{ "cells": [ { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import rho_plus as rp\n", "\n", "theme, cs = rp.mpl_setup(is_dark=True)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Colormaps for Quantitative Data\n", "\n", "Many data visualizations use color to encode continuous numeric data. Existing Python visualization libraries like `matplotlib`, `seaborn`, `plotly`, and `bokeh` all have different colormaps for this purpose. Rho+ has its own set of palettes. \n", "\n", "Why have custom palettes when so many already exist? There are a couple reasons:\n", "\n", " - Rho+ has color palettes that fill gaps in the palettes offered by some major plotting libraries.\n", " - Rho+ has a specific emphasis on color palettes that work well in both dark and light color modes, which many existing libraries do not.\n", " - Rho+ palettes can be converted to the formats that other libraries use, which enables cohesive aesthetics across many Python tools.\n", "\n", "[Matplotlib](https://matplotlib.org/stable/tutorials/colors/colormaps.html) and [Seaborn](https://seaborn.pydata.org/tutorial/color_palettes.html) have excellent primers on color palettes. This library also takes inspiration from [Colorcet](https://colorcet.holoviz.org/index.html). Those pages are highly recommended reading for the data visualization practitioner." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Using Colormaps\n", "\n", "Rho+ registers all of its colormaps into Matplotlib with the prefix `rho_`, so if you want to use the Rho+ colormap `inferna` that is available as `palette='rho_inferna'`. As is standard, appending `_r` reverses the colormap: `palette='rho_inferna_r'`.\n", "\n", "The more convenient interface, however, by using the module's namespace. If you have `import rho_plus as rp`, then you can access the Matplotlib palette for `inferna` at `rp.mpl_inferna`, which should tab-complete for ease of use. If you just want the list of colors, which is the format that many other visualization libraries expect, that's available under `rp.list_inferna`. As above, `_r` reverses each colormap." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluating Colormaps\n", "\n", "The main resource on colormap design used for this library is a paper by Peter Kovesi, [*Good Colour Maps: How to Design Them*.](https://doi.org/10.48550/arXiv.1509.03700) One tool used in the paper that we will use to evaluate sequential colormaps is the following sine-comb image (borrowed from `colorcet`):" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def teeth_plot(palette):\n", " plt.imshow(plt.imread('colourmaptest.tif'), cmap=palette)\n", " plt.gca().set_axis_off()\n", "\n", "teeth_plot('jet')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This image is most effective when used at a normal viewing distance on a computer monitor.\n", "\n", "There are a couple things to look for when evaluating a colormap using this image:\n", " - The periodic variation in the numbers being plotted is perfectly even, so when plotted using a colormap all of the \"teeth\" should appear equally long. We can see here that the `jet` colormap exaggerates variation around light blue and orange and minimizes perceived distances in the middle green area.\n", " - The longer the teeth look, the more that small variations in plotted data will be visible. Ideally we want as much resolution as is possible given the constraints of our environment. `jet` has quite good resolution in some areas, but it is still unusable as a serious colormap due to its inconsistency.\n", " - Ideally our colormaps are distinguishable for colorblind users. Jet has serious issues with this. Most Rho+ palettes are colorblind-safe: the ones that aren't are marked as such below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sequential Colormaps\n", "\n", "These are colormaps that can represent a single numerical axis—from low to high. An example use case would be showing the body mass of the penguins displayed in the scatterplot below." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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8QPXpF1I8669flkPt32hjhGGNJBHcfpFA3ITNxZimpMtLMxGX2QxCfcUE6ZcmH0gixtxZnAxh7IN4MUhZZ206J2U4sHjrW8TkTJ0I3XoVTp7MCWutxaa+b3KaKbtaESiPWsNsgStoD9pjm9vPFn7mpE0GIDOW3jm+xRjctjvru7WFHoVvnK2ZbS7tbBFVO/kAhwaaJkQn+51iLdO9YFuNBTBmzTFTTsKuJCzMi8nU10wg9ktz7Bp0L8uXiQ6YtvBaC1do1oz2ofpzBKruxncUBa+22DznBbD0ji00D+dQfJrUbXPYzWROaL2Rg3dioUM6Vry1x/7CO5msPSYfevp3mKztshb9hcrXuC6HBAQHqLWl9muRHSucbeE1bFHWfm00hib7Uy7G4l4XQhP2rF/WH0zcYUrpdfamBADbhHsC79pBpX+lMSZp0G69ABEaJr3zSGqGn9Jj1zg+to1UjbDGOGhHIjqLTq/9afDS4htjvWAP46CTCfjGEj/DdIgzZ7pOOMs+PWbvRuuMXJ81yNF2kmNpU7xCE4V6irmXW3P1jnHaJDruGqWsUy5esgK3cdIWXjXg+ms5Fl/sZKHzDtdWyMTq+46s41nbtMm+ZPatWXMNM0bLSEn0HgOXmD3l0XePzXNuWmp79ve5lOoltlOQyVgUWt9tyTwHatmaYvYYFPeq4oylsc3K3X+TvCa6WyFnLPOS5YyxaG10TD6QjRGia+WMZfBu4eVbu4luMHcgloZWg8J2QmuKySR6zbpEV6FuKT52kKqTvl9m6HgqB62pS5uO49qPJUYwUWbjZUjGcclxPoqhpiBbe0swDq3VtN6qsI45ly03L1+Mk9FaYRf2WNM9cxkKTcLesXQPh02ifXXWWDiYrRcEjg3N4iWPSGw6vVhSPHYDTFt1+cpUuuYZQ8BLdoA0yTIPmz/8If7h9NXnhKJ9TE6ZIeU3M2uAvvR//lyxy/yyNcezHEe4dg3v0ygNC4o1d/EvXnF6nDGRtXSa4TRrH9Tk2jUUVElp/dh1Ub+fuFewUZqi3iSautMjmFuuoy47Gz+pTaLHGXVhrq1xCbjx+NpnzI7VMcLUJ1EyNdbcbDxBCsJbwrlkUwfjwScoe8/35v+tPGVTMI+gL2zEeNaujS8ZetiRhlnfrHAXuhtEu22mzRPl40l9+/dr0f7HgtvhJAUzxhLt7jDGSmNihI43Mbt3Lbm9CZzGGr++sq7xcgZrtlYd+knccleLbGEpDwlNO/l4Y0u9t30qpMQu94XGEF66pefQLHGBgdtguodelIc2pG4hiEJxnZR3rR1esZYIpx2Mxr89v+ia46PGMCtnhPSa4Rqz8AjMNU8N4lqaJBGNHYA4pvnU47gUE7vaCnpd1H1JOtILryv03VhLfTUvPkaCeEpohOq00gqpvkJCfw1C50yNs2G4SdTphzaBtsv30KxnrV3PELvsr8GvpbZOzF7rN4jdjmpZL441pvqcDEAuNcYZI7xjvjs29nqj/Wm/YIQm+BqCKtUJJ9UcWk1I6W3a8d0LvInUqXXKWo5ApZNMyCxZSZim/IxTPKavjPPKpdpLEMLe1QAuSYGtQcNa20wd/0hUWIn96X7fgtSWubFo5++azj0hrTU0Hq7tY6OtfxShhAIlz3E30wbbCjgTqnIMjWNY200N8Sjb7SNvF5NNUt28dUXn+hd40HKWDKU0ohKuU8dwm0Sv+S4Wo5nm1k2l0PuUoqWhZ5EjoDQO87Vw6uYTovNaq1vez8q4dtOEIicUKFNtbeyYzpjJsyRh+WziRFgo1oQN0E9yMhq1rxUGbgTpQeOjcV8glPV9jmAMMc/IM67ZwWTK8SSep7xT3ToF+WljNLMc7S1+/TJR86xB7GXy3f6t7uGSJe7KQipG62Q3fCbS5sVuEh2VdD1SyEcdxnqejjcytTbp86StHcoRamsNwRfnKXr4XEsQ1+5rSNhOn21tbXDaEqzgJFJT6+WsX06/bWymnJXWIkNbgsXU939fKcuPM1MppeMz91i7lZBEjHGV36JknVIF5pdYhyHnNJOSsscQI5hcZ51CzdT3uE3fMWZXMnF7qUmW4+BJ6uk4sm5qWUi7XJPQWGqNh2pL4RCqUsXjdeqvvh3EbdP+3+EF6jgOQcl1zXpjIzPuKqZhrUah12L8rhewvQ5bso/kntl5JOM8PGMZEgh4zK21ZWpKnCXHMZbjS0NEIo+frT9WOs8YTbZKWMkb7LXCw6+dK/hSj9dMnyWPfEj79MeTHuq45aHdS3JfBmLKW1IrPCRrZSvzxE/RuacUTjC4Gt8aGX0OfVUICfKdmze3WapjUqSQngXpj+uXXnMgsX7ZAvuy5mb78cWEtno0uHZz1lS5+NIK55B62xZ5yVKETLgHRyKuz7RxpDrhxEzcZqJOd0LKj0Vci1iNlA4PsUM2ykW5rV3mTPM52ilXp1TYrhVasa4JuPCapGiBrqBs5LXKmpWdPmNzx3KbRJNlOULsCEKPe1dp9n4WMrv6ymubm0eyT9HWOH2CbB8hFH1waexy2kvpVzv/b0WJlhmCuheoMBBNmHPtzaVTqK1dlnIqW6bZHCX+jyEmB216m+v92rzW3SZPbMpvWOWZThW0nBYWo6H5EgqE/p9JssNPZHu+5Aa22bV6LtlHSxsMJRzwkWrq9LEpfIC5JPElj1IoMXvsRF1rOnfXOZXSs/XNmlN0ivZV4tHrwz4TI9Brr31y59c8obt1lxrPWi7BQg6x59Bq+67BsWePafqptc+mob+OHEe8dpmMyhSUMbdybMOVYh9j6tfULmNvOfYRSHw8+s5y3CtZwwR4wXK8vCNzcm/vUGL2NUIXYuAE34kMMRlOmLpv8HkmV07bbb++F/uaEhtykpKKbpWdWqomUR+e4NiNoot2OSkk1UKw0BDXzJaTQ4kgaiika1GSlP1ETuGA7dyzCCy1/u49f1PrmHbS9jXy1MZontROIPY5dIG2aiZiWAteewvVXWILPgV+/ag1XOq4IWm7HTdZWfM+MTOvYUrv1w+/E2s+dYTlLM606/M3il7VPAx+bdPjgOO9a9whn9xMfWASMjEOPz4HJMCffceURcZbkuOqSFGTIeceboNpzvHHp/XZafjOQUjUMNfmHn9saOerdGE5vBTMb9McM2/rHKzm3GrkyuUcdHKM66tt4ZVhWvVpiq6GGhx/R4ebBCndU7PWpeViKUOPf8WMPkdR3CMcdJJMwBHTJSuEmXrByzkPJ1kSo7FR64huzVaJ10vgxhQKIanVj4+cadkImkFzZcyVzEULJUMo/Q1bmhL5F2DzAhf2nG2220UhvPMLZT6N+96XCN46mh3XmuEtCzjtMiAsWc/iGqcUelhcrSv10heYT31MP2NlJ51sOO2ykeaZXTW0S8nh73bYg9dIT8zumkB95RQxgniNFwIfsXlYe00Lx7WyEQ19rSuApjSE46fRPlXkdaNYcyeWmiyFozGf+p1+Zt9Nddf5DZXa1wsx4fqpJSwbPfSaywwUQ268ZEabPgFlbpsoc26A3PdXb4hvyRrmUnv0T6F7pDndhNPY0abcU1upcZ2CWo2Py6MbyvZjT/65Vp+arPHiMKXUi7gmXNmUmH288u5WW0fbyqoQ/zZxip19Zpqi0pawtL423ym9SmhJq7ARH6QDoH2avnAMgzG7VvTupOo123w5k5x1SK2YF4OI9c2Y8tRjL2Ib892Wg0D1n20PeB+oWXljSvrgYjJDU2QP+pkJCT77k6rbiq6hrlduqqXaPZ6nqOGchGZIKFaBMvN2e6hpVuJWrTO7jd2FJIfWPzEnSHPLKKzjm61ZrvDocYKW3Hi60AgUFJh7Rii+J9Kz+fDqeY+6a5zngCb+jqobWDc9VShnIiNE2XXFiNcIbr2ULlPQujvu2mEW3BpszpZm4yt9SpKBU77ZUgkkdA+tiZ7d7VMBDf68ozXMc8F40SrnbvCtyRlvXOr6vKdnp4RuuqbhK8JN8Ofm7dsK9zoWJSE4UQekNeHMsocNuZ1jTNyn2g/7WwKeUI6HWkM8O7ya56i5RZlB9eBvpbu5XD53IXxyw++nf8vJubf++b73mznPL1Yxldzz49PYUSnzltmDOmbOlul8gFxLnbxPD3GKw5ZctgPSvEzIRF8B/eGaU4JWKR0WlnJjz+EEKbcLyKjpkltuhVYQVv4doncrocqosBJKUBnBNpgsnTdtpq/3IvRyPW+pFGkGztOX75O/47gQE+CgLfliI0Oxj+9xzskzoabhE5rGMclbZoTwexK2zF6YGl29xTnnJ5slH3Dzw9uxlL6Z9eTUk0IKJ+WgIGRCaiaHIKZ+amhJle29gEGwvToT4jy2Us++p8pakPObtZ6oczLWxNbNxdYWXW3cFpoaYSGaSl6iAZo1nGxol5SODB85T/Po+Iv7wkeg219rLtlBVubtbf5YWqKcT7dMMfMStd4YKluBY7yDhR6zErNvYWq8030jbSWIzeNrm3kpL1kuI9Gxr5zWq+wjn02MU0xeu3FwGvuxf7uTg9FoySr2Dii9O82kJ1gYGO/oUXs8P6emleG0MEbQ6s28rHp0UEMBz2UEyt2hxObd3HHG2cf3uB1MwGllHMfypnPXFe1J/xQEZG6Yh621LZxiyFhKTFGSvnG4QpEzEfNlIkKBgLnZ0hR5oUeFnPivf3SS9ZY7j1QmSV6cmNEimDCBkCiai089AWKNQ8W7leTsZLIfUxPsPQ+WEXy+FHoHre84E1jpqkjsNJIa95lL9noq8X2uF+wh884yZ+xhE2+TlUcohV9nXf8KH5xwiDurG7wlmsDFbaqnNn1ypDxCNYXpEd8JbSG82MMyYI7m1jK571PrGIJPh1m7fCSEGzDkm6XKyvacPJ83ezdNH8UhOYGvjCZXuLUK5Ujtc/IGrTQe364khxR35wUnpLh0e6cm+FhaRcirntYuuxdSu1To2yU5aEWsE0tozfPEbo0WtHInOJlLdwrmxNrkiPu1heYxHJCOgRGwxzKvnqdD0BLORJqTmP0k6UBrl+OMGdxG7pROOzYswz3O/n9p7tp3wtEF5hr7U9ZmcuzRnDflAfciSwD/++CcwzRYrdbrc39G2uyxGC+RV5gagUOUKRBl3PemzC633rjZ9cZSTbOb/607oiwUR5nAKdxmqw4hZJ4N7YCi4d8L8+DNuizvoacNpN3WNcCW2W37+vSR6gy04TwGmXriiLIOuWEVndLojiRQua24WOHmOZ5LSceXhbPv+Avz6q2ZhL0aKeYdxZTVJkVA2wSSFyzWI9VBqLvCXTuC9lQMNEGB+aiWMZjAsLZp75VpH2OE1GGTaKds3Fya3jya3yR6LfPtuZqJY++tXI/WmD0j09s8T3K0TN+cY281ZtZiXcE3y/4zrQmfwGv3icPmoc0V7LHIe20ZHg3VOO3YDj/25+yf05zJFevLGVshcUFv/WVHJM5vwNi9Mb8XuKTrLdYaU+pxmumJvMSdJVorr6UCOAg134tGqhMUpfFymXxMMkOyzTM2La8FazmSy3dUiky1iZPeu0u+LrSBF7Stszl1ZJyk1hEOGG4dInZzKiMTGij0p2IbqgRv5qxvjj02vGfxigMRTouacZiCkIsr6GxB5Qpa+8hl2eFWXeSNsQ7lEhCkClahPnHrl8Yk7UmGoEyZlejC1DOfqSEsx4i3FM6S70Zg1k6+ECrzmWW18zlvS80+fVBZjKh6XH9uv/7+6q9jniOtNWh23ZfTiBrEaPJlqSElpjCzXgUmTdgXc5ntYARy5pwlZ18U0vVIcjeP5sZh6nLfU8nJMxIFvCeOcoo9/Fl+TBkliLgsP5Q3K5jvW5XV5lwdYoQD3AuGD3fC5ifw2LIztzl2zKst59jTvdQfS21CwjS37BTeXY3jDhGmS4W/uI49sfVMXep7n8MPAPSjo9Ai9bFF8Cnuoa0sP/PXj/3oKQsAW2fkxlNWEIS6xCY995f3/r+hMUuyPm28rJmyfnQ2WrY5jMN1gxrrdXvaQYnIKdsKdouC70BjEtJY5ZbomNccrmwD405P1+O2nfOX0fVqvYyd+Xs8AH4fzPyMQ4Lgp0VMJ+t8xG0QfQpamXCSrPoOxS3Fn9LLHCdMOQHttTio+TFzx5b5p11mvFIPZcoqo+tNbSoTA6sWZaa+b+3sWHPFe1v3FN4HC0exLq6MTTOXUkYdl1L2DjiV9dETGYZwbHLjM3PLYsJUfKZHY0LzL4fosW3/ZshkmTJlnv4UXa+UNeMfc8NHhHdA7izP+XGlJYwqrpdLbUGbEYdJj2ALRWqRpWbZ9DZpuHr5AoCpx1R85y+GTWCD8DPjRXOcag4WAk6w00I4fRzceeclJuBNoQ3qMY47Zv3SW3+s5zWzTuumnjEZhx9Pvek3OuXEDSVvq8Rp6Q3tIKw73n+Kgqunu6E/bjNrSliG8uHmCGeTBcjn3NN3fJuiYZ4wnBaW6xiXr/Wt3d8JT2LCyVF9LTMUzsFM/mzIRk6ISKPQEjLah8kJG9LYOKHoPT5z8sjWYgs1XBGYgiDQsIkGcs28uZqr+N0Lx0UEpiAIgiBEIAJTEARBECIQgSkIgiAIEYjAFARBEM6SkCdsSh2ASeE3IgJTEN4JLcJVSojbmaRtP02y/bTI67pyGbehSzB2kRNEXBnnKZsROnKMnfZkP0zhaChF77fBhpxkxrXmhrE0ie3MiCWtk4DdLWNiGMc8smSZ0l6BNBxPb4VAxrUqeusFpfZ8gCAnGH07lUxlDbb2yo27zhV+awvp7xgRmCvR4oU1J06zY+oNL3pUmUZHnERHJLZz0/vN2mMmcRGWjdo+5QB9QTgDogRmv3h4D1PTnnmwl/XssgPu5O7LjZpaLySEasYIuzlh3ToUTawwrCDK7S9PuAmCILwnItYw6QnRNYJsIst8gi034XlsmbtBGSqW+cjdtYMvo8WaZAMVBEFoS6LTD706y+1EYsq4HK6GNoKmftk56VU+QWu+43YJyd3iqzb8PUHfwnwZ9/IhvnCCICyRmaEBuYI2u4xxF8sZy7Dtr79NDV7YcO2Gx3P6ngbcGNky5jdiyzLb5IzsLc6B7Y+tl5v4k3tFF4Q2iMAUqsEJ0x6KnDg1FFnP+NH6hLCZ3H0aIVumTdmyz0MZ/WisLTRrorP3ZeLGnrc6ztcrQG+ZsqsG/WUVZb8hZ6bpPR2zWF564qxdVGojAlMQTpzvUcvURoP0CNWpLY+WeajnEZr99VjmEZq5ZpH3Qou1sBXJFqaJLxEiMAVBEHIxE7XfBEIWTV8y9bgyr4Bg6k1hqr4y7hwMvlDcPlCmmTaZMqVpTVP1tHDkyli4cTqIwBQEQRCECERgCoIgCEIEIjAFQRAEIQIRmIIgCIIQgQhMQRAEQYhABKYgCIIgRCACUxAEQTgNMpMarIUITOHk0ZmZVLgUftmB+7mZfHIzB+Wm1MvNzHNC2X40k/6OPz8mbZ5JXuCtSBedQ/D+udBC8LFbpXJlbRIXzFu1k6gvdyWhy2xyszudSwL2c88nKwhCBZo87Hll3B7bQhzvVsNcfR/KzLI1N48WBEEQ8pG59TuDE7TsRtGM1G/xssCNhW+T1qe5MkEQhBAiMAUBIY2dFrS8YGfKmMUTtiyzTc5Wx7UpCOdM7R1ORGAKgiB85+QKllPYcsuQ6vjTjd+lOP6IwBQE4fSxZzzXs9b2ZukvySY4T+WTooUXYmZ/JdtmZXunnnBoyZncQYIg1MCEcfjCOQ77TPo21u6YMkW32ZsQD0+9nh4LxnrFoSXq1dP2GFqinqzvTEVPY8w2VtPxpswektPmbLQxW2oJJ4cITEGogNFefJP4JFC8GyWbMlpIeduM6Y/dtFk4KTI959jwV6E6crmFs2et5AWaKROEkyPXfV0gEYEpkHCCgRJEminroUitR0Pxwk1MV4KwDi0Cx98J38EpChS89kUjsksQhCTeiUYrArMBLXKftki1JwiCcHTOSJiKwGRwHeBsYpzcRMgJgiDkc2p+a9+FwOxHERTjFS4IgiCcPsfwEH43ApMLlRIEQRCEUo4iMHvG6Lgfy/zxw7SmKAiCIAhAO+2zmcA0wi13T0xBEARBOCWqCEzZl1QQBEF47xQJzFfx5xQEQRC+ExIEpghHQRAE4fslQmDKSqMgCILwHRCI+3w3YSWCIAiC0BL1hz/+SWytgiAIghBANExBEARBiEAEpiAIgiBEIAJTEARBECIQgSkIgiAIEYjAFARBEIQIRGAKgiAIQgT/D1Tl1boYWv3oAAAAAElFTkSuQmCC", 