{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# WP3: Component architecture\n", "\n", "by Luca De Feo \n", "Project review – 3rd reporting period" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# A little bird told me..." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "# ...that you wanted a VRE" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "

Why just one?\n", " \n", "

" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Architecture of OpenDreamKit's VREs\n", "\n", "```\n", " User Interfaces / Collaborative workspaces\n", " (Jupyter, Simulagora, CoCalc, Google Colab, ...)\n", " ↓\n", "————————————————————————————————————————————————————\n", " Kernels\n", "(Python, GAP, MMT, PARI/GP, SageMath, Singular, ...)\n", " ↓ ↓\n", "Modules, Libraries Database\n", "(LinBox, MPIR, ...) (LMFDB, MathHub, ....)\n", "————————————————————————————————————————————————————\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Components should be\n", "\n", "- **Flexible.** Enable components to be *flexibly combined*;\n", "- **Portable.** Enable components *run smoothly* across a wide range\n", " of environments (e.g., cloud, local, server, ...);\n", "- **Modular.** Develop, demonstrate, standardize APIs;\n", "- **Open.** Streamline user/developer workflows.\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Tell me who you are..." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "## ...a VRE for every user\n", "\n", "\n", "> \"Adrian is a student in Applied Algebra. For his Cryptography course, he programs elliptic curve cryptography in **SageMath** on his **Windows** laptop.\"\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "\n", "#### the *newbie* VRE" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "> Betty is a researcher in Number Theory. Her group owns a powerful **Debian Linux** compute server. She wants to query data on modular forms from **LMFDB** and compute integral bases for their Hecke fields using **PARI/GP**.\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\"screenshot\n", "\n", "#### the *old school* VRE" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "> Charlie teaches Group Theory in a Masters program. He wants to evolve his group's *old school* compute server into a **browser-based** VRE for his students to work on a **collaborative** assignment based on **GAP**." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "\n", "#### the *college* VRE" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "> Dominique is an engineer at CNRS, she wants to set-up a **Jupyter** service on her **national infrastructure** for a **large research** project needing an **HPC** cluster." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "\n", "#### the *scalable* VRE" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Components\n", "\n", "WP3 is about the **plumbing** necessary to make all these **deployments** possible...\n", "supported by documentation, tutorials, instructibles, and interaction with the communities:\n", "\n", "- *The littlest JupyterHub* \n", "- Medium sized \n", "- Cloud (kubernetes, openstack, ...)\n", " - https://github.com/jupyterhub/zero-to-jupyterhub-k8s\n", " - https://blog.jupyter.org/f8f6120d4b1" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## What did we focus on during RP3?\n", "\n", "1. Packaging / Deployments (D3.10)\n", "2. Integration of parallel components (D3.11)\n", "3. Maintenance/evolution of components (T3.1-4)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### 1. Packaging / Deployments\n", "\n", "> **Aim 2:** Make it easy for teams of researchers of any size to set up custom, collaborative Virtual\n", "Research Environments tailored to their specific needs, resources and workflows. The VRE\n", "should support the entire life-cycle of computational work in mathematical research, from\n", "initial exploration to publication, teaching and outreach." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "**Actions:**\n", "\n", "- Rewritten and officially supported libGAP (in GAP 4.10).\n", "- Docker images (D3.1), Binder integration, tutorials / blog posts on Docker-based deployments.\n", "- SageMath on Windows installer (D3.7).\n", "- **Packaging for major Linux distributions (D3.10),** and more...\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Linux distributions\n", "\n", "> **Milestone 5:** “ODK’s computational components available on major platforms” (month 42). \n", ">\n", "> *User story:* users shall be able to easily install ODK’s computational components on the three major\n", "> platforms (Windows, Mac, Linux) via their standard distribution channels.\n", "\n", "- Packages available for all components on Debian, Ubuntu, Fedora, Arch, Gentoo, ...\n", "- Conda Forge packages" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Obstacles\n", "\n", "- Dependency management (e.g.: the Debian SageMath package has 593 dependencies)\n", "- Reducing the amount of *software patches*\n", "\n", "### Achievements\n", "\n", "- All ODK components packaged in Debian/Ubuntu since 2017 (Debian 8.0 stretch, ~50 packages)\n", "- Other major distributions (Fedora, Arch, ...) since longer" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "import requests, json, io\n", "from PIL import Image\n", "from matplotlib import pyplot as plt\n", "import matplotlib.ticker as mtick\n", "from datetime import date" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Arch\n", "\n", "Based upon voluntary reports from ~30k users" ] }, { "cell_type": "code", "execution_count": 137, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "arch_url = 'https://pkgstats.archlinux.de/api/packages/%s/series?startMonth=%s&endMonth=%s'\n", "start, end = '201509', '201908'\n", "systems = ['jupyter', 'pari', 'singular', 'gap', 'sagemath', 'scilab-bin']#, 'chromium', 'firefox']\n", "stats = { s: requests.get(arch_url % (s, start, end)).json() for s in systems }" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 138, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BgRw/fhxLS0vS09MJDAzk448/Zv/+/Tz55JPY2tqyZ88eDh8+zGuvvUZmZiaurq4sWrQIDw8PevToQVhYGLt27eLRRx/l9ddfN+XbIIQQohw+//UkLnaWjOz0v9uF5mYKV4eiW5RVpXE9e17v3Yp/bjrChuhkBpSzhwqKeqm++u0UH20+im8DJ+aNDsHLpfy9aw2cbVgxvhPTfzrKgp3xRCWm8p8n2+FoY8nvpy6z8+Qldp28xPGUoocM6thZEtbcla7NXenSzJVG9ezu+HormyRjtYCTkxP79u1jyZIlvPLKK2zYsIEePXqwceNGBg0axIoVK3j88ccZMmQIX375JTNnziQkJASj0cikSZNYt24dbm5urFy5kqlTp7Jw4UIAUlNT2b59u4mvTgghRHnEnkvj16MXeL13Sxys7/2f96e7+LAhOolpPx6ia3NX6tiXPQm5wVjAW2uiWRuZRL8ADz4eEoid1Z3Hbmluxrv929CuUR3eXB1Fr39vJze/kPxCjbWFGR2a1OXxdg3p0tyVNh5OFe4FrCqSjJXD39cf4nBSeqW22cbTifcH+FVKWyNGjCh+ffXVVwEYO3YsM2bMYNCgQXz99dfMmzfvpnrHjh0jNjaW3r17A0XLK3l4eBQfHzZsWKXEJ4QQoup98etJHG0sGN3FxyTntzA3Y/rjgQz4fCevr4qiS3NXMgxGMg35ZBjyyczNJ91gJDM3v3hfWo6RHGMBk/u05MWezSt0e7OkfoEetPZwZNbWE3i52NK1uSvtGtfBxrLsqTpMSZKxGsDCwoLCwsLibYPBcN3xkt+8f37epUsXEhIS2L59OwUFBfj7+9/UrtYaPz8/9uzZU+p57e3L/3izEEII0zl2PoPNh87z0oPNcbKxNFkcvh5OvNKrBTO3HOfXoxcAsLcyx8HGAgdrCxxtLHG0saCBkw2ONhY4WFvSo5UbD7R0q7QYmrk58Nnw4Epr716QZKwcKqsHq6IaN27M4cOHyc3NxWAwsHXrVrp27Vp8fOXKlbz11lusXLmSzp07F+8fNWoUI0aM4N133y3e5+joSEZGBgCtWrXi4sWL7Nmzh86dO2M0Gjl+/Dh+fqa9XiGEEHfmi20nsbcy55muTUwdChMfbMGw0EZYWZjhYG2BeTW7JVgdlTnpq1JqoVLqglLqpsUXlVKTlVJaKeV6i7p9lVLHlFInlVJvldj/kVIqWim1pMS+p5RSL1f0QmorpRTe3t4MHTqUwMBAnnzySYKDr8/4c3Nz6dixI5999hmffPJJ8f4nn3ySq1evFt/GBBgzZgzPP/88bdu2paCggNWrVzNlyhSCgoJo27ZtpT+9KYQQomrFXcxkQ3QST3X2wcWu7HFa94KbozXOtpaSiJWTKmspAaXUA0AmsERr7V9ivzcwH2gNtNdaX7qhnjlwHOgNJAIRwAjgHLBBa91NKfUtMB04CWwA+mqtjeUJPCQkRN+4SPaRI0fw9fUtT/Ua4fLly7Rr147Tp0/fsoyPjw/79+/H1fXmfHj16tWsW7eOpUuXVmWYJlPbvt5CCFERr30XyaaYZHZOebBKn5gUd0cpdUBrHVLasTJvU2qtf1NK+ZRy6BPgTWDdLap2AE5qrU9dC2IFMBD4ArBSRYObbAEj8AYwq7yJ2P0gKSmJHj16MHny5ArVnzRpEj/99BObNm2q5MiEEEJUF2cuZ7MuMokxYT6SiNVgFRozppR6FDintY66zZMPXsDZEtuJQEetdYZSag1wENgKpAGhWusPynHe8cB4gEaNSp+Vt7bw9PTk+PHjZZZLSEgodf/nn39eyREJIYSobv4TfhJzM8VzDzQ1dSjiLtxxMqaUsgOmAn3KKlrKPg2gtZ4BzLjW3nzgPaXU2GttRmut/1Fag1rrucBcKLpNeaexCyGEELXFudQc1vyRyIgOjXB3sjF1OOIulDmAvxTNgCZAlFIqAWgI/KGUanBDuUTAu8R2QyCpZAGl1J8j0Y8Do7TWQwF/pVSLCsQlhBBC3DfmhMcBFC97JGquO+4Z01rHAMXLul9LyEJuHMBP0YD9FkqpJhQN2h8OPHFDmQ8puu1oCfw5I1shYPq1CYQQQohqKiXdwMr9ZxncviGed7B0kKieyjO1xXJgD9BKKZWolHr2NmU9lVKbALTW+cBE4L/AEeA7rfWhEmUHARFa6yStdSqwRykVU1RVR93VVQkhhBC12NzfTlFQqJnQvbmpQxGVoDxPU44o47hPic+TgEdKbG8CSn2cT2u9FlhbYnsyULFHB0Wp5syZg52dHaNGjTJ1KEIIISrJpcxcvv39NAPbelaLRa7F3ZMZ+Gup/Px8nn/+eVOHIYQQopLN3xFPbn4hL/aUXrHaQpKxaiwhIYG+ffvSsWNHDh48SMuWLVmyZAkzZ85k/fr15OTkEBYWxldffYVSih49ehAWFsauXbt49NFHycjIwMHBocJzlQkhhKhermblsXRPAv0DPWnm5mDqcEQlqcjTlOIeOnbsGOPHjyc6OhonJyf+85//MHHiRCIiIoiNjSUnJ4cNGzYUl09NTWX79u28/vrrJoxaCCFEVfh6VzxZeQVMlF6xWkV6xsrjp7fgfEzlttkgAP4yvcxi3t7edOnSBYCRI0cya9YsmjRpwowZM8jOzubKlSv4+fkxYMAAAIYNG1a5cQohhKgW0g1Gvt6dQF+/BrRq4GjqcEQlkmSsmrtxhQOlFC+88AL79+/H29ubadOmYTAYio/b29vf6xCFEELcA4t3JZBhyGfig9IrVttIMlYe5ejBqipnzpxhz549dO7cmeXLl9O1a1d2796Nq6srmZmZrF69msGDB5ssPiGEEFUvMzefBbvieai1O/5ezqYOR1QyScaqOV9fXxYvXsxzzz1HixYtmDBhAlevXiUgIAAfHx9CQ0NNHaIQQogq9s+NR0jNNjLpIVmgpjZSWtfMJR5DQkL0/v37r9t35MgRfH19TRRR5UtISKB///7ExsaaOpRqqbZ9vYUQojTf7D3NO2tjmdCjGVP6tjZ1OKKClFIHtNYhpR2TpymFEEKIampf/BWm/XiIHq3cmNynlanDEVVEkrFqzMfHR3rFhBDiPnUuNYcJ3xygUV07PhsejLmZKruSqJEkGRNCCCGqmZy8Ap5bup+8/ELmjgrB2dbS1CGJKiTJmBBCiNuKPZfGxYxcU4dx39Ba89b30RxKSufT4W1p7i4z7dd2kowJIYS4pYJCzYh5e3ls9i7OpxnKriDu2tzfTrEuMonXe7fkId/6pg5H3AOSjAkhhLiluIuZZBjyOXslhyfm75Uesiq2/fhFPtp8lEcCGshC4PcRScZqmLFjx3L48OFKb7dHjx7cOFWIEEJEnk0FYPpjASSnGnhqwe+kZueZOKraKf5SFpOW/UHL+o58PDjophVYRO0lyVgNM3/+fNq0aWPqMCgoKDB1CEKIeyA6MRUHawuGhngzb1QIpy5lMXrhPjIMRlOHVqtkGIyMW7IfczPFvFEh2FvLnOz3E0nGqrGsrCz69etHUFAQ/v7+rFy58roeLAcHB6ZOnUpQUBCdOnUiJSUFgLi4ODp16kRoaCjvvfceDg5Fgz/Dw8Pp379/cfsTJ05k0aJFN513woQJhISE4Ofnx/vvv1+838fHhw8++ICuXbuyatWqKrxyIUR1EXU2jcCGzpiZKbq2cGX2k+04lJTOM4siyM7LN3V494zWmtz8qvkntLBQ8+rKKOIvZfHlE+3wrmtXJecR1ZckY9XY5s2b8fT0JCoqitjYWPr27Xvd8aysLDp16kRUVBQPPPAA8+bNA+Dll1/m5ZdfJiIiAk9Pzzs+7z//+U/2799PdHQ027dvJzo6uviYjY0NO3fuZPjw4Xd3cUKIas9gLODo+XQCG7oU73vItz6fDQ/mwOmrjF9yAIPx/uglf3lFJK3e2UzQ37fw8Ce/MWrhPt5YFcW/txzjm72n+eVwCjGJaVzIMFBYeGcr23y69QS/HEnhnX6+hDV3raIrENWZ9IOWw0f7PuLolaOV2mbruq2Z0mHKbcsEBAQwefJkpkyZQv/+/enWrdt1x62srIp7utq3b8/PP/8MwJ49e1i7di0ATzzxBJMnT76j2L777jvmzp1Lfn4+ycnJHD58mMDAQACGDRt2R20JIWquI8npGAs0bb2vX5i6X6AHBmMQr6+K4sVv/2D2yPZYWdTe/+3Dj13gx6gkHgloQD17a1LSDaSkGzh2Pp2LGbncmHtZmClc7Kyoa29Z9GpnRZ0Sn7vYWVLHzoo69lbEXcxk1tYTDG7fkDFhPia5PmF6koxVYy1btuTAgQNs2rSJt99+mz59+lx33NLSsniAp7m5Ofn5t79lYGFhQWFhYfG2wXDzY+rx8fHMnDmTiIgI6tSpw5gxY64rZ29vfzeXJISoQaKuDd4v2TP2p8fbN8SQX8DUH2J5dWUknw1vi4V57UvIDMYC3v/xEE3d7PlkWFusLcyvO55fUMjlrDzOpxk4n27gQnrR65WsPK5mGbmSncepS5lcOW0kNTuP/FJ6zYK8XfjHIH8ZsH8fk2SsHMrqwaoqSUlJ1K1bl5EjR+Lg4FDq+K7SdOrUiTVr1jBs2DBWrFhRvL9x48YcPnyY3NxcDAYDW7dupWvXrtfVTU9Px97eHmdnZ1JSUvjpp5/o0aNHJV6VEKKmiE5Mw83RGg9nm1KPP9mxMTl5Bfxj4xGsLcyYOSQIs1q2ZM9/wuM4fTmbZWM73pSIAViYm1HfyYb6TjYEldGW1prM3HyuZhm5mp3Hlew8snLz6dbCDRvLm9sW9w9JxqqxmJgY3njjDczMzLC0tGT27NnluuX46aefMnLkSP7973/Tr18/nJ2LbjF4e3szdOhQAgMDadGiBcHBwTfVDQoKIjg4GD8/P5o2bUqXLl0q/bqEEDVDZGIqQQ1dbttjM7ZbU3LyCvj3z8extTKvkh6e1Ow8dsddxs3Rmiau9tSzt7onvUjxl7KYEx7HwLaelTKWSymFo40ljjaWNKong/TF/yit72ygYXUREhKib5wX68iRI/j6+pooouojOzsbW1tblFKsWLGC5cuXs27dOlOHVenk6y1E1Uk3GAmctoXXe7dk0kMtbltWa82M/x5jdngcz3Ztwjv9fCslWTp2PoNFuxP44WAiBuP/hlg42ljQ1NWeJq72NHF1oImbPU1d7fFxtcehkqaE0FozauE+Is+ksnVyd9wdS+8dFKK8lFIHtNYhpR0r87tWKbUQ6A9c0Fr7X9v3MTAAyAPigKe11qml1O0LfAaYA/O11tOv7f8I+AsQqbUedW3fU0BdrfVnd36JoqQDBw4wceJEtNa4uLiwcOFCU4ckhKhhYhLTgKLxTGVRSvHmw63IyStgwc54jp3PoK9/Ax7ydcfD2faOzltQqNl6JIVFuxPYHXcZawsz/hrsxePtG5KZm0/8xSziLxV9RCRcZW1k0nX13R2tecjXnQ8G+mN5F2PYNsYks+PEJf7+qJ8kYqLKledfiEXAF8CSEvt+Bt7WWudfS6zeBq4bWKWUMge+BHoDiUCEUupH4BwQprUOVEp9q5QKAE4CY4Dr524QFdKtWzeioqJMHYYQogaLLB6871xGySJKKd4f0AZXBytWHUjknbWxvLMW/L2c6OVbn16+9fHzdLplj1latpGV+8+wZM9pEq/m4Olsw5S+rRke6k0de6vicj1bXV/PYCwg4XJWUZJ2OYsjyRks33eW7LwCPhnatkJj2DIMRj5Yfxh/LydGdmp8x/WFuFNlJmNa69+UUj437NtSYnMvMLiUqh2Ak1rrUwBKqRXAQIoSOytV9BNpCxiBN4BZWmuZ0lkIIaqB6MRUfOrZ4WJnVXbha5RSTHywBS/2bE7cxUx+PnyBX46k8NnWE3z6ywk8nG14sLU7vdrUp3PTethYmnM85dqtyD/OkWMsoGOTurzTz5devvXL9XSmjaU5rRs40bqBU/E+Xw9HZmw+hoO1RYXGsP3fz8e5mJnLvFEhmNeyBxJE9VQZN9efAVaWst8LOFtiOxHoqLXOUEqtAQ4CW4E0IFRr/UElxCKEEKISRJ1No2PTuhWqq5Siubsjzd0dmdCjGZcyc9l29AJbj1zgh4Pn+Pb3M9hZmdPUzZ7Yc+lYW5gxqK0Xo5NCX2sAACAASURBVMN8aOPpVPYJyvBCj+ZkGPKZHR6Hk60lU/q2LnfdQ0lpLN6dwJMdG5XrFq0QleGukjGl1FQgH/i2tMOl7NMAWusZwIxrbcwH3lNKjQX6ANFa63/c4nzjgfEAjRo1upvQhRBC3ELKtbmySptfrCJcHawZEuLNkBBvDMYC9py6zNYjKcSeS+fNvq0YHtqIuvbl74ErjzcfbkWGwcjs8DgcbSx4oUfzMusUFmreWRtLXXsr3uhT/gROiLtV4WRMKTWaooH9D+nSH8lMBLxLbDcErhtpqZT6c26F48BnWusHlFIrlFIttNYnbmxQaz0XmAtFT1NWNHYhhBC39udkrzfOvF8ZbCzN6dnKnZ6t3Cu97ZKUUnzwqD8ZhnxmbD6Go7UFT3X2uW2dlfvPcvBMKv83NAhnO8sqjU+IkiqUjF17SnIK0F1rnX2LYhFAC6VUE4oG7Q8HnrihzIcU9XRZUvTEJUAhIBOwCCGEiUQlpmJupvDzrPxk7F4yM1PMHBJEVm4B7647hIONBX8Nblhq2cuZuUz/6Sgdm9Tlr8Fe9zhScb8rc3SkUmo5sAdopZRKVEo9S9EgfEfgZ6VUpFJqzrWynkqpTQBa63xgIvBf4Ajwndb6UIl2BwERWuuka9Ni7FFKxRRV1fIooBBCmEh0Yhqt6jvWilnhLc3N+OKJYDo3rcfkVdFsOXS+1HLTfzpKVm6+LEskTKI8T1OOKGX3gluUTQIeKbG9Cdh0i7JrgbUlticDd7ai9X3gww8/5Ntvv8Xb2xtXV1fat2+Ps7Mzc+fOJS8vj+bNm7N06VLs7OwYM2YMNjY2HDp0iJSUFP7v//6veCFxIYQoD601UWdT6RfoaepQKo2NpTnzRocwcv7vTFx2kK+fDqVLiRn1IxKusOpAIhN6NKNFfUcTRiruV7VvVddaZP/+/axZs4aDBw/y/fff8+eKA4899hgRERFERUXh6+vLggX/y40TEhLYvn07Gzdu5Pnnny91MXAhhLiVhMvZpBvyq2S8mCk5WFuw6OlQmrrZM27Jfv44cxUAY0Eh7/wQi5eLLZMeLHuQvxBVQdamLIfz/+//kXvkaKW2ae3bmgZ/+9tty+zcuZOBAwdia1s0g/WAAQMAiI2N5Z133iE1NZXMzEwefvjh4jpDhw7FzMyMFi1a0LRpU44ePUrbtm0rNXYhRO0VVTzZa+2b1sHFzoolz3ZgyJw9jFm4j5XPdWbHiYscS8lg3qgQ7KzkT6IwDekZq8ZutW7omDFj+OKLL4iJieH999+/rvfrxrEOMvZBCHEnIs+mYmtpTgt3B1OHUiXcHW345tmO2Ftb8NSCfXz6ywl6+brTu019U4cm7mPyb0A5lNWDVVW6du3Kc889x9tvv01+fj4bN25k3LhxZGRk4OHhgdFo5Ntvv8XL639P/qxatYrRo0cTHx/PqVOnaNWq1W3OIIQQ14tOTMXfy6lcs9/XVN517Vj6bEeGfrWHQq15f4CfqUMS9zlJxqqx0NBQHn30UYKCgmjcuDEhISE4Ozvz4Ycf0rFjRxo3bkxAQAAZGRnFdVq1akX37t1JSUlhzpw52NjIArdCiPIxFhRyKCmdp+6D9Ribuzuw7sUupGYb8a4rsykJ05JkrJqbPHky06ZNIzs7mwceeIDXX3+ddu3aMWHChFLLd+nShU8++eQeRymEqA2Onc8gN7/wvlkGyLuuHd4VW/FJiEolyVg1N378eA4fPozBYGD06NG0a9fO1CEJIWqpqMSiwftBtXDwvhDVmSRj1dyyZcvKXXbRokVVF4gQotaLOptKHTtLvOvamjoUIe4rtXeEphBCiDsSnZhGkLeLPIUtxD0myZgQQgiy8/I5npJRK+cXE6K6k2RMCCEEsefSKdTUupn3hagJJBkTQghRq2feF6K6k2RMVEh4eDi7d+8u3h4zZgyrV682YURCiLsRmZiKl4strg7Wpg5FiPuOJGOiQm5MxoQQNVt0Yipt75P5xYSobiQZq8aysrLo168fQUFB+Pv7s3LlSj744ANCQ0Px9/dn/PjxxetXRkREEBgYSOfOnXnjjTfw9/cHoKCggDfeeIPQ0FACAwP56quvgKJkqnv37gwdOpSWLVvy1ltv8e2339KhQwcCAgKIi4sDYP369XTs2JHg4GB69epFSkoKCQkJzJkzh08++YS2bduyY8cOAH777TfCwsJo2rSp9JIJUYNczszl7JUcAhvKeDEhTEGSsWps8+bNeHp6EhUVRWxsLH379mXixIlEREQQGxtLTk4OGzZsAODpp59mzpw57NmzB3Nz8+I2FixYgLOzMxEREURERDBv3jzi4+MBiIqK4rPPPiMmJoalS5dy/Phx9u3bx9ixY/n888+BovUx9+7dy8GDBxk+fDgzZszAx8eH559/nldffZXIyEi6desGQHJyMjt37mTDhg289dZb9/jdEkJUVPS5NID7ZuZ9IaobmfS1HHZ8d5xLZzMrtU1Xbwe6DW152zIBAQFMnjyZKVOm0L9/f7p168aaNWuYMWMG2dnZXLlyBT8/P7p160ZGRgZhYWEAPPHEE8VJ2pYtW4iOji7uqUpLS+PEiRNYWVkRGhqKh4cHAM2aNaNPnz7F5922bRsAiYmJDBs2jOTkZPLy8mjSpMkt4x00aBBmZma0adOGlJSUu3uDhBD3TNTZVMwUBHhJz5gQpiA9Y9VYy5YtOXDgAAEBAbz99tt88MEHvPDCC6xevZqYmBjGjRuHwWAovlVZGq01n3/+OZGRkURGRhIfH1+cdFlb/2+grpmZWfG2mZkZ+fn5AEyaNImJEycSExPDV199hcFguOW5SrZ3u5iEENVL1NlUmrs7YG8t/58LYQryk1cOZfVgVZWkpCTq1q3LyJEjcXBwKF7uyNXVlczMTFavXs3gwYOpU6cOjo6O7N27l06dOrFixYriNh5++GFmz57Ngw8+iKWlJcePH8fLy6vcMaSlpRWXX7x4cfF+R0dH0tPTK+dChRAmo7UmOjGNB1u7mzoUIe5bkoxVYzExMbzxxhuYmZlhaWnJ7NmzWbt2LQEBAfj4+BAaGlpcdsGCBYwbNw57e3t69OiBs3PR7YaxY8eSkJBAu3bt0Frj5ubG2rVryx3DtGnTGDJkCF5eXnTq1Kl4vNmAAQMYPHgw69atKx5fJoSoeRKv5nA5K0/GiwlhQqqm3k4KCQnR+/fvv27fkSNH8PX1NVFEppWZmYmDgwMA06dPJzk5mc8++8zEUVWt+/nrLURl2RidzIvL/mD9xK4EyNOUQlQZpdQBrXVIacekZ6yW2LhxI//617/Iz8+ncePGxbc0hRDidqISU7GyMKNVA0dThyLEfUuSsVpi2LBhDBs2zNRhCCFqmKizqbTxcMLKQp7nEsJU5KdPCCHuUwWFmphzaTLzvhAmVmYyppRaqJS6oJSKLbGvrlLqZ6XUiWuvdW5Rt69S6phS6qRS6q0S+z9SSkUrpZaU2PeUUurlu70gIYQQ5XPyQibZeQUEectYMSFMqTw9Y4uAvjfsewvYqrVuAWy9tn0dpZQ58CXwF6ANMEIp1UYp5QyEaa0DAXOlVIBSyhYYA/ynohcihBDizkQlpgIQ2FB6xoQwpTKTMa31b8CVG3YPBP6cdGoxMKiUqh2Ak1rrU1rrPGDFtXqFgJVSSgG2gBF4A5iltTZW6CqEEELcsaizqTjaWNCknr2pQxHivlbRMWP1tdbJANdeS5st0As4W2I7EfDSWmcAa4CDQDyQBoRqrddVMJb73v79+3nppZcAWLRoERMnTrxt+WnTpjFz5swy2x0zZkypC36XPJ8QombKLyhk76nLBDZ0xsxMmTocIe5rVfk0ZWk/3RpAaz0DmAGglJoPvKeUGgv0AaK11v8otUGlxgPjARo1alQVMddIISEhhISUOnVJrTifEKLyzdkeR9zFLF7tbZoVRoQQ/1PRnrEUpZQHwLXXC6WUSQS8S2w3BJJKFlBKBV/79DgwSms9FPBXSrUo7aRa67la6xCtdYibm1sFQ685srKy6NevH0FBQfj7+7Ny5UoiIiIICwsjKCiIDh06kJGRQXh4OP3797+p/vr16+nYsSPBwcH06tXrusW7o6KiePDBB2nRogXz5s27ZQy//PIL3bp1o2XLlsWLj5c837Rp03jmmWfo0aMHTZs2ZdasWZX8LgghKlvsuTQ+/eUEA4I86R/oaepwhLjvVbRn7EdgNDD92mtptxgjgBZKqSbAOWA48MQNZT6kqKfLEjC/tq8QsKtgXLXK5s2b8fT0ZOPGjUDROpHBwcGsXLmS0NBQ0tPTsbW1vWX9rl27snfvXpRSzJ8/nxkzZvDvf/8bgOjoaPbu3UtWVhbBwcH069cPT8+bfyknJCSwfft24uLi6NmzJydPnrypzNGjR9m2bRsZGRm0atWKCRMmYGlpWUnvghCiMhmMBbyyMhJXB2s+HOhn6nCEEJQjGVNKLQd6AK5KqUTgfYqSsO+UUs8CZ4Ah18p6AvO11o9orfOVUhOB/1KUaC3UWh8q0e4gIEJrnXRte49SKoai25RRlXmRd2vborlcOH2qUtt0b9yUnmPG37ZMQEAAkydPZsqUKfTv3x8XFxc8PDyK16R0cnK6bf3ExESGDRtGcnIyeXl5NGnSpPjYwIEDsbW1xdbWlp49e7Jv3z4GDbr5OYyhQ4diZmZGixYtaNq0KUePHr2pTL9+/bC2tsba2hp3d3dSUlJo2LBhed4GIcQ9NmPzMU5eyGTpsx1wsbMydThCCMqRjGmtR9zi0EOllE0CHimxvQnYdIt21wJrS2xPBiaXFc/9pGXLlhw4cIBNmzbx9ttv06dPH4oeQi2fSZMm8dprr/Hoo48SHh7OtGnTio/d2I5SiqlTpxb3wkVGRt6y3I2sra2LPzc3Nyc/P7/cMQoh7p1dJy+xcFc8ozs3pluL2j/UQ4iaQpZDKoeyerCqSlJSEnXr1mXkyJE4ODgwd+5ckpKSiIiIIDQ0lIyMjNvepkxLS8PLywuAxYsXX3ds3bp1vP3222RlZREeHs706dMZOHAg//znP68rt2rVKkaPHk18fDynTp2iVatW7N27t/IvVghRpdJyjExeFUVTN3ve+ouvqcMRQpQgyVg1FhMTwxtvvIGZmRmWlpbMnj0brTWTJk0iJycHW1tbfvnll1vWnzZtGkOGDMHLy4tOnToRHx9ffKxDhw7069ePM2fO8O6775Y6XgygVatWdO/enZSUFObMmYONjU2lX6cQ4tYKCjWLdyfg6WJDX3+PCrfz/rpYLmTk8v2EMGytzMuuIIS4Z5TW2tQxVEhISIjev3//dfuOHDmCr6/8x3e/kK+3qO2S03J4ZUUkv8cXzbs9JsyHvz3ie8eLem+MTubFZX/wSq8WvNJLprIQwhSUUge01qXOCyU9Y0IIUQ1tPZLC5FVR5OYXMmNwIMfOZ7BgZzzRian858n2NHAuXy91SrqBqWtjCPJ24cWezas4aiFERUgyJoQQ1UhufgEf/XSMhbviaePhxOdPBNPMzQGA4EYuvLk6mv6f72DWiGDCmrneti2tNW+sjsZgLOCToUFYmld0akkhRFWSn0whhKgm4i9l8fjs3SzcFc+YMB++fyGsOBED6B/oyboXu+Bsa8nI+b8zZ3sctxtq8s3vZ/jt+EX+9ogvTUu0I4SoXmpdMlZTx8CJOyNfZ1Hb/HAwkf6zdpB4NYe5T7Vn2qN+2FjePNC+RX1H1k3sSl//Bkz/6SgTvvmDDIPxpnKnLmbyz42HeaClG091anwvLkEIUUG1KhmzsbHh8uXL8oe6ltNac/nyZXmyU9QKWbn5vP5dFK+ujMLP05lNL3Wjj1+D29ZxsLbgyyfa8U4/X34+ksLAL3ZxPCWj+Hh+QSGvfheFtYU5Hw8OvKP5CYUQ916tGjPWsGFDEhMTuXjxoqlDEVXMxsZGZvkXNd6hpDQmLTtI/OUsXnqoBS892ByLco7rUkoxtltTAryceXHZQQZ+sYvpjwcwsK0XX26LI+psKl88EUx9J/mnRYjqrlZNbSGEEDVBWo6RBTtOMWf7KerYW/LpsGA6N6tX4fZS0g28+O0f7D99lUeDPNkYk0z/QA8+Gx5ciVELIe6GTG0hhBDVQGZuPl/vjGfejlOkG/LpF+jBhwP9qWt/d2tE1neyYfn4Tvxr01EW7oqngZMNHzzqX0lRCyGqmiRjQghRxbLz8lmy5zRfbY/jaraRXr71ebV3C/w8nSvtHJbmZrw3oA29fN1xd7LB2c6y0toWQlQtScaEEKKKGIwFfPv7GWaHn+RSZh7dW7rxWu+WBHm7VNk5w5rffu4xIUT1I8mYEEJUstz8Ar6LOMsX206Skp5LWLN6zBnZkhCfuqYOTQhRDUkyJoS4pwoLNT9GJXHqYiYeLrZ4utji6WyDh4stDtY1+1eSsaCQNQcS+fzXk5xLzSHUp85dD84XQtR+Nfs3nxCiRjl5IZO//RDDvmsLX9/IycaiKDlzscXD2eba5zaENK6Ld127exxt+eXlF7Lmj0S+3HaSxKs5BHm78K/HAujWwlXm+BJClEmSMSFElcvLL2TO9ji++PUkNpZmTH8sgMfbN+RCRi7JqTmcS80hOc1AUmoOSakGktNyOHjmKlezi2aWtzI347nuTXmhR3NsrW6eld5UDMYCVu0/y+zwOJLSDAR5u/DBQD96tnKXJEwIUW6SjAkhqtT+hCu8/X0MJy5k0j/Qg/cGtMHdsWgiUi8XW7xcbCl14h0gJ6+As1ezmR0ex+e/nuT7P87x/oA29G5T36TJjsFYwPJ9Z5izPY6U9FzaN67D9McDpSdMCFEhMumrEKJKpBuMzNh8lG/2nsHLxZYPB/nxYOv6FW7v91OXeXddLMdTMunZyo1pj/rRuJ59JUZctuy8fJb9foY5209xKTOXjk3q8vJDLejcrJ4kYUKI27rdpK+SjAkhKt3m2GTeW3eIS5m5jAlrwut9WmJfCYPzjQWFLN6dwKe/nCCvoJDnuzfjhR7NSl1QuzJl5uazdM9p5u84xeWsPLo2d2XSg83p2FQG5gshykeSsWrkz/db/osWtdH5NAPvrYtly+EUfD2cmP5YQJXMqZWSbuD/bTrCusgkGtaxZdoAP3q1qXiv241y8gqIPJvKgdNXOHD6KvsTrpKRm0/3lm689FBz2jeWKSqEEHdGkrFqIv/SJc4+PwELNzcafj4LZSFD9oRpFBRqCrXGspyLUt+O1proxDTWRp5j1f5EjAWFvNq7Jc92bVIp7d/OnrjLvLculhMXMnmotTvvD/CjUb07f+ryfJqhKOm6lnwdTkonv7Dod2MLdwdCfOowLLQRbatwslYhRO0myVg1YExO5syYpzEmJaGNRuqOHk39t98ydViiFok9l8YnPx8n3WAkL7+Q3PxC8goKyTUWveblX/soKKSgUGNupujUtC592jSgj199PJxt7+h88ZeyWHvwHD9GJRF/KQsrczN6t6nPm31b3dOxXMaCQr7eFc+nv5wgv0Dj4WKDraU5dlbm2FlZYGv15+fm2FpaFL1amWNhpjicnM7+hKucS80BwMbSjKCGLoT41CGkcV3aNaojywoJISqFJGMmlnfmDGfGPE1Bejrec78i/afNXF26FI9//QuXvw4ydXiiFjh45iqjF+7DysKMFu6OWFmYFX9Ym197LbHPytyczFwjvx69QNzFLAACGzrzsF8D+rSpT3N3h1JvpV/IMLA+KpkfI88RlZiGUtC5aT0GtfXiYf8GONuaLnFJTsthwY54LmTkkp1XQI4xv+g1r4AcY0Hx59l5+Vzr9MLd0ZoQnzq0b1yXkMZ1aOPpVOW9eUKI+1OVJWNKqVeBsYAGYoCntdaGEscV8BnwCJANjNFa/6GUcgN+AFyAd7TWa6+VXwdM0FonlXXumpKM5Z48yZmnn0EbjXgvmI+tnx/aaOTMuPHkHDhA42+WYhsUZOow7xmtNfkpKWijsfQCNyQAytIKC3c3GWN3GxEJV3j66wjq2luxbFxHGta5s9t0Jy9ksuXwebYcSiHybCoATVzt6eNXnz5tGtCivgNbDqWwLvIcu05eolCDn6cTg9p6MSDIkwbONlVxWVVGa03utZ5DJxsL+d4SQtwTVZKMKaW8gJ1AG611jlLqO2CT1npRiTKPAJMoSsY6Ap9prTsqpV4CcoAVwGatdRel1ACgndb67+U5f01IxnIOHeLs2HFgYU7jhQuxbtGi+Fj+1askDBmKzs3FZ/VqLOu7mzDSqlWYl0d2RASZ4dvJ3LYNY2LiHdW3atIExz59cOzTG5s2beSPZwm74y7x7KL9eDjbsGxcp7tOjM6nGfj5SApbDp1nT9zl4nFTAI3q2jGwrScD23rS3N3xbkMXQoj7SlUmY3uBICAdWAvM0lpvKVHmKyBca7382vYxoAcwCLAEllHUQ9YT+C8wQGudXZ7zV/dkLPvgQc6Ofw4zRwcaf/01Vo0b31TGcOw4CSNGYN28OY2XLsHM2toEkVaN/MuXydz+G5nh4WTt3ElhdjbK2hr7Tp2w79oVM0eHmyuV8q1YmJFOxrZtZO+LgIICLL28ihKz3r2xbRuEMrt/byltP36R8Uv206iuHd+O61g8kWplScsxEn7sAidSMunZ2p12jVwkERZCiAqqytuULwP/pKiXa4vW+skbjm8Apmutd17b3gpMAU5QlIjVv7btB6RprReXcb7xwHiARo0atT99+nSFY69KWXv3cvaFF7Fwc6Xx119j6el5y7LpP//MuUkv4TxwIB7T/1Vj/9hprck9fpzMbdvI3BZOTnQ0aI2FuzsOPXrg0LMH9p06YWZ7Z4PE/5R/9SqZv/5K+pYtZO3eA0YjFu7uOPbqhWOfPtiFtK8xT6emZuexPiqJZu4OhDVzrVAbW4+kMOGbP2jm7sA3z3agnkPtSeSFEKI2qqqesTrAGmAYkAqsAlZrrb8pUWYj8K8bkrE3tdYHbmhnJfAY8AlQB/i31nrP7c5fXXvGMsLDOffSy1g1boT3ggVYupd9+/HiF19y6YsvcH9rCvXGjKn6ICuRzssj7ccfuTx/AXkJCQDYBATg0KM7Dj16VMltxYKMDDLDw8nYsoXMHTvRBgPmdergPGgQbq+8XG17GOMvZbFwZzyrDySSYywAiga/v96nJSE+5Z+3anNsMpOWH8TXw4klz3TAxc6qqkIWosiKJ6FJd+g43tSRCFFjVVUyNgToq7V+9tr2KKCT1vqFEmVKvU2ptU4uUeYTim5xtgTMKeoxW6e17nm781fHZCx982bOTX4Dm1at8J4/D4s6dcpVTxcWcu7lV8jYuhXvuXNx6Nrljs5rPH+ejF9/xcq7EXbtgjGzr/ppBQqzs0ldvZrLC78m//x5bNq0wWXEcBy6dy9XAlqZcWT+toP0zZvJ2LwZm4AAGs76DEsPj3sWw+1ordkXf4X5O+P55UgKlmZmDAr2ZFRnHyISrvDltjguZebSo5Ubr/duRUBD59u292NUEq+ujCSooTOLnumAk41MuyCq2OU4+LwdWDvBK9FgW77fa0KI61VVMtYRWAiEUnSbchGwX2v9eYky/YCJ/G8A/yytdYcSx1sA/9BaD7t2yzMHWE7RLc/Otzt/dUvGUn9YS/LUqdgGB+M9Zzbmjnc2wLkwK4uEEU9gPH+eJqu+K3WMWUm6sJCs3Xu4umI5mdvCoaCopwVzc2z8/bAPDcWuQwds27XD3KGU8VkVVJCWxtVly7iyeAkFqanYhYZS77nnsO8SZvJbrOk//0zylLdQNjZ4ffoJ9h06lF2pihgLCtkUk8yCnfFEJ6ZRx86Spzo1ZmTnxteN7crOy2fJntPM2R5HaraRPm3q81qflrRu4HRTm2sOJPLG6ihCfOqycEwoDpWwvJAQZdrzH/jv20WfP/AmPDjVtPEIUUNV5Zixv1N0mzIfOEjRNBdPA2it51yb2uILoC9FU1s8rbXeX6L+d8BUrfUJpZQ7RT1kzsB7Wus1tzt3dUrGrq5axfl338M+rDMNv/gCM7s7nwEcIC8xkYTHB2Pu6orPyhWlJlH5V6+S9v0PXF25EuOZM5jXrYvL44/jPGggxvPnyY6IIHtfBDkxMWA0gpkZNn5+2IWGYtchFLv27e84UYSi1QOuLF7M1WXLKczKwqF7d+o9Nx67du0qdK1VJTcujsSJk8g7c4b6U6ZQ56mR9zRJTDcYWbnvLF/viicpzUBTV3ue6dqEx9s1xNbq1usnZhiMLNyZwPwdp8jMy6d/oCev9GpBM7ei74Hl+87wtx9iCGtWj3mjQrCzkkRM3CNLBkJ6Mri3hpO/FvWO2clyUELcKZn0tQoVZGZysnsPbAID8J4z567HK2Xt3cuZZ8fi8MADNPzyC5SZGVprciIjSV2xgvSfNqPz8rANaU+d4SNw7NMbM6ubxwwV5uSQExlJdkQEWfv2YYiKLprby8wM69atsPJuhIW7OxZubli4u2Hh5oaluzsW7u6YOTkVJzB5iee4snABqWu+RxuNOPV9mHrjxmHj63tX11mV/j975x0eRYH+8c9sTW+bXkkPEEpC7yogRQEFxS5Fz7Pr7/Q8Pfudp3eengV7BcSOiIoKAlKkkxBaegjpvW62t/n9MZEuNSEJzOd55pnZ3dmZdzfZ3e+81dnWRtXfHsXw66/4zphO6LPPonDrvF5YoiiSXaVnaWYFSzMrMFgdDI8L4PbRcVyWEoxCcfpisMVk472NxXy8uQSrw8nM9Eh66Tx46ZcCLkkO4p2bB3X6UGwZmUNY2+A/sTD8ThhwA7w9EsY8DOOf7GrLZGR6HLIY60SaFi+m9vkX6LV0Ke6pfTvmmEs+pfa55wi4bT6aqGiav/gCa14eCk9PfGdMx+/663FLSjqjY7osFsy792DauRNz1i7s1TU46upwGY3H7StoNKiCg1H6+2PJyQGFAr+rZqC77TY0vXp1yGvsbESXi4Z33qFhwRtoe6cQcRxcFwAAIABJREFU+foCNJERHXqO8iYT3++p4tusSorqDKiVAlP7hXH76LhT5n6digaDlbfXH+CTbaXYHC4m9gnhjRvT0KpkISZzHsn9Ab68GeasgNgx8NUcKFore8dkZM4CWYx1EqLTyYHJU1AFB9Pr0yWnfsLpHlcUqX7ySVqXSpFabUoK/tdfj++0Kzs8Od9lNOKor8dRX4+9rk7arqs/dJ9bcjIB8+aiDg3t0POeL9rWr6fqr48gKJVEvPI/PEecNBXxlLSa7Py4r5rlWZXsKGkCYGivAK5Ki2Bqv9AOr2ysabWwuaiB6QPD5TE9Muef7+6FnO/gkWJQqqE2p9079hcY/1RXWycj06OQxVgn0bZ2LRX33EvEa6/hM+nyDj22y2aj+dPPcB84APeBA7s8Ob4nYyspofzee7EVHyT44YcJmDf3jN5Pq8PJurx6lmdV8mteHTani/ggT2amRzJ9QDhRAWeXIygj060RRXg5BaKHwezFh+//ei4UroYH9oKnrsvMk5HpaZxMjMlZwOdA06LFqMPD8R5/WYcfW6HRoJs3t8OPezGi6dWLXl98SfXf/07diy9StWMXBbfcj0mpwdI+RNpsl4ZIW47YNtul2/k1begtDgK9tNw8PIar0yJIjfCRBbLMhU31HjDUQOKko+8f9yhkL4etb8CEp7vGNhmZCwxZjJ0lltxcTDt2EPzIIz2m8/vFiMHqILO0mZ0Hm9jZ5zriqtTcvP4nbPsP8uTouw7tp1YKuKmVuKuVuGuk9e+3J/YJZfrAcEbF61DJoUKZi4XC1dI6ceLR9wenQOpM2PEejLhX9o7JyHQAsoo4S5oWf4Lg4YHfNbO62hSZI6hvs5JR0sSOkiZ2ljSRU6XHJYJSIdA33Af3OfPRZwQx8MuFbL87Hc+QINxUCllkycgcS+EqCE8HrxM0cR77COxfBlteh4nPnn/bZGQuMGQxdhY4GhrQr1iB37XXovQ5vjmnzPnn8x1lvLexmIMNUnWoVqUgLdqPey9NYEhsAGnR/oeapJoirJR+uRCPwhy8osd3pdkyMt0TYwNUZMAlj5748eAUSJ0FO96HkfeB59nNWJWRkZGQxdhZ0PzFl4h2O/633NzVplz0iKLIf1fl89b6A6RH+3HdlBSG9AqgX4QvGtWJvV1uqX0RNBpMmbvwHi+LMRmZ4yhaA4iQKBUmmbKyUIeHow4JObzPuL9B9u/esX90jZ0yMhcIshg7Q1w2G82ff47XuHFoY2O72pyLGrvTxd++2cuyXZXcMDSaf87oe1rhRoVGg1u/fpgzM0+5r4zMRUnBKvAMhrCBuCwWyubfhvvAAcR8/PHhfYKSIPUayTs24j7wCuo6e2VkejhyoswZov/xJ5yNjQTMubWrTbmoMVgdzF+4k2W7KnloYhLPX516RnlfHunpmHNycJnNnWiljEwPxOmAA2slr5hCgSkjE9FsxrR1G+bs7KP3HfcIOCyw5bWusVVG5gJBFmNngCiKNC1ejDYxAY9zbB4qc/bUtVm47t2tbDnQyIvX9Oe+8Yln3GbCfVA62O3SDE8ZGZnDlG8HS+uhKsq6dauwK8GsFWj46MOj9w1MhH7Xwo4PwFDfBcbKyFwYyGLsDDDt3Ik1Nxf/W2+Ve0x1EcX1Bma+tYXieiMfzBnM7MFRZ3Ucj7Q0AMy7dnWkeTIyPZ/CVaBQQfylALT+toHcKIHVA6Ht51XYKiqP3n/sI+C0wuZXu8BYGZkLA1mMnQFNixej9PPDd9q0rjalx1JQ28Z9n2exYG0hhbVtnMkEiF1lzcx6ewtmm5Mv7hjOpcknKLk/TZS+vmgTEzFlymJMRuYoCldD9Ahw88VeU4NbWR3Fyd7svywGFy6aFi08ev/ABOg3G3Z+CG21p38eUZSqNl2uDjVfRqYnIoux08RWXo5h7a/4XX8dCje3rjanR5JZ2sy172xlbW4tL68uYOIrGxn/8gb+szKP3eUtJxVmq3NqufH9bfi4q1l290gGRPmdsz3ug9IxZ2UhOp3nfCwZmQuClnKoy4Ekqeu+/reNALiNGsGMEbexqY9A09df4WxpOfp54x4Bpw02n0bumKkJtr0D74yG/8bDf3rBoumw+mmps39LmSTUZGQuIuRqytOkeckSUCrxv+HGrjalR7KhoJ47P8kk2EfLktuGoVEp+CWnllX7a3h/YzFvrz9AmK8bl/cJYVJqKEN7BRxKyP9sexlPLN9HaoQvH80dQqCXtkNs8hg0iJYvvsRaWIhbSkqHHFNGpkdTuEpat49Aqlr7I3ov6Df0CsZEjWXu2FcYt7+J5i++IPDOOw8/TxcP/a+DjA9h1APgHXL0cV1OKF4HWUsg70dJuIWnwWVPQmsFVGXB1jfBZZf299BJj4enSY1nw9PAJ+w8vAEyMl2DLMZOA6fBQMvSb/CZMgV1yNmHxi5Wvt9TxUNf7SYx2JtF84cS5C2JqVuGx3DL8BhaTDbW5taxKruGL3aWs2hrKf4easb3DsFLq2LhlhIuTQ7ijRvT8dR23L+sR3o6AKbMTFmMycgAFPwC/r0gMBHR6UTcuYd98UpuCh+OVqll7Nib2bVyAemLFhEwbx4K7REXRmMfhr1fSrljk1+Q7ms6CLs/kxZ9Bbj7w+DbIO0mCO139LkdVqjdLwmzqiyo2g2//Q/Eds+1TySMuh8GzQOV5ry8HTIy5wtZjJ0GrcuW4TIaCbhVbmdxpizeWsLT32czpFcAH8wZjI+b+rh9/Dw0zBoUyaxBkZhsDjYW1LNyfw2rsmtosziYPTiS56/u1+Eji1Th4ahCQzHvyoKbburQY8vI9DjsZji4EdJvBUHAsm8faqOV1oEJeGu8Abgu5ToeGPke6UtaaF3+Hf7XzT78fF08DLgeMj6CwCSpIezBjYAACeNh0nOQPBVUf+DZVmkhYpC0/I7NBDX7JHGWtwJ+fgS2vQ3jn4K+V4NcSCVzgSCLsVMgOp00Lf4E9/R03PuldrU5PQZRFHltbSGvrilkQu8Q3rgxDTe18pTP89ComJwaxuTUMGwOF1UtZmJ0Hp1SvSoIAh7paZjkikoZGTj4GzjMkCR13a9bvxoXEHLJ5Yd2CXALIOGyGRSv/Rrlh+/jd80sBOURn+uxD8OeL2DFg+AXA5c+AQNvAN/Is7NJ4wHRw6Rl2J+haC2sfgqWzoOtb8DEf0KvUefwomVkugdyAv8pMKxbh72iQvaKnQEul8gz32fz6ppCrhkUyTs3p5+WEDsWjUpBr0DPTm0j4p4+CEd1Nfaqqk47h4xMj6BwFag9IGY0AI3r11AcBsNTJpK5soTynCYAbul7K98NA2dZBW2//nr0MQLi4KavYc4PcP9uGPfXsxdixyIIkDgB7vwNZrwFbTWwcCp8dj3U5XXMOWRkughZjJ2CpkWLUYWH4T1BnmF4OtgcLh78cjeLtpZyx9g4/ntN/w4PL3YkHoN+zxuTvWMyFzGiKOWLxY4DtRvO1la0+WUUJHkSpYxl2/Jifv0kF6fdRZxvHG6XXUK9n4KGD94/vgo6YTzEjgVFJ33uFUop5+y+TJjwDJRuhrdHwPf3gb66c84JUJkJOd+DubnzziFz0dJ9fyW7AZacHEw7dxJw080IKjmieypMNgd/WpzB93uqeHRKCn+f2rvbN8fVJiWh8PTEtEueUylzEVOfD61lh0KUbZs3oxBBNXwwZdmNABiareRsljzIt/Sfy/dDwbpnX9c1Tla7w+j/kzxww+6E3Z/D62nw63Ng0XfMOURRCt8umg7vXwZf3QIvxsFHk2HjS1C9V27DIdMhyGLsJDQt/gTBwwO/a2Z1tSndnhaTjZs/2M5vhfX8Z1Y/7hwX39UmnRaCUol7Whpm2TMmczFzqKWFJMYq1q7AqIXkMdMo3deIp6+GsARfMn4uwWFzMjhkMDWX9MHooaDxww9PcuDzgKdOqt68dyekTIWN/4X/9YHld0PxBqmtxpkiilC4RhJdi66EulwpP23ezzDmIanY4dd/wrtj4H+94bt7IOc7aYyUjMxZILt7/gBHfT36H3/E79prUfr6drU53ZqcKj33fr6LiiYzb900iMmpoV1t0hnhMSid+tcX4Gxtlf/WMhcnBb9ASCr4RiKKIvatO9nfS2B62EiW5u4lcXAIycNC+PblLPZvrGTghGhuHDiPn9Ie5tpf12EtLkYbF9e1ryEgFq75CEbcK/U7y/4Odn8K3uHQ7xqp0jOk78mP4XJB/o/tXq/dUjuNqS9B2s2SJw4gZiRc9oQ0baBoDRT+Ajk/SD3UFCqIGi7N9ewzXcqhk5E5Dc7JMyYIgp8gCEsFQcgTBCFXEIQRxzwuCILwuiAIRYIg7BUEIb39/iBBEDYJgrBfEISrjtj/O0EQws/Fpo6i+euvEe12/G+5uatN6ba4XCIfbjrIVW9uxmBxsPi2oT1OiIGUxI8oYt69u6tNkZE5/5hboGzrIa+Y7cAB3JoMNPaPwlQuYrc4iUnVEZ7oT1RvfzJXlmKzOJjYayJZY0OxqwUaP/qoi1/EEUSkw4w34a+FcM3HEDYAtr0Fb4+Et0dJUwL0xxTsuJywb6m0z5c3Sx6u6Qvg/iwY+qfDQuxIvEOk3LXZi+CRYslrNvI+6blrnpZCph9NhsxFssdM5pSca5jyNWClKIopwAAg95jHpwCJ7csdwNvt998ALAJGAH8FEARhGrBLFMVuUdYWcOscIt98A21sbFeb0i2pb7Myb+FO/rkih7FJQax8cCzD43RdbdZZ4d6/H6hUchK/zMXJgV+lxqrtI5Dq160GIGDceEr2NaJUKYhM8Qdg6PQ4LAY7e9dVoFaouWrwHH5NhZbvvsNeV9dlL+GEqN0hdSbc+AU8lC95uFRuUmuM//WR8sCyPoVdn8AbQ+Cb2wARZn4A92ZI/dZOt7msUiV5zCY8A3dtggf3S73QjA3ww/3wUhIsvU0KfZ5N2FTmguesw5SCIPgAY4G5AKIo2gDbMbvNABaLUrnNtnZPWhhgB9wBLeASBEEFPAh0mwncSi9PvMfLFZQnYl1eHX9duoc2i4PnrkrlpmHR3T5R/2Qo3N1x69tHTuKXuTgp/EXqjB85BIDa9ato0sGQgVPZs6CRiCQ/NG7ST0VorC+9+unYvbqMfuMimJU4i5tGvcnlu9to/mQJwQ/9pStfyR/jGSh5uIb+CRoPSJMC9n4J390tPR42AGZ/AilXdkwVqF+UlFs2+i9QuQv2fCZ53vYvBa9Q6D8bBt4Iwb3P/VwyFwTn8l8XB9QDHwuCkCUIwgeCIHges08EUH7E7Yr2+z4DJgErgWeAu5FEm+kc7JHpZCx2J898n828hTsJ9NKy4r7R3Dw8pkcLsd/xSB+EZe8+XLZjrydkZC5gXC4oXA0JE0ChxGWxoNlbSH6COxHOXrTUmojpd7THe+i0OKwmB7vXluOl8WLMsNlsT1bQ+PlnOA3GLnohZ4AuHi79u1SFedtqmPsj3LFByvHq6HYcggCRg+CKl+HhApi9WJqzue0teGs4vDtOGppubjn1sWQuaM7lP08FpANvi6KYBhiBR4/Z50S/0qIoiq2iKF4hiuJgYBdwJfCNIAjvt+egjTjB8xAE4Q5BEDIEQcior68/B9NlzpSC2jauenMzC7eUMG9UL5bfM4rEEO+uNqvD8BiUjmizYdmf3dWmyMicP6p2ganh0GBw484dqOwuxGEDKNsv9dOKSQ086ilB0d7EpwWxZ205FoOdm3rfxIrhSjAYaVn69Xl/CWeNIEDUUOg1+vyMVVJpoc8MKWz6lzyY/G8QXbDyb/BqP6klh6mp8+2Q6ZacixirACpEUdzefnspkjg7dp+oI25HAsfmhD0F/AspjywTmA88f6ITiqL4niiKg0VRHBwUFHQOpsucLqIo8sm2UqYt2ESDwcrH84bw9LS+Z9VRvzvjnpYGgFkOVcpcTBT+AoJCatQKlK/5AZsS4i6ZRsm+BvxDPfANOj55fci0WOxWJ1mrSwnzCiN+5GTyopU0LlyIaLef71fR8/AKguF3SdME7tgA8ZdKFZyvpMIvT4KhG+TfuVxS/7nMhfDtXVJBwkvJUo6hTIdz1mJMFMUaoFwQhOT2u8YDOcfs9j1wa3tV5XCgVRTFQy2SBUFIBMJFUdwAeAAuQATcztaui5XqVjNmW8cmhjYarPxpcSZPLt/P8DgdPz8wlkuTgzv0HN0FlU6HplcvTLuyutoUGZnzg75amiMZOQQ8AgAwbd5CXpTA4PAxVBW2ENMv8IRP1YV7kTg4hL3rKjDpbczpO4dvh4k4a2rR//zzaZ3eaTBiLSrCZbrIs1PCB0rhy7u3SX3Str4Br/aHnx89vuqzM7FboHQL/PY/+Ow6+G8cvDkUfnhA6kMX1FvKLVxyDez84PzZdZFwrn3G7gM+FQRBAxQD8wRBuBNAFMV3gJ+AqUARYALmHfP8fwGPt29/DiwHHkDylsmcAqPVwYq9VXy2o5w95S1SeoK/OwlBXiSGeJMQ5EVCiBcJwV74uKn/8Dgmm4MDdUYK69oorDNQWGugqK6NsiYTKoWCp67sw9yRvVAoen5u2MlwH5SOYe2viC4XQmeNcpGR6Q7U5Uo/quZmmPEGAPbqajwrmqi5MhzjQXA5RXql/nGF9NArYynKrGPXylJGz+6LcsQQqjdkovnwQ3ymTTuUS+o0GLEdKMJadABrUZG0HCjCUdV+XS4IqCMi0CYkoE1MQBMfjzYhEW18HAr3E7SUuFAJToFZH8Alj0mCaOf7Ur+0tJulSQN+0R1/TrtZEuR7PoeqLHC258zqEiHlCqlnWvRw0CVIoVxrm1QV+uNDUF8Ak56XKkllzhnhuLliPYTBgweLGRkZXW1Gl5Bd1crnO8pYnlWFweogMdiLWYMisdpdFNUbKKxto7jBiM3hOvScEB8ticHeJAR7ERXgQa3eQmGtJL4qms2H9lMrBWIDPQ+Juan9wkgOvXByw05GyzfLqH78ceJ+XIE2vmdMEJCROWOKN8CXt0itH276SqokBKo+/4TWZ59n24vXE9MymwNZ9cx/aTTKk8yW/XVxLgU7arn5n8PJNGxn6at3c/ePLnxnTMfR1Iy1qAhH9eF5kYJGgzouFktUEDXBaio8rXjWG/Cr0uNT2YpndSsKp/S9JQpgC/bHGhOMPToURUoCQ667D7Va27nvT3ehuRQ2vSI1k0WUmtaO/otUgHCuGBsk79aO96WcwdB+EH+ZJL6ihklTDf4Il1NqD7L1DYgfD9d+DG5ys+zTQRCEzPZc+eMfk8VYz+BYL5hWpeCK/mHcODSaQTH+x1U0Ol0i5U0mCusMFNUZKKxr40D7ttHmRKNSEB/kRWJw+xLiRUKwNzE6D9TdeLB3Z2IrKeHA5CmE/uNZ/GfP7mpzugcuF5ibwEN3fpKcZTqXPV9Ko3t0CXDT11ILhnYy/nQDlt278fz+U3a/YiI80Y9Jf0o96eH0DWY+fXobvUeFM/aGRGYunc5fXylHZxTQxMWhSYjHHKmjXAf7vFvYoSgltyUfu0vKK/PWeKMSVNhdduwuO06blZBmkcgGkah6iGqQtsOaQOWCwj6+DHxzIdFhKZ36NnUrWiulRrW7FoHDIlVjJk+F5CnS1IQz+Vw2FMG2N2H3Z9KxkqZIjWpjRp755ztzoeQh0yXADV9IExBkToosxnowJ/KC3Tgsmplpkfh6/HHo8Y8QRZFGow1/Dw3KCzzseKaIokjh6DF4jR5N+H/+3dXmdB3GBilJt2ittDbWgcZLuiIPTJJCGIHtS0A8aDy62mKZUyGKUoL4uueg1xi4bgm4+x1+2OFgz9B0diYJXPnv9Sz7dxbj5/YmZXjYKQ+94bN8cjZXcdOzw1nVtIJ/bXqWq5NmUmGqJrshmzZ7GwDuKnf66vrSL7AfqYGp9AvsR6hn6AkuJJ2HxJnD5cDusmOzmTmw6B107yynOkiB49+PMHnErRdEW53Tpq0Wdi+B/J+hIgMQwTdaEmXJUyBm1Imb1IoilG+HLQsg70dQaiQv24h7ICj5+P3PhIMbJS+rQin9T8WMPLfjXeDIYqwHklej57Fl+8gqO7UXTKbjqLjvfix5eSSs/qWrTTl/OO1QsVMSX0VroHoPIIJ7gBS6CB8IrRXQUCBdWbeWHf1832gITJCEmn8saL1B4ykJOI3HEdue0qL2kL68ewqGemleYeSQU8827I447bDi/yDrE+h/vTTm55gfbdOuLEpvvJFfb09jaO9/sWPFQea/OBp371N3oDc0W1ny5FYSh4Yw6sZYrlh2BY2WRhL9E+kX2O+Q+IrzjUN5jn/3srU/0PjwY1gFJ5vuG8UdN/0PH43POR2zR9JWKyXV5/8MB9aBwwxaH6lfXPJUSJwg3c5bIYmwip1S8v2Q9sa3Xh1YiNV4AD6bLYVVp78uNbOVOSGyGOtBiKLI1xkVPPX9fry0au65NP6svWAyZ07jwoXU/fs/JGzYgDrkwqwcBaTw4+5PoWCldHVr1YOglPouxY+HhMsgbOCJRZPNBE0HDouzhgJoLJS27afZ9FPlDj7hUr5SWP/29cBDVX3dgrpc2Pom7P0KnFbpvtixMOxOSJp8boLS3Cx5Kap2twtWb9B6SaJV69UuaI+8zxvc/M68KalFD1/PhQNrYexf4dLHTxiOyn3xGVwff8mBT5/AuioJQSFwzd9O+JtxQjZ9VcjedeXc+MxwVP4ulAol7qrOSb43Hygi97ZbUNW38MXVOmbd9xqDQgZ1yrl6BDYTHNwA+T9B/krJky0opakDhlrpAmnEPZJI0hzbl72DMDfDV7dK3yWj/w8ue6rjG+heAMhirIdgsjl4Yvl+lu2qZGS8jlevH0iwt9zl43xi3rePkmtnE/HqK/hMntzV5nQeWZ9Ko2B8oyTvV8IESWgcEbo6Y0QRTI1SxZXdBDYj2AzSj8WhbaP0mLUNWkolL1zLEZ4236h2YXbE4n0eh8+LoiRctr4phWhV7jDwBqmi7eBG2PEB6Cukyrahd0j3u/uf3rHNLdIPZva3kjfDZZe8Fw7rYbF3MtwDpDBQzCjoNUrKFzqZINRXwaezoS4Hpr0qzVr8A3ZMu4xqYzXpn6/l+6fzGDY9lsFTTz8HyKS38ckTW4gdEMTlt3W+99DR3Ez+3bejyMrh25EKvO/5M3em3YVacZFftLpcUJkp/Z81FEhjl1KuPD+eaKcdfnpYyiVLuRJmvtex4s9QJ3l3/XtB6qyOO+555GRiTK5J7SYU1LZx96e7OFBv4IHxidw/PlHO6eoC3FJSENzdMWXuurDFWOEq8A6DB/d1XGK+IEhX454n7k31h5iaoGavJMx+X/JWHH7cK0RKEvbQtR8/CDwCpYqvQ9uBklg52zJ7u1nygG17C+rzpPmBlz0Jg+cf9tZFDIIR90khy23vwC9PwLrnYcANMOzPJ86/sbRKoaTsb6UwsMsuCbkRd0PfqyVvoCBIP2TWNkmwWg3ta/0R221Qsx9KNx1+b9x8IXrEYXEWOuDw66/Nhk+vlc5/01eS2P4DnK2teBZVUzk+iKQD0v/CsV33T4WHj4b+l0ay65cyBk2OQRfhdUbPP1NU/v70WfQ55c8+zdXfLGdb4zv8ac4W/jnhv0T5RJ36AGeB0+XEYDfgpfY653Brp6FQQNQQaTnfKNVw5asQmAy/PA7vj5c+F32vOv0LlhNRkQHb35U+Q+2FH9Tsu+C8b7JnrBuwNLOCJ5fvx1Or5NXr0hideIY/ZjIdSumcubja2ohd9k1Xm9I5OB1SQ8fe02DGm11tzYmx6KF2P1TvherdkvfM2ADGeikkwom+twTpS98nQqoS9I2UPG2+kZIA8o0Ez+Cjv8ANdVKJ/84PJK9eaD8YcS/0nXniZOgjqd4D29+DfV9Lnq24S6UQZvRwqbN99rdSDp7TBj6R0o9S6kwITz83AdxaASWbJWFWslkKGYMU1oweJgm8He1eiRu/ksLAJ6FuxXIaH36M7U/PILTtJmoOtDLn36POODfVYrCz+IktRPcOYPKf+53Wc0RRPKccWFEUaVq0iNr/vEhpqIJXZ7tz18THmRE/o8Nya2uMNSwrXMY3Bd9QZ5Y643urvfHR+uCjaV9OsD0ifARR3p0jDLs9hath1d8l75xSA0mTpHzFxInSWKhT4bBKn5/t70ojuzTeUph18DzpvsyPofd0uPrdHlVAJIcpuylmm5OnvtvP15kVDI8L4PXr0wj2kcOSXU3966/T8M67JO3YgdKrk3IsupKy7fDR5XDNx5I46Gk4HZIgM9ZLPZKM9WBslLYNdVJ4rrUcWsrB1nb0c5UaSaz5RkohwqLVklhKmizl1fQac+ZCydgghWZ2fghtR3RM94mAPldJHrDIwZ3XGkRfDaWbpaVkMzTkQ3AfqXWFb+Qpn57x4HxYtxXX9x+z+xUriYNDuPTms2sdseOHYnb+WMLo2YkIgoDVZMdqcmA12bEYHUfclrZdDpGQOB+i++qI6asjMNIL4SwiAm3r11Pxl7/Qpnbw3NUuQtJHMDFmImMixhDmdeqK0GNxiS62VG3hq/yv2FCxAVEUGRUxiuFhwzHYDeitevS29uWYbZtLapyqEBSMjx7P3L5z6R90ckF8QSKK0oXUni9h/1Lpc+rmJ33n9L9O6md27GdCXwUZH0mfJ2O9VLk99A4pVUDrffi4296CVY9LbT5u+Pz8pjKcA7IY64YU1UlhycI6A/demsAD4xNRXaT9vbobhk2bKb/9dqI+/ACvUaO62pyOZ93zsPG/8NcD3SthvjMwt0iepNYKSaD9LtJaK6Tk5oQJ0ozAwMRzP5fTDrnfSyHCxElS9WVXhFHMzZLQPI1QmiiK7Bo5iJxQB2OeX8uPr+1jyp39iBt4drN/rWYHS57YisV4eD6lSqvEzUOF1kON1kOF1kOFm6e0DVBZ0EJ9WXv7C2810X10RPcNIKp3wGlVc/6OJb+A8rvuwtpQx6JZfqzs1QJAgl8CoyNGMzoPxfg2AAAgAElEQVRiNOnB6aiVf5xX1mhuZHnRcr4u+JpKQyUBbgHMTJzJrMRZRHqfWtgCWBwW6kx1LCtcxlf5X9FmbyM9OJ05fedwSdQlKISL8Hve6YDi9bD3C8hdIVV/+veCfrMlYWashx3vQu4PUlPZpMkw7A7J2/xHFzF5P8E3t0ve8Bu/kLza3RxZjHUzvs2q4PFv9+OmVvLqdQMZmyQPPe9OOA0GCoYOI/Cuuwi6796uNqfjef8yaTj07Wu62hKZLsZSUMDB6TPYcFNfUnu/wL71Fdz20hg0bmefTmxstWIzOw6JL6Xq1OLDpLdRnttEWXYjZTlNWAx2ECA42pvovjqi+wQQEuuD4hQXrI6GBiruvQ/znj0oH/wTW0cHsKlyExm1GThcDjxUHgwPG87oyNGMiRhDqGcooiiSUZvB1/lfs7psNQ6Xg6GhQ7k2+VrGR40/qXg75XthN/Jt4bd8kvMJVcYqYnxiuLXPrUyPn46b6iKNgljbJEG290upClRsnxTj5gtpt8CQ20+/gWz1XmmOplUP13wkhUO7MbIY6yaYbU6e+T6bLzPKGdorgNdvSCPU9yL9QHZzimfOROnrS8zHH3e1KR2LqQlejINxf4NLH+tqa2S6mIK3XsL5+ofkf/gwxl/64qNzY9r9A7vUJtElUl/eJgmz7CZqilsRRdB6qhg5M4HeI8NOmg/mslio+usjtK1eTcD8+QQ//BBmp4Xt1dvZVLmJ3yp/o9oojWhK8EvAKTo52HoQb403M+JncG3ytcT5xnXoa3K4HKwpW8PC/QvJbszGX+vP9SnXc13ydejcTzJ66EJHXw05y6X8xtRZZ1d9qa+Gz6+XioAmPS/lbZ5pSoAoSksne7JlMdYNyKvRc+9nWRyoN3DXuHj+MjFJDkt2Y2qe+xcty5aRvH0bgvoCKpfftxS+uQ1uW9M1FVcy3QbR6WTnNZNprasg9rNVrHqhiDHXJdL/0u6VdG4x2qnIa2bf+gqqCluISdVx6c0pePr9cSK46HRS+6/naf7sM3yuuIKwF55HoZFCnqIoUtxafEiYOVwOrk64mkm9JnW6t0oURTJrM1mUvYj1FevRKrVMi5/G/NT5F2+yf0dgM8KyO6RK4yG3w+T/nLyy2twsDUavzITKXVLF5tVvn7TquCOQW1t0IaIosmR7Gf9ckYOvu5pP5g+TqyV7AB6D0mlesgRLXj7u/U4+n69HceBXKYk2Ir2rLZHpQlwmExUPPYR3bgUbpgUTXHR2LS3OB26eahIGBROfFsTe9RVs+/YAn/9jO2OvTyJxSMgJvWSCUknIk0+gCg2l/n//w9HYSOSC11F6eyMIAvF+8cT7xTOn75zz+loEQWBw6GAGhw6muLWYT3I+4fui71leuJyZiTO5o/8dhHiGnFebLgg0njD7E1j7LGx+FZoOHh5g7rBKbWEqM6EyQ1o3Fh1+bmASJIw/t/YbHYDsGetEWk12HvlmD6uyaxmbFMT/Zg8g0Os0ynpluhx7bS1F4y4h5LFHCZhzfr+wOw1RhJdTIGYEXLvwnNsKyPRMHPX1lN55J5acHD6eqGDI3U/hvioJQ7OVG58Z3tXmnZKWWhNrF+VQU6wnLi2IcTck4+Hzx4n+rd99R9XjT6CNjyfqvfe63WSNelM97+19j6WFS1EKSq5Pvp7b+t2Gv9v5EQdOl5NqYzUhHiHnlB/Xbdj1Cax4UGpn4+Yn9ST7vT+ZVwhEDJYuRiMGSdWY59Lo+gyRw5RdQEZJEw98sZtavYVHJidz++g4FHIT1x5F0YSJuPXpQ+Trr3W1KR1DzX7EN0fRFn4PLVkNGDdtBkDQaA4vajWCRi2FdNRqFGoNCk8P1BGRqKOj0ERFo4mOQh0djdKrcxt7ynQ81qIiSu+4A3NDLa9MF5h08+PM6nUtHz70G/0vi2LUrISuNvG0cLlEdq8uY/sPxWjdVYy7MZn4tD8WWYZNm6m8/34Ufr5Ev/8+2vj482jt6VFpqOTt3W/zQ/EPuCnduLXvrdza51a8Nd6dcr4aYw3fZX+F6eNP6b1fT160kpJB4SgH9iU+IFHyHvrGE+MT0/NE2sGN8NMjUjPoiPR2ATZIGsHWhRegshg7jzhdIm+tK+LVtYVE+Lnz+g1pDIw6f8pbpuOo+tvfMGzeQuJvG0/pQRJFEUdVFcrAQBTa7uf9tBQU0LrgCVo37sZpVaIKDcVn0iQEdzdEmx3RZpMW+xHbNhui3YbTYMReUYGzqemoYyr9/Y8QaNGoo6PQxsai7d37UH7O+UQURZwNDSh1OoQLqDN3R2Hctp3ye+9FL1j49zUKbr/2BabGTaU4q56f393HVf+XRkRy14ZqzpTGSgNrF+VSX9ZG0tAQxlyXhJvniYWDOTub8j/fiWi3E/XWm3gM6p7zLItbinlj9xusLl2Nr9aX+anzuSHlhg6Z9Wl32dlYsZFv8pfi+HUTt6x1EKgHY1IEbgdrUNqd6L2VbE0U2ZYCOVECSqWaGJ8Y4vzi6B/Yn+tTrr94K0HPEVmMnSdq9RYe/GI3W4sbmTYgnOevTsXbrYddUcgcovmLL6l55hniV61EExNz3OOi04khM4MDK77AvmEzXrVtmIK8SXz+JXzGjO0Ci4/G2daG/sefaPnmGyz79oECvOPUuD/0P3ZG2cho2IVLdKEQFCgFJQpBcfy2QolGoUHnriPY5YWuyYFPvRFNTTOO8gps5eXYykpxVNdIYVBA0Gpx798f98GD8Bg0GPeBAzu8ea7TYMRaWIA1Px9Lfj7WfGnbZTSi1OnwGjMGr3Fj8Rw1CqWPT4eeuyfye6iuJkDgP7PVPH7Vq4yJHAPAr5/kcmBXPfNfGo2yBxYVOZ0udq0sJePHEty81Vx6cwq9+p04981WUUH57X/CXlVF+Ev/xefyy8+ztadPTmMOC7IWsKlyE4HugdzR/w6uSbzmrLxU5fpylhUtY3nRctxL6/nzWiVJJTYUSfFEPfUMHoMH4zIaMWzYgH7VLxg2bEC0WHD4eVE9KJpdfd3YHNRMiamcXj69eG70cwwIGtAJr/rCRhZj54Ff82p5+Ou9mG1Onp3el2sHR8r5OD0ca2EhxdOmE/b88/jNvBqQEp+bfltP6YqvUGzNws1gw6GAnF5K6vuEkrKlkogm8Jg6mYjHn0ClO79l66IoYtqxk9Zl36Bf9QuixYI2KQn3aZeTVfdvVsWnsNnRjNVpxUvthUapwSW6cIpOXKLr0HLk7ROhElQEuAcQ7B5MoEcgIaoAIo1aIutcRB80ot5XiCU3VxpcrFTi1rs3HoMGtQu0QagC/rjZrOhy4TKZcZmMuIxGXCYT9spKrPkFWPLzsOYXYC8vP7S/wtsbbXISbknJqKOjsOzPxvjbbzhbW0GpxCMtDa9LxuE5dizaxMRTezkdDmxlZVgLCrAWFGItLMBWVo7n6FEE3Hor6pCek2AtiiINb79Nw+sLyI/VsGC2Oy9d8TZpwWnS4y6RhY9uJizBj8l39OxClfqyNtYszKGpykjC4GD6jokgItHvuI7+juZmKu68C/PevYQ88TgBN910ymPbbU5K9jbQUGHAYXXisDmx21zS2urEYXNht0n3O6xOHHYXAeGeRPcJIKqPjuBo77OaLACwq3YXr+16jV11u9C56YjxiUHnriPQPRCdm7QOdA886j61Uo3NaWNt2Vq+KfyG7dXb8bYIPLArhH6/VaL09iH4/x7E79prEZTHNwd2mUwYNv5G2y+raFu/AdFkQunnh3FcGv/onUexopE5feZwT9o9aJXdLxLQXZHFWCfz6poCXl1TSEqoN2/cmEZCcOfE+GXODZfoYn35ehZmL6SguYAwzzAivCII9wonwivi0BLuFY6v1hfR5aJgxEg8hw9HMSydyp+/xW13ASq7C4Mb7E/UYBs1kMTLr2V44mV4qD34ev9n5L36PFdtdaH29CL0kUfwnTXrvAhzw6bN1PzzH9hLy1B4eeE+5XJyR4azQp3L5qpN2EUnwRpfJsRdwcSYiaQFp51y4LEoithcNhrMDdSb6mkwN1BnqpNum+upN9VTb5bub7IcDmMGuQcxzHcAo5sCSSizo91fjGXvXkSrFQBNfDzq0FBcJtNxi2g2n9gYhQJNTAzalGTckpPRJiXjlpyEKjz8uPdXdDgw792LYcNGDBs2YM3LA0AVHobX2LF4jR2H5/BhONva2kWXtFgKC7EVHUC02Q6dUxkVidFXg9v+YlAq8b3iCgLmz8MtKeks/1LnB9Fup/rpZ2hdtoyt/TV8dpU/b05+l+SAwwPN60r1fP1CBuPn9iZl+JmPDepuOO0udv54kL3rK7BbnHgHuJE8PJTkYaH4hRyeYegym6l86GEMv/6Kz5VX4p6ehjY2Fk1cHKrgYARBwOl0UZHbTMHOGop3N+CwOhEUAmqNApVWiVqjRKVRotYqUP2+3f6YQqmgrkR/aLKAm6eaqN7+RPWRGtierC3HiRBFkS1VW/juwHfUm+pptDTSYG6g7dhxX+34aHxwiS4MdgORHuHcWZZI8lc7EdsM+F9/PUH334fS7/TSZ1xmM4ZNm2hbuQr9L7+gcHdn26xkXgrZRaxfHM+Neu68jHsSRZEKQwW+Wl98ND3T2y2LsU7k17xa5i/M4Oq0CF6Y2Q839alHkMicX2xOGz8c+IGF2Qsp0ZcQ4RXB6IjR1JnqqDJUUWmoxGA3HPUcb7U34V7h3La4ll77GwCo84Wc3p4ox41gwITrSY8YilohhQxcLpGG8jZ8gz3IbN7BS0v/jzk/mkkqteMxeDCh/3gWbVzHNpL8HdHlovHdd6l/fQGq2F6UXTWY5ZE1bGrcicPlINQzlIkuLZeX7qH/A/koOmmwrt1pp9xQTmZtJhk1GWTUZlBnkgYr+2v9GRKQxhhjGCllIh45pThbmlF6eiJ4eKA4tHgese2BwlNaq4KD0SYkoHB3p83WRqWhkoq2iqPWlYZK6kx19A3sy8ToiYyPGU+guxSustfWYtiwAcPGjRi3bEU0maRE3iO+/1TBwWgTE9EmJaFMiGWfj57vHJlsqN+KQ3QQrldyT34MiZvKwGLBc9xYdPNvw2PokDMS2y6rFcvevZgyM7FVVKAOCUUdHo46Ilxah4YinGPOnbOtjcoHHsC4ZSvfjtXw2+VhvDfp/eN6We388SA7Vhxk/oujz2j0UHfHbnNycE89+VtrKM9tQhQhNM6H5OFhJA4ORuuhRnQ4qH3xRVqXfoPLZAJARKAtuDd1seOo8UjCJmrQqEViU7xIHhdLRJ+gMyrEMre1TxbIkRazXhL5ugjPQ8IsPMEPpfrswsNWp5UmcxMN5gYazA2HRFqjuRG7y86UtliC3vkOa24uHoMHE/LE47ilnN3cUQDrgQNUP/005oxM7AOS+c8lLez3bGZe33ncPfBuNMqO/R9qtbayvXo7W6q2sK16G5WGSnw0Pjw69FGujLuyx0WfZDHWSdS3WZny2kYCvbQsv2eULMROQUVbBStLVrKnbg/TE6YzIXpCp36Y9DY9X+V/xae5n9JgbqB3QG/mpc5jYsxEVIrDLfZEUURv01NpqDwkzn7fduUfIKnQhM/YcQwbPZs+gX2Psrml1kTe1mryt9dgaLbiE+jGFfcMoNm9hntX302fbTXM26BCZbWju+MOdH++o0OT2516PVWP/A3D+vXUjkrm0RElGNVOIrwiuDzmcibGTCQ1MBVhQTroEqTh0e2v2dhiQ6EUUKoVqFQKFCqhQ/8eoihS0VZBRq0kzDJqMqgySoO0fTQ+xPjEoFKoUApKVAqVtAjSWqlQHnX7979PRVsFepv+qPN4q72J8I4g0iuSALcAdtTsoERfgoBAWnAaE2MmMiFmAqGe0jBhl82GOSMD486dqHSBaJMS0SYmovTzI6suix+Kf2BVySrabG0EuQdxRdwVjIkYw8qSlXxb9C1eRpF7ShIYsKECmltxS01Fd9t8vCdORFAd37rRaTBizsrClJGBKTMDy569iHap1F6p00mFEUd+DwsCqqAgSZiFh6OOiEAdES7lvqnVCCoVglojrTW/3z68/r0DvaX4AO9OUVA+NpF3J7xLkMfRY9fMbTa++W8mbp5qrvnbCX8fLgiMLVbyd9SQv62GpiojSpWC2AGBJA8PJbpPAAhQt6+c/N9KKS60YrIqUYgOgtvyCSr9DV1TLgrRAQoF7gMGEPzwQ2eV/C+KIo2VBsqymyjLaaS6qBWXU0SlUZA6NoKh0+JQazvmN8Sp11Pz3HPov/8BVWgoIY/8Fe8pUzrk8y26XLQsXUrdSy/jMpvZd0USLyTmEaNL4LnRz5EaePbhbrvLzr76fWyp2sLWqq3sb9yPS3ThpfZiWNgwhoQOYeXBleyu380lUZfw1PCnjvu/7s7IYqwTEEWR+Qt3suVAIz/cN5qkEDk0eSIazA2sKlnFTwd/Ym/9XgAC3AJosjQxLGwYjw55lAT/ji2nrzHWsCRnCV8XfI3JYWJE2Ajmpc5jeNjwDvkysprsFGbUkbe1mtqDegQBovvqiEnVsfOnEpx2F1P+nIpHL3hw3YMUH9zFv3YlErwpD01sLKHPPoPn0KHnbIclL4+K++7HXl3F2hkxvJtYypTYqcxNnUvvgN6HX2tTMeJr6TQNf4VKt4lUFTRTVdSCuc1+9AEFUKkUKNXSolIrUKoUqN1UeAe44aNzwyfQDe9Ad3x0bnjr3FCd4QVIlaFK8pzVZlBrqsXhcuBwOXC6nNJadGJ32Q9t//64p9qTCK8IIr0jD4WTf9/21foedQ5RFDnQcoDVpatZXbaawuZCAPoF9mNCzAQmRk8kyuewh6hMX8YPxT+w4sAKKgwVuKvcGR89nmnx0xgWOuyoUG6NsYaF2QtZWrAUrDbuqurNyI0NUF6FOjKSgLlz8R5/GZbsbEw7MzBlZmLJyTmcO9e3L+6D0tH3jiIvCupVZnp7J5LsDMStvg17VRX2ykpp/ftSUwP2Y/5Wp8DpoeX5GQ5UQ9NZcNmC496j1noTP7y+B0OLlal39iO674U/kkcURerL2sjbVkPhjlosRjvuPhrcPNU0VxsRFALRfQJIHBJC7IBANG4qXCYTtpISrMUHsRUfoGXZtzhqavCeNIngvz6MJvL0hoefCJvFQVVBC0WZdeRvr8En0I1xNyYT3efc/haiKFJ5//20rVuP7vbbCLzjDhQeHe8Nd9TXU/vCC+h/+hlHdBivX25jZ7CB+anzuXPAnaf0kjldTpqtzdSaatlbv5ctVVvYWbMTo92IQlDQL7AfI8NHMjJ8JKmBqYcuoJ0uJ0tyl7AgawFapbZHeclkMdYJLN5awlPfZfPMtD7MHXWaQ00vEvQ2PWtL1/LTwZ/YUbMDl+giyT+JKbFTmBI7hRCPEL7K/4o3dr+ByW7ihpQbuGvgXeecB1DYXMjC7IX8VPwTIiKTek1ibt+59Nb1PrSPKIrUHtTTXGPCw0cjLb4a3L01Jw0/uJwuynObydtWzcHdDTgdUoJuyvAwkoaF4Okr5YDoG838+OZeWmpMjLspmfjhOp7a/BQ/HfyJP5uHMWlpCY6KSnxnzSTogQdQB59dA8qW5cupefoZnF7uvHSVQHa4g8eGPsZVCVchCAKiS6Sh0kBVQQtVO7KoKnNhEaX31ytAS0SSPyG9pNtOhwuH3YWzfZG2nTgc0m2b2UFbkxV9oxmX4+jvCw9fDT46d7zbhZp/qOehH7LuQqm+lNWlq1lTuobsxmwAUgJSGBE+gl21u9hTvwcBgWFhw5gWP40J0RPwUJ/8x6vB3MCi7EV8mf8lVpuZ21r6MXGzCfbnH9pH0GhwGzAAR/8kKuK9yQoysceYT05jDmbH8Xlx0d7RpAam0i+wH6mBqaQEpOCmckN0OnE0NOAyGKTWI3aHtHbYEe12TJY2mtvqaDY20mpooKalnMXaXSSnjuXlS14+riVC7UE9P761B9EFV9zTn9A43+NsudBxOlyU7m8kf3sNVpOdhPRg4tODTxmqdZnNNH70EY0ffAgOBwFzbkV3553n3HOvqrCZdUvyaak1kTwslFHXJuDudXYe9JZl31L9978T/PBD6G6//ZzsOh0MGzdS88yz2KuqKBwXy/NpZYSFJfLw4IcREak31VNnqqPe3L421VNnrqPR3IhTdB46ToRXBKPCRzEyfCRDwoac8vegpLWEJzc/KXnJIi/hyRFPEuzRvRr6HossxjqYwto2rlywieFxOhbOO7N8kQsVs8PMhvIN/HTwJzZVbsLushPlHcWU2ClMjZ1KvN/xTRabLc0syFrA0oKl+Gn9eCD9Aa5KuOqUSeVH0mBuYE3pGlaWrCSzNhN3lTszE2dyS59biPCKOLSfodlK/vZq8rbW0FJrOu44ggDu3pIw8/DR4un7u1DTYmiykL+9BpPehtZTRdKQUFJGhBIU7X3Cv73V7GDV+/spz2kifXIMw6bF8u7+d3lr91sM9RvA03m9MS7+HACvcePwmzUTr7FjT2sGpstmo/aFF2j5/Asae4fx6MQ6giISeXncy0S6RZO7uZqK/Gaqi1qwmhwA+LjpCdfmEDFjLuFJ/vgEnl2/ItElYmy1oW8009ZgRt9oQd9okbYbLBiaLYgiqN2UJA8LJXVsBLqI7tUYttJQyZrSNawpXcPu+t0k+CUwLX4aU2OnHgpjngnNlmaW5C7hs9zPMNgNXG8dyLi2cIojlGz3aWCvPpcWawsAGoWGFF0KqbpUUgNT6RvYF52bjrymPPY17GN/w372N+yn1lQLSBWrif6JpAZK+2uUGmqMNVQbqqk2SkuNsea4fEeVQsW0uGk8OeLJQzmNv1Oyt4FVH+zHw0fDtPsGHpXULnP62GtrqX/lVVqXL0ep0xF0//34XTPrhJWJp4vD7iTz51J2rSxF46Fi9LWJJA098binP8JWUcHBGVfh1rs30YsWnpM9Z4LLZKJ+wRs0LVqEy9eLhROUrIzXH9Vg1V/rT5BHEEEeQQS7Bx+1TvRLPMpbfSJs5eUYNmxE4emJ98SJKL08cbqcfJr7Ka9nvY5GqeGxoY91ay9Zp4oxQRCUQAZQKYrilcc8JgCvAVMBEzBXFMVdgiAEAd8CfsAToigub9//O+AuURSrTnXerhJjVoeTq97cQp3ews8PjiHY++Jufmeym/gs7zMWZi+k1dpKsHswk2InMTV2Kn11fU/rQ5HbmMsLO14gqy6LPro+PDb0MQYGD/zD/ZssTawpXcMvJb+ws3YnLtFFrG8sV8Zdyeyk2fi5SVVCDruTg3sayNtaTXmOlMQbluBLyogwwhP8MBvsmPRWTK02THobxlYrJr0NU6u0bdbbEEUQFAIxqTpSRoTSKzXwtJJtnU4Xv31RQPZvVcSnBzNhbm9+qVjFk5ufJMQzhAVJj+O9ahsty5fjrG9AGRiI74zp+M2a9YeJ/vbqaioeeBDL3r1suTSY14c2MitlNo8MeYTWchu/fJSNvt6Mb5A74Ul+RCT5Ex7niff7KdB/Nlz5yintPhecThd1B/Vk/1ZFUWYdToeLsHhf+o6NID496IxDmqeD1eygscJAQ0UbDRUGWmpNhMb5kjw8FF34yYWg2WHGTenWIV/cepuez3M/55PcT2i1tqIUlMT7xUuiS9eXfoH9SPBPOE4cnYg6U90hYbavYR/ZDdm02Q9Xzflr/Qn1DCXMM4wwrzDCPMMO3/YMQ+euQyEc/z+a/VslGz7LJzDKmyvvHXDSEUIyp4d5fza1/34Bc0Ym2qQkQh79G54jR57TMRsrDaxbkkftQT3RfQIYd2PyaV1AiU4npbfOwZqfT9x3y1FHRJzyOU67i/K8JurL2vDWSZ5t/xAPNO5n59k2Z2dT89TTWLKzsQ5MRjlmGH5DRxDcfyha7ZkJf9HpxLxnL4Z162hb9yu2ogOHHhPc3fG5/HJ8r74aj6FDKDOU8+TmJ8mqy2Jc5DieGvFUt/SSdbYY+wswGPA5gRibCtyHJMaGAa+JojhMEIT7ATPwBbBSFMVRgiBMA9JFUXz2dM7bVWLs+Z9yeW9jMR/OGcz43j2n31BHY3aY+Sr/Kz7a/xFNlibGRIxhbt+5DAoZdEaerd8RRfH/2zvv8LqO806/c3vDRS8EQAIsICmKIsWmanVLolokl0SWE9mWNivbsrLWRomd3WSdsrZjR44TJ87GkWKr2VZkW6YoybK6SFldJMUigp1EIwiil9vb7B/n4OICBCgQhRcX/N7nOc/MKfecmblz5vzONzPf4bkjz/H9Ld+nPdzOTQtu4n+u+Z/pwZl90T5eaXqF5488z3tt75HUSWr8NVxbey3ra9ezqGCR0T2nNccb+tn7dhsH3j9OLJzAV+Rk6QVzWHJBBQVl428QUilNJBDHYlVjevX+qDxtf6mZtzYcpLzWz/VfXsH+SD1ffe2rxFNx/vs5/50LStdRtfs4fb/eQGDTZkgkcJ97LgWf/hR5669LO0sNvv02R//0PuKRED+60caWs+z89UV/zTXzruWDFxt57+kjeAocXH3H2VTWZUxZP/I7eORGuPVncNaNY6R06okE4ux5+xi7Xz9KX0cYl9fOWRfNYdkllaf0HwyitWagK0JnS8BYmgfoOhqgvzOSPsblteMvcdHRHECnNKXz8lhyQQWL15WftpmCwXiQhr4GFhQsmBKP6WC4ZGkeaCalU1R4K075vFpr3nvmCFuea6BmeTHX/PHZM6obOdfRWjPw4ku0338/8ZYWfJdfTtnXvoZzwcSHr6RSmg83t/DOU4fRWnP+7y1gxRXVWE7ilLfzgQfp+P73qfzud8i/+eYxj4tFEjTt7ubw9g4adnUSjyRPOMZb4KSwwmOIswoPhXOM0ON3jMtPX8/Pfkb3I48SbzXsKsrjwb1yBZ5Vq3GvWY175eiOoFPBIIE33yTw6msENm8m2dNj+ApcuxbfFZeTd8UVJLq66duwgf7f/pZUIIC9spL8W27B93s38mToTX6w7QfYrXa+tu5rXAsGuYIAACAASURBVDnvSvLso/dgZINpE2NKqWrgEeBbwJ+OIsb+A9iktX7cXN8HXA7cAtiBn2NYyK4AXgBu0lqf2Ic0CtkQY28c6OSPfvwuf3TBPL55yzkTOofWGo0e9c01F4gmo/xq/6/4z13/SWe4kwvnXMhXVn3lI70xD47V2vlaC027u5i/ooRV19RQVDn8hgzFQzy460Ee2f0IdoudW5fcyoHeA7zT+g4JnaDaV836+eu5tvZalhQuSd9kwb4o+95pY+/bx+hpC2GzW1i4uoylF1ZQtbhwwg4Xp4JDH7Tz8k/qcfsd3PiVlYTyevja619jV+cuAPKd+ZxXcR4XuZaxYmsP1t9sInb4MMrjwb9+PbbSUroefJD+ijy+cWOAwsXLuf+y+ylMlPLyQ/Uc3d/LojVlXP6HS3B6RojGl/4a3v4hfO0IuE6/bx6d0rTs62H360c5vKMTndLMXVbE8kuqKF/gJxpMEAnFiQbjRIIJoqE4kWD8hO19HWFiYaPbFQUFZR5Kqn0UV/soqfZRUp2Ht8B4UIT6Yxx4/zh73zlGZ3MAi0Ux7xQtm7OFZCLFaz/dy7532lj2sUouu23xSR/owsRJRaP0PPYYnf/+I1LRKAWf+ATFX7xrUoP8B7ojvP74Php2dVE6L4/LPruE0nl5J4xvjdTXc+TWz5B35ZVU/fM/nSA+IsE4jbs6OfRBB0313STjKVw+OwtWlrBgVRmVdQUEeiL0tIXoaQsa4bEgPcdDw8Sat8DJJbfWnfQ7oJnEjx0jtG0b4W0fENq2jei+fcZkFosF59IlhjhbvYpkXx+BV18j9O676Hgci99vfEXjyivwXXLJqF/RSEUiDLz8Cn0bNhB86y3QGvfaNSTXX8p3vK/zTv8OANw2N+Wecsq95UboKafCWzEszHfmnxbBNp1i7FfA3wN5wJ+NIsaeBb6jtX7DXH8F+DpwAEOIlZvrZwN9WutHPuJ6dwF3AcybN29NY2PjhNN+qvQEY6z/wev4nDae/ZNLcDtO3fqzo2MHX3/960STUW5betuwLrWJEk/F2dS8iVebXmWOdw7nlp3LipIVkz7vCddJxtlwcAMP7HyA46HjrC1fyz2r7mFN+cmneCfiSQ5uaWfnay10NA3gcFmpPquIpt1dJGIp5q8sYfW1NScMIm7qb+L+9+9nU8smw01D7TVcW3sty4qWpW8arTXHDvaya9NRDn/QQSql092Qi1aXTdjUPh0cb+jnN/9vJ8l4ivV3LWfuWUUcDx7nvbb3eK/tPd499i7HgscAKHWVcEO4jou2hSl4YzeEwuxa6ecfPh7k1nM/z72r76VpZw+vPbaXZFJz6a2LWXphxeiNyY8+Bk4/3PHcac7xiQR7o9S/2Ur9G60EeqJjHqcUOL12XF47To8Nl9eOr8hlii4fxVW+cbsA6DoaYN87bex7r41QnzHmr25tOUsuqKC81j+sLiViKSLBOJGAuQSHlmg4QXGlj+qlheQV5cbQhFg4wfMP7KJ5Tw/n3TSftdfXzhgLwWwm0dVF57/9G72//BU6lSL/ppso/uJdOOdPzFKmtebg1nZ+98R+wgNxY3yr34E334m3wInHayX2/AYcwU7m/cW9+KuL8eQbluCGnYYAO7q3h1RK4y1wsmBVKQvPLWXOovyPFOaDLnAGBdqet1rpbA5Qt7aMSz6z+JQnGSQDAcLbdxDets0QaTt2pJ0822vmkXfFlfiuuALP6lXjGkM7SLytjb6NT9O3YQOxhgaU2034onM4XuvnWJGi0R/jkGuAtqgxgSBz4gCA0+rk2x/7NtfUTu/nsaZFjCmlbgSu11rfrZS6nNHF2G+Avx8hxr6mtd6acUwh8ATwSeCfgELgH7XWb5/s+qfTMqa15u6fbePlPcfZcPfFLK86tdlHWmserX+Uf976z5R7y6n11/Jm65u4bW5uXngzn1v2uY8cvDiS5oFmfn3g12w4sIGuSBcFzgIGYgPpSlbrr2VF6QpWlq5kZelKFhUsmlD3YTwV55lDz/AfO/6D1mAr55aeyz2r7uG8ivNO2rAHeiJ8+PpR6t9oJTwQp7DCwzmXV7PkggocLhvhQIxdr7Ww87UWoqEElXUFrF5fw7xlRcPO2xXuosg1fFsskmD/u23s2nyU7tYgTo+NpRfNYfklVTN6QPKwmZafXcKyj1Wm9w16l37vmCHM3m17l+5IN86YprJX0VOdz7cu+TYXll7MG788QP0brZTV5HH1nWePneeB4/CPi+Gqb8Al952mXH40qWSKpt3dDHRHcPnsuDx2nF5DdDm9dhxO65RbMlMpTcuebva+08aR7R0k4in8pW7sDospvBIkE6N/+gnAarOk9+eXuqleWkjVkkKqlxTOSGepwd4oz/7bDrqPBrn8j5Zy1kW5710/14gfb6f7Jz+m54lfoGMx/OvXU/ylL074yw2RYJyDW9sJ9kaNpS9KsC9GoLWHaGps4eIvdbNwVSkLVpVSXuOf1L2V/g7ocw04PTYu++yScVvJRkPH40T27cficeOYP3/SLwtaayI7dtC74Sn6n3+eVF/f0E67HUdVFbaaeSSryghV+OkucdFWpGj2hLmp7mYWF07vVzWmS4z9PXA7kABcgB/4tdb6jzKOGbWbUmt9LOOYfwKeAhYDVgyL2Uat9RUnu/7pFGO/eL+Zrz25k/913VK+eNmJswJPRl+0j79686/Y1LyJq+Zdxd9d/Hf4HX4O9Bzg0fpHefbwsyRTSa6adxWfP/vzJx24PmgF++W+X/L2sbexKAuXVl/K7y/+fS6uvJhYKsbuzt3s6NjB9o7t7OzYmf5EjdfuZXnJclaWruScknNwWB0kUom0T6fR4uFEmKcOPkXzQDPLi5dzz6p7uKjyojFvGMNS1cfO11o4vL0DrTW155Sw4opqqpcWjvq7WCRB/RutbH+5mWBvlJK5PlZfW8PCVaUnvLV1twb5cHMLe99tIx5JUjovj+WXVVG3rhz7BCyV2SBzpmXFgnzmLMqnYoGxZA6oHvSV9W7bu7QGWrl92e1Yu7y8+OPd9LaHWH1NDefdNB+r7SRvttsfh6e+BHdthsqx69WZRiyc4OC2do5s70BZjPGALq/dEIY++9C6uc3ptWFRiq7WIEf39dCyt5ujB3rT3TfFVYbFrHpJIZV1BWmLbCqliQbjhAfihAMxIxyIEQ7EiZhhMpHCN+jDLcNFyAndzeMgmTAse33tYV56aDfRYIL1dy0/I3yIzWQSnZ10P/wwPT9/nFQoRN7VH6fky1/GtWzZpM8dfOstmu78b+T/4e3kfeVPjUlIvcYEpEQsxdxlRRRXeafcItrZEuDVR/fQ0TTAorVlXDoBK9l0o7Um2dlJrLHRWBoah+JNTcM+u6YcDir/4bv416+f1jRNu2uLk1jGbgDuYWgA/79orc/L2F8HfFNrfatS6qsYg/ofB17UWl94smueLjF2pDPIDf/yO86dW8BP/9v5p/QpjF0du/izzX9Ge7id+9bcx2eXfpYjOzrRKViwyvisRkeog8f3Ps4T+56gP9bPitIVfOHsL3Dl3CvTlqzm/maePPAkTx18iq5IFxXeCj5V9yluWXTLSafjD3pA396xnR0dO9jZsZP9PftPMNGejLOKzuLuc+/msurLxryhk4kU+99rY8erLXS1BHB6bJx1cSXnXFY1bjcKg+fY9kITvcdD+EvdrLp6HovPK6e5vptdm1s4uq8Xi01Rt6ac5ZdVUT7fn5PdLqlkim0vNNL4YRftTQNp313+UjdzFuRTsdAQZ0WVXiwWw2fYjlebeXvDIdw+O1fdsYy5S8f+0HaaJ/8YDm+C+/aDRcYJTSWpZIr2xgFa9vXQsreHtkN9JBMplEXhL3ERDSWIBuOM1bw6PTZcPjtWm4WBrgjx6PB70uG2GcJsUKSVGLM+012ngRFhMD5sbI/H7+DGe1ZSOk+cUc8UEj099Dz2GN2P/ZTUwAC+yy6j5O4v41558vG2Y5Hs7eXwzbdg8XqZ/+SvsLinZsLIuK+fTPHBC428/xvTSnbbEhaunr4ZjMcO9bH95SZsDgtrrq09YbzxqaC1JtHebgq0BmKNjeTffPO0f2/2tIoxpdSXALTWPzJdW/wQWI/h2uIOrfWWjN/9AvhLrfUBpVQZhoUsH/iG1vrJk13zdIixeDLFp3/0Ng2dQZ6/9xLm5I+vsmut+emen/L9rd+nzF3G9y77Hgsci9n007007OoCoKDcw9rraqhbV47FaiEUD/HUwad4rP4xWgItVPuquXnRzWw7vo23j72NVVm5tPpSPr3401xcefEJXY6xSAK70/qR4iQUD7G/Zz8anf7UjN1iH/ocTca63WLHbXOPec6RVq3iKi/nXF7N4vMrJmyp0inNkR2dbH2+gfbGgfTnA/OKXJx9aSXLLq6ckd1CEyURT9LRFKDtUB9th/s4drgv/f06u8tKea2fVFLTeqCX+StLuOL2peN7A02l4HuLYNHH4ZMPTHMuhEQ8SduhPlr29dB7PIzLZ8fts+POs+P2OXCZoTvPsLZZM6y+WmuiwYThv60rQn9nhIGuDD9uXWESsaEuVIfbhstrw+VzmNY7o4vXbVr1nF47VYsLxXXFDCU5MGDMNnzoYZJ9fXgvupDiu+7Cc/7543651FrTet999L/4ErVP/Bfus8+e5lSPzXRaybTWtO7v5f3nGji6rweX104ikSIRS1K3poy1N8ynaM7ERdnpRpy+TpB/fHEf//rqQf7ts6u5YcX4xlz0x/r5xpvf4JWmV7h87uV88+Jv0rk7yqaf7SMeS3LhJxbiK3Ty/m8a6GoJkF/qZu31tSw+zxBlyVSS15pf4+HdD7OjYwdzvHP4ZN0n+cSiT1DuHe5KI9Qf4+DWdg6830bb4X7yilzUnlNMzYoSqhYXTItfJzDcFuzc1MLO15qJBo3xXmvW1zB3xHivyaC15ui+Hg5v72TusiJqlhefklUyV9Fa098Zoe1wnyHQjvQR6Ily/u8t4OxLKsdfvke3wYNXwCcfNHyMCTmL1jr96Sqn1zZMyAm5SyoYpOe/nqDroYdIdnbiWraMojvvxH/tNR85eL3vmWdp/fM/p/Teeyn50hdPU4rHxrCSNfH+b45MiZVMa01zfTdbftvAsYN9uP0OVl09j+WXVpGIJ9n+UjM7N7UYomxtOetuqKWwYuaLMhFjE2DzwSbuePhtPrliCd/7g/GNt9nduZv7Nt/H8eBx7l1zL7fW3sYbvzjIvnfbKJ2Xx8fvWJZW8TqlObKzk/d/c4TO5gD+Ujdrr6th8fkV6ca2LdhGqbt0mBUsFk5weHsH+98/Tssew5FpcZWP2nOK6WoN0rKnm0Q8hc1hoXppEbXnFFN7TgneAuekyyTQE2X7y03sfqOVRDRJ7YoS1qw/cSakMAPYfD+89k34s4Pgy50P6QrCmUYqGqVv40a6H3qY2JEj2CrnUPS5z1Hw6d8f1RdXvLWVwzffgnPRImp++thp87I/HrqOBnjlEcNKVruihJqziyit8VNc5R2XcUBrTcOuLrY810B7Qz++Qierrqlh2cVzsI3obQkPxNj+chM7Nx0lGUtSt66ctdfPbFEmYmwC/O9X/p1nWv4fDquTStOzdaWvMh1WeCuo9FVS5inDpmz8fO/P+d6W71HiLuH+S++nuHserz6yh2BfjLXX1bDm+tpR32i11jTs7OS9Z01RVuJizXW1LLlgSJQl4kkaP+ziwHvHadjVRTKRwl/iom5tOXXryod9ciYRS3J0fy+Nuzpp2NXFQLfhFLN0Xh41yw1hVlaTd0ozanqPh9j2YiP73mlDa6hbV8bqa2pm3KduhAx+sh7iYfji5mynRBCEcaBTKQKbNtP9k58Q2rIFS14ehbf+AYW33469vDx9TNMddxLZtYv5G5/CMffUZuGfDgatZDtebSYSMCy6FouiqMpLWY2f0nl5lNXkUVzlS09A0inNoQ862PJbo8fIX+Ji9bU1LL1gzkf6BQwPxPjgpSZ2bWohGU9Rd145666fPyNn1osYmwAHeg7w7rH3aAseozXYyrGAEQ7OThzEoiwUOAvojnRzafWl/O26/8ue5zvZ+WoLBeUePv6FZZTP/2hnm4NvBO8/e4SOpgH8JS7OubyartYgh7e1E4skcefZWbS2nMXrysc1eF1rTXdrkMYPu2jY1UnboT60BpfPjq/QicNlw+G24XBZzbgVu8uWjtvsVg5uPc6hDzqw2iwsu2gO5149b8LfNhROE5E++O58+Ni9hlsLQRByivDOnXQ99BADL7wIViv5N9xA0R13EHzrLdq/+13mfOubFHzqU9lO5knRWjPQHaGjcYD2pgE6GvtpbxxIfzPXYlMUV/oonZfHsUN99BwLUlDuYc36GurOKz/l7vhQf4ztLzWxa7MpytaVU7WkkIIyN/4SD958R1adf4OIsSklkojQFmwbJtDagm2cXXw2V7qv59WH99LTFmLFFdVc8ImFpzyQXWtN44eGKGtvNJykLlhVyuJ1FVQtKZiU9+xIIE5TfRfNe3uIBOLEwglikQSxSJJ4JEEsnDzB15LDZWX55dWsvHKuDAjOFeqfhl/cDl94DmovznZqBEGYILGWFrofeZTeJ59Eh0JgseC78gqq//Vfc3Im+eBnzdobB2hv7KejaYCOpgF8hU7WrK9l4ZqySY8NDvUblrIPN7cMm/hitVvIL3XjL3GTXzq0+EsNlzKnYyymiLEJcHBrOztfax6apeSz4/I6jJlLPkd65pLLZ8futLLthUa2/KYBT76DKz93FnPPGofrgZOgtabnWAh/qWvaBuKPRjKeMgWaIc7yS90zypO9MA6e/h/w4a/h60fAeur+qgRBmFkke3vpeeIXhD/4gDnf/ha2osk9X84EkskUge4IfR1h+jvC9Jrh4HoiPiTUlEVx9Z3LqFs7vd+bPpkYk6fsGCgFFquivzPM8YZ+IsF42h/UWCw+v5xLb108IYeNJ15fTcqPykSx2i247Y5Z5T7ijEJrOPQqLLhMhJggzBKsBQWUfPGubCcjp7BaLeSXesgvPXHsmNaaUF+Mvo4QfaZAK67M7hhoEWNjsHB12bCpuVpr4tFk2sliODD8G3ZltX7mryjJYooFAejcD33NcMmfZjslgiAIMxKlFN4C49uelXWF2U4OIGJs3CiljIHtLpsMYBdmLgdfMcKFV2U3HYIgCMK4Ee+BgjCbOPgyFNdBYU22UyIIgiCMExFjgjBbiIeh8U1YJFYxQRCEXELEmCDMFhrfhETE+B6lIAiCkDOIGBOE2cKeZ8Dhg9qPZTslgiAIwikgYkwQZgPJBOx5FhZfC3aZYCIIgpBLiBgThNlA01sQ6oRlN2c7JYIgCMIpImJMEGYD9RvB7oFFV2c7JYIgCMIpImJMEHKdVNIYL1Z3NThO9DYtCIIgzGxEjAlCrtP8LgSOSxelIAhCjiJiTBBynfqNYHNB3TXZTokgCIIwAUSMCUIuk0pB/dOGbzFnXrZTIwiCIEwAEWOCkMsc3QIDrdJFKQiCkMOIGBOEXKZ+I1gdhn8xQRAEIScRMSYIuYrWhhhbeCW48rOdGkEQBGGCiBgThFyldRv0NUsXpSAIQo4zYTGmlJqrlHpNKbVHKbVbKfXVUY5RSql/UUodVErtVEqtNreXKqXeUEp9qJS6JeP4jUqpyommSRDOKOo3gsUGS67LdkoEQRCESTAZy1gCuE9rfRZwAfAVpdSyEcdcB9SZy13Av5vbbwMeAS4E/hxAKXUTsE1r3TqJNAnCmcFgF+WCy8FdmO3UCIIgCJNgwmJMa31Ma73NjA8Ae4CqEYfdDDyqDd4BCpRSc4A44AacQEopZQPuBe6faHoE4YyibSf0NEgXpSAIwixgSsaMKaVqgVXAuyN2VQHNGest5rafA9cCzwN/A9yNIdpCU5EeQZj11G8EZYUlN2Q7JYIgCMIkmbQYU0r5gCeBe7XW/SN3j/ITrbXu01rfoLVeC2wDbgSeVEo9qJT6lVLqwjGudZdSaotSaktHR8dkky4IuYnWsPspmH8JeIuznRpBEARhkkxKjCml7BhC7Gda61+PckgLMDdjvRoYOSbsG8C3MMaRbQXuBL492vW01g9orddqrdeWlpZOJumCkLu010P3IemiFARBmCVMZjalAn4M7NFaf3+Mw54GPmfOqrwA6NNaH8s4Rx1QqbXeDHiAFKAB10TTJQiznvqNoCyw9MZsp0QQBEGYAmyT+O3FwO3ALqXUdnPb/wbmAWitfwQ8B1wPHARCwB0jzvEt4C/N+OPAU8BXMaxlgiCMRv1GqLkYfGXZTokgCIIwBUxYjGmt32D0MWGZx2jgKyfZ/wcZ8XbgoommRxDOCNr3QsdeWPfH2U6JIAiCMEWIB35ByCX2PA0o6aIUBEGYRYgYE4RcYvdTMO8C8M/JdkoEQRCEKULEmCDkCp0HoH23zKIUBEGYZYgYE4RcoX6jEZ51U3bTIQiCIEwpIsYEIVeo3wjV6yC/OtspEQRBEKYQEWOCkAt0Hza+RyldlIIgCLMOEWOCkAvUP22EZ/1edtMhCIIgTDkixgQhF6jfCJWroLAm2ykRBEEQphgRY4Iw0+ltgtZt0kUpCIIwSxExJggzHemiFARBmNWIGBOEmU79Rqg4B4oXZjslgiAIwjQwmQ+FC4IwGbSGRARiIYgFIBY0FzMeD0G4B1regyv/KtupFQRBEKYJEWO5TCIKkT6I9EO039hmsYKygLKacStYLCO2WYzfJiLGEo9AIjwUJqIQN8O8cqhaA/lzQZ30u/DCSJIJ6G+BngboaTRDc+ltNISWTn30eaxOOPuT05tWQRAEIWuIGJuJJGLQ+CY0/A6CHUOCK9JniK7B9WT09KXJWwqVqw1hVrXaiHuLT9/1xyIZH7IkJeNgdZiLfShusU6vkIz0w7EdcGw7dB3MEFzNoJNDx1lsUDAPCmthzkrwFIPDCw4fODwZca+x2M3QlW/sFwRBEGYlIsZmCv3H4MCLxnJ4kyEwLDbwlBgPY5cfPEXGg9zlN7Y5zdCVD848QBkP/1QyI0wZy8htNifYXGB3m3E32F3DQ5vTEBWt2+DoNji61Ugf2khzQY0pzkyB5iowLGrx0NASy4in94WH0qW1aR0yQ01GXBtpPqEbL6Mrb1yCVJ0o0lx+KJwPRQsylvmGWLLaxz5VNGA4X239YGjpOji031Ns/EdVa2D5p4z44JJXCVa55QRBEIThyJMhW6SShsA58ALsf8F4wAP4q+Cc34fF18L8Sw3LSDbxFBlCa525Hh2A1u2mQNsKLe/D7l+P/3w2lyHyLDZAmd2nanhcWcx1Mz5oKXL5wV853HqUGbfaDetYMjZKOCIe7obuBmh4A+LBofQpKxTMHS7SlMXM8wfQuZ+0GPVXGb6/VnzGCCvPBW/JVJS6IAiCcAahtNbZTsOEWLt2rd6yZUu2kzE+tIaBY8YnbboOGV2QB1+GUJfxoJ97PtRdDXXXQvnZuTc2K9BuCJV4COwew9pm9xqhw2NuM7dbrNlO7XC0NtLffXj40nMEug5DtM84zldudM0Oiq455xrj6QRBEARhHCiltmqt1462TyxjU0UqBQOtQ4Ir/WA/YoSJ8NCx7iJY9HHD+rXwSsP6lMv4yoy85CJKGaIqrxxqLhy+T2tjkH0yBnkV2UmfIAiCMOsRMTZetDYG0/c2GTPhepuMAdq9TcbS0zB8/JLVYYxJKl4IC68wxiMNdnvlz515FiLhRJTKfaEsCIIgzHhEjI1Fwxvw4ZNDYqu3ebh1CwwLV8E8KF0Ci6+BooVDgstfKYJLmHEkE3GiwSCRYIBkPE5B+RzsLle2kyUIwgxFa008EiY80E88EsHh8eD0+HC43ajTPKQmHokQDYdIJZMZS2KMeBKdSqG1RusUqVQKUkNxrTWYYSqVYu6y5eSXZa8HRMTYWHTsg91PmWJrKdRdY8weLJhnLnPNGYyCkB10KkWov49ATzeB7i6CPd0Ee3uIBAaIBANEggGiwSBRMx4JBkhET5x9ml9WTnH1PIrn1lAyt4bi6nkUVVVjdzhPfn2tiUcjRAIDhAcGiAQGSMSiuHx+PPn5ePz5ONye095gC2cmqVSSntZW2hsPEw0G8RYW4isowltYhLegEKvtzH7c6VSKWCRCNDTYLgSJhIz2IRoMEB7oN5eBjHg/kYF+konECedTyoLT48Hp9eL0+IbHvV6cHg8OlxuH24Pd7TbjGaHb2G9zOkkmEgTNdizQ002wxwjT8W4jHguHpq18brz361kVYzKAfyy0PulA+ngsSjQQMB58gQDJZAKL1YqyWLBYrFis5mKxoNJxI7Ta7dgdTmwOB8oytV+k0qkU0XCIWChENBQ0l6F4LBQiHo1SVFXNnLolFJTPkYflONFak0omSMRixKNRErEYiWjEWI8Z62iNUgplsaIsyogrC8piMdct5n6Leb4kqVQSnUySSqZIpZIjtiVJxGIEe3uGia5ATzfB3m5SyeQJ6XS43Ti9Plzm4vR6T1h3eX1YbDZ6Wo/S2dxIV0sT3a1HSSWNRlcpC/nl5ZTMrcFfWk4sHEoLrsxltEY6E6vNhju/AE9eflqguf35ePILcLjcWGxWLFYbVqsVi802dN9YjbjVasNis5JMJDLEZZBoKENshoJEAgGjfodDWO0O40Hg9gyFbg8Ojxen222EHg9Oj5f8snLyyyqwWHPDiq21JplIkIzHSMbjJOIxErE4yXiMRDxGMmZs06lxOBM2UVYrNrsdm8OJzW7H6nBgcziw2Y3F6rBjsVjT9dW4Vtyo/7HYCddOxOPYHU5cPh8uXx4uX96UW1FikTAdjQ10NBymvfEwHY1H6GxqJBEb29WN25+Pr6AQb1Ex3oJCfIXFeAsLcbjcJBNxoxwTcZKxmLEej6fLOBmLkUgk0KkkFovZzme060PrFpTZzjs9Xjz5BWa9N0K3P/8jX3LGQzIRJ9zfT6i/zxBN6wO/qQAADbdJREFU/X2E+vvT8XB/H+HAQPpeMcIQ+iROppWy4PL5cOf5cfv9uHz+dNyd58fty8PuchELhw0BFwoSCQaHnjPBzDBALBwe81ojrztauixWG74iQ0z7CovwFRXjLSjC5fWiLFasNhsWi+XEdsNiNdqVwf/FYrS/KGXEzfZXDcaV0TZ7/AXT3ktwsgH8IsbGoGXvbg6+/05abEUCA4aFwVxPxGNTch2bw4nd6cTmdGJ3uszF3OZwkkqlhkyviQTJQVNswgiTySSpRJxkMkksFCIWCRtC8iRkVn5Xnp85ixYzZ9ES5tQtoWLRYlxe35TkLRNDVJgCJh5DpwbTqIeSqzUanU7/oB62OZ04XB7sLieWcXb9aq2JBANDwiVDwAR7eogEA4bYGRQ/phAaFEDGdlMcJRKm+Iqe0kNuqnF6veYDpIi8ouJhjdTg9slYAJKJBL1trXQ2N9HV0miItOYmBro6cXo8uPL8RmPtM0JXnh+X12i8B7fbHA7CgQHj4dDXS6i/z3hgpNf7CfX1nvShOe7y8HjNN3BvWmQ6XG4SiQSxUHDopSQcIhYKjvlwsFhtFFTMoaiyiqLKagorqykyF5fvxHtBa02or5e+9jb62o/Td7yNvo6hMDwwkBa8Lq8Pl883JIZ9eeltLq8Pq8NhWChMa2Y0GCAcCAxZM9PtToB4JDJl7c6pYrFa0WYXz0R/P5T3vLRQc3q9WKy29ANy8GGJ+dKS+SBNJRJ0NjfS0XiYnrZj6XbC5fVRWruAstr5lNYsoKx2Ae48f/oFJtjbTaDbvPd7e4bFx7yflTLFqCFOrTY7NrsdZbEYXVzJpNE2Z7QZOpUaajfMNns07C53+sXEk1+AOy8fZVEk43GSiYTRzieMeDIRH7Y9HosS7u8f20KkFC5fHp48f/p+dXmMl7HBe8Xp9eLyZK6bL2ge75QaB1KpJPFIlFgkRCwcJh4OE4uEiWWGYWOf1W5Lt2O+QkOAufP8s85QIGJsAnzw/DO8/vOHcfnycHt9OH0+XN68YQ1JZuNqtdtIJVMZN2RyxMM9le7TTsbjxKPR9AM+Homkw3gsSjwaIWHuH678bVhtQ1YDi9WGxTZkVUi//afNxV6c7uHrDo8Xi9VCV0szxw7sM5e9dB1tTjduRZWG1WxO3RJcPv+wtCWi0aEwGhnKQ9TYZrwtR8039lhagI3VMJ0qhjAzTN12lwuH243d5cbhdKG1JmCKrWBvN8l4/ITfO9xuvIXFuHw+w+qS8Sabfss1LZpDb1vWtDi2mRbN0dcdKGU21vrk4xN0KjX0Nm0x36gzrKeZVlWrzY43f/rf2k4n8UiEWCQ8dE8kRhn7kUiSTCbQyaRRv70+XGY3iMPjHrcwH8TopgkTDRniLBIM0Hu8je7WFnpaW+g+2kLv8ba0dRAMa0pRZTUF5RWEB/oN8dVx/ITuXm9BIf6ycgrKKnDn+YmGQmlxldltPFo3cSZKWYaE3DAR58PucqctVla7PW21yrRg2eyGcDgVS18ymUhbtZKD922mxc1ct1gsWDMEim1EPJ0mu51ELJp+iY0EBginralDL7SRoBGmx/WkkmY4tujLL6+grGYBpbXzKatdQGnNAvKKSyb00E6lkoT7jXFQVofdEFyOofKbjBAY7MIP9ZkvIv29hPqGXlDC5ktKqK+XcH8fGsOKbLXZjdBuN9r2zG1m+lx5eXjyDCub2+83437c/nxcPt8p3xfC6WPaxJhSaj3wA8AK/KfW+jsj9itz//VACPiC1nqbUqoU2AAUAH+ltX7KPH4j8GWtdetHXXu6xZg2u5vOFKKhEG2H9hvi7KAh0sL9faMea7XZsDtdpjVvFIFid2AzxcngvmFxu8N8+zXKN7OcB7cPbtFAIho13qAiEeLRCLFwKP0wj6fftCKgtWHWLhgybWd2R3gLi3C43NNckkIuk0om6Ws3BFp361G6j7bQc6yFvuNtuPL85JdVpLs288vKKSivwF9aht05PqGciMfTlq5IMGCMscsQXk63Z8qHLuQqmYOvdUqb1qqTfB1DEGY40yLGlFJWYD9wNdACvA/cprWuzzjmeuBPMMTY+cAPtNbnK6X+BxAG/gt4Xmt9sVLqJmC11vpvx3P9nHL6moNorenvOE48EsHucg11pzqcOTO+RhAEQRBmCtPl9PU84KDW+rB5kf8CbgbqM465GXhUG4rvHaVUgVJqDhAH3IATSCmlbMC9wE2TSI8whSilsjqzRBAEQRDOFCZjD68CmjPWW8xt4znm58C1wPPA3wB3Y4i26Zu3KgiCIAiCMAOZjBgbbUDVyD7PUY/RWvdprW8wzXXbgBuBJ5VSDyqlfqWUunCU36GUuksptUUptaWjo2MSSRcEQRAEQZgZTEaMtQBzM9argZED78dzzDeAbwG3AVuBO4Fvj3ZBrfUDWuu1Wuu1paWlk0i6IAiCIAjCzGAyYux9oE4pNV8p5QA+Azw94pingc8pgwuAPq31scGdSqk6oFJrvRnwACkM69rsmcMvCIIgCIJwEiY8gF9rnVBK3QO8gOHa4ida691KqS+Z+38EPIcxk/IghmuLO0ac5lvAX5rxx4GngK9iWMsEQRAEQRBmPeL0VRAEQRAEYZo5mWsL8S4oCIIgCIKQRUSMCYIgCIIgZBERY4IgCIIgCFlExJggCIIgCEIWydkB/EqpDqDRXC0BOrOYnJnCmV4OZ3r+QcoApAxAyuBMzz9IGcDMK4MarfWoTlJzVoxlopTaMtYMhTOJM70czvT8g5QBSBmAlMGZnn+QMoDcKgPpphQEQRAEQcgiIsYEQRAEQRCyyGwRYw9kOwEzhDO9HM70/IOUAUgZgJTBmZ5/kDKAHCqDWTFmTBAEQRAEIVeZLZYxQRAEQRCEnCQrYkwpNVcp9ZpSao9SardS6qvm9iKl1EtKqQNmWGhuLzaPDyilfjjiXJuUUvuUUtvNpWyMa65RSu1SSh1USv2LUkqZ2/8p47f7lVK9051/87pTWQYOpdQDZvr3KqU+NcY1xyqDS5VS25RSCaXUp6c77xnpmUllkNP1QCmVl5H+7UqpTqXUP59iGZz2ejDD8p+VOmBeeyrvhdvM/O1USj2vlCoZ45qzrh6Y+yab/5xuC8x9t5r5362U+oeTXHO21oHJ5v/01wGt9WlfgDnAajOeB+wHlgH/APyFuf0vgO+acS/wMeBLwA9HnGsTsHYc13wPuBBQwG+B60Y55k+An+RgGfwt8E0zbgFKTqUMgFpgBfAo8OkcrQeTKoPZUA9GnHcrcOlMrwczKf/ZqgNTWQ6ADWgfrP/m7//mTKkHU5H/bNWDKSyDYqAJKDXXHwGuOoPqwKTzn406kBXLmNb6mNZ6mxkfAPYAVcDNGAWHGd5iHhPUWr8BRCZyPaXUHMCvtX5bG6X76OC5R3Ab8PhErnGqTHEZ3An8vXlcSmt9gpO7k5WB1rpBa70TSE1hFj+SmVQGI8jVegCAUqoOKAN+N8q+GVUPZlL+R3Da6gBMaTkoc/Gab/l+oHXk9WZxPZh0/keQi23BAmC/1rrDXH8ZOKGnYBbXgUnnfwSnpQ5kfcyYUqoWWAW8C5RrrY+B8cdgNKjj4SHTnPh/Bs2MI6gCWjLWW8xtmemoAeYDr55SBqaAyZSBUqrAjP5f06z8S6VU+SiHfmQZZJOZUga5Wg9GcBvwhNnAjGTG1oOZkv9s1gHz+rVMsBy01nHgy8AuDBGyDPjxKIfOynowlfnP4bbgILBUKVWrlLJhCIy5oxw3K+sAU5j/01kHsirGlFI+4EngXq11/wRP84da63OAS8zl9tEuNcq2kQ31Z4Bfaa2TE0zHhJiCMrAB1cCbWuvVwNvA90a71CjbZsRU2hlWBrlaDzL5DGO/yc3IejDD8p+VOgCTLwellB1DjKwCKoGdwP8a7dBRtuV8PZji/OdkW6C17sEogycwrMMNQGK0S43281O93lQzw/J/2upA1sSYedM8CfxMa/1rc/Nx03Q4aEJs/6jzaK2PmuEA8HPgPKWUNWPw3d9hKN7qjJ9Vc6Lp+mQN+LQwRWXQBYSADeb6L4HVEyyD084MLINcrQeD51oJ2LTWW831GV8PZmD+T3sdgCkrh3MBtNaHTMvgL4CLzqB6MJX5z9m2QGv9jNb6fK31hcA+4MAZVAemMv+nrQ5kazalwjAd79Fafz9j19PA583454GNH3EemzJnyph/4o3Ah1rrpNb6XHP5hmnaHFBKXWBe+3OZ51ZKLQEKMSwqp4WpKgOzwXkGuNzcdBVQf6plkA1mWhnkcj3IYNj4hpleD2Za/rNRB8zrTlU5HAWWKaUGP0Z8tXnOM6UeTEn+c70tUKZXAWXMPLwb+M8zqA5MSf5Pex3Qp2GWxMgFYwaExjAhbzeX6zFmQbwCHDDDoozfNADdQABD0S7DmE2x1TzPbuAHgHWMa64FPgQOAT8Ew+Gtue9vgO/kYhmY22uA181zvQLMO5UyANaZ5wtiWJl2n2llMBvqgbnvMLD0I645Y+rBTMp/turANNwLX8IY/LwT4yWl+EyqB5PNf7bqwRSXweNAvbl85lTvhVlQByaV/2zUAfHALwiCIAiCkEWyPptSEARBEAThTEbEmCAIgiAIQhYRMSYIgiAIgpBFRIwJgiAIgiBkERFjgiAIgiAIWUTEmCAIgiAIQhYRMSYIgiAIgpBFRIwJgiAIgiBkkf8PSM1o54pOaWoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(1, (10,5)); ax = fig.add_subplot(1,1,1); ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n", "for s in systems:\n", " data = [(date(int(m['startMonth'] // 100), int(m['startMonth'] % 100), 1), \n", " m['count']/m['samples']*100)\n", " for m in stats[s]['packagePopularities']]\n", " ax.plot(*zip(*data), label=s)\n", "ax.legend(title=\"Arch package statistics\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Debian\n", "\n", "Based on ~200K voluntary submissions" ] }, { "cell_type": "code", "execution_count": 143, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "deb_url = 'https://qa.debian.org/cgi-bin/popcon-data?packages=%s;from_date=%s;to_date=%s'\n", "start, end = '2015-09-01', '2019-08-31'\n", "systems = 'jupyter-notebook scilab pari-gp gap singular sagemath'\n", "stats = requests.get(deb_url % (systems, start, end)).json()" ] }, { "cell_type": "code", "execution_count": 144, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 144, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(1, (10,5)); ax = fig.add_subplot(1,1,1); ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n", "for s in systems.split():\n", " data = [(date.fromisoformat(d), (v['vote'] + v['old'] + v['recent'] + v['no_files']) / 2000)\n", " for d,v in stats[s].items()]\n", " data.sort(key=lambda a : a[0])\n", " ax.plot(*zip(*data), label=s)\n", "ax.legend(title='Debian package statistics')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### OpenDreamKit adoption\n", "\n", "% of Jupyter users are also OpenDreamKit users: \n", "\n", "- Arch: **34%**\n", "- Debian/Ubuntu: **58%**\n", "\n", "This percentages are decreasing, because popularity of Jupyter is increasing faster than popularity of (already well established) mathematical software." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Conda packages\n", "\n", ", , , \n", "\n", "- 43k downloads for for `gap`\n", "- 40k downloads for `pari`\n", "- 26k downloads for `sage` and `singular`\n", "\n", "Compare with , which states 2M downloads for `jupyter`." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 2. Integration of parallel components\n", "\n", "> **Objective 8:**\n", "> Demonstrate the effectiveness of Virtual Research Environments built on top of OpenDreamKit components for\n", "a number of real-world use cases that traverse domains.\n", "\n", "**D3.11: HPC enabled SageMath distribution**\n", "\n", "- Integration of part of the outputs from WP5 (Singular, GAP, PARI/GP, LinBox) into a single software;\n", "- Experiment on the interaction of the various parallel frameworks.\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Exposing parallel features of WP5 through a single runtime API\n", "\n", "![](images/WP3-3.11.png)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## KPIs\n", "\n", "Code quality\n", "\n", "- GAP code test coverage 69% → 75% from release 4.9 to 4.10.\n", "\n", "User contributed code\n", "\n", "- 80% of GAP packages *active* in 2019.\n", "- 143 SageMath packages on PyPI in 2019." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## KPIs (cont'd)\n", "\n", "Distribution\n", "\n", "- 80k downloads (GitHub) for SageMath on Windows since first release in 2017.\n", "- Packaging (not counting alt. methods, such as Conda):\n", " - **Arch:** 34% of Jupyter users are also ODK users;\n", " - **Debian/Ubuntu:** 58% of Jupyter users are also ODK users.\n", "- Conda: 25K-50K pulls of ODK images." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## The near future\n", "\n", "### Packaging\n", "\n", "- Move SageMath to Python 3. Due in Sage 9.0: \n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Long term sustainability\n", "\n", "OpenDreamKit has lifted to the horizon **2020** mathematical software that is as much as **40 years old**! This would have been\n", "\n", "- Impossible without **modularization**\n", "- Impossible without **collaboration and resource sharing**\n", "- Impossible without **updating technology stacks**\n", "- Impossible without **Research Software Engineers**\n", "\n", "Software that lives its own life is bound to become a unicorn or die. \n", "**Open source software** thrives in shared responsibility, is **durable by design**." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Lessons learned\n", "\n", "- Modular approaches **adapt** to the **users' needs** better.\n", "- When you extract a component from a pre-existing project, and make it available separately, **new usage patterns appear** (see CyPari, libGAP, Docker images, ...)\n", "- Technologies come and go (see Docker, Conda, Binder), new possibilities appear. We need to constantly **keep updating** our components **to not fall behind**." ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" }, "rise": { "autolaunch": true } }, "nbformat": 4, "nbformat_minor": 2 }