diff --git a/materials/R/tutorial_activity_viz/.ipynb_checkpoints/tutorial_activity_viz-checkpoint.ipynb b/materials/R/tutorial_activity_viz/.ipynb_checkpoints/tutorial_activity_viz-checkpoint.ipynb new file mode 100644 index 0000000..1f7765b --- /dev/null +++ b/materials/R/tutorial_activity_viz/.ipynb_checkpoints/tutorial_activity_viz-checkpoint.ipynb @@ -0,0 +1,394 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "5103ddb214068b8e905111510c10c7e8", + "grade": false, + "grade_id": "cell-9dad87620aede24e", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# DSCI 100: Introduction to Data Science\n", + "## Tutorial 4: Effective Data Visualization Class Activity\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "2fed6f168da3dae7d625f3bbdfccdb08", + "grade": false, + "grade_id": "cell-8a855bc03103cb2d", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Create a new R Jupyter notebook." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "f53bc91d5dac1330b9664b5c4a8ac7db", + "grade": false, + "grade_id": "cell-76759f4a04cab266", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Load the `tidyverse` and `repr` libraries " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "ed7437a942d81a3cb2d89499c1b20926", + "grade": true, + "grade_id": "cell-05ed1d8d0bf7e36a", + "locked": false, + "points": 0, + "schema_version": 3, + "solution": true, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "options(repr.matrix.max.rows = 6)\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "ae26a50fbbb23ef0b7dc3df9949b1489", + "grade": false, + "grade_id": "cell-a661eab74d7290fa", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "We are interested in the distribution of the prices of diamonds which are **greater than or equal to 1 carat**. We will visualize this distribution with a **histogram**, which has **$500** intervals.\n", + "\n", + "First, take a look at the `diamonds` dataset and filter the data so we only have diamonds **greater than or equal to 1 carat**." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "5ba47bfa968fe516f6b98edd80f955b3", + "grade": true, + "grade_id": "cell-8eb716d6feda0ca2", + "locked": false, + "points": 0, + "schema_version": 3, + "solution": true, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "fa00b5b4fa17b28aaaefc34aa56c37ed", + "grade": false, + "grade_id": "cell-531f7c7c91eff2a6", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Now, make a **histogram** where we count the distribution of prices of diamonds which are **greater than or equal to 1 carat** in intervals of **$500**. Also, don't forget to size the plot appropriately and name the axes and legend.\n", + "\n", + "Here is a hint taken from https://rstudio.com/resources/cheatsheets/\n", + "\n", + "I recommend everyone take a look at this as they have cheat sheets for other libraries we use." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "7763bdf4d77849cfe26333780e0fbd3c", + "grade": false, + "grade_id": "cell-b2af2261757f7bd2", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "321c0bae7d46b8d09bb6c605121b16b9", + "grade": true, + "grade_id": "cell-e87fd6a0b8ad3d34", + "locked": false, + "points": 0, + "schema_version": 3, + "solution": true, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "4f8891348edcc7b628ce40d386f48a86", + "grade": false, + "grade_id": "cell-b209a381c570678d", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Now, what if we are interested in seeing the number of diamonds for each type of cut in each interval?" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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cD+PWXQWlKlalfhtf+nRvmatOem0mGo0OlM64OOfWeRhxACOdXqHE2cU5D4c36sjMyESHCmcXJws6vSYDjRYEJyec7YPyUBmTJ31KGEHbdxJ06Sa3ohPRlaiIZ3Vv2vbsR9dGZXP6Dycn6+ZWE1Ymj1mkpNw3ChjynZ6WJikDw6n4ecUB9ElXOLDzACevXCfs1l0UpSpStX4bfPt0p2XeKpOJrkX4UZtAvOFmCUU5KjrS3+Q5KyoadO1IjY9Ocv2BsVyffJT9xzJ4vpf9L1ueRckEMgL/MAJC+L0roqe7FyqFY53XxcuXeffdd9myaROjXxrLs4MHF1hlUTS4TaXg4ZG/UfPjppcCUFB99Ho9aWlplChhZfYhFWYlXFB6KcuC8lu0YCF79+zh1ddfY/q06dSoXl0qIg/hLJKS9nI48g+C71zlnvlo3zofwYNqlV9jZD1fKtodFFknz1OseJO9J8exM+cudhX16q5lYrVylh/4PDHOLbGO2KBvmPLy+6y/dO+BISA3GmvvldSctJsb33W38lJPYsgKZr81i2UHb5FpD3tBQelGg3nn20W81bmS43m/e4rlc6Yzd1kAN9LsCTBYCNzw6v4y738+hxeblbKir3mUNngmzTp8yoWcVW8V3m8Fcu6L9jilXWXDey/x2jdBxDxc+jNngAKPxmP5cev3DPV6MJLXJ3B88SRGvbOBq6m29BVwrfcc325bzpj6FrMqiYxHGNQGM7NZBz59CACgpOr47Vxf6sudfV8yZfI8Nl9JuX8PszVVBDVV/D5i8+/TaW2vu7YqC5z7/kzMtjHYKi1N2DbmvvwKX+yLRHKboYU2gsIdr25jePvD2YxrazTs6In5vhc1XtlL3v1W7tf9K991tzA0GIXfPbWcOdPnsizgBrlXTy+6v/w+n895EQeqp1EEutggvpnyMu+vv8S9Amw9UtacxO4r39E9xzCnJXhmMzp8euGh15C6Me8eOcm8lir08Yf4aMgQPjgQY7L6fV8tdcfPuXxgGrWN8zlNFEGrvmXR97+wNSTafl+QzUJAVbY5YxetZdEL3jbxzU5qpe6ovN8i8NwXtHdK4+qG93jptW8IijGZkOegd/9B4dGYsT9u5fuhXg8maHoSji9m0qh32HA19eFEXkInuNbjuW+3sXxMfXJrqSm/v0CtYWuIN3qvqOoxNeA8CzrlRglk7mJ8nX78GOvDu0dDmPekoT9J4tzaz/lwwXK2h0SRblH2AqpSdfGbMI8vZw21apyUZOehnJjauev2QKefs0ay5eYv9Mue3+hJCP6ZD+Z+xa97LpNo0TcKuFTvyuQvv+ejIbbKVU/0D09Tb9KfpFcazebrv9DfIcNGCptH1mbwqjj0yupM/PNvvvfNqcwWWTWNSNs2hjrPLCeu5mT2XlpMVzOyTHaNr0O/H2OoPTWA8ws65VrWRt662KMsnTWTz9YcJjxFZ1mPBGc8Wz/Hm3Pn8GrPWqQu7U3VCX/C0z9xe/tYShsZPfjN2DqRZpO3cCc1JdsgoNHeN35Lkj0Mqlvz0ZkjvNPQ2BANr6znR58QzC8ffsCXK3ZzOdGyrQgu1ek6+Uu+/2gI3mb4PBRXHJ/0txbhW3sKgaVGsSl8BQMexTz97mqerTmSTTkDUBWN3g7i1KetHa5LxRFbWed/NwIRyVdzDJoO57R2rVpU9fTMTl+7Zi2eat/BYVpbCbVaLf4H9uebV1ZWFgGBBwpGfzAw3/TSfGk0Gg4cPpRvfpkaDYEFoc/M5OCRoHzLl+YnIzODw0eO5Jvfb6tWZ7OsV6culStVkrJ3OKxJC2J/2E8ciLtBhsNUgJhMZPRnfJ+lZbJPL8rbXCXPC9OilFbHjfXj6PniCq7ePxL3ESinIWzjGzz70hJOJRlHwXbEiHruXljP2/2ucHPlNr4eUN1itUZKnXl9PVOHvMzSU0m2J6WmRGIaYf4LGdslkGNLN7BwaB37kw1T2uxnHTERkWhi9zHnmaHMP5aAzta8Pju9nuRzPzF2aBVqBs6ljeICP44ZxJR1V3OZIIqk//0bk56pSI3ghXS3N5m20PFRRwi4umkI+qg3I+bsI9pi0C+RL2YRtfcdBk2ozolVz+FZiEY2XdhaXuoxmtXX7l/3JJFsERT1qYT6L2bioa1s/Wwrm6Y0z2P5W7C0E5HJ9fVTGfLyUsfqv6HbSQvDf+FYugQeY+mGhQytk/vIW3djPeN6vsiKqxmWEw472uX7lT6e23E69PH7ebvnEL4Ksdb2lFRp0pyq2fOQNK798SUz3/mKzRfv5tJeTLUS0SacZNkYX+Kz9rNudJ1c+wNTal1MBJGaWPbNeYah84+RYL+hok8+x09jh1KlZiBz2yi48OMYBk1Zx9VcLDli+t/8NukZKtYIZqHdhqrl0smz3DPpCgX3JrRu4oBBwDRjqFA7QerFtbz36v/4/kAkGlUZ6vuO4ZkuzfCuXRmX1FhuhZ3lwLYt+J/9m13zn+PQzn0s3/Edz9YwnRyaMc53QExJItmQL10U/p9M4OWPdnBDU4LanV9gVAcf6tTyxF0Tx40zh/hj0y7ORgTw1Qu9iMoKYOXwWlbKVUGlnj1p5bybA3EH8Q/OpH+X3NsCmcfZeyjh/rdAF82BPafQ+LZ1YNKl4YT/Ie7oFVTo3JPWDojKHSw9t/fOYuiIzzkcmwXKknh17s+gnq1pWMuTEtpEbt+4QNDenew59ivT+2xmxQufsriVhRuIuSi1O2UqeuKa/d3REh96kYh7UKJqA+pWsFKXVN5UynWSqyNq36dMHD+P7Tc0lKjdmRdGdcCnTi083TXE3TjDoT82setsBAFfvUCvqCwCVg6nIDfFJvl/xCtLz5Blnrt8htQ0n7iUmd3yd0ig/k48dw1HCpStkONZlE9FbJN5tKRVIxWbjhlzrCP01EkS9a2pVIjfRNsKyG9kBB4NArn0WJZCXVxccHa+38sankuWLGmZKI8xhkm9IAj55qXJ0kBB6DWaAsmXZjczM7NA/AyT8ILgkZ5RMHppftTpagSFIt/lo1bf90JxdXXFycnKh04q0EZYl36c4LwaBHJ46bh7ZwkboxozvmpVx1euc+iL7kNG8AcMHmvFICCoKVnFmycaVEIfdZnzf0eTktukz2o29URvnkSP4b9wLbflWwm9mHyG70e/SJ0je3jDzn3Q+lsbGO83glVhJid5S3jZCuqTTvHDCD9SOMSKoXkpW5G0sysZ0/Mgm07fc8wQgUhqyFe8vaAZA4+/zvTtkSZbVmxpaIgXybyylBkLxnB0dtO8W2PtsS7QOz0xv42nX2xsLoYNEyGilqgNs/nk5f4s6uLQkp8JsY1HXRg/vfoqaxw0CJhxUVWiRat6j9AgoOfWhvH4jVhFmMGdPk9/epJO/cAIvxQ4tIKhVe2MGDOC+WDwWCsGAQF1ySp4P9GASvooLp//m+gUy5W/PKllTKxP5E5MJFveGs/Ck9YMAgaPHGd8mjd5gG8Wf+/4hc0X7j7cgmDk5cCvmBXB5mmvsazTNibWcXxCK6adZeWYnhzcdNpsIm5PpJgawldvL6DZwOO8Pn07kQ6WnZh5haUzFjDm6Gya2hwh3eP8udCHHheAysuHRnmex+iI2PIKnb/6iZP3PPAZ9hnz571C7zqWXoLTPlzA5fXv8tJrizl6fhkv9vegzIEv6CZdfrYHigPvRG0KSXcu8suMZ3jltzBKdpjC8gUzGd6yoqTfmsb7cwP5cNizfBgYxvrpMxnQbTXDKlvWcUX1Xvg1/R+BxyMI3HcRbZfmEl6WimlO7yXwFlQf8CxV/9xEyP69/K1ri09u1UZ7kYCD4WgVpejUsxN5LhILVfREbJpEn1HLOJ8mULrJKOb98BWT2lp6/70+6ysST6/hk5nv8+2qyfTc4JTtsWRr1OPS50uO9nkgUH+Lb3xr8/p+kaZT/iBwet4MZ/e5aLiyfCTPTvqNsJIdmLJ8ATOHt6SipB5Pe38ugR8O49kPAwlbP52ZA7qxeljlfI+LMq8d5PcNe/LhnWUBNuBMSo/F+TYK6OLjSdSDUK5i7tvcrIl3JE5Zk0YNyqA4Fvtg3CCSdfks57OgUqEYoRxRQk4jI1D4CEi6isIXIHOUESgsBFzLDqd72QP8nn0H7QOughtlSjTDu3Q9KjiXw12h4V7aeS7EHibcsGnQ7O8eVyM3Eer5GnUtxy1mKYtNQHeRxdMWcFLiuq4o246pS5fzwbPeOYOi5ItrmTFqEktMVwMFNTW6jWVIc48HByIpKNOupln2tZd/YNzE5RYGAcGpCm2HjWZIt1Y82dgL15QwTvmvY8l3v3M64eGkRX83kA+m/ED/XZOxOg/IPMfCkRNZbcUgIDhVoHGPAfRp04BKLmlEXwpi2+YALieaGw/ErDDWTBxJswa7eKuJ41/lrMvb+d0kt4K6PPXbtMbH05mk0BMcPXWLVKkbr5jCwVmDOYgew1EKhj9BVRqvJ1vTtIYH6eEnOfLXDe5JVzPFdE6vXknwjKa0tzVKNNHln3nUkxwT+1CUoMSjetPs8qzoks6ts0cJvpZoYfgQtdf5fYU/H3fpj+X05SE7R580wd+xYM+DVUEjkaDG86lJzP7faHq2rEVJbTwRl4PZu2UNPy7fxd/JekRFOXw/XsGs9kYtFKjK1uKJJ564P0AVk4i4FIG5c4thD7kX9TzdJIeAKfGs4i6Jg8xzCxk5cbUVg4CAU4XG9BjQhzYNKuGSFs2loG1sDrhMotkEVCQrbA0TRzajwa63sF49dVxcPI0FJyWu7YqytJu6lOUfPIu3cXaTfJG1M0YxaUmISb4E1DW6MXZIczweeEIpyrSjZm5feDGLCz+O4rVj4SZbBgRUJSrhVacq7pmx3AgvTbNmxkv2StHznRn03DCJnYaRd/afgKpkDVp08eWpFt7UqFIO5/RoLh/ZxrrNJ4iSGBL18Xv5ctFhxnzd2XFDTtZltps3VMrXb0NrH0+ck0I5cfQUt1KlrtciKQdnMfgg6B82VEp7PUnrpjXwSA/n5JG/uHFP6gYukn56NSuDZ9DUVkPVXOTcVVOPFgGX2t7Uzg1vY902/mad4afZZ1FX6cZ7q37k3adr2cHEjQZDF/BntZL06DOPY2e/Yeongzj2WXuHz1UxirX7q7vEj4N8OXdaR9vpG/n1w/7UstFfKSt1ZvaaLznbbCybo7ey5LebDJ7qZektoKxLnx6NmHP8LJcD9nJjTnPq2p3c67jmH8Df+pIMGjqNhpF/cPxcAHsj38Wnpv2Pty58HwEXtQhu7enRteCLVtorSxj/8o+cTxUo1+VDtm95h7a29j+hoEyzEczf0YdB34xn5MzNXLMLdmG+1BO3YzI9vr2Ovu10Nv76If1tFxydZ6/hy7PNGLs5mq1LfuPm4Kl42S0T27qWG/Itx1sl5ctQaMlVSela+S83XUI8d/UCyrIVKP8gP/q0aC6cPENodCJpuFGmQhXqNmlK3bI2KralUpIYNd71DPXcaBQA3e1LnIvR072G/fopYSQHZQSKFgKGMwWydBoxL39vvvmmYSgszp8/Py9kNtNqNBpx/aaNNt/n9iJTk1kw+sxMccPmTbmJcfh9RkaG+PuWzQ6nlyZMz0gvEH1aerq4cesWKdt8h9PS0sRNf2zNN/3o0aOz68vSpUvzzcNImJX0s/j5ga7i1AODxK8urhbPpaYZX5n96jSnxe0hfcU39ncVp5r9DxHX3kk3S1uoAf0Ncc9fviYy/cRvI+6IukIV8pBZ5uE3RW9VtqdxNsbZS9LKquLwdVFWZWpv/CQOqKB4mBZBVDd4UzxoCxJtmLikdxlRYVjqNvlXlO8szt4fY1VGxsVl4sBqKlEwSS+ofcS3j2U+VDznSSteWdhNLCWY88egV/W+4ueHYy1kaKMDxA/9qogqKzQluy4QL2tzmJs9ZB2fIfpIsTLqKLiKtft/IP5xJdmEJl289ttYsb6zYJZ3UxwQ1KJnl2ni2rMJJnpmiZHbp4jN3aEcwaUAACAASURBVK3QqZuI7/2VZSLjH3zMOi7O8FHZyIsgOlX1FWf8dkaMN8VPFyse+qCrWE4hLR9EZc1XRP8MG/rbkOXc92fxrgVJlnh6dnNRbSyLB7+q+lPEA6bFYUKXHrZL/OS55mKTF9aK4fYaV8oKsb+zVHelWHOSv2hLdRMxoqi9Ii7sVsqsLmeXv6AWq/f9XDwcKxWuFaMDPhT9qpjX//s0JcWuCy6LpvDmyMo8LL7pLS0bpVh1+DoxSirCQKS9If40oIJZuxTUDcQ3bTZkA1GWeHyGj6iS4PywPguiukpH8ZUlQWK0SRXVpdwTU8x0yBBPzGouOguC6FS5jTjqk63iZavlpBPvHHhXbFvKtL+5XxbKqi+J21Nzcm/+YKPu3NdTEF1r9xc/+OOKaCoy/dpv4tj6zpbllJNXQVR7dhGnrT0rJpjkJStyuzilubsVOrXY5L2/zPUyDaWsEZ/1MG3fKrH+tCOitR7OlCznOWOnOK6qUkRQiGVaTxE3hTpMaSh88eJnHUV3AVHw6CF+d9MkQzkCHjwY5ajqiVMP5iLDmBZEQV1V7Pv1STOMpawfhjPEgFe9RCWC6OL7rXjLhjqZQdPE+ipEwa2n+L3VSv2Qo6i7KX7d1UUUXLqLiyPTxUNv1BNVQgmx70/WvzkPKXXi7WV9RHdBEF26LBRvWNUlQ9w5rqqoRCXWm3rQfplpL4kLupYSFYbvUd2XxR13rDJ8KN7sKUs8/0HL7H7N+emfxESzd1YCukhxUVcnEdRih/nXrPcTVshE0ZgfRMP3qGrfr8WTpo3DKs39yIyAV0UvJaLg4it+a6vg7NAXxVexS3qKzijESmM2ilf2fSNO6d9MrOyisGjjgspDrPbkM+KbS/aLN2yNf+xkMHXdUPNxi8pbfONQLm3MDj/5lYzA40bAYA+QTVpFy0Yja5MLAqqSg3mm3mRearmSNxoO5wk3V6sUCnVTetYbhKfF+QGJ3Ey6kW+LdmrMp3x8bDgf2vo/Pp0DqTnH2wNabtyczEe20h8bzrzghZw3JbGaI2uROv4OOEiYxCFC3XAUUwd5WnUFVNYczpRhpvs+RbKuruGXvWnWBJBxZBFf7U00c60XVF68+OM63u9S0aoM54ZjWfxRP8qb9C5i1mV++/UwmVIpqftZ+HUghhuETP8EtyeZsX4t0zoYD5B7+FZZuSvvrV/LG01cJKu6IvcOfs3CgNSHiR14EpQV6frBHoI3z6Kft3HF2UDoQp1hX/DpsCqWK1+G14qStHh1A8f2fs5zjU1vt1BR9emP+GJ0bUsXWW0o5y6kOKDVP5hEUFCuwwz+OPEnnwxrQlnT1SJFBTrOXMSUFk4SrEEXfYkLscbV4oLoqyU8/JakTSoo3boLbUyLw0SES61ezFh7kjOrnqO6ST0zSVIoj6n7F/J1YFL2TPYhQwG3J2ewfu00OhiPw895qaRy1/dYv/YNmrhIOh/xHge/Xoi16qn7O4CDlg2ZUVMHWT+3QVmT4VOGme0DFrOusuaXvVhvyTkK2ngQUFXtxzd7/fl2Qnsqm6x4K9w9cDfD2JmWbyxg8YItnLl6jBUz+lPfajkZbnOYzeLXm6CWQKGLPU6Q2YGXNtQyjRaUVOz6AXuCNzOrn7eZh4pLnWF88ekwqpjW3RxaBSVbvMqGY3v5/LnGlDHJi6rq03z0xWgrK/xaQs9dyOEgfdDF3OK22fktAhUrV7beT0iJTcPK2oz6Yj4DvfKyYqmk4YTpDK2iREw5yG+/h0najqmAfDwrytB9/m42vN7cDGPbnJxp49uJcgqDC/UZzhm3WUsInJ7sTfdqSsSM4+zbn8v9bfH72PdXJiqfTjxVyYUW3TpSQUjj6N5A7PfuqQTuO0Y6Khr7+lHNpKwl6jgUTN71BV8eTEKvrMHILz+ml/GWDoeoBVxdcz0AwCFOjiVSUKb7fHZveJ3mVtujJRfnNr50Mlh8sy5zxlbBWZIV4Rgd8fGG8YpI0pZxtPB7na+3XURTox19hoxk3KRJjBs1lL6dGlBemcKtkC18NbE7TduNY8X5vH2XVZUqmd80ooshKkoyGCvCSMmqyQhYQ6CAXaY1lnKcjMCjRMCDulWe5Qn33Pcyq9w74uMmHSXqiE+5nreDCk2yo9cmkJBx287/HdIk86SsrFg76W8Tn5FoOVk2kWn7MYvr18MlA0IFJZu3prHJoN6c3oVWbZpiNl/Rx/PXsYtm+2Pv06Tiv3x9zrU79+MESvq9zZx+9m4UUFBl0Iv0MbvqQUfU8UNclXwzk/f+yqabUouIEq9RHzO9rZ2RTemneGfeC1S3KN5wNq3YTbJ5pu2E1DSdvpWt73U0/8DnUJTBt19nSlv0lEpqjPiFHQsHUMMq1u506NuNSlL9xEwib0TmcC8KD+om0/hjx8f09JQq+0A7VQP69W5oaeDQ3+JmuKRA85UhAbVKLTE6iCSdPcF5CytSvgTkkyiZvb9uwrJ6ejHq4+nYr57vMO8Fy8M1deGbWLHbsnZmXb9OuKQZKEo2p7XthoxLqzY0NW/IxP91jIv5KBLBuQlvrVvNhEYObr0p05lxU/rTINdDM51oOrAvjaRtRHudM2eS8lQu6qbT2br1PTramJiV8e1HZ8uGirLGCH7ZsZAB1hsq7h360s2yoZIZecOmfrroaOJMDZmCmnIVK+TdKGC4ttGmFDsvSnVnYI+KKMRMjm/fwS3JN8cOZe6vFOV54sl6uVwbas7GuX79bAOVLi6ccFtzK+e29O5WCaX+HkH7Dts1XiUf9OdIqpJ6vr2orwK3Dt1pV1Lk7qG9BNk7ZTjjCPsOJ6FX1cevp3c+ysMkX/o4Nv+8kSidgPOT43mzj+UZAiapi8CjgvJPPEm9vNghnOtT33DCoC6OcJsFVwSy5rAKIlmCEidBJONuBuW7TuGXYxHEXDnM9vW/suy771i2Yh3bDl4iOvoM698fmN2HJZ3+mZf8nmPJJcfvrFFWkBgFxHRio+Md1lROKCNQFBGwGOoWRSVlnWQE8oWAojJlnS2ruC4rkWTTAV2+mBcFIj2aTNN9rQadBNzcS9gdaKrc3c2NAuhJuBMvMS4Ybjo6yk7/2+bxitJ0f2EIuW6bc2tD6yfMJ3rayycJMZsPZRK0M4A70gGtypvBL3Ymt/lG6R6jebaOdLahJ/7ATg7bGziaFZ2Cat4N7cpy8a5HTYv5soKKdevbPd1Y5e2Nl0X1E0lNNgPBTJvHEVBUb4CPzT2yBo1U1KnnZbHai5hKcqE0JDUNnvDGyWx2JJJ19guGDvuMgAjHB2qFil9mEDsD7ph5yWSj4T2YFzvnWjvpMfpZLKtnPAd2HrYwSuo1mRZXMApu7pQww0SSO5U77mZGAdAn3CFeYlyQUFkJKqkydDbT29kxwlmhcjRKZbixSCnJiKglLibGURbZ6RTVvGloD3YXb+pZNlQUFetS38Kjw0S0yhtvy4aKmGq7nYopKZgd4yKUoFQpaV9kIqPQH915qmsb3ASRrEtnOPuYmogxW8oK5e97YOgNfYK0QzemcqNTr86UUeiJO+jPXzZ1zuDInkMkKmri26f5/dsGSnWleysX9DGB7A2xSYjm9D4O3tahrN6VHk0KWB739rH9wD30ggudRo3Czjm5xgwWv19lBcpnu87os79Ltkqu+GRMReOZuzi6ej5fbjrJef8FjG4tPSDzfm6UZRozeM7vHNn9MX6VFehu7+StkR8R7KAhWihTmpJm3ZpIaooti1jxQVDW9L+NgMWQ9b8Nh5z74oqAVhPO9bgdBIQuZNX5t1gQ/DzvHRrEugQrvoy6VMw8P4trplFRoWI5yWqInru3o0m3mSfD+9ukmBlFBNxLWBoSdKHBhERLZhjKJ2jf3u4M8r5kRWkqVzQ/yE3UxBAdY8JPd40Tp2LNjQ6AslIHujR3wJ3WqSXdO5a32MKgiz1N8N/5WC61gZmiVKmcw9tsJLEarSxdCg+LHlYkI9126VhlVAQi1SVL4mY2ADLs8M4ko1AakoIag0fRs6wELFFD2NaZ+DWqT5cxc/hl//X7V6X9Q3jorp3gVKxJfc2Wq6RShy44Vj2709F0D002vY7Y08FIq6eqQkXKSQxP+ru3ibZTVQzvb5s3ZAT3EvYNCdawUz/JpJkDbHjKWCOwFach7vJBNv34Oe9NHsnA7m3wqVURj0rj2WVRT0RSknJxIbclxla8ohSljKcs2kpjLV5ZmlKWDRUxwzb4YkYGmaZ9qKDG2VnaQKwJK7w41/oNso2V+viLnJe6mRSeGMc4ubjhqjDkP4M0O9c+lurWi04eAtqbgeyz5dKiOYl/YDRU7kbv1g++A4pKdO/aFJUujAN7r1jxajOoaTic8ADXtUoqdelJKwc+IfYypzlzhBDDnZOqRnTqbH07nj364vHOBTdXRfYiQkZammSbVPHIgaWWpWj8/HTefKaBA9tfDAcrT2fV0jHUVUPaqW/5eM0tC0OwpQxQuDhLDNmQmeHwaoQ1lnKcjMBjR6CAptTHrr+swH8YgazMC5y5vYczd47zd0qs+SDNDi6iXmNjUGGH6MEr94pTeKNkqu2PhhjLiStzOZRzroCSGjU+5dkKxtP9LWUIlEA6H7JMZS3GiSZtmuOhuJ59Bc/9FCKpx/aw7+5InrV2VZU+jt17QsxPkxdc8fapZ+EennX9moVLs6A7yaedvfjamjqSuMzEZPNBhniPxLuGSdaD2U9WKKFWBrPKuj743L/FUsJRGlTTqFE9lNw2Lw9dOKGhWuzsoZAysh92Uhs1tp9O+lattsBUmqTYhFUqHCqSfGZIUXUkn3+6heBJfxBldm2miD7lBoHL5xK4Yh5v1OnM4LETmfzSQJpL79nKp2xbZFmhoRb131B36/r4OIaFuhGN6inhtvn6my48FGn1dGrShuYeCq7nnOgPYuox9uy7y0jrDZm43XsIMbvlQMDV24d6ef2qKypSxfpmfFvQmMRncOvoRlb8uoGtOwM4GZFscouBSTKLR5HMDAeX5CxobUU4oZYYVmylNI9Xo84jZvrMDIlnhxNODu68MJed/5CqejUMt/9d0CcSn+0ekq/M518BU0pBMNwKnftfGT96tnNjy+6LBPiHM7tZbYu+VXvVn/2hesoM6UmHHFd4JXX8ulH//eNc2L+XiFmNLU/K10exb/+5B1cRdizwjQzJV/8mSg+Kis1oWTePFSR3JIpICkO5OVJwRUTdR6KGgopPz+Z/fr8zcWcCf/64mmuj/od3bs3JyRnnbOyM1kGRDDuGxEeiusxURqCQEZAszRQyd5mdjMAjQECfeY5DV6bw0fHXWB22jfPJjhsECqqOQl2Vqh7eVLf5X12yOizg7FSLajbTe1PNo4rlKqyDipbp/TxPS/bD6mM28tEnB7Hcsasnfs+HfLrzrtkkWnBrx9O9LFfctYkJFgcAivpU7kREEOHAf6zFXeo6tKYL+NpEEu8ZP6jGDAsoS5dz0EiipHz5Mkg9kxGTSUy04iFiFCH/FkEElNQdt4odi4bgbeGS8EBdUUfStQB+emcYLWvXp+dbv3L6rvmEuzAzpk1MxLJ6KildrqyFd4pVucrylC+jtNjKIyYnYlE9y/Tm+acrmU+Q9DFs/OgTDlo2ZPTxe/jw052YZV9wo93TvcwO+LSqV6FE6rh9+FsmPFWPeh1G8O6SrQSHO2oQKBQFHisThUqNymwuJenb/gHtFB4lcDeszospJElPav0H5OdLhKISPXu2wpksTgXsI86i+eqJ3BvAeW0JOvh1MdvWpWrsR5dqCjQh/vhb7DkD7u4nICQT3DvQo4u9fSaOaK7j9u07GG6VVZarxCO2PzqikJzmUSKgqM7QUT0wXJSiObWfA9bql1S+VovWeNVp9jsBtfpRms6lCshhGYHCR+Dfav4sfKTywDE07AY3bkZyKOhYHqgeJs3SarLpo6JvU8Wz8sMX//knPSmJq1h5aSVXNVK3XiM4SpydqlOlRG0qu1dBk7iOkJR/8QSxzABmvefLrtd2E28cYInpnP5iIH6Jc5nzSn86PFEFMfIMhzZ/w+y5K7lsem+4oMLrhak8V8XSPqjN0qKXztmNMOfnVyhByZImcnTSj+p9piq12rFJl8HnwMnKarwootX+i8s8P9gXC5oSNJu0luPt+zFvxlyW7jFsF7BWAUX0qaHs+Wo0h7fv4Mv1PzOxqXuh51Cn1WI25suWoEKtNqnDdqUqcbKyBC2KWiyrZxkGzHoP312vsfthQyb99BcM9Etk7pxX6N/hCaqIkZw5tJlvZs9l5WXT80QEVF4vMPW5Kg63Hbuq23upj+PAvOGMmLePW2aeCg+JBHVJqtRvQrPGPjSsk8q+L1ZzymILwcP0xe1JcHExP4hP1KD5x/OnuL86n12frLWTooiqguq9etD0f4GcOLaXA8njec50N5r+Dvv2haBxbk337mXMM+Dcmh5dKvDdimP4H0hm/DBTQkg9FMDRZHDu4oevxbYdc1a5h0TSjZ4sHiUpbWYAyp36v5YiYc2LtHvvEIXz1XWiyyfH+VlSvo8aU4+OnWiu3kCA5irnL2VBJfuuP3rpFiLA2TX3A7AfdT5k/jICBUFANgoUBD0btAcPH+Xo0b+y/20kcSi6Uf0GslHABCnNvbX8fGEFYWbuxYYECpxdW9Cish8tKrTBy63kgxW3DE5d2PjvNgqgxHvC9yw81J2X1oXluLSK+gROLHuNp5e9jtIwMdFmZa96mMCZfSiha4NxLPygJ9Z2Gji5uWbvmTPbO6usQptnOlM7H/s1BXVTOtc26XLU7rgZTpczEyCiSU3OPojNkc9r6r1k860QhgwKatzcc/xOzbMsh4o4AgpKNx3BF7ueZ+aZzSz75jt+3HCQ0Hs6860o2bkQSbu6gdf6gkfQWl7I9fTLvGVd7e5mWf9FDanJhn2jDtVO7iVnWegtqN2wVj2V3hP4fuEhur+0jjCj4U7Uk3BiGa89vYzXlQYDmJYsw/Kl5E9wbcC4hR/Q01pDlqQtWDCNvz4dxMC5h829FAzNTlmSet2fZ/TI5xjUpyP1yz5o62nrGPq1wShQMMlFitrNFbMjBMR0UqTXzjxihfWJCdwz1AXBFTe7J1I+YkXyyF5Ztzc9fd7n+Lkj+Ael8Vwfk7aUfIC9R9NQNemOr4Wh2o1Ovh0puWIzh/ceJm3Y0yatMJMT/ge5I6po5duDqo7a7ezo7qR6UH8z07FzTIIdDv+dV7rUeG5HReXzFiUpTi4k/MNtyaCBolx1qhlODrxzhxiLs2SkOhq2d6Va1AtXV+tXZFtSyzEyAkUTAZMRetFUUNZKRiAbAX0Yh66tsjQIKCrzRK23GVytKaUKYSBQLNFWejFixR9ERrTlnaBUySRERJdlxX4vKCnbYgJLNnxNv0rWgVNVrZZ9pV6yqcu/UJou05fzaZt8WAWk4KqqUq2yEswEgD7yZvaea+OcQkr2MKwhNCzS4qBClJWpVlXu2h7iVByflJRrOpgZPw7mf19eYc/qZfywZDk7zsdLjEAi2siNvD17G08vH2DVuJXf3Bvqv2X11BN5MxQtZXM/L0ITSlikpUeTsnI1rFdPJV4jVvBHZARt3wkyP93ecK6jLsvKSpyAsmwLJizZwNd2rwnNLwrmdNoL3zDloyCJQUDAxWsAH/zyHW909swdF3OWxTKUfTCkAsKMxSumcyc2CT1uj95T4wFi+tsxxBrsQ4pKVPEsRv2dqhG9fGvz8enrHPI/iaZPx/s3DBiOKTyyl8NJSry7+2E4jkP6V7KbH21dN+IfuJcQzdN0Mn6GtBfZdzASnaohvr3qmG/DkTJxKKygdJlS2Vt/9PfuSuq7Qwz+U4kqjN9O0vhinmXBgxLuBqNAFtaGTNLc6WJiiTe1zz64llSaTg7LCBQnBKzPBopTDmRd/xMIaJN3E5wsPZjKnTq1PuLFGv9hg0B26Sdz9MspLDxuPD1YQO2kJvswaGntEJSUrNud8fO3ExL0LUO8bA8mnRr44G1+TxzoQjlyKMJyIi6V40jYqSGN6ztb7LnWXg/hpCN7+vR3CAkJs9BFcK5P44bG0aIjishpijICilL16fXKF2w+dYWgJWNoYroFJVtxHdHbVvNnYuHmwqlhY+qbLQcb+Gu5HnLS8hpNK6L1d0IIyZk1GhMIONdvjK3qmXz0S6YsPJ6zAiWonVBbb8goS9al+/j5bA8J4tshXv/AZFzDieXLCZYsmypKdebDbeuY/h8xCBhKUpltMDL1KReJj40xO6vFWOKP5ldP/MmT2cZTRWlvGtWwMoN+NIILgasTLXr7Uk2pJSzQn8s5RmcNf+09SAxV6eLXxGp9VlTwxbeFE7qbgfib3F6gu+nP/staVDW70sPH9jfNceUVlK9ZLft8IF3U3/xt+3ZKx1nKKYs2AroEEgyHtAjulHDPfWqkj415uGXTkDNFeTyryOOOol3Isna5IVAYvWduMuT3MgIFREBP8r0r5lZZA0dlC9p6/hOD4QKq/0jJ9cRseo3h7+8nJntbhYBzo8lsDZiH9/V97Au+QuSdFETnUpSt7EXjth1p6+OJW+7fPCjbkY5N1Ow6ZrJ3Wczk+G8rOT91Dk0L3HuUplOnZjjtCDLbQSCmB7Hlj9uMe9n+/mh95GY2H82QeEYIqJt0omPZRwq6zPxxIKAsR6uXf2Sn6z2eHL2RGOMZGoA++QoXbmihjKRSCmrUaukWFcjS2L7rPCdrpTvRqZkTO4IyTeqYSHrQFv64PY6XLdybcygNGhG5eTNHpfvMBTVNOnXEWvXUx2ziteHvsz9Gmy1PcG7E5K0BzPO+zr59wVyJvEOK6EypspXxatyWjm198HSoIZvqVYBn/W2O/2XwkjD9E/DoPo5xPv+xwbBrFaqUU8Ato6uAjls3b6KlmdXJrClihfOczOFDp8gUBVyat6N1Mdst5dy2N90rLeHnCwfZH6WniWHrj/YK/oFh6MsPx6+1jf3cyhr4dfNBdfg8+/beYHazuijRc2f/AU5nKQrlKkJj+bi0aIGPajUHMy9y6mwmdLWhk5FA/i3WCOjC/yYs1XCyZHW87CyW3M+knvjwCJJMvkEGjx3ZQ7FYVwFZ+ezN2DIMMgJFHgGRVG2KycD8vsKCqhQl7C2QiKmkaU177SKf0bwrqD3Ftx+u5abxwC/BiQ6TZuJXqRRe7QcxbupM5sz7iLmz/seU8UPo1thBg4BBE2U9nhnwpOQuXsPpvIuZ+eN1ixX6vCuvxGvQQFq7mK64GfykU/Bf+BVBafY4JnPg80UESlYtEVxoPXAgde3VC3ts5XePDQGd4baLXJurgqp9e/OkYaJv+iemci/ZCrHCg5IGl1CzPz2JUZHcM4uzElB6MWhgayyrpz8LvwrCfvU8wOeLAnNW/I3cBZfWDBxomMhI/7Sc+vZD1t40nkEg4NRhEjP9KlHKqz2Dxk1l5px5fDR3Fv+bMp4h3Rr/swYBg7r6eOITTf1lDZEKPMqXx95OWn1SIknGubM028U1rG5AQ7NORk/S9asPbQSPOF/62K2s3nkHveBO+/59sq8mfMQiC5e921P06lwGQXOSwAfXa+gj93Hggo6SHXx5yua5oSoa9OiKlzKLU/7+DwyDaRzaf5x0oQxP9exofgBkAbRWeLbiyVpK0EWy549gHDAjFkCagdTBax0LKEUmt4aAnlt7/TmrBWXFJ2lbX2JctiDJ4uoVcy9FhUc9Gta07NktSOUIGYEijIAj64VFWH1Ztf8KAi5Ky6UQUXONiHQbo03dTU5cmc4fidItB/8uxHTXdrPngslKPkrc3V0LaV+rkvovTqRPWUk3oY/nz+lDeGP7rVwNA/q7Fzl4wnY6Ze1RvNK/okRfkazLixn32kYirBavlrA1kxj/w9+S/eWgqNCPV160Nun6d5X7vy43acF82MubZn3nsOum/eG35tp1wqW3EggV8DQcACD9U3nhVU0aL5J5bAc7oq0YEczoldQe9Qr9K0rqv5jF5cXjeG2jjW002jDWTBrPD38bJ/hGpgoq9HuFF80mkw/e6a6xe8+FnINCDbFKd3dcJaKNnB7Lr1CSkiWkkvXEnv6LUKvtFNIurWS83zT2So13UjbFLayoTGMfTzPjji70CpetHN9S+FnL5OySxfx5V4/ScyCThteU9J+FL7HwOXrQrXcnSpJC8IFj2QfLxu8P4GSWC619u2F+r4C5dKcWfnSprCA9eA8Bhus6M4PZH3QXsUQHenYt6FWEJrKcWjN0QL3swz1DN61gr5WrQU1SW30ULa8vsZouO1LhisuD7Uoazb973GIbhMf0JvMvlvx4iAxRSZU+z/KU5XDTXDH9Xa5cjTbbLqSs34QmsjOJOU5yqNghUJSGHMUOPFnhfwoBJSXdqmGxeCBe4cDVX7iUYTKJEO8RHbeaX0NeZe3tG/+AdV+CgVCRFnU/4eXGnz74/5i+5Us+skGbaLgr11QFMZ2ARe/x+9VU09h8Pys8n2PO9PZIt3GLKadYPKgNvq8vYf+NVLOPo0FYRtRxVs8eypP1mtHt2VlsT7ChgqICg9+fQZfSkq5IzOTqL8Np1+MNlvpfJsFQxPoMYs/vYvHkrrQfvYZQo3eEkbWiNJ1nvM8Q6STO+F7+LaII3CXg3bF8eiKeG7s+oG/jxvSd/iMHridb1CtNxC7ee/17LkomX6q6nehiWNWT/qnq0KJpeYv2p7+7nXdGf4x/uPFIfB1J14MIDjXpSwzr4BUG8/6MLlhWz6v8MrwdPd5Yiv/lhOx+Rp8Ry/ldi5nctT2j14RaGqxKd2bG+0OwWj0N18qZN2TSAxbx3u9XKZyWLAUmH2GlJ/XrlZNgKaL56ysmzP6TcJN5jC7hPFs+eZ7W7UbzywXp4af5kF3kSNQ0btbI7AYC/Z3ThFwzK8TctRYzSLY4K8c+mebCN0z9KoR03Gj28hT6Sm7us09ddN6W9u1FWzc9MUcDOaNJ4dC+o6Sq553UlAAAIABJREFUmtHdr5Kkjkl0dmmPX6cyCPeC2BuYivb8fg5H6XFp7YdvoWLhRMsXR/Cki4AuYjXvf/VXnk7XTwr+milfB5t/nyVZMQ+6UrGiYaygJy76dh7ozLn8N0M6bqwayVNDvuNMnjvMTM5+M4Pvz2eBRyemvuVnOdaUgqoJ4a8LpkZfJRV9mlLdyidISiqHZQSKMgK5+cgUZd0LTbfQsJvcuBnJoaCjBeJZ26sWVat4FoiHTGwdAadS7fBW7yHEbCIokpa0hqXHt1LatSollRpSM6JIyDJdObfO79HFulKuVEvKPToBZpxVNRvhXUpBSM7BfCKpp79jqM8qqtZvSF3P0rg6KU0O8xMQlE64uLniUdqTGnXq4tO6K34d6ltsx74vyIkm01bw9fGnGLflltm1hmLWLQ58M4nAb9+kQt1G1KtaFlcxhYSoUC5diyXduJorrOGDryfTe+6TOadMm2ZC1fA1fl58jE6j1xNhet2kqOFWwEImBCxkotIJZ6WOTI21q+kMnpcqqg3+hl9eb/QP7ek1zYH8nH8E9MRseZPx3158cK6EiD75Kju+GM/Or6bg2ag5jbyqUKmUktSoSwQfPUd0ut58K5HgQfuxY2hldVu7C10G9cFzxU/mrt2ijug9s+hR51PKVymPU+odYhMyqTPtEGfmtzWppyoavvYzi491YvT6CMyr5y0CFk4gYOFElE7OKHWZaKxcF2jARlBVY/A3v/B6IxufXFVNGnmXQhFyJ8cQIqae5ruhPqyqWp+