4Ruc6IGIHE+O77Xo7W+j+6z5kHsEGpkT\npNV5AAkfHPzpN7iIgKRFU9koBeevFrkFz3VnuHEYX7VdifGQJhivZBXIuvJ7fEjWS9S4LDi1\nti+nw4tLDuU6ILtbXDHGuczztN2eosaNWNGKMVOniRaPnskqn+JkCSj8nBD4ty3h9DfOo/SD\n1HnRokVTWjC2Wf1cnIUsA26mgCREYX6Qfpww6Wf6d5LItnVVAKlahYD1EEPlD/h1ZEvj4sLm\nBWlNXkDSqMiChH/uC7JSDGKk1qRiwM7BuHdbjL+W/0HeL4xt5QT8oXE0Pjh06Kpx/dca/JbL\nfWbD1Yn9VmSyvnBgyLB6XpKoSiwvqRcC3H2cDKDwtFHA6D7znmcPa7T0g7RJ+PsltM5y0by8\ngyREEWmX/XAeQRrI1awuuOSIGrOu/1gESEpKpHD/KIbOJN5lm0t/ak6ZE6SB/88gba0MQcmM\njafEqhxIZ/J/PapSaunqoeXEjaPZUedtSsWUcLhmdPJ6QXo0f8jKN//OHLZRw+XZSaMO4h/H\njguhjp3bQbPh022AcZMCnMMfKoP+CpeBMgQkrHYkm2sdnXnHGNLiCCOPQ1OMd4QrbarTyRRa\nQUq/Glcu/3eU3LkfbZdsCRY79H7u0Cg1ikinf6LlTn0zleV5A+mIeHHcuAUc+Qa1xm4bPp02\nixiAfakLJvfYFCpIeWkjparIgtQEFADuIrEX70na9ozdWBUbwDNRgeKWI8kD9Gh2/3nPco8k\nu/SBdNbGt7GzkzSwsW0oNaIyg60WLfbjatdE7DW6nFPSsByDIoNqA3qKE9wg1zWEhsggkLxV\nGF9Seiw9vLyE4k98oQH8cAXvRbW/2hIguaIdpIyrcXXv0Mk7WsMkjLdBmTXfxFSRtEyNItKZ\nnGmVsRworyDFufO1a7Ku0zEeJ7FuWBY0/WT7ya3rmoTfRzU1Ji5B5gTps/wEqYdR8RQUSLdm\nDl5Lh1cPw9CbIAZG6PKBGgjEfPTAMlVap4x2MHHNApU+kAJjk/Bz3h/jp2WGYHyRmz1h5ED4\nDON6iFOpAM3HeDKomgUD4lxECOW9XocNA+kmUwXjBnJaAt6UkcexC62X9VI8wfgYTNcOUqar\nI2EziVcSSZ5nK+oUoi20TI1COPNeGpmRYt5AasecwvgHVHfExF5iqY8bAOMiAeg7aP4PqlLN\nPVz/NSYuQeYEKS5fQFqkkdWij3A90iF5YFP7APKUducxduZZhmU5xEqqE6DmppRdsMMeP0Hn\nTU9eD0iPgLzAf0fUPsa8shivsGcj63GSPuR5Iu1mMQBpR8+HfgOmR1VvEdKoSTnT85BJuYP0\n8lhZ2I3f8ZrpAPVkSRoKBN2GvlpBynx1JKINPp8g/BI1osfOZoDEpJ5JV15BOkNNxnD1qyKV\nrIQLQGRIXRdQN/VRH5szYFGuhtJyypwgtdO8j/PyEKPAXoL6Pkg/ZOXWhkrSpo0R8RQMSElO\nI1Pwi+BPMI7lz4yVc7ycReQhrhRJQPoDh87faY+f5idIvwkgzS8zcXBL6ni7D4oiJTd5OKoh\nkDeuwIuOYPyvm3szX1udy9GMUu7d3wDWKzG+AWl6oKHg+YhAax5Bb60gZb46UrBBUToAXwXB\nAN/7DJDUqWfSlTeQxrjz0bUZpsnQcbZwhhrfQc7kl1uBE9sbYxokk8wJUozpMxvSlAZSnwyQ\n7sdWO07+OBoVT8GAdBEeYuo/lFbtUDjwELS0M8dOHTFuFnLsmjRIqNo55lPVLqCbULVLwU+c\nmSpNxPAVHX6oiLEbmjF8Qn9UefCUUVa0WfZqyadzH2GzSD9I3ZYtW7bqAH2X34RaBzV6p6Eg\nih31Xfz3OkDKfHU6LldAcCSekG8gHRYvGjWmIpI2ikSIVHWkEB5aFwGppZ9lTGtPmhOkcdSm\nFmf+NlJ81Qa/f8wgkfrGXwhEpJ69Dq+z8hRHV2Xt42xL1ueZqAB57oaJdUt/Z0NJTWeDihk1\nfmBbhqkaLbZiatWk7hhxAhI1LCcyfn63fhnU2UBTF2dM3aAU/AvU/N5vOkDKfHU6Lk9AGMn5\nPd9Awp+wnh6I/Zv6m5A0LEt+PDECWsc8y5hQr8PmBWlGqpVH02PQ1dnwhWenjxGkJOdhKfhp\n4KfkV1QzNgzj1u1lhZpWy0ZNmsX99Wj+4GWrh866pTeCXJRL9/fglW//nTl0iJSr1swKykwa\ntVwxKW5cU7Qf4wEwftj0rCOjZpChIOFGzO9k+7rcZLrY8zk+D3SFdlfoqb2zIdPVGbiUsHsr\nhGmpicL8IPXkSvog9i+MW0PLYdOHW1V2LBMe9RZ/aFPRqGjSZU6QTtBp6AyYYkUoTbp67d5+\nZpzL0wLqbPhOUaahbTCpC0xHe/BJOUgUvo86iKMq0wFZM8igpeZb6CN5V4wqR4k6kd1kd1Ar\noDk983Zp/0l5ns6QSQaDdNHadtaBtaGS43Rpzcgd7xzsN+1uNcgq6KIA0iaYTUFqPVvQX5mv\nzsBlPoRvPdCpPttSE4XZQTpIp1PVR6LocJaT1g8Rb17Sb9JJd5dGXvYXjIkmQ+YE6Rw18Qhg\nm/uVOlXUxpFuzxkuDIhOR1vxD2KQqT3u40OjJ+dmZ8tAGQYSWkA7j30mj0m1s/VZRJ3t9O9j\nX9eY8pID5skKlcEg4SsdnHnH5qQRj28EyaLx8XJS9wlJU+UOmUFK1ReZr86Ey2wf3nXIG7ZV\nahTmBkm4tRu4pqOmThUtGTHzbEm3mDDp7hVDFz01JpZMMidIZ4GRSkSsKZZW01RkQEra0H9U\nfMbuelu2ooT16vmoRKmJ/5gnbawVpNef95l4I8vBAxJRSJTcqwn9vG/wkIPpJ3qVf41xnIPx\ns7x1qeCXUTyEWJ3n8gbS2Drjy4ZNUXN1KnDUVF2PCm/I7XYyYSZvmsxbInEyBc//P4CUUMU2\npiabYS3wumjaCJhmtcJLLSsvNdkCY3blBOm+p0e7MOmRzAcfKcbMilvlQJ2Ud5c0bSJKd9xS\nZhlO7SY3kwoSpG3taFfjKmpAVofyBtL3CJwdAS0cO12oypVegeliycvGZzRN5gQpHkBszUCO\nebpGqKiANMvtPsYbxRkuRBdzQcB37hKxvAQe6WL0RC0dyglSpyrk6RnuliWBreKgWrKGpOD5\nVvIrxqdFR1OPB9IR7HuCjXDzqCBB+oELXbtnnLSEbs/veQNpIjBVIxhYmLrrT9+Jt8H46ZDp\nMidIp4D1rWONpKbHUGRAakLtaKXY7M44cnGmun6iz6LQnuT3uGqe1LWA5L2e/LkF17Mc/nvu\n+P0UrbHCsujqaWs6B/o/wkn9PfJQXcmmAq3afRdlx7n20ONmN28gRdj9PGXaWes6qbsDAh7j\npL5eeXgDmhOkzdDh87GrFPnRa2es8hekx9M9K87uOexkVg9HZ9SeMlnQU3wTbpgndS0g+dJO\n438gfSrYpdHdP39zeniPlbTHY2INeqjy9NRzL8OUtUqojpspL7h4LTWvZjsyMHi8Is20yYty\nqlreNif0BtEv8xrRl0hkvNIUbxRpKhIgXVGXqYBQvWhG/DjL8SfLyrvfwxpzXGZRTpD6BD/G\nibGl0g5s56t1drNnozvYVyRP1XGeNJ72c6fTziZtH7v0obnygosXSPMB3FwANqbtJ+b1XpkT\npHcIJDYMlM39Sp0qEiBFNUuaLmPlfiIuu7ehF+WUkdRApJmUE6TnZZWRbnZnUvffK2eRih2d\nYffIk3pejmMrlGcnZY/FbCpOII0HkMsA5pstO+YE6RVCnApBmTxkpyiARM1xNR62FM38xyaH\nodSkndRksbmkpfs7cceElelDHfHoJcZ7pMHk43ChkhI/c6Z55qdqVXECKdx+Y/2G25W1zZYd\nc4K0BX5oFzm6uSQP2SkKINE+hpYDfmHfJFNnIPmp3AZk/wBStzwoovOVBzbP36xQFSeQqlMz\n+VjR0GzZMSdIXwOd3tVInofsFAWQcKsqz5fZ1KieMs36sbbT5lNuICW6fZKE/2QiU/Bl9dL8\nzQpVcQJpIZC68EjYYrbsmLWNxAa9w/Fc5Txkp0iAdN9PVVWMQn3EUbHrzde5rEW5ThE6bute\nRRYg9wkXtdrXu9ta801i0KriBBKuBlIp1FvVte8h82THnCDhxQjxYG2CcYJ0aQPp5eVE/HDN\neqPsd+Rv93fCl5M3fTs9Utyms7JBfpKU+1y7R6um7ku5tXz6D4PFMV1sovKXpGIFEt7WpNlX\n1ey6teTjzJIds4K0lXVxtfHMSy+iFpD2SFHQBbvQEMk3RsRTAJNWT/GnML6hMl/lIKcMdzR2\njjuB8S31Wl3nzaLiBRLREqd7GB9hL5kjO+YE6b31fLKp0DsP2dECkv8XH6b6LMd4d4CW63Wp\nAECaJxhCaN3fPClpleEgLQ6k247GWYgxVsUOpA496bbEGnNkx6xz7WhvrLBg1GQh9zqCGvyX\nfkiJ8Wt4i3GKwoh4CgCkZUI3f6Nh5klJqwwHaQ31xIdbmqmFqUPFDqQeHenW+QtzZMecIGlW\nXs8ycYmhIBQ2UtDYjIaW31GM6dTmn0rpDJVTBQDSXyLyXB0RHdF9RZ5lOEjXxaTMPibep+u8\nWVTsQNohI99gnuy2ObJjTpCSPHt9wDc9xuchO1qqdl9Jd9I/G+TGNAAKYmHfcpFvEKvfm3Ie\nZYQz5jUSn2A2P0tHXAxBwv3ZUG+ZeVq5Zu1s+NnBKUwS9T73C3VKW6/dDaGad9aoX61AVsj+\nvXxxHmxtGSBjvJrfWLEoHyc1CCp+IOH4havyZFUjQ2YFCT/bNDdvVZ0iMY5UYDIGpAJQMQTJ\nfDIvSHmWBaTMsoCkRxaQ9MkCUmZZQNIjC0j6ZAEpsywg6ZEFJH2ygJRZFpD0yAKSPllAyiwL\nSHpkAUmfLCBllgUkPbKApE8WkDLLApIeWUDSJwtImWUBSY8sIOmTBaTMsoCkRxaQ9MkCUmZZ\nQNIjC0j6ZAEpsywg6ZEFJH2ygJRZFpD0yAKSPmkD6c3vGh+oxnhytICUD7KApEcfP0iHbURM\nZ7rOT2xEPPkI0r7WNQYJtt2TljWKnvbWPAlpVz6BlLy2aZ0J2Tyl3hlYo3VuPsmKBkjPx9Zq\ntlGwhv9P3+rtfiyo7GgB6Qd/pZdutzT5Ky0gBW5Iedgh8OHHAtIsUezE8vZ0UWUr9ZDRHhU/\nmCclrconkGKVn8aVDHiT+dC/6oqTuvC5GPAtEiC99PUb21/xCfl0UR45qR27UUvQ/FBOkHaA\nTU0PyN/V/zqFHMIEVczwfaqkm6GEpI8CpOf8l+SVXrUnxj9I/sL4keNq86SkVfkD0jn2V/K8\nec7NfKxrzWSMN4l1eyOiKhIgTS5F3hA/o0sYN6KO0Reo8tXyYIZygmTnQf40ZAoo/WxClWcI\nWpDxvgzeRbeDSp/9KED6kUsg2/mhabYp2uXFZlJuyh+QVpSm295tMx8LXEw2b5mf9QYsEiA1\nHUy3HqQgctpGPtwFszt3166cICHqy/0k/FQw6WeTtjaSxljDMltj4Mg3kC4IBl7G1sZ4tffC\n6FoTa1GjDTcjVPadE+npv3tVbmk2z5f5AdK2JlUbqlfUrzGmaRY7YtWH9q/cfB20qByjp1FR\nJEDq1nZk9QarFU2qNHOb2KNyq9XQunL7swWQnZwg8WVFiK0AZlrKbqS09do91rhte/ZR9Nol\nlo55iU/ZLML4BicfMc4eHSdvPV5cIwzR9/wlee0pXbmV5kk8P0AaLfvksxAkHjzBBWWxtxmH\nQid3YVC9qR1Y3be5SIC0FXlOHCBC5Sf3YVHElDYImk9tyX6b/9nJCZIjMGoO2PxPWps+8nGk\n9zNrVZAgBM2STzoywLAcZ0WoieYfUVccO0i9gvqEWGaVaJ7UzQLSHx0rtf7pROtKHc7vbxbe\njjmE8WnEIoSUDWrVnJze59jJEXiGY0gbaba9Tv+PRQKkSdYAgOAPjMsC8IgTJWE8yqMJX8vp\nAAAgAElEQVRlpc5msaeqW1qqdiDIXA+Dcfq4QUqu7TquBEiCFWg1MHYMiNt62XTH2DWEnuS7\nYey2GZvTkbgZQDrJN53ZgWE6zGzK8r2mh6DLpI3Egl+wCEnGTfCokvYr+0ortGsC6CQpaEGn\nkfUiAVI4gIgD2ICxGgLa1QPqjHoSdJjRQByfr9nJCRKBiCH/Fmq/Pp/1MYN0p39pbuEN+MR2\nyxZyg6q5gAxYK+C8oqSS0tbqGBSHcejorhWbLIP75kndHCBF9CEblVjKyJgS5OFDTTEeADKe\nVYF1zcjhNtSm20/2rEjk3rNSQ2ugXtEZOsL0bdOKXTLcoSfMqlVt3KuPH6T71ZQ2iBRH5H/3\n8AZikDFiFh7gFCsxKZY618rX7GgFiebkZL4mq0sfMUh3HSJqu8vrwJvGNUFCbpEH+ccC2AIE\nAwSGAfyDcX8UMasT8jFP4uYAKVlK6nIPAeT+YmCT8Dt7+StcDcDFl7wtJ0zytB1EfdEzpRwB\nys3sjmATvlOFprmC7zmrnjTNaF9Kfedxk33CEj52kF7I+NpV6a9CUOJm9iY1uzKknncI/wT0\nId+tzNfsaAWJ1u4652uyuvRRgpSyPrpC7/8+CSojYusz0J4Djif1B9C8+lBJtYQR7lnJYU8a\ne4Ca9ZB9JG2kq13CGqhjyGsZ0Hv8H0CDsM6dOcTRpgNp5zFK6whWrVCJmecYywHZck4Adkyl\nOxgnWS0nwduE1i3fg9bzDspuYPzEcfXHDlJnJsxKlVoOaKRmyCvPHtD35PxK33zNjo4SKZO/\n5wLVRwnSMKuhcyrbByDrWgx926HUym+qQjkI2Qd+dkz5wFKumy9/9fN9uGCe1PMI0iV53bn9\nGJAESoH9F19ioPPccBC16SoFKFOefImatRlg6lYDNhljJyi7a3892LjzNO1quCxUTlugwXOq\n2/6L8dQqNLqYfh87SGWQKDoyDSN3gtTEr/YFw9id56Kr3MHnPUbma3Z0lkh++ZqsLn2MIN1G\n9WxlHtaIOYY3cRp4WDb1nccDWmGPXNsAqgUun3i60ukCf5JquXmUO0hfRpftck1H6Jb0p2WE\n+ietgQrlJ1SlvVmalwGQYqkcxlLq2rsyIBVbGhqGNKQ9xY+B1OoeIS9SNYzsSd7lJWl01Sd+\n7CA50tp16usNydSIfnU7iCet23BkAzF5MaWdu3SWSEPzNVld+hhB2seiCuH0sWP2ViZvcw8v\nYCJS63XAgdQG8cA7kpre6CBlkONpfLdGdfMkbgBIU2QD59exuqo9dAny3CcARMQ2Bei1qxtA\nyXArcMA4GrhxY+UAZcsJr8vm4IyvimHh7gMRqMWCnvw6ErRG9Tt4CZpAPs0Nw/hfq7EJSYv4\nXz92kNwgJuEVeXQ58vZAzUIArGKraMZxUs7uyufeb0uJpFcCSOthGvYbzTMODAJPgB/tkAyy\nSKjnscyvb2RVuyIr5BhUZYZ53n65gfSSo446GrTTHrrSNExf0P9hHChks0J0UF0QURfEmlJV\nJGbBA+NE+mujioyCkbcmAT63bhzYdFdFsEJwl+wOq08239iLJNbrPvpeu0gRSv9NkILhhd9G\nls+OddOks0QaWzDpZ9PHCNJYaH2Hmcty0A4FuIokjrXsWRABIoUTKNTQZJHSq90f0UzPEivX\nMnXw9S89gud85txE56imMcoNpJ8ZCuxyHe+82eqf8G2A2XgzA+Nb9wCmx6JwQE9TVoBzj05W\n4LN3rz8oEp6EoRXthz3EN/ectqaTHVZA60Wd2APxe674N3uMDykEd3Yvvz/05OMfR9oK9T6b\nQhgSk+qB9JvVCFq3/uwOXC6Y7GgDifbpWHrtqAhIL0Z5gS2DWAeXyoQc0Y79kqzFkYLp06c1\n3qFyBZE8cDDG87xfY3xNZJZ1MLmBdF0YPB0fqT10cm9GATxt1TGiBHwKnEhexYiR8XVZTQMJ\nEC1LmWlpAXxpX50rnd4wknrSvBiAZFxml0sfO0i4Y9afBr7G+Ff0tGCyo7NE2lUw6WfTRwfS\n+3Klp7KcXx0bGPCnZ4B4zLuEyXzfMwedmDmTFjRlYq7G772Jv+M23Lfzs90+n3pE7hxLA4Yu\nMEfyuYGUElb3Lj6iXKwr/M298a0gqFwoqkSeKFBt/GYCkp7afwc/WTJ1PURMmRoJK2csfJR+\n+Ri30/gPoC28Eywt6hJP7/svc3QfO0hvA30bNURgb+PMgFu7vnL0I75ZOaqAsqMNJJa+qY4V\nUAay6qMDab3DE/yViL5ZZODmV0bB8bZfkhOdwiQSpqQo9SZ9LhMzHCNW0OWQw+uRTbIwhT/P\nyrWz4Xo5kLED9VUjy/uSjPs6YnwHaMvOMTw9btoi7z0gpMJn6RPuEjqS1h9LZzltt9MW18cO\n0nLX5xj7pLeTJFHk61S9U0DZyQlS6hDJ3QLKQFbpA2myEfGYDaRBTcmfN/41z/+13rrO4nGq\nlj8Ia7S/Ea08eKSNd9qqqUeHf3l68sgT+vEXbumHV5/YPTRH8rl3fyefO/hf9mNZzosPX9//\n52W4h3HVyCWTlthmLOe7v3D+tVJlF8xwr5cB4j/7/+ha5k/8e8l+2iL72EHq04b8iQNp6QAW\nHZ686R2+sf+8WdqqhignSCzYWdkDXC+oHGSRPpAKZWHfjPLkT4rfUoz7Vk/G+BhKfW5nSsSo\n9DltYVZbixj3o2ZJ3gxz7TzWkc0RcQLG/0aAhOmfZb3mAtqeuyH5LvOxF41AAi2yrENP08cO\n0sSq5M9YWhBwKL/dgOZQTpBktDUtgRcFnRNBWkDakSbeiHjMBtJlyeS3b0ZZkUZ9ZdooT7Ha\nm3rq4ZGzCdoDPfv+FzOZRDEDSMM9TuGLQcJq2JTz32Yrvbp2pduwOVmPXjmgY4j3YwfpvGjW\n+1clxCdmrn/hta6gs5MTJKlq6eQlwYVUIiGxjSDHjKnHEt8AjZAR8Ziv126nHcs47yefW9Dq\nzhNGaymUTzIDSO87IhE00NFzNboO2SQ5G7pi8mMHCW+15Rh5JPn8Xn6ooLOTEyS/CEYE5Vn9\ndjDyS8r+2wXtyjDOs6tZ6udCstnw6sQvQkVnu3hH4t3GAflpNSi7zLJC9uZhHTMfMI7n571/\n3s/g9txHDxJ++dOpfdzahEcdPAr88c0J0iTHnYf3hzUt6Ixo5PRFzmOrJ2j+FrbxkykSDkLz\ne6ZJFuW7gciNNhzyNLh/9uMHiWqRnIPS+buIT5tygpTYk+Egyiy9TsZLG0hpum1EPOYCSR2f\nSd+v/OJMfEGqa3aQ2pk7heNrNv5s8MUu2UFaZ+7sGKN12UFyST1xdNWW0wWfnXbZQeoaH39g\n2a6Cz4hGaj0gGSMzgXQEQaGqQ9bs9Cjc3EAWeyk4UVW4uVFlXfb1TeHmBnpk/a06FG5u0BHz\nEGAmkCyy6P9bFpAsssgMsoBkkUVmkAUkiywygywgWWSRGWQBySKLzCALSBZZZAZZQLLIIjPI\nApJFFplBFpAsssgMsoBkkUVmkLEgXVm+oaAW91tkUdGRESBRJwXbxZVCrQrH3ItFFn3EMgIk\nuszJdw/G28rnW24ssqiIykiQVORfiirnuZdrVhSqspnwuFC4uVn9LGt2dhdudnZnzc2z1YWb\nnWwuSH4r3NyseWk4AfpkDEgvk3DUOfLNvXKe+5ItUZhS1c+anRbKQs0Otz5Lbt4j18LMjSvK\namB9PVeYuSmhbJH1t6qvKtTssF8aToA+GQESAyCR9sWXlItynsvp1dwExY/svTrd0sP5Ub2W\nZX4Ans7qPknn0t98WGq+NbxMxwxbWylf9h3ynZ6rs6qgl5onre89/BecuKZnvRYjz+Y4q2up\neSEp51LzwskH7mCvbqV/qbkxMqbX7vW9q+eu48ffazllDpCWsrXb2VVM/dE3cJHtnYIzLHP8\n7eDbMVSh64E0P0hdwMaLkaVZKU5uYtW6ETfG0MAFDFJCVdu2UeysSna2IlSaXZ79tAUkrbIF\niQSsCgUkPTIDSPfFGzB+5DlV2HkhX4Lx89IZ97hhw0Sc0jtAR1izg3Sd+kb4h09z4LRZdR3j\n79nfDQxdwCDNc71PK9euY7wfbxQvkGT33mYBSZsGwARy56BDYYKUybXanbatBYWI8pyTfdbU\nau7IesLOMRE1Kjm5atrJFNUesv0DHmsPa3aQZgBNv7pN6m4fwXBkgE4j/NlUwCC1+JRuRU3r\njSL3abfVvmynLSBpk4/gWE3kUpggZbJA9nhAL0GBxhil1K5DgqerIU2EnZMctcE6PsNRvf0O\nsjnH6DBra3aQ5gOtVUakmcgf0JJuS600MHQBg9SmL9mk8E0aD8XJiv2yw9lOW0DSJj8BJM7z\nI6vaDWCMD/NubrM2mzNstz9VdurY6FM7TU/Ga7t2nRt+6jw9/WzbiOf4XYvwHJFoZDpIzyc2\n6rg/Y/eP3vUH/I2pO9wayfgYE9a26UxK9B4pQWETf8XASAsCpLezm7bZKty9BwGMy3A8V6Qe\n63B1mnWcMlvfuwUkrZoEaqnEDgYXBkhvftc0vrVY7jUBpISKroN6KbpnHIgBa1ckf6LZ6Q4K\nVyTJ8PTxoIxNdSdXXVYnTQbpqbff0E78lLTdb7n6I6tLqbHlscBbg1Tec7B7WfoY9mcrBfOG\n1uwKAqT3Ye6De8p7k08PxJwNIg3nzc3EtohxluXw12UBSZuSNAbkEgoBpMM2IqYzfd1pseRq\nAkjLnEmD51fudNr+f+yGJZP3+scJO4/5Fcs++yZsYMblCdsmrtNpXtdkkEYEk4dsN3cvddeH\n/qidq9GPZ9rW/oQlmXvqJrhC+2XGfMNdQxYASItcyRvnLEuYj+bv4h8awTqMj0wZMGzJrRyX\nWkDSpk7Qwb9MR2hcCCAFbkh52CHwoblA6taFboPSB6W+Flr2cXWEnSMS2mCarqsql10mg1Rj\nIqaeM1Lb54+Bjrofkqa6JV5Zim576XDhrEcFAFInoSgvswxj57L0E9tH56UWkLTJk6NbsVMh\ngEQnreKhhCTzgKS5oe6b0vZ/oL6J8CethJ0zDJ25MaqegXGZDFJTeuFb/ifN3juOfvjSIfXk\nl460DSI05Y1TAYAk3KcUZ/IU+Phi6nF9vM5LLSBpU5DwxLI+hQBSsFD7HlT6rHlAOsLvwclT\nFKmeiJ6PKMdXeo4XcW7NTpLd9x7VagRX5VyqukttOiRqC345RGbdKK2uZyxIL+MqVhr/mnxY\nZX0Kv+/jSqcwrHeV2JcOigqs7+PBIzqMhe8po6qWayLarz8uLSoAkA6KmgQ7WyFHZ1dXmHm3\npwwG9wytMaVHSM1lSRkXXescXHtjigUkbVqisVg8tTDaSHLh+VhmqyWMKb12k3k3tXKn5vO7\n4DKzerCcPZRZ1JGlLns6IJEVMH0QhEegYC2Bb/GyJjUYt9Q9I0H6UMF3xnTvKgTQlN6Mp7Uz\nLYfmg2drPwDWjgGwLyuGz8mxyoxUhWyM9yRXACC9tEUMAyJGqgig7thRFcZh/kDGacFoVYYz\nzmtWUQuHysdbQNKmexqQLhRGr91jTZv8mXl67TD+e/OOtDk4K12eYXxJYk17F4aFkK/J7PnG\nNTZSrRhXkrw7fsoZtq6INLb3wxrNnpEgbbYj6d5X0aEp/Of6PcL8XzlJFUvQd2v2gjX5JJVg\nfIr7ZeemC77T9UWlVQUA0qySg5zaeLKu3FZ2G7IefnOEH/pzcABcwSfR32nXdKpLqqZ72CMW\nkLRIAS0a1O0C4mIwjpRZ/WLothLQSTg/cgmkwZ/8nj0xi615Dr3AaFTOAB7CbCFxakeAkSAN\na0S3UZnnziXCDIwfAJzH04AntaNIcmOW+9EzfWOM/jYFAFL7Xm36tu5vXcN/aekVcvLto8e4\nb6o5gfqIV3+Vdo3QkfOBW2YBSYsANNtiBtIkOhkopYToAPnzhSPGv6PH2G77IKn/Xqvku7Aq\nZ4AQOrnvXRpiRoI0uxzdBizMfIztgXECB6/wIaDdh74sxl/b0tZZ00+N/jYFANLgRp82/aSZ\nJFy9Q7VLVIOUPp2kR9p2Ex/Dr7iTadfUoY/of/ClBSQtYjUgMcUMpN9FcxLeDFe2dPW3LSGS\nlp7yKqDJgz7Okgag7nLFjdfSSlkInk7utsw/mj0jQfpLOuX9u/FyWgf6tb6D73g6eaE862Pr\nw/CXcTwwe5L6Aynxnjj2epG4ijueJeyJWnZ+M3Nx61kAIJ3ghnEDGRmy7ujYSASOXUOAHbyS\ncXj5OKakBpvTUfZO4r0pd+uV/dkCkha1EpwjQa1iBhLebMOzzgfnscADGrDAqcelYJAwQP3G\ng3iHluvv0VOoVLJmz9heu512HOdAF47+pWizY5Fbe/JpEx3pRj4kyWos+aSmffE/eTEixbIs\nIc+Kuu+ca5/TpXwWFcQUoRVWQicDIMRU68wDWHEI7EQSKKOZon5e0nnnAjkjgXLXLJ0N2pTa\n2fB3cQMJvzh64jV2XvhXrajJfvgk3E48d/jetQNXLs7Y9Ebb5RNDrs5ec1H0o2bP6HGklz/+\nJHSd94omm9/gKqkrjjs2ed9y9cWDf+OkOV1TR2jfnfruSdaALWmr7DuU7Wg2Fcik1affHzlw\n+MCRA50qJuM+pZgTD9ej0w+OnE0tLDs0J5sTsPXXZMs4klZFw+cerosgotiBRPWEtPXLzv+J\nSUiR5Oa1vnV/ug1YotkzeUC2irD8yeZrnCyiC2CvwN1cAvjRdXMfmON6LyrQ2d8Nh9OuhhJr\nMw9uYxxKJzaliOlMcAtI2uTG063EvliClGK9Ezfut8YN34S/cAppuZDC6K1mfnj2YulTWpS8\ntU4dLDUZpPZdSQL30W8Y+yzFt/BeWWJ6QjT9nKo7hGwuw796Yy1IkN73bZz8rkcTyQ/4Pp9p\nmKBpb3LfbgCdr24BSZsqoYR//01CQcUSJDxApQKQDI6PqPq0twI52YLKGcljn7z61BpKf5Xp\nunVeANX+udzMJ3Vqg8kgHWJdkNQpNBHjKbTJwYfZgaswyftpDzkK+jZngG3iNfdPl6+jP9aC\nA+lkBYY2k8i/Kr6I6fAw7fg+dxB3ORZejb6FLCBp0xFNG2l38QRpopg8EuTr1bvdxG/XIBE7\njhP33R0Q3bbE9l/GcRnGR7aJZ50awAJU+DP1gMkgneUkAPJI8ryF04Y7MKtOL5CvIMVRPf/d\nPw8RnckZYp4CoPF9/bEWGEhXFK0lVQlGICJ3I2hFSI3UzpcT/KihUnIbBaO4FpC0aY8GpDXF\nEyS7dS8vvJ7j9hBfh0vYa1HbEs1WOeK/AegD3aNx+mXhdK3FHj59CN90kLq2+HDp/nW4iDHy\ne3PhOUdXmM8qjfEluE7OtuysJUjCnzrWu2eowEAaXn1ojUHVWD9uNxPA/oL/Y+I1x9t0IPnc\nA5obZAFJm1Tw+46tN0BeLEF6An+Q7QmUgA/I8Hv081zF5N/hGbZGdGB0Ren062zo9Nn7kLFA\nyGSQKk9NjS8BegldoocwPsol4d2CEcwZhi7jyKYCA6np4MZDG4yQ1yu5StrYcz3GLls0x8vO\no1vZAWHHApI2FY8B2VdXP3y4psXEpe0GspnnfBNfhb+wx9IO3i3XOuCbCOiLtnej9Msq0jUD\n+zlh4vjrqwlGgvTgZsbnLq0Tjv1zA0gVEfknXHkllEhzS7+89jvQod6YTlqCJ15/ntvXy3+Q\nbt6/cf/Ggxv9agypNbAGW1a0h6nA/YzvMoJVu6S/m5GiNOmQUKpaQNIuJfw1bfw9kBVlkF50\nRsCLAHXIbl0AT1SvPV+J1Fwdf2vgv3ewmJnASfruD6nVyvfrXydzGT3imyXzfh9OWgURl152\nY0D6WYoRIP1RAcArvRfhFGmrA1eBNC3KC40zZsP5JfLyCBSlgvafG8VrAWCREqDFw5zHMyu/\nQTroBaliGkhqMlaMjb8Xcj5zMKwaXUOxVg2ABo0lbbkmwixjC0jatE1zA5cUZZDalf5hjlgy\n42iZHNNBkyapAEJOr5KrHnWTgJ0VKOxB3Onhiz5S8NqW6boVzgDhf51v5Nve97s7m60XGQ7S\nc88Wf/4zVJZm/GE2KIDj5aQcmk7nM3BllWAfFPjj7TWSKmIovTdn+B2iFbdPlK2b80Rm5TNI\nl2TdJM0ZOWNd072SWOgjIS+m6qVB1JZ2gnzLLfjvVGkR8G0PVahh6bXTpc81IMV9JCCl/BYv\nqI0RIL1ijuOIiZMr4JNISyXJyZ9sjpG2StILjJ9i/FJY1pec/cpPaQ/0GyuWmn2dEWo4SF+p\nqR3kKuNSd718SAK/AYG05BL8G94tS3r6GGj9aEz1RK3W1esNJps/IadlhMzKZ5DGVR0TOSpS\nGmjzpXKH1c4Pr4T/0u4UbhNLNrehRRI1c3kVW0DSLit48se5VyD5SED6k0mrZBge5iI8xM5f\n7LDDT0GL6VIpvc/JMC2XSDQzG3yBdvDuVhoO0pwwuu3RMXXXOopu0aj0mQ13cLxg0m6ju/bw\nwsyGxMKd2dCpe/tebfvYVCk7P3hhYA7TRpVm0i3bE1tmNuhTMehsSBB9hWv3GxCJ17Jrs9gF\nSjp//Ok/To7k0xqI1xH4ffzPQkkxvix5494Ri2mFb0hlw0E6IL8d//MTf2Gx3uXhU0vaPTl+\nfgeQ5y14AjmyyjYFv2JpZ1cPHeYimncgm6NIfw94PoM0LWBS0GhvVi3aIJksOpL5zNPj55O6\n0k6Z34Dm/xfhPWMBSZtsYU2zhuvBqgiDhMfazJnKMJPDaaNkScbhC0HAssCA1ag2rK+OoD96\nAWtDp5TdtW+0a4N/5ATVrH1Duf2Gg/QhQAQMp6K9BVWFkpTOCnAme9tFo/dNVcwln4bazd/3\nCfej9vCn+V57Fzr1034yTfkM0kPnmjI2Ne9Q8lTGidlSFoK+lnb+Zpl7fXHs3iUutJZnAUmr\nzmkqUoeLMkhJ80vJ/fzEEPTkZhkm3XrpO98W9zu7cHtGMcBH5ujP0+iBXd/n7+bx1ILjpcYq\nt/5PkxaWllf4xoju74dqfyebII40g4ZD2MPfZCBFnE0pumZiRzmZ/wraOP8wq6Qi4oiuCI5V\nVfhMea/rrEb53Wt3NRJY8tIhGLX/u6tr+r3aI/riw/3mpX6qaeUd9/ZEpFWJCQJBFpC0aZoG\npCFFGSSNwtVkk8CkP/InuVdJ8n3d2uPNuj1bbHWm/bu1ctx6w0H6wonGUGckxg7UGFILaI7x\nM0bLVKC8KN/HkYbXK2+PE6VhaDj+oPwm7Wh7auvuBfdztostIGmTLdAFJ6Ao+iCVEMwvStNv\n606h92FCTXycTdAVZq7QVdC1S/bjhoM0T1hlHtsJY5kt+VAV0X3Vbl2Xm6Z8B6lDT09/jJXV\nJK0xLp3uEEmwdontdma72AKSNomFJx9xRR+kxvwTjL+C6t8f23TmwuYjNxbC9slW3fzr/dLD\n4xBdQXFoS1ZL32c2HbsaJ/oT49deC7LHZThI30t+37P9rxLzMPZFZ7/cGwndt3z7HSztM/MV\n7u7f8l3y8U2n8JvZfbYb/XUyK59B2tOwpFUJ/o+FrD0sw3+xbT5dvP/5tS8OvOjie+AlPgXz\nvn2d5fJiDdL7I5v/MCmgD1Rl2crgXPRBusvLWpUCYAC5IXDlkA1HV06DEsBW6hl/xlPqgnpl\n+Kp4VYd1Y5ADy/ZcGFoqhw1ww0FKKctIFMjuJXW2BBxDklTyjIw0OUSCUfUSvBsbIiK7blrX\n5Rqo/AWpTOqAA0LALpwqojdNLGOc5HLEsMpuEuQic8uSXnEG6UJJsRvqkJT7hTn0SHMT/yn6\nIOGLQWKw+i/KC2qoPVtzFUqxVoxCClLOteubjt6eXd7iU8oMewl9/f7ZIQ6q9zycC/gk5wQd\nw0H6T1ErLLged5TOAFAgRo5qlQlXwpf4FoKl+GuAB/gGkt3CX7M1jf9C6cpXkAaAPwzyJM8A\nK/cUlXGBNpI95RGnfLKOt/mjkw0rPo7fdnfPvCixGIOUXKbVK/ybw0wTgpbSgFQYtr/1ybTZ\n3xNQwmv2lI9k6nplrf8AXpTivwuUjN6pTnmKBJdiIzKclbttxp27neDeJCoOaInIcJA2etBt\n4yEY96fWs5vJtmEsRyeohbOf8HsGbpK6ETXH1VhmyhdKVb6C5CQKcyTZtWN74RSnL0p5kxZj\nIoRa743pLfsWJzDUJdrrDJNcuFiDdFUYKJtSxYSgSDMgi4oFSH1YfAeulOWW7RW1egMIV0Ln\nqnKzj4o+JPIiWlxnLGNIkR/AjYdehvvYdYuWiAwH6XNqUBV36UpNLJIPkfak0OP5veRhh620\nuN+Pt4OYpB3Lm/KFUpWvICkVvj7kObCRNsfYf6lLSNPBZC/YY2NUHDWpz1MnnSlZ3F8WY5BO\nIVoDX+pvQtCiZSDyw87pW7WaPtBoPyzHrqN4l1rt/e0WiGGYxH2QxCm8ZyW8nefWrZ51sEKG\nbcbILvizUmM88XF0VUtEhoN0kt+/dO73zksxnu/xHONO6BTG9nCb3tIt07cw5Ha8AntSZ7Dz\n0Pt99SvfQPpt/pK/KkAUe/1z4GEq/pWNr8uP8n29EhzQ5THe6Do+jAISMN7L3ssUqBiD9Eay\nZO3M/TW7mhBUBMGLPq8GbJEA6UGAMkLtdV13sFDw9wOmJ8/0sIcoF1D4A+ohRl278LNiQe6C\nJHfSrzwnqTFKAa17yYZoi8eIZRThYOMIjuRpexfiNaqfXBEQF8uDvJrQ6CAN+Cbja7HgUU2O\njun7urkov0AaxYb68zMZYcEHILamVXf8QMxLRWCLbMZ0Qeox3SWD3QPiuoknZQ5VjEHCQ0Hm\nyvDXTAj5WtNGelAkQIqJeIZfN4jUHSz5Ezd1WEytrrG12/Zu0DTaXV22Tc3O3eu0PfDWoWVM\nnd6ZW5HX+tbs0Cu61Tat8RgO0jVRt+b1+kjoIObrqXVbbng8Jipmd3xZW69y7mLEe4Z2q9nn\n6udetqG65voZpHwC6Yjoe4y38EdL8wzYdZrsz8xOwfhuTVtr91Zrxke3Xjs2quhw1/kAACAA\nSURBVPVO/GQ0+UJZghVjkJLcG7er09M9zoSg5zjyOkLciaIAUort12T7M2dCT/IvLK0Rjq1t\n4OWGg7SmJN22/CTHCWEc8zSr07umMconkEY2oNughRj3a0M/ea0zKFgxBulPoO5MZlU0Iehs\nIVCNCUUBpGT5QbL9Vduqo9z0g5hO4DC4O8ZwkBYLXiw69sh+XNM+P5+LCVUDlU8gDaTWU3HF\nWRjHClZZyizTf32qijFI8Yh27i7U5kArN00WPAXXH1lYIF1ZvuGOlsPaq3Z1WibhlN65fM0L\nDUNaa8xbXZg4aEvq2Noz2UqMX5YZmXHZy4UDZum0gmU4SL+yP2J803Y9+Ziya2hcxiS7uo0W\nDJjZLSB9/+KkgZsSz44d8lWKllhyUT6B9KX1quGjl3PtR59YbXcr5esYlOGoKnnb4PFaFncJ\nKsYgvVd2KGkXHmq8c1KMvxevGDVilWxvIfmQ3S6uFGqlpR2uHaTLNgHdwuT6n6K1SOzCsXQt\nwBquSlNV1dR5dmvYqK4u/hmLVP918WzhpzyrIxIjOhuG883bK+slk2evibxRTTa9FfYDw3tK\nUDoBG/mIpjYebM1G8sbJevOvTfkEUoo7uDgA07AOOy5K5cYiTzbNB9qHmtZNqrI6CqhiDBKO\nAMQCnMz9wpwKBCdn8MGFABKdLe27B+Nt5XOe09H9/fCzTmP1r8rGYr9E/MLWhVwrJYXQPbcZ\nqcfjh3ZelOkBaBr9Hid301W4GWNF6FD/HhspG2ttr2P8NZe2jKNxzYmd4lqHpu49lS/G+BS0\nw/hv2zX6v4AW5RNIX8tn9YwWs2fwIe5cT3GnI3g395fmzDwXUk1YJ9ZWVyjWID0H1+GdRiE7\nE4L+xE/v02um5NtCAomae0tR5Txnsl27q0A7JIaR4Put6OM9ooHWy1JsaU/U7+ip9lhMsWvX\nTRh9KJH6zKeoaEferyh1cc8RaSLG61W0s6Nbl9zjyqZ8AmlwU3KjW4XNxTh4YXehleSTCnlz\n4fva7tIarBiDNEMwhBhsysM3VWh/R48pDJBeJuGocxj/5pXznMkgXQfq/WgwCX5QTttHwxpr\nv05w6Kiz38IUkLoLRuu81mv2ND2M8UyqT7PvaWfHRmtqqb9LbO5xZVM+gUQ9dg5sXnY+qZYs\n7tlBSGid5kxL6rApxUb7apBiDNIcwSRBgCkP33Rh1kydcYUAEgMgkfbFl5SLcp4zEKT3C1rH\nkjf/+f7N4h4IB/Z1Z60CncvJPZJWNufKlnatJAv6dFiLXscx/rFXyykv8esZLXsINr9bVX+F\nP7TVUqkUpBekb0Kcw3/N2N3RJWYJ7RLcbH2BsCKq7uo35/H45n1rBjlL7MqXDnWudCa+b/MR\n1qT5cRLFYPyn9WaDvlpmmR+kpDXtOm7aJ1YhopDOA5GzFRNcuetAUepg92J78mGhTHtnTDEG\n6RUIxnecTQh6im/o7VlfdLQweu1e37t67jp+/L2WU4aB9L68a78OopG7uHoDg9XUlGmcqL2v\nMKNgcbS6ty0wUoAOYtSuObtkIdviU58S/5b2/qQ1N4tcedfHoa6Hg66lJ/pAmgy2oTJ0MG23\nr7RLH/vqpOKW0kFUK4xj+RA3EAcMbEh+ERH5TWxC5aQ5PzBAKQmsrSjNhdUStTe+287sIKU0\ntOkZa9UqdfmEBIDabCB/a6SeT2osrR0i2qg9cDEGCQtzPKClKUGVIJWBPLkojCPl0Dz3J7R7\nzHYqxsn1yLe/xhzBXIjcs4eLlc2teIhhbaJFruU6VMHrxeLNdBJPpTKvMd7J05lj79aPXq7D\nkoN+kDhSGU52sU/dO8OdwfieveDe+cjEmaHiR3SBz28Ys2jl6OV0SnACI8U4sUazuWP3pFyc\nOUGn8QY9MjtIO63Ja+cigjqyhiJwQYhRz1RCdWYym97lvX/8bF0TZYoxSIcAhbhVM8YWXLqm\nwfypk5egQhtHohqa8fHfunUEuSNDAsYI1ndc6RxRvMVV+HcBDn7aHMdBCxyHksuj+MrcTNI+\nSeBE1NrhNCU15JhircXiaVbpAek3amsLj0rL36Iguu2U1u6xicTUOt5EnADwO2mwwSmSI2oA\nfHVJQ76QDpkdpGGC3XOE+sX0aQtyiVpdoXOspJX/koxl5npUjEFyAXqnkSkPcU2hy8y+YmGC\n1DTj44tZMwRVNggkYUA+xVZwI0GdS+xRpdyFjeRofxRNGo5v/LmjIeJx5OgLhqHLpcc4ULum\nCeJcJ5DqAekW0HUXfdjU3XXCU9R8YOquI211hcBiOvv7b/wE4Bb+B+h3WRCKTZfZQZoo1OEQ\njGgwrBHYipWqsH4xXHePjVrXlGRXMQYpCKi9F5NAaiIsOFMWOa/m3zQJ7359h/Q4Tv7MOqj5\na/yvL2HkoWpCslIl3Tad1HPDbzOeoup+qIJdQLvnFcTiknUjokVqfgN+XU1UdcJr/bHrq9pZ\n29/G8eK0JSs3pPNT8LeiLjVqTrs3slpUGKobUVcJTcIbsuCkcARoUKk+kjSq1Np1jLG3IJPM\nCdLbqTVrTjnG7SBsI2CYanRxPiB2IgP9ZKPl1CHHo6FVolfoGTUuxiClrhc36C2eTV9BhVo1\nImBtYYI0Oeeh3ECaJ+4zo5biyiC2lJP1rkve1gGimnQq6x6lkzsAB+AjBV4JSASMP4tKcWxs\nMDAqYOK8wU3EdJzkXeGD3uj1gfQDj8RgfTttd7PctSTr7jlxvKvMf+pIGwQc9R3pSE02CC1X\najlC5IjY87ndBT0yI0hJ1d0nTHCvNpP3dqPmMzOLsVHQufDPvEKnDVPlmDyYoWIMUmpnQ/3c\nL8yhZEfyWgKbxMIESZzzUC4gvRNT66iNYvAfy7fcJ2/Zrxcf1fSFPdi6/Jc4jv1A7Z7OOTaw\n7cZ9i779OVZ+9QGzUqZuX6UvjlVJyCP92H6d3vj1dn+/iGs9O9ML+/bGlXNsH2A8ltmKcUc0\nru2givDV4q8kqGvZNmJmfOspnPdXi39salJPUKrMCNJ21T2M79lsu766KnMdRzGAoqz5OAhk\nO86YuUlwwT7B/z2dvXlBZxTmAqmSq+5zYZ7pH9P70CLVWi81J0hHQMwjW5M6G7623tW92y71\n5kIAaUeatKzCzgUkjWH61T7azyI6o/0OpN/QEQ3wIWlyFPPTzIrkCRFGoIURR90yckBWaLu3\ndYvDuLr9UoxLSL/BiQDx+CHABfybsNR8nZZRZ4NlRpBGCTbIG4wg7QE3jHu1Z6TduoTPkDek\n8xs0aiwsdfTcoDOKXEFaJrzWeY/uN7E+pYEUCYKHNzw99Rd7wETgaRk14YIEKVDwHCI2BaRx\nwhKdJoVhaVXiG6CRlippLiD9KziPmxqh/SxHf9mvIH0u8+ww/Ct6GiLbOaQR3i8WPF5W0VKd\nzCQjQZpZgWbZegHGLaSk8VGe+YV6J7iFE1h4gW+DAzk7w5Q1LmkyI0hzy9JtuTkY11BiHFcL\niUfU9V7NdXdPHzSKpXMcPmi1CaORASB1XrRo0ZQWjO2VLMfPQpbVWWkgfQ4ag+0RECj8XQOz\nMl9GQRJCFgBIHYA6JWFMAWmhkPmKMwoBpF3NUhsqxlftcIXoB/ikmjwO+H64mJMwtH7KhKfO\n9A6CEi4lEJSs7O9WqaxztX2XxBElRGpJa3fZumtBzeQTPyR9LtK1RkCjXEF611rK2gvP3ovh\nfl5NRXOSErtDOS8/b+ABiZFgJS7AOYDhb+A/Je738S/2pph4SpN5QHoywNen50nJjOM2qfby\nkUhKPsmQpBzqrLqbdtl+fkfK657Ouhd9GQDSJuHvl9A6y/F52kG6BXTmFCmIIuEG/dAEshgT\noCAJISO1zyU16zIKTWvRFEM112RTPiTNFf9ZGG2k1RM0f00A6XooskY9SUslUc3HWAO4Anh4\nQgnNyVPC3QiuyHnGMuLPB/JfuLM8B0iBQAl1nn1tJ5Jar9cffa4gVUBRfb2oP7GkGr5L11ax\nU0rENjJGRJvvrODyUmAJwJMkGU3z2t0Uo4NpMgtICWGBK1aHldlgDandIJnEOh3MuHC6WM55\nnNAdkcEgYTV1qXOtozPvGHORtHtIQk1JjT5caVOdDkCkt5HKi+iMxNXwAywkf99Kg1PbSFuC\nxOr2dwhImpCRTv9Ey536Zl8fbdbOBs3tUJoSdKetWKLcXBjLKNJ1O+ehXLu/k07vpnOCSL3g\n1HOoLUZKFYcbgMbUY4s2O8oqtzHwg7V6brUBeLyr47+HD19TDbl1YTftO3vx3aHc1q3mBtJN\noN7L3ciTcFh2h7zIfCcdPhIXcPvAUSVs33sCYMHuMxJYMHrbYvvfdl/CyWd2/51LgvplFpC2\n25Jv/cplZRWoyrRiSJGkQCJQWA2VNhMN/z7LcMC9/T++0xULNgYkbxXGl5QeSw8vL6H4E19o\nAD9cwXtR7a+2BEiuZAJpGn0j4cZe2I+6TdwNEzUg7YCym78ZGMy2TA0Z6Rw6eUcrmJgtNXOC\nNAzYYHVPkzobMH5+5PBTXKggaZHBs79bS8jv9pM/RDcGHA9zhGOlVuI+bd8jFal1n59YAx9H\nwlKK+iP1RpRFuYG0TKikdBKlmeGnM7+FaRasaBF9rbXAyTyQH/gvuIvNILOApGkNtxzgKC7n\nFOKCWIlabC92iJxY7bPKU42KyGCQbjJVMG4gp10ON2WkLOpC71ovxRPqinR6JpAu03Vab6X9\n8VCeFE2xdCkDBSlUSauXU2nVTggZCZvJO0samS01c4IkBTqDy6QB2TQVVZBGoVeXYbQaSpZm\n8CQ6xw0Lblo+q3gZ2Mcekq87dcLrlQEpGKf45XDqqFu5gXQSqEv0cFvSDnCgDb2aYxKTh9bD\nSViG9iQRkMiTqYB1SfiANNHwRHXLLCCt8KF99mVnBaFGkgZSYFhb1o6x91ztscp1k1ERGQjS\ny2NlYTd+x2sWhNWTJWlwEHQb+mbu/i6j/ID3wgF8FLbjZEc6mYqA9BIJ85j+yQCJoW6kfIKy\npWZOkMqCB36OTSyRNCqqIN1i5QpSq3XTTGJGnhSldWIPFiki/Nxt29mx3xxx6Ws96MH9Aapc\nltZmVq5tJJXVV/cHQC/SgnfpdOvJJN4WQM2WEFvJQcHJAbxPtwNwQQ523QxPU4/MAtId2773\nHg5X/FA+cxsJSaJ5FjX9z5iIDOz+BrBeifGN9HbYAw0Oz0cEWvMIemcGaQwpCHrK3+FEVScS\n+3AsgHSVXkMawRkgCb12pQOypZYPbSRTZjakqaiClFAi3X0zQPAouewFnQ+ucURByCI/GdM7\n4YgngJe21Rq6lCtIv6pJcoLj5TNlAOxZ9eSJSrpsQqz5IYQGPGmHiMZhc8g8vXbHfADcd3rX\nkGbraXCbGRGkr02UXQaA1G3ZsmWrDlALGTeh1kGN3mlwiGJHfRf/fVaQ4mEgdqEzLmPsUkYL\nX46AdIW+p+iXLUiQNG+YqnmIoaiCdFh297vtz3xVnS96i/ayb64j0hZt1PNl/K0f4NSHf359\n8/A07Vj4cPGiUXUsA8aRTm1Kbf4kXf29HfeCur7s9tu1duzmaTsuwsaW8wKmPjnzYIPSBJtB\nOWWmcaTEy39+WOO2xOPBApmVbb9YZ9XkCyeljpeS8HPV10ZEY3hnA6YzhKulf6Y4/At0ovxv\nWUHCngEXgK5E2QjxZV3pLSMgPYOG9NSFggRpO9Qpbz2J+X8skTQ2yPpKv8Befk/hdyxrgnFJ\n+pskID09uLnJyAHZctS5ZmtJOMaVHWkPrs0unMzThbga7wZ5lhkHZIc3HELukLdvg+F92kaN\nIb+74AQgYpoRURgFEm7E0CG71+UmY9wVnuPzQs2tK/TMAtJAGIPoe+kxMxrRIVGhs8HPmlrU\nGEJBoiELAqQ6QueQ/f9PG+lZukuj/VavXjzAlZ1H4+qKY8zLByiO3EpqKz8edFqty12GgvSa\n3vdbF2P4BIyHoS4Yt+UOkAPoD/KDzyendiiMt72lRXkB6fmDLLvLPWd430+0c/RaOTvAfR1+\nb+VFCoC3dsZ4FDQOpIvWtrMOrA2VHMd4FIzc8c7BftPuVoOsgi4KIG2C2fSiY6CoIFwdYQVC\nFZyCtBoClm3oECpuqQlZECCtgjb39iVx/y8l0p9VAPyPaz6/KWmjWdPdfB0SRa5Ui8hzs4ef\nc3m/X15miRoG0n+NEbjHKWlLzGPLRkfoeP5kGIq7+H1YJMFngfXqy186D8tDJjJkOkiXqwP4\nHc3YPxcq9AJYiaTf7RPJjp5u4mrd/bdT9X1e6owhp4wDCV/p4Mw7NqeWM28EyaLx8XJS9wlJ\nU+UOmUFKdgCNnf6poBZGroUB2eV+vG2bO/aNUkMWXBspexLGqAiB9Nyz6a8XeyuF8Vj8uoSa\nAYY/1AEJqwJsBcsm65yAjzXBsHG6DAIpsWLlk38NBZtN3wQBacBbjfcHpu5ST+AEQ68p05Ug\nHa7TDbRRMhmklyUanbvY3yp90fgDx+ZKFX1UyvgDBJcBVP3iiRBANf8yJjfFeRmFSACpRR5i\nKEIgbXN4T323akYR91m/fsAerToaTyj3AV9Pr8bc07/eKDcZBNIZhiQ3EqgVLkX1W3R6xmM6\nQeDB+9TzKXfzMi0os0wG6Stb6jug0oS0/RXeS3ySnvjMKLEEP3tBashCQfTUSEP/xRikIzD7\n7ipsJ8pDdooQSNMq022n7sLOwmB8ER72bYN3mmIeU5cMAmkb7WJozFPnsKXz91kyGaTZQstD\nY3GPamT94Q0xbjqosVavUAaqGIM0jHZq4Ij/gzbSw5/v3B+geIzxBz/NdKDD0nvnue1lJ+J+\noTffnbtEO7lv//wor8lrA+nJL/+m7t3+mWTgn1M/oSvfrR8GHTFOkNT5/fwH/Db+srnKoKwy\nGaS9Vk9JFTRw2rvdW1+8+Xrbi9X2cS5v37mNdhh33vQiuxiDdAYGdwveaK1lFrXBKhIgfeip\nGX1lRh9o4KzpuPsQSCc0SL4IB6HPofSpZy0A2H55nJmTE6SUYTxAfZrms+YkgS41AMQuQm6k\nwyY7IUcAj1Fq0vbQZZY/TzIZpIRy5XcebOw4jeQdUdMM1iTrXt7CCnMPU+yCCSrGIGHNgPrg\nPMRQJEAa5Xp0Mli32yMBWYPLmkPPnH1UUjtg2NG/8K7Rd7s6twyIf3fEMfsUYSOVE6R5Nvvf\nnS9HZ3+1CTz37jDveendehCpxA5gi8BWMuLJ47Yw9uWdDm46beXlQab32t3rZCOvt5vxv7gf\nYMlJDhY1Jm8bnuva1ypW+W/uwbWqOIOkmeshzUMMHwlISd8fEdRMK0gea3FJ732yxLupayqJ\nvraldZS6TtPwqDrx6MkHO46OQyzxzVs2coIURr1anEFP8Tv+KJ34Qh6e5cJUkhI+GM+jo8JD\n5CRTCTrsZedNeRyQ7cUm4i68Vc1lpeTRGLs6zw3BKWUWll6Se0itKsYg9ReWIhaH2d+X1DaC\ntC6bT+J/wOoqF+EBZtJNLiwSVvj2kW7Fnbo/gT9wANClPwdkectGTpCc6JKZR/AnYegGxieQ\nnPyCqBQ5Vt2GMEQt9bdxp79goBFzzA1WHkGKssK4hsrLL66OO7lbvt6Dm9BFJSY/cMUYJH/B\nG4VJNhvS9JGAlCbtVbuQUThMMdcZ74Bv0g79KLqJ8Xu/Ul3xLN+N4oRbEivqHmtQeN6SzwlS\nFJ0itkXyAaeoVpAKJSqD8X6IIC15q3IYr3d8jnEcuwnjf0TH85ayVuURpPHoPB6J2JgvVWxH\n/FxlvcTp+RO7FWpTf/FiDNIXQNf0Fv9lFPu43pMQqlqfyTDJk1LPa96qyh5H+A7LlGzz+d5R\nSyTDNnTnTG5Ja5QTpJ/5jhvGyGn9brF0+IZYRj5hfSvE1I1VozPkyQ4OWrqktKjyqnmeDcwy\nSzWb8ghSgpJv1Q6gcTsGzVgWHBgU6OLq7F6mvKmDxcUYJFKrQzKAmnmIoUiAhI/U+V97ZwIY\nNbE+8C/Jnt1tt/SgFEpbKG2BcpT7EkFBEPFAFLkRLwQBFQXhCQ8ExSfyQCnIoaLiwSkqCgoq\nyKmiyCECgiAICHLfR8/vP7O9srvZKdtm2eX9v5+SJjPJZDLJL8kkm5nKdaINIe3PFQddHFUn\n6aFD+OMd8fVvrlb7+Qu4oEXldiW2SVwCGo+/f7gjvtkcpyXzW8S3+25mo4R7NnQIMcQ7f0px\nclD1Gk9v75tU99+l6HG9ZMr6o9XDjc3G5DSzqUafmqmDTpwcnFyuXMrTXvpYK5n/ZZHO8cd2\nXhqnujZuDJGuF6XpaMyP+KmjsVLyvyxS2SGR1JBIAkgkESSSGhJJAIkkgkRSQyIJIJFEkEhq\nSCQBJJIIEkkNiSSARBJBIqkhkQSQSCJIJDUkkgASSQSJpIZEEkAiiSCR1JBIAkgkESSSGhJJ\nAIkkgkRSQyIJIJFEBEqk3TPnaDVG6l2kq9P6DFzj40p8xp8i5S167NG5vv1GvASRvh/ca8rl\nMufrmgl+kU6O6zFst/bcficAIvF+0Raam6SHavxW26tIl+vFPnyP8qqXWL3wp0i9Q3r0snfx\nySSxSBnKXQ/HpfnYplYZCHqR/oxKe+wm04rAZCcAIvG2WpKXIM5v6BnnVaTxVc8gLjb41A+J\n7/hRpG8svyL+blviyzJCkY6bP0I8nzpKj8xdE0EvUqcOOYgjKgcmOwESKZz9ywv3jPMqUkfe\nBjtGLvY5Yz7hR5HGtuLDDs/5soxQpK9svH3x0beWNWPXTNCLVJ63ZL4XfOgPS0cCIdL5HLzt\nF8QtiZ5xXkW6n3dWkGP/yku0TvhRpFcb82Frn5o5Eoq02sQ/dR12Z5lzdq0EvUiJvKvt7XAy\nINkJgEgygMU6AHc6pnrGeRXprfCtmHmHsfV4v3yKWogfRFrUufVQ3izeZsMCxM8M3/uyrFCk\n81HDcxa0Nba5bsdN0IvUL7VPywdaaVQYrgeBeGp38eieX/biSa2u9LyKlNfHkG6VOj0f31if\n9um10V+kUdbHx9StxE2abEytYfClP6KSHjYsDw+V5bQ6la+XSUEv0veyUtFU0DH3defGeY/0\nw0DjBsSTMW/psyZNdBfpb/lLxKwGzmR2z5y+07elS3j8vUXqvx4z0/XpQqZkgl6k9t2WTVrw\ncrQ/mqEpmUCK9Gzx6N5GDZyUF7Rjnl/L6P54KdZ0regu0tJQvltfLGXnpCWI9Jnzac2Y1qVL\n3GeCXiTno6gD8GdAshNIke4pHr309iwnfezeZ3+7Kh/yfhv9hu4ifa/wHl+evqfEGTUpQaS1\nRv46dlBZelbzhaAXKflN9meTVJYOskpPkN3azavgLebP3lXlcKu5koEfTEsckpx0lAf/fHe1\nmz7Q7WKuu0iXEx68hKvtNUJMKZuKAvf1Tm008Zf7kpu9OT3aGK7Vcvv5EelpA497FSl7WpOU\n+1JlAGNE4i3Gqqm99pUxm9dE0IvE+zsA5fq9D3AhECLlrJ02duz0H7QOf68i/R3d5g0TyCZQ\n/kH8EZQmqWBhwRtN3d8e7my/URf0f9iwMcFcXg5ROvYMVfYWBB2OajNrfKSh81ujLJD0UAPo\n6rFQTstqr72RXuOSN5EGR4x90wh2gwQS+/+5WW2iDpc1n9dA0IuUBCCxk0tgshMAkbYkVb69\na9fbYtJ2ecZ5FenZJjnj4C2Yst3QBTGBX75nwxjE2x9E3qKwXk/y/PD4+/I3C16EVbwJwrYF\nIc80zWW7HXYihsAZxJ6SR180n4eyq+2FuBleRPpbWoOLIQ4+BiU0CeoNwtwmZemQ5FoJepEA\nts5dZ4Fz2vP7mQCIlD7T+Sd3QhPPOK8i3TYSO9gxdh4mpiJaonmQ1Ayx4lw2csrZBLoe+OeF\nbHdnB1a14gom2/Jf9dRwsIKXpHX8+PT4Le5LzocTXft7EWm5NQ+7wUPKJxEpSlfjuJaI/74e\n9zPBLxLvtflp6BmQ7ARAJHtB93aZNs84ryI92BsfV84Y12JYK8RIfld3nPfi2vA/bGyzpNer\nFP+INFLib5HL1yuY7MN7pGwtr0U08idM08Cjo8F3Evmvf5q+6EWkX+EfHA9tpW+UcOtdcp/u\nLMk+euSzBIJfJH5XVx3K2P57KQmASPVm5f+dovEOulik2dXNCSnWSsMuXh4Vb262armhupXd\nAUsmWIw4BOofXGmDPYiT7cnmSnHtPRMqHSWKdPWFBHMT8Z6aV8ucPC1XHXJACYuwx0CkJMWx\nKxB+ZZx95VA9yQKKASZeWWiJ80jiSMSgU+fHWnZ4ESm7Vriz8z1JASMYpHeuzDb6+adTToJe\nJCW/u7DAZCcAIm2Kr3Jn714d41N/84wrEmlGyPiZBsPg2YkP9I1788sBpo/NhvxikvgHJ835\nCO/efLksA5ie0GEDnJQoUr/YmV8O5i+GvTLXPGb5q2Eu33tkp0g85/ahw8ON/BeVU+3Aajgs\nTOK90sfs9Uzku0SA8ou9PrWrJEERChu3a/zYSn+CXqSI/AMkMNkJxFO7rFUZY16Ytj5XI6pI\npPjX8aG7JyfgNnAePd2Sbz3fW1omjTts4p174b6R+Z+03TroxNp9nxv0+rytJJFOOuszfUSv\nhWqPZYPZ5dSPJFdZ9i+e3RueYbU5xXkDf+77nRWrnl73xxRYNk1byqwtP1/2+h5pHQyEnhAd\npUC9uzaca/fA99eneh30IoH0SvJjYeDnT228EKTvkS7Cz9j0lZ/gIoYoXLip9lHYLhQrfoRV\nU9Tzx/Lsn4at+qy9RJHWybzDzTcFHWzmGnl/L7tB/fnvG2ls0MxyPxtWTC8IM3GjrkCGMDte\nRBoHPWCJ456QOODPa14q5c8mfCb4ReIPG4Y5e7G8/gSpSGcj5mC3B9+LPHsI4PcLm3BAxc54\nl7xfWZAb0gLxRC4eOIfn2G1S89Fs5vXyMX3WXqJIh53PB5/2Xic7mZOcgRsyP7Vl8ivNWf6b\nlazTX9ov/r64t/TM/n3Z5s6Hea/Nf16ITseT2Z/CT3yhvOOFi2efcklNBWlsrwAAIABJREFU\nSyQ2yzJ4GAZBZAUztOx6Grv3KnWPR74R/CIpWGFDHPilg/kSCUqRNtjYvW7TeaqagBpWTTey\neiX/GiPj3ZC3D0w2g9JOo6JRCkqsI3Ws893+N0zePi+cHQvmprzKq/ANSOBj0d2NkGgvzrwF\nILIPqxqFghUUJYotlDMmFBwv8cvuKRYRv0CVnqdIpx8yQWx5dWmESwZIXla2zb42gl4k0/+z\nhw0inCJlGuS+/w0D53tq/miLU3zwdFDgNjC2MUjGd2pKX09i86WsXdemui7fKZUo0sluEkTM\n8LL0YtN/f/vMxAxn+W6X0RSg+mOhYF7+6+Oq477yR2/YocGiCRbnS/h2bKkxUe//9k65CezC\n1KHWl7+OM6i+LvEU6e4aS7fZQH2GkaWMbcNN1+MsHPQiSSRSEU6R3oBFyF/72/IeUN4FmGyU\n73WANFiC/wLMks3j6xnKfWGQfoTJGNoCc55qxCr2F8I+Lynpa+Ea3iNd3K/1kMTJrfzn7JL0\nz77zAJm4gu/S3/ggGVqfPnQTKDu2tQJWR0qBEYg3w+x1xzbzqlT0HLbUjMqI++B3Ntb3/uIE\nPUT6DLbjakiBZFAKbJLgzr6I9zxWho2+VoJeJJAOPfSzBM9qz+9nglGkLs7EUiEVm0ciOyZj\n4bX6YF4GMps4ZZe+eBTqHQIzmnphGjv+ej7K564/SY/Vl+2FbDxTIhNgI64EWIH3AVzGz2S2\nLTZoiliJK5UksZu5cnJHtnXyQFbfkdfgWdjCFv1BuoIrzPxR3+vpxQl6iDTNkIsvQyqEgwkM\nTCIFzMAfNowpSzfC18oNIBL7Y2c1pUAQhCJljwP+IyKLZMV+8mSA0Qb5dlbneFSCYQCTJPO/\n0oxhi4ywHDKyba0Qx9Vjl4jTobpUE8om0m2DkF+RdizcBXB86zK+X3dyfWoAO9Zb8h3cGurv\n2pcCo/jkR/zQPIYYw3/8/3qV41t3wDY21qNbcYIeIn0Om3AdVIaqoBRWGKEtO5HcPqB02+sT\nwS8SrO+1UILXA5Kd4BPpm0T+pGFIFNwCUf0kMBgLawOh7F+Yc+wuSWltBNOEBOkHxEORD6z6\nomn6VT1WXzaRvjKM2vCeufAAZ7dese3MYF6wti9AXG1Wm+n7iJE/IpEhNWOoEYat/yCB/1ho\noiNjw2RbOoC5RtLcdc8YVa06eNaRulfJaOjy4AVCpP+uedy6vbRb7ANBLxLVkYqZV+HP0KeP\nrGRHo9wPH3UedUWHTOFfRYIwM0gGAMcHfJnNrYy2B/T5jqCMv7X7uLoUmcAzKvEBf7QIVfs7\nlHrOpw01zDzIAhBiDwEpdVaaHPEs/+ovb3IliE+vvfHM4tBW5ZQ66h/7eIp04WkDVElQPWyQ\n6nYMMzTyexO0nKAXKTS/RAKTnaATaVIdVlPIrZpf5TmOuAP+RKXPk+1xJKvA/wW/4jl8viXi\nhVzMLXpQl+W1/u8jZf7R6lU09sTjOUa4chxnJeKf+WGs6vQXG1y+8O+WeCk7K3rBucLwgqXO\nyfxV68sN0PW6qvEeaTf/hSG2h5GwEKvEVal81SUhvxL0IkEoPos36fZ23jeCTqSn7uV/244s\nDFllzMmEyVNr4VLYgT8Bl+ddv+3Bsv/6OxsmIB4F/gSB5dw99sGH+LDhRPfw34C/k10U7Ras\nIdK3Jn7SuANGsRNvR1sHwZf5uhP8IlVnfzJgeECyE3QivVXpAuLpyPmFIcek1WhpeW8P7CKz\n65CylAX1vluflXmiw2cU1uZsYOb3FyPrekROTGFXj6Mhy93DM838PWx/96+KNEQ6CmuRP6oY\nDh9gVEpkqs/5Kz3BL5KB/YkFarMBuUgXqzd6b3bdesW3KwOjJ94Ncu/mzg+2hpd7ef5Dpo36\nrMwTHUQaCelDWoDy/MKnDJ96RJ6Ov/mDWdVbelypcFzYuAWPG9x7FdD6idCA6InzulsTZJtk\nhUjpa5/zV3qCXqRGoFQxw/W8SKsIOpHwyMMJVfofLw7KmlgrpppNtvE2izEno275tqKvGMqG\nHh/2vRAm2/q/36h8i6UakX/1rJw05IxneO6seuVv+c49VEukrFdrxXTYdK6dWZLkmIW+Z6/0\nBL1I2BgAYrICk51gE8k2PJA0dRepYUCz43AXqXcgc9PbXSRHIHMzvKG7SE0Dmh1bcIm0+4Eu\nAeVN1+y8F9jcPOD6eiivX2Cz08+13aftAd5X77nuqzcDm5sHdOrhLECvwQjifwsSiSB0gEQi\nCB0gkQhCB0gkgtABEokgdIBEIggdIJEIQgdIJILQARKJIHSARCIIHSCRCMINQdeUXiGRCMIV\nUdeUXiGRCMIVUdeUXtFJpJ3t2wYUt94hZgU2N+1d2/HI6xHY7PRwvUfZGuB9Nct1X2UENjft\nd3oczKKuKb1CH/b5AfqwT0Dwf9gn6prSKzp36+LGwnq2mm961NlyXkuxp1a3lzcAmCs4Yk1g\nMkmKRZKLW31zHNjBG2yUwcACK+7PfCkpNFICyeGIqx0bce8eXNrYzqbBvCYnI9XW6HPhp+a5\nb1S3NSxuhmE5S1gZmCjLVR9naZvj+eoeDZWMd/DVS1XYoA7vhKJuHIBhUG1FinF+ef7HvREV\nH3P2GTslTDK2KaGHMG899pWVP7tEVnj4n28reunuw0lUM5vFnNj3ZgsrvPRmoVXHXfXDp+Z8\nv87qZYaQIa9UszdbNiIx7NYefOUxvDvDRrwg0/ju66SAVI2XpqGFBHKbWhIofbQ+NQ8kGp+a\ni7qm9IpfRZpnGrn0JbtHU7Sjyk0aL8uPAiRHgFwXjG0BGkoQld+apNl5dBsliCgHUBkgvglY\nB1SY2hjgZhkqVTWnf9yu4nzDs8MAKlUHaWT4xKXPGpaJRHo5bMLS54xLCqZOSFCzsQwhTz9l\nAblJdd4QLPO5zphOfHez1Ue2DmUe11YAmnSxg6Hf8Bh5C+Lxiu0Xf1CnSRY7CqHmmPvlNHFp\n+Emk0/G3fjy3fg3FAapzjksXFyAZQTE1i64pxUBMaEVwfDG1Qj/9RXLuV4PUfkwzsE5ZOlCu\n8OYSVn4yb1gzkbe3G8t2HcSxgozoUZeNhbPsVu3B9mWtHtHQL/hFEnVN6RW/ipQ2jg1mRrmF\nZpoWY5snBluleQZlEcBjTW1JzRTjiwCdmD3schEC2BegMxrvkMDYWcEMgNUox/dIbtEC7Jvk\nn7OqJw5BB8yxZM0FhTf/9UxzgUi5dt6s6/BGBZO3wjLEbryPOAc8zDYf7uKdlLfnY0f44AJu\n4o3nvssHr/GWbTKtrRAn1GAOHbexRSsmIo/YIywNP4k0Jekqs8loqCZVdXac4+zaQnJeuWU2\nzjumeR7ioBZug6YQgxshHTbhWvhSd5H4fs2VzIjnwIT4O7REtEJVxBjeXKoRohElPqmwnciK\ndBMfnOGNBrJFIww3gEilwZ8i5Ri+Q94e/T+uwTvgOMbOWyQ5TkMllGHNUKnPixB/gZVzCPQ1\nQGwbOJjNJs7Bm6FQdT4cQJCycuCRmbbhcyAZE+bgQ+ZPULEchV1sB/GuKj9zCETazxJAXBZS\nMBnDN7iBZOC7uSnfw3GIBiYM283vIdO6He+N4gLez/d6V4l3kFA7rrCByEYTC7q+vATThKXh\nJ5Ee786H1ki7wxYOvO8z3lkT/xfCJFIgHKzKIGgONdm2PQzNME9+Al5hO+ENvUVy7tfNAEeZ\nq5CLn9gSuDktWOHwUgPeTB27reBh0XxsKD83dcPJAKcQO0CQiVR4QVc07uN86WjGr1ekKrxr\nr09C3S6RF+S12OyFF02G7yXzHwDj7rQ06iRb2UE8QwFWRzFHA78ITWBHgwz2wVLuaoAdKKU/\nXbkTu5IcM63F5rH/QZv0neHSbpB4916vpAtEyjTxZh0nFd6MNYLDiJ3BwTtt6cV3c2tEM9Tn\nY7uQyfwHLuZHw0Q+eAG4fhGNEUfz1iOvRn2MGMVmxc/hR2Fp+Emkl+uz6maWyVJZqcR7cTM6\nr0H8fsrAhgawsZDxUIdtzBHoCNXwANwGX7PrxSe6X5H4fr0Cphw8xqXZDM35dehmVlS81JjR\n/PCsyE9QrXi5fok5ANtxl/OKlKgEmUhy101ONmu8fhV13u2OX0V6KerjI19WftI9uHvqqklm\nSycwNI2VpXhZaQ/sJkR2sDt82VlHMvbhNywdk9jdNUDKWIPctt76JJCZV47Y8im/PxsyOvTD\n/qyGM0yGu5O/PfJR2DRRHemRql8fmRf+WsHUj6CMmm6BqG9XhINt5gh2W/Qoqyh135LBasN3\nsMPz1gUNAVrNLA8wZml1sC7e0IL3nrYr5Nk/d3ROOMtOUtBz8wyr+92qG34SaV/o4H27ukVC\nArsEaSPZDCApzzRKlMKhTVpFCDm0oUFb/etIzv1qlF/cMgRC1/79ppz60yF2HU9owXIwdDgr\nyGfZBd048laA+