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54L13KCsr5Zw55+H3B9i2ZTMTJk7ix//v57z9xuvs37eX0WPGMuOUU/nnk4/Fl2f7Ns6/8OJmY4FAgPETJnHqabOor68jLS2dysoKCvLzotskJiaSkpJyTOvpEbQSodH0Ep7955OUFBdz9bXXc+PNt1JSXMzSxYvwvNYDuloSDoeZN/dDzr/wIi697ApsX+Qpy/NcXnvlJZ56/FFqa2v5/W9+yX1feYD7v/o1Vn66nP/8/nd5/J/PdclxZWUP5Dd/+DP19fXs37eXd99+kxeefbpZ7vq/nn+WQYOHcN+XvkJ+fh4fvPcOy5ct5eZb74huU19fz5//+Hvuue9+vvnt7/Hu22+yfdtWfvXzn/K1f/t3vvmd77Nl00Z+8j8/alftf03vxjQtfvOHSHpvsKGBw4cP8forL/Pm669En6AP7N/Ht77+APd/9UH+/bs/pLKinJdffIGX//V8dJ7SkhK+/+1/4ysPfoN/+/Z32b9vL/94+M9cd8PNMWsW5Oexe9cORo8Zy+rPPm2XvD/+0Q+O+fnxztc3XnsZf8DPVddcx+DBQygqKuQ3v/hZ9Ib+6N8f5trrb+C2Oz5PTU01L7/4PG+8+nLctTZuWM9d93wJfyBAqNGS9947b3H+hRfz3R/+iJSUlOi2e/fs5j+//x2qq6uYOGkyNdXV0XiNYyGGDR8bLxpDo9H0QaZMnc73fvgjvvn1r1BTXQ1Aamoad91zH1ddcx23XH9VTMyFRqOJ5Yc/+jGBQICf/vhHPS3KCfHIE8/wzD8f55OlSxBC8I/Hn+b5Z59iyaKFQCRtfNr0Gfy/X/yGfzz8Z959+02+8a3vAOiy1xpNf+Osc+Zw8OD+qAIBUF1dxcED+wkGg4RCbfPtajT9mazsbM6eM4d5cz/oaVFOmPfffYurrrkeiBR1Gz5iBBvWrY1+7jgOu3ftwnVdqqurSEpK5vwLL2pWm+JYaHeGRnMSsWvnDm68+VYe/Ma3WLtmFSiYOn06191wE8/+86lj5rprNP2djMxMxo+fyC23f479+/bx6YpPelqkE+b9d9/mxptvZciQoRQVFVJdXcVP/u+XvPv2W1RUlDNo8BBuuPFmDuzfx8oVy7n40stZt2ZNmzp4gnZnaDQnHVdefS3XXHcDgwcPob6hnoMHDvD2G6+xYvmynhZNo+nVXH7l1XzlwW+wdcsmHvr9byktbXsBtd5M05iI0WPG8sV7v8TEiZPx+X0cKirik2VLeOO1V6ivq4vZ/nhoJUKj0Wg0Gk2H0DERGo1Go9FoOoSOiegC0jOyqKw4fpEOjUaj0fRtLjsvkZp6+/gbtsK2PXafvl9oJaILiFQc02g0Gs3JTk29zS+/vqbD+9/0vXM6UZruRysRGo1Go9F0FAWiH0cW6pgIjUaj0Wg0HUJbIjQajUajOQGM43fMPmnRSoRGo9FoNB1EAKIfKxHanaHRaDQajaZDaCVCo9FoNBpNh9DuDI1Go9FoOorq3+4MrURoNBqNRnMCaCVCo9FoNBpNhxA9LUAPopUIjUYTlwEimautUxhnDKJc1fKBu4HtsrCnxdJoehfanaHRaDTNyRIp/Jf/evzYmMJgIKmMMrL5l7OCFd6unhZPo9H0EnR2hkajieFaa2ZUgTiCX9jcas/G6NfGW42mOUfqRHT01dfRSoRGo4lhvDGomQJxBBODASK5ByTSaDS9Ee3O0Gg0MVSqejKJVRZMBLUq1AMSaTS9l5PBotBRtCVCo9HE8KG7kZBymo2Flct67yANhHtIKo2mF6K0O0Oj0WiasUEe4A1nNUHl0KDCOMplk5fHM87SnhZNo9H0IrQ7Q6PRxGWht5Wl3g6yRQrVqoE6tBtDo4mHUD0tQc+hlQiNRtMqLh5FqrKnxdBoejdaidBoNBqNRtNu+nmxKR0ToenzpJJKrhiE1Qd0YgEMEZkMFhk9LYpGo9GcML3/qqvRtEKAANeZNzNYDMbDQ2CwVC5inVzd06LFZbTI4cu+iwlgA4J6gjwSns9BVdrTomk0mg4i6N8xEdoSoemzXGvexGAxBEvY+EUAn/BxrnEBo8TonhYthiT8/JvvStJFEgHhIyBsMkUK3/JdhV/r8hpN30adwKuPo69emj5JMikMEUOwRPNT2Cd8zDJms8/b20OSxWeWOSZusWgDwUxjFJ9K3Y9Co+mrdHZMRHJKKtfceAepaRnU1FTxzqsvMGzkaOZceBlKSua+9zp5+yPXuElTT2nXeGejlQgNM81cLrJHYWOyzD3IcjcP2ctV5AQS8JBxT+BkkQJAjkjjInMqA0UaO2URS7ytnZ6mOMnM4jJ7DMnCx6duPkucAzjEXlFSRQK+ONJamKSIhE6VSaPRdCOq890Z191yJ+tWrWDb5vVk5wxCKcmlV93A43/9LYHERD5/z4M8/Puf4fcH2jWuVOdf17US0c+52z+Di+3RBBqf6Cdb2ZzrDedXDct6tRpRTlncJ3tPueyTe5hoDOYB+zIsTExhMNrI4QJrCr8MvUEldZ0iw7X2eG71T8GHiSEEE8wsLrFH8z/1C3FbKBK75CEuMt3GeIgm8iLZJYs6RR6NRtP3Sc8cQEpKGts2rweg5HARk6fPJO/AXurr66ivr6OutoZBQ4aTnpnZrvHC/AOdLq+OiejH5IpkLrXHRBUIgICwmGhmMd3M6UHJjo+Hx0JvPo4KR7VrV7kECfGZ/JQvWOfhF0e7UPqERRJ+rrFO7ZT1k/Fxu38qAWFhiIg6ExAWQ4xUzrGGxWy/QxawXxY3KyUdUg7bZAH7VUmnyKTRaHqIToyJyMzMorKijMuuvpEvf+P7XHrVjaSmplNTXR3dpqa6ipTUNFJS0to13hVoS0Q/Zpo1EBXnLPZjMdMaxAbvcA9I1XY2qQ1UepWcbswmmRT2y72slp9ho+K6CExhMNUcDu6Jrz3RysJF4sNsNh4QFrOtoSx2m2v8Cvir8yHnmBM4yxyPRPGJt4NPvZ0nLoxGo+lROtOd4Q8kkDNoCAvnvcfijz/g5s/dS7ChHtHE9Br5t2ry77aPdzZaiejH1CknbuyDh6Smj3RqzFMHyPOa37AD2Ii4zg5oUJ3TPKqulXk8Jalu5bvzkCzxtrHE29YpMmg0ml5CJ96fq6sqKSstpvhQIQB7dm7DMAxSUnOj26SkplNTVYVhmAwZNqLN412Bdmf0Y1a7hXGVCIliidP5vrPuIojDVpmPo7xm4yHlsNDb3ClrbPdKaVAOskWgkotknrOnU9bQaDR9gE7u4llUcJC09AwG5g7GME1Gj5tIRXkZQ4ePIjEpmQHZA0lITKKwMI+9u7e3a7wr0JaIfkwYj1/UL+WHCXOwGmMHBPBwcBUlqr5nhTtBnnEW8XXfFQwhEw+JjclKbxdLO8kKoID/a1jCfyWcRxI2EoWFwdOhDeyRFZ2yhkaj6X9IKXnzpWe55sY78AcCbNu8ge1bNgBw531fQ0nJW68+B0oRCgb56L032jzeFYhhw8f25iD8PknmgBzKy3p3PEFTDAQTzAFYGGz3SuOmKPZVBokMMkUy+bKMKjpfMRLAWCOTRGGzwysj2BkBFxqNps8wZ1oaf7tpTYf3v+Cv5/Sp+0VLtCVCg0SxzTs5Sy8XqQqKVNdZBhSwS5Z32fwajaZ3I+jfDbi0EqHRaDQazYnQj+35OrBSo9FoejEmBmkigNFKxpFG05NoS4RGo9H0QgRwgz2NK+3JGAhcJG+GN/Khu72nRdM0pQvKXvcltBKh0Wg0vZCr7SlcaU8mICKl0n3ATb4Z1BNmidu7Gsz1e/pxTIR2Z2g0Gk0v5Gp7SlSBOEJA2FxvT+8hiTSt0Zl1Ivoa2hKh6VdkMYDpxmQsLHaoXRxQ+T0iR7rwcbFvKNlGAlvcclY4h3D7c3RWHyNRGFyWnM5YO8CucJCP6ippUJ13RzAxSGjRrO0I6brrq6YXoZUITb9hlnEKlxoXYGAgEJzKdLbKnbwtP+hWOSaY6fwsZTYGAr8wuUgN5TZvLD+oWU4D3vEn0PQogyybxwaNI0EIEgyTBulxf3oO9xft5rDnHH+CNuAhKVd1ZInkmM/yZWWnrKHRdAbanaHpFySRyKXGhdjCxhQmhjDwCR+TjfGMFMO7VZbvJc0kQVj4RaR5V4KwGGwmcWNgTLfKoekY38scQpphkGA0/v0Mk3TT4tuZgzt1nefDawip5sXLQsrlxfDaTl1Hc4J0ctnrvoZWIjT9gnFiDDLOU76NzWQxvtvkyDESSDf8MeM+YXK+r3NvQpqu4YyElGiL+SOYQnBmYkqnrrPGy+Oh0GJ2e6XUqBDbvcP8Nvgx22TfrW540iJP4NXH0e4MzUnNWDGdM4xLyCSARaypWaFwu9GF4CjZqubungxXlH6Ah8KMU7PB64KQls1eEZu9os6fWKPpJLQlQnPSMlJMYo5xDUkilbCw45bqcfHYKLd0m0zlKsRBrxavRRBeULl8EDrYbXJoOs6CukrCLf5+YSmZV6cbr/VLtDtDozk5mWVchC18ACgElfiRCqSCsArjKJfF8hMOUdytcv26bi2VKky9cggql6ByWeeU8n6o77Zf70/8sbyIA06IeunRID3qpcc+J8hfyrXFQNP/0O4MTY8zgGzGGOOReOyS26mislPmTSat2fsQFsWY+JTDCjmPnWo3NdR2ylrt4ZCs50tVCzjVzmaACLDDq2SfV93tcmg6Ro30uLtwFzMDSYy0/ewLh1gfqutpsTQ9ST/OztZKhKZHOcs4n9OM2RgYgOJM4zwWe/PYpNad8NxVlJHFoGZjCkEFYdao9Sc8/4ngoVjldK8FRNO5rAvWsS6olQcN/VqJ0O4MTY+RTQ6nGbOjaZemsLCFzQXmpSQRmx/fXj6T83BVuNmYo8KskvNPeG6NRqOBo63AdUyERtPNjDMmYmLGjEsUo41xJzx/gdrLR/JFSlURrnKoVKUskW+xs4etEBqNRnOyoN0Zmh5DoYhnBxTEHe4QBWovb3iPdM5kGo1G0xLFSVHvoaNoS4Smx9gpt+HF+fUJBHvUzh6QSKPRaDTtQSsRmh6jjBJWymU4ysFVbuP/HT72PqAeHbCm0Wj6COoEXn0c7c7Q9Cir5HJ2ym2MMcYhkeySO6ijpqfFajM2AYaJSdj4KVJ7qKakp0XqMDlGgNn+AXhK8UmohErVOc2kThZSSGV0YyryHrlTK7qaCApEP+6bp5UITY9TRQVr5Wc9LUa7yWEU5xlfIJI4ajBDwB61mjXq/Z4Wrd3cmjCcLyaPQqnIw9EDKeP4bfVWloT6rlLUmZxqzOYc4/zGh0fFBcalzPXeZafa2tOiaTQ9inZnaDQdwMDkXOPz2MKHLfxYwsYSNqPFaQxibE+L1y5GmknclTwKvzAJGCYJholfmHw/dTIpQj9nZJLF2cb5WMLGFjY+4cMSNpeb15BAYk+Lp9H0KFqJ0Gg6QA6j4o5bWIwSM7tZmhPjokAO8TqLeEpxlj+7ByTqXUwwJjcWQ2uORDGmGzvAanoxuounRqNpDyJuOy8QwsBQR284p5nDucGeSaZIolBW8oqzhp29rJWzgYh7PAIRt1tlf0M0fkOx4wJDGCdFcJzmBOnH54C2RGg0HeAw+xFxfj6OCrFfbQTgbHMM9/vOZYiRToKwGWNm823/JYw3crpb3GOyNFRMOM4jkSlgZbi0ByTqXeyW2/HitIsXwF65q/sF0vQuTiQz4yRQPrQSodF0AA+HFfJVXOXgKQelFI4KUah2ks92AG71nYa/RUyBX1jcZp/WEyK3yg63hncbCggqD08pXCUJKY9/1OymXIaPP8FJTjGHWC9X46gwUkk85eEoh6VyAbV9KJNIo+kKtDtDo2nEwmS8GIlf+Nkr86g6zg0in228K//ECDEdHwkUqp2UEGnnHcAmCV/c/QYb6Z0t+gnzaO1uFgYPc7Y/G0dJFocOU+A19LRYvYZlcgE75BbGGhOQSHbKrVRQ3tNiaXoLJ4FFoaNoJUKjAYaIHO61bmqMDhAYpsEybw3z5fJj7ldPNdvUspjxEC5hPKw4vUHKVO+sL7DLrWGXq5+sW6OEw5T0sngWTS+hHysR2p2h6fcYCO62biBBBAgIP37hwxYW55gzGS2GdWhOheJDZzOhFgWbQsrlTWd9J0it0Wh6C7qLp0bTjxkhhsTtJmphc7oxrcPzvutu4j1nEw0qjKs8qlUDz4dXssY7cCLiajQaTa9BuzNawbQsLr3yBoaNHI1t23z8wdvs2LaJSVNPYc6Fl6GkZO57r5O3f29Pi3pSkkKA6+0ZzDSHE8LhY3c7W91KLjDPYZAYSIWqYrH8hL0qckPOJpOLzHMYbgymWtWyxFvJNrW7TWvZrfwMDCHwYTcbG20l8KW0IUz2JXHYDfNMTSHLg1Wtzv2uu4n33M34sQjh9GerZ4+SwTiGi4tJIJNaCtiv5lFLYZeumSgs7giM5nx/Li6KucF8Xg/ux9VnwcnFSZJl0VG0EtEKuYOGkH9wHx++8ypDho3kc/d8lfw//JxLr7qBx//6WwKJiXz+ngd5+Pc/Q6l+fAZ1AQFs/jdwDakigCUiFoLrrNmcJQYglIEQgmSRzG3iRt7y3qdElfIV+05sLAxhkCKSuVlcxUfeEj6T64+73n5VELeYUEiF2aC2R9+PthL4+8BJ+ISBKQQDTB//a4/hz5UHea++9VRIhSKI7kPRU2QznfHiZkwRCXTNUONJE6PZoB6jlvwuWdNC8IfU2eSaCfgaz+E7Escw3c7kv2vWdMmamh7kJHBLdBTtzmiFgrwDbN6wpvHf+1FKMWLMOPIO7KW+vo7y0hLqamsYNGR4D0t68jHHGkOS8EcVCIBamY6BiRBHi/74hM3l5kVcaJ4dVSCafnaJOQezDad4GIc3vXmElYOnIvUAQipMnipiszzakvz+tCH4GxWIIyQYJg+mD4vjDNH0FkaLq6MKBEQKgpnCx2hxRZetebYvh2wzEFUgAALCZJKdzngrrcvW1fQQ/bhOhLZEtIFhI0ZTW1NNSkoaNdXV0fGa6ipSUvUFobOZYOTG1FcIq/inahKJDDcGNVMgjiAQpJJCBa27G46wQe6gQBZzmjmFBAJsl3vZofahmvzKJ/uSMURs5UIfgkzTpsTT1obuJJNUhhjZVKga8lVx3G0sAtit9LdIZkircwsEgxiOXwQ4pPJooL5dsk220kmI03fEQDDeTGWnW9X4HqZYA0gSFlvdcqp159S+yUmgDHQUrUQcB9v2cfm1NzPv/TfJHphL03tI5N/9+OzpIopVNY7ysJs8xZlI3DhWBQ+PSlVNmkiN+czAoJ621zoopYK5Xmy6ZlQuL0ymaceMCyGolv24F3A3IxB8zrqE6cYYXDwMDEpUBY86b1NHsNm2HmFUK7bmMNVxx9MZwHXmXfjwo1CYmKyVy1itlrZZxiJZT1B5BERzG5WnFMUyIuNwI5mfpcwmIEyUAlsYvNCwk9dCOs5K03fQSsSxEILrb/0CWzetY++u7fj9AYYMGxH9OCU1nZqq4z/latrHQncnF1kToYmTIEXUUqFSaeqBC6swn8m1HFR53CFy8ImjN3hHOWySOwjReRUXn6ku5H8yR5NgHJUrKD0+rC8lpPqxU7SbmWNOZ5oxGltY0aDYXAZwh3UJT7jvNttWISlkBYPVWc1cGp4Kc0AtiDv/1ebnSSS5mXVrpnEOh2UBeaptN/gFoSK+kDAWmigRnpLUK5fVTikC+GnKGaQLf8S61fhwckfCOHZ4lWx2dSGrPkMXuCUe/PaP8FwP1XhdeeLvf+Cr3/xhzJj0vFaD/bsrCUArEcfgmhvvoKqynOWL5wOwd/d2Lr3qBhKTkklITCQhMYnCwrwelvLko1TV8sfQx3zJdw5pIgGBIF/sZ5VbzZnG7GjDqDVyAwvlMhSKd72PucI8HwsLgWCj3M673sedKteyYCV/rTzIA+nDsBEIIfiwvpQ/V+pzoDuZY05vpjACWMJkvDEMPzahFkGs+9RHCGEySJ0BRBSL/WoeJWyImTuLXBJIjHGP2cLHVDGrzUpEjXL4YfUqfpA8nVwzcg7vdqv4de1GJIoJZjqJWDHuMR8mV/pGaCWir9HJzxA+n5+H/vi/xx0LBBLiBvv7/YFuSwLQSkQrzDrzXKadMoviQ4V8+RvfB2D9mpV89N4b3Hnf11BS8tarz4HOzOh0EkknWc1mQXg4YWrYLZeRxw4AlslVJJNEPQ24uNF91sstbJRbSSGZehpwmnzWmbxTX8r79aUMMH1US5egtkB0O35iXUoQyYKxG1NpmyPZq95jP3OxSSJMTasuDp/wN4uDab5uQptlTCCJweosltaOBarZoNawWW6Lfp4orLirGEKQbMQ/vhNljBjKBeYZpJPCPpXPQm8VFa24dDTtpJNvAyrOdSXe2OjxE6PB/vX1ddFg//TMzLjjhfmdX6NGKxGtsPrTpaz+NL4PdPuW2CcYTeeQSDqXGF/HwochTCCLNGMIpnqP/WoNEkl1Kz0tJOq4/S46A49IfISmZ9gi9zHLmNgsewegUtVSe4wYGIlL6DhBtsWtpPs6KsxutaVN8gVI5A7zKwQIYAoLGMA5DMEvMlijImXUt7sVWHGCgRuUyyfhojat0x5mGhO50bw4asHJVGlMM8bzF+cFytsQeKw5Dp2oRNi2D9vn53P3PEBKShqrVy5l07rVMWNrP1vearB/dyYB6BRPTa9ikriwiQIRwRI+posr47be1vQ/PnRXUk+QcGMmg6s8QsrhJffE3VcuLkvk+zjKQTam+zoqTCVlbFPr2zTHKcYZ+KMKRARb+DjdOA+7sSlbAx6P1m8hqFy8xifMBumS59WyIFxwwsfRFAPBteYFzVxApjDwY3OJeWanrqU5cRwnzEvPPMYrzz3BGy8/w0WXX0tmVnbMWM6gSHZRa8H+3ZUEoC0Rml5FthjVTIE4gkCQRCa1tF7UqT8zwkgjWfjY41UQ7CJXTm+hhnp+HX6e2eZkxoghlKgKPvE2Ud4BK9QwMRAfNgfUIVwiSsMOtZFS7zBTjVkkqiT2qZ3sUpvwaFsGzjBGY8VJ7/TwyCKHIiIxNB+F89jjVXGlfwRpwsdy5xBLw0W4nexgTyclbr0UQxiMNobSxsPStEYXBFbmH9wHQMnhIvIP7CNrYA5bNqyNGauuqowb7G8YZrclAWglQtOrCFJDMpkx4wYmYXpn98ueJEsk8qOEc8kyEvGQWBg8H9rEh07bSn73VYKEWeytZzHrO7R/jsjgfutaEkUAhcLA4FV3IWsbi4uVcZjF8r0OzV1DNdkqtnaJgUk9tc3G9njV/LV+U4fWaSv1hOK6aABqemlH2T5HJ+p9YydMpqaqksOHCskYkMXQ4aPYvWMrObmDm43Ne/9Namur4wb7l5UVd1sSgFYiNL2KHXIJ6cbtWM3S8RyK1E7C7aj50F/4UcK5DDKSMZvcsD7vn8YBWck2T1tt4mEgeMC+gWQSmt3ob7UupNAp45AqO6H518tPGWGOwaDpOexSooqoouKE5u4IQUJslXuYbIzBbmIhCSuHRd6qbpfnpKQTLRHlZSVccsX1pGVkYts2H77zKoUFB2PGykojBdbiBfuHgsFuSwIQw4aP1ekFnUzmgBzKyw73tBh9ljHiLKaKSwCFgckhtYvP1Kt4nVjz4WRghJHGzxIvItDCdC6V4jO3gD8EV/SQZL2bcWIo99hXEhD+ZuOekiz3NvGm1/aiUq0xXkzlfONKBAIDg0Mqnw/lawR7SBG2sbjNvJyJxig8PASCed4Klsl1PSLPycR5Y9N4fFrH+6GcueScPn2/0JYITa9jj1rBPrWKZAYQopZQB90Y46wkbksewlAzgQ3hKl6tK6RUnjyKSLLw4cWxoxpCkNbiBnkyMNscwYXWOCxh8Im7jyXunrjHfywC+DjDnBzTnRUiwYYpIn6J7PayU21mt7eVdAYQooG6Fm6M7sbB5XnvPZK8BJJFImWqMhoDojlx+vOTuFYiNL0SiUs1HdfOz/Rn8OP0idhCYAqDUXYSVyTm8EDpeg55oU6UtOfY41Vgxe0+6rLK7dwI/57mS74zmW2NINCYYTDCyOAsayS/DM5vta5DS/zYfNu+nVSRFLfXSkiF2Sr3d5rMEkk5JZ02X2dQRwN1SrsFO51+rEXonDnNScm308YSMMxorIBPGCQJi/tSRhxnz75DEJfnQhsJKhfZ6O8MKZcy2cB8Z18PS9d5DBZpnGWNjCoQAH5hM8LI5BSz9SZaLTnLnEqqSMQXJ3MirBwOqwrWy12dIrOmH6GIBFZ29NXH0ZYITZeQQSY2NiUUt/lJsbMYYPhINWJPbVMITvWld6ssAMkkkCFSKFfVZBuJ1KkwJapzzNtznT0ckFVcaY8lXQT4zC3gY2ffSZXmOdEcGPcMShA2U8xc1nn5cfcTCHLIxsGhjAomGyNjymVDJBbiU28L73kr2uweSSWFZJFIiSrrsuqomj5EP7ZEaCVC06mkkc4N1i2kk4FEIvH4wHuXvar7Ug7rVSRwLB7Vsvsu+CYGd1gXM80Yg0+EyDAdPCQKSb6s5KHQYio7wbS83Stl+0mciVGjQnEVUUd5VKlgnD1grBjFDebVmBgIDCqpIqhKkErGuDJcXD6T29oUIxDAz+3WtQwXQ/AaO4jO95byqQ5Q1PRTtDtD06ncZt3JALKwhY1f+EkQiVxr3khGnNoPXUWD8lgeLCMkmz9VNkiPl+viP7V2BdeZc5hqjCZBQKbpYIhIu2efsBhhZPK9wEXdJktfZqNXhIUdk6FmYrLejS0RnUE6t5jXkygS8As/PmGTRSZZDI1RFDwlKVc1FLUxrfNW62pGiCHYwiLQOPcl5rmMF6M6fHyakwB1Aq8+jlYiNJ3GMDGCAIE4RXYMZhgzu1WW31btZmO4ipDyqJUuISV5s76IDxuKu2V9AxHJAhA2ASM2kNMUBtkimeFGRrfI05cZLUaQ5ybjYSCVQCqBpwRFbgojxZiY7U81pscUVzKEgcDHJ95WQsqhQYUa4yDKecx5u01yJJPISDEsphqlT9icY57e8QPU9G10TIRGE4sATjFGcqY1FoViubuLjfLgMfdJJH56nClMUkRqzLiFxSnGVMaLsdSqOlardRSqQ50hPg3K44cVW8gx/Qw0/Ox366lR3efKmGXlMsSuwBAQlj5EHO+KRJEqAt0m07EQCIaKqYxgBhKPvWo1h+gdQYbJIglH+ch3E/HhgoCwsgBBikiO2T5VpMQ054ogOCDLmOs9wRnGLIaKUTQQZoAYRFUb3G2JIgGJR7zLZgpJ7T8wzcnDSWBR6ChaidDE5X77Qqaaw6IR8ZOMIaz29vKss6zVfQpVASaxF++wCrNP7mk2ZmNzv/UF0kjFJ3xIJZnMBD70Pma96rwywIe9EIe7OaXzXv8ULvWPJEFE/PUmkrDyQYs4DQuTfd6JVUfsHATniDsZKEZhN9aXyFVj2avWsF6938OywQF1JF1VEMaOXrBDKsy+OIrtHrmf8WIs/iZVTyFiEctTBVxhXscoMRpf4+cjxWi2ys3Mlx8eU44yVRn3XuEqj92q81ssa/oOXVQMsk+g3RmaGMYYOUxrokAABITNGeYYhojWze81VLNBriOsjhZ0cpRDNVVsV1ubbXuaMYM00qIXckMY+ITNFeZFWH1Ytx1kJHGFfxQJTUzefiOMQDW70ASVw3vOZup6QRXOHMY0UyAAbOFnjDidZAb0oGQRilUp2+TuZudVWDkUqzJ2qD0x229R26lUlTiNXT4j24fZIDeRLNKaKRAAPuFjijGNAWQdUw4Pjw+9RdHuoQCucgkRYqn32YkcokbTZ+m7V2tNlzHZGIwd59QQCCaZQyhwW6//v1DOo1DlM9M4DZ/ws0NuZa1cg4tLIhl4hAlRx0QxLm66nUQxVAzlkKohTDUSJ84qvZfpVjayxfOqEJBk1FHkmdRIl0pZz0fu9lZTE7ubQWI8VpwKjqDIEWOoPcFeEp3B6977zFBTmGVMx8Jkg9zKKrkx5ruGyM3+Se8FTjdmMtWYSFg5rJbr2ay2Mcc4HzvOsQpghDGKMnnsLJe1cjMVqopzzNNJI5k96gDLvNXU6uZwmn6KViI0MdSrMC4evhanh4ekQR3/yXmH2sYOb1v0fRajONW4FZuExnS7AkKtNCIysZjA3QwWAoGggE/Yrz46sQPqRuqUE//GJjyWeNt5ObSjB6Q6NmEakMiYdtEKiUP8FMruRgHr5RbWyy1t2t7BYbn8jOWyuYUgSBAPN0ZpkkhCraSLtmSfymOf2zUdETV9lJMgQLKjaHeGJoZV3t64vl8BrPX2t2uuBNKZbXyRBJGGJXyYwiKDoYTUsGbmaQCpJGEsGoQfS/gxhY8hnMMQ5nT4WLqbVU78wFCJYlG4d9549qt1qFauggVqW9zxvsp2uaWVGDjBLrWzm6XRnBT08+wMrURoYqimgUfDC2hQ4eirXoX4a3geDe304Y8UZyBi0u1MgiSzWm7HUS5BFSKkwgQx2SRTaRqAaAofw8R5nXFY3UIIj/9Xt4JqGaJeOtQphwbl8qf6tRSr+p4WLy71VPKpfBVHhQirII4KElL1LJZP4/Uxd9LxqKWWd7w3CKkQIRUkpEIEVQOvey8T5uToqaLRdCfanaGJy2aZx/eCLzDOyEGh2CUPxy0JnEQS04xTyBLZFKh8tsiNhJsoGklkYsbpVQCKbaqIT9zFDBGDaCDIaL6BiNMYyW6SPmdiMMWYwHgxihrqWO1tpKwV10hPscOr4L6auUw0M7GEwTa3nHA7OiYGSGakOJ00sinlIAfUOtwuvsEVsJW35C6yGIHCo4QDrVon+jp71W7+5v6JoWIYEkWBykO2ONZ0sphonEYCyRxUO9irtp6034fmxFD07+wMrURoWsXFY5ssbPXzgeRwu/UFDAxsYTNajWW2cTbPuk9GWx+XspccNR6rRWtqA5MKlU8DQXarSLOoXFFCEjkx69QSqUpoYfEl6w6yRAZ+4cNTHqcbM3jNfZ9t3VhWuy14KLZ0IH0znUGcb3wJAxNT2AxSE5kozudj+TeC1HSBpEfxcDhM7/oeuwoPjwNqf9zPRospnG/cgIGBIUyGq/FMVWfyrvwnnu6TodE0Q7szNB3mCusa/MKP3Zhl4RM+EkjgPOPC6DZ5ah0h6vCaFHpyVZgCtYl6ypvNt0e9g6fCKBV54lNK4qkwe9V7AMwyppEtMqP5/6Yw8QmbG60rYoIC+yqzjJuwRQCz8Tu1hA8/iUwVl/WwZP0DE4vzjOuwhI3RWLDKJ/xkiIGMF6f0rHCa3osue63RtA8bX9y8elOYjDHGRt97OCyWf2OvWkGdKqdaHWKzep916vWYfSvZw0b1OJXsxlWVVLCTDeoxqohYKqYaE+OmhQIMFrEWjONhIkg37A7/CBLxx02FjYcAkkg4prJj4SOVgTHjhjAZLCZ0UEpNWxAY+EliIEPjNvuyhY/RYmoPSKbp9fTzwErtztB0iGP5h90WJl+HBraqD9mqjl0REGCCGMYsIwsD8MjGJ4eyVkXqKYRbCeoUCMLtDAC8K2k4tyUNxRQCRymert3P6/Wtu26aMkYM4nPWhWQ0llzeLPfzoruo1aDTU41JXG2ehw8bheJTuZEPvWUxqaAt/fJN0Wb0rmOSmMMUcT4mJhKFR8TH3bJUuaMDLzWaGLQlQtMhXFz2qj24LfpROMphQwfbIs8Qp3O6MQef8GMJG78IMNs4j6niVAA+8zbETQuto57Dqu2tsO9IHMrtScNINCz8wiTZsLgveRSXBY5vzcgWaXzVvppsIw1LmFjCZIoxgi/bV8XdfpIYxQ3mRSSJBGxh4RM2ZxrTudI8N2ZbiUuR2tHM9QPgKoe9alWbj0/TdsaJ2UwVF+JrdCHZwoeHHaOSOirMNrW6R2TU9HYESnX81dfRSoSmw8z13qNclRFWIUIqhKMcDqr9rJTLOzTf6cYc7Bb9Dmzh4wwjUidiu9rNKrkxmhYaVCFqqec55412rXNH8jASjOY9PhIMky8mDz/uvucZ02JcErawGCayyI1TEvxi88wYF4xP2Mw2pmHF6TOyRr1BDSU4KoSjgrgqTLHaw3a1pC2HpmknU8X5MeecQOAgCKsgYRXCVQ6b1UryVO9oSKbpbQhQgY6/+jjanXGSkUY2o43pmFgclNso5tidN0+EIA084z3BIDGEdNIpVocpo+0WgZYkividEBM52qlxrreYFd5aRhhDqFcN7FUHMbEZKc4ghRyqKKRAbWy1voGNICluyikMMP0xYyPFYCYbY3BxWedtJ8fIiNsh0kOSKVI4pJqnm2bE6V56hAT81NC8dkSYBubLh8lhOKf5hzLKX4MlD5FcDzUngf+0K8gVgxgvJqJQbJdbKaHt7d5TCJAlavALjxrlp0IFUI1PlkvVm0wyRmPh4VCIhYnbmKrrx+Z0cwxDRCb5qozV3h5C2uXUTzFAxu9g3B/QSsRJxERxBrOMyzAwAMEEcxb71CaWy7e7dN0iVUARBcff8DhUqDIyRGzDp4oWikk1NWyS2wFIJIPzjAcwsbGEH1eFmCguYYn8O0GqY+ZyUBR7IXKt2CeA/W7z/gc3m5cw3RiPjYVCca5xKnvVAVylsFo4zG0sCmVsSmeBOsxYRmC02N7Fo46GuN9DqmHyUE4ymWYdiYZNgxzMl9IH8fXDO9nr9I4y1L2F84wLmWmchtl4KTvVOJ2V8hM+bYM1bKTIYYZVggEYArJVA0FMtnpZBCnjdutiTCIZQFPVeC40z+YR53kShMUPfdfjwyYgbILK4VprFr8OvUmF7qGh6Wdod8ZJQgLJzDIui6amGcLAFj5GiWkM5Phm+t7AUjmvWedFiMRYLJPzW91nhnE9NonROhSW8OMniakifowCwD9q9hJUzYs/BZXHIzX7ou9Hi6FMN8bjFz4MYWAKE1vYjBGj8DCQTWIiPQWHZBLVcQLv5nrLcXGRTarRhJUTN7DyCPenDWKg5SOx0eWSYJgkCZP/GjCy1WPqj2QzkJnGLOzGv1HknLeZbZxDGunH3f9u61IsEVEgAEyhSMBloKhikFGHH3/UFeUXPlJJ4SLzbD5nnUMSgWiX24CwSSbAbfbZXXWoml6NQGF0+NXX6ftHoAFgiBgbN2PCxGKkMaVT1jC6+HTZr3bzrnyZQ7KAoGqgSObzjnyRA2pvK3sIshmDIWLLaueKia2uszRUyk/Kt7ItVEu1dNgUruI/yjexMVyF0Vhye6oxNm76pkKwR2ZwWCUSVgYNymS3TGOjTCaTkTHbF6hiHnFfYY86SL0KUiRLeNmdy2dyc6vyXZCYgS/mmASj7QApcVwpXcWR2I/eWoNjjDEOM05ciWj87FhkkUqSiLVGGQKSRSmZIiXGemQJk6nGBCYZQzFb/H1MYTDVGNb+g9D0fRSgzI6/+jjanXGSIPFaea5VyHaUXG6JQHC2cS6nGqdjY1NFJR97H7G/1Rt7RzFIEpfQwGwWKhtPlVGjluJw4Bj7KBSKePHNraVLGpjMEJcwyjuDT6osqihlh/qI632n8p3EwQBs8ooo85IRcWb2CZholLLBy2KzbOp6CTYmB8ZSoIp5wm178Kd3jBq6bhdXpzEQXG+dznnmZHxYSCQGBiEcPnY38b63Lm4dhZ4gcs5LWj4LqcbPjoWHjPv3BQgRpLVwNw+JRMVRXYhbFl7THxCg4tev6Q/0zkcMTbvJUzujT9FNkXjskRs6PO8FxiXMMs7AL/wYwiBDZHK9eTODxZATETeGZHENCZyJIfwIYWCJbNLFnVgMPuZ+hWpLTEqkp1wKVPxjPkNczzhxBpbwIYRBuhjIWcbnGClGYQoDUxhMMwdxlj0gtlAAAIIMs57zfAdJE0fjExQe5cdUeNrOe7VlBGXzG5KrFBtDtTSorr1Rfd6aw/nmZALCxhACS5gYQpAgfFxqTecm64wuXb897JDbW3UJ7ZTHbrleQS2lqgrZ4vsMKYfl3hb2q3y8Fi4vRzmsk5tZ6+3FifnMZbW3pwNHoen7CJQyO/zq62gl4iTBIcQi+QquCjemB4ZxlcM6uZAKDndoThsf041TYlLgLCzOMmLrHHQUQYAEZmK0WAcsEsWFcfc5wkb1NnWUNaZDOjgqRA2H2RKnsJWfREaIqVgt1pEY7PeOVt80hUFAeJhR645EIAFFhlmNISLezIlmKQIPRwX5TD7TaQ2anqk+xNZwHfXSIyg96qRHiRfm/8o6R0lpjST8nGGOxd9KVVC/sKMWit5AFZUs9ObhKoewChNuTDOe671HfRsCHJ9051JLkKAKE1YOIeWwQ+bzidzK6+6HVFMbTV0OqTAF6hCLvZW87K6gWFVF9wuqMIdUJa+5K7vhqDWa3kXvuBpoOoV8tZOXvd8zTEzAxCJf7aI+ToZCW0kmOa5bQAhBJrFZFMdiIDmMMsbg4LBDbos26AIwSEPhIWh+8xLCwFLZx5zXoYGF8i9kM5pkkYVQHskikXFiJvvVZhqarJNEBhIPk5Y3SUGt8rcYUfiNMHXST6pRjykUARHGEBG1whCQZTQwlFoelX/o1JbZYRTfLN7FFF8i432JFLlhPgtWd7mxPEMk4yJjvp2mSCRpIpES1fHzqjPZqNaz293FaDEWUOxRu2hokfUSIIGJxiQCJJCnDlKg8gAoUVX8JPwsk43hpJGEQpEsEphtTGSd3MOfnCcYK0aQLtI4pIrJU5FGcC4uPw+/xnhjMLkinQplEVSZDBKnUaA2E+riRmma3oYA2fIBqP+glYiTjDBB9rRiym8vNVTHd5EoSYlqu3XjEuMKphjTGssKe5xrXMD73tvsUhGTs6QCEcfLrJTEbezgeWwUJexhvJjGKGMKBhYSj9O4hEXyZfLVTgBm+kz8nh3nZixJFcEWM0KZl0QIi8FGeTSC/6hs4CoLTxzqVAWiKVvC9WwJ1x9/w06iVFUfN4hSIKhUvSuNsZ46Nrdyzg8Vw7jJvB2BwMTExeWg2s9b3msoFB6SrfIgX7OvZajIwoeNg8v1nMVfnLfZpfbHbZKkgB2ykIA4g2FiBoYwkUgmi8tZLV/iENu69Jg1vQgFSvVfo37/PXLNcXFxWSVXxpSa9vD4xGtbBcXhYiSTjanYwsYQBpawsYXNVeZ12ES0d0WYej5Fqpa9J1zq1MI2rTNUjGOkmIzVmO5nCRtL2Jxv3IKJRYqw+Pe0UYz3F2G2CLozUAw3S46uqjyqZYB6/HhYlMskvCblaZWKZGmUeAE+9ha3Sb6+QBCHJd5WQiq+UhRSDh+5G3BOIFC3OxEIrjNvwid80fPPJ3wMFyOZJI5mLJ1nTmO4yCYgfBhC4Bc2fnzcax27c+pAxjFUTG8850wsYWMKm9OM2+JYuzQnL6JfZ2doJUJzTJbLpSyRC6hR1bjKpVDm87L3fJurAk4WU7HjXFAlHiPFqOj7OjWXOjUPT1WjlENY7adCPYHXxnXGiFOwRWzFSYVikBjF6b4BeEoxO2kXMxP3kSBCGHjkWBWk+j5ig9xBg3JoUA7L3X0scMo4kiRR6GVS7KXiqEh9iDpls9ExeN59hz1qf5vk6yu87q7kbXc1laoOV7k0qDCu8ihXtbzuruR9r2N9UXqCHDEoWoSqKT7hY6oxI/p+dpzusIYQpIlEsmi94uhQMSNan6QpCkk2Y05Ack1fQkG/7p2h3Rma47JermW9XNvBvVtLBxQxqYINrKBBrWAgw5ljXEGG8SVC1LNZfsJWteI4q6jovwyOascmfs4SFxHkYxSRhIupCXlMTYj4xT0leaehhCcadvFE+NPofBcal6KEakwDFJTINEpkGiEVYr73IdvUlvZ+Eb2SQYxnhnEFKQyggRo2qwUs8NaywGu9jkXf4UhYbPOz0GjyWeRfraesJjCKGeICAmTjUEOe+pgSVkdnUEoiROyzWO9IgtVouh5tidB0KVvUZpw4MQMCwQG1L2Y8k0Fcat5FljEEU5gkihRmGhdxqnHJMdfZo9bjqBAWNBb9bnwJSBe5DPeuwYpzsQ+jWBCMje/YrrbEbb9tYLBXnRypfDmM5WzjDtLEQAxhkiTSOU1cw1jRe9I4T4TD6hBgNt7Qj5wRkQqju+XRZlor5XbCLVw4Uin2ShgkbiJR5GIIE79IZ5S4llwilSnz1fq48TACQSknxzmiaQsClNHxVx+n7x+BpleTpw6wWW7AUQ6e8nCUg6Mc3vPeiqtcnGJcEGOCtoWPyeJMrGP4mQvUbkrUQVDNi0+Jxv94KpG3awQh5RGSHo6ShJTH2/X5bHdjMw2KVCFr5eoYuT/03iXEydG/YrpxaUy6qyV8TBUXQ5yA2r5GIklRS9JRIv9Ob9KjZam3mf3yMEEVxlOSoAoTJMxKLwGzxfdjCh/DGr+fEnaTp9bhqjBSubgqjKvCrJYvdVmwraZ30p/rRGh3hqbLWSDnsVGuZ5QxBhdJjVIIBpBKFdUtYh4yRE6zMta1EvZj4GIxTpyPTQ0lqoiiON1JD6v9DBejOXKjECgyRD0+4RBUPnaHB3N32Suc6x+ITxh8Giolz2s9+2GpXMReeYDpxiwcHFbLZVQ2NgNLJJsMxuISpJwdDBPDSSaVw6qQw+R3wrfW9aSQFXfcJoCNDydOLxCBSS4TSBDpVKp8yruwS2x7MTAZJiaQSCqlKh+fMHBxY5RSIQQDRW70vYfkYfcdxorBjDRyqFb1rJd7mCH+q5V1fFgk4FLPRvUO+9VnDBTjcQlTqDYRpvsyajS9ACVOCotCR9FKhKZbKKUEKf2ca9wDQmBgoIQiT21ijTpaErpKlZBMGkIYbJUGO4moBJHtz+MUXGYbYUpUEe/I55u5HKooxcXFxocfhyl2ESYSo7E4drrh8k7I5a2Gtt3kp4jzmSLO50h57cuMaXwiXyFRjGcQsxq3UljCYhC1JAmBQnJI5fGe/Ferpbd7C7WUk8GgmHGXMA4tM2UiHVPnGF/BwoeBiRKSSgpYIZ9G9nAb7FQGcKV5HyZWYyqxokzlxw2s9JQXN0V5typkt1cYfR+klGSGxmwncXCbWKOqOUx1O1KeNZrj8eC3f4TneqjGiqpP/P0PTJg0jTkXXoaSkrnvvU7e/kjrgUlTT2nXeGfTf9UnTTcjONv4ArYIYAs/prCxhI9hYipDOJput14uwsOlWsLOxjEFeAgkgg1YBPExUAzmNDGn2QoH1E4aqEMpxTirBBsPSygMEenQOMCwuNKa2iZpMxnMFHFeY6qoD1v4sYSPWcbtDOI0zMZ0PlP4UBgcIgUTC1v4yBXDmC5md9L31nVskvNxW6TVuirMFrWIeKGBpxm34icJWwQa/35+0hnKWNF51Us7ygXmrfhJxNcomy18DBBDKVVlMZ1hPTzWyONXl8xT8/BapjerEAVqEfRyBVHTvXS2O8Pn8/PoX37NY3/9LY/99bf4bB+XXnUDzz/xMK+/9DTX3/IFhBAEAgntGu8KtBKh6RYyGRr3qdASfkYZp0Xfl1LAx/Jf7CTcSmMtOKAidSAmNknTg0hq3dveExSp7SSJUEyBKJ+wONc6dnfHI4wQMzDiyBvEivGTH6G+8edkCx+TjVPbtE5PUsQOVspXqVXlKKUIqlo2qLnsVJ/EbGuTQBpDMFp0EbWEjxHitJjtu5NEUkklK6abqy18NBBgo1xDWIVRSnFIFvKa9zyVlB933kp2slu9RFCVoZTCUbUcVB9RSNtqpGj6CwKk2fFXHFSLni6jx08k78Be6uvrKC8toa62hkFDhrd7vCvQ7gzNCRNgOFniCvzk4lJFmfqYWpqnCNr44t6UIeLLBrjUN5yb/WNJNXzsdbfwUnAieSqp2baKo8/IIo4O3EAtS+RbXMct0Xmbr3VsbfwcawQ3+SYzQKRQLfezzcmlSiU2W785imwRZpSoJ0U4GChcDGQLH2kyGZwiLiNXjMEhxA71KTvUchSKdJHALfZpzDCH4iiPxe5OtnjFXGWdwWCRRZWq5QNvNetl50f857OVfLmViNOo9cTEeN91Wz7rDo7Vot7AYIn8mCXy47ifX2wP5yb/ONIMPzvdCp4JbmG/PBpoW85WytXxvx9N/6Yz6z3Ytg/b5+dz9zxASkoaq1cuxbZ91FQfPS9rqqtISU0jJSWtXeNdgVYiNCdEgGEMFfdFm2eZBMjlFopVAtWsim43xbg07k3dVSEOqPV8zj+eGwJjCIjIKTnFcvnv5G38b90UDsmE6PYmMFRIXOWyu5VaDTUEOaSqGEIGRhMTnqM8VnqxaaVHuNIez22+aVEZss16Mox9fBIaTbVKaDzeSPT+EWvEYBFilKgnSTjRpp8+JMMMwVQ5ls1qNwGSudx4ABs/hjDxkcB0LiKNgWxQ7/Jj/zUki0AkBVXA5dYMLjATojfHBJHJ58WFJLh+Vsitx/x7dJxj3yDD1FFLCakqp1ldBE855KuNXSRT26ilknqqSW3Rz8VVDntk67Ld6h/PTf5x0b/3DCubXySfyw9ql5AvW/a/0AqE5liciCLd/NxynDAvPfMYhwrzyRiQxd1f+SZLF8xt1lQ48m/V5N9tH+9stDtDc0Jkictjum8awke2uJwjWRLZjCKF7BifnFKKWsooVpu5sYkCEZlDYCO53lcQqTONwkQxAUkSIWqoZJVsveT0Y6FlNBCOlnBuUA7FqoZ3nfg3FRODW3xTm8kQGVdMsA7jKRdXOWxR71DOLlwVAuUxTARJEG5M13BTGFxtnQfA+Mb01KauAEv4GCmmcYE1hQRhN6th4alAzNO1X9hca81uTFnsGdbKV3AIReMoHBWijnJ2trE0eVey2HuVsAo2k62KErbEcc0A+DCbKRAQOed8GNzuH98tMms0rZF/cB+u61ByuIj8A/uor69rZklISU2npqqK6qrKdo13BdoS0Y9JYABpjCBMLRXs7lAraz+5cccFNiaJeNQxUIzFwGrihmj8vxAcknsYaATwlIopTWAKGGUewsDCUBbZFIGoZ6EsZJ/afszsh3xVwQ8aXuNMazQDRQp7ZAnrvIN4RKpQjhEjSSSRPFVABZVkiEBcV4cQkGxUs1UtBspJwiNPvUs+mQwXU5GMx2hFw08nBQNBthiOGae9tofLBGNwTOtt2Ypu78MiET91PVSnoprDzJO/Y6iYQZLKpELlUcTWTmuBfiKUUchr3p8YLaaTJNIpVgfIUzvjyhYgnSnmOFScv7cpDMaaGd0hsuZkQYkTbMDVvBfN2AmTqamq5PChQjIGZDF0+CiWLJjLhZdeTWJSMgmJiSQkJlFYmEdZWTGXXnVDm8e7Aq1E9EsEE8SN5HBK40VW4RFinXqMBsraNZNDJSaJcT6ReISYJW5hiJjG0cqBRyQ48iRbRpkKxq0mKZUiX1ZQruYCRCo0tMMi14DDQndHs7FMMrjbugMfNhFvvmCj3Mo8+XGrz/iHVRWXmJOwsRGN+2yQm5knP+AKxkXKacfZr54gEkWVKiab4TFBiQYmebKMSSoDX9MnYhQyXvdUFME4qZfdiUuQ/er4mQ09QYgGtqmVxzxHJogrGSHOxFZhbLbQcmOpFEWyd3Up1fRuFKBk5ykR5WUlXHLF9aRlZGLbNh++8yqF+Qf46L03uPO+r6Gk5K1XnwOlCAWD7RrvCrQS0Q/J4RQGMr3Z07GhfEwTd/GZ+lO75ipT8xnEHc1cGlKFqWAFI8UpDBZTMJu5CFS054DEJU9txMVhWbiQc3yD8Te50YbxeCW4i87kDutGkkhsFsk/zZjEAZXHAmcPF9rN3Soh5dLgDYrZZ7oxhf0qjw1yA6cbU0miuQ/SUS4Lvc8A2KFWMErMbBYT4imHUvJY7W7gYns0Uqlo/IYlgoRUoFnAYkg5LPY24vWCp/6+SjYTGC7OwBQ2EpvdThZj7DJscfQ7DePxSmjHMWbRaFpyosWmmqcgl5eW8PJzj8dstX3LBrZviW15397xzkbHRPRDhogzY7oPGsIgQAYJLYLTjkcd2zms3sRVtSjlIlWICrWMMjWP0WJ2TFnlyA8OKilioXwUt/HJ+uGGDcwLHySkPFwlKfbq+V3dWnZ4FSdyqM0YQAappMakAvqEj1nGKTwX3sA8ZxdB5eIojwrZwAuhrXgyvdV9PpIfs0JuoE6BVJE4j7BymO99yjIZ6XhZQxmL5DNUqRKk8vCUy0G1lSXyBaoJ8uvgXPJUOZ6SuMpjizzIq85SalQ9rvIIqjCLvA28761C03GGiTOanffLwiPZ7mTjKIGrJCWynj/Wr2Gbd/z0T42mKbqLp6ZfYbbSg0KhMI7Rn6I1alhPjdqAgR9JmCOFeFpbx8XhM/kKtU1cJy6Kxxo282TDFgLCxFF+xoqLuMCYjEeIA+pTDqqVnEiEsYXdqv/eJ2wkihfCG3kpvAk/FvU4DBI5zDTjr+nDRqH4WC7kAJu5yZrBYCONKlnFoRbloEs4wHvyz9j48XCRjSbMLNI41zwN5AC2qwYWeGtZJ3cD8El4KwF8hHCQfTw7IFfkcq5xLgPFQCpUBcvkMg6q7i2Z3bK+h8RgRXgky0I5bJEvUKCbZmk07UYrEf2Qw2oDCQyIc1F1qKOj5XsVskXAX77axHjOjQkqdAg2UyCa4qEIKZM5xtfxkRx1hUzgCtIYyib1agflg2JK8Fr4HwHCymGT3NZMhvpGE+MhVRw3gDOsHDapyD4TjIF8L3ARNiaGEGSaCYyxsvhLaAkbm5RRBpr1o8gkhW/7bsWHjSkM0kQyt4mLSPdSWOitQwENPRwD0RkMEUO4w7wDCwshBCkihVvFrbzlvcVutbvb5ChSG0hnaIwVTmFQxIFuk0NzMtL3LQodRbsz+iH5LKeBskiaIiCVi6fCbFUv05m5xLvUMuqoiK7jNXY6XCWPvc4QcRo2ic1iKSzhY5CYRgIdj5xXKN7w3iOsHFwV6fUQUmHKVTmr5fpW93nTez9mnzJVxhoZ8Td+3ncafmE1q0nhFxZf8M2KO+cRLrFmRRWIo/vZXG6ejn0S6fcXGxdjC7tZiq8tbC4xj93evbMpUOuopijmvN8kX+vx3h+aPowSKGl2+NXXOXmuVJo2I3FYrR5mINPIYCwhqihSqwhS2anruIRYIB9mqJhKthpDPZXsV6tp4Nj5ypmMihNLEcn3SGMIDXQ8TmKP2s8/3Kc4xZhGKinsVfvZqnYcM110l9rLP9ynmGlMI4UU9qh9HFAHmGAMo0GFGGakx90vR0RSPFtzRYwWg5opEEeQKLJEGkWqfZkyXYVJgFRG4RGimn20V9EcKAbGHU8lFRMzrnXoeAw30sgxkjjoVXFY1SEQDBHD8eGjQOXFbdeu8PhMPk4Ok8kWEwhRS75aTX0rVrHBDCMgEihS+TTozpyaY3AyxDZ0FK1E9FMUHodZz2G1vkvXkbgcVOs5SNvXqacMqVyMFoWfBILgcRSQtlBJFYvksnbvs7Bxn/PNU7jLvBsXr7H4U/wbTP1xYhnKqWFgHMuKiUGN6h03rVzOYoS4MhrDIXHYpp6knkNtnqOOOtKILbnr4LRbgUjA4j8TzmWkmY5EYWGwxqmm3pvSGIOjMDFZIj9mg1wTs79CcojNHFKbYydvJJ1MbjDvJEAAhcLE4jO5lNWtFK7SaPoz2p2h6XUcVCtjLANSeTRQSSVdUzClrYwWg7ncnI0tLBKEn4DwUS8DyBa6QlA5fODEL8t9hI/dNYRbdJh0lMtWuZ9aGjpb9HaTzFCGiyswhI0lAlgigE0Sk8R9tMcHvMJbQbhFN8ywCvOZ/KzdMt0fOJXRZgYBYZEobGxMLHkaiSIZv/DjFwEsYXOucRE5IrbNeVu4zvwcyaTgi85ncbpxDsPEqA7Np+kPiBN49W20EqHpdTRQwRr5NPWqAk85SOVSzj4+k0/0tGicZU7FbtEDJKT81EiLkHIJKoeQcpnv7OCd4ygRe1QhL7sLqVUNhJWDo1w2yr284MZvFtXdDBRnxDRNE8LAwCaVtt9Q16v1LJfLCaswYRXGUQ5r5VqWy+XtksdEcKY1FF+TWiJVMjFuYS4Ti6liZrvmB8gml8QWNUEg0hF0ujh2jIumvxKpWNnRV19HuzP6EUPFNMaIs7BJoFBtYZdaCWImppgGOLjqM1y1ge5qNpRIAmcbsxlnjKZe1fOpXM2Oxmj9WgoJqpUMM6YQViH2qZWkYHO+eQVDxSBKVTlL5EryVdvN6gK40B7OFb6R+ITJUiefd0N7CbXDpJ4o/JgCEowG/MJBKUG98lMlLf4RXsFhVUqVCuK0cc61chfrwrtJJ5l6goRaFJ45wmBxCsPFmVj4OaQ2s18tw22S6dEV2CQ2a7bVFJNAu+b6VH7KKrmKZJKpow63A4GMFkZMaXKvlecgQxgkiIS4nx0Ln/A3lkOLJdDkmAeLLC4xZzFIDKBAlTLfW82hXhLDouleIsXz+r5FoaNoJaKfME1cyShxejS9LYEMSsQ51CERjSmYBgMxGElYvdnl8iQQ4KvWPSQQMRcjBjBI5LBMruRTuZrbzftIIRVL2CDgYnUNiUKSLBxMYZKp0hltjOAl9x12qdY7czbl3xJmcpY9OFqRMteYwDn2EH5Quxi3jYrTdm8fZ9npmKhIhUoBKaoeA4vdsrBVJeBYKBQVtOwaeZTJ4jqGiJnRv10imQwS0/lE/hXZgfXaSpnaQhpjMVsWJsOkhrZ9503x8Kg6gZiWEB55spqRZnp0LNWoj9sDI6zC7JLb273GYVUQt7W4o8LsakzpHSUG8RX7OixMDGGQpdKYbIzkUect9rdDqdWcJCiBUn0/y6Kj9H1biua4BEhprB559GZQIkxCGFEFAkAIH5aYhmhn1cqOcLpxKgH8EQWiEZ/wca5xJlPFqSSRElEgGrGFjYOPI3qvIQx8wuYa6+I2rTfESOZse0izktZ+YZJrJHGWPbjNcqcYEoFsVuLaEJBghPF1wc8pQDpDxWnN/namsAmQymAxo9PXa0oZG6ijCK8xJVIpiafCHFBzcXsoZuOR4GoalIOjjgR6hhloHMJVDlJF4mjCKkyJOhS96bcHF5dF8kOcJvM5KkwlFWxtDEK+0ToPn7CjLg9DGPiFzfXWuZ1whBpN30JbIvoBGQxF4jWrIFmKwmvZvxoAiSmG4R7HNCsQZDIEA4MyCqLR+y2xScVHFmFKcaiOjo8RI7Hjdrb0GCsm4IuT4gngIpq18kolGT8+QscpyjTRzIybKZEgLKZb2Sx1CqJjAQbgI416DuG2yLyYag7CjPO9hXEZbWaxwytlkBhIjaqjlBMvn5wuhqHwoEX1T0v4yVLjyGc1ALkii0QC5KvDhDvJOqGQbFWPM4DpDGAqLvUcVquopXsrTTZlj6zgu3Ufcbk9hqFGKrtkGfOcvSSTzTRxKn7hZ5fczk619Zhpu8dim9pIqVfMNOM0ElUS+9ROtqtN0UySwSIr7n5DRHaHj0vTt9HuDE1cJkyexuxzLkAIg6cffSg6Pu2UWcy58DJM02LNZ5+wYknvCIRrjSC1tIwCTkAglCL23FcoVXvM+QYwhPOMO7HwHWmnxSfyFYo42ixLYDJU3Eoak1G4CCyq2UqeegWFRzU1SCVjAtgMTKqoJEcNxRSxJsKWz/oSidOGm2aFCsb1dYeVR6mMPFWbBJgg7iKZoSg8DCwOsYID6oPo9mWqDk/JmPoOBoLRjOE6+2Y8PAxMSlQZz7lvUHcCNQbCqrZ5Z69GpHJpoJI0UrjXup4MkYpEYWLwgbeMFbJzGu8oPEpZR6la1ynzdQalqp7nw5uajdVQQJEqaGWP9lPCIRbI9+J+1kCYRPxxxrs2RkXTi+nHSsQJ219nnT6bvz32FJYV0Ud+9bs/ccfnvwDAwIE5fDB/MQMGxNfcu5sP5i9m7Ljxbd6+vLSE7Vs2NhuzLJuLrriOp/7xJx77y2849fSzSM/oevP/iVBBHkGqkeqotWAoAtHipqqURBHCO0YPARObC417SBAp2MKPTwTwiQTONe4ggZTodjniElKZhCFsTJGAIWxSmUSOuBSAT+Vq3BbWC095FKsSVslP4qR4RtwIVpPxsHJYIze3qa/EereEoPKiJurovCjmhyMlj8eKW0hhGKbwYTXKnMNssjktuv1H7nbcFrJ5SlKtwkwxpmMLm4AI4BM2uSKbO6zrjivbsShnP2Hqmv3tInJL8tRn3GfdQLbIwC98JAg/PmFzpTmHUWLICa2raZ2l3npCLVJzw8phsdd7FC1N99KfszOOewS/+t2feOfDj3nr/Y94/Z0P+Os/Huf8Cy6Kfr561Uq+9uV7cd32RVt//q67eXfuAt56/yOee/E1fvmbP3DqaZ2XQnXzbXfwze98/4TmKCk+xKHC/GZjSknqa2sIh0OEQkFKiw/jeb2/ZO4y+SRVFOEqB0eFMFQ9AbkQqWpRKoRSDpJigvJJjpWdMVRMjJvZLBCMEqdE3w/gzJjeHIbwMYDZABSoIt715hJUQUIqhKNc8lUhL3qvU0k5H8jXaFB1hFUIRzmUcpgdciUuDsHG7bfIncz1FrXp+CWK/65bRp6sjbT3Vi4VMsgv6lZSpoKYBEhnAkYLF4sp/AwSc6Lv82Qlj4Q+oVaFaFAOYeWyT5axy7HwtQhANIXJYDGQtCbKVftRrJSPU8MhPBXGVSFCqpb18gVShSBdpMRYbCwszja6Nl6iPzPPW81qbzuOcmloPBdXeltZ6K3tadE0PYJO8Twuzz/zFC++8ByWZTHnvAv4/n/+N3v27CY/78R8oxvWr+O/fvhdUlPTOH32mfzwv37MP594jA/ee+eE5gVISTmRC3freJ7HmpWfcM9XvsX2LRsoLTlMTfWJV1HsahqoZqH8OwmkY+OnhpJIR0u5GEEWkT6akXLSCSQzx7iOoWIYYeWwQa1kc2O1Pj+JCGLdDKawGcNZ+Mlhj1qKQfyYhqbjm9U2tro7yGIADTRQw1E3yn61m8e9P5FJFmHC1DRG9S+QS8kQ6VSrGpIYzRRxNyY+itUGilh9zB4IRbKOf69dyBnmMM61JhDAxygxhL1U4+Bv1uFTAR6RfqQWmSQxgrrGJk2rvTzW1uczWKTRQJgyVc/XrbvjrukhSRAJVKnWsy+OR5BKlsuHSSADEx+1FAOK0QyNa4UxhCBZJHV4veORSDrjxDlkiqE0KAhj4dBAkfqMUlqvBNkT5IppDBOnY2BSoNZRoNbGdHJNJYMZxtlkMYhSitgoV1B1jHgWheJ1bzHveyvIFKmUq2qCJ0GjNI2mI7QrJsJ1XRYtmM+D3/gmA3NyyM87yIUXXcIX772fe++6o8NCVFdX8fG8ubiOw9e/9R0WfjyfYLCBQCCB+7/6IOfMOY+GYAOvvvQv3n/3bSBiIVm/djXjxk9k2oxTOHyoiIf//Ce2b9vCd3/4Iy68KBK1f9HFl/Lyi8/zwrNPAzBy1Gju/dJXmDBpEtu3beUXP/sJ9XV1bZbV9vkYM34Si+e/z6RpM0lNS8eybVyn61LtOpMGKlvE1SsUJdF3fpL4gvktbAwMAUnCx3nqInLVcObLf3FY7QMRe+NSSmGLVIYyncFiCvmqGEVuzHb1LSpOSiTFTdZvKVlZi8/COBxWJYwRVzOYoymrKQwmh5msU4+02u4bYI45ljt9sxuPz2CYkcF51jh+EnwXjyAmPhQ0uyUobMaK+8hTb1POmka5FfmqMrrNDrWHASq9WbbJEUpUaavytIeWPUPy1WHMOMbEsHLYKrumrXUK2VxkfBWBRQ0+fAJ8jbapVIaTzlh2d0OKcFuYKm5ikJgWPUdSGcIgMZ1V8imOWNuyGMT15t0YWJjCJEvlMt6cxtve05RQdMz5g4Qp7KS/rabvEokK0zERbSIQSOCa624gGAyyZfOm4+/QTpYtXUxiYgLDR4wA4Jvf/i4DB+bw5fvu4off/Ra33HYHEyZOim5/4cWX8cpLL/CF22/is5Ur+J+f/gyfz8fvf/0LPp43j4/mfsgNV18WVSAALrviKv765z/yra99laFDh3HZFVe1S8YJk6ZRkH+APbu28+7r/6Kmuorxk6Z2zhfQCzjHuCaqQBzBEDBejCWRNKooZr/ahKOOBpEpBZ4QeIAhTCzhI0cE8FQI1ejLV8rDUyEK1dsnLGOAdIYwu0Xao48kcshmSqv7WRh8zndGY8fNyKnvExYpws9l9iT2qDfwVBinRdyEEAJT+BgmrkW0oncv99ZQRwNOo69cKklYObznfYzXwSyB4xHG4UPvE8LKQarITTGsHKqpZaXs/N8nwHTjCix8eFiNNp+jJ4op/ORwKgn0fAxUMjkMFtObnSOW8JHOMLIYFx2bY1yJLfxRl5ApTGzhZ47RvuuCph+jiARWdvTVx2mTEnHnF+/lrfc/4o13P+TBb3yLp598nFAwtkveieJ5HtXV1WRlZZOcksKFF1/KU088Sm1NDSXFxSxZvJAzzjwruv3Cjz9i+7athMNh3n7jNTIzBzBxUus3EYCnn3yMosICCgry2bxpE8OGDW+XjFJKRowai2XbWJbNgKyBMRkGfZlhYngzBeIICsVoMQ2Az9SbfCrfoEjtwlEeYSEItagD7yOR/epRyviMenWQOjaTr56ggcI4qwqSyCGRtqXIpTEqrrXBEn4GiIlkkktynMZWQ0T8NuK2sJhhDqOS7WxW/8CN0wEygiKBnLif1NPA35xnWOKt5KAsYIvcyT/dV9gg21+roD0sl+t5yn2TrXIP+2Uh870V/Nl5oU1pnumkkisGxrVmtEY2IxtTXFt79lKktaMkdleRKUYRry+BJfxkibHR9wNbCUAdKNpeO0QTSyLJZJGL1U8SAJUSHX71ddoVE2GaJsNHjOTb3/sho0eP4fFH/965wlgWqalpHD58iEGDIj/iP/7l6BqGEHw094O4+1ZVVVFeVkZqWmy3wKYoddQUH3bCWFZsrYIjfPkb38f2+UlOTuHL3/g+C+e9x9ZN68gdPJSvfvM/EAJ2btvM5o0nT0BVUIVIJhCTVSgQ1KmjsR95bCFPbuFi4zskt1KcqoFiRnOIM43JSFIwGUWBOsA8+RrhxnS4NEYwzfgcFgEEghDVbJDPUcfhVmV0qCde8KdSHmPEZE41xmFgUEUJH3svUkcVaYxmnLgFuzGeoCXVKuLkqaeIOgpIbfK0evQ7MGPqRjQ/3iCL5UoWy5WtbtMV7FMF7PPant6YTBKfs64jV2Q3WkkU73jz2SR3HHM/C4s0IUnEaXyAcihRFiVYHLlhK+Qxv6PuwqE+pjYKgKccQk1ibxzC+OOU8A7rGIcOYePjMuNmhoiRjanOBivlQjaq7v1NaLqPdqmJnuexb+8eFsz/iIsuuazThbngwoupra0hP+8gfn/kh333nbdRVVl53H2TkpJJS0+jqPDoxdSIW0yp7Tz219/GHV8w9x0WzD3x4M/eyBq5jMvMq5s9wykFDh77iDWRV6iDJJGJaPJdK6VooIphYjRnGhdhN8nSGMJILjFu5H35Ij6SmWnc28zknKAyOc34Msvkr1oNkqxgFxIHpXzNejsYwiBdGNiN82WoHC437+Zd759MFV8kjJ9yVcUAgphNDjCoHD5ytkbfF6tlJDGiWXaJVB71FBJuEZfQF7nLuomBYkDEdN84dr15OWWqkkLVuvJ2vnENASJlK458fVm4hJWgCouIvUpSxrGVke7gsNrGFHF9zLhCUdhYeRJgi1rFNGY3O0cdFWaLWt0dYp50XGLcyBAxCktYWI1n12zjQqpkBQfUzh6WrqsQJ0WWRUdp15EbhsGo0WO47Iqr2LQxfjGbcCiEzx+5iIfCkafNI+9bIzU1jUsvv5KvfO3fePKxRwiFQlRXV7F40QK+8a3vkJGZSWJiIrNOn41tH/2xz5h5Gjm5uSQkJPDgN77Frp072bM7UvCorKyECRMnkZycjM8XP1NAE8tu1rJRbUIq8BRIFelZ8Kb3bNzt08XQZgoERGIIEkjlFHF2s4szgCUshorRJJBIrjgF0eIUjHSJNMkSk2gNhWSdepwgVbgqhKuCKFwyCWM3i+UwSSCZ0VzIkVN9QXgo5SqAqwQhJQgrydvOBjbJo8pnNTspUvOQysFVDUgVpoFC9qrn2vIV9mpyRBYDREactFCTM41TW93PwmaMmByznykgW7gYKGwke9VLqA401+psJA6fyScIqmpcFcJRQcKqnnXyeUJNKqeulovYp7bjKoeQasBVDvvUdlbLhT0ofd8kQCLDxJiY4GJb+Jgpzu4hqboHhejwq6/TJkvEnV+8lzvu/CJKKcrLSlm8aEGzYMWmLFwwn68++A3mffgBRUWFLF+2lH/79+/wox98N2bbGafM5K33P6Kuro4D+/fzy5/9hHVrjz4BPPT733Dv/V/lL397DNtns23rFvbv20tpaSRiv7a2hu//x38zYuRItmzaxP/95H+i+77/ztvMPHUWTz33Im+/+TrP/vPJdn0x/Zll8k1WMZeRTKWeavKO8WTpp7VUQkGSSI37icQjQCJ+UjHjlL4WmPiPU1uhnmI+Vb8hmUGY+DhNzCHFiFdITBEQGdF1PEwWhIdhCgcbl53eXnY0qbR5hGKWUapWkcggHGoJcXJE4SeTFLcctCEM0kTr33nE5B+/fohfSCaJekxVz1ZR111NYI9LNYUslL8mlcGN7q2CmFgaiWSBfINPmUcaA6iijHqOXbFVE58EEhvL38feVpJEcvcL1I30Z0uEGDZ8bC/5ybePIymeL77Q+54OMwfkUF7Wuln4ZOIMcSc5YmJMcGmDqiLIZiaJmTFPryEV5Cnvd2QynqnGHc3cGQCeCrNaPkJN3CDM+EwQp3O6cVmM5cNVDh97cxkpriZV2EgUZRiN9zkBSIKqnO3qr8h+ULY4gQDfs7+K3eJp0VEOC70VLJOrWt33HvM7JMbcDBQmCr+QOCrM39yH2lSGXHPyYWBwr/k9/KJ5jImnPLardSyW7/eQZF3LmYPG8AsGdXj/W8K7+vT9ov+qT5pOYav6CI9wtCyzUhJXhdko32atXEaYEJ46at52VJhP5FwkklJ2UNtYifEIrgpRqna0S4EA2KPWU081bpNyxI4Ks119RhFrcCgjEUk5RqMJ8YgZ0cBHOgM5p8PfQV+igSBLvc8IN/nOHeVSRwOr5cZj7AlL5Ps4KtwkODnyfxtJWIVZJhdrBaIfI5F8IufiNDm3POXiEGKNXNaDkmm6kv6Rf6PpMmopYZF8mHHiPDIZTp0qY5daQkVjUamXvUeYaZzNUEZRq6pZp5ZToPY37q1YKx9niJjNIE5F4VGgPqNQrYm7lokPP8k0UNXY2fIoLg7veo8zRVzAUDEajwa2qZXsU1sAKGEF2VyLilNt0xAW6UzlkFrQjiMX+EjHI4TXidkImYaNKQQlXtdlByySKzikSjjLPJVEEtiudrPcW0PwOJaYvWo79d7znGqcQzoD8AiTKExKVBWr5Ur2qb1dJrOmb7BdbaBaVnGqOJtkkUq+2sc6uZw6Ol6xtdej+nexqT7rzujN9Cd3RncgMJkqrmWomIlColDsUPPZr5ZHtxnI6YwSVyIwEBiUsond6o1okN9gJjPTuJlDJMT9wdeoPexSj7dJnlTGM1zcjEUAMKhlH/vUiyekTAw2/fxv5jhG2YkooNgN8bOK3ex02l5NVaPRdD9n5o7h53S84d2tzo4+fb/oVe4MIQTp6fELAnUmmQN6d9dNTXOmiKsYIk7BFDaW8GOLABPFZQxqLH6VwQRGi2uwRAKm8GMImwFMY6y4MTrHIXZiIhuTzprrzVKFKW6ikByLAAMZJe7EJ1IxhA9DWCQzirHi3g4fn4XgL9lTGGsn4hMGfmEwzE7gj1mTSDW0sVCj6e3052JTvUqJOPf8C7jjzru6fJ3/9/Nfk5XVtuqImp7FwGKYmIUVkyrqY5y4AICh4sKYjqGmsMliGiaRoE2Jy1L5TzKoxWqSYKWURzGfUMVW2kK2ODumAZkhLAIMJCFOr5C2cGYgnYAwMFsEp5oILkno+RLSGo3mWHRcgTgZlIhe9Zhz6+2f51f/99MuX+eD997hpltv49G/P9zla51MmJiMFVMYKE6jliQq1CEOq09oOE6johPBjlNN8AgBIimkfuJXKRUY5DKBAiIBgxUU8KH8FVmMIEAutdRQw37cdqT0+cnEFAa5hBkowjgIDio/lXjYpNHAoXYcXYRs04cVx8USMEwGWceusdJd5DKcscYMBLBbbaIoGtfS+SSTwzAxC5sEDqttHGYrvSZvVKPRNKPXKBEzT51FRUUFBQX5Xb7W/HlzefypZ3n+maepq9M54W3BxsdNxpc4xCCqsZAI0sRgUplOofqQUtrmDmgvIepwCcWUL1ZKUqEiwZvVHGCASsEQLS0EBmeJ69mvhrNavRvZD0kJ+4B9HZKnTu3lMiObdCGxRKQY13ARYqP0s1W1L6PkCNvCtXFbdNVLj82hng9IO8O4lMnidEwsBIIxYho71XqWd0HK3lAxi8niGgQmhjDJUVOoJI/V8p/H7M6q0fQkqncZ9buVXqNETJo8hQ3rIlH5n7/rbtLS0qmtqeGyK66kpqaGh//8J9Iz0vn8F+5mQFYWLz7/LG++/mqHtg8Fg+zbt4+p06ezckXX3PxONmaIM5FkRRWICAIhbAZxBZVqAy5dEQSo2KLeYzo3Rl0aUkkkDtvVRwAcVPPJEBNAiWi9CoEiA4lP+BjNTPaoNVR0gsUkR1RFFQiIdDg1gOlGA3Nlx5rSbXfq2BSuYbovhYARUYRC0qPIC7Is2LNltjPIZoo4A6tJUTAbH+M5hR2so6wTrVAWfiaLa5sVILOEn3Q1jFwxlSJ17BRUjaYnUHBSuCU6Sq9Rn4YMHcqhQ0cvSJddfiXFxYd58Mv3smvnDn76818yddoMfvi9f+eZp57gvi8/QHJKSoe3P1RUyNhx8SocauIx1phMBb4mCkRTJMmMjTPeORSqDayWz1Gm9tOgKjmstvKJ/Ac1ja6DIKVsVA/jUISJxIckC0mKiJjADUyGiAkA+PBj03rTteMxyRgdVSCa4uIwvJWOkG3hR2U7+GdNPnlOA4VukJdri/hGyRa8HjbjDxXjEHH+5iYWw0Vsk7ITIZNRjRUPm2MJP4OY1qlraTSdhurfgZW9xhIxeMhQDhUdVSK2bdvC3A/eA2DxogVcfOllPPK3vwAwb+6H/Nu/f5fBg4ewc8f2Dm1/+FARA3M6FgjXH3GU0xhOqGjZYlkBsou7Hpaym1K5u9XPGyilis8YzeUxQZgSiR8fd1n3ksVAAPLUAT7w3qGundaTMJFiSzH9QuCECi25KF6sLeLF2q6LL+kILg4SGVNdQyJxO7mwlNfKfEpJXN1VU6PplfQaS4Rt23je0aeQJh27ccLh5u+dyAXFsqwOb+84LqYZW3hIE5/NajUDaGjlhJHUxOk/0d3kqS20VHBoHJltTGMguZjCxBQmw8QI7rDuivuUfSzWyg1xlQUHl7wOxkT0Zvarra18R4q9jYW8Ooty9sUUEQPwcMlTrZfj1mh6FoHC6PCrr9NrjqCwoICcbrQM5A7Kpaa6+vgbagDYoTZQyEaGEmzyk5F4Ksg+9XSv6NwYpI7l8hVcFSasgoRVEFc5HGIDtjCaWQ9MYZJIEsPFyHatsU8dZIVchaNcQipEUIWoVw284L6KOgkzCBqoY4F8DafFd7pYvkkdnfv7UUhWy38SVvU4KoirQnjKYa9aRAX7O3UtjaYz0e6MXkBBfh45ud2pRAxm8cL2lDnWLJLvkson5IoxuKRTpgqpZmczBSKZoWSJKYCiWG2gno5XYhssRjBSjCOkQuxSm6im8rj75LON1+WvGcQ4hBAUqV2cb1yIHadbqIEgTaS3O3twsVzOWrmREWIYIULsUfvjdsZsjWQyGCtOI0mMoI56CuUmStjaKdkHAsWczHrOzqynwjF561Aqh0Nt/5mnMoBRYhq28HFQbqeYgxxQ23ne+x1DxVgEgjy1GydOiWwbH+PEVDJENqXqELvVFrx2KpdVFLBQ/pIsxmEJP2VqL6F2lEy2sBgjpjJA5FChStilNh3T7ZLh97h+TDWDk1xWH07g47wkvJPgwq7pPhT9u+x1r1Ei9uzZzVlnd08TJMMwGD16DH996A/dst7JRDUVVKvVcT8bJa5kMGdiYKFQDBHncEB9TD5L2r3OpcZNjBTjMbFQQnIqc1go32Z3G0zoLmHy2BJVDopUAZPVVHwtYiUUUKzaX9cBoIZaNqtt7d5vlJjG6caNVBBAAQkIBhhTqOUwq+UjeCfg+7eE4tEZhUxPDZJkKUIePDCygm9tymVpeWst248yTpzKbOMqBAIDkwnm6exXW/hEvolDmH2q9YJcqWRws3kfFja28BFWIWZzAa96T7S7tbbEo5jt7VbukkjhJvN+bAL4hA9HhTmdC3nDe5waqmK2n5EV5KnLCjAFJFiKW8ZVc6Da5vMfDqXB7TVGWk0f4IQsCq3sapgmX/7G99m6cR1LF87lwW//CM/1UCrysPHE3/+A9DwmTT2FORdehpKSue+9Tt7+SA+b1sY7m16jRKz4ZCn33Pdl0tMzeOHZp5t9tmnjBq694uJmY1decn703+3d/qxz5rB1y2bKy8o6S/x+TxKDGMyZ0cqRkd+FyQguoURtJNQGK8IRRorxjBDjmrT1NjCBC43rOODtwmnnjXaH2sbZnIupzGhbckc5HFKFHFLdF8ho4eNs4zpKCTR7chHCJEkNZLg4l33q4w7Pf31uDTPSgiSakbuv3wRQ/G7KYc5ZNgr3GBc6PwnMNq6KSeUcyWT2io0UHae51vnG1fhJiKbY+oQfU1mcbVzKfPlGh4+pPZxjXEECSdF6IbbwYSqLOcbVfCBfaLG14o/nHyLZPqqpJNuKMWlh7plcyd83ZnaLzBpNa5x93sU44aPXOp/Pz0N//N9m2wQCCVx61Q08/tffEkhM5PP3PMjDv/8Zfn8g7rhSne9y7TXqtud5vP3ma1x59bVdvtZ1N9zEyy+2vKj0d5q2x24/WWIKRqNOqmj6EKkYwKR2zTVWTMUnYis1SjyGilFx9zkS/GfEOaVdXJ5z/8lmuYF6VU+NrGG1XMlr3kttlOjEvpsjDBKjcFtxWhjCYpA45YTmvy63OqpANEUIxbTUY9ewGCzGxHXJWNiMElOPua9AMESMjCoQRzCFyajG1NruYLgYH7fg2DAxJnbbFIcBgdggzoAF143u+QJfmr6EQCmjw694ZAzIYuLk6axbtSI6dsQC0ZTR4yeSd2Av9fV1lJeWUFdbw6Ahw1sd7wp6jSUC4MP33+2W2g0vvfAc+/fptsUAJokMF9eTxhQEghr2clC9QZjyds2jlMQTkiBG1AtuAz6IG3F/LCQuUsmYm1Lks6M/JAODM43zmS5mYeNDCg8fApcQq+VnfCo/iQY7NlDPIrmIOpXMMDGF4VxMwBjDZ/JtaohvkUpmADONGxjASEBSoLawXr2NQ8eKSh2RvbVngXg1EtqDI+MrOuIYnx1dW8aVTEGb4hpaCyptT6zIidJaTEm8cVe2npfjHue70mha0tkxEVdcewsfvfcGaRkRi5ht+7B9fj53zwOkpKSxeuVS1n62nJSUtGYJAjXVVaSkprU63hX0GksEQDgcZuuWzV2+zto18X36/Q/BePEV0piMIUyEMEhhNBPE1zBoX8+GUrZSh9nsduMA9diUtrG51RG2qw1xb1wCyG9iVr/AuJIZ4nR8wo8QAhMLDwObAGcYZ3KecVGz/S827mOYmIIpLIQwyGYklxlfwUdCzFo2AS4wHmAAkSdsQ1gMFlM417i/XcfSlENqHyYKu4WtBkAqh4ITTGN8pTCNejf2YlbvGWypOfbfs0DtRsS5HEhc9sgNx9xXodivduKp5n8zV7nsVJvaIHnnsFttxm0hg6dc9saJXSmsszlQY+O10C/qHcGLO1K7UkzNSUhnZmdMmXEqVRXlHNy/JzrmOGFeeuYxXnnuCd54+RkuuvxacgZFits1LVkT+bc65nhn06uUCE33ksJofKRhiKMGKSEMDGwyOaVdc/kZjNdKjn+Aoe2aq1AdYKP6DFc5jamFIRwV5gP5cnSNAAlMbMwiiF1TYAsfpxinRqtTZjOCFDIxmxyrIQxMLEaLmTFzDBczMbCaWUNMYZFEZqNlov14uCyQL5JKA0ZjF1EaO4mWqd3kqxXHneNYzC1J4v3DyTR4gqAnqHUF1Y7B1zYOOu6TkkuYRfIlHBXGafy+XeWwSS6jlILjrr1Yvkc1lYRVCFc5hFWIcor5VHY8xqO9rJAfUUlpMxmqqGCZ/CDu9t9clEtFyKQ2LAi6gnpXsKIogRd3ds0Tm+bk5Eh2RkdfLZky7VQGDRnG3V/5FnMuuJRTZs1m1pnnkn9wH67rUHK4iPwD+8gamEN1VWUzC0NKajo1VVWtjncFvcqdoek6EhlAjpgMKA6pLTRQgZ9siKlFCKbwESCnzYqrQDBCjGOIUARxKcNsUh7bwM94atjeLnlXygUcoICx4lQcQmxSi6hv4mJJIRUPFyvmFBbUKihWFi4GKQylnH2kiAFx17GEjzSVA4CPJHLFNCz8ZDMspvJlZHZIEVmUdbCL5SG1j9e93zJMTCKVEdRSw2G1g5o23KiPj+B/duTwz7wMZmfUU+mYLChNIijb9qxQoHbzivd7hokJ2PhRgI8EholJ5Ksdx0xBDVLPv7y/MUyMIZ1MyiimUB3ohGNqO2FCvOo9wmAxkkwGUklpM8tVS/ZV+zj/1ZFcOLSOgYku64oDbClvvWtsa0xOC3LuwHrqXIMPCpMpa0dKrUbTkpefezz672kzTyc9PZPKijJycgdz+FAhGQOyGDp8FPPef5Pa2mouveoGEpOSSUhMJCExicLCPMrKiuOOdwX6bO8HjBJzGCcu5Uhw4DhxKTvUh5SpQxDnxuCpEA1trL5o4+NG8x7SGICFiweMwmGj8hPEQAmDkJiOIBMln4U2+v3HihvIYSY0OilmihlsUy9STsQ0XUUlZhwFaK802ULk5q+AZHEPjvqYKrW3uX2vEVeFKaeALMYx07izMYTSxEQhlRcTqAdQpTpe+wLAIcRetR5Yf0LztMaeeh976mMVoLYQJkih2ssV5pfxkYCFjYtDkFo+9B4jRP0x989Te8hjzzG36WoK1X4K21icypGCjw4md3AlxU+nl3D90BosQ+FKwfcml/Gd1bksOHz8lFrNSUI3FI0q///t3Xd4HNW5+PHvmbJNu+rFkm0ZV9yoprdACIQaICGFkEYKJIT0cNNukptf7r0pJAFuSCchBVIJJYRiOphmMO6925LV2+5q65Tz+2NlWdKubFWrnc/z6MGMdmbOaqWZd05539Zm3nbJVRQUFWOaJk88cj+tLU0APPnog1z/0ZuRrsvD998LUpJKJnNuHw0qiJjkApQwX1zUqzIiwLFcwgp5O0ma8csKtK7vS+ngkKSdw4+DH3SKdh6FlGJ0DRMYZMpjLxBp1kovFpIYBjAdxOkgj1w1tYj5VHBi93LRg70li3gvr8r/wcUiTYoNcjVLOal7SCMuBZv6FAkTwqSQC6mXm+iggSJZ2b2M0ZUOFmn2yY2cp325V8+DzFTVQUoX0TWk4UiLMA20MzoR/XhxmnYlfg6VVjfxokmdZdolvOI+MMatGz/OKYtz5YwofiNzcTa1zH9/vKyBs5bPJuGo0eKpwh2lmQEb1hyaJ9Wzh6KnrZvWsXVT9vW6v+0jTf2WT3LTxJJ+60NUiCXskL+hlTdxZBJXpmlnE9vkz3AHWFxpgTiuO4A4SBMQRNKJw24sEJmbuRjgEsZycRJ6jiWeEklhj2qhK9yneM19gZiM4kiH2n4ibYEgwBKedX/PLrmqO3VzrdzKcvcX5FOVc6+0EMTpxJEWlkyyV67iJfeeAb2HiUswXczP6oHRhUG1WDxGbRqfrpoZxZ9jSa0j4czSxBi0SBkrKu21MmW5pKmRD1PDwwPeR8fLfHEp08QJePqZOCGBBmH3Uzq8f7PEYk7U5uEjjQW0SYMYGmkghYcZ4npKaaROPkone9iAyVbpQWDio5M86ek1UbQnB4s35WO8KR/rtd3fVdkz+z0IWuUB8kQrx4rjmC6WUil9rHCXExtEKubxroBpnKBdTgkz8QubAAKkiyvA6jH5a/JVBhmeIo/T72/3eP1ZvXVmjFtPbmFmyKI+ZnD7mhIe2xsa62blZGiST1zYxrvPDBPwStbs8XHbI6XsbhzcyjFldKmeiEmuQW7qdw1/45CqMApO0W6kSizDED6i6Lh9Du9KSROQ7nGJ1SSY8vBj5ceIpZyrXYNfeBECPALKRSY9UxKQQkMIHb+oYrb4MHniPXjE+WgihBAGFoWIHHMYJJI4/b/Xdvagk11bA+myQBSySJyIR3gxhMkccSzv0T/evepjosujmPO1T1DGLAoEBDAQIjN9RIOu6ZUSR9rsH+GqnRPZoqIUp01P5Jpmgybg1ZbsZcNj7YIZMW4/r4G5hRYeHWbl2/zv2U1cNWd8FiL8f+9t5APndVCY5+IxJKfOTfD7m2upKBjZEvTDJVUVT2Uyi9PKdvkkjrRwpN31X4ut8gkSg0hFfVARs/FT0v2034pJGoEjQUqZWV6HYIUUaF3pEHQJQQRzKTvssU/RLspaESGAWI7nPSlMEIsRPV7vCujERkoXV1pIaeNKiw75FHY/CaUA/BRgdCdbOvTlwyFf5PcartGEhonJgiNkcZwoFoiz0TEwhMCgz9pyAAlCWsQIs9pdPkatHH8+s7QVj0FWX64EvramnOQ4nA9x67KW7vkbBwUMyZdPHn/p/6cVWpy/JIbfc6i9mgYeQ3Ld2aOzVHE41HCGMqntlS/TJLdQIRYjyfRAJGgf0rGCYlqvpEQSwX685OGSkHuok1sp5kIWCS8tuKSQ5KNRiCDJwSqtmWWfBkVY1JFmX9exC7POZ5O7a9gmc5Pr+72UEKRoQXNXIYA4m7GPkH0zRDkSG7MrlKDr2H5BzvkkHuGlXFSxSa457HEngiIxHU3o6LhIspN7CwGtbi2Pu38ckSqjk8XCojSaDuggHboXHcWBHbHx2d1eHcr9BF8WcDCEPGxtlaPtmDILyxb4zN5/4R4DlswcWsbY0TReh6+OBhVETBFx2tgjXxr2cWKyOUcZCUFESrbJdTTKDZwt3o6BYFqPJZhSusRoQiOfUnETGj4yqy5cLOpplfcQkxHyRO9sgZkjZN/eDHL/4Urp4sg6Ugz8vXbSgkBH0DtrRlq6SJF9FkumaRnmMs/xIiwbKKQSR2g5x/ctmaZWblcBRB+7Ih6q8mw0AaIrmAAwbEFjfHxeVutiJsfkZwcSbUl9XAUQAPtbTDxGjr89G7bXj78gbSqXAh9/fW7KuBamDonRa8lx5t867bIehxT1vIEje1fadLHZK5+lSFyLTghN+NCEiSa8eJhOSFzAWvdZrD77OaRJyk04MtVru5AWyJ1I2beip40lB1d6vJMW2tiLIw9dYKV0ieMSob1XOmdXutjYbDuK6ZxH03b5Em5XHlCH3kvJXeni4rBtEvS4jLS7NhSTcnrfOOK24K8784mN0zLit68uzkqLHrcE/7d2/FUsrWs3eW2Hn2SfmMdyBH9+qXBM2qTkNj5/25VxK59FtMo0KTI3HCkhDbRJl3yRqda5Q/6b/XIFtkwipSQmG9kg/0gnTXg4JmvyoxAmAU5mh1zD6+7jxGUUKSVxGWGl+yhb5Z9plM9gyzhSSlKyjX3yr8TkfVjyNaRMIaXElY0k3XtxaRj0+3rdvY/9cjWOtJDSpZ1aXnbv5p/OPeySW3GkgytdDsh93O/8jsxPYOKL0sIK9x7aZT1RqZFC4koXKV0a5H4edn5LCrVcsa91rT4+9WIlu8ImroRoWuO3Wwr5/prSsW5avx7fF+Jbr5TREMtMhm5O6Hx/VSl/3T4+a4V89b5pPPxGPom0wHVhU42XG389nQNt429S81SeEyFmVs+bysM5o6K4pIK21snR3d1XMadRKS7vkQgqQ0qXZl6kQfaefCfQurvCBV6miW/kXkEhJS6dxFlDp3wWcPormk2uLJv9bx+KXLMtYJY4ltO0t5BPIW2ymdfcZ6hn/widczw49L4Fot9VPYO1RCzkPP1MQgSpk40847xAPaPz93HG9DhfPLWV2YUW+yMmd7xRzIqa0c0eqQuJI2EkysUfLZk2T5T2SjQB7jht77LyRXwpfuKQ97/F++yEvl+onghlUKJszTnZUGITzrEEsGcgIElhUY+UvW/2UspMFU4RIo8zKRE3HGYMfrDbhyL75jlPLOFi7RrKxDS8wkelNpMr9PdTJWaN4HnHmuzxr5EJIE7TTuZK/e2UiVJ8wsdsUc2HjeuY1k9ujuE4d2aMX769nhMqUuR7XZaWpfjpRQ1cOKtzxM/VU+ZmPD5vcP2ZOAEEgBi3AcRBrhRD/proVBChDIpFhAa5HFemkdLpmsiYppXXSVB7xP075D+RZLJjwqEA4iBNmBhMwzPESpmj5SztoqyKoabwcJa4aIxaNP5paJyvnYOnx89NCIGBzlv0s0f8fF85owV/n9n8flPy1TNbRvxciqJkjM9pxMq41sLLROUOCsXxCAzCcuOAAggAmyYa5Y/wcyIBluER07NeI9AwqSQ9wCJKA2UQoID5SGw62D7g1N4GBgFyF2kqEkMdAxcUMQefyCcsa4gz+W50IYLkWvOhCY2q7uW+I2d2Ye7Pc2a+3TU4M/Gf+pTxaSr/bqkgQhmSFE00yqeHtK8kRZyVICUGpWh96mRIHOwh5rHoTzmnMVtcgdu1oF8g2Cb/RHgAFSdtbCzSeMkuEz2U9NdeCjhFuxGTQKYlQqNJbmKT/DuTacV5jHi/dVs65MgnDGqO61QGs6vEtiW1KX2RV0bfVP79UsMZyphJsA5wes2RkNLBJUGK7SN2Hj9lHCMuzwyVCB+G8KELL8eKD6IxsJLZa9yXs5afWjLNG+4Lg27P8dr78VLQ1RYvujApE4uZLk4d9LHGMxub1e560rJ3D0FaWrzgHrma62D97M1i4lb2EsZfrh5/SxiVyUMO82uiU0GEMmYkKVrkr7E40DW/wiHFHlrkrxnJiZKl4iQE2StCQFLEogEdY7V8mdXuy5m03tImKeO84j7FDrlxUG3xECJIZVaVTEN4mCHOHNSxJoIn3edY5a4lLS1saROVnTziPMFuuXfEz/WPrfnc8UYJkZRGyoFISuNnbxbxx40FI34uRekmp/YSTzWcoQyLj7kUiLdiUEyaA3TIp7G68zTMQGjnA+VAE9J9HvrMnbBppkX+EoEXcJEDnKcwGDrefrrVRe7CW/3YJmuJuG34KCVOM3WyfghtMenv+aNnWwTleMRb0cQMJG1Y7gs4Axh6GagyllEpzsbATzvbqJXPYA2jMmlcLCQizsAVAbxyHwXuSxiEkUiedp/nWfdFPHhIMpopiwV/2FDInzYWkO9xiaa1CbYKQVEmHhVEKEMWYCkl4lq0rtn3ugzhE/NolL8mjRehXQeYCCGQMoTQqpHuX4A9WceSo5i8qU1uolwsQ6f33AuBRscAh00KWMQx4n3d+THyZZCgmMNO+Vtig8gVkaCNNHH8fYZRHGnR2JUFU2MaPu3jgIEQGpCPplWRkg/jjECmzFniMio4vfu9lMtlFIvFrJN3YBMf9PHC4kyi2pnIruPFWUJCn8c053cYXYGJizvKAcQhrhR0pHL1PCnKaBC4U7hTf+q+c2XYisQV3QEEgBAaAoNCcQlCuwQhPN3LN4UQmf/XLjnq7Yywm3a24shUV4XPzLLUGvkMaQZWBnmGuLJXgi0hNHThYbq4dNDt2eT+HVumutNp2zJFijD7ZGZ+haldxKEA4uD5PHjEpQw3H4FBHtM4o9d70YSBjo9pDH44xcUkqp3VHUBkGqshMYlqpw+rrYoyUWTKgQ/ta6JTPRHKkGj40AlkbRdCwytnHGbPTDnwENPwU0SU+gGXJC+jnAJRQJNsJDLAm/9BO+RfKWA+JeI4JDZNcjWxAS5LFZh4yD2u7qdqUO0A6GAPr7q3M12cil8W084uGuQ6XDJBhc70XgHEoXZ4AT8MobfgoDyqcLHR+gzj6MIknzkgnxnU8SxK0HCoxosB7MMlDSAMkky8RFxB3WFZYZK4I1gd9qvhEOWIJEyKuQ1DpYIIZUhc0kjcnHG0Q5TMr1Z2umGDJMu0TxJiGhIHDYMGuZH18n76myvgw8e79fdQKkpxcTEw2OJu4XH3sUFlVgyzg7DcMeDXHySxcbGyhkMAbIaWDTFFmN39LJF1ieYM0A7uORxpwjknmbrSIXWEkum5VBLko+R354PQgH9hsV46GLJjWG092q6tDPONBS1YMtPfk3Q1blxbxZbO8Vc1UhlfJkOPwlCp4QxliFyirOzOPNm9VaYJy+eQ8uWsCptSpllKgnyqMIQHU/jRhUmFWMJs0X8Gw0v1y6gQ5XiEB5/wYQiDY7VjOVlbNirvLJukSb6cVZnUkWka5HMjfjZLvpDzZ2fJVUB2HoTBSNBEnHrcHpVJIZObo16+PKhj6Rhcob+LgNDwIfAh8CB4ByZlOOS7rw2rrUfTwmCKry9owadLQoYkaEhKPQ53n3gAI0c5eEVRMlQQoQxZh1xOJ2/iSgtXpnBlig75NDHWgnwFKV9DynRXlc00Qr5OOWXooncHmCE8VPezvNHEZK6Yk7WPR3hYdtSCCKjnaVpYiSstHJnCkSka5LO0smrEz+XIjaTl00iZ7PrZWdhyLVaf4mZDtVX+gTA7caWNI9OkZYTt8s/EB1n9dKaYl3PViy7hDFmDlwMj0t6j4dqqCGaOYMHUJGcUDX34SJkKBO4wviY6NZyhDINLu3yEDp5AJ4hNhF5PyvJZpHwRCAFRDEwQ5+U8ktFP0icTs98BC88AE0WNDMkB+Rj1PIVBEIsoEvvIuw2RLV/Dlm8gyEcSI1NwfYSOTYKqY3/GB8+IUBhweW6bn52vFEJicCsaTHy5gwghCMqB3XiDVDFLXEAe5USpZZ98njjNg2rHSCgwHIwcj1QCCBkjWdxNmYym8nCGCiKUYZNYh0lTbUPX9