GdT0p7eqE0mQnhCAocXJxw9WjNJ416lDXpzVd/TpQX3quQv4LR0LpxlN9u1Ph19Vm5zmgT+DQx32o9101atfxpETmHW5cv0G8tJwk3Ip3UEG5jh14QrWLYKOBSnuZE8FJ8EQeen9dJMtHdEW16Fe+HNEo18mILvx3Jj07i4NJIh5tZ7Dkbet9anHAVlGpBz1bObM76BCB145y83Aiyobd6WHNuGeWIQ8692iP+287CNxzhGt1ArmsVfOkr1+hb6NQ+Uzmkwkr6bnoMifnj+L1Fvv4foCnfaMFGVzbOIMXxn9DcGJu3kimGVPj80R9VMJhbh07xFVtNxrb6C5MqeRnwypEEIvmrePw1bX0iAnnp5Uf0Lem1Q+CBC4NYRsm89ysA9wV3Wnx+kdMrJ/7zF57NZhTcSZlK5Sgdec2yI4CEnjlYLFDIM9dzsXLlwi9EZadUcPztl07C5xpg4uVVqvNN6+C0h8PPsnly9c4diykQHlp3ao5DRvWIzwyskB8jMTnL15AqzdfuTK+s/er1+vRaDT5xlPK28AvMzMz3/xuRUVlszxz7hw3I8KpWb2GVETuYXUHulZrwLmwS5ar/2Iqd9OucteCiwsVyj2BIuEvYqRbYS3SFtMIjz5MGOnNxoWXzVyPRe09Ii8cJ/KCI/kScPZszbCp85j3pi/Vpb2CsjajflrLraRhzNkfbTYxMnAX9enEXg0h9qoNWWImpxfPZeVLW3jJ6l3ySmq+sITfwu8weHYA0aYzrwcsRZ2GDBsuyghqPLvNZd0PI5C39NkogyIbncTZI2dIsFK2oj6NqPNBRJ23p7yCcp1nsfDVhmau3KYU7j3fYEr79bx9KNncmGCou9pU4sKNS0sCocePEqVvSy1TxxVlTV5Y8hvhdwYzO8Cy/oOITpNhcyuNoPak29x1/DCipk0dwYM+E0bivXEhlzUmnZWo5V7kBY471pARnD1pPWwq8+a9ia9FQzZFJX/PpQdM57XWW5l1THrGi4jmbgSXQyIsGAvu9Xm6o5Ldey5aeE9YJC5GEco6XenkpSL46gPvADGdkKCjpI3ti5uj+TAchJl2iqUvtmP/uom8M/stRrSqaKWeZBK2/WMmvfoZe25qUHsNZuEvb9MyNzdnR/V4HOkU1enVoxn/CzxLwLJNREYJ1HzGF1t2M1MVy3X3pZXzNg7u/53vw06RpWqEX8/aVnAzpcrPcym6zvmeNw/15/OTl1g2oiuJc5ayaOpT2deVSjmm3dzP0llTmbv6HBm1h7DojUxmvb81e3uENK1lWEmtPr1p/l4Qx08v5f1fR7B+bB3ZyG0JlGWMy1N8vHkZCYMn8+uh+QxssZuhb73PO6/0x0fq5mWkTrrAhs+m8uYX+4jUKqk+aDHr57R3oO3qiQ06YnJrBgjOLejylL1NL0ah8q+MQNFGQDr8z1Xb2l5eVK1SNTtd7VpedO7YKVea3BIYDAL++wPyzSsrK4uAAwfyTR8RHp1tFMhNz9ze161TJ1uHmzduceXKtdyS5/q+bp26+cqTYQJ/MOhwvmitKZWRkcHhI0H55rdu9Zpstt716uFZubI1EQ7EKalafQYDk6ex4U5czmqaLUJBWYvmXtN51jOTXSdOEpNhYtW1RVQs493o/OEqPr/+LNO33TQzDDieHZHM6OP8OuNpAk98z561Y/GW9AyKMp14d+chvKe9wOQfgokz89iwL0lwr0vvCSNoW8Z0piWlKU37mTs4WPtNnn9lKSEJ909gl6aShgVVOVpO+I41Xw6lrmyml8JTDMJl8Jt/iBMd5vP2u4v442KihdHJZiYEZ2r0nM3K1W/R3N7kSOXD60u+4EivV9kaYeryKeUsknX2CEeT36CWdHxXuj0zdxyk9pvP88rSEBKsGK6k3AwHh6nKtWTCd2v4cmjdXFeR3Dp/yKrPr/Ps9G3cNDUMWDK2GSNmRnP81xk8HXiC7/esZay0IdukdPCFqilvr1jISd9JbLaLpcE9QkGpRs8x7+fFjEubTSP/i1jc0Oig2CKZzKkFfl08WXjVeLaEntj9uwnO7EsXB/siwakbXxwaT8SM11mwYz5jdn3He8270qtHR5rVqUIp7hIVdp6gHVvZffo2mSgo3exllmxcxLDajqyEFknkHiilpG7vHvi8f5y9i5YiCpUZ69fSxEvHtu6KKn50b6pif/CPLL4qoqzbjR6OWBNss7T9pnQXPt6xHt2A5/nqxBU2TO/Grm/a0GdAD1rXr0ElDy13wkO5eHwXW3afJS7LmVo9Z/H9j7Ppev4V5itw0CgAykYTeW/kTwz6KZQtE9vRdvdohnV7gqpuGURfv8Bf+wPIGv4n6ydUzcVbwXZ2/q1vXBq+yM9BPrR7ayLv/nqSNe8OYt0n1WjRpTsdWjyBd82KlHaF1Phb/B2yn507DnAhTgOKMrSa/ANrvhhCHcm4xzpWifjvCSY9x3YroGrcHd+q9sY31jnJsTICRQ0Bh5qAqdIuzi44O93/GLm4uFDSo+AHuxgm9YIg5JuXJktjGH/lm16tVptmMd/PLs7O2ToUNr+8KpSuVhcIT6k8tUqFoFAUGF9XFxec1AUYyCiq07bRN5QKX8zWyCPEWLlZQFB6UrvCM/So9QzeLmoQE6jsqoR/rVEAcPGkUfM6lN1xk9tWVlyl5WkzLGq4uWkab/7Sne3ja1omc67DkG+O4Dt+PQvmfcUvu05yK8WWO7+akl5tGTBiHBPGDaVDdXuzNqMoZ+oO+5ZjXV/k188+4P/snQdUVEcXgL+3uxRRgoiKDbBg72KJvSDYe4uxxR419pIYk2hiSX419l5ij8beowJiN/YKdlFUVOyi1N19/1kUpS3sLougDudw9pWZO/d+U9/UP5d74f84saUgEpJVVkp4dmHoLyPoWD5bKowQxegkflOfgA2uzcawoclALm6ey7R5q9lxyJ+H+qafSxZkK9WYLgO+Z8Q3lchmQFvMqlgv1ux1ZPzQEUzbfo2QmKUtcYyTUKmeEnRHDXaJVI1WrrSb/R+1uyznf7/9yXIvfx4n9vEuSVhlLYFnl6H8MqIj5bMlPx31jRrW0cslCmTZwe2UZWQib29k2JAluG/tiYsBfOJgSOZGVag7/xzOxfiBw5i29RLP4y+ZkJR8ka8abb77hdH96uBkCdqHxXFVSQTEd5tMWOn7tTU1Wzck9+L5BL4tdzV39rLrbCS1KhlWzymy5iF/qZb083Kn0+aZ/DFxHhtObGfRyW1xTZcUZMhVkY4DxjF+oAfOBnY6xBWS/u5UxerjUWACZy+rUdhXw6OagXMslK541CnMmGMXidJtDlfLEzfDkJsEQZGjPpMOnMVz2khGTt3I6dtHWDvjCGtjS5OscCzdjOFDxvBjh9LR+5BE3s2MrQSPYrtL8joLjadvZm5UJ4atPM+ptZM4FSsQSZkJ1xJnCSU3Cfb8TFLu5/FSkbk8vRcfo0XvVcyYModlO05ycvtSTmxPaL+ksMGp5jcM+WkkvevmNfzUihe+7DoUa9aZZEHZZi0xYNVBQiXEE0EgnRGQAl9ekXNmzIdKYfiH8dChQ5kyZQoTJ05k+PDhKTZJ1ymwefs22rRoaZIsXafAlu3bTfa/8K/l7Pbaa1LYsT1169KBhvU9mL9oKV4++2K/Mum6+zcdaVCvrtF+w8LD+XfPblo2bWa038Q8hIWFscvbixZNmib2OtlnXbt2ZenSpSxYsICePXsm694QB9qoO9x8eoKbrx8QopaxssyGvU1hCmcpSVaVmVvBhiiUVm4iLrO4U0P6rQ94uyZbgX2lHgxtno2H1wO4/zSUKK2Wd5sgyxoiQ18QHHgZ/+tPCH/3IsYAiQy1pxG6d0DMA/2/oUGc8vXmv0uBPAh+xNNQJV84ZCO7UyHKV69NpcJZDBr10RuA+hlXDu7G99R17j0M5mmENQ6OOchd0A13z2q4Zjb0Y0tvCOJFOiWgDbnFsb37OX3tDvcfPORZhAW29vZkdylJxWrVqVjYwcS0peHFzaPs2X0Yv8BgHr8IQ2ljT3bngpRwq0L1CoXIYuDHhfrZFQ7u9uXU9Xs8DH5KhLUDjjlyU9DNHc9qrhiXPCO4vLgTDfutJyDizRCUwr4SPYY2J9vD6wTcf0polBbtu/yqW7IQyovgQC77X+dJuJxgaYSUoTbTLnkzwNy9Au/SjIZnVw+ye/chzt96yEutLY55nClUwZNG1fKT6XMohsO96VukPnNvx/TGqigy/ADnJlY2PX3eOMyu3UfxvxXEk0gbsubKQ6HydWlYs7CRaepdRIkLcxJQP+Xy/n/xPnWdoIePCZGykCdfPopW1O2RkCvZGUGGqaLmiZ8P2/49wqW7j3mFHXmKlqdWPU8q5c0kZgkYBhFe3+HUwcOcPH+JgIfPCQnTYm2fjZx5S1LN04OKLsazfPbPVxT6+h9itnGSLL9k/LlDjCwi2iOGRotwlz4J3Am5KpYrpc+oEVolR0Bh4YSroxOuyTn8pN+/5tDodvR/1yEgYVGoN6t2zKKBQ3Itcg2Pjs2mV5uhbLkTe6q+TOTNK4ZRs8mFW6POuDUyzLnRrlT2FK79FYVrG+1TePjICShs81K5WV4qm90OJXb5q9GmTzXapFC2yr4wtb8qjDmS5+tDo2nX/32HgGRRiN6rdjCrQfzd/hMqrXl0jNm92jB0S/yNEG9y5UYUuKTWsLIS+0K1+Er3n1Ctz+OJdQ06ty3EwkmX3u4Wr+b6xtUcGVvZ4CUEcUEpsStQg3Z9a8R9LO7SDwFVFoq4d6CIe2qqpMKheD2+KV4vNQP59GVndMKt/le41TeTqdpgtq3ZzdN3q1ElMlbvQPuCokPATISFmDQmkNyXQxqrJ4IXBAQBfQS0gcv4bc6F92vbpAzUGjiSesl2COgkKslWqS9je5RO0DMoR8Yc06YvZPFcEBAEzEZAG8iy3+Zw4d0iVYkMtQYysl7yHQI6HZTZKtF3bA9Kx1/xIEcS/k6m2bQVguIQsKRC9658meH9sRDqWxtZtsuEQ+3jyBU3goAgkN4IaALXstz7xfs9rRTZaNzza5I9MCO9GSL0EQT0EIjfjNDjTDwWBASB9EYg5IA3R1+92+0GFA7kL5jdqKmFciJrq5VOBdKbqZ+uPtpbzGxYgZ//iznXzIymWnzJ2BM76R9nK30zyheizEMg5ADeR2Pv5q/AIX9BshvTZS/HO6ZRp5nSiQL5DV8WaB5jPj8pyoKd6VX/fxzZ9OTNx4ImiI1zVjGmSV+z7+fw+dEVFgsC6YVAJKcWzOfA6/dtLlX+r+jdLEt6UVDoIQikmIDoFEgxQiFAEEgLAlpeP38R97QBbTBnjl1H7VE8weh/Yhpqg3cxY9X5t9Ne37qQLClZP7XWAySmxWf+TNYS8foFL16kRqfAayIS6fT5zImnO/O1r5/zIs6GhVqCzxzjutqD4obU0Npgds1Yxfm3J+O9MVDCsmR9Golprakf3wpH2g7vzv+2T8Iv+lQWmRDfecw/2Z0JFVNr6UbqmyVCEAQEgVgEnm5j5tJL749Vlb6g1sCBVDdkD+VYYsSlIJCeCRgzFpGe7RC6CQKfGQEFWVyciXPKnxzBiYmdGLD2CqFJ0tDw5NRf9GnQib+ux95PAJQ5WzK8T8kkfYuXgoAgYD4CiiwuOMfNyEScmEinAWu5knRGRvPkFH/1aUCnv67HPcpRmZOWw/tQ0pBOBfOZ8tlKsqo0kKEN7d/N0pKj/FgwfhV33q09/mzRCMMFgU+AQCRnZ/zO+linwqjyd+KHb/KLk48+gdgVJrwnIJoM71mIK0HgoyJgXas1jXOvYPGdmJ2vQQ45w9yvyrBlUgOaNaxJhZIFccluh7UyitdPH3DT/xSHvbaxff9VnsU7a12yLkqPeVNpm0P0FX6whKDMRt3B05nZ7n0cmi1sZS6qGXwcntlCFYKMJWBdi9aNc7Niccx59+gyMmfmfkWZLZNo0KwhNSuUpKBLduyslUS9fsqDm/6cOuzFtu37ufosbscekjVFe8xjatsc7z5SjVVJuDeSgCIXX//0HbN2j+V0uG56sZanO/9g4r62zKwjDo8zkqZwLgikKwLae3/z6+wzRGdtnWaKLNT7fji1RNZOV/EklEk5AdEpkHKGQoIgkDYEbBswblY3DrZdxNW3x5hFKyKHE3RyE3N1/wZpJqF0qMiAxWuZ1ER8SBiEzGyObCnTsg9lzCZPCPr4CNjSYNwsuh1sy6KrEbGOFpQJDzrJprm6f8OskpQOVBywmLWTmiD69gxjZi5XVuUHM77zSposvIWlUzW++nYAPctkMJd4IUcQEATSiIAiqwfDJn6PatZitpx5hEWFwUzo4iJmCaRRfIhgU4+AGBJMPbZCsiCQygQU5Gg6i91rR1A7lwXv9782PFjJwoEyX41j28n9TGnmLCo5w9EJl4KA2QgocjRl1u61jKidCwvTMjIOZb5i3LaT7J/SDGdxQpbZ4sZwQZnxHLOIv1Yc5vq1/Swe2YpSWUREGM5PuBQE0ikBq9xU7TqBdaducmn3YpbMGkwpy3Sqq1BLEEgBATFTIAXwhFdBIO0JWJK36R941/6GHQtmsnjdv+w/fYvn0RteJaadhMLKHpcSlanbrA1fd2hJjfy2YppxYqjEM0HgAxKwzNuUP7xr882OBcxcvI5/95/m1vOoWDMH4iojKaywdylB5brNaPN1B1rWyI+t6OaPC+kD3yly1qZThw8cqAhOEBAEPhCBjBTw6Io4n+kD4RbBfHAColPggyMXAQoC5iegsC1Ck6GzaTIUIp8HctXPn8sB93n68hWhkWBla0fmzPZkdypKmdKuOIhNsc0fCUKiIJBSAgpbijQZyuw3GZnAq374Xw7g/tOXvHqTkbHLnBn77E4ULVMaV5GRU0pc+BcEBAFBQBAQBAQBMOjkMgFKEBAEPiIClpmdKVFV9/8RKS1UFQQEgbgELDPjXKJq9H/cF+JOEBAEBAFBQBAQBAQB8xIQkw3Ny1NIEwQEAUFAEBAEBAFBQBAQBAQBQUAQEAQ+GgJGLx/wv3yJm7cCog3UXW/7d2eKjZVlGbVabbKslPq/fScwxTboBFz090cjRxF4966Z5Pmh1kYaLUur1RIZGWkyz/gB6uRFRESYLO9eUFC0yHMXLqBj7eLkHD8IcS8ICAKCgCAgCAgCgoAgIAgIAoKAIJAGBIzuFMifLx95cuWOVjV/3nzUqlY9xWrrOgS8fPeaLCsqKgqffftM9n8n8D6XL19PsR0FCxSI1uH2rXtcuWIOea4m2aT7gN9/+JBJfhODEB4ezsEjh02W98+qv6PFFi5YkJw5ciQWhHgmCAgCgoAgIAgIAoKAICAICAKCgCCQBgTedgrIBgdtbWWNpeWbszisra2xtbU12K8+h7qPekmSTJYVGRWJ7jw2U3WxsLDQp5pRz62srKJ1MLc8o5TQbRRhYZEinvHDU6lUSApFivnq0oulhTjHJT5fcS8ICAKCgCAgCAgCgoAgIAgIAoJAWhEQewqkFXkRriAgCAgCgoAgIAgIAoKAICAICAKCgCCQxgREp0AaR4AIXhAQBAQBQUAQEAQEAUFAEBAEBAFBQBBIKwKiUyCtyItwBQFBQBAQBAQBQUAQEAQEAUFAEBAEBIE0JiA6BdI4AkTwgoAgIAgIAoKAICAICAKCgCAgCAgCgkBaETD69IG0UvRzDPf6jZvsP3jEaNN1GzcGBAQSdP8BuXKK3f6NBig8CAKCgCAgCAgCgoAgIAgIAoKAIPCZEBCdAuk4onUdAqZ0CsSYVKJYcdEpEAND/AoCgoAgIAgIAoKAICAICAKCgCAgCCQgIJYPJEAiHggCgoAgIAgIAoKAICAICAKCgCAgCAgCnwcB0SnwecSzsFIQEAQEAUFAEBAEBAFBQBAQBAQBQUAQSEBAdAokQCIeCAKCgCAgCAgCnz6BiOdB3Lx6g/shkZ++scJCQUAQEAQEAUFAENBLQHQK6EUjXggCgkC6JRB5nNk9O9Ch2zSOpOn3TCTHZ/ekQ4duTEtbRdJtVKUPxUQ8vY8HNbd3TeDrSk5kzZqHAoVdyWWXiSyF69BziR/q9w4Nuoo8PpueHTrQbdoRksyKaZFn0yJMg6gJR4KAICAIpD0Bg8vvtFdVaPABCIhOgQ8AWQQhCAgCZiagvcuRDWtYvfYgt4z9ijGrKlruHtnAmtVrOZi2ipjVqk9PmIinN3GqJWhdD9yb/cSakyHkrNGOXt/1pXs7d/K99uOB1gFjGwXau0fYsGY1aw/eSrpDIS3ybFqE+ellHmGRICAIfKIEDC6/P1H7hVlxCUSfPiDHfSbuBAFBQBAQBAQBQeBTI/BqF6OHruSGJifN5njxd+9i2MTYqAknVGP9tlNAy4P9Mxg3/yjhhdszcmRzCljGOPwEf7UP2D9jHPOPhlO4/UhGNi/Ap2zuJxiDn7hJn1l+/MRjM455ouyJg0PcpC0BcSRh2vIXoQsCgoAgIAgIAh+EwKvdq9h0T4tV5UFM7BGrQ0AXutIaG+VbNSK8GN1xGAvuakDaRbDzNbZ2zf5BdEyLQCK8RtNx2ALemBuM87XNdM1u7JyJtNBchPlZEPjM8uNnEadvjRRlz+cU2+nfVqM7BfwvX+JmQEC0Zf6XLrFt544UWynLMmq12mRZKfV/OzAwxTboBFz090OjjSTwzh2zyEupkPMXLxIZFZZSMWi1WiIiIkyOn3tB96J1OHfhPLfvBOLi5JxinYQAQUAQEAQEAWMIROJ34iwvtCpKedQnf0wHQGIiNBFERMXMIVQTHp6ma3QS09CszzQREbw3N5xPzdxXASc5fQecypUnXyazohPCPgSBzyw/fgik6SWMT73s4VUAJ98UPpQXhU96SXZ69TC6U6BAvvzkyZ07WmD+/PmoVaOGXuGGvtB1CHjt3WuyrKioKHz27TPZ/507D7h85bqh6up1V7CAa7QOtwODuHL1hl53H+pFoYI6faqnOLjw8HAOHj5sMt9/Vq+O1qFwwULkzJEjxfoIAYKAICAICALGEtDy8MFjtJISp3z5SLLyt2nE6Hk/EDrzCGFFOjGucy5jA/uo3Ns0Gs28H0KZeSSMIp3G0TnXpzRLIJJzszrgPsOCYYfP8nvFJGP+o4q3z0bZzyw/fjbxCnzaZQ9EnptFB/cZWAw7zNnfKyZd73xOEZ9ObTW6drCyssLS8s1qO2sra2wz2abYNN1HvSRJJsuKjHqz57GpulhYWKTYBp0AHRudDhYq88hLqVLmih+VUoWkUJgcPzE8rK2tsbQQKzVTGq/CvyAgCAgCxhPQEhYahowV1hmS++hVkq/5eNY2Nz6Uj9KHMh/Nx6/l0zRXJvS1Lt7TR7vko0wfaa70Z5Yf05z3B1Tgky57QA59TZiMKH0+YJJKSVDJtQxSIlv4FQQEAUFAEBAEBIF0RUBCSlf6CGVSl4DM6+jOoNQNRUgXBAQBQSA+Afl1aHSnQPzn4j59EhCdAukzXoRWgoAgIAgIAoKAICAIpJCA9u1MgRSKEd4FAUFAEDCSgPbtTAEjvQnnaURAdAqkEXgRrCAgCAgCgoAgIAgIAqlLIJzQMDUx20amblhCuiAgCAgC7wmEh4ahFoXPeyDp/MroPQXSuT1CPUEglQmoeXH/Lk/DwSabM46ZDOtX04Q84M7jcKSM2XDJntF8OqpfcP/uU8KxIXteR4yWrH3Fw8BHhEkZyeaS3Xj/RlsSQbDfIfYePMu1wLvcDXpCVAYHcuYtRa2mzahdNIvZN6J5HXybR6FWODjlwDb2juuhtzm0dSv7z18n4N4LFHaO5MxbglpNm1LD1Y7YTo02U+ch8gEntm/G9+xVbgQ+Rp0hK3mKVKJu00ZUN3UX3ohg/A7t5eDZawTevUvQkygyOOQkb6laNG1Wm6JZ0kGRHh7EyV1b2XPiKnfuPyJEY42DczEqebagWdW8ZDQsy0Qj17y4zqEd2/E9d5N7D56jsclKTufCVPJsiqdbTqxNihjjPZlTj8TT4yuueq1j24Ez+Ae+wipXKRp17UWjQjbGK5uYD20kr54/4kW4rnWmJfRJIAEBVu9dSpZkzpkb+1iPeB3M7UehuoLOvGXW+1DT1dWbeNGZ60JSRXTi8ZdK+R0Nzy7tZfO2A1wIuMvjMEsyO+amUAUPmtSvhEsy9Y828jUvn93m/nMtEMXLh7cICIhXskkKMupstkq9ukRqv2aAAAAgAElEQVQvs9QqgzXPuLR3M9sOXCDg7mPCLDPjmLsQFTyaUL+SC8lgS510qX3B1QP/snvfSS7dfURIlC4u81CofB0aelahQOZ48RJfCwPyo/rFfe4+DTeuA0iyxC5nbrLEzvvxw9bdpzXT0EcEBr9Ca2FHztxZSE7daJWj211hoDCifRMTToZs5HVM/qgOzbNL7N28jQMXArj7OAzLzI7kLlQBjyb1qeSSCUOqO0PLnjjRon3BjUO72O5zjMt3dPVsBrLnL0WVunVwy5UhjtOYG0n5BTmcHQysNyN5cGI7m33PcvVGII/VGciapwiV6jalUfV8JEtGG8nrl8+4ff850aXPy4fcCgiI166SUJi7TRxjrPg1jUDgyytypCZCNuZvyJAhupaFPHHiRGO86XUbGRkpr924Qe/75F5EREakyP+CxcvkVl91SfH/jn/3RKs6b+GSFMsyhz679vgkh86g96GhofLGrVsMcpuYo2+++