iueAbA+zaq/Pb65B2DgN62gebCJNFifdPwqUs4Idssx4Ip78LnerPJjKqwl\nGzTqzPKCN4qnjUuOd4aCugDvIyZxed6LVue0NOZ8Xwms4/JEIl18RAbL6KLzzTCeZA12E2JO\n4Sk4+yuKl5zPNZxnebbjedJW3rFpLbY2ZRRfajmrQzfkHTpjFxZbsYRX3v56areyGjvl/DLe\n4PWRHb9FcfbtUMvBh2Fs/N5j+ovk3K8P12BraMyUCR3dDiAqpmgnWvnA2UtOdOGUs2ufaP78\nLiXYntppiXR+VzYen/3eAV/S8e/jb7y6S7OP2PO/Z2btPp8zfzWe2Jt77KsLV1YcxA2b8aN+\np7YO3n3mFWdvJ0uHnj2z7NTlOZv4xNk92cdn7c/dewKP7udOZP5+Ift1Z6+ZF37PLKml1Yt8\nlmIWZWSzK9NPiNkZLIWjd05mlZ4V7Ibvq6rTEXePZWOrnzmCuGnOZVafW11wX5q3/2jB4le+\nPlhSafhLJMQDvE6Yu27L/G/mf/3QuNXbV29bve3DbwbM+nDthz+s2vHtr6y0cv44/sdpzN5z\n5OsDbHjGPy2tOvfrsWXn2FlxdxbiqT9yEHs0vYg4mdUjM5+awoL6vcd2zuwdiNvbfoF4cBYr\nvz2zz2q2tBpINERaYpVqb49Kr2vxpVtWP4t0ndCjyWId8Z9IpSH4mywOJBoi1ZyXNT5pJuJn\nJbzlcIFE8gMkkoDgF8nBbmKA3Y7k+dKuP4nkB0gkAcEvUvXvENnNKa5L8SEdEskPkEgCgl+k\nxdaP+Z85tnc8orxDIvkBEklA8IuE+w/x4c8+7TUSyQ+QSAJuAJFKA4nkB0gkASSSCBJJDYkk\ngEQSQSKpIZEEkEgiSCQ1JJIAEkkEiaSGRBJAIokgkdSQSAJIJBEkkhoSSQCJJIJEUkMiCSCR\nRJBIakgkASSSCBJJDYkkgEQSQSKpIZEE3CAi7Z45529f0iGR/ACJJCD4RXKwfwvNTdJDV/uQ\nDonkB0gkAcEvkpn9S16COD94miy+XpBIAkgkEV5ECmf/8sJ9SIdE8gMkkoAbQKTzOXjbL4hb\nEn1Ih0TyAySSgOAXSQawWAfgTsdUH9IhkfwAiSQg+EXCi0f3/LIXT670JR0SyQ+QSAJuAJFK\nA4nkB0gkAUEmklSti5PuRzzjgqYR/esGiSSARBIh1ernZNBJz7igaUT/ukEiCSCRRNCtnRoS\nSQCJJEJLpEtbnb2c4lwf0iGR/ACJJCD4Rfq6nEnucwbz38xeKySSHyCRBAS/SLXm5B3vWes4\niUQiuUAiifDyo1V8lplEIpFIKkgkERoi1fmED59O/ZlEIpFUkEgitOpI+a3nz4jwRQ4SyQ+Q\nSAKCXyQ8md874xl6akciqSCRRNB7JDUkkgASSQSJpIZEEkAiiSCR1JBIAkgkESSSGhJJAIkk\ngkRSQyIJIJFEkEhqSCQBJJIIEkkNiSSARBJBIqkhkQSQSCJIJDUkkgASSQSJpIZEEkAiiSCR\n1JBIAv7/iNQgwfdltETKWTtt7NjpP+T5kg6J5AdIJAE+inRxQtNwJaTm08euIemXn/c9Oxoi\nbUmqfHvXrrfFpO3yIR0SyQ+QSAJ8E+lyPbh54pyM+6WqR/2THQ2R0mc6/+ROaOJDOiSSHyCR\nBPgm0ofwiPPvDBjin+xoiGTPyf+bafMhHRLJD5BIAnwTaSJ84fybu+Ec4p0RR7tFmWrO5gF/\n9Io1xjywg4/uuD/KkjLmUkEdqTji/Ogaofa0sZnC7GiIVG9W/t8pQdSty99rDhyc+emFzRsv\n7lnDmzg6/8O2o706bHy+1bsftBq+f+Qrxxe/eTjjvgXf3PfyP+999E/G0B0/ZPx0et2uU+9/\ncGzWM1sOrfnrzPodl3/56VIJq9cS6diaPwqm1mRswZzZT/6ElzOG7cATT/bdgX+PHXcUN3bo\ndQIXN+x6AadU64I4qFI3xMVPrkCc8+QGzN2x7gxmb/3hfClKowwiZW358SLihbnvnDj30Vsr\n12/YsGH56MF3dBz8TO+HXpvUp1Ptek8MbN9p0swZ763esH5L9jUlWVaRvm/Y6Ffc96+JF3BF\nm4GX8D5TIuKIav0R2zi6Ir775I+srNY7y+rCtSTnm0iblO5ZRROdjfX7zX+jOryLuNMRP/3r\nmVXtvyFut8dPnDvU2DbPKZIqoqPlhSWfDTX2FGZHQ6RN8VXu7N2rY3zqb9eyPQX4VaSrfSXg\nsKGR/f9c3lthUDKSekxxLlr+E/HqPUXKfcoA0PYfNr43hqUUx9KBcJkPoHBg5QPZdd0m9i+E\nLQlR9dkMg1IAHO9orlFI6UVaVxUg4qPXWA4kCUqk2jWlW0aRIgvLRTJpZIGXa3Q9XlbJrFjf\nu4b0fHzY8LYtbsBHBafE++AZNjxpr4F4h+0AGz0Qcg9iBxvfzS+EbXSKVByRK3fhC30wPFeU\nvtZTu6xVGWNemLZeuJw7fhVpWNyGcRB+r8NmbJJg2rwsbIhhxiKQItkhYnD6AQaZ74kIdvDy\nI0eS4iRoapSTIbwmm7jbCvWNFbqHVU09Pda6U7h6T5EmRnyTvbNRBzYeZ1mcORmkuWfvAfmb\nU7VBXrXbAbZ9u8xg27EQIGzfaCbqoS4ACUfrArxyeSjAuxd6QdihzLel1icuTzV873NplFqk\n49GPn7400SjVObCCHZu9FDAqXk42jE7le8SevoZEyybSfSB9NY/JcnSDDBUPTmTqbEkAqHm8\nGUCVv9iem3OhOzgOZ86S2py8/Lrxx5IT9PXx9+nZPapATN9tzrxs5yEd4ewV4x3OyNtDcq6a\nOhbOykRSRWCy4/2Sr5E3xHukyu9hUtUvTZWPAOy6aQyOib0XU+CwBTpLYLODsSvAIYBOcRCW\nAKGvAOw0wOgww9P9JQtbYI3ZPC9SfvRTa9JpZSM2elm4ek+R6r/K/mySTuMpyEBcBAriUDAg\npoMdMY0PDFCfbT6k8MEtfDACzwLsxtUAfEm2wBJzZ5ZIR9/rW6UWaV4sr+dWlLOxj9ES8kaq\nyWaVZLDwq5OU74/zOm1gQfHy4Oj5ESVcqZ2UTSSFHyFRYEKUoCsvpgf4oCNuYzsPV/Cy+okX\n7idmFo4dnik5wdK8Rzr2wc3Gj7hIl/lUP9izv+iUcmw/9CucjYmkisDfGoKh0bBfxEnLHRY6\n+UzjPjlYGtHPMa7EyBY7oAHKcLHno/iO7SksB+iAdxWoXAUcS0Bme2dSQ6h6K8QfYPvEDgsT\npMnTIDpXgZxIWF9DGrcZWiA7XO4fKFy9p0gV5rE/J+A33ABruEMSP5GxQQVuUwwfSFCJHxLl\n+CAOzwA05A49i+OB7a7PDaxgZpRvxhJ5oovPpVFqkSY14MNKRsRbwsNDRrUNtVsUGcxK4Q2v\nlD9mBIMhIeTu9NdrX0tXWGUTSeJHiJUXHUAjPkjD4+yGF3uyqzeOATiBnxlY5LSYm9h8/buW\nnGDpXsjmpkdwkZyV5X7wxwG49at8ruyH3oUzMZFUESxg++S77TBcvH3mck6iNV4aBU0j+vWe\nw4a2VyJt00GZGz8Nu1SvlXULPKFAeVY3kUGKZVcBgMpWSbGC0hBggCTdrljaNVPkDyToJUX8\n22i66aWYsC9h37mKbwlX7ylSu77sz/vWLMyVuiPu4Oa8BewAvR3CEJtCJKKFX4ckaM0Pjmf5\nYDUfIP7ND5r9/BS8XmL11KvVx/tcGqUW6RvrQcRL5aTNOEKSjW85ZLOJ1eIMbrd17D8Tq+Y9\nb55rWncNiZZNJCu8z+tJDt6R3XO8hCbwwfz8strPB3/yslot9WEbmvqfkhP0SaSsSYW3Iu3h\nFBPpdz7aUbqQaW5ZOMtV402Fo0wkVUQ+F+6CvaLs3BC3dl8ZHn5BgublIPJOOXLafZY1lZpP\nYxWjgmcPzCYjyHZWTXHWkYwGkGMAWsjQwQjJZpBY7bWnWXo0QWk2tXaty8LVe4q00dTt7WEh\n/2XjPaHeg0nsotPMAlC1CTsoy7N7fCm9DstFhI0dl3ZeWbNIBTXqqJtYbio2s0LI2FntjBVe\nmdE0/lrqIa6UWqTcdgkTpzdIchjvvl+CcLskGd0kUtkkl6sed+e1/IqlbCL9zPYM31WNUtlK\noyyF18aiJzWVeFmNm3WbMXbCjMaJZ0pO0LcrUgPpc+ffX0Ji85hI/2aj5xzsnvxOeSsbvVj/\nRXZulPjTtQz7cufDhuKILe1+5ktOg/WiFdwYjeiv7pDUMNZkS6mb1qZJcueteOiRGmnGggOB\n7QdJtoaY2DHMbv0ls8UaIksmu7Fcekr9eIvFJkuWtKSbbk1t2LZurSc1Oq9Ro/H4++d7qt08\n13mcDStnLP9Gc0WyTqglS6GvOQDMk8tLcuwodhxYu/CDohEbhFRig9CuRsk0+BaDZHk5o0lq\nz99ebFDjsb99L43SP7W7NLp+2oB//mlutdRItxisEZGR5Qwaj+8kicVF1xsnPr0UUMandrN4\nBW1UuCQnPcHGwh189ezEBOX5eSe8lSJZXpnSJLXXb+Ma1Oyn0VmXB76JtC1Kbj9+1qvdzWYm\n1H1K2pAv5taHReweIyzi1S/fSbesRdxqi3553ghzw6tOkYojLiVGv/z5569GpQhfJFEj+mro\nhayAG/qFLP7zfP0w2ZY2kN/U3QcHH4gw1fqQh+/uGWuMufcnPvrrfZHmpOdOF7yQLY74e0BS\niL36c+Jf6VEj+mpIJAE3tkhq7tPpaFVDjeirIZEEkEgiqBF9NSSSABJJBDWir4ZEEkAiiaBG\n9NWQSAL+d0TyBzfEe6TrBokkgEQSQSKpIZEEkEgiSCQ1JJIAEkkEiaSGRBJAIokgkdSQSAJI\nJBEkkhoSSQCJJIJEUkMiCSCRRJBIakgkASSSCBJJDYkkgEQSQSKpIZEEkEgiSCQ1JJIAEkkE\niaSGRBJAIonwJtLumXN8+jaaRPIDJJKA4BeJf9i30NwkPXS1D+mQSH6ARBIQ/CLx7/mSlyDO\nD6K2v68TJJIAEkmEF5HC2b+8cB/SIZH8AIkk4AYQ6XwO3vYL4pZEH9IhkfwAiSQg+EWSASzW\nAbjTcS3t2BZCIvkBEklA8IuEF4/u+WUvnlzpSzokkh8gkQTcACKVBhLJD5BIAoJMJChoRD9S\no+OgYOmN4vpBIgkgkUTInb5xsjLHMy5oeqO4bpBIAkgkEXRrp4ZEEkAiiRCJ9KIP6ZBIfoBE\nEnADiURNFpNIKkgkERoiLSrE6EM6JJIfIJEEBL9IluS0fCQf0iGR/ACJJCD4RfqkU1b+CN3a\nkUgqSCQRWnWkt8fk/yWRSCQVJJII0cOGwz6kQyL5ARJJwA0kki+QSH6ARBJAIokgkdSQSAJI\nJBEkkhoSSQCJJIJEUkMiCSCRRJBIakgkASSSCBJJDYkkgEQSQSKpIZEEkEgiSCQ1JJIAEkkE\niaSGRBJAIokgkdSQSAJIJBEkkhoSScANIFLO2mljx07/Ic+XdEgkP0AiCQh+kbYkVb69a9fb\nYtJ2+ZAOieQHSCQBwS9S+kznn9wJTXxIh0TyAySSgOAXyV7QMlemzYd0SCQ/QCIJCH6R6s3K\n/zslQN26rBv74os14jpOHz69QVj5Hm1u6RxqqlTVHm8H2S5DRJ1KbWaOmFrLbGvbvuXLiJf6\nN+v89uiXt+iz+pJFOjz5+XnZ3hbP/uhfrx/5JUyxLd6QYE/a/ZbDFHdkzZ0thufWkSAMWxiN\nDbB/QvLLOV3jasy+kB5a4b1zjzR9YO/5mcPfvHg8Y8SczL/++/zCXGdKP48fs1pTpEOTBvXu\n0yBGBin/v7Cmyzu2GJmrx8aXhJZIN5tDOiPLhnLOIRkG/h4iGSdefHP4zPMnp45496p/sxP8\nIm2Kr3Jn714d41N/8yEd/UQaYmgVAZIBpJuBHSmgKMCRoBAjQIv8oAhI3GuRo2RIbaJM1mX1\nJYq0wl6jfXjDi9pLn6sb0T7FUpBNuTDXlsjivDMMCgs1yvlzSHK0QQqv3KFieUe126MqW9Pa\nhbXgR+uLSvPWhic0RPrSVllxSc65Aoi6op0jXdEQSQFPjJU6xEWFV709OuWYX7MT/CJh1qqM\nMS9MW+/TaU43kb41rd8FcYZGTUCB9BpgY4ceSFLBcccnjHUkGWokQghM+FSKsB5cYK9myF1g\n/F2P1ZckUlbM8Dw8kTpUe+nBtU5jLrDLxl8AJ3ALwCV8DyTEZiAj2viYA8ojhsFjvMuP1zBb\ngl14xSpn4pWQyrl41FAf8WjiGMTNhqWIGy1feoi0Nmp45FDJUnxa4SPlcZ18rx5bXwKeItUG\ndjBLfOvYjsGrAOPxOLC5roZWyMHzzXr6NTs3gEilQTeRRt2GA+FsY8OqOAhbKYceBdgYAS1D\nAB4BOAOwDmBuOsg72I6DeEyUeuOAbj/AGkx+S4/VlyTSNukMG06qr710rWmsYglMDubQMnwG\nIBsnAysYA0QimvhYJCiIFmjMj7xu3KYn8arCFvgLrDn4g8w7pBrXEvH1ejy5jkM9RHpX/k6Z\nBlH83FJ0BbCz47j+9ahaeopk5O1MATj4QOKDWpijwGA8BkZ2XzfSQgHgAAAJzElEQVQ31q/Z\nCTKRpFr9nDxx3DMuII3os2O5H1xopqyOB8dqOewEwKZIaM0uTP3ZuQ7gR4D5DUDeBUaEypgk\nPYj9evwEqzB1lh6rL0mkzdJZNnw9XXvpmtOdIu1AlsnFOJifmyfkixSBaORjEVwkMzTkB10X\nLtJAvKzAdtwPlmxcr8SzRMa3YKY24Mnd/YyHSLPllcoUYDo6K0j5hDKRGsXosfUl4CmSIV+k\n0CKRamKWAv3xKBjYrAv8a3eQiWRK7+Kk51HPuIA0or/csulXqGZMb8WOlubJ4AAw5d/aKc4b\nGRMYGssyNKwMYfDi15LDduwjR5qS+7lBozcN3ylJpMzIMYhna3l5lte/3nnM4yKdAriAewCy\ncBE/wBrym59QPhYBMfz+bgB3aCq/K/ods61yNmZa4/PwmML8OZk8EvFnw0rErSGfe4i0utyY\n8JGS1fXWLgo3K3fpsfUl4ClSdejDN8KQf2vHBlP4/V0WZodWyMXLN3f1a3aCTKQK8/RJR7+H\nDf2Mt0eAxO6EbnHWi5R8geSiWxkzQCtnkFQeKu4yyhVZjekWZbwuqy/xYcMXlnqdomuf0176\ndPWYTnUMBdlUCo9zewWXpwMmPoNZKTgzKBVNkj3p3irlQtLujY0xNbwnosElltLzSpsO5r4a\nDxs+NVeVZXCFrSD8ki6bL0bjYYMM7k8+2GZVuTcp3F7j3riEI37Nzg0kUoAa0f/6uRFDq0a3\nenXwKzWs5To0bdraaoiMtcaYQWIO2ZKjmrw6+D9VDebGNzX8Vy6e6V23w6ShIzfqs/qSH3//\nOX7wO5neFr/69uD//PW1VTbPXBZjjdsywWaI/nPprekDM6sAWC7XVpTq2K1C3L8yO5RPnHI0\n1Rr5+rGudTtuOzV58OtnDr8yeNblPS89+X7+s/V1/xr2lebj773j+9x3T5pDKnz8HVJnbuv6\nT3l9IK8nWo+/6xpNbQ/y89yhEEnp8r1ZUkaceX3w5FNHXx083cuzTb24gUQKQAORC+VyhTjY\nHZ0L7tMeAWVfwNTBNTudzeUCiTzHJTeZUmi5ciEeW6W1pV7CyrAo2EIl1zPIHLnkLfAj5s6u\n+6qDhQX6vKnXGCte1Mj31UKPgzmQjehf/HhhIdPgkSEuRLd2nW5a2XW6Bwx0DbDf7jpdN8V1\nurPiOj3E8JxbTWv3woCy6Lxrdr5lYYNChnjQOtozrFGiZ1jNNM+whMaeYVG3eIZZBy/81jU3\n5xcFtnR2u2ZnJwuaC109c15ESl1B5N1mQeQQYydBZO2GbNUfe16AA9mIvor9sN81oO7rrtOj\nb3Wd3gRux13cB67TA7u4Tq8wua3S+qUvGQwMC8p7hr1e1zNsxO2eYQ8+5BnW7nnPsNoZnmFR\ni0rOW8DJhA2C2C4DBZGfhosSti0VRPbroR0eyEb0VZBImpBIAoJLpEA2oq+CRNKERBIQZCIV\nEoBG9FWQSJqQSAKCVCRfIJGuEySSABJJAxJJExJJAImkwWFwu7Vs8Ibr9Lh2rtPbJLf3+4nz\nXaef6u