yxs4rQT7JpceZArHZpl7qWWceJEiVJEUa/tjnTY5Y5c3oSBcrFIj3BK7v45yFE416fOb+XDZ3UQ8GTCsxnFSS4/Lsq1v5xJNDnwQKJO7kbk6MxMyxT75bYj7l/EPI4TH0RgoAkNvyyhVCxhjfwVnQw+B8dwPNOSxwWlMfKM3iGrKWBlu/+otkWZWKb6xEo1nKEcVRvdB7BluntM3pEWFgm2yyf73ecx5zHSMo0jM70clrRIkuQld8VRafNkUuB3uOHsQwEEgNeAwjyHa5cNrp5FjAjr3VewZBopM8ezZJpGWUPNACawLhBXoQsPWtdKFE3oGMLLPHH5oNoxEp5qDrIp6iVuZ24GroSEI/jZ3iLaLPWspSj9UX8dylHVzj5ecu9kljiTPFlGO/uokSuxSPS7T62s4R77dyzTllEkiqmVNax11x615EWTyeKqFJYj8OUomX3u/Dj3vDy4OhNvyueod/dyrDgZQ5rslhvZLTcfcdWMhoGf7HNpwuHEgiSuTLKxwzusMWNTkxxfniRhCza3eDlcjg1HCj62djpXVkZ418woUVvjt7sKWdURoMjrMD8/xYGYyYH4wDOcKspUoIII5ahL0M5W+dig9umgg2fcweUwULK1dOroWvYN3nGhPjy0y0Gd3EOdzM5CejguDi42eo95LfOLN3Hjsh9jaBYOKVKu4DNvVPJm2+CHEy6eHeV75zchEWhI2pM6Nz1Ryc72/pdrvnVJJ1++pgUpQRPwX50ptq70c3FljLQj8OiS1xr9fO7VaSQc1YmrHKIyViqKMiXsaPSwv9XE6rNSNG0L7ltZeBRbIjnA693LZvPMKJ8+7fuEvFH8ZpKgKSnxuvzmjDpCxuCWtc4uSPPDC5oIeiQhj0ueR1IVtPn9FXXo/SzXnFOW5jvvbCLPKwn6JAGvZJbjcMXMTny6JN/j4tMlZ5Qn+PbJTcN+98pkMrVXZ6ggQlGmFMGn7qtic52XpCXoTAmiSY1v/6uMzXW+o9qS3fIJmtiAIy1Oqnwe0U/l1rdXDS6h17sXRTD69LZoGvgNl7Nm5F418s5Tw5h6n0mVrdC308ZnSC6vjmHm6M1RpqZMSW+V9lpRjsgkwAxxJiViPknZwX75MhFqxrpZyiC1dhp88LczqSywyPe77GryYLtH/2Imcdgq72cXj3GyJ4yhZy9jNU3JRad2cuUlERrDBve+Usj6mkPDG7qQXLEoyjWLI7hScP/GfEr9FmY/i0yKfLkDldKgg9FnH9FPB4hA4tddLFcV+VIUFUQoA2KSxxnaZzHIZJl0mUmZWMRm+QCNct1YN08ZgvqwSf3gFmSMCos4K1psPjxPEOixxFIaYC+Bk7QEHhNcN8W5x8b5n3+V8e+1+YDkrnfUc9qMRPdqkxOmJdnW5CFmCfL6TB41NHijPndvy4rtAc47NkbAe2gfJwh6JHs6Zn3cIGKpTlzlEDmFO6bUX4IyILPEeRgE0EVmdrrWVcVyobgqZy0GRRmMN9t8vNIc6F5iCZAozwQSnq4FEZoGfo/kq1e0YOqSU2ckOLVHAAEQ8EgWVqQ5EDNIWIeOFbcE920qoL4z9+qK5RtC7G3xkEgf2idSCmkX0l09ErYLcVvwrTfLGW41VWVycdGG/DXRqZ6ICS8PjRAurYA1amcpEwuzUk8DCAQBSonR2L0tnzIkkigto9YeZXypDqbxapKdEc8Qx3kFn3ljGlfOiPLOmREkgsp5aSr07DEFTUjmlqc4Y2YCvykzg9IHRyk0MDTJv3cFCdiSM6sThC2Nv2wu5Nl9/RU1A9sR3PCb6Vy9LMIlx3cSS2n8bWUB2/d7uGFBByeXJtkV8fC7bYXsiKiCXEpvU7gjQgURE5eJV7wTXRxLJiukRlo+jy1fGpWzpYnnqMkJAh27K8dDKTM5W3svHvwIIEGUF92/EO4RYCiTy6xgmp+d3cDMPAtXQtzW+PLKCl5t6v+G3R8XwcO1+Txcmw/AbxbVUlGcHUT4Tcnd59bxWF0IOw3eNIeu4gJIwaentWM5AsOB19v8vH7Ax5F6D1K2xt9WFvK3PqtUvr+uLPcOisKhiZVT1cTvS5mivOIqdLEAIQyE8CGEB484H10sGZXz7XdXYMveZahdaROhhhQRvAS4QPsweaIAU3gwhIcgRbxN+yi6ilUnJV1I7r3gAHNDafyGJM+UlPkdfnFOPZWB4feK/enlIuLpPhdnCXoSyg2X90wP402B6CrdLQBS4AmDV4OgKfHpktNL49y+TAWyijIaVBAxIXnRxWKE6D2+K4QHU5w7KmdsZjP75AuZNNUygSPTRKljvftnAGaJ47OKMQmhoaEzQywalTYpY+ucijh5hove5yqiC8m1syPDPv6L2/K4+/kiLBukDbigJcHbtSDIMDJJsnoS8ez+Bq8Op5cmKPOOXsE0ZSoTak6Ektuxi4/j9LPPRwiNP/z6zu7twVA+V1zzPvILiohGwzxy/5/p7Bz+RXOgBD4ODQL3/V5w1M67Rz5HjXyVEJWk6OxVbdFPCENkV9XU0PETGtR5BF7yOQW/mItFOxH5GtYYVHZUDq/U7+TsxPXqUOkf3g37mKI07z8hTHWhxcqVAc6pjONzQeuxCtTUIavuUT8FNy0Xir0OzanJe8k7vTrOO4+P4DMlj20J8tS2IO4ULgx1NI3GnAhN1/nELbeyef0aVjy3nEVLT+ScCy5Gui7LH32Amr27AQa9faRN3r+oEdDW0szWTetZtPTEXtvfce31rHnjVbZsXEtZRSXxROyotksSITOJsvdNW0oHR+4d1XPbJGknO8Vxs9yLJU/HFL0nnbm4NMt9Az6+RoAZ4hZ0AmjCg5QO+WIZjfLPxMld6VMZG2tafOg57lExS/DKEOZEHHRWdZy73lGPoUlMHVK2wCNAtPZ+XTINCIGvZ+VNE6STe/bDnn5WZkwGnzuvhQ8sC+MzJZqAM4+Jc9WSKJ/+Z+WUHq8/WkZjiedZ512Ilc5EzT6fn4suu5q777oNXyDA+z/yKX724+/i9foGtV2OQkMnfl/KKGpuaqChrrbXtsLiEkKhArZsXJt5TWM9rjO4tLzDJ0nJR5EyjZSZRy8pHcDCks8e5bZk1LGTDhqw5aFHRVumaZC7aOXAgI9TJM5HJ4jW1ashhI4mPJSJd6GW1Y0vu6MeHqsJ9l6WaQtqYibLa4faIyb534sb8ZuyO2GU15BIAekeJTQStmBnu4ctrZ7eT4EBEKL3k2HcFvxwcylpd3Je7qryLT58apiAJxNAAOR5JKdUJzh7Tu4Mncr4VlRSysLFx7PmjVcBmLNgITX7dhOPx2hraSbWGaVyevWgt48G1RMxSMXFpXS0t3Lx5dcwa/Y89u7eyVOPPXjU2+HIjSRlFFM7F00W4ch9WPJFJB0jfi4NPwIPDofLTCR5xv09C8RpzOZEJC475Zvskm8O6lx5LELLsZRUw4NJMRatOfZSxsrX3ihnZbOf988N49Ml/94f5I87CrGGmAGzKt8mP0dWSU2DiK6xvdXE1CT/2hvi3u0FXDArxqKyRnwH4wMDZCkQh1hUsKXdyx93F7C8/tCQmobLCcUpmhI6BxLZQ3ATzRnHJLLmhkAmkDh/boyXdudaV6WMlMzqjJENUC+58lqefPRBCooylW5DoQKikUND5tFImFB+waC3jwYVRAyS1+enonI6zz31KC888zjvuu4GFixcyvatG496W1z2kXIHPlQwWBpBSsV78TELicSlkxb5T1LkHltzsdkqX2GrfGXI53RJ9fMd7TDfU8aKRPDg3nwe3Js/IseLpzW0fopkNcUN3rV8Zq9tHSkdi8yQhiSTZdLpumfqUrK0PslteUk+WB3mi2un8Z45YT49v727T6vN0nj38zMmdDDRmdJwc/zILAciSZUI7mjoZyrOkCw54WTC7W3s37uL47qCCMj0sPX+txzS9pE2Ofv3RlEk3EFrSxNNDXWkkkl2bd9CcenkXEdeIT6Gj2MQwkATJoYoolx8CIOiUTtnWL6C22cpqZQOKWpxGFwhJmXi6UjqrK7zd2eJPChuCf60JvtJ6vU6Pyk7cxN1Al0BhJb5EjqIStBnwEmFSf55dg23zGtH49CS0GLT5eG3Tuz6Ly/uCuS8Pdiu4KGNg5vUrAzF0Itv5ZqvsuS4k6mcPpMP3/g5zjn/Ik485XQ8Hm+vnoRQfiHRcJhIuGNQ20eDCiIGqf7AfgoKiyifVoWm68yZv5CG+oGP+U8UHmZgUIgQvZ9kBBpBcfqonTfKaqKsxpUWjkziyhRpmmmUfxm1cyrjy5cfq2B3m4dYWhBNCVK24JEtIf65Mbu3w5GCjz5aRWtCxz4YQPSkg1OZqZtR6nGyHsYEENQl55Yf3cnRIylpa3zyH1V0JLRMVdaUIGEJvv14GfvbJ24Py0SRSZg6cqXA/37v3fz25z/mD7++k5eef4q1q1by+qsvMKN6NoG8ICVl5fgDedTV1bB759ZBbR8NajjjMD5xy62YHi/BYIhP3HIrzz31KDu3beahv/2JK655H16fjy0b17F31+RbNWBQSK7uLyEMTFkyqudukY/Qzgt4mY5DhNQgJmYqAzM7kObaqgjFHofnW/J4ujkP5wjLAY/xaryzxKDI1Hg+bPN8h81oTCluSxhcc+9MFpenmBa02dzkpSHHygodeEsowLneEu5fXsGHP7kqdxUXI/ObLETuqbkSOLYgzYqmozt34OSSBO+YFUUT8Mj+EG80HzmrZn/WHvDzlrtms2xmAq8uWVXjJ66KhE0aqWSSJx99kOs/ejPSdXn4/ntBykFvHw1iZvW8qZz2e1QUl1TQ1jqxM+QZFFEpPo/WJ6GVK9N0yCeJMvR5D8rYuqQ8yveWNGEIialBzBZsiXq5YfV0rH4CiUuLDL49y4chwBSCmCPZEne4aUeCsUjhZAA/r57GsT4PeZqGJSW+t69EL84e8hIJ8KwHR4Jm9h4rhkwQcemz1ezpPHpP7bce38L188J4tUyHdtIV/HNPiO+uKT9qbVBGxtKy43lP+KIh739H6N4Jfb9QoaqSk007cdbj9liyKaWNS5xOBrfiQhk/fJrL/y5uwq9nAgiAPEOyOJTiHZXRnPv4Nfh2tQ+/JjC77sB5umBxQOfS4rHpzLysIMiirgACMoGNu3YB0u4zydABY19mmedLzQFkn+WfEtgY8R7VAGJufpoPzAsTMCS6lll5EjAk186OsrgwedTaoYyckZwTMdGoIELpV6t8gHb5OGnZhC07iPI69fJnSLVKYkIICIGvz2P3CQXJnMMWAUNyeUXuIOLEPB07R39lQBdcWjS6CZw0JAWmg9ZnaO3i/Dz8Wu/Ll2wqJvL0SWzem0dzVKehQSe8XmfvAZOfbC/hk29W8u4Xp7MvaeAAKQn314S47oUq8nWXo1WL8S2VMfQcK1BMTXJ+VX95HSQFHgejn5Urythyh/E10ak5EcphSDpZSadcOdYNUQZhlmnyrYppLPT5AFiTiPOdhkaaHZuUKxD93IjiTu6noqSbPQQA4EpJLNfawhHygeoOPjO/jYDhknI0frW7kN/sLgIEBXlpwJ+1j9tawPf/fgzrE9mB7lXHRviPs1oIeV0SjuC+9QX4wz5eOyOCLqDNEvzPLj/PtI1uqe+UI7oCud4/O0dC0s7+QV86O8rXz2ih0Otgu4K/bi3gR2+UHHEOi3J0SAlyCn8WqidCUSaRPE3j7pnVLPH5MEVm+OFkf4C7Z85EB9aFfcTs7D/7uC3424HcyWjWxRySOYKFpAv/bBl+tc5crpke5kvHtlLocfFoEDJdbp7bzkeO6eC8OTEWnbob9OzZGHHXZWOOAOKCY2L811uaKQm4ePRMIqaPntjBe0/qwK+DR4NpXskPj42zLH903tNBT9QEc0/wlILHanpn+jyrKs73zm2iPODg0SFgSq5bGOZrp7eMahsVZaBUEKEok8jbQyE8QqD16DowhCCkaZyZl4dEcOPaKtrTGlFbELMFSUdwb20BK1pz17twgU/vTNBhSzodScyRpFzJfU1pXouOTsr3W+a1EzB6By4BQ/LJue3cfHYr/qpW9Dk1oDmZYMKwkWaaL9U15uwi/sxprfjN3sczDDDLkpla4l28Gtw0c3TnJbSmDL60spyELei0BFFLkLQFX3ujjIZE7+GhT5/UltVuvyl597ER/MZk6AyfDIa+vDPXEs+JRg1nKMokMtM0s+YKQGbiYZWRuUFt6/Ry3orZnF0Sp8B0WNnmpyF1+LkNWxMuF27o5G0FBmeFvKRdwba4wIBhr84wBFxYqHF8UFCbkjza6lLuy33UAtNlekGmp8CzeBfu7Frc5mKExyJd1EbT7mpyXdaqQv20UgCahK6hHE1AdY602wMVMh2unBGlOs9iQ7uPJ+uCOVe8PHUgxFn/yuMtlTEE8GJDgKiVvUB1Zih3r4gjodjncKBTPQeOB5NhguRQqSBCUSaRrakUMcchT+99Q3KAHalD3fyWFDzfMri8CLO9Ol+vKsQA/LrGJQUuN5Xn8ZFd7XQOcW5EUIc/LTSp9ArydEHCkdwyHWojQeYUZi/XrEsY7G4yOeOYBJoAzZ9Cq64HIJ3UaI/nTvO8tcXLGTMS2d9wRXcAAeC4sCE6tFTR80Mp/nzeAUxNEjAkMSvCLYvaeO8LM4jkCBBitsZjNYfPKLmp1UuZP07fuFDKTBpwZXyYytNdVRirKJPIs52dtDkOlnvoaTrluuxKpViTzHETHYT/mZFPnibw65nLRp6uMcOj8/HyoZf9vrFSZ6YvE0AA+HVBUAcRn06iz0TPhCP4wdYS7nyxhJTV+3vxtOD/Xizud7Lh7a+VkOizj2ULUgf8HEzw5EpISvhlTfaEzYH44SmNhEy3exgmz5TMCFjcsrBtSMcDuPPNEpKO6LVsNW4Jfrq6eMhFzhRlJKkgYlxSFwdlaCwp+WjNfv4VidDh2LTaNn/r6ODmA7VH3vkwinTBLK/Ra64FgFcTXFLoy7nPQC4ulxbreLXex9SEoNTQuXVNFWs7vEQtjc0RD59dM40nG0NsbPBxw1+n8/p+H9Gkxs4Wk28+Xs5f1xT2e551jT5ueLiKNw74iKQ0trd6+PLT5fzX68XsTWhEbMErHQYfWB9iV2LwPREFpsP8/DR93gpeHS6fMfSaL1vbvHzg0emsrPcTSWns6jD55ktl/H7T6NWvUQZnpNNeTzSqP2wcCXAcReISdApxidEhn6WT18a6WcoEE3ZdftDcxA+am0bsmIebJeD06cud7zP4emUBxwU8pCU80h7n9oYIyRxpd/ubTyGA19v8PPXqzJzf31Dv44a/zBhQ2w9a2+jngw9l7/NQU+4gaDD6/gx6soc5/3FTq4+PPD59eAdRRpUazlDGnJ9FlIh3YYgihBDoIkiRuIQQZ4110xSFsCPZkrBw+sx9SLqSh9oPDZOUGxq/nV3KcQEPmhD4NMGVRX5+Miv3k/ODzQ6JPndgx5VsiUvCo7PwY1R02jrr2nxZAUPSFjywf2TKpCvjl4s25K+JbuK/g0miUFyMJnqn3tWEhwLx1jFqkaL09rWaCK2OS6fjknIlccdlQ9zi982Hsiy+ryQva4mpT9M4MeBhtje74/OeBocNMZd417LRTkfSYsNXdo1urobR8OVVFTQndTotQdLJ1CTZ0OHll9vU0MNkJof5NdGp4YxxwiD3hUbDi8BEMvEuqsr4c6xf4+x8g5gjearDpi1XPut+1Fsul29t5Zx8D5WmzuaExbq4TZkpubjEwavBCV4DT9+JAYAlodpjsCdlZ23/2DabE4KCJQGNhrTkxbCbM832eFefMLnwyWM4ryLO9IDF5rCXN1uHXplTUSYCFUSMEzateKjM2u6SUAGEMiK+MdPLlcUmhgBbwhdneLl1d4IXIwMfN7CB5yOHirJdWmLz3/My+2sCnFQSJ+1FF707OU0h2J3q//d4XadkXecEGr/ohy0FzzYc3ZLiylibHBMkh0oNZ4wT7XJ5r4qZcLDs9lNj1CJlMjkzpHNFsYlfF5iawK9n5iv8YLYf/xCvAvm65L/nOfh08HWljvZ5o2hC4vaYRJl0XV7rTFGTnvhBgqLkMpWHM1QQMU4k2U6L/Atp2YiUDpZso00+RCdvjHXTlEngimITX46/dhc4LTS05ErnFmUPOwjNwcirp8lJknYlEcflr60xvlIz9FwJijLeTeVS4Go4YxxJsI2E3DbWzVAmqb45HoarwJD4NEnfMX+hWbxu1WN6wry9rJMPlUFFcZDbdpTSYQ8tYBmsqoDFN5Y1c05lgrQreGB3iJfqA3zphFbmFqRpThjctaGIB/bkZ7VfUQZDAqNYzHbcU0GEokwBj7ZZvLXQIKD3SewEvD6EIlp+TXLTzE50LTvHQsqVnFfeQInXxtPV+3FFRZSTC5JcsbJ61EtYh0yHf15SQ4HHxdDAj+T988J86NgwB9/+jKDNt05tIeSR/GFb4ai2R1EmMzWcoShTwCtRh8faLBKOxJaSpCtJuJKv7U2SGEIypMvLUuQZEkGaniO8Ukq2JJKETKc7gIDMfIlSj80FJbERekf9e+ecCH5DYvQ4v9eAPvETAUPymePa0MUUfoxURoQazlAUZVwLCJ2zvCX4hM6b6XbqncGXq/5uTYp/tFicU2AQdyTL221ah7iWcknQIaADOEiZBDLDFGnpEHXT+PXs4wZ0yfxgmqdbhnTKbpqQnLI0zvRyi501XjZs772M8viSVFYZ8Z7cpB8nVoDQLcy8Dgo8Dm0pdSlUhm4qh6HqL0dRxrmTPIV8t3AJEomGQAj4R6yWezr3DfpYWxMuWxPpI7/wCLbHdeIOBHQQQnIwgbUjYUunh9OKBcE+N/K4I9gbP3zJ8SMpLrD5v6/XUpTvoOvgurCn1sOXfjidZDrT9bCtw8MlLpg5Kl+mD8zB7ijLbBASCczQw7ShVo4oQ3OwdsZUpYYzFGUc86DxncLF+DWdgGbg03S8QuddgRkcZ45dOuVHmrykXIHTYygk7UJ9SuPX+/KJ2lqvFNC2C522xtPNwWGd99aPNlFRYpPnl/g8koBPMq86zQ3XtHa/ZkvYi6H1fjqUgB0pzgQQUs98uQbCNfhxdaG6ECrKEKm/HUUZx5Z5C3Nu9wqNi/0VR7cxPXQ6gvevC/FGxMCRYLnwTKvJBzeESEuN962ayYq2ALabCSBeagvwvjdnYg1jUqXHdDl1SRyzT/+p1yN5+znR7v+/cE4Mxw9oPdbiG5Bur8gED334NMHSgOqUVYZOzYlQFGVc0vu5yGhC4BGj/wxQYcJnZxicW6CRcOGvTQ5/bHBwgH1JnY9uDKEjcaHXBbEpbXDz+iq0rv6A/rp7z6+M8bmlrczIs9kR9vCTDSWsavEDcGpxgi8uaGVuMM3+mMnP9xT1uxpT7/GjMDWJ0IE8DnVHiEz7+rtkmyO8/FWZWqbynAjVE6Eo49iadAdGjhtcwnV4Ltk8qufO1+FvSzxcVqJRZAqqvIJPVel8b07vZw/nME9U7mFSAl82I8qdZzawpChNgcfllLIkvz2vjlPLEpxZEuc3p9RxclGSAtPluMIUPzm+kdY3Ddw+q0ksG15afSjV9OO7giTsrnMKugMPrbSFRN+dydwA1sdVanllaGTX7/hQvyY6FUQoyjgWkw63h3eQlA6WdHGlJOE6vJpqZWVqdLNAXlumE9DoFcT4dcEFRRozvMM9uuSrJ7bg7zP50m9IvnJ8C19Z2JK1wsOvSyq2SjrjGolkpk3xhKCl3eBXfy/pft1LtQGe2pNH3BK4LlgOJGzBf2+TrI1ZxLomcqS7lrl+oyaCNZUfJZVhm8ppr9VwhqKMc08lm9hkRXibr5yAMHg13cq6dHhEzzHN1Dgpz6TDlrzemcYBTg5lamz0JCWkkkGuDek84ETZbx95qakATgx4mGYaNKclM0wv1aURyvy5V0TML0jjpspIR0yMQAuaker+XoXH4X9/WMFZS2KkiwSr9vp5/o0g0tI5y5ePX9NZnYzwlecq+MfWJG+fFaMolc/qBj/LG13+6YY5K+jhrJCHDsehxdtOfrFFieWnNakuh4oyWOqvRlEmgDonyR9j+0fl2F+cFuQ9JX5smVnymHAlN+7pYHdCcma+7C7t7ToG4db5uI7JJSZcUgYrkx38v/Yd/S6QLDU0fjWrjDJDxyM0DAGO4yGdnolwdoNhZ+1j2H4iDSd3dfRq+Iq34y/ZCRoIP3xvWRMCMFIg4xo1Yho/qlqA3tVjYgjB7zoOsCfazmWRmbjA6UXwmWLB/x6I8khHkk5vhLsvqENDIgQYGty+rph7thaN/A9YmfQmw7DEUKnhDEWZwi7I9/CuYh9eTZCnawR1jRJD4/9mFfDXJqdXN3+0/Rhc2wtSx6dlvk73FfKuvGn9Hv9/phczw2OQp2uYGggBup7G0Gxidccind6rJVxHJ1W/ACFNkCZInWTbfKx4EbIrp1TIlARNiU+XvHdOhF8cm0e+bpCn6eRpOl6hcUPhNH4yq4BA13sK6ho+TfD16SHm+AR3X1BHgccl5Dl0rM8f38bxJYNP4qVMbZk8EUP/muhUEKEoU9h7iv0E9N6XAU0ISgyNPE3npu0WuxMuKVvDTufRd3mET9O5Kpg7iCjQNY73e7MmhgoBhhknfmApnfULkF1LRDvTOh01x5Jum9n7QFInmSjHBrQcqasLK3dlnTvgSeVc2aIDn5htda8a6cmjSa6dE8n5XhTlcKbynAgVRCjKFObve1fu4nZ9b12n5N2bU/y1vRnZzyXP289SU484zEVSZKp/JuoWE7GL+P6mUj735FI6m47J9WJWtwdIuf0sd9Wzh0Q0kXu9iC7oqvmR43sa5JmT4dlQOdrU6gxFUaak5eEUCSf7Vi+BzQkbkPz2pDref0wjhpldPMuSLi8lcq8SabZdmu3s2RJSgmN3Vf8ULmYwzPJ9QVYnEzmXs8ZdhwcbJDJHoqqELUg0V2dt70x7cgY9SRf+sd/TqzjXQTFLsLxmeBk1FWWqUUGEokxhD7Ql2JOyiXcte7RkZtnjt2sj2BJOL0qwOJQpaFVQ9QpCWNA1jTItbdoci3uitf0e/1sH2oi7Lmk3c0OXEqTUsdJ+0Gx8i1Zy17pCmuIGMdflJy0NJF0XW2ZeH3cdNiWTPBnt5GtvlJGwBemuuCRmCXZHTX6wzUPSdXB67LM+keSe5hgJV+JIiSslccfl2UiSFWHJD9aUkLBFd2rumCVY1ezn6dq8rPegKIcz1edEqNUZijIFCSQnhBzyDcln9rdyep6fc4JeWmyHB9qS7Ou6Ux+Xn8KrZW7OnkALpXMfId4+Dzudz950lB/WdxLuZ5gBYF0izbU7G7m6KMAxHpO4ZVDp9VCUv499gVrue91gQ0tx9+v/FQ2zOZXkHaFCQrrGC7FOVsSiOMBTB0Jc9aSHm4+NMC1g81htHv/cF8Jy21iXTHB5Xin5ms4LiQ5eTnTgAq90prmi0IcpBMvDKV7tzBQfu29HIatb/Fw7J0LQdHiyJshzdXm4w0jLrUxduXrJpgoxs3reZJjbMa4Ul1TQ1to41s1QlJxm+RzuXtpJgeEiAY8Gd+718fs6f9Zrr5wW5dsLm7orckoJ0goiXQ8pR2SyPUYNPr05SPwwwcRIqPJK7l6cptQDrsy0+ze1Or+oVc9CytiZV3oSp7W/c8j7P1F414S+X6jhDEWZUiS/WtLJNK9L0ICQAV4NbpmV5NSC7NTPTzXlYbmCrtEIpO0H14NA4NPBr8OJ+Tb/OTc+6u3+xSKLGV7I0w+1+6PTHc4tVGW8FWWsqBBeUaaQpUGHEtOlTyJKfBq8vzLFG2Gz1/akq3H9qhncflwDswIWpuPLKmPl1eCysjTf3BHAGaXZ5nP9kiqvpM9qVAI6XF/psKIjuzqnohwtI9md7/X6uPCSd1A1oxrHsdmwZhWrVr7Ep77wdRzbQcrMTIrf/uInuI7DoqUncs4FFyNdl+WPPkDN3t0A/W4faSqIUJQR5BMa1+RVcKG/lKR0eTjWyFOJlqPaBo8QvDO/kEtDBdgSHoq082g0jAuEdJlzMpcmoMDIfSncHfdw1cpqyr02j50cJZDjfq0JMDVwRmmmWFCHHItIAChUVzFlDGUmVo5c8OxKl03rV/PYw38nGMzn5i99g03rV+PxeLnz9m/3eq3P5+eiy67m7rtuwxcI8P6PfIqf/fi7eL2+nNulHPnZC+rPT1FGiIHgrtIlzDB8+LTMnXauGeBEbz63dYzOU0BfGvDTymoWeH34tcxj+xyPlzMDQb7eeIB1nQZGjutd3IEnW8zsb/TQlDJ4pd3kgmIrq0dgR0wnOYpzIrbERFaiKYCkA0+2qlFZZWyN5K3ZSqfZt2cnAEWlpYQ72kkk4t09ED3NWbCQmn27icdjxOMxYp1RKqdXU1hcnHN7Xe2+EWxphvrrU5QRcr6/mOk9AggAv6bzNn8p0/Vhl70ckLMCQeZ7vd0BRKYNGmcGgizweIk7gu/v9pNwDj3Zxx3Yn9B4qOnIbbxtr59OR5DqmoaQdiHmwH/tDIzG2+mWloLv7tIz7e66lsYdqEvBXxvUUIYytkZ6iadhmHz+a9/lvR/8BP/8y+8xTQ+mx8t1H/kkN37mK5x82lkAhEIFRCOHsqxGI2FC+QX9bh8NqidCUUbIMm8Bfi37huYgOc6bz4F486i34SRfgECONmjAif4A29Mp/tHoY1vM4H2VKUpMl1favWxuLyRfWCTJTK4sF/nkCz+1blv3NoCapM4Vq/O5rjLFCSGbHTGde+u91KV0qk2TYt1geypJvEe36WzDT56msz0dI32EZzZNSJZMSyElbG709lpy+UiLwc6ExvunOZR5JC+0azzUpJMY5VUhinK02bbFHd/7JjOqZ/PeD36c3/z0Nv72x9/QUFdLUUkpH77xsxyoyfQq9MzPlvm3POz2kaaCCEUZIc1OmrR08fRJAy2RtDnpo9KGFscm5bp4td5tsJG02YfSQ6/vNNiww+CLxVV8JFhMuizT7jfiSdqiC6kSJTi4GGj8217Dcnt9976tlsZd+w8tBy3SdX43o4q5Xi+2lJhC8KvWVp6NxvhB6QIqdA8OEg3B7R37WB5vzdn2ZTMS3H51Pd6uuRlJW+PzD05jzYFD59oS0/jmLtWBqowfchTTV9fu30NjfR2z5y1g2+YNADQ31lO7bw+l5RVEwh1Mnzmr+/Wh/EKi4TCapufcPhrUX6OijJDH4s3dWRMPcqUkIV3eTI3OH3BfyzvDWWW5XSmxpWRFvLPX9veESrgsWIRX0wjpBl5NoyJ1EsdoZXiFQUB48AiDy40TOV7rUxSrh9sqqzjWl5mDEdJ1fJrGjSUl/GLaPGYaXvyaTlAzCGg6XyqcxQIze+ijwOfwi3fXUZLnEvRKgl5JaZ7DL99dR9CjlnAq49tIDmcsWnoiCxYuBTLDFdWz51JWPo2KaVUAFJWUMqN6Ng0Hatm9cyszqmcTyAtSUlaOP5BHXV1Nv9tHg+qJUJQR0uCk+Fbbdr5RNA+P0NCARifFN9q2Z93YR0ub4/DF+v38d8V0ApqGQNDq2HyloZZUnwDnvQVlvYZf0o6HlB1E9Hm28AqTtxlLWZ/OvghVGgYLvF7MPjUv/JqG7pG4Vu9jmULwzmA532/f22v7pYs6c06c1AS8fWEn/1w/OuO5ijISRnKgoGbvbi66/GrectFleL1eXnz6cXbv2sbbLrmKgqJiTNPkiUfup7WlCYAnH32Q6z96M9J1efj+e0FKUslkzu2jQWWsHAUqY+XUpgGzjQApXGrt5JCOUSS8XOGZyyKjmDq3k4dTu6hxowPeX5BZleFIyV7r0FCKBnypys/lxQb5uo6TDpKOFyKlgeMadKbzaU2UkbB7FqKSuJ4akr6dCODFzjhBq4L5eglxvZ2LyzvJ67tcA7AdgZ3Oz9reajbxhaYd7I15urd98qw2bj67LWvVh+XAXStKuHtlEQBLzHyu8c+gRPPwWrqNRxIHiEvVU6GMndmlJ7O0/doh7/9y4Z0T+n6heiIUZYS5wC576BkcK0SA24JvwSt0PEJngSzibHM634u9znpnYJMzJbArncra/siiENN9BydaOQhPlFS8BCl1NAEhT4SgJ0pDZxUdqVIApufvIuhtx6OFsBwP07WTcL0CgYYrC/GJLfTtmE27Lq6bY7WHZjOzfB8PLqrhhlerWNueme/w+n4/HztdEPD0fqaxHMHKrvkXl/oquTk0Dw8amhDMN0Jc7q/kk22rVCChKGNEzYlQlHHmA75FBISBR2SGGnSh4RMGNwdOGNZx315o9gggMtLJQqSrQ9fEMCEyKyQq8uoQuBh6mAJvB56uK0U4VtY1RTKzQRMG7dEqHFfgdnWXplyXDtfhT23tJNweN3dho3tiBMv2EDAk3zn+UEC0utbHyv1+4ulDjYunBS/vCbCh3osXjU8F5+ETOlrXG/BqOsXCw9X+6cP6uSjKcMlhfE10qidCUcaZ440y9F4rPCRCuJRqHkLCQ1QObaXHZUWZZFJSgmUFkAjsdJBczxIOkna9DstoYL5wkVIgpYZlZ4YghHAw9RS246EzUULK8rDTt55SQ+eVWJy/d7QTdl3WpTq5Y04I4XjwFtXgL92J0DKBxfz8NKYmsVwBCD73QCVXLI7y7rkgheTvOwSPbgkBgrlGEDfHJder6ZzlLeXP8f1D+pkoykiYDCW9h0oFEYoyzsSkTT6ZoQBNOHjNBKLrBnpn0cn8v/AG9jqxQR+3zZakUkHqGk7Ctn2ApCivEa+RHZQ4OPw8+QLH+wKc4cxAs0NINAr87SAkgUArumaDkMQSRdR1TOcr7fVZN/rXUxHkzHWU+LKHGyxXYPe4+s7RQ7yr4QzyGz0I4Fo3zWZ9E7vsTqLSRhe5l9F1uNmFwxTlaJoMPQpDpYYzFGWc+Xd6F0lpAxKfGUcTEiEyQw1Vup8fFZ2MZwh/ur+pt6g5cFqmF0LqSGnQmSzuldAJwJYutXaKfXaSVxMRsPORaIDItANBIl6MEBJNSPJ87aTytuXsKQC4d08BCbv3OZIOPLA/hOwaRgkIndsKT6RS9+PXdHyazjTdx48KT8AvdGqcOLV2HLtP6t+E6/BAvHbQPwtFUUaGCiIUZZx5PL2HZ9P7EVoq67asCYGB4Cxv2aCPO4cqUl1DBwelbT/hRD6WlHS6NgnXYZ+V5CstOwA42SzpWhqa3QtgWZkJj5ommR9K9nsx+fXOIh6vC5JyBJG0RtIRvNwc4PubSrtfc763PGt/TQg0BOd2vddvhjey346TkA6drkVKOvwxtofVVvugfxaKMlKGMx9iMvRgqOEMRRlnJPCb5AZMI8XV5oys7xtCUKJ5snfsIoCl2jEs0xbg4PC6s41tspYi4QOpZcUDyXQx/+hsYCP7Cbs2u61E9/eKdRMjZzY+getmJn5KKTClwfcqpvNkZ4TnYtFeY8SOFHxtbQW3bylhTihNTczkQOJQsa88YXCOtwyfyE7X7REaxV3vtcVNcVP7Ko7R8yjQTHbY0QGtylhYkuK6xWHKAjbP7cvjXztCpBz1/KSMHGeUMlZOBCqIUJRxalW6lYt90whovf9MHQmbrP4zYH7EuJhFWjVeYeJKyXHabF52NrHF2Y6DpG+tzoS02GC3stbJzkOxKR3BkjJH5U+JYaRxXQ0pNZDwlmA+pwbyuDxRwJcaarOesppSBk2p3u+lSPPw86JTCQmj97KRLpZ0s97rXifGQLN3XTkvwnfPa8bUJYYGZ05P8MGlYd770AwStgoklJExGXoUhkr9FSnKOLUq3coeu5Nkj6fthGuzzmpnqx3Juc88UdUdQEBmSMArTM7Rl9IubTY7zV3zLTJS0mav08E6pyHn8TZYETZaYZI9l2rioukWmpbKBBAIRFcAENB0TvQHODMQzHm8vj4YmE2BZuLpqvXR82KccB02WxE2HCZgOhyv7vKdc5vxm5kAAiBgSqrzLd698OikIVcmP8nIV/GcSFRPhKKME6WaSRpJxM3c5F3gPzrWcpV/Ohf5K5FS8kKqkb/F+8+Bv1irxiR3aeyFYia3JV7mbeYc3mrORkPwgrWX5daurCepgNAJajotTppvtG/iykAll/qnIYA30s3MyrNY5gTIFzJr1URA0zkvEOSVHrU6fEInX5i0uKleEzDP9JZi9FnOKgEpJX+N7+Pvh3mvR7K0LIWb4xHRb0oundvJHzcWHXb/kOGQp7s0pozuCaCKovSmgghFGWNLPEG+XjSPUj2ztHFzOsp323bS6lpYuDybauCsvCBLPSFm+6dxZaiY77XvYkM6e/ghQbqrYmZvLi7Jru8tt3ax3NqVsy0+ofHlwjmc5y/GlZKkdPm/8F4eitfxULyu+3VvcUOc7svvTvzUky0l0a6eCwPBLcEFXOifhiQzPHF35y4eT2aOFZc2JRzMbHlo0qeNy8OJOuxhdBR3pjW0fvpaI6ncgRZkgocfLGnknJI4rhSEbY1vbS7nhda8IbdFmdxGqSzFhKCGMxRlDJVpHn5Usojphg+v0PAIjaWefO4oXdz97PuT0kUc7wnhERpeoVFl+PhhyUIq9OzJlW86O7qe5XsTCNa7e47Ynq8XzeNcXxEeoeHTdAp1k/8onMNxnlD3axZ7fXynvIqQrncPY/RkS8mj0cxwwS3BBbzVPw2v0PEJnZBm8sngfM7wlADwcKKWhGv32t+SLmvS7cSknXXswdjW5qE5ZuD06TOOW4L7NvVf0OvnJ9RzdnEcjwY+XVLhdbjj+AaODWanEVcUmNrDGSqIUJQxdEVeedZwgCEEJbqH4z0hlniClOvePl3+oAvBlYHyrOO1EeVe+xlS0iIhUyRkmoRM8WvrMVIcPilTkWZyuq8Qr9b7Kd0jNK4PVnX///WFJXhyBA9SSlKuyw+bG9hrpfEJnQv907JWXfg1nevyjgHg34kDrEg1k5IOMdci4drss2PcFtl82LYOjOATj1fSEDPoTAuiaUHKFvx2XSEv1uTuVZjlT7M0P4W3T0eFKSQfqe4YgTYpk41a4qkoypiZbvjwiNyxfLnuxcnZr5C5sc8w/Tn3W+fuZkt6P/O16TjSZYc8gDOAZ54S3cSWLt4+7dGEoEoU8FHvSQhgprAQOZZHJFyX/2ioZVUyU3wsX5j9XiTLNR+QeRL7UXQLf4rtYZ4RpMlN4XhauXFuhGJT0tZ+DOnwfPY4EZ61auiUg8tOuT/i4cI/z+LkaUkKfQ5rGny0Jfu/7FX6bCwX/H2CCEOD6oDKjKkofakgQlHG0NpUhLN9Rfj7PP1rwDarE0dKjBxP/QnXYV0q9woNgDQ2m9x9g2pLrZ1EzzGBMJzIx7CCXGRm5izImEur00Zpfu/yxZoQbEkfKn3e4qawpJvVE+FKly19Vlw0ukka00murozw7YXNmCKzosKZtplEZwc7tr2Da73H8tXYCurcTgZDInizIXfA1de2Tm93sbGeUg683u4b1HmVqWMy9CgMlRrOUJQx9HSihQ7XwuqRzjnhOryabGe/neSAk+LFRFuvJZaWdIm4Nk/EB1YWfKCS0uWP0dpelTdTtkbSCqGjo4lMCW4dnViyhLh1qNR3wnW5r6OVmHvofbhI7u7c1avtrnRJSZc/xLLnZ+TpLv+1sBm/fmhJpq5bBIJ1lJfsJk8YfMo/vEqmR9Ju6fy5toB4jzTdtgsxR+NP+wtH9dzKxDWV50SonghFGUNJ6XJT80Y+FJrOeb5iktLlX7FGHowdyttwR8cetgY6uSqvAp/QeCnZzh+itSTkyF+C/txZT72T5v3BKop0k9qkj7IcyaYcCRujHmbnd9LhONzX0coTndk9I48n62h3U7w/bxYVupdN6Qh/iO1lX44CYqcWJbBc8PUZStB0i1DRNiJtC1msl6AxuhffH+4oYWenyUdmhSkwHFa0BrhrdzFtlrpcKtkO5omYqtRfxWEcu/g4Tj/7fITQ+MOv7+z1PU3X+cQtt7J5/RpWPLd8jFqoTAYR1+au8D7uCvceflhqFPL54CKm6X5cJC/EG/lZ5zaSA03XOETPJVp5LtEKwMXmXD7grci6ULhInuzs4N/tOw97LB04JQTHF0YwhSDoOLzsCvblGJFIuSJXiQ6kBNfNJM/qb47IyBI8UF/AA/X9r+BQlJ7UcIaSU1tLM1s3rc/5vbPOuxArnV1CWVFGwgw9wH8XnMQMIw9DaHiEznneCv4z/7ij2o6Vdu4KmS6SV+0jJ4L6bGkZ7y4sIqBpmEJQZhh8q2IapwUCWa99o92P7eZY9eEahFuOw5IOr1gHpvQFW1HGGxVEHEZzUwMNddkX0aKSUhYuPp41b7w6Bq1SpoJ3+qqzCl95hc5xZhGV2sAmCY6EsExxV/J1UtImLi3i0iIlbX6dXEWrTBx2X68QXFNQgL9Pxie/pvHx4uKs19tScNPaKiKWRqetYTkGrqvT0HAyrZFKapwov07kDuoVZSypORHKoFxy5bU8+eiDFBRlXwgVZSRUd/VAZJPcVFTBzqSOnc6nVcZ51d5LJ0NPhCSARdp0jtUqQTj4hA1IVtl17HDbeN0+wE2dj3CSUYkA1toNxI6QcwKgSNf77TWYbuauQro+4uOcFcdwXkmcoOHSEJ5GnhXkgPsqW522ob5FRRlVU7l3TAURg7TkhJMJt7exf+8ujlNBhDJKtlhhFhj5ePosj/QKnSX28cwVeUiPTkraXOs5kR8kn2a32zro82gIPut5O7O1cvI1SUDLLNGUSC71zOdlaz+/Sr1JAptXBjB80VOLbePkyAfsSsm2ZDLHHhlpV+Pp5oMFvOLA/kGdV1GOJsmAi8pOSmo4Y5CWHHcyldNn8uEbP8c551/EiaeczilnnDvWzVImmYeSNaSli9NrBYaLFC5JKw8pM8GFVxj4hcmnvUP7HTxLX8AcrRy/MAhoSYTIVOTWhMAnDM42q1milw3p2Dbwm7ZWEm7vTtuUlPyqbfABj6KMVypjpTJgf7/37u5/H3fSqRQWFrPqtRVj2CJlMmp1U3ym43U+njefkzzF5GkSvy9KXWQWMkeVznzho0KEaJTZRbl6EvS+cJ2hz8UrTAyRe3jCg87ZRjWbnKHlpPhLRwftjsPHikso0XW2pVL8tKWFbSlVh0JRJgMVRBzGJ265FdPjJRgM8YlbbuW5px5l57aRyOmvKEdW7yb4bnQ9lYbB34+pxqdpiP6TVB42tfUyb4jPFlYz2/TRKR32WgmONYOYoomE3UlLrAIps1dYSuSAUmb3VaKZfKFoFmf5MsskX+0M85P2fbS6KnW0MrmoPBFKv35z122H/f6GNW8cpZYoU1m9bVNn2RzjMSnMa6IpUt09nAGZLJAtspMWmZ3ACWCRJ4/vl87D15VaOyQMlnqC3RU4A2ac6fn7aIlW4Uqz174WLi9ag0ufbSD4RfkiSnWze3Lomb4CflG+iPc3bBhWeW9FGY+m8m+0mhOhKBPAV+rr6XAcPL56/J4wQjhIHBLSopM0P02+2O++N+RXZhX56lvCWwgXjyeWSewkIS0d0tLm3+nt7HAHtyribH8hIc3otbrEEBohzeAcf+GgjqUoE4EzjK+JTvVEKMoAGQjO8pYw3fCz247xRqptWN2YOnBOno9FxkwS6TI2psJscLeTzrF8cm/a4so9+zgvL48yvZUm249hF9Iu46xxarEO05JjTD9ajiJePWkCPHqaWsfPY/arWListRto7Kd343BmGT7ydBfDSIEU2LYX0PALjWpDFbFSlMlEBRGKMgClmoeflpxEntDxCo20dGlyUny2bS0xOfjniUJd47ezyqlreSuRZCmO1JlvOrzdPZ/f2X+nQWZPZExLydOdB/NFh4GGrNfksiudoEL3HDaQcCUkbD9+zeKmojK+0r5hSAEEwGn5An+go/v/TW8nqWQBMUtnn93/0k5FmYgmyyqLoVLDGYoyAF8qWECJ5iGvq5s+oBlUGX4+Hpo9pON9saIAO7GQcKoMR5qAhitNfMLL+4x3jGjb74nUkepTrKtn+gYpQUqNtmQpfj1FQDP4TuGSXGUsjuicPD/H5xndS0UPfnl9YcJumpcSHcN6L4oyHk3ljJUqiFCUIzAQnOwpQu/zJO8RGm/1lQ/pmBfm+6mLzsGVfTsDBUHyKKFoiK3Ntt2K86XmHWxNxbClpN2xiFs+HFcgJcStPPaF56JJge1mMkn6hMZ8I3iEI2e7oiBIQMu+rNgSft25B2dKP7Mpk5WLHPLXRKeGMxRlAIbyVD7aR/Vjcp3neM4yq9EQrLIPcG96LRGZnYNhQ7qTTzRtASCAh7sC78LokQ1TALo4dEGTQ2xdf/ukpEt8CMM+ijLeqeEMRVEOy0ayNt2B3WdIwJIuLySHloTp+WiSytAeNGFnfS9GnFbaD7u/AL7lv4DzzdnkCQ9+YXKmMZP/9l+EeYQ/6zhp9rvtuLJvZ6qL34gDkJYuO+wc9bqP4LFIjLiT3UkrgNVxlWBKUSYbFUQoygD8KLydsGsRd22klMRdmwYnyd3RPUM7XkMHvsBWQt5WdGEBEk1YpGSKv9mPHHH/pXoFFVoQs0dvgiF0gsLDacbMI+7/y9QrxEiTlBayK12Oodl4zTYSrs13OrYMabz2xc44z3fGSbgujpQkXZeE6/L1umbSOepoKMpkMJXnRKjhDEUZgCY3xQea3+A8XylVhp/dVievptqOOMYvECzUplMmQtS6beyWjQC0Oy7X7qrjgtA/WRiYRTxVxoZkB+vcbaRIH7E9M7QCjBzPAH5hMksr5GUOnyCqQUb4QvxBTjNmUSryQKQImUnCnRbPJ5uJyOwekp4WG4XM1kPUuXHWWq3dPwUJfKu+hSXtHs7I89PpujwVidGWo3dCUSaLqfzbrYIIRRmgNC5PJ5sG/PoQfr7suZKQ8KMhkMAB2cqd6cewcLCBp6IJnmIrsHVQbWlwo9i4mH3qaCSkRZ17mNzYPaRxeMne3XPDEXnR+Z/8Zcw2QggELpI2N8Wt4dcJy0MH2JRMsyk5gAMqygSn0l4rijIqPmCeS7EI9prAOJNSrjSW8YD9+rCOvc5pICKTmOjdmSEd6ZKWDq/ao1c6+0OBecw18vH2eE+mpvHZ4GK+G107audVlPFMjuDUSq/Xx4WXvIOqGdU4js2GNatYtfIlFi09kXMuuBjpuix/9AFq9mYeAAa7faSpORGKMgoMdBZrM3oFEAAeYXCGvmDYx3eRfDvxDGudOuyukuGbnSa+lXia1Cgm073QW9UrgAAwhcapZhnGKK1hUZSpxJUum9av5u6f/Yh/3Ps73nrJlfj9AS667Gru++3PeOBvf+Cqaz+AEAKfzz+o7aNB9UQoyigQZOZD5KIPMHYvEwGu8x7H8XoFcdI8mt7Bk9au7meesEzx4+TLaF1nOho5GPR+3tOh96smTypTz0gOZ1jpNPv27ASgqLSUcEc7s+cfS82+3cTjMeLxGLHOKJXTqyksLh7U9rrawRXTGwgVRCjKKLBw2CubmU0ZWo9CVLZ0WOvsPeL+BcLL9/PeRgATXWjk4+V67/FM1/L5XWpNr9cezYQ1r6WbeIu3sldxLVe6bLE7Dlu/Q1Emq9GYE2EYJrfc+i0Mw+D3v7qTufMXEo0cmusUjYQJ5RcQChUMavtoUMMZijJK/mS9QII0KZkpqJWUFmHiPDSA+RCXmvPxYqD3uFn7hMFbzdkUCO+otflIfhvfTpubIuFmVm8kXZtOaXNn56Yxa5OijK2hZ6vs7wHAti3u+N43+esffs17P/hxPB4vPUcjMv+WPf498O0jTfVEKMooaZRhvpn6G6fp86gUheyVzbzp7MYawJyFRXopnj5zDwAs6VCtFbDBGfgqkYNmeOH4PI0mS/JmdGhTwTpkmps6XuI87zTmGQXU2J08l64ndoQloYqiDF7t/j001tfR0tzIoqUndG8P5RcSDYfRNJ3pM2cNePtoUEGEooyiBGlecDYPer86N8p8WdJr2ADAEBpN7uCqawrgO8cYXFqiYbuZp5JWS/LRbRaNQ1iFmcLlqVQdT6XqBr+zokwyI532etHSE3Fsm+1bNxIKFVA9ey4rnlvOjOrZBPKC+AMB/IE86upqaG1t4qLLrh7w9tGggghFGYcetXZwjlndK6FUWjpsd1oHXaL7naUaby/W8GmiewDTK+DHc00+sMUayWYrypQ0knMiavbu5qLLr+YtF12G1+vlxacfp7H+AE8++iDXf/RmpOvy8P33gpSkkslBbR8NYmb1PDWdeoQVl1TQ1to41s1QJrjj9HJu9C2jWPgBeMM+wK+Sb5JgcEMH/1hisjCQPf0p5UouXZ+mWcURijJk5aUn4bS9a8j7y6KfTuj7heqJUJRxaoPTxGdijxMSHlLSIT3E/A8BLfeyTFeC7whTq/OFybt98zjDnEZcWvw7tY+n0zVqIaeidJEMb3n1RF/doIIIRRnnonJ46aOfanP4wDQdb59gIuJA7WEKa/oxuD10LkWap7vQ1436YuYbBfw8vnFYbVIUZXKY6EGQoihH8LsGh8a0JO5knpbSbubf39htHfb56W3eGeRrZq9KoT5hcKFnBmXCN8qtVpSJQQKOkEP+muhUT4SijBMGcEKeiSFgbcwiNULXl4gD79pkcXmxxhn5GrUpyf3NDgeO0MFxglGKT2RfIizpMs8opNlqGJkGKsoEN5XTrKkgQlHGgRMCJnfMKsDoGnEQwH/WRng+MjKVMJMu/LPF5Z8tA7/cNbpxbOlmLTPVhKDVTY5IuxRlMpjKQYQazlCUMebXBD87poBCQyOoZ77ydI3/nVnANHPs/kQfTe3D7nN5tKVLk5tgu9MxNo1SlHEmk/Z6ZDNWTiQqiFCUMXZBvifndh24vHDs5h7UuTH+t/NNWt0kSWmTlg5b7Xa+GV05Zm1SFGV8UcMZijLGQrqGnqNMryEgXx/b8tpr7BZuCD9DhRYgKW06hrlSRFEmo6Etvp4cVBChKGPstWgapmVvT7qSl6Njf9OWQIMbH+tmKMq4dHA4Y6pSwxmKMsb2pR0ebEsQdw7NP4g7Lm/ELF6PqXSSijLeOcP4muhUT4SijAM/rO/klc40Vxf5MIXgsY4kT4UPkwlKURRlHFBBhKKMEy9F07w0DoYvFEUZODlJVlkMlQoiFEVRFGWIJAyyJN7kooIIRVEURRmG4RTgmuhUEKEoiqIoQ5Sp4jl1qdUZiqIoiqIMieqJUBRFUZQhksDh6+FObiqIUBRFUZQhcoHEJCjpPVQqiFAURVGUYVBLPBVFURRFGQLZ9TU1qYmViqIoiqIMieqJUBRFUZRhcY/8kklKBRGjQNd1iksqxroZiqIoCuC6Dh3tLaNybMM5wAkF9wx5f9ed2FkmxMzqeVN3MEdRFEVRlCFTcyIURVEURRkSFUQoiqIoijIkak6EAoDX6+PCS95B1YxqHMdmw5pVrFr5Ep/6wtdxbAcpMxOHfvuLn+A6E3sM7yBN1/nELbeyef0aVjy3nEVLT+ScCy5Gui7LH32Amr27x7qJI6bve52sn2uu93XsouMm5eea673e9NmvTMrPFSAYyueKa95HfkER0WiYR+7/MzOPmTMpP9uJRAURCgCudNm0fjWPPfx3gsF8bv7SN9i0fjUej5c7b//2WDdvVJx13oVY6TQAPp+fiy67mrvvug1fIMD7P/Ipfvbj7yLl5Jgy1PO9ApP2c+37vibz55rrM5ysnyvAO669njVvvMqWjWspq6hESnfSfrYTiRrOUACw0mn27dkJQFFpKeGOdhKJePcTzWRTVFLKwsXHs+aNVwGYs2AhNft2E4/HaGtpJtYZpXJ69Ri3cmT0fa/ApP1c+76vyfy55voMJ+vnWlhcQihUwJaNawFobqxn1tz5k/aznUhUT4TSzTBMbrn1WxiGwe9/dSem6cH0eLnuI58kFCpg1coVrH79lbFu5oi45MprefLRBykoKgYgFCogGol0fz8aCRPKLxir5o2ovu91sn6uud6XaXom5eea671uWLNqUn6uAMXFpXS0t3Lx5dcwa/Y89u7eSTTSMSk/24lGBRFKN9u2uON732RG9Wze+8GP85uf3sbf/vgbGupqKSop5cM3fpYDNftorD8w1k0dliUnnEy4vY39e3dxXNeNFUAI+vx74neL5nqvlpWelJ9rrve14tnlk/Jz7e8znIyfK4DX56eicjrPPfUoLzzzOO+67gaSifik/GwnGhVEKFlq9++hsb6O2fMWsG3zBiDTfVi7bw+l5RUT/qK05LiTCeUX8OEbP0cgLw/DMFi7amWvp5hQfiHRcHgMWzkycr3XRCLOqtdWAJPrc4XM7y4cel/xeIzpM2d1f3+yfK6Q/V5LyyvYtG511rbJ8LlGwh20tjTR1FAHwK7tW9A0jVD+tO7XTKbPdiJRQYQCwKKlJ+LYNtu3biQUKqB69lwa6mroaGulsaGOopJSZlTP5qnHHhrrpg7b3++9u/vfx510KoWFxbz+6gvc9NmvEsgL4g8E8AfyqKurGcNWjoxc77WjvZWKaVWT7nOdd+xiouGOXu/rxWeXc8FFl0+6zzXXe925bfOk/FwB6g/sp6CwiPJpVbQ0NzJn/kLWvPEqp5553qT7bCcaFUQoANTs3c1Fl1/NWy66DK/Xy4tPP87uXdt42yVXUVBUjGmaPPHI/bS2NI11U0dFKpnkyUcf5PqP3ox0XR6+/16YpLO821qbJ+Xnmut91dXum5Sfa873emD/pPxcAVzX5aG//YkrrnkfXp+PLRvXsXXTOoBJ99lONCrttaIoiqIoQ6KWeCqKoiiKMiQqiFAURVEUZUhUEKEoiqIoypCoIEJRFEVRlCFRQYSiKEeF1+cjkJd3VM5VXFJyVM6jKFOdCiIUZYyccurp/Pw392AYmZXW3//RHbzv/R8AoLy8gseffoGSktKxbOJhfeHLX+VTt3xuwK9/x1XX8PZLLh/FFmWYpocf/OgOvF7vqJ9LUaY6FUQoyij5/o/u4JEnnuHhx57kgUce565f3s1bzn9r9/dXvbGSmz9xA7ZtD+q47//gh/mfH/x4pJt7WAUFBTzyxDND3t80PVxy2RU8+cRjI9iq3Cwrzasvv8Qll10x6udSlKlOBRGKMoru++M9XHXZxbznmiu5/+9/5dav/SczZk68SoPBUP6w9r/wootZs/pNYrHOEWrR4T3yrwe5+p3vRvQsrqAoyohTGSsV5SiwbZvnn32aT93yWcorKqit2c8Fb30bH7rh49zwwfeN2Hl0Xef6D32Ei95+KUjJE48/yn1//D2QGX6ord1PUVER577lAmzL5s7bb2Pt6jcBqJg2jc98/kssWXo8Pp8Px3GwbZu77vgxn/3ClzEMg4cefZLWlmY+9uHrAfB6vXzik5/mvPOzj9fTosVLeGPla93//4Uvf5UDB2ooKSnl3LecT1NjI7d9/3848aSTueZd78Hn8/GrX9zFiheeG9Lrm5uaSKfTzDpmNnv37B6xn6+iKL2pnghFOQp8Pj9XvONqkskkmzZuGLXzfOBDN3DKqafz+U9/kptv+hjLTjmN886/oPv7177nfWzauIFPfuwjrFnzJp+46ebu733p1q/R3NTEB6+7lp/e8WOikQjXXXsVTz+1nG989cvYts3Vl1/cHUAAnHXOeWzelPt4PU2fMYOGhvpe29717veydvWbfOoTNxAJh7n9/35OXjDI5z59E08uf4xPf+bzw3p9Q0Md8+YvGOJPUlGUgVBBhKKMous/dAMPP/YkD/77CT51y+f4w+/uJpVMjtr5rrjqau774+9pbW0hGonw1PLHOe30s7q//8pLK3h5xYvEYp28+NwzzOwxtDJn3jyWP/4YndEoTzz2b3w+H1XTZxz2fC+veKHf4/VUNT07iHjlpRW8+spLhDs6ePWVl4hGI/z9L/cRi3XyzFNPUlBYSEFBwZBf31Bf3+v/FUUZeWo4Q1FG0X1/vIe//vledF2netYxfOHLX2HOnLnc/etfjPi58vMLCAZDfP1b/9Vdh0gTgrVr13S/pmehnHQ6jenxdP//mtVvctkVV1JfV8t5578Vy7Y5UFt72HMe7ng9maaJ02cCac99rXS6V+0kK50GwDDMIb/etm00XT9s+xVFGR4VRCjKUeA4Dnt27+LZp5/krW+7eFTOEYmEicdifO0/vsj2bVsHvf/KV1/huus/yC/v/gOtrS1897/+k2Qy0f394cxRrDtwgIpplUd1fsK0aZXU7N931M6nKFORGs5QlKNA0zRmz5nLxZdcxob163K+Jp1K4enKbZBKpwC6/3+gHn3kYT7xyU9TWVmFx+Ph+BNOGnCX/pVXXcM9d/+a6959Nbd88uNsWLe2+3stLS3ousFJJ58ypPwLB2prqKiYNuj9hmNaZSV79+w5qudUlKlG9UQoyii6/kM38L7rP4SUkrbWFl54/ln+/Kc/5Hztc88+zU2fuoWnnnic+vo6XnlpBZ/5/Bf5+n98Keu1Jy87hceffqH7/w/U1vLxj1zPH3//W677wIf43m0/IRgKsXPHDn5x152Ew+EjtvX1la/yhVu/yq1f+wZSQjQa4aUXnufXv/wZ9XUHePCff+cb3/4OTY2NfO7TNw3q57Br106OXbSIla+9Mqj9hiovL0hhYRE7d2w7KudTlKlKzKyeJ4/8MkVRJrNAIMCP7riLL3/hM8RjMTRNY+lxJ/CDH9/BTR/7MPv37R3W8YOhEP/3s19x40c/NOjkWkPxzmvfQyiUzx/uuXvUz6UoU5kazlAUhaLiEopLSpg7dx4ej4fyigpOOnkZLS3N1NfVDfv4ndEor7z8Euf1yNg5WoQQXHzJZTz04P2jfi5FmepUT4SiKABc8Y6rueqd11JWVk40GmHD+nX86fe/o77uwIgcv6iomILCwlGfXKnrOouXHtdrToeiKKNDBRGKoiiKogyJGs5QFEVRFGVIVBChKIqiKMqQqCBCURRFUZQhUUGEoiiKoihDooIIRVEURVGGRAURiqIoiqIMyf8HDWSETlgptDcAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pg = sns.load_dataset('penguins')\n", "\n", "def scatterplot(palette):\n", " plt.scatter(data=pg, x='bill_length_mm', y='bill_depth_mm', c='body_mass_g', cmap=palette)\n", " plt.xlabel('Bill Length (mm)')\n", " plt.ylabel('Bill Depth\\n(mm)', rotation='horizontal', ha='right')\n", " plt.title('Penguin Data')\n", " clb = plt.colorbar()\n", " clb.ax.set_title('Body Mass (g)')\n", "\n", "teeth_plot(rp.mpl_inferna)\n", "plt.show()\n", "scatterplot(rp.mpl_inferna)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is `inferna`, Rho+'s version of matplotlib's `inferno`. \n", "\n", " - Like `inferno`, the color palette is approximately perceptually uniform: the teeth are about equally long.\n", " - `inferna` also retains the same good resolution. Note how you can clearly see that, within the separate clusters (different species of penguin), we can see that body mass increases along with bill depth and length.\n", "\n", "Unlike `inferno`, `inferna` has a smaller range of lightness values, which makes it suitable for scatterplots on dark or light backgrounds. Compare `inferno` to see how it isn't suitable for plotting on a dark background:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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6NxaMF7rv3rt5/ZveQn1DAz+++QdjlnXvnt08+8zT3HPXnQXfj0YiJ7xfX/v6N/KSl17BXXf+mZ6ebi66+FL8/gC7dmxnzdp1/Nt/fY4//eF2mhoPsnzFSs4482x+cssPC8uzexeXXX5FzlggEGD1mnWcfc65xOMxSkvL6O/vo+VIc3abUChEcXHxca2nR9FKhEYzS7j1J7fQ1dnJNa++jte87g10dXby6MMP4XmjB3SNJJ1Oc+/df+Oyy1/KlVe9AtuXWWV5nsvvf/trfnzzD4hGo3z1S1/ghg98iPd98MM8/dQT/PMnb+Lmn9w2JddVVV3Dl772TeLxOE2NB/nLn+7gF7f+NCd3/Zc/v5X6hgXc8N4PcORIM3fd+WeeeOxRXveGN2e3icfjfPPrX+XdN7yPj378E/zlT3ewe9dOvvi5/+TDf/8PfPQfP8mObVv5j//3mXHV/tfMbkzT4ktfy6T3JhMJOjrauf23v+GO23+bXUEfamrkY3/3Id73wRv5h5s+TX9fL7/51S/4zS9/nj1Od1cXn/z43/OBGz/C33/8JpoaD/J/3/km117/urxzthxpZv++PSxfsZJNzzw1Lnn/7TOfOu77J7pf//D73+AP+Ln6VdfS0LCAtrZWvvT5z2Yn9B987zu8+rrreeOb30okMshvfvVz/vC73xQ819YtL/COd78XfyBAasiSd+ef/8hll1/BTZ/+DMXFxdltDx7Yzz9/8h8ZHBxg7br1RAYHs/Eax0MsWryyUDSGRqOZg5y24XQ+8enP8NG/+wCRwUEASkpKece7b+DqV13L66+7Oi/mQqPR5PPpz/wbgUCA//y3z8y0KCfF93/0M372k5t5/NFHEELwfzf/lJ/f+mMeeehBIJM2vvH0M/ivz3+J//vON/nLn+7gIx/7RwBd9lqjmW9ceNHFHD7clFUgAAYHBzh8qIlkMkkqNTbfrkYzn6mqrubFF1/MvXffNdOinDR//csfufpV1wGZom6Llyxhy+bns+87jsP+fftwXZfBwQHC4SIuu/ylObUpjod2Z2g0pxD79u7hNa97Azd+5GM8/9yzoGDD6adz7fWv5daf/Pi4ue4azXynvKKC1avX8vo3vYWmxkaeevLxmRbppPnrX/7Ea173BhYsWEhbWyuDgwP8x39/gb/86Y/09fVS37CA61/zOg41NfL0k09wxZUvZ/Nzz42pgydod4ZGc8rxymtezauuvZ6GhgXEE3EOHzrEn/7we5584rGZFk2jmdW8/JXX8IEbP8LOHdv4xle/THf32AuozWaGx0QsX7GSd77nvaxdux6f30d7WxuPP/YIf/j9b4nHYnnbnwitRGg0Go1Go5kQOiZCo9FoNBrNhNAxEVNAWXkV/X0nLtKh0Wg0mrnNda+5gP7+1IT33/JC85yeL7QSMQVkKo5pNBqN5lSnvz/JLbe8esL7n3fu2ItZzUa0EqHRaDQazQRRSqGUe+INT1F0TIRGo9FoNJoJoS0RGo1Go9GcBErN3/orWonQaDQajWbCKOQ8dmdoJUKj0Wg0mgmjYyI0Go1Go9Foxo22RGg0Go1GM0HUPLdEaCVCo9FoNJqJohRKaiVCo9FoNBrNuFGgLREajUaTS5kIcIm1hMVmGQMqxePOIRpl30yLpdHMOrQ7Q6PRaIZRLgK8L3AeNgamMKggxAKjhL+l97LFa59p8TQazSxBKxEajSaPS+1l+DAxhMiO+YTJlb6VbEt0IFEzKJ1GM4tQCqQz01LMGFqJ0Gg0eSwxynIUiKOYGJSKAH0qMQNSaTSzEZ2dodFoNDlEVIpSAnnjBoK4mr+rLo0mHwXzODtDF5vSaDR5POEeJj2iH4CjPHZ7XaSYvw9MjSYPNaRETPQ1x9FKhEajyWOP180DzgFSyiWlXFzlsc/r4S/p3TMtmkajmUVod4ZGoynIs24Lz7ttVIgAUeWQQLsxNJp8dJ0IjUajKYiHpEvFZ1oMjWZWI04Bt8RE0UqERqPRaDQTRenASo1mThNUAcpkKaaaG7dzjSiiWoRnWgyNRqM5abQlQjNnsZXN+e7ZVKgyJBKBYKexh4PWoZkWrSALRCnX+zbixwQggcPt6W10qMgMS6bRaCaOtkRoNHOS892zqFBlmJjY2FhYrJdrqJHVMy1aHgEs3uQ7k2LhxycsfMKiVAR5i+8s7CGlQqPRzEUUQrkTfs11tCVCMycJqAAVqhxzxARsYbHSW0an0TVDkhVmvVkH5FeAFAjWGNVsl7ofhUYzJ1GA9E642XgoKi7hVa95MyWl5UQiA/z5d79g0dLlXHz5VSgpufvO22luOgjAug1njmt8stFKhIb1dikX+muwhWBTqofn0z3ImRbqBPiVjUTmKRGQUTAAKkSIc81FVIgQh2Ufm72WSU9TXGkVc3GghpCweCHdyzOpbtwCfSXCwoddwPBnYhASvkmVSaPRTCdq0rMzrn3929j87JPs2v4C1bX1KCW58urrufnbXyYQCvHWd9/Id776Wfz+wLjGlZr8njdaiZjnvC60hAsD1fhFZjJeaZdwrlPF9yN7ZnWLpYiIUWhl7+HRaXSxxCjn9fYZGAhMYbDAKOUcaxE/ST1DhNSkyHBFoI5XhhZiY2AIwXKrmIsCNXx9YGeeItEs+3FMD9+In5xE0Sz7J0UejUYz9ymrqKS4uJRd218AoKujjfWnn0XzoYPE4zHi8RixaIT6BYspq6gY13jrkcmPF9NKxDym2vDz4kANPnFshewXJiusYtbYpex2BmZQuuMjhWS7uYuN3jpMTAQCDw8Hl33mAW6wzsUWx6wUtjAxlOBiaxl3uSdfdTEkLK4JLcIe/tkZJrUEOcdfydOp7pztm2QvrXKQBqMU35BcaeXSJHtpU4MnLY9Go5kp1KS6Myoqqujv6+Gqa17DkmUraTq4n8hgP5HBY8+JyOAAxSWlFBeXjmt8KtBKxDxmtV0KBewNPmFwml02q5UIgENmMzERY6W3nKAK0Gl0sd9sxBYUdBGYwmCFWcVktH5YYRXjKpmjREBGkTjDV5GnRAD8xnmBM8wGNpr1KGCL18I2T8dCaDRzmkmuE+EPBKmtX8CD997Jw/ffxeve8h6SiTjDm+pm/q6G/X3s45ONViLmMQnlIhV5XgGJIjZHOjV2G710G705Y2rIMlGI1CRFQyeUW/AMUkkisvBnJ1Fs9lrY7LVMigwajWbmEYCYREvE4EA/Pd2ddLa3AnBg7y4Mw6C4pC67TXFJGZGBAQzDZMGiJWMenwp0iuc8Zlu6H1VAO5Uonimwkp4rpPFolD24I7pQppXLs17zpJzjgBshqSRyRKCSi+LxZOeknEOj0cwB1JA7Y6KvEbS1HKa0rJyaugYM02T5qrX09fawcPEyQuEiKqtrCIbCtLY2c3D/7nGNTwXaEjGPcZB8N7KHDxavxhxaVwshuC16gF6ZnmHpTo6/ODt5o+8MaijGQ2JhsMNr54VJsgIo4DuR3Xy4eA1BYaFQmEJwe+wQh73YpJxDo9HMP6SU3PHrW3nVa96MPxBg1/Yt7N6xBYC33fBhlJT88Xe3gVKkkknuufMPYx6fCsSixStncxD+nKSispbeno6ZFmPMGMAyqxhLCA46EZxZnZcxPqpEmBIRoFNGiDL5ipEAllhFBIRJoxMhNeuTYzUazWRy6YWL+eF/THw9fuFbY3NqvhiJtkRokGTM86ci3SpGt5o6y4ACmtzolB1fo9HMctTkZmfMNbQSodFoNBrNhFGTGlg519CBlRqNRjOLMREUiUL1TjWamUdbIjQajWYWIoArfIu4xL8Qg0zmz/2pwzyWbp1p0TQjmceWCK1EaDQazSzkMt9CLvUvzFY4tYGr/EtIKpdNjk4jnjWok3VnFK5pM1fQFjKNRqOZhVw2TIE4ik+YvNS/eIYk0hRmcutEzDW0JUIzryhRRSxTDZiYHBEddNI7IwuBEsPiomA5laaPvekYzyUH8E6h1NpTnaAhuKIsyPKAzf6kwwP9CZJy8r4/E4G/QIdagGLd9XV2oUDI+ZvarZUIzbxhlVzM2azFyBSqZaVayGHaeYpt06pILLdDfLJiBQYCn2FwUbCCVxfV8rmefSTV/H0YzRXqbJNvrqoiIARB0yDhSd5VW8xH9nfT5UzOytJDMaBSlItA3nudMj4p59BoJgPtztDMCwLKx9msxcLEwMBAYGOxmDpqqZhWWT5UtoSAYeIzMj+/gGFSY/p5ZbhmWuXQTIy/X1BKiWEQNDPfX9A0KLUM/q6hZFLP85dkI+m80u0edyYbJ/U8mpNlfrsztBKhOfVR0KBqCvYJsTBZrOqnTZQq00eJYeeN+wyDFwXLp00OzcQ5p9iPaeSarkwhOL8432pwMuxwe7g1vovD7iAx6XDQHeBH8R0c9GZ3d915yTxWIrQ7Q3NKU+M0sDy9llLDj+FTeW4LBXhM3w/ZVSqnRe/I9zSzH0+BWeA7nIqYln1eP/vi/ZN+XM3kIZRCzGM3pLZEaE5Zqtw6Vqc24FcBUh4F24NLPBrF9OXd90uHVieJN0JhSEmPh+Jzt3PqfOKR/gTOiCDKtFQ80JeYIYk0M848tkRoJUJzyrI0tRpzyNimEPSmQCqQSuHg4uKxlf30icFpleu7/U0MSpeE9EhJSUp67EhFeEArEXOC77QNcDjlEvckSU8S9ySHkg7fb5ve+0ijmQ1od4ZmximWRdTJWiSKNrONuJicFV1A5fqok1LQllD4TTjg30OL6CAhUpNyrvHQ5aX5ZOcONvhLKDdtDqTjNLt6FTtXiHqKD+3r4vSwj8V+i8Mpl62xye8Qq5krKNApnhrNzLDGXc1ybxkGAoVijbeKHeZODlnNJ33suBGjWJbmjCkEgzLNfnF4RgvFecCWlF65zmW2xtJaedBkAqvmsRKh3RmaGaNEFrPcW5ZNuzSH/pzmrcev/Cd9/EbfnrygSQ+Xg/buuV5pVqPRzBoyZa8