SY6vSxYsCCx1x/Zsyj54uRasp1CIWeuPVW+FGWA+upL8tTadrJCmUfuuP6BrDHAi8FOXnvLffIpZVSu8oB9YQZ7i3EYvn+g7KqSZMtKE2R/dczTVPh9fVP2mtFfblQim2wpRbdZotOErhyJ+ZcUdnLJDjPlo08MIBS2Qf7aXiFLGVvKq14npW+YvOFre1lhUVWedOONgZqnp+VlwxrLxbJYyFKs8N/rkVHO32CUvPFKkoLfBvpWvpRRbhmjiCZYPjKzu1zd2UZWJGKrZO0ku4/aId8zgvfrm17yjP6N5BLZLBPVGSRZYVdS7jDzqGwIvqSImfzupb+8/pcWcrHMqsR1lFSyXZFm8i+brsivkglE8/iEvGSQu5zXRqFHloWcpXQ7efz267IhsSTLicRTMjroXqeaHpY15Cm33qTzqJub5O898soZYqcVRTa506bkKBlggBwhHxhSRLZSSO/yWUw6j/OrKiZ//1/cdkDYhq9le4UkZ2y5KknGhrqTDc6zhthloBuDwzQ0fcSUJ9XlyTffZmBNsHx4Rne5mpP58rssa+RnZ5fJg+o4yxkSjTtJVmUpK3ecvDfRckR9Y4pc29Yi0fInTrzryj8ps9x+XZgsp1pdEsMstcrgWGlB80w+u2yQXMc5Q+K2Syo5S9mO8uS992Qjit9YAZhyqZaD9v4utylhL6ti5/F3dY8kK2xdZc/v5sqHHujXKvl8ppav/P6lbPFO7vu6NUGcx3ajKiwPOxw378exMp0wVV+aIH9pIcnSF83kJY/jaKjnJkze09tJVupstaggj/PTz/a9AI0cMLWmbCUp5bx9k24/a56dlZcNqiM7Z0i8jpJUWeSyHSfLe5Ot6A0te2K01MgP9k2WO7hlky3epidJaSFbKJMp40FW5u4h7wyPkfPmN2G60sjBR2bK3as7yzaJlT2StezkPkreoc8u9Q15Sm1b2SIxv7HTXfS1JGduv042vuUa1wZxZx4Cuv6AdDCsZFpnhvAlCKQNARXF+8/kxy1V+WH/WAYtbMKOPgXi9X7G1kzD7aUjGL//FTnazOV/LRwN6jmOLSHJa5uadPu6OIsm+LFhuTfjazZOvgf3ncAIjq7fzi2NJV+2bkOhZAYq3nkz6iKUKxvGMWj4dHYHhKHMXIAq7TrTtEF1SrvmxTlnRiIeXuPUnjXMmf03J1cNpMn9SLx3DqG0IUMBBuvykudPQ7ly8hd6Dp7DoQeWOFdpx6gOLahdrih5HTQ8vnuDc3s3s3LZPxz8dzytjx/it+1bGPWlncGhaB/4ML5rN8bvvo9tqcYMGdySaqUKkTerxIvbF9i3YQFz/j6Oz4R2NGUX+8dVTXp2RugVNowbxPDpuwkIU5K5QBXadW5Kg+qlcc3rTM6METy8doo9a+Yw+++TrBrYhPuR3uwcUtqgkRSDDUvGYcTVv+nbshdL/EKRviiIR8+OtGtSi9IF82CvfcQtv6PsXLOMZdu28lur/Wz/diHrprYmfyKHkbw+P59vWgxkw81ILHJWoO13HWlVryJFXbJj8fIe18/tZ+ua5azxWsuoprvZPGgFmyY2JreZ02+q6iGH8vq1FvXNf+jeoBsrAuyo1OUXOnpUpGgOmft+j3GumfhoTzJREe+1kuwVW9O912O0aLjls5Td1xUUrN+ZOi6xgClzUskx1n08KeI2PoHXhITI6PL7uG+6MWHP2/w+JIX5PTqYcC4v70mzb1dxLcKWwo0G0qtTSzzKF4rO748CznNg+0rmzdnAquENOX5mAdv+6kShWHlJylSCBl26U1it+xx8zplN6zj2ODNurVpTwSHeNpOSDRUKqCDV65JULoPDL7O8ZzO+XXWNCNvCNBrYi04tPShfKCcZIx4RcP4A21fOY86GVQxveJwzC7bxV6dCxMIWP5LNcK8laFNv6nz9F1fVWSnXYQzfdWxEtZL5yKJ6RfDtSxzz3sqapSvZM7sv+7YdYcV/S2mbw5Dx5fjqSWQu25Le35ZBF+1J/8k8P72Rtccfk7FiZzq66aGQjpgqXRvgWXw0/50/gs/+V3zTMpmx6sgz7Nl/HyytsIi6gI/3PUYWc06m/fUE372niZSyUateJb0Iwy8vp2ezb1l1LQLbwo0Y2KsTLT3KU0jXnnkUwPkD21k5bw4bVg2n4fEzLNj2F51iZ1C9kpN7oeb68i406L2aGzhT+7tp9GlZi0puxXFU3+H8yaPs/WcWU5f/xwNNZsq3+4ZasSpGxReVyJ9UMa99gM/4rnQbv5v7tqVoPGQwLauVolDerEgvbnNh3wYWzPmb4z4TaNcUdu0fR9X401OlTJRo0IXubwofnp/ZxLpjj8ns1orWFRzibXIrYVOhgNlnhyZHUbxPgoCYKSDLYqZA0r1MYqZAQj4R5ybIVW0lWZGtibwoQH8PtOb+P3L73EpZ4dhCXnrbgBHwhEEl+0R9ZZJcPYMkK7K2lVc/Sdb5ewdhPnK/fEpZylBbnhYz6vX+rXmuwv+TR5aykpWZi8utflkjn3uqn0H49eVyOxeVrJsx4D7jetIjOcaOACrs5TI1y8j2SoVsW6SVPP7fW3K8DvN39mqenpBntcovW0iSrMzdTl51T7/OsUegm/1vqdy9eEZZaVda7r74rPz8ncTYF1HyzVVfyXlVkixlrC5PuqQ/7eh8hf83Ui5lpZQzF28l/7LmnKwfX7h8fXk72UWlmzHgLs+4nrTc2Bql9FodsExuncdCliSVnLP2KHnrDX39/mr5wcE/5VaumWSnVkvl64nMsom6NFtukF0pS5K1XKjtTPlosD72YfK1TcPl6tneuC3ad4es12m0gcaNxqS6Hqri8g+Hjsvjvswkq3LUk38/+DDp9J7SSIr2/1pe08ZWlqTM8ldrk59fkXAEKXElDHX3Sc0UUBWSB/y9Qu5ezLz5XZbVcsCyNnIeC0lW2FeSh2y+qbecirq9Se5XOpMsSRnlimNO6B9tizovjy5nIaNLc8cSyXSxojV16pK3eS/VymBZltUB8rI2eWQLSSHbVxoib76pr3SPkm9v6ieXzqQrfyvKY07oK6tiQUnBpSZ4g9wpt1KWVE5ym6XX9MalHBEoe01oKzf/0Ud+qic8g/OZHv+xH2vurZHb51HK0hfV5D/O6ZklkO6YRshHhhWWVShl5z5e+lm+NTTqwq+ym4WF7DZwmFzXRiHbNl0iB8eGkNh1yHq5Q1aFrMjcWv77WWIOdEltmdxGV98p7OVKQzbL+pPabXlTv9JyJkmSM1YcI+tPaobXTWFHf5bdMurq+Ery9976Zp1GyQHre8jFrBWyTckhsk/iDZF3xr1LV83+Jy/tXlzOqLSTS3dfLJ/V4y/q5ir5q7yq6HKn+qRLydRbUfL50eVkC1Ry8R+OyUmXPu9UEhdpREDXH2BKd2QSXQzilSDweRCwLDWEWd9XwubxTn4a9jd3dIumEvw95d9fRrLuvj0Nxv5JR+fUyW5K1w50cbdDfrKLlRvvR6/fSqBKIg/CD61ne6AWm6qtaBl71DARtyY/sqrE94vWs+PUSdb/2o5S9voZWBXoxOzJbcnBCw4sXsr55Ic7DFdL+4yzB2+Qu9Nijp5cz4/1XfSOpCvsy9Nv+Xp+rfYFctAGfhqzi+fJhhTKzp96siqiCfMOHWZRt9IkPr9ARb6vpvBrkyxIof+x5h//JEd1rCp9z6L1Ozh1cj2/tiuFfnxWFOg0m8ltc8CLAyxeej5JucmaY6iDyAtM7TqQjXe1ZPecyI5t42iSX99KfyWO1Yaw9ogfh5d1QTc4Gecv/CS/d/2BXY8U5Pv6L3at+o4vs+lLL9a4Np/Iti2jqZY5ksvze9F/zR2D036ccOPffAg95Gcc/6MvE/2LMGzNan6olj2J2UbxFRT3aU5Ac5P5XbuxKtK8+T3SfxY9Bm3gnmU5RmzexZ/N8uktp1TOzZm+cRL17MM4MXkE865rUowlVeuSVCuDI/Gf1YNBG+5hWW4Em3f9SbN8+qaZqXBuPp2Nk+phH3aCySPmYQZserhrebRtCVuCtNh6/MTUTq564xJLJ+qO/IdN4+tgr0ea2R5r77Fm8FDWBmWixs9zGVwqsVkC6ZGpJeUa1CWPUkPQfm/ORSZFRMtdb18uyk5UadoF91JKXh/x4kBIUn4g4pgPh57J2FTxpM4XibiN9GdWj0FsuGdJuRGb2fVnM/QnNWeaT9/IpHr2hJ2YzIh510lRDtXcZNHPMzgdlhnP3/9mvLu+Wacq8raayfLvy6G9OJshE48RkYgp8R+F7vyJnqsiaDLvEIcXdaN04g0YVPm+YsqvTcgihfLfmn/wN2c7Lb5S4v6DE9DX4vrgiogABYGPi4AVZYbNYngFax5uHsn36xJ+jL/aP47hS29hW3cM07rlS71GvyInrbo2wVEKYe/KNdwyqOYJ5+D6HdzVZqJGmxbkTsWSwK5CY+rp/VCMG+sOTbrR3ElJlL83u24YZEhcAfruJEvcRuzmwOJvKB5/ultifmzKMvj3nhRWabj1z1w2PEi01+e9TxksCnZm2Z4V9CiRTACKnDRtVxd7SY3f4cM8SVK0HRUa18MwfA406dYcJ2UU/t67MCe+94bGvtJyf81o/jjwHCl3K6YsHkjZZEzX+VZkc8YpgTstd1aMZsrxV6gKdGPWzPbki99pEDvot9d2lX9k4a91yCzfY8OYyRwITcSRUY8+kB6aIPbu8KfEj8sYWzPVPwOMIiAcG0BA1qAsYOb8rg1m/ejx+D7PQJWflvJrjczJKqLM340J/Uqien2IJUvPprwjMDXrklQqg7XB6xk93pfnGarw09JfSR6bkvzdJtCvpIrXh5aw9GxqfdWouXrhCqGyiqLVamDSioBkU4CxDrTc+XsQwzfcx7bmL8weVCLR5RPplanVl/Wp46hEfc0X76QqOO1jfLxPEmVXiRoVC1GnZkEUzw7i9V94EsDUnPM+wD2tJeU9PEjYH60leP1oxvs+J0OVn1j6aw2SzaHK/HSb0I+SqtccWrKUlCQ1zY31rD7wEoVLe4Z1yZ9Me9Iat/6DaJQ5iosrlrAvKbOjiUQ3YOi8bA8repRIekkjCnI2bUddewm132EOJ92ASYK3eJUeCaTip0B6NFfoJAiYkYCVGyNmDcXNKoi1349i26NYX3fhJ5g4dB5XbGry07TeuCa1jssMKmVu2I02+ZSEH13FyksGNHJC97Fuxz20X9SiTbMcyayzM4OChoqwqkjVcjZImmv4+0cZ6ssAdxa4lCydxEh7QhHWX/ags5sFhPiybvODpEehJRvqj5pBW0O+ZAFbt7IUUsqob17isgHRlVC7xJ9YVaxKORsJzTV/zIovseDU55g3bQdP5YxUHzqBdinpWVKfYt5ML17Idnh+/wv1DP5OVlK49zh6FbFAc2MF0/5J2DmXmOp6n31APZQuHfnp22JiPaXeyEjHL1Ihv6v9FzJ9+2OkvB35uV/iH2sJiVhSqkM73FRqLu3aYZayJPXqktQog9X4L5zO9scSeTv+TL8SiY16J6SGZSk6tHNDpb7Erh2XU96ZkkgQukcqla7ilwl5+TJlo8R65Bv7WHN7BQOHb+KBbS1Gzx5A8UQ7XtMxU5vqNKhpj0J9gb0+Qfrr5JB9eB0NJWPlutSwsaR03Rrk4j77vc6id4KB5gZ7911FoyqFu6dTwjaR2p+F07fzWMpLx5/7YXhS60A7NxXqS7vYkYLK/tV/RzgbJWFftS5fGnIojb077m4WaO/74nVar9Vvk5CETf1RzGibz7D6yNaNsoWUyOqbXEqBTcamX+E+9QmIToHUZyxC+IQJWFf4nllDymEZuJIRv+7lRbStai5OH8zUMyoq/zCN74omWvOal4p1Nbp1KIkq6hxrVpzUX/G9DfX1vvXsvC9jV6ctTR3TUzFgRR6n7Ci1r3gUnMxcP/MSTChNWYD6HkVRyWGcOZY804QC9D9R5nIip6WE9sUznsXqS9Lvw8A3Vnlwyq5E++oRqY1PfXotGy5EImWpT4+OKZsJE3lyHRsvRSFlb0TX1rkSNsiSMt+yPN26VMBSfo7P+h0Ep4DnB9NDsqRyvxF46pmimZS54t3HRyD5/K7mwtp1nAlXUrBVF2rbGm6jMl8VKjorUV85ycmXhvvT6zI91SXJlcHqC6xdd4ZwZUFadamN4diU5KtSEWelmisnT2IObAl5WlKkfGkyK9RcXbeA3bEHDRI6Tv0nmlssGziCLcFfUOe32frbJemaqR2161fHlnBO+PjqXdYXfsSLQy+sqFjfg6wKsPqyLtXttdzw9eKangmI2od72XtOjapwXeolsuuy+sJa1p0JR1mwFV2My6BUqeiMUn2FkyZnUA2P7gcTJSvInjsXFoakFkVmcuX6AkkTzN17Zhx50IWtzIVTTksk7QuembUBY4hhwk1qEkhPXwOpaaeQLQikEgEbKv0wk0FllFxbOJBf94WgvjqPwX8cRS4/jOmDSyU6Pc/8yqgo2aUTVTNouLp2OQeTnC72Gt8Nu3gg2+PZthEO5lfGNImaUB7dukTgcy0yMmGvX+sfCTAtBCN9qShYsggZJS3P/C5wU09jwkihb5wrbMhoLSGHvSY0BR+xscPWhD7i1qVAnmtlkMOid7eP/d6811ruHjrCNY2EdQVP6jqkpCrRcPfQUW6oJWwqulMr2TmZ8S1Rkt+9NoVUMqEnD3E8uUGR+N7f3X9IPSzInitnMlNA3ykmLj52Asnld20QBw5eQq3Mg3uDcsbVGZZFKVpAgRxxj1t3zdH4T091SdJlsDboAAcvqVHmcadBOQNnCbxNS5ZFi1JAIRNx7xZmwZZIGrVvNoS+5TKiubmELo0G8LdfWnV0a7j5V39+2PaYzB5jmd23iN4R4XTP1KM+lW3g1RFvDrxKBDqRnPQ6wEOlG/Xrv+1gzlSDulUyor6wF++7iVe4L/f5cCJcgVNtT0olGMfREnTgIJfUSvK4N8C4pGZJ0aIFUMgR3Lt118RZKRIqC4vonfsjww3ZIUDHRUtEeASylIFMNimpnxNjrMAmozWSrp1hrgZMYsGIZx+cQIKk/8E1MEOAN2/e4tatO+w/eNgkaUH375vkT3gSBKIJZKzMqJkD2Vl3IrP79OJVHm98I8owcsYw3PTtd5QK6JR5v+Ybz984sHUzy3f9jntzPcOQr3zY8O995KztadvA4Hna5tU48gmX//Nl/6FjnDhzjov+V7gWcI9nYZrow5XBAq1W1zmQtn8WznnJpYQrjx/wUA3FzLYMRIEyemaprvvD+L/IJ5f5z3c/h46d4My5i/hfuUbAvWeEad5Ks9Ci1XUOpNpfFP7+19Ho1stWqEiK+gSI4tLlG2hQUbCsm54NGpM2RFXUjdJ2Ci48u8bluxqamrReJ73okbSt4u3HSCCZ/B7lx0XdEKaqIMWLGTQOGAtCJuztrJDklzx/nvgHTyzHBl2mp7okqTI4yu9i9MivqmBxjMdmj52VhPzyOWbClpCtdUV+/ucvHrTsyaITs+notplZbXvQu2dX2lR3wZBZ4AmFGv9Ec30h343cyZMs9Zg9+9skjx9O70wVjp7Uq2DF7oMH8T4eQfM68RpZ6kt47QtAKtEez3cbKDtQx708VttO4uPzhP7dssWbjRbKIe8jvFQ40rJexUQ2hIzC7+K1N3VU8WKGjdTHiqZM9nZYSTIvnz83caBDQc4iBcmqPEjQJT8ea2uQK7nvfPU1/K6GISsL4ZLX2DIllvJ6LhVvGjDIqdnM0BO2eJx6BD6JToFDR49x7PiZ6P/UQyUkCwL6CWSs+hMzv9uBx59rWHjFipLDpvNDpQ9V5b/VS1ehdW3Oj9uWs235Vh417ZTIZjkQ4rOBXQ/BsVMb6unpN9BvaUrehHB990oWLlvDpl1Huf4sClmywC53IUqUrEyLeoUp5OqC7Psbo9YHpSQgs/lV2mYiowTyq5e8TOvKL+Q6u1cuZNmaTew6ep1nUTKShR25C5WgZOUW1CtcCFcXGd/fRpH6+CIJfvgELRJZHfXtgmxoNEQQ/PApMhIOjtnjNdYMlKFyxDGLAp4/5sEDDaZt4pFe9DDQZuHs0yEQ+ZCHug27tKf4s74bCyRjTJMJuRMePTsoLMxMhVQ6qkuSKoMjHz6M3qhVe+pP6rstiHcGejIM5RDeYAvDXNgSC1GVvy3zD5fC84+R/DJrO/+t+JWjKycwtFhd2nTsQtcuzamYM96HbWKCTH2mucq8fqPY/cyBBvNm0bNA0j3b6Z6pwon6nqUZsf80+73Po65TIc6sB02gF3v9ZPJ950GRd184CnJ7uFNStZ8j3vt53a113KUmkafwOfQI7FrhWS2xdlskD6PrOy2n/qyPm3EZFDnkDuG62Y9hYSYNAuii3qp6Y+pmX8KKo+tZH9CLAcnF45m1bPZTo3Ktg2fBpOPc1KQl/H16BN5lmU/PNGGRIPAhCUQS8jL8TS+wlJE8BXKj72C21NTKtl432hZYyXSvlay/14E+TvG7k0PwXr+bYCknXdvWJVNqKvNOtobgw3MYOWQCK048QG2VgzKe3fm1SSPqe9SknIttrGnUao7fmWJc4+5dOKlwIUnRushRUUSZZxDOeCU1wRyeM5IhE1Zw4oEaqxxl8Oz+K00a1cejZjlcbGNV+Orj3Jli1BeF8frofGjDCI+UkSUltl98YdqHfEzI2ggi3srKZGtrmiyFLbaZdL034YRHmPhhlF70iOEifj8bAtqwcCKiZ/ZYY5slC1mMzMJZslTHRelE2TyxyoIU0ks3dYneMlhLWHgEb7DZkiVLFiPrjSxkqe6C0qksZsSWOPWMRWg1dhMthvizc9VfLFu+hh2ndjFv5L/MH5OLim37MeqXQTRxTeyDNHGRhj1Vc3l2X372fk7WxguY2S25Xes/BqZKXBt4Umz0cfx9fbihqUDhd8leyyNvH85oHPnawy3OMhxlAQ/cC43h9ME9HA5vTf1YDTT1ZR8O3NKQsb5n4vt56Oq7iDczF61ts5DF+AxKdRclTmXzxGrrGBaD71zZNmTQt26sH7OfiSNX02x1R95NhHjn6O1FxEVmfT+Xi2pbavfpRXnjVtbElybuPyMColPgM4psYWrqEXju9TODlwSQrXYL8p7Zwu6fB7G03ka6531XW6Ve4LElW1WmW4fSzBlzgFVrrtNreKG4ldCLPWzY8wgpTy++qpPgXLjYksx0HY7fwk40HbCBAE0Oqn47l/Eju1LDKRVHRsykuU6M5tlzXsigyJiJTB84KqPNCPdjYaemDNgQgCZHVb6dO56RXWuQ5vgUVlhZSkiyhlchIWjJaNrHvM5IRQasrRTRskJMlaV9yctXMkjWWFsZ+UUVk17Six4x+ojfz4aAIoM1VgoJpAoM3rKZzobvmJd6jNJJXaK/DFaQwdqKN9gGs2Vz57ijv6lHxmTJCvtiNP5uMo2/+4Pgs1tYNn8Bi/724fiKUTTfvJKvp65lXvfkjoQzPHi1/0z6jvblRbamLJ7xDfmSrcM+DqaqYvXxyP8758/54PNgBIXfnXzzEl+v/wjP3ADPqrG++nXILEvjUTMPkxYcwPt0JPWrxHwpa7jj44uf2ooqdetGb0yYgHBM3YBEhcFb2JwmGdSSssNmMGy7J2M39KXptxL/TOtAkfjNuOenmNOrHT/ue4F9nclM6VUgbhswgXHigSDwnkD8YcT3b8SVICAIGEbghS9jBizkhn1Txi9Zw1+/1uGLJ9v5cdBybptzczqDtFFRrHMXqtlEcPzvVVyIt+/U8z3r2f1YQd6m7ager840SLyRjkJ8R9K2/wYCVKXpu/4YvnO+/Wg6BHSmRt69w0MtKHI44ZRsg8pIOMk6D8F3ZFv6bwhAVbov64/5MufbdNAhEK23FdkddSNzMk8ePjRxnWQMAEscHR1QRMtK5ujHGC/xf9Vvp19L2ciZ09SISi96xDdO3H/yBCwdcXRQIKuDuX//g1caevCmj7okqTLY0tERB4WMOvg+6QabHppxH6vIXqYVw+fuxu+KL1O/LkbG15dY9W0jeq9N4qi9uEKSvou8yLS+v7I/xJHmE6fTWe+wclwxHwVTSzcauOdBEX4Cb983Zz5FWxF6EK/DIdhU8aBmgo41Kyp51iCr9ib7vK683/BP+wTfvaeJVJXGwzO3ns7tt3WDrCb4/v20O17S5kt+WT+dZg6vOb+oE27Fq9G2z49MWvQ3q+b/wfc9W1KhWBW+Wx9IljqjWf/3QEp9HOMvcROhuEszAm9mChgx29Lv0iVuBgREK6y73rpzR4qVl2UZtVptsqxbt2+nWAdzCLjg74daG0ngnTvmEJdiGecvXiQiKizFcnQbvkVERJgcP3eD7kXrcPbCeW7fCcTFyTnFOqUfAa84MLY/c69mwn3mRDo5W6LsM4NfNlVh2LaRDF7pzvouznoqmtSxQuncjq71xrBv6xpWHBtFmaoxPeIv8NrozVNFfjq3q5LIZjpm1kcTwDTBqxIAACAASURBVJJxC7kUaUWFn5YzralTnLV/Zg4tFcRFcv7EWV5pFdgXK0m+DzyvShOwhHELLxFpVYGflk+jqdMHViBJohYUKaybivqAq6dP84LSKTjFwoJixVxRSkFcPXmSp9oyZDeyu1p98QRnX2hRZC1MsdymdgqkFz2SBC9efooELIpToqASKcif4ydCoJDRR3CkCpW0r0uSLoMtipegoFIiyP846QibUXGhylGdgSv2USSrOy1mXuCfX6bQp9lkqqboYy6S81P7MPbAK3K0ns20joa3QT4OplZ82aAOjvOWcsTnIKEdm0Zv2hh5wpsDjywoX9c90fooYw0Pqnyxkp2+3tz9uSR5dfVM6EF8/gtFVdQDT70b1FpQvETB6DrK//gJQihEmuRQTRD//jmTvSF5adSrJmG+m9g8/zDr3n7DSZIVWYvVod8voxjZrRq5Ypp+RqVI4fhzJmB0K9M1f37y5M4dzUx3XadGzRTz03UI7NnrY7KsoLsPuXz5eor1SKmAQgVco224E3ifK1dvpFRciv0XLliQOjWqp1hOeHg4Bw4fMjl+1q5eE61DkYKFyJUjZ4r1SU8CXh8ez4DZl7Cq+gdTerm+maalKkr/GT+yueoPbP1hMKvqrKNTgrX9qWiFIjvNu7Yg55albFi5n7FVPd7schzizRafpygKdadthQ9QWzz3xeu/ULCsTaduxT+yDgFA7c9u75topEx8WbvKB98j4rmvF2/wdaJbcaOL6lRMYDrRSpyqfkl+1WGunfBh3/OutDK5laQgd/WqFFbtx++EN77Pe9AuizHqa7jqtTf6eETbSjWoaPIMmPSihzG2C7efBAFFLmpUL4pq3wWO7vHlRYcWJp3CYXYWaV2XJFMGK3LVoHpRFfsuHGWP7ws6tPigO+eaD7ciG/V+HUPrtW1YcdObXf5qqpY1vcyPODuZPuMP8zpXW+ZNa48xzY+PhalN9frUsF/K+iP7ORPZlKqWavz3HiBQKsk3dfWM+NvVwbOiNZuP+ODzeCDdsyuIOLaXw88UuHTwpKRe5Apy1ahOUdU+Lhzdg++LDnz4pKbm4p/t+Hr2LSpMOsjGwcWxZB4v7gVwPeAuz7W2OOYtTFFnO7FcwHw587OTZOR4DFhZWWFp+eaDQnedKVOmFP9nzJgRSZJMlqOyNP9xG6akhBgeKpXeksUUsSb7idEnpXEUHT8KhcnxY/GWh7W1NRYW6SOuTIYa22PoMf4YMJ0LCjeGTh1A7O82VYmBzPzhS2webuH7IX9z5wNvUpfJsxvtXSXubFnJnrez6175bMH7iZJiLdvg9gH6BDQPg3ig2yE/Sz7y6XaG/8j+Qg8u5u+LUUjZG9GxqYm74ptss4aHQQ+IkiWy5MtHesRnWb4tLYpYIAdv569191K0hEBVph2tS1shP97J4jW3jZMVfoRFy08TKWWjXruGiY4QGRoN6UUPQ/UV7j4VAipKtWuHm7XMg83zWR1oxgpDUqKKnjyjO6bUeLlpWZckWwarStGunRvW8gM2z1+NObF98JT1RXnK6bbL1wRzPyjeuj9jlAk/xcQ+v3M0NDft/pxKu2TProsn/GNhaleHBtVt0QQcYv8NDWgC8fH1h4J19I/4Kxyp614Gi9CjePmG6Hr+ueh7kCAcqVWvQpyNCeNRQVWqHe3crJEfbGb+6kDj6qj4wky5D/dmxsyjhOZqzfDeug4B3Z8ldrkL41bNHfcaFSmR7joEJJRvCp/ossf40scUUMJPSgh8fC31lFj7mfm9eu0G+w4cNvk/6P6Dz4yYMeaGc3Lid0w5q6VE/6kMd4s/18+SUkNmMbyiNQ82fc/QNSn7aDJGs2i3lpX4plM5VA+3sXxrMFpe4bPZi0fKUrRoU/qDjNpLmWyJ3hA+9CWvDF0mG36Nkxcff/gKNz7gyPNMG7WEGxoLinTpTzOH+A5S+14ik22m6DX7oS9fGbyGMfzaSS4+/kBVr2V5vu1TG1tesuf30Wx/lIJwVSXoPbARDtIr9v7vFzbrNnIw6C+S89N+ZNE1DRZFuzK4Zfzzpw0S8t5RetHjvUbi6jMhoCzag0HNsyOF+PD7qI3cNzQLJMdHssMuuiB+xYsQI9aKxshNq7rEoDJYSdEeg2ieXSLE53dGbbyf9nVHDDdjf7VPefZct6vtF9ib3Asczok/+vC/Y2HkaT+VP9vkNGHp4sfC1B6P+pWxUV/kwIFHaJ744ntGS65aHpTWO+ihJK+nO0WVLzjkdZhQzW18911BY1+DetWSmWKmLEqPQc3JLoXg8/soNpotgxqWULQPLnElWIPCyRXX+M1Nw0SkgSsJO7s37ZhXL0JMPo4xDRT/bIMUnQKfcNTvP3iYWXMXmvx/0e/SJ0wnZaZFnJlM/z9PEVWwF1NGVn0zPT++SKuyDJ8xlHKW99k4Yij/BOlp5YVeZ/eCSfy52JsbofGFmHqvpGinLtS0ecHuJau5/dybjbuDUZVtQdvYUxr0iA+9vpsFk/5ksfcNTFVJkb04RXIokV8dw+fAKz0hvX8ceWsLw9xrMGBHSjeuey/z/VUY+6d/z+pLr98/0nelfYT3j934Q7fOsGA3Jo2olPr7LyTQRUH24kXIoZR5dcyH5PFFcmvLMNxrDGCHAR/U5ohfUODyzVgGV8iI5tYy+vVejH94AkMSPoi8xY6lO7gVp6NIgWPbsfxUxx75zioG9FrAxWRlaQnePZKu4w/zSuXKN78PoWKKG0vpRY/32MwTV+/lpf+rUK7vXsCkPxfjbb4CMf2brchGq7FjaZRdS+Dq7+g67RTJl5oGmKVwoEB+BxTah/hfCDK4g/G95JTVJe/lpE4ZrMjWirFjG5FdG8jq77oy7ZRZqJHifKe+wl8D+7PwTKyN8N7DSHAVcWYdW/zUKB2rUauU3q/aBP5iPwg9NoE+k04S4dyRaZNbksPEFn7qMDV3vlbgWK8eFazCOXngEI8O+PBfeBZqenyZZH2tKuZBbReJhwe8OfVgH/vOqclUtV7iRxHGhouCbK3GMrZRdrSBq/mu6zTMlNTihKLvRuGQHQcrCc2Nc5w1LEnpE/UBnytwKJAfB4WWh/4XCIpT539ANURQBhMwscgwWL5wKAh8egQiLzC1/0SOheel86TR1E5iGaN1xe+ZOag0FkHrGT5sXSKjP0/Z1KcWjXqPYFjPBlTvvNxsSw0Uug0HG2Qh/NBy5s1bx55HFlRo1SbWmb56oubpJvrUakTvEcPo2aA6nZebuHGmdTXatyyAhfYOq0aNYa++kWR1EPumdqJSuVbMuFmUb1qUIPlFJtZk0HXsazWo9fS1xLFOlnl6YjYdq1Th6z+2c1VfuzHkAsv7NqDN1FO8/qI83y/8Hw0d0qaYtK7WnpYFLNDeWcWoMXvRj28fUztVolyrGdws+g0tSiRDz1zxqwNsU5Efl/xBA0e4t7kf9Zr+wrYb+r7mtTw7u4LBHlVo0b0j/RbHWyZgWYzvFs+ifV4lQdsG0KDZaHYERMSJxnc32qecXNgTz7bTOB1qR8WRf/Fnk6SXeFi/STBokkswqazHOxsMuTBnXBkSnilurDNE77eh1aiTGaU1LM8+3dSHWo16M2JYTxpU78zyFK29MixMU8xODT8q1+4smN+DIlbB7BnRgPqDV3NRN8tZ31/kA47O7021mj9wWF+2w5rK7tXILEVxbMksDpnwQWFyXRJb71Qrg1W4dl/A/B5FsArew4gG9Rm8+iJJYzvK/N7VqPnDYRLFluJ8pyVo5feMmDWLb2t+SeuxW7maRH905K1NDOo+jfPqjFT6bhD14h8zF5ujvuvXRxnfZzKnI/PSafpEmjumpN4yP1Pz5us3EBRO9fAopeT5f94s2HWIFxmrUrdGMvAs3fComR35li/blnpxLNSKih51sdfHNfZzlSvdF8ynRxErgveMoEH9waxOOoPy4Oh8eleryQ/6M2jsEPRfZ6xLK08HCF7HoPaj2ez/zIQOPv3iU+uNdWV3qmWWiDq2hFmmFD6ppZiQmyiBt4vfTZhSlqg48VAQ+NQJqPGb2Z8/joaS66v/Ma6R7ii1pP5sqPzjDPpv92Dy2mEMb1GT5W1yvPejvsnJM8FvCndZzYNts1l+pQOjipq6g3psXRxo2q0FeTYu4s+fz6G1rMaI1smfWau+eZIzwW+6dGX1A7bNXg6dR8UWbOC1NdVGTqWXV2vmnJlC44pn6frt19QpUxgXB3h25yYXj+5g3ZrtHLsnUaDxz2yZOZLqB79izaYrSYehcsEllxI5+AQb5v1LXvfiVCzrrH8zQMmGxn/8RUmvYfz5Y1M2zihLvabNaFC7HIVyZiLi0W0u/beTtau3cfxeOErH2oxeu46faiTR45O0hil/a12NkVN74dV6DmemNKbi2a58+3UdyhR2wYFn3Ll5kaM71rFm+zHuSQVo/PMWZo6szsGv1pAUPvPF7xsTLYv1Y523NT1a9meN1zial1lO5Uatae5ZkcIuObCNeszdG+fYv30Dm338eaKxo3TX6Uzq4PI+H7ylpXRuz9K9lnzRohvz94ylaZlV1GzejuZ1y1PIyQGLkPvcvHiInevWsfPsQ6JUuak/YS1/D6+SzBnlKlxccqGUgzmxYR7/5nWneMWyOOuZMZp6ehiXLMwdV8aFbphrlYsLuZQywSc2MO/fvLgXr0jZxMAalGfV3Dx5hjfFj4z6wTZmL79C51FFDVMmviuDwozvKS3vFeRoNpe9Gx1o23ESh6d1oMK6qTRs1YrGtcrgmtuRTPJLgu9d48whH3Zu3MrhwFCUOepy4qqaqqUS38/IvsVgepfcxh/np9PSPZiBfVtR1dWeqIfXuXDcF7/cQ1k6qGwShptWl8QRmJplsCIHzebuZaNDWzpOOsy0DhVYN7UhrVo1plYZV3I7ZkJ+Gcy9a2c45LOTjVsPExiqJEfdE1xVVyU+tpTnOwW5Oi9ky7MM9Pp1HRt/ac6OOaWp07gpjT0qUzJ/TuwsInl+7yon925k6dKtXHiqJP9Xc1k+rIQJy/tecXhcX6acDUPKBH7T2+MxIw79JG4kbOuM5p9R1eOOsJuVqZnzdYw1yoI0rFeMMeNXMmlNGJZVRuKe7Ia3NlT1qIbdkvXM+eMqYaqyeHjEapPFyNbzq8jRjLl7N+LQtiOTDk+jQ4V1TG3YilaNa1HGNTeOmWReBt/j2plD+OzcyNbDgYQqc1D3xFXUVUuZELdvFVE40n7qfA5d68qCPb/RosTvfJHDiVwOtlirpFjaSkhKC6xtMmHv6IJriQrUadqSBmUdk9wzIZYA817at2Bw75Js++M801u6EzywL62qumIf9ZDrF47j65eboYsGkYJ9Nc2r72cuLfEa5DOHIswXBPQRUF+ezYBxBwnJ2oxpv7cybHpepur8PKMP2+tNZ83Q4TSvsYzWMb34qmI0aeXGHL9jPNfKyJq7BASowSydApCxTnfaF17C//w12NRsTau8yXc2qIo1oZXbHPyOPUcry2juvjmCVB+TpJ4rsjdk2u4t5Ojfn8lb9zLnBx/mxPIgqexwrf4Vv8//kQEN8kd/1Ec4OJA56Z4WUBXh6x51md5vF1uHN2RngQH4+E+nRhKzLi3yNGb8bk/ab5jG2D/msnnBaLbOj6UMEsqMTlTrMYLfx31LVcfkWcX2bf5rBdkbTmP3lhz07z+ZrXvn8INPHHqo7Fyp/tXvzP9xAA3y675wI3BwyJzgYzu2buaM3xi5NsW78/fJKrSe/DNj527nyD9/cvifmLdvfiWlLS7VuvHT6NH0qe2kt4GiytuKOUfL0XT6z/wyfQP7VkzAd3k8Wbp04zGQkeN+pkuF5DrmdH5VFPm6B3Wn92PX1uE03FmAAT7+TE8iwaSOHnHtSO4uNeIquTCNfa8q8jU96k6n366tDG+4kwIDfLg+vUZCMQblWRXFmrTCbY4fx55rkWUNd6OPQDa1U8D4ciKh4h/6iYKc9Saw72ITFo39mcmrDrBpxgk2xv/Ik5Rkcq5Mp9/6M6Rfa0rZJ1FoWldmzD8LedR+AEtOr2R095XvjZIsyFK/CiTZKWBaXfI+kDdXqVoGK3JSb8I+LjZZxNifJ7PqwCZmnNhIQmyZcK7cid/6D6Ff61Ikhs0s+U6RjaqDV3Pu60GsmDKRuav3sHvxb+xcFJ+KhHXuynSd+ge/969u9HGs0dLU19mzy49w3fheSADHfY2psyUyO36b+HpvszE1c75+h1BFsfp1yf/7Oa6EWlLZ3Z2YptU7J4lc2Nb2pLLNOna8CsWiTF3q5TeurlfkrMeEfRdpsmgsP09exYFNMziRMIOizORM5U6/0X9IP1qXsk+yXk5EzQSPFNlLUaNsDpZcsqZA2VyE37zCNb+baJIa112/hJm/jaRIm3Esn/8d5T/4OIc1lcf8w8JH7Rmw5DQrR3fnfekjYZGlPlUC+1PWyDhIAEc8MAsBKfDlFTmHjQsWSsMXYw4dOpQpU6YwceJEhg8fnmJFoqKi2Lx9G21atDRJ1qKlK9i128ckv+b01K1LBxrW92D+oqV4+ewzp+g0kdWrexc869YmLCyMXd5etGjS1CQ9unbtytKlS1mwYAE9e/Y0Scan7SmSR1dOs2lMG/qut6b/Xj+mVk/i69YoGBF4fVuQBgueUXfuZXb21nNUT3yZkY+4cnoTY9r0Zb11f6KuTY3vwsh7Lc+vHmCPzzH87jwl0jIrTvlcKV3dg8r5M5lYWb7mys7lrD9ymwi7ynQY2IzCCbCFs7FDLtqs/j975wEV1dEF4G8LRQQBUUCsCCoaO6KJXbDEhr13o8bEGDUmJiZGo0ZNYkzy2zVGjb0Ha+zYK4kV7BWRZhQVqbv7/rPYABe2sCjgeA7uKzN37v3mzrz37ps3k0TbZVGs727zTO8kos/vZXvgGa7ejQE7F4p6VseveV087DK5uTbSarMl18Rw+cBO9hwPJvR+EpaFiuPuWYV6Td6jtK0J+pq9flNZqnrApYM72X/2BuGRD0i0csKtRBmq+zbl3ZL5jatrdQyXD+5g36nrhEU9RG3jhGvxctRq2hQftwxe86dSJf3mk0vbWLLuCLcS7XmvxzDavOow6bM83TezHroLyeBodtZVBkUaffjJJbYtWceRW4nYv9eDL9qUy0CEIW0WkqIv8e9f39Hp43VYD93LlV+zsrSuYWVmoPCbP5wQzqk9uzh6MZTI6Bji5TYUdCtDlTq+NKjmpns+m4y0Vv1HSOBWdp24SvhDFTZuXvg0bIpvVde0b4l15jfxWsKb6YMTwk+xZ9dRLoZGEh0Tj9ymIG5lqlDHtwHV3J5fB3Qa+vSg2dvdE0JPBHLgzHXu3I3gfoISOyc3ynjXx7d2BQobfgueidLZeyqrTM3brrPXVsOlJxB+ag+7jl4kNDKamHg5NgXdKFOlDr4NqmGIqxlUVuIF5nVtytBdDvRdvImZHd1TAuuqhFjiE9VpP93SJBH/6D9Cr5zm4OY/mfPHDq7GySneaw1Bi9qbFngySMnMEqn4LySQrbtOcDX8ISobN7x8GtLUtyquucD3M7Msr5wLfXzZ9JEseQWCsEMQePMELClczgNl7AM0lg14x+uVJ1vTVVRd4OCxCDR2zejcxoiZiC0LU85DSewDDZYN3jG9/Bc55TiUbUjnsg1fHMn6Rn7KtfiIb1qYIsmSwhXfp1fF903J/PrzyB0o27AzZsNn9vpNhUTpSLlGXSjXKNUxUzcVWru7mM3u/OVa8JEpDmNmPYzCkZ11ZZQimSTOX44WH32D/qZoWJu1LFwOD2UsDzSWNHjHK5OCDTllWJmGSHojaayLUK1lb6q1NEPpSicqNOlNhSYmyDL1WpJhUdnbB1sXqUbL3tUwGZvZ211+itdsRY+aGQLJ8SeyytS87Tqn4LKmSLWW9DZLA83IpkROTunNZ5vj8Zu+h9kd3V88vCmtbbHTER+3dyyMa0kvfBp3plezj6jT5neurpvLuslt+bioCS8SMlLN4ONKnCo0obdJnY/BhYiEWSTwJjwjiyqL7IJA3iOgCQtgw8F4bOv709yMy9+pzq1nU4gae7/OtHY2prlrCAvYwMF4W+r7N897wN96i0T95h4XeAvrShNGwIaDxNvWx9+cHWLuqfQcp6np15IcZ4qBCr2F7c5AMiYnE+3aJHSaqNVMmf4vyRU+ZOKAsi8CAoYJk1O46Ud0fUeJlHiZ4EvJhmUTqd5KAsY8JbyVgITRgkC2E9BEsWXsD+yI86D3590xXxD3CYHzl3Fe7cT7XVtR2IjWronawtgfdhDn0ZvPuxfNdgSigNdLQNTv6+WdldLevrrSELVlLD/siMOj9+d0N1+HmJVqeMvzmn4tya3g3r52l901Jdq1qYQTDm5n30MZReo0opIpA0llBShgqy1djUrEBEythrcin5ho8K2oZmFkjiWgCmP72K70+zOc8kM3MaGRndlU1dxexYy1t5GVHsKHrQxacCelbFXYdsZ27cef4eUZummCAev3mk1lIeg1EBD1+xogm6mIt6+uVIRtH0vXfn8SXn4omyY00rOqhJlACzGZEjD1WpKp0Bx88u1rd9ldGaJdZ4VwYsxD4iUZhfPbkHqdAYNlPjzByUtqZFblqapvyWKDhYqEeZGACArkxVoVNuUOApowlnbzof+GWMp/sJiNUxtT0Ii3+Zkaqb7F0uFj2PagAH4ThlPPgHmVtPI0YUvp5tOfDbHl+WDxRqY2LmjcxHCZKiVOvmkCon7fdA0YXv7bV1cawpZ2w6f/BmLLf8DijVNpbLYO0XDuImU6AiZeS9JJyTW7b1+7y+6qEe06q4Rt3EvhKldz+9hhbqprU9aoxRKecPSXn9nyHzh37Ef7Iua6ycyqVSJ/TiQgvCMn1orQ6e0gIHflvRbd+XThAQ7O74y7uUJ0qlC2ju7OZxujsK39FT8NKI2h1xC563u06P4pCw8cZH7nl5PZvB0VkvetFPWbe+r47asrOa7vtaD7pws5cHA+nc3WIeaeOs9xmmbhWpLjbDFQobev3RkIxuRkol2bjO5ZRqs6XWnnoSTx6DQ+mxdCgsECH3NqZk+6/vQviUXa8tPUzgYt2WiweJEwzxEw12NIngMjDBIEsp+AAs9+PzMtiwWpL29l8QnwLKHg7pmj7Fn3B0sO3kVWqjO/Lx5JFWO+QVN40u/nrGqURYNE9uwjIOo3+9iaW/JbWFcKz36I7sfcjmS4PLNeSwwvNmelfAvbXXZXgGjXWSRsVYcxMz9mV9vpbBvWCN/zE/hxdB/qFdex7EBKUYncPbaWWZPH878t10hya8HPAYvpXdLQ10NZ1Fdkz7UEjA4KBF8I4fqN6ykGa7c3bd2SZeMlSUKlUpks6+bNW1nWwRwCzgUHo1Incjs01Bzi3riMs+fOkZD4BI0kkZiQYHL93AkLS7Hl9Nmz3Lp9m5IlSrxx2/KOAmqubviej74+RrL0zCqZBUXqDmf6oh/o6GF0E887aIQlgoAgIAgIAgYSENcSA0GJZILAayYgp2CTX9i9uTCDBv/AlrmDabDgK0pXr41PFS88ijhim09B4uMHRN2+wOnjRwm68h/JCgcqdZ3K/34eRkM3cS/4mistVxZntJd4enhQrFixFGO1274Ns77uuDYgsHPPHpNl3b0bxcVLV994BZQt45liQ2hoBJcuX3vj+mRVgXJly9KoYV0SEhI4cOiQyfWzZtXqFFW8ypXFrUiRrKol8qchIMPR71O+H1Wdy5GJWBV2p1qTjnTyK4e9+DgIUOLRdBBDnFRUKWt0d5eGtNgRBAQBQSDvEsiua4nog/OuzwjLXh8BOS6+37DxbC8OrFrMsg1/sz/oAOtPbHv5QggZcmsnPKrUpOuoVnTt14Nm5ezFvFCvr5JyfUlG3yVbWVphafF0PLJ22zZ/yjoXWQKRnJyMTCYzWZbSwiJL5Zsr83MeSqXRWM2lglnlWFk9rV+FXIFMLje5fiye8bC2ssYih9SVWUG9UWFynH26Mcqn2xvVIucWrqRKnx+Y3ifnaig0EwQEAUHgzRPIrmuJ6IPffN0KDfIMAesS1O87NuUPNCQ8iCLqfgyxSRbYFnTCuZAD1uIrgTxT3a/bkBzx9Hrt+g1u3LhN4P5DJtkfFhZuUj6RSRAQBAQBQUAQEAQEAUFAEBAEBIHcRUCOtaMrJRxdc5faQtscSyBHBAWOHDvJiZOnU/5yLCmhmCAgCAgCgoAgIAgIAoKAICAICAKCgCCQxwiIr47zWIUKcwQBQUAQEAQEAUFAEBAEBAFBQBAQBAQBQwmIoIChpEQ6QUAQEAQEAUFAEBAEBAFBQBAQBAQBQSCPEUgJCjxfySyP2SbMEQQEAUFAEBAEBAFBQBAQBAQBQUAQEAQEgUwIiJECmcARpwQBQUAQEAQEAUFAEBAEBAFBQBAQBASBvExABAXycu0K2wQBQUAQEAQEAUFAEBAEBAFBQBAQBASBTAiIoEAmcMQpQUAQEAQEAUFAEBAEBAFBQBAQBAQBQSAvExBBgbxcu8I2QUAQEAQEAUFAEBAEBAFBQBAQBAQBQSATAiIokAkccUoQEAQEAUFAEBAEBAFBQBAQBAQBQUAQyMsERFAgL9eusE0QEAQEAUFAEBAEBAFBQBAQBAQBQUAQyISACApkAkecEgQEAUFAEBAEBAFBQBAQBAQBQUAQEATyMgERFMjLtStsEwQEAUFAEBAEBAFBQBAQBAQBQUAQEAQyIaDM5JzOU8EXQrh243rKOe32xq1bdKYz5uCNmzeNSZ5j054LDiZZncit0NAcq6Mxip05d474xCdIkkRCQoLJdX0nLCyl2NNnz3Lr9m1KlihhjBoirSAgCAgCgoAgkK0ENAkJqKytsczWUnK5cE0CCSprrAWkXF6RQv28QyCBhARrrK0Nt0h7P29tTAbDRYuUuZyA0UEBTw8PihcrnmK2p4cnfg0bZRlBRPg9Lly8kmU5b1pA2TJl8GvYkDuhOyYGLQAAIABJREFUEVy+fO1Nq5Pl8r3KlqVRw3opAYEDhw6ZXNdrV61O0cWrXDncihTJsl45RkDSCWYN+R9H1D4MmTuc2uJGKcdUjVDEjASEn5sRphCVIwmorzOvXUNmecxi//TWOIkxlDqqSc31ee1oOMuDWfun01pA0sHoNRx6sINJw//kQsFmfDO1D+WNvot/DTqKIl4PAU0oK/r68W3yBA4v74qr3n5LQ+iKvvh9m8yEw8vpqj/D67FDlJJjCOh1ofSaWllaYWlhkXLYytIS2/z5s/xn8Uxe+rJy2/5zHkpl3uilraysUuo2v40NMrnM5Hq2eMbD2sqKvFLXKb6pucOR9atYueYgN1W5zVuFvoKAgQSEnxsISiTLnQQ0RP01jkl7kqlQuwaORt8V5U6rjdVaE/UX4ybtIblCbWoISMbiM1t6Tdxl9qxayapN/xClMZtYISg3EpC7UauWO/fXj2NS4GMDLJDjVqsW7vfXM25SIIbkMECoSJKHCJj09BoT8zAFwdVr1wncf9BkHB6l3SlRvJjJ+UXG10Pg8tVrXLt+y+S6joiITFH0ud+8Hq1FKYKAIJDjCWgi2D/9e+YdTaBct9GMbushhm/n+ErLYwomnuS3CWt4VHsyE7oUQcQEdNVvIid/m8CaR7WZPKELRQQkXZDEsZxA4K26pijwGDCJoX/UZdq4OXzccBTlFZlXgsJjAJOG/kHdaeOY83FDRunLkLk4cTaPETApKHA3PCIFw5FjJ/nvYbzJSHr36CKCAibTe30ZDx0+xrFj/6T8mVLqxctXU7I99xtTZIg8goAgkPcIJO4aR8/P53NHDbLtUZS4EkA/Z/HEkfdqOqdapCF81Y/Mv+hKl4BBeOm5oc6pVmS3XprwVfw4/yKuXQIYJCBlN24hPwsE3rprilV1PvnCn3l9ZjB160AW+jvqoWdF9U++wH9eH2ZM3crAhf7oy6FHoDidhwiIu688VJnCFEFAEBAEchMBdWIiydIzjVXaScxeg/axNwg6cICgG7GvoTBRRI4mkPQvs37ZQlyNwYxoZpejVX1zyiXx76xf2BJXg8EjmiEovbmaECXrJ2DcNSWWG0EHOBB0g9x7NZDj3H4k/ctFsnraQi6r9TOSO7dnZP9yRK6exkJDMugXKVLkEQIiKJBHKlKYIQgIAoJAbiNg03Icc7/qhG/DVnw0Yyq93bL/kpR0ZiY9/PzoOz+E1xGDyG118jbp+3jXXP4MyU+Tgf3EKIGMKv7xLub+GUL+JgPpJ0YJZERJHM8hBIy6piSdYWYPP/z6zickN18MrGow8IM6cPQP/jiZZEBNWFFj4AfU4Sh//HESQ3IYIFQkyQMEsv8OLA9AEiYIAoKAICAIZAMBhTttJ61hT+BmZvWvQv5sKCK9SCnuCfHPRyekPyn23x4CmgjW/76ecKeW9G7nKuYS0FnzGiLW/876cCda9m5nwOzmOoWIg4LA6yNgzDVFiuNJnrgYKCjVtRd+NldYPn+7QRMIKkp1pZefDVeWz2e7mHHw9flnDi/pWVBA3CHl8HoS6gkCRhBQE3XpJMdPhhCeaEQ2kVQQeAsISE/iRFDgLahnfSZqIjayas9jXFt1430Hfanf0vOaCDau2sNj11Z0E5DeUifIw2ZLT4jLE0EBkLu2pWtjOyK2rGJ7jAF1JnelbdfG2EVsYZVBGQyQKZLkegJipECur0JhgCCQnsB/bPi0Lu/W+YA/bxnwgVn67GJfEMjDBDRipEAerl1DTdMQFrCeQ/GFady6wWsZoWKoZjkpnSYsgPWH4incuDUNXscwnpxkvNAl7xPQ5JWRAtqqKkiT1g2wvb+T9TseGFR3BZu0poHtfXau34FhOQwSKxLlYgIiKJCLK0+onkMIyGTIcogqQg1BQBDInEBCXDwqMTguc0h5/awmmu1bjhDv0JAWDW3zurUm2qchevsWjsQ70LBFQwQlEzGaO5tcLj51MRfThDji89DFwKlZC2pbx7B3S6BhEyc6NaNFbWti9m4hMPfOtGgubxByAJOWJBTkBAFBIBUBpQUWqXa1m3G3DrJx0wHOXb1B2EM59i5FKFWxIf7+9fG0z2vrXml4eO0Q27fs4fjFUKIfq8nnXJrKtRvj6+1GvnRsUnZlCgq4lsDJWtfJ58fUPLiwl4DNBzh34w734i1xcClKWZ8mtH6/FiVtTYlpqnl49RBbtwRy5noYETFqbAoVoUS5WjT1b4p3kUwVeq7Yi98nUbeIjrPCqbgrdqmqVR19mk3r/uZE8BXuxCooWLw8tZp2oG29kti8yJ12Q33/LFvXbuP4uSvcibPAsVg5ajVuQ+v6pXPsDXlSxEm2BARy+vI1bt9Tka9QMbxqNca/ZT3cDXyKeMoQbAqXxFnv20gNDy8f4O8d+wi6cIfox8lYOrhQrGwNfFs0pbaHA6mqIS1gTRJPHj3gVngMGiD5USQ3b9xIl16GPH9hSupTRP2Qq4e2siXwDNfDIohR21CoSAnK1WqKf1NvjHSjNHpqHl7j0PYt7Dl+kdDox6jzOVO6cm0a+3rjprsxoSjgSol0jUm3b8ZyeddaNh84RcjtWKzcKtOy3yBaltXtlYlRwRzae5DTV25z585d/kvOh1ORUlRu6E+bRuUpaOAdhG5d4I21kycHCTwRj2X1etQzYTp9c3FJU/GA+sEF9gZs5sC5G9y5F5/i20XL+tCk9fvUKmlrxMNgFtrJC6WecDDwBPGW1amnC5LqIeF37pOADc6lXIwfbaGJJfJ2NPGy/BQu6Wx8/hd65p0Nbds/sHkjgWevExb5CGydKepRlUb+rannaZ/SV8mtrLA08S2EOfwro7ZMUgQntwQQePoy127fQ5WvEMW8atHYvyX1DL0YPKtKzcPLHPh7B/uCLnAn+jHJlg64FCtLDd8WNK3tgUOGnfxTAfqvKRqSnjziwa1wYp5eDIi8eYMb6eTK5M98M5f4urxwPepWlLPzcCBBie1paKWnbcgLU69uReQ7DxMYlEh7vRn0yBOncz0BAy/pud5OYYAgkG0EZBaWWKQ8n2q4/88Svv/2RxbvvsSDF2utPS96Il/kd6fZ8J/57et2ZHAf/jxxrvjVRO7n15Ej+XHNv0Rr7ZUpsFCCKlmN9Ot3GdugKMqAzdf4vbmuq5aGmDPLGP/Zt8zbF0q8Jv1r3e8YUbAqXb+exo/DG+GW7kKuu1AN/wUt4fuvxjM/8BZxr8iEb4YWpHL7kUyaNJyWHrofktLKTmDHiGp0WluRny4FMtJdAXEXWfPdCMbM28XVR2rSaD7pa4r7fcnvS8fRzDVVQCPxBpsmj+Tr6ZsJiVGlzfP91xRv9Blzl06ghWGGplUxm/Y00UeZPfpLpq48TGicJq3OTOSr4r6MnLuE8S3c0j10p1foGcOVSbRdFsX67hlzV4cHMnXYp/z0VzAPdLzdGT/cDo/GfRg5dgwD67i8LFd9nV+bVOXL/bEkp6r3y7P9KTM7vT4yHLqtIXxFR3SGhzT/EbTke74aP5/AW3GkEvdM0DcMLViZ9iMnMWl4Swxyo+cqaCLZ/+tIRv64hn+jk5GQoXjamFBLv5Jxa1JQdMBmrv3enJet6RnXdZX4+XIgI0rKUd0IYMyHI5i+++bLORXkhYmtNZCWZZ8rof2N48buP/j1t/ms2hVMdFIaL36acMrX2Ffsxvfzp/PxuwX1PKzmvHaSeDKQIzEKyr9Xh8KpmmJqCq9um5vLyxI0MWdYNv4zvp23j9D49O0JvhtRkKpdv2baj8NppKcfMLmdvFTn6VbiSQKPxKAo/x51dEFKCmKibzPmhLrz6e5z/K+BzhaTXuqL/cRDY6jrN53b3pM4fXg05Q3qx19kz1sbD8+x4vvP+XbObm48ebX+J35hR5kWQ/hu0pd0KW2Jhcy4qID5/EtHW9ZEc2TWaL6cupIjd17tEyd+VRzfkXNZMr6F/mu1OpzAqcP49Ke/CH6Q7lqorfHxw7HzaEyfkWMZM7AOLjp9JrNriprrvzah6pf7iU1OxfnybPxfvRggc+jGmvAVdNTkEl9XuFO7ZnGYe4R9l1Q0rKzvEU+Be+2aFGcuR/ZdQtWwsnhTnLd6FqOt0ecxRgsUGQSBt46AhQUW8ZdY9dUHjJh9hCirktTpOoYe7RpR3askBdX3uHPtDHsDlvHn6oP8PakjJw5NYMvGb3jXPvfSUl1dQp/mH7LyGpRo9Am/fdSehrW8ecdFRejZII7uXc3MX5dwLEKNQ40u9G1Y9OWDmrwAtUrruqIncHHJQNoMXs6VRDvKtRzGoF7taVKjLEXyJxJ94ywHtixj7uz1LP+iBSdOzWfzwl6UtcyM4xPOzutLu2HruZ5kQRGfznzSswPNapanpLMFj8Kucmb/JlYtWcWuNd/gvyOA4Uv/4qdWqfTNTDxPePxYIvHSSoZ1/5jfT6sp3XgwP/Z8n3crFCdfXChnA9cyd+ZKgnZPpFM7BXv2jMXHBlS3NjOm90CmHY7HvclHTO3RlJrli2MTH8qZvdo8KwjaO4XOrWHHgUnU0fsmPVNFzXBSQ8SeSfTrP4kd4XZUbvUZI9rXpXLZUhSSPeTWuX2snz+bFSf2MLmLP2zfz/dmUFpz9y8+9O3OwssqClXvwXef9KRl3Uq4F1QSG3WLC8d3s2nVYpbtnMXH+zZzZOkxFnd+NqO8zJaKzfvwQTntmlMSMaf+Yu3xezh4d6Cjj1O6T39k2Ph46L4xenKWeX3bMWz9dZIsiuDT+RN6dmhGzfIlcbZ4RNjVM+zftIolq3ax5ht/dgQMZ+lfP9GqqC4/T1cVqqss6dOcD582Jj757SPaN6yF9zsuqELPEnR0L6tn/sqSYxGoHWrQpW9DXoqVU6BW6ZdtK7Vo7ezaTzSorq/mg+b9WXrDnlp9xtKzSU3Ku0qEB9+jRIOXww/iLq3n++Ff8L8dN4hXOOBRuwu9/ZtTr4onpUoUIX9iJFf+2cmq2bNYEbScYa3DSdq9jc+qvAxHpC4+7XZOaSdqwv49y13JkYbe5XTXdVrFyU4uCReXMLDNYJZfScSuXEuGDepF+yY1KFskP4nRNzh7YAvL5s5m/fIvaHHiFPM3L6RXBh1eltpJOpvVYf9y9q6EY0Nvyum6U7RpQP/u77BgcjDrl+xmUoNWRoxoSuToui3cVFvybsdOlDWgiWjVU537hfbdf+dKFpePk7t0Yu7OCdTL9LqRDkg27SZeWsrANh+y7FICcodyNP+4H93961HJw5X8CdHcunCMnZvWsnL9j/TYu461o1sTa3AgC8zpXy8RPG3Lmog9fN+3P5N3hmNXuRWffdaeupXLUqqQjIe3zrFv/XxmrzjBnsld8Gc7+7+vk/GIEM1d/vrQl+4LL6MqVJ0e331Cz5Z1qeReEGVsFLcuHGf3plUsXraTWR/vY/ORpRxb3NnIFTFk2FZsTp8PyqUsRyvFnOKvtce55+BNh44+OKWLtchsfPDQ+r7y9fv6S9bGbFlRtUYlrFW7OXXqMVR21JvZqmoNKlmr2H3qFI+pjP4cekWKBLmYgK6uPhebI1QXBN4Agfh/mdq4NgdPqyjbYTJLfv6MJiVS322UxqNiTRq0+YDhQ+YwsMsINhwYR8cP3TmxojuvYWl280NJOMaErh+z8roVNUetZ+NkP1xS3ai412iC9q9z5+Z81LInC0POI/txDlN9M4uCqLm5pDdNBqzjrm1NRqxcyeQ27qnefoKTcwm8arWi/8AAhvv3YvaKj+hVpjz7x9XQ/WYXFRdnd6LJp9uJtihD5+l/MvPjd9O+HXQvR7W6Lek78gsCxvZn0C+H+LVTExLW72dGi8J63oJqnzNjuX96Ib2+G0pAYj2+2bKIMc2L89IDqlCjXit6dm9E90YD2HB8GqP/6MmW5kcY0HwAa+Lr8fXWxXzbrGiqB5QqeNdtRc8u9enq9yF/nfofX83qyb5R5XU//Jm/hnVIVHNn7SAaD1nMHc++LNg0jf5V0tZnZZ/6tO7di6a9fOmz+l9+Gz2HnoGfZ20NeE00AV8NZfFlFcU6LmDv0j54pnoGdSroTEkvH97vM5LRu6fx+axY+jZJtcSc3JkmX8ygSYpFKs59d5L1x+/j2uRzZk6pmYq5DpOfH1JdZHanJny6PRqLMp2Z/udMPn43rW+4l6tG3ZZ9GflFAGP7D+KXQ7/SqUkC6/fPoIWuN63PZZPAsQld+XjldaxqjmL9xsn4pW1MNHGvQZPOnWn+UUt6LgzhvOxH5kz1JS39FwJfbkjxPHlwih8/H8SKRw2YvHcJX9R1fulDvi+TQiLn/pzAL7se4Nl+LN+OHU6nyo7p/N8dz0rv0rxbDxr38aP/mn1MGDmfNjuG4qHvwS7HtJNEzp69hFrhSfkK6T/8Ss3j+Xb2cVHfXELvJgNYd9eWmiNWsnJyG9xT+TZOzpTwqkWr/gMJGO5Pr9kr+KhXGcrvH0eN9C/ms9pOnpv77Dfx7FkuqRV4lq/wyudxT5Moqda7F+/+MorDm5ay5X4ruhZMJySj3YTDrNtyE7V1fTp2cH/pjxmlz6PHtfXfS1v/dzQ4N/iK+YvG4Z/GAdxT7h18O33KmDEBTP1sBD+O/ZVECYOYmdW/UteBFMuD4FUM6jaYxWGe9F2wiWn9q6Ttjyr7UL91b3o17YVvn9X8+9to5vQM5HMvXR2FhuiArxi6+DKqYh1ZsHcpfdJ28jiX9MLn/T6MHL2baZ/PIrZvEyMDAloD5Dg3+YIZTy8GqM59x8n1x7nv2oTPZ06hZoZPRLnH1228ylNKsZWLZ4JJom6q+5DUFZhq28aL8qUUbL14huAkqPvyxiVVIrH5thBIdRv/tpgs7BQEzEtA8+AUB6640XvRUYLWfJUuIJC6LDmONYawZN146haQuLt+DN/lyqVg1Fxf8C3T/43HoekUVkxKGxBIbbGyVAdmLPmS6przzPrsJ45nskRiUshMBgxfT5hldUYFbGdauoBAGrkl2vK/DVNp5hjPyZ9HMfeq7lUWEoKm0O+r7UTL3em+cDvLP0kXEEgt1NqTtj9tZuO4ujgkXWTeoKGsCtV+cKjnn/o68wd+wnb7gaw9up0JaQICL/Naevbm13HvYy97zIFZA2ndbCCb8n/AmiN/Mz5NQCBVnnL9+HVMExxkcRxfuZJzWXxD9lKyCVtx2xgzcDmJredy6PCCVwICLyQq3en6y3haF5QRd2wVq0OyprQmejOLNt5FY9eEMb/2ShMQeFFmyoYlxRuPZvVfk/A16+uOBIKm9OOr7dHI3buzcPtyPkkXEEith7VnW37avJFxdR1IujiPQUNXkZkbqa8v4Nvp/xLv0JQpKyalDQikFqwsRYcZS/iyuobzsz7jp8wa0/N80gNO/PAxP4V48fmqlXyVOiDwPM2LXytqfbmAdVv/IWjdeLq8EhB4kRCsPOg162c6u8LDA3+w+KwBdZxT2ok6lItXYsC+DF7FdD2gpLIzZTObuCSFMHPAcNaHWVJ9VADbp6ULCKRWQ1mCtv/bwNRmjsSf/JlRc6+SvsczbztRE3rxCjHYU8arWIYPoArPHvTxs0f6bzvLNoSnzNWRWu2MthMOrWPLbQ02dTrQvqQhdfBUkrLSZ2w6d4ELF7L2F7wvB4wSeF7/oWoKNpjIxs2T0wUE0tKzLdeW8ZuOsu3bRjgbcuf+XL6Z/CuNNurrzOvXn+VJrZl76DAL0gcEXiRW4t71F8a3Logs7hirVoekvKF/cfr5hiaazYs2cldjR5Mxv9IrdUDgeZpnv5bFGzN69V9MMm8nn66UV3dft6+/qoFhRyzLeuFhqeb2pUs8MSSLZVm8PCxR377EJYMyGCJUpMmtBAzpWnKrbUJvQeC1EJBZejNqxwEW9K6Q4SRyqRWxqTaCKQPLoVTfZPWc9UQY8NyZOv8b31ZfY93KAzySl6Tb533Q+RVAKiWtvYcyvKUDyeeXsmhfQqozqTY1UawbN4nAmHzUHrOY8fX1LxyuKN2fyUMqoXxyiEWLT796s6EJZem4XzgRq8Sj/0xmdHM34K2wPe99/TvjfR2Qwtbz3c8HiEulps5NSY3SaxDLt02nTYkMXzWkvKUo3r4bvgVkJF8K5IhNX5ZunU5bPXlKduhKQztQhRziYOSbcxYJC8r0/pOdSwdQUc9nDPIi/nRp7IhMFczhw/8Z/LCgi6/q8jkuxUkoy9elfuq5GHQlzoZjmtCljPvlBLFKD/rPnEE398zq+JkC9u/x9e/j8XWQCFv/HT8fyMiL1Fxbt5IDj+SU7PY5ffQ3JoYOb4lD8nmWLtpHBq3pJQX1XfZuDaHi138ysYEBkRJ7H1o1K53BqJuXYlO2nFrTv21xFMkh7N5+7ZWH1HSpIae0E9Vd7kRoULgWo6gBVZlih9m5aIhaN45JgTHkqz2GxePro7fHU5Sm/+QhVFI+4dCixZxOF4cxbztRcfdOBBqFK8UygyQvQod+rXGRPWbvslXcTB+peMUJtAcSOLhuK3c0ttTv1I6ib+VdqIbINWP5PvABFHqfyX+MopYhE14qXGk4qB3v6PVb8/tXmqqU1Cg8evPnzqUM0H8xwL9LYxxlKoIPH+Y/XZcw1WXOXYpDUpanbv1Uo7zSFPqGd3KLr+crilshOerIO9xJ10foJpiPom6FkKsjuWNYBt1ixNE8QeCt7I7zRM0JI3IOAYuSVKqSfphtZupZ8+6A3nhbwOPAtQQYGxXQRHNy/UIWLFiQwd9KjodLIN3j1IZM0v2xkkNhBt3FpTUm9hhHTicjc6xD43cznhjuZSZH/Py8sdCEE7jrX5JennixpQr5nf9tuYesVE++HVJR/5C3lJyWVO7RBW+ligvbt3Ix3QVQ9c9cZux6iGTflC/HNjP8WzlFOT78fhBeFmquLf2N1eG67mJeqA4yG5p9+ROtixjQndp7453yAa0lTb74mTYvPwxPJTDdpqM31TyVSOprhFxITnfy9e3KbN7nm+mdMeSZGOzwrlYWhaTi+oWLrwZsjFFbqUx5Uyk9fsQjE9zVmKJeTavin7kz2PVQwr7pl4xtZsCD9TMhinIf8v0gLyzU11j622p0u1Esx46cJlnmSJ3G7xoUVHT088PbQkN44C7+1dWY0hmhKNmTMYMrGBAQS5dR764VNetUx0am5kpICHo9M6e0k+Qw7kZrkBV2xZAmqxfDKwkM4KIK4ff/beGerBQ9vx1CRQOH7FpW7kEXbyWqC9vZmr7DM2s7SSbsbjQaWWFc9UByaNGfTu4KEo4uZ9mFdJ3wK2y081juY+3WMDQFGtKpTQ59ANSltzmPaet/+hb+kyypNvQH+usLBhpbdnb4V2odZDa8/810Oht2McDOuxplFRKq6xdeuU4/FatEqR0wIj3m0evv5FNblul2rvB1hQuuheVoIsIw7PZOgYtrYeSaCMIMy5ApI3EydxPQG2/M3eYJ7QWBnElA4fE+TcqP5di5UxwPSmKwf/oPRDPRW3ODDeM+5IdgfTdgV1kzehBrMhKVsgJAe+oa8mCaSoY6OpyoZAm5c1HcDPkkFzkObm4UkKmJuhOW8oCY9h5Yxbk1azmVoKBMhz40MuSNyTN9FO61qVlCwfFLQQQ9goovvmlNImjtBi4ky3Bu2Y+ORk7cYFmjP318fuOro3tYtzWKfgNcUxHIwqaiOCWKKpFp350bOoO0siQl3OTI/n3Egwev/anYRGMVuBUvgqVMw8MHD7I0UsDSqwZVHORcvLyW+TtGUqN12m/5TVTQsGxJQazdcIFkmTMt+3U0cv4PS2r074PPb19xdM86tkb1YUD6kQ7qaMKjkpHkzhQ1rDEhd3DDrYAMddQdwrRdQNrGlNYumSXvDRlFU72TD6TNZuieVbHiOCs03ImO4jEYNsLAEOHZ2E40jx4QkwwWjk44GhDHM0Td9Gn0cVGdW8PaUwkoynSgj3EdHrVrlkBx/BJBaTs8zNpONI948BQSTvogWdelf49KzJ14hlVLg/jqx3czdckn+9axLVzC3r8z/qnnzkgPMQ/vq86tZu3pRMjflA/6vmP2gF12+FdWqkPhVpwiljI0Dx/wQFeM3dKLGlUckF+8zNr5OxhZo3XaeX+yUrg58+YGX5cXopCDDM3lGB4adLsgp1AhB2Say8QYlsGcRIWsHEYgS0GBW9evYGWVelYc46zbtWsn96LCOXj4KDevXzEucw5MvXPHdiLuhnL40KE8Yc/27du4c/sGRw9nzZ68ULdmdzdlGSp55Ud25gHB566j9q+Q4Xebr5Qt96Tb1OVUeajr6qpNHcu+Hz9m3nl3ek37jhbO6abUfS5Qlg+PagY91T/PkfIrU1pgoRWZlEAmUwSkyaNJTCBRkpHf1ibdxGWA5i4HDl5ApSiGX/Pqmd5QphGq3bEsT3kPOdLtMG5qh749XzhdfYdDR6+hktlQ06+h/qG56QUrSuPXqCzKI8EEHToBA/zTpzBxX4GNTT5khn3t96wMBfltrEGKJ+6JQVd5E3Uzbza5TX6sZRLxT+KyFBTAsQ2ffVydLRODWNSnJdYzFzGl+zsYETsy2TD1nUMcvaZCZlMTv4Z6B3i/Uo6itB+Nyio5EhzEoRNJDEgf/JMpsXjamEgwvDGRkCghy2+Ljd6HWguc3YoY3re8YkFGB9TERYdy5XZMyrKMUvwTnmgw44189rUTKS4+pS+ytLZ+tS/KyFyDjxvCRcPdAwe5oFJQzK851TML6rxSriXly3sgl24TdvMOKgq+fKA0ZzuR4ojX+pilNdZ6fUxJpT69qPPzSA6uWcLB8e/il2GM+wmB67cTITnSoXNLnF6x7204oCFs/yEuqmRY1GpCM7N/P5FN/pWVqpHbkN9ahrafiNN52+JIm88+pvqWiQQt6kNL65ksmtKdd15HJ2+UXbnA1+X5sLaSISXFE2/Q7YKcfNZWyKQk4g3LYBQxkTh3ETA6KBB8IYSYhw9TrHz8+BH/nDhissVZyWtyodmYUdiTOdzQO3e4RHXCAAAgAElEQVS4efsWpUqUzDzhW3HWghKltGu4X+JeRCQqjAkKFKRy885UzpBTFDGLhoCsIBXe70xXQ9d7ylBe2hPyIl6UKaTg4N0LBN/TUF/vW3gVV4IvEy8pKFuy1KszWScHc/6KGpRleMeg2cBT62OLo732gvaImJhUdxvJF7h47anMat6mvCZVUt67Cvbyczy4chEwV1AAFArDJ9Z6aqkchUKesnSeJKWyMTWGnLgtVzwd9i/pWOfeKH2tqfntahZGtGfggpPM6ulNwMzODPhwIP061aOkIV+wGFXey8TJFy7y1I2qYZoblce7ij3ycw+4cvEO+Hu+FK7dkhfBq0whFAfvciH4Hpr6bnofVFVXgrkcL6EoW5JSxsf00pZv0F4S/108RuD+Qxw/eYoz50O4dOUGYQ/iUT+rWguNJiU4YJA4AxNlVzuREp4GM62tTX+h8dQEU7kkE3z+CmqUlHkno5n9M4Zk62iPlUziUUxMumCbGduJlPA0SGVtnWb1l4y0UpTqTt+mEziwKYAl26fg1zaDPjd2D+v/Dkcq1I3OzQ3/FCejcnPn8WRCgq+glhS416iFQXNdGmVodvmXUUqkS6y9hmk/D5DI6GpgXfNbVi+MoP3ABZyc1RPvgJl0HvAhA/t1ol52dvLpNNW3m/N93RJrKwUyKZF4bQTGTm9UD0trKxQyicR4bQDfTu81SB8jcT73EjA6KFDGwxM/P1+0AYH8Nnpmm9LDpXBhJxwdHYiKiibsbgT5bUy7u0tISCAuPh7b/PmxtDQq7J6iYXxCAvFZyP/cTGfnQjg42BMZGUV4RCQ2+UyzJ6v6xMcnEJ8Qj62tLZYWpt81ujgXxt6hABHhkURERZlsjyRJKfo0bdqYom5uz3G95b8K7GzzI0Mi9tGjDC+UORKSVT1aNXZm0dKjrFt3g0GfemT+JjLpFGsCglEpPfFtWubVtEmRRGpnH9L8w7T3vZmfwcAG3SwkHocmpLxFj49PdbuRGEXkfQlkTrgYNFXzq9KVLi4UlEPMvYhXT4ojr5eAsjSd5x2mctMfGD12JluOLWX80WVMHlmBxp160qdfH9rWLGLQA4wxiidGRfLUjVwMm/H7FeFKXFwKIieGexFaP0oXFMCKeq0a47xoKUfXrePGoE/1LO2XxKk1AQSrlHj6NqWMsfGlV/TL+MDjqztY9vufrPprO0evPiBZkmFhX5SyFSvxXrtmlCvrSUkpkAnfrONuxmJy3BmZ4mmwSq026DXaK/pnnUsSkZHayTc1/DPtfbyN6/CQHoeSgJRyz5Kqx3uqp7naiUzx9CFOrdY/gaS2ZLkL7fu15evNS9i8ZBPR/r10jhp5vGc92yPBpVcnmmUQN3gFeJ478Lz+ZTgXyY5RPM/lZ4N/ZWtdKCndeR6HKzflh9FjmbnlGEvHH2XZ5JFUaNyJnn360adtTYpkNZaXVRtyvK9rUGu0nycqUFroDwhocWjU2t5IhkJpIQICWfWPXJ7f6KCA9qF7/Lix+LdpTU3vGmYxX6VWcerMGXyqe5skT6VSceps1vKfPnuWGtWrm1R++kzJqmTOnDtHjWqmyUtOTubs+XN4m5g/KTmJc8HBeFetll41k/aTkpI4HxJMdRPlPc0fQvWqVU0qP69mkqV8Uy6hre9c9P4X7SRyLYYPxnvdd+z/aTQr26ykZ4bLSiVyfuaXzDmvwq7RRwyq8WrQThOfQKJGe3trjV3BghQ0KigABQvWo6SiONVSvXLRJCaSJEnIFLbYGRAp1+Vjcjs7bGWgfbMo/uUEAvnx6jCRv9p9Rsi25Sz8cwmrtv7D9rmj+Xved7jV7MyQb8YyvLWnQRP26bdIQ2JiEpIkQ2FrZ8gLFx0i5djZ2aYE/xIy+D7ArsVwBnuv47v9PzF6ZRtW9iz5auDsmeTE8zP5cs55VHaN+GhQDeM+tdGhna5D6qjDzB79GZOXniRCZYVr1aZ8ML41Ld9vQoPqJbFLFYhQnQjlFyPbq64yX+cxWb58KZ+1JCYkGNXvmo2LJp6ERE1KINjariAFje/wqFdSQfFqGS0VaIZ2IstHPu1w78QEEgy8ONk1609nj2X8b9cy1oX14KPi6R9IHrN73Q6iZEXo17kxtiZUuurMD7zfbjaX9U2no0e23KUbiw/9SMM38oCZQGKi9o25DNsCBVJGgOlR17jT2e5fxqljbOr8Xh2Y+Fc7PgvZxvKFf7Jk1Vb+2T6X0X/P4zu3mnQe8g1jh7fG07R3bsaqozP96/B1nQUbdDCehAQJ5PnIZ6B/a19ESsjJZ2gGg/QQiXIjAaODAlojtcP6zBUQ0MpTKpQmBwRS8iuznt9cAQGtPhZKC5MDAin5LSxMDgho81taWJotIJAiz9LS5IDAy/wiIKBl8fKfmgcxD1M64vy2thk+BLxMn7O2LKt9zvTPt9B04no+9h+MbPVv9PBKP3Iohn9mD6LL1/t46OjLz78M0vkWVJ7PGiu5DGQ+jNgYQG8zfEf4XKakfszjxxrIn/4GVT9PzaNHxGoHG1hn+IGsfiEihfkJyB2p0OoTfm71CT9EnWbjn/OYv2AFe04s5Zu2ASzr/itr5n6gd9lE/Yo9/dZSLpNQP36MaW6k4dGj2JQHgAyHq1tW4/Ppn7Ol6UTWf+zPYNlqfuvhxSut6Z/ZDOryNfseOuL78y8M8kj1dK7fGINSJAT/Ti//T1l/Q41rncHMmTSafvWLm30EhkHKZFMieX7tXBeQ+OSJ/hUTnulgVi4p3/xqPweS4TNiIwHm6PB0scpKO5HnT/kGnMQnPNG7rMSzwq3eo3+PKsz+7gDLV11l0Bdl017XHu5k/c5oZMUG0dU3vXfrMkDHMYU1dvb22Gc1KFAgH8o3FsyywTa/AhnJxMdltFSpDtsNPfS6/MtQfUxKJ8exQis++bkVn/wQxemNfzJv/gJW7DnB0m/aErCsO7+umcsH+pZDNKlsAzK9Dl83QA2dSTRPiI2XkFnnI59BlwgNT2LjkWTW5DMsg85ixcG8QcCkoEDeMF1YIQi8SQJJ3AmNRIMc1+LF0948vUm1DC7bhnfHruN/Z2swIGABvbx3Madlc+r7eFPRTc3ts0Gc2LuVrf9EILn6Mm7FCoZVziBsbemCi5McKSqK8HA1aV5FGqxPuoTPZBL1H5HaJR/Tz/qeLrmuXVVkZMqayrLCRXSdFsdyAAGlc1U6fDGHDiPGcXDWSAZ/u4qQ5YNpKdlxdElnI1cLeNUgSxcXnOQQ9V8kprmR6tlQcRmFi2TsRzbvjmXd/85SY0AAC3p5s2tOS5rX98G7ohvq22cJOrGXrVv/IUJyxXfcClYMq2z+B/XHgYzuPJT1Nyyo8vFqNv3mT/G8eIdg54KLnQz1vQgi1GCv78bZ7FwscXFxQi5FERUejhq7bO//jW8ndri42CFT3yPCIEjatqOkQu8+1P1pGAdXLOfciPFUTeU/MTvXseOenFJDulDPxDirsuJw/jo1/NWGmquOKLB3sEPGfWLuaz8jKWXmIduv37+yFb/SmaodvmBOhxGMOziLkYO/ZVXIcga3lLA7uoTOeuc0yg7tst/XTdZaFUFktAZ5YVcDb3tURERGo5EXxtWE+yST9RQZcyQB41+f5UgzhFKCQC4jkHSWk6dj0cgdqFDJ/eUM0rnGDDV3/57GjL2PKdVyEH3ftSQ4YB5TRg2kR8/BjJ76B9tuFcR3yGz2Bm1jbEPnjG98LN6hYhkFMlUIJ05qFzYzwz+LClTw1Mq8TFDQfaOGCT8tXcX5k6d5qJHjVK6CGRQSIrKVgNKVesOWsm/tJ1SyVnN79Vh+OWrodP4Za2ZRoQKeChmqy0EE3TdwHHVqcarznDz9EI3ciXIViqY+k2Zbffdvps3Yy+NSLRnU910sgwOYN2UUA3v0ZPDoqfyx7RYFfYcwe28Q28Y2NHF+gzRFpttRc2PR9/x+IQkrny9ZklcDAlqrlW4UdZEjRT8NCqQDkW43O7hY8E7FMihkKkJOnExZyjFdodm3a3A7UeJW1AW5FP00KGCgRooSXejXzBH1+VUsPZ6UKtdDdm3YzX15adp0qW3+gFaqknL+phJ3d+2nHypuhlwwah0aw2x7g/5lmIImplLiWm8YS/et5ZNK1qhvr2bsL0dNlJX1bDnW1zURhGuDAq5FKZoqKJexxRoiwrVBAVeKGpYhY1HiTK4nIIICub4KhQG5kYAqZAe7r6uR2b5Lo9omvjZ5g4arzk+jS/dZ3KwxmU0b5rFwz2Uio0O5GHSQ3bv3c/zsTSLDz/P3jMHUdXt1HoE0qsvdqF+vPErpMUd3BvJ0bZM0KYzfkRelXp1yKKUETu4OJMZYCerL7Np7BbXMjlr1axqbW6R/IwTkFG42nu86uiBXXWf39pAsayEvWo865ZRICSfZHWi0F6G+vIu9V9TI7GpRv2YG7Vx1nmldujPrZg0mb9rAvIV7uBwZTejFIA7u3s3+42e5GRnO+b9nMLiuW7bMIwAxBO46RhyW1O7Vn3cMupnMMt43I0BeklLFlKjDb3DjiT4VsoOLHLf69SivlHh8dCeBZunw9NmR+rwh7UROyVLFUKrDuaEf0kvhcmfa9mtHEeka65ft58Xg+Me72bjnPvKy7ejso+d68FJaHt1S4uFdlUJyibhTR/nH7FPWvGn/yt5qkxduxvjvOuIiV3F99/bsLSwz6TnU1zWRN7j1CPIXK2lY8FgTyY2nGShp4qTMmWES53IXAREUyF31JbTNEwTiOPjHCs4ny3Bu2RP/XNcRJ7B7+gyOxrnR8YsPeefZPZ6lfVHKedfFz68+NSuW0D8s90VdKqncpQve1hIRAfNYeduEN7IvZD3fUFK1S0eqWEnc2/YHq24ZJzPhyAKW/JuErHAzurR4O1fTfk4yd/0WoEZ1L5SoiQrXNSe+doblp+PFNdpl9PQZp6xKl45VsJLuse2PVRjnRgkcWbCEf5NkFG7WhYzcKGH3dGYcjcOt4xd8+LIxUbScN3X9/KhfsyIl9I5x12eInvPqSO5GJCPJCuLurl0tIQ//kztS8Z0SKJKucuFS6rfZOmzOJi7Kyl3o4m2NFBHAvJW39fuhDtWydkhfO5HjWPEdSiiSuHrhEnoopVHFtml/unnKCN24jJ3PAh6xezay+z8FFdp3wvttjwlop9T1aURtBznq0K2sPfgidJKGY1Z23rx/ZUV7/XkL1KiOlxLUUeH6E2eSQqZQPv10R3st0HsxeFVQTvT15AshXFMrKFepomEjcpIvEHJNjaJcJSpm8IXnq5aLI3mVQJ6+9ufVShN25W4CSWd/45tF11BbeNFnaBvM/8jpROe5/3Dmn2V8UErfB7MmsNREcOFSFGp5cTw9zXMVUZQfwPC2zsge72HKNxsIN+ECnd4SZcUPGdbSCVnsXn4cG0CkoTKTzvLb1wu4oragfL8RtC8susn0bHPuvob7D2JSJvAs4FhQh5oy7O2frgYQ+/CxAUuBKqn44TBaOsmI3fsjYwO084AY9k/bzr9ecAW1RXn6jWivc4k20BBx4RJRajnFPT0Nu4kzrHjjUslssUtZaiOOR7GGLtWXwJWg89wzFIhxGmVjaksqVC6Ptfo2wSF6PlfKLi6K8gwY3hZn2WP2TPmGDebo8Iwipq+dgGWFypTXfooTHGLcJw6WtejbqzrKyM0s2RSFhlj2BOwiWlGZdp2q5MJP5YwCa1jiwv70aVMEhTqUVVMXcs3QJoeK2wePc1Nfm3vj/mUYBlNTae4/IEY7wX4BR1NFpOST2ds/XWEo9iGPX1nf0wDROc7X1dwNvkSUVIgKlTJexSa1Zeq7wVyKkihUoRIZLiKVOoPYztMExN1unq5eYdxrIRC/n+lfreaSAQF/TfRuvu7/A8filJTpP5VRtczzUJ3WTgUF3StSuZIHhbPjrYzcCWcnK2Tqa5w5baaxr/LCdJg4kZbOGm6v/IR+v/1DbFqjjN+Tu9B54hh8HSVCl3/KoPnn0TtSUxPFjtH9mHQ4FqVnX6Z8VvPNPagZb3EezKHi0sJhDP39lGGflSSeYu3GYFQKF+o2rKyDhxwnj9I4yTVEhpzjrgE343KXzkwc44ujFMryTwcx/7xeL0ITtYPR/SZxOFaJZ98pfFYzo3Yux8nZCSuZmmtnThtmow6rsnxI7sw7Xq4opFiO7zmgv+0l3WTj537U/3Sr4cG2LCtpPgEF3n2XisoETh05nnmfkG1c5BTuMJGJLZ3R3F7JJ/1+458sdXjmbidAgXd5t6KShFNHOK7f5VNVjoLyvfrQwOYhOxat5FbMbjbsiEJZrR2dc/t3KZr7nFo3nZ+mr+P0g4yfzDX3T7Fu+k9MX3ca3cnsaDZ8CLXsJGL2fM8nc86jfwaUWM7M7YZf3xXc0Lv6grn9K1X1ZsOm6tJChg39nVMG3U4kcmrtRoJVClzqNsySNnInD0o7ydFEhnDOkIvBK6VlwdfN5kuplYrl6NFzqPNV4z0DP9OJPXqUc+p8VHvPJ5s+TUutn9jO8QRuP7okJariJfFPEBAEjCQQv17q7ijXxpclZArJsVovaeq2q9KTDMQ8Ovun9KG3gyRHLtn7jJH2x2SQMMcfVksRyzpIheQyyaJoU2nsX8HSfZU5lFZL4QGDJC8bmSRTFJbqDF8hnXuUidzEcOnI3EFSnfpfSocy7MJU0q0VPSR3S5kksygmNR27RbqeoFum+r+T0vz+VaQCciS5Qy1p7MHMCtfKiJfWd3eU5LL8UvvlGdV6+rLipYDehSU5VlKbJYbnSSkHK6nVwjfgNM/8XJa/vWSwmVo6G/tKznKZZNNuWYZtQh9DddgiqY2TXEJuJ3l1mCBtvBSbHujL/cQb0obBlSQbmUyyrT1FOpf88lSarfsrpE4F5ZLMsqL02T4DeapuSSt6uEuWMplkUaypNHbLdUm3G6ml/07Ol/pXKZDSzh1qjZX0uZE6YpnUoZBcklkUlZqO/UsKNktjMt434/cPl8payCSZTTVp5J4oSZ0G2vOdZCks8BepZ1VHSWHhKtX7oL1U0QLJou5U6VqGfYDxumj9IlvbSeIxaVR5pWRReYwUlJGfPDM5+7hIkjo8QBrkZSPJZAqpcJ3h0orMOzwp/MhcaVCd+tKX6Tq8bGknUqJ0bFR5SWlRWRqjD9Jz93jxe09a0amQJLeoLo2a0l1yVVhJdX68JGXoIi/y5eQNlRQ8tZ5kJ9MOMJJL9n7TpSu6DFIFS1Pr2Uky7X2B3F7ym34lA7sTpH8n15Hs5UgyS3ep7dQDUoQueZIkJd/dJ03t5CXZyfNJZTt0leoUkEmK0kOlfYmZ8zKXf70sxZS2nHIxkPo6yyWZTTtpWfrLnjpMWtTGKaW/tPPqIE3YeEnKuJdPlG5sGCxV0t4j2NaWpujs5I3R8b60olNBSS6zlCp+tk8y8GrwEkfKlim+bm5feqZSwh5pSCmFZFnnJ92+mU5zSUqQ9gwpJSks60g/6XTmVzKIA3mYgDYekJenE8rxARmhYN4goPT6kBkfxTNn3DJGtVzLb97v4+//Pg2qlaGIbSLRty5wbNsaVm4+QViCApdG41izdgz17XOr/XJcuv3KvENX6Dd/JxPaVWRKAVeKuzlhZ60k9fLPMpkCC2sbbB1dKOlZER9ff9o3r4aLzhEMclzbzGHvBic695zK4d964LP2V1p06ECrhlXxLOqCrfSIqLArnDq0h20bNnH4dhwK18acvKyiTmVd3ZmCEt0Ws9eyAO36z2PnRH+qLm9A2y5taVyjLMWdLHgcfp3zh7axdu02Tkcmoyz6PpPXrOCL2na5tYLyjN5yt978vvEB+QaNZ+2GsbTdOpsqvq3wb9WE9yqVpoi9BUkxYVwO2suGxYvZdO4+itJdmbPkcyrqcgctGcd2jPiwEpt/OMv/2vsRNexjOtTxxDE5kqvnThAYXJSRC4ZTLXV+RQm6Ld6LZYF29J+3k4n+VVneoC1d2jamRtniOFk8Jvz6eQ5tW8vabaeJTFZS9P3JrFnxBfrcSO7SjV/nHeJKv/nsnNCOilMK4FrcDSc767RrqctkKCyssbF1xKWkJxV9fPFv35xquhuT0T5gXXc0vw7aRcfZp/ilVU1O9xtMd9+qlCvpBA9CuX7+KFvXrmLL8TBkHq34duMMRtc7SNdVf3HJ6NLecAbLKjRp4Ma0hXvYff07vMtm/JlVdnKRu7Zhzt4NOHXuydTDv9HDZy2/tuhAh1YNqepZFBdbiUdRYVw5dYg92zaw6fBt4hSuND55GVWdyi+G4mdLO8GSKk0a4DZtIXt2X+c777JGLJ3ohH//dhTbsIBp355BY1mXUR09jMj/hv1DZ/GPOb7/JLEpw8w1PDpxkH8Sh+Jpky7x4+PsPxn79NMkzSNOHPyHxKGepE8GVlT7cgPrHvrTaepxAkb5cXhZczp3bkW9iu64Fkgm6uYlTu/dwPINh7mtKkrjMX/x55dKJpZfy7F0xeraNZd/6ZJttmNyN3r/vpEH+QYxfu0GxrbdyuwqvrTyb0WT9ypRuog9FkkxhF0OYu+GxSzedI77itJ0nbOEzzPs5A3VzpF2Iz6k0uYfOPu/9vhFDePjDnXwdEwm8uo5TgQGU3TkAoanuRikl22Kr5vbl57qpDq7m31hcrx6NsagL0dVZ9m9Lwy5V08aG5Qhve1iP88RECMF8nDYR5iWvQSevUG1bDRdClNLUvzNvdLMIU2kMgWUT98SaN8UPP+TKaT8JepJA2YeyvBtQPYqa27pCdKVFX2kslYWknOFmlLV0oWkfArZS3uf253+VyaX7Mt3kWaczDwmr4o4Is0d4id5Oli8ylIrU6aQbEvWlfpMXC2dua/7nWZ6i+Ov/y390MNHKmIt0yFTJinty0hNhy2UTtwzTJ6+t9zpy3+6n81vQHUXmrWjb3CkwAvFkyOkYwtHSe19iku2GfiZzLqoVLv/b9KBSAPqL/GitHRANcnxFVkyyaJgc2lWhq+946Xrf/8g9fApIlnLdPi7TCnZl2kqDVt4QjLYjSRJSriyQupT1kqycK4g1axaWiqUT6HDR1P1JyntSibJ7ctLXWac1PGGy5i3ZS8oS1LyHWnnxHZSOXsd5afY1kj64Mdt0rXnI3MS/pYGFFXkvpEC2peXuz+SSimspPrTrmfwJje7uaSSr4qQjswdIvl5OkgWKW+iX61rhW1JqW6fidLqM/czGMWhfaVs5nYSv1v6qJRCsqo/TbqewVvsVFak3Uw8Jn1ZQSmBTLLxmyHdMqBZphWQ0/aSpdMTfCSblPqRSbb1fpJCdDFJPi1N8LF52n5ltlK9n0L0+NcT6eqm8VKHSk46615mUVCq0HyYtODkf0/rPfmENLqihUEjBV4QNJd/mTQ6Ts9IgRdKJksRxxZKo9r7SMVtdfQ/Kdd9a6lo7f7SbwciM24DRuuYKF1cOkCq5vhqmVr2zWdde6FhhhtG+3p2+FKydHpsVcnCooo05l89w5+eGZJ8eqxU1cJCqjLmX8mwHBkSECfyAAFtPECm/c/FpgSWigyWS8pzYRBhkCCQzQTiwji5aweHg28S+ViGnUtRPKv70byuB3Z5YhaPRC7M60rTobtw6LuYTTM74q59869KIDY+EXWaTy01JMU/4r/QK5w+uJk/5/zBjqtxyIv3Yk3QItrrW3khIZxTe3Zx9GIokdExxMttKOhWhip1fGlQzU3H2xf9dauOuczBHfs4dT2MqIdqbJxcKV6uFk2b+uAmukH9AN9wiiehJwg8cIbrd+4ScT8BpZ0TbmW8qe9bmwqFM/p2X5fSKv4LCWTrrhNcDX+IysYNL5+GNPWtiqteMWpiLh9kx75TXA+L4qHaBifX4pSr1ZSmPm4Y40aJF+bRtelQdjn0ZfGmmXR82phIiI0nMW1jQpMUz6P/Qrly+iCb/5zDHzuuEicvTq81QSxq72y2VQM0MZc5sHMPx4NDuZ9kSaHi7nhWqUeT90pjmyf6MCAxkKEVmvJH8Z84v2cEpTMeLPDCebKfSwLhp/aw6+jF/7d370FV1nkcxz/nhoYIBKKA6wUdyVTESpyJNF1ayVWbaRwvTDTlhSRvWzazztq4g9Uf0mYXZJjMGUdTasxLMzVS7TJqXhJCx02zWqwRw9YLmyKp60E4/HasZEtBzsEn5Dm8/wLOeZ7f8/29vr/ncM73ec7vp+On/6Nzl5wKjYrXgOT7lDb6LsVff7m5MbZrf7HmPKnVjgWDlL66l/52eJsW+oPUGEitip8coD+uqtYfXv+XPsjuadn4bDxEW/9Sf1K7161W8Yl4pc96XCPjmh409Sd3a93qYp2IT9esx0eqmc2uif6yqg5t09/3fKlvT32v/zqj9LuEARo2eqxS+3a5ZtvW/mnd+GptBH7td/G4ynbs0sGj3+nEqbPyursqOn6A7rk/TamDYn6TeX7qz3ypHUXFKvvmpGrqQxU/MEVj0tM0rOV/BldeTAIf61aPpfqDyhmRomVarH1lzyn5l3e6NYler4M5I5SyTFq8r0zPtbxDk63wYPAIHD9/ROJOgSAo79AFBNpQwFuWY4aHukz0uAJTHmB52VdVZGYPcBuHI9SMLfiuDaPmUAi0QwFvmckZHmpc0eNMQeAnkymaPcC4HQ4TOrbAfGf7K7FtnZ86s3/JUOMJuccsPRTgC1lbh3oLj1e3f4kZ6gkx9yw9FNjVxLp/mr8me4wjfKJZfZLBeQtTyKF/a4F2MNa9e54xie5QM/rl5uawuAbBu8c8k+g2oaNf9nP+gWv258+gE7hSDwiWmn/wlGroCQLtWaChSu8sW6EDdYOU/UKWElusRv+6M86YdM3JGCy3qdWRL2z3TeRfd4a/ELgpgQZVvbNMKw7UaVD2C8oK/GRS+pwMDXYb1R75QuV1NxVMB9zZrWEzszQq5JDeXlvqx+zvHZBIknvYTGWNCtGht9eqtOUp8huR6j/fove/9Cnigal6qKU7whr34hcE7Cdw6wNdDGIAAAieSURBVMf6eRWv2aijEeOU9Wg/v+buOF+8RhuPRmhc1qN+3SVlv6wQcWsEAnxL35pDsA8CCASNgHe3Pvq4Ro64afp9UpOzBbbQVYfCw8N+3MZXz6eYFrBaeLpBJ4tXKO8f/5YfK+u10NbVp13qmf6U/jQ2zv63+l7tUrv96dXujz5WjSNO036f1KrloBzh4frxbPLVi7Mp8ES7EjI1f9KLmrr+NW1elKrMHlwnuU7RlaDM+ZP04tT1em3zIqVm9vDjteGidqwq1GFftKZkTFQMrNex8kCwCNz6se6rWKe8TaeVMH1By1/JvMLuq9C6vE06nTBdCyz82lmwZLQj94OiQEfOPn1HIFCB2nOquWTkiOmi0F8uM+B3OzUq21cun6OT7hw2xO+92LApgQZ9/8l6vbL8gIUfCD26u0um5lMUaArc4sdqda7mkowjRl1adzKppmyfyn0OdbpzmIZ4LA6vQzQXpYcWzdXwTc/r1ZWfa1pOcuOM/h2i+352MuqhRZo7fJOef3WlPp+W0+L3lRsqNyh/U6Uc/eYpe+Ltfh6FzRCwn8CtH+te7c3P105nmlYsHOXXPEvevfnK3+lU2oqFGhXAPCX2yw4RBypAUSBQMbZHoCMLhCaob6xTvspSfXLMp9QbLOXVFNPFkle0fOsZqftkzZgU19QmPOa3gFuJ8zbr4NRLPy1/5fd+N9rQodti+vHB6EZElj0XqoS+sXL6KlX6yTH5UgNZ8k3SxRK9snyrzqi7Js+YpDiuxrYqM+7Bc7Q4Y6UmFyxV4cwtmt4LyOsg3YM1Z3GGVk4u0NLCmdoyvVfzdwv4vtX6p5fog+pwPfD803zouA6TB4JGoB2MdV/5SuWsrlD/Wav0mD/LCvrKtTJntSr6z9Kqx/r69VWDoMkXHWlZgIkGg26uCDqEwG8o4DW7FiYaj8NpekwoMF9cXZrMjyP+cCDfPNzbYxyueDPpzWMtLNPkR4NsgoDNBby7FppEj8M4e0wwBYGdTCb/4d7G43CZ+ElvmmNNLY1mc5u2DL++4g0zPspjEp4oMtVteWA7Hau+wrwxPsp4Ep4wRc0h1VWarX9ONVFOp4kYmWs+q7VTB4kVgQAE2sNY950wb02JNZ6emWajP0vxGp858dYUE+vpaTI33mhZxwAc2DRoBK7UA1wLFy9YGuaJkMvJTQMtl1DYAoGOLuBWr5SBOlu0Wdv3FmnTtlMKTxyqIX0imr26XHuiVBty5+qR7DyV1MRq/EvvqTB7UEDLtnV0dfofnALuXikaeLZIm7fvVdGmbToVnqihQ/ooorl/x7UnVLohV3MfyVZeSY1ix7+k9wqzNSiQNRCDk/KmeuWMTFJynEux90/QfX26Nn8V/KaOYvOdnZFKSo6TK/Z+Tbivz4/L6/qOFGnNh1/r/LmjKnl/vfL+Mk/PbvhKdX2n6vV3l+tBJhOwedIJ/6pAuxzrjhB1DXOpW9o8ZY2I8uN1y6GQrmFydUvTvKwRiuKmqKvp5aekHy6fkeNKZaBHaG+FuHhXwahAAAH/BBpOb9ey2U8qd+s3umDciux3t1JTkjWwf5xuD7tNrtrzqq6q1FeffaqS/V/rTJ1LkUlTtCRvuZ4aE99sAcG/o7MVAkEk0HBa25fN1pO5W/XNBSN3ZD/dnZqi5IH9FXd7mG5z1ep8dZUqv/pMn5bs19dn6uSKTNKUJXla/tQYxTdXQAgiIrrSHgV8Ks8dqaRnS1Vnfo7P4VHcyPlasSZXk/u3ZiLa9thPYkKAsc4YCH6B4+eP/FQU6B7aW50oCgR/xukhApYKeFW5a4PWFr6rD3fu1+GKU7rQ+O5Qcjg7K7p/slLuHaOJGTOU+eAdiqAybWkGaCx4BLyVu7RhbaHe/XCn9h+u0KkLdf+fK8LhVOfo/kpOuVdjJmZoRuaDuoOTKXiSb8ueNKhq3ztau2WPjpyuVaeYBN01drKmPMDrvC3TSdA3EGCs3wCHp4JEgKJAkCSSbiDQHgQavNWqqjqrcxcuyxMWpeju3RTZ2dUeQiMGBOwl0OBVdVWVzp67oMueMEVFd1e3yM5MCmWvLBItAggggAACthCgKGCLNBEkAggggAACCCCAAAIIIIAAAtYLXCkKcDOv9a60iAACCCCAAAIIIIAAAggggIAtBCgK2CJNBIkAAggggAACCCCAAAIIIICA9QIUBaw3pUUEEEAAAQQQQAABBBBAAAEEbCHwc1Hg6noytoiZIBFAAAEEEEAAAQQQQAABBBBAwAIB7hSwAJEmEEAAAQQQQAABBBBAAAEEELCjAEUBO2aNmBFAAAEEEEAAAQQQQAABBBCwQICigAWINIEAAggggAACCCCAAAIIIICAHQUoCtgxa8SMAAIIIIAAAggggAACCCCAgAUCFAUsQKQJBBBAAAEEEEAAAQQQQAABBOwoQFHAjlkjZgQQQAABBBBAAAEEEEAAAQQsEKAoYAEiTSCAAAIIIIAAAggggAACCCBgRwGKAnbMGjEjgAACCCCAAAIIIIAAAgggYIEARQELEGkCAQQQQAABBBBAAAEEEEAAATsKUBSwY9aIGQEEEEAAAQQQQAABBBBAAAELBCgKWIBIEwgggAACCCCAAAIIIIAAAgjYUYCigB2zRswIIIAAAggggAACCCCAAAIIWCBAUcACRJpAAAEEEEAAAQQQQAABBBBAwI4CFAXsmDViRgABBBBAAAEEEEAAAQQQQMACAYoCFiDSBAIIIIAAAggggAACCCCAAAJ2FKAoYMesETMCCCCAAAIIIIAAAggggAACFghQFLAAkSYQQAABBBBAAAEEEEAAAQQQsKMARQE7Zo2YEUAAAQQQQAABBBBAAAEEELBAgKKABYg0gQACCCCAAAIIIIAAAggggIAdBSgK2DFrxIwAAggggAACCCCAAAIIIICABQIUBSxApAkEEEAAAQQQQAABBBBAAAEE7CjwP1EKg+wYnk2/AAAAAElFTkSuQmCC" + } + }, + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "3b4d3faedbc685c3eba6fe3d8800c1c8", + "grade": false, + "grade_id": "cell-b6c67260a20406e0", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "e8128b66557014599ff8ce554a5e396f", + "grade": false, + "grade_id": "cell-2ff6edbd4d60f8ab", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Hint: Look back at Worksheet_04 Questions 2.9.3 and 2.9.4 and see how they managed to add colour to distinguish the restaurant names" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "b24b7f9f7cff72927527fc73a3ea71d7", + "grade": true, + "grade_id": "cell-75bc3b0802aa3f05", + "locked": false, + "points": 0, + "schema_version": 3, + "solution": true, + "task": false + }, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "9c4c14b5a0dbf92c597375245fe5c383", + "grade": false, + "grade_id": "cell-2174de6af22f3ebe", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "Notice that when looking at the number of diamonds for each cut, it doesn't look right when comparing with our y-axis. This is because the histogram takes the total number of diamonds rather than making separate histograms for each cut. So what if we want to see more clearly the distribution for each cut individually?\n", + "\n", + "We can make a line plot out of our histogram by using the `geom_freqpoly` function:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "options(repr.plot.height = 7, repr.plot.width = 10)\n", + "d2plot <- ggplot(diamond_edit, aes(price, color = cut)) +\n", + " geom_freqpoly(binwidth = 500, size = 1.5) +\n", + " theme(text = element_text(size = 20))+\n", + " labs(color = \"Cut\", x = 'Price (USD)', y = 'Count')\n", + "d2plot" + ] + } + ], + "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": "4.1.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/materials/R/tutorial_activity_viz/tutorial_activity_viz.ipynb b/materials/R/tutorial_activity_viz/tutorial_activity_viz.ipynb new file mode 100644 index 0000000..d23c95a --- /dev/null +++ b/materials/R/tutorial_activity_viz/tutorial_activity_viz.ipynb @@ -0,0 +1,394 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "5103ddb214068b8e905111510c10c7e8", + "grade": false, + "grade_id": "cell-9dad87620aede24e", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# DSCI 100: Introduction to Data Science\n", + "## Tutorial 4: Effective Data Visualization Class Activity\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "2fed6f168da3dae7d625f3bbdfccdb08", + "grade": false, + "grade_id": "cell-8a855bc03103cb2d", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Create a new R Jupyter notebook." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "f53bc91d5dac1330b9664b5c4a8ac7db", + "grade": false, + "grade_id": "cell-76759f4a04cab266", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Load the `tidyverse` and `repr` libraries " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "ed7437a942d81a3cb2d89499c1b20926", + "grade": true, + "grade_id": "cell-05ed1d8d0bf7e36a", + "locked": false, + "points": 0, + "schema_version": 3, + "solution": true, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "options(repr.matrix.max.rows = 6)\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "ae26a50fbbb23ef0b7dc3df9949b1489", + "grade": false, + "grade_id": "cell-a661eab74d7290fa", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "We are interested in the distribution of the prices of diamonds which are **greater than or equal to 1 carat**. We will visualize this distribution with a **histogram**, which has **$500** intervals.\n", + "\n", + "First, take a look at the `diamonds` dataset and filter the data so we only have diamonds **greater than or equal to 1 carat**." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "5ba47bfa968fe516f6b98edd80f955b3", + "grade": true, + "grade_id": "cell-8eb716d6feda0ca2", + "locked": false, + "points": 0, + "schema_version": 3, + "solution": true, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "fa00b5b4fa17b28aaaefc34aa56c37ed", + "grade": false, + "grade_id": "cell-531f7c7c91eff2a6", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Now, make a **histogram** where we count the distribution of prices of diamonds which are **greater than or equal to 1 carat** in intervals of **$500**. Also, don't forget to size the plot appropriately and name the axes and legend.\n", + "\n", + "Here is a hint taken from https://rstudio.com/resources/cheatsheets/\n", + "\n", + "I recommend everyone take a look at this as they have cheat sheets for other libraries we use." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "7763bdf4d77849cfe26333780e0fbd3c", + "grade": false, + "grade_id": "cell-b2af2261757f7bd2", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "321c0bae7d46b8d09bb6c605121b16b9", + "grade": true, + "grade_id": "cell-e87fd6a0b8ad3d34", + "locked": false, + "points": 0, + "schema_version": 3, + "solution": true, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "4f8891348edcc7b628ce40d386f48a86", + "grade": false, + "grade_id": "cell-b209a381c570678d", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Now, what if we are interested in seeing the number of diamonds for each type of cut in each interval?" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "3b4d3faedbc685c3eba6fe3d8800c1c8", + "grade": false, + "grade_id": "cell-b6c67260a20406e0", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "e8128b66557014599ff8ce554a5e396f", + "grade": false, + "grade_id": "cell-2ff6edbd4d60f8ab", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Hint: Look back at Worksheet_04 Questions 2.9.3 and 2.9.4 and see how they managed to add colour to distinguish the restaurant names" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "b24b7f9f7cff72927527fc73a3ea71d7", + "grade": true, + "grade_id": "cell-75bc3b0802aa3f05", + "locked": false, + "points": 0, + "schema_version": 3, + "solution": true, + "task": false + }, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "9c4c14b5a0dbf92c597375245fe5c383", + "grade": false, + "grade_id": "cell-2174de6af22f3ebe", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "Notice that when looking at the number of diamonds for each cut, it doesn't look right when comparing with our y-axis. This is because the histogram takes the total number of diamonds rather than making separate histograms for each cut. So what if we want to see more clearly the distribution for each cut individually?\n", + "\n", + "We can make a line plot out of our histogram by using the `geom_freqpoly` function:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "options(repr.plot.height = 7, repr.plot.width = 10)\n", + "d2plot <- ggplot(diamond_edit, aes(price, color = cut)) +\n", + " geom_freqpoly(binwidth = 500, size = 1.5) +\n", + " theme(text = element_text(size = 20))+\n", + " labs(color = \"Cut\", x = 'Price (USD)', y = 'Count')\n", + "d2plot" + ] + } + ], + "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": "4.3.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}