46vSrEbZWh3/iUw4DwSUXPsDcaeIaNutMz7JHHPMPuGO0ZVm+GZ1iFz0rOW8DJVn4S\nxHZ/ShC5NEqUsGOFIPKJPsJM+Yb+IuF2t+l9bp6c+8t1Os99gd1un5addPvNSs4OtwV25viQ\nvQCRpfG9yKV9nmFnDnqGHdP4QujgWc8w95Lm/J5Vct4Cz2+iFnuOnBREZgtbKBEeGcc1fqda\navwgEkH8/4NEIggdIJEIQgdIJILQARKJIHSARCIIHSCRCEIHSCSC0AESiSB0QF+R/gmdmj8i\nm81mh3usKlAzHs93jUic532GuSzMLH0oSCCI+dTi8aO3lemO2m5fr+JnNR1pHr8PKyrWIrQ2\nX1V6hahLLEgpLpdN9ez1tnqL9NxgVelpLKmK9VxUVcgai5YOfUV6OC5/j190/x2qW6BmPOIj\nvbJ/ij0vmAHxeOw/wvhg5e1O1dxFOmn/GN+JcP1Vz/6Q7/CjEPdtKyzWIjQ3v7j0XCgosSCl\nuFyy4mflTE/K0Y703GBV6WksqYr1XFRVyBqLlhJdRfqlZdf8PX4UNPKmCtSMx4umPeIZGE+N\nFMcHK6Oz0txFOvoOYp7J9XR4kM2UJbn9fKyoWIsX1dh8Vem5UFBiQUpxuazinWTErdWO9Nxg\nVelpLKmK9VxUVcgai5YSXUW6aW3BHt9j0YhVBWrG47qYEmZAPBx1WhgfxHiIxDkhn3APuji+\ntlsrXUXFWoTW5q/TbrW1sMSClsJyyeA/e799mnak9v4uKD3NJYtiNRctLGQvi5YCPUWadwcW\n7PFfrO3Ck93bOVIFasbjopqDExPnCGZg56inPNK6UdAUqXcv95ApkOTWm0hxsRahtfmq0lMz\nWvQNQjBQWC4v8KLoOlY7Unt/F5Se5pJFsVqLFhWyl0VLgY4iXU7cWrjH9w7YmPeJ2a3dJVWg\nZjzOkz/Gn6yCGTCn0i8ead0oaIn0XJrn5eLyjGiX9txVxVqE1uarSk9FUYkFLa4ijdOO1Nzf\nhaWnuWRRrOaihYWsvWhp0FGkcb3RZY83makxkyrQI/6rcmxw09uCBL536ShBcwVBi4ZIQ2tp\ndkWUPls95V6sRbhtvnvp5fO9f7uW0IHCcpnG77Jum64d6cRtg4tKT3NJ17L1PFTyC1lz0VKh\no0jdY2JiLKGP8tGTvMHG9Pdc41WBmvH4t/EyYtP3vc+A/7nPM60bBU+R3kr16ErkZ35vVtdl\nu1TFWoTW5qtKT0VRiQUtheWyLh4xL+YH7UiNDS4uPa0li2M9F1UVsuZKS4XOL2QLTp0rHVvy\n5tvdPjlXBWrGI7Ybkfud7aBght4jPNO6UfAQ6UzEJo+ZfrCtz/vMst892P2KpLn5xaWnoqjE\ngpbCcslJnpo5oWaudqTnBqtKT2NJVaznoqpC1lxpqfCDSPc8izg1MbzBSvfIgkCv8XiknaP6\nEtEM7Sbwoff4oOWw2SwZza69G8wF/rp0ruuM76TY05Z4LO5xa6e1+QWl50p+iQUtheXCd+mv\nDUIa7/IW6bHBhaWnuaRLrGdZFRSy9qKlhH4iRBA6QCIRhA6QSAShAyQSQegAiUQQOkAiEYQO\nkEgEoQMkEkHoAIlEEDpAIhGEDpBIBKEDJBJB6ACJRBA6QCIRhA6QSAShAyQSQegAiUQQOkAi\nEYQOkEgEoQMkEkHoAIlEEDpAIhGEDpBIBKEDJBJB6ACJRBA6QCIRhA6QSAShAyQSQegAiUQQ\nOkAiEYQOkEgEoQMkEkHoAIlEEDpAIhGEDpBIBKEDJBJB6ACJRBA6QCIRhA6QSAShAyQSQegA\niUQQOkAiEYQOkEgEoQP/B0u8dx9qqTn9AAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pairs(iris)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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\n",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pairs(iris, col=iris$Species)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Calculating distances\n",
"\n",
"Mathematical conditions for a distance function - positivity, symmetry, triangle inequality."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"A data.frame: 6 × 4\n",
"\n",
"\t| Sepal.Length | Sepal.Width | Petal.Length | Petal.Width |
\n",
"\t| <dbl> | <dbl> | <dbl> | <dbl> |
\n",
"\n",
"\n",
"\t| 5.9 | 3.2 | 4.8 | 1.8 |
\n",
"\t| 5.0 | 3.4 | 1.6 | 0.4 |
\n",
"\t| 4.8 | 3.0 | 1.4 | 0.3 |
\n",
"\t| 5.5 | 2.5 | 4.0 | 1.3 |
\n",
"\t| 7.1 | 3.0 | 5.9 | 2.1 |
\n",
"\t| 6.7 | 3.1 | 4.7 | 1.5 |
\n",
"\n",
"
\n"
],
"text/latex": [
"A data.frame: 6 × 4\n",
"\\begin{tabular}{r|llll}\n",
" Sepal.Length & Sepal.Width & Petal.Length & Petal.Width\\\\\n",
" & & & \\\\\n",
"\\hline\n",
"\t 5.9 & 3.2 & 4.8 & 1.8\\\\\n",
"\t 5.0 & 3.4 & 1.6 & 0.4\\\\\n",
"\t 4.8 & 3.0 & 1.4 & 0.3\\\\\n",
"\t 5.5 & 2.5 & 4.0 & 1.3\\\\\n",
"\t 7.1 & 3.0 & 5.9 & 2.1\\\\\n",
"\t 6.7 & 3.1 & 4.7 & 1.5\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"A data.frame: 6 × 4\n",
"\n",
"| Sepal.Length <dbl> | Sepal.Width <dbl> | Petal.Length <dbl> | Petal.Width <dbl> |\n",
"|---|---|---|---|\n",
"| 5.9 | 3.2 | 4.8 | 1.8 |\n",
"| 5.0 | 3.4 | 1.6 | 0.4 |\n",
"| 4.8 | 3.0 | 1.4 | 0.3 |\n",
"| 5.5 | 2.5 | 4.0 | 1.3 |\n",
"| 7.1 | 3.0 | 5.9 | 2.1 |\n",
"| 6.7 | 3.1 | 4.7 | 1.5 |\n",
"\n"
],
"text/plain": [
" Sepal.Length Sepal.Width Petal.Length Petal.Width\n",
"1 5.9 3.2 4.8 1.8 \n",
"2 5.0 3.4 1.6 0.4 \n",
"3 4.8 3.0 1.4 0.3 \n",
"4 5.5 2.5 4.0 1.3 \n",
"5 7.1 3.0 5.9 2.1 \n",
"6 6.7 3.1 4.7 1.5 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"small <- iris %>% select(-Species) %>% sample_n(6) \n",
"small"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Euclidean distance"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"0.53851648071345"
],
"text/latex": [
"0.53851648071345"
],
"text/markdown": [
"0.53851648071345"
],
"text/plain": [
"[1] 0.5385165"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"iris %>% select(-Species) -> df\n",
"x <- df[1,] \n",
"y <- df[2,]\n",
"sqrt(sum((y-x)^2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Distance matrix"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" 1 2 3 4 5\n",
"2 3.6124784 \n",
"3 3.8807216 0.5000000 \n",
"4 1.2409674 2.7622455 2.9154759 \n",
"5 1.6673332 5.0941143 5.3646994 2.6570661 \n",
"6 0.8660254 3.7148351 3.9937451 1.5264338 1.4035669"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dist(small)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" 1 2 3 4 5 6\n",
"1 0.0000000 3.6124784 3.8807216 1.2409674 1.6673332 0.8660254\n",
"2 3.6124784 0.0000000 0.5000000 2.7622455 5.0941143 3.7148351\n",
"3 3.8807216 0.5000000 0.0000000 2.9154759 5.3646994 3.9937451\n",
"4 1.2409674 2.7622455 2.9154759 0.0000000 2.6570661 1.5264338\n",
"5 1.6673332 5.0941143 5.3646994 2.6570661 0.0000000 1.4035669\n",
"6 0.8660254 3.7148351 3.9937451 1.5264338 1.4035669 0.0000000"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dist(small, upper = T, diag=T)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Scaling before distance"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" 1 2 3 4 5 6\n",
"1 0.000000 2.837472 3.074112 2.498835 1.633162 1.017358\n",
"2 2.837472 0.000000 1.357298 3.525992 4.217938 3.080620\n",
"3 3.074112 1.357298 0.000000 2.680814 4.270058 3.203481\n",
"4 2.498835 3.525992 2.680814 0.000000 2.834187 2.427062\n",
"5 1.633162 4.217938 4.270058 2.834187 0.000000 1.179145\n",
"6 1.017358 3.080620 3.203481 2.427062 1.179145 0.000000"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dist(scale(small), upper=T, diag=T)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### What is the distance matrix is showing?"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" 1 2 3 4 5 6\n",
"1 0.0 3.2 3.4 0.8 1.2 0.8\n",
"2 3.2 0.0 0.4 2.4 4.3 3.1\n",
"3 3.4 0.4 0.0 2.6 4.5 3.3\n",
"4 0.8 2.4 2.6 0.0 1.9 1.2\n",
"5 1.2 4.3 4.5 1.9 0.0 1.2\n",
"6 0.8 3.1 3.3 1.2 1.2 0.0"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dist(small, method = \"maximum\", diag=T, upper=T)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Agglomerative hierarchical clustering"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"iris %>% select(-Species) -> df"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"c1 <- hclust(dist(df))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAADAFBMVEUAAAABAQECAgIDAwME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\nAQgJAA38P+FooECttSplAAAAAElFTkSuQmCC",
"text/plain": [
"Plot with title “Cluster Dendrogram”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(c1)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"z1 <- cutree(c1, 3)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 3
\n",
"\t- 2
\n",
"\t- 3
\n",
"\t- 2
\n",
"\t- 3
\n",
"\t- 2
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 2
\n",
"\t- 3
\n",
"\t- 2
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 2
\n",
"\t- 3
\n",
"\t- 2
\n",
"\t- 3
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 2
\n",
"\t- 3
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 2
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 2
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 3
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"
\n"
],
"text/latex": [
"\\begin{enumerate*}\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 3\n",
"\\item 2\n",
"\\item 3\n",
"\\item 2\n",
"\\item 3\n",
"\\item 2\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 2\n",
"\\item 3\n",
"\\item 2\n",
"\\item 3\n",
"\\item 3\n",
"\\item 2\n",
"\\item 3\n",
"\\item 2\n",
"\\item 3\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 2\n",
"\\item 3\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 2\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 2\n",
"\\item 3\n",
"\\item 3\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 3\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"1. 1\n",
"2. 1\n",
"3. 1\n",
"4. 1\n",
"5. 1\n",
"6. 1\n",
"7. 1\n",
"8. 1\n",
"9. 1\n",
"10. 1\n",
"11. 1\n",
"12. 1\n",
"13. 1\n",
"14. 1\n",
"15. 1\n",
"16. 1\n",
"17. 1\n",
"18. 1\n",
"19. 1\n",
"20. 1\n",
"21. 1\n",
"22. 1\n",
"23. 1\n",
"24. 1\n",
"25. 1\n",
"26. 1\n",
"27. 1\n",
"28. 1\n",
"29. 1\n",
"30. 1\n",
"31. 1\n",
"32. 1\n",
"33. 1\n",
"34. 1\n",
"35. 1\n",
"36. 1\n",
"37. 1\n",
"38. 1\n",
"39. 1\n",
"40. 1\n",
"41. 1\n",
"42. 1\n",
"43. 1\n",
"44. 1\n",
"45. 1\n",
"46. 1\n",
"47. 1\n",
"48. 1\n",
"49. 1\n",
"50. 1\n",
"51. 2\n",
"52. 2\n",
"53. 2\n",
"54. 3\n",
"55. 2\n",
"56. 3\n",
"57. 2\n",
"58. 3\n",
"59. 2\n",
"60. 3\n",
"61. 3\n",
"62. 3\n",
"63. 3\n",
"64. 2\n",
"65. 3\n",
"66. 2\n",
"67. 3\n",
"68. 3\n",
"69. 2\n",
"70. 3\n",
"71. 2\n",
"72. 3\n",
"73. 2\n",
"74. 2\n",
"75. 2\n",
"76. 2\n",
"77. 2\n",
"78. 2\n",
"79. 2\n",
"80. 3\n",
"81. 3\n",
"82. 3\n",
"83. 3\n",
"84. 2\n",
"85. 3\n",
"86. 2\n",
"87. 2\n",
"88. 2\n",
"89. 3\n",
"90. 3\n",
"91. 3\n",
"92. 2\n",
"93. 3\n",
"94. 3\n",
"95. 3\n",
"96. 3\n",
"97. 3\n",
"98. 2\n",
"99. 3\n",
"100. 3\n",
"101. 2\n",
"102. 2\n",
"103. 2\n",
"104. 2\n",
"105. 2\n",
"106. 2\n",
"107. 3\n",
"108. 2\n",
"109. 2\n",
"110. 2\n",
"111. 2\n",
"112. 2\n",
"113. 2\n",
"114. 2\n",
"115. 2\n",
"116. 2\n",
"117. 2\n",
"118. 2\n",
"119. 2\n",
"120. 2\n",
"121. 2\n",
"122. 2\n",
"123. 2\n",
"124. 2\n",
"125. 2\n",
"126. 2\n",
"127. 2\n",
"128. 2\n",
"129. 2\n",
"130. 2\n",
"131. 2\n",
"132. 2\n",
"133. 2\n",
"134. 2\n",
"135. 2\n",
"136. 2\n",
"137. 2\n",
"138. 2\n",
"139. 2\n",
"140. 2\n",
"141. 2\n",
"142. 2\n",
"143. 2\n",
"144. 2\n",
"145. 2\n",
"146. 2\n",
"147. 2\n",
"148. 2\n",
"149. 2\n",
"150. 2\n",
"\n",
"\n"
],
"text/plain": [
" [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
" [38] 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 3 2 3 2 3 2 3 3 3 3 2 3 2 3 3 2 3 2 3 2 2\n",
" [75] 2 2 2 2 2 3 3 3 3 2 3 2 2 2 3 3 3 2 3 3 3 3 3 2 3 3 2 2 2 2 2 2 3 2 2 2 2\n",
"[112] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
"[149] 2 2"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"z1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that the label values are arbitrary - all we know is that the `1`s belong to the same cluster, the `2`s belong a another cluster, and the `3`s belong to the final cluster. We have no idea what Species thee cluster labels represent, or even if the assignment is \"correct\" compared to the ground truth."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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\nYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"par(mfrow=c(1,2))\n",
"plot(iris[, 1], iris[,2], col=iris$Species)\n",
"plot(iris[, 1], iris[,2], col=z1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Different linkage methods can give different cluster assignments"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"c2 <- hclust(dist(df), method=\"average\")"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAADAFBMVEUAAAABAQECAgIDAwME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\nADQAIQGgAQgJAA38P3dRdV5OPDaxAAAAAElFTkSuQmCC",
"text/plain": [
"Plot with title “Cluster Dendrogram”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(c2)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"z2 <- cutree(c2, k=3)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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\nGATFDgAAwCAodgAAAAZBsQMAADCI/wcMrp39dfevbAAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"par(mfrow=c(1,2))\n",
"plot(iris[, 1], iris[,2], col=iris$Species)\n",
"plot(iris[, 1], iris[,2], col=z2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### But in reality, we would not know the true number of clusters!"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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\noQAAAABJRU5ErkJggg==",
"text/plain": [
"Plot with title “Cluster Dendrogram”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(c2)\n",
"abline(h=1.5, col='red')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Slightly more informative plot"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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\nSQAAAABJRU5ErkJggg==",
"text/plain": [
"Plot with title “Cluster Dendrogram”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(c2)\n",
"rect.hclust(c2, h=1.5, border=\"red\")"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"z3 <- cutree(c2, h=1.5)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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\nBBs7IiIiIolgY0dEREQkEf8P0o5XEZXUuY0AAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"par(mfrow=c(1,2))\n",
"plot(iris[, 1], iris[,2], col=iris$Species)\n",
"plot(iris[, 1], iris[,2], col=z3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## K-means clustering"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"k1 <- kmeans(dist(df), centers=3)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"List of 9\n",
" $ cluster : Named int [1:150] 2 2 2 2 2 2 2 2 2 2 ...\n",
" ..- attr(*, \"names\")= chr [1:150] \"1\" \"2\" \"3\" \"4\" ...\n",
" $ centers : num [1:3, 1:150] 5.095 0.5 3.464 5.146 0.622 ...\n",
" ..- attr(*, \"dimnames\")=List of 2\n",
" .. ..$ : chr [1:3] \"1\" \"2\" \"3\"\n",
" .. ..$ : chr [1:150] \"1\" \"2\" \"3\" \"4\" ...\n",
" $ totss : num 55479\n",
" $ withinss : num [1:3] 1745 495 2593\n",
" $ tot.withinss: num 4833\n",
" $ betweenss : num 50646\n",
" $ size : int [1:3] 38 50 62\n",
" $ iter : int 2\n",
" $ ifault : int 0\n",
" - attr(*, \"class\")= chr \"kmeans\"\n"
]
}
],
"source": [
"str(k1)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 2
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 1
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 1
\n",
"\t- 3
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 3
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 3
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 3
\n",
"\t- 1
\n",
"\t- 3
\n",
"\t- 1
\n",
"\t- 3
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 3
\n",
"\t- 3
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 3
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 3
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 3
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 3
\n",
"\t- 1
\n",
"\t- 1
\n",
"\t- 3
\n",
"
\n"
],
"text/latex": [
"\\begin{enumerate*}\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 2\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 1\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 3\n",
"\\item 1\n",
"\\item 3\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 3\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 3\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 3\n",
"\\item 1\n",
"\\item 3\n",
"\\item 1\n",
"\\item 3\n",
"\\item 1\n",
"\\item 1\n",
"\\item 3\n",
"\\item 3\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 3\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 3\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 3\n",
"\\item 1\n",
"\\item 1\n",
"\\item 1\n",
"\\item 3\n",
"\\item 1\n",
"\\item 1\n",
"\\item 3\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"1. 2\n",
"2. 2\n",
"3. 2\n",
"4. 2\n",
"5. 2\n",
"6. 2\n",
"7. 2\n",
"8. 2\n",
"9. 2\n",
"10. 2\n",
"11. 2\n",
"12. 2\n",
"13. 2\n",
"14. 2\n",
"15. 2\n",
"16. 2\n",
"17. 2\n",
"18. 2\n",
"19. 2\n",
"20. 2\n",
"21. 2\n",
"22. 2\n",
"23. 2\n",
"24. 2\n",
"25. 2\n",
"26. 2\n",
"27. 2\n",
"28. 2\n",
"29. 2\n",
"30. 2\n",
"31. 2\n",
"32. 2\n",
"33. 2\n",
"34. 2\n",
"35. 2\n",
"36. 2\n",
"37. 2\n",
"38. 2\n",
"39. 2\n",
"40. 2\n",
"41. 2\n",
"42. 2\n",
"43. 2\n",
"44. 2\n",
"45. 2\n",
"46. 2\n",
"47. 2\n",
"48. 2\n",
"49. 2\n",
"50. 2\n",
"51. 3\n",
"52. 3\n",
"53. 3\n",
"54. 3\n",
"55. 3\n",
"56. 3\n",
"57. 3\n",
"58. 3\n",
"59. 3\n",
"60. 3\n",
"61. 3\n",
"62. 3\n",
"63. 3\n",
"64. 3\n",
"65. 3\n",
"66. 3\n",
"67. 3\n",
"68. 3\n",
"69. 3\n",
"70. 3\n",
"71. 3\n",
"72. 3\n",
"73. 3\n",
"74. 3\n",
"75. 3\n",
"76. 3\n",
"77. 3\n",
"78. 1\n",
"79. 3\n",
"80. 3\n",
"81. 3\n",
"82. 3\n",
"83. 3\n",
"84. 3\n",
"85. 3\n",
"86. 3\n",
"87. 3\n",
"88. 3\n",
"89. 3\n",
"90. 3\n",
"91. 3\n",
"92. 3\n",
"93. 3\n",
"94. 3\n",
"95. 3\n",
"96. 3\n",
"97. 3\n",
"98. 3\n",
"99. 3\n",
"100. 3\n",
"101. 1\n",
"102. 3\n",
"103. 1\n",
"104. 1\n",
"105. 1\n",
"106. 1\n",
"107. 3\n",
"108. 1\n",
"109. 1\n",
"110. 1\n",
"111. 1\n",
"112. 1\n",
"113. 1\n",
"114. 3\n",
"115. 1\n",
"116. 1\n",
"117. 1\n",
"118. 1\n",
"119. 1\n",
"120. 3\n",
"121. 1\n",
"122. 3\n",
"123. 1\n",
"124. 3\n",
"125. 1\n",
"126. 1\n",
"127. 3\n",
"128. 3\n",
"129. 1\n",
"130. 1\n",
"131. 1\n",
"132. 1\n",
"133. 1\n",
"134. 3\n",
"135. 1\n",
"136. 1\n",
"137. 1\n",
"138. 1\n",
"139. 3\n",
"140. 1\n",
"141. 1\n",
"142. 1\n",
"143. 3\n",
"144. 1\n",
"145. 1\n",
"146. 1\n",
"147. 3\n",
"148. 1\n",
"149. 1\n",
"150. 3\n",
"\n",
"\n"
],
"text/plain": [
" [1] 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
" [38] 2 2 2 2 2 2 2 2 2 2 2 2 2 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n",
" [75] 3 3 3 1 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 3 1 1 1 1 3 1 1 1 1\n",
"[112] 1 1 3 1 1 1 1 1 3 1 3 1 3 1 1 3 3 1 1 1 1 1 3 1 1 1 1 3 1 1 1 3 1 1 1 3 1\n",
"[149] 1 3"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"as.vector(k1$cluster)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Finding cluster means"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Base R\n",
"\n",
"These incantations are hard to remember. I suggest you stick to `tidyverse` methods."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"A data.frame: 3 × 5\n",
"\n",
"\t| Group.1 | Sepal.Length | Sepal.Width | Petal.Length | Petal.Width |
\n",
"\t| <int> | <dbl> | <dbl> | <dbl> | <dbl> |
\n",
"\n",
"\n",
"\t| 1 | 6.821053 | 3.065789 | 5.747368 | 2.094737 |
\n",
"\t| 2 | 5.006000 | 3.428000 | 1.462000 | 0.246000 |
\n",
"\t| 3 | 5.919355 | 2.753226 | 4.390323 | 1.419355 |
\n",
"\n",
"
\n"
],
"text/latex": [
"A data.frame: 3 × 5\n",
"\\begin{tabular}{r|lllll}\n",
" Group.1 & Sepal.Length & Sepal.Width & Petal.Length & Petal.Width\\\\\n",
" & & & & \\\\\n",
"\\hline\n",
"\t 1 & 6.821053 & 3.065789 & 5.747368 & 2.094737\\\\\n",
"\t 2 & 5.006000 & 3.428000 & 1.462000 & 0.246000\\\\\n",
"\t 3 & 5.919355 & 2.753226 & 4.390323 & 1.419355\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"A data.frame: 3 × 5\n",
"\n",
"| Group.1 <int> | Sepal.Length <dbl> | Sepal.Width <dbl> | Petal.Length <dbl> | Petal.Width <dbl> |\n",
"|---|---|---|---|---|\n",
"| 1 | 6.821053 | 3.065789 | 5.747368 | 2.094737 |\n",
"| 2 | 5.006000 | 3.428000 | 1.462000 | 0.246000 |\n",
"| 3 | 5.919355 | 2.753226 | 4.390323 | 1.419355 |\n",
"\n"
],
"text/plain": [
" Group.1 Sepal.Length Sepal.Width Petal.Length Petal.Width\n",
"1 1 6.821053 3.065789 5.747368 2.094737 \n",
"2 2 5.006000 3.428000 1.462000 0.246000 \n",
"3 3 5.919355 2.753226 4.390323 1.419355 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"aggregate(df,by=list(k1$cluster),FUN=mean)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### `dplyr`"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"df %>% \n",
"mutate(z = k1$cluster) %>% \n",
"group_by(z) %>% \n",
"summarise_all(mean) -> centroids"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"A tibble: 3 × 5\n",
"\n",
"\t| z | Sepal.Length | Sepal.Width | Petal.Length | Petal.Width |
\n",
"\t| <int> | <dbl> | <dbl> | <dbl> | <dbl> |
\n",
"\n",
"\n",
"\t| 1 | 6.821053 | 3.065789 | 5.747368 | 2.094737 |
\n",
"\t| 2 | 5.006000 | 3.428000 | 1.462000 | 0.246000 |
\n",
"\t| 3 | 5.919355 | 2.753226 | 4.390323 | 1.419355 |
\n",
"\n",
"
\n"
],
"text/latex": [
"A tibble: 3 × 5\n",
"\\begin{tabular}{r|lllll}\n",
" z & Sepal.Length & Sepal.Width & Petal.Length & Petal.Width\\\\\n",
" & & & & \\\\\n",
"\\hline\n",
"\t 1 & 6.821053 & 3.065789 & 5.747368 & 2.094737\\\\\n",
"\t 2 & 5.006000 & 3.428000 & 1.462000 & 0.246000\\\\\n",
"\t 3 & 5.919355 & 2.753226 & 4.390323 & 1.419355\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"A tibble: 3 × 5\n",
"\n",
"| z <int> | Sepal.Length <dbl> | Sepal.Width <dbl> | Petal.Length <dbl> | Petal.Width <dbl> |\n",
"|---|---|---|---|---|\n",
"| 1 | 6.821053 | 3.065789 | 5.747368 | 2.094737 |\n",
"| 2 | 5.006000 | 3.428000 | 1.462000 | 0.246000 |\n",
"| 3 | 5.919355 | 2.753226 | 4.390323 | 1.419355 |\n",
"\n"
],
"text/plain": [
" z Sepal.Length Sepal.Width Petal.Length Petal.Width\n",
"1 1 6.821053 3.065789 5.747368 2.094737 \n",
"2 2 5.006000 3.428000 1.462000 0.246000 \n",
"3 3 5.919355 2.753226 4.390323 1.419355 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"centroids"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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\nAJAJGjsAAACZoLEDAACQCRo7AAAAmfh/8B95tbR48MkAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"par(mfrow=c(1,2))\n",
"plot(iris[,\"Sepal.Length\"], iris[,\"Sepal.Width\"])\n",
"points(centroids[[\"Sepal.Length\"]], centroids[[\"Sepal.Width\"]], col=\"red\", pch=\"x\")\n",
"plot(iris[,\"Sepal.Length\"], iris[,\"Sepal.Width\"], col=k1$cluster)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dimension reduction and ordination"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### PCA"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"pc <- prcomp(df, center=T, scale=T)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"List of 5\n",
" $ sdev : num [1:4] 1.708 0.956 0.383 0.144\n",
" $ rotation: num [1:4, 1:4] 0.521 -0.269 0.58 0.565 -0.377 ...\n",
" ..- attr(*, \"dimnames\")=List of 2\n",
" .. ..$ : chr [1:4] \"Sepal.Length\" \"Sepal.Width\" \"Petal.Length\" \"Petal.Width\"\n",
" .. ..$ : chr [1:4] \"PC1\" \"PC2\" \"PC3\" \"PC4\"\n",
" $ center : Named num [1:4] 5.84 3.06 3.76 1.2\n",
" ..- attr(*, \"names\")= chr [1:4] \"Sepal.Length\" \"Sepal.Width\" \"Petal.Length\" \"Petal.Width\"\n",
" $ scale : Named num [1:4] 0.828 0.436 1.765 0.762\n",
" ..- attr(*, \"names\")= chr [1:4] \"Sepal.Length\" \"Sepal.Width\" \"Petal.Length\" \"Petal.Width\"\n",
" $ x : num [1:150, 1:4] -2.26 -2.07 -2.36 -2.29 -2.38 ...\n",
" ..- attr(*, \"dimnames\")=List of 2\n",
" .. ..$ : NULL\n",
" .. ..$ : chr [1:4] \"PC1\" \"PC2\" \"PC3\" \"PC4\"\n",
" - attr(*, \"class\")= chr \"prcomp\"\n"
]
}
],
"source": [
"str(pc)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Importance of components:\n",
" PC1 PC2 PC3 PC4\n",
"Standard deviation 1.7084 0.9560 0.38309 0.14393\n",
"Proportion of Variance 0.7296 0.2285 0.03669 0.00518\n",
"Cumulative Proportion 0.7296 0.9581 0.99482 1.00000"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"summary(pc)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAADAFBMVEUAAAABAQECAgIDAwME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\nIAFQgCABUIAgAVCAIAFQgCABUPB/lq9C9qndOOEAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(pc$x[,1], pc$x[,2])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Classical MDS"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"mds <- cmdscale(dist(df), k = 2)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" num [1:150, 1:2] -2.68 -2.71 -2.89 -2.75 -2.73 ...\n",
" - attr(*, \"dimnames\")=List of 2\n",
" ..$ : NULL\n",
" ..$ : NULL\n"
]
}
],
"source": [
"str(mds)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" V1 V2 \n",
" Min. :-3.2238 Min. :-1.26597 \n",
" 1st Qu.:-2.5303 1st Qu.:-0.32542 \n",
" Median : 0.5546 Median :-0.02216 \n",
" Mean : 0.0000 Mean : 0.00000 \n",
" 3rd Qu.: 1.5501 3rd Qu.: 0.32492 \n",
" Max. : 3.7956 Max. : 1.37417 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"summary(mds)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAADAFBMVEUAAAABAQECAgIDAwME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\n7qAAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(mds[,1], mds[,2])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Heatmaps"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"library(pheatmap)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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\nAKgnKOwAAADqCQo7AACAeuL/AT4TSkjs6/czAAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pheatmap(scale(df))"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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\nAAAU8T9JWd35Su1zuwAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pheatmap(df, kmeans_k = 3)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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\nKb7xJ0IAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pheatmap(dist(df))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "R",
"language": "R",
"name": "ir"
},
"language_info": {
"codemirror_mode": "r",
"file_extension": ".r",
"mimetype": "text/x-r-source",
"name": "R",
"pygments_lexer": "r",
"version": "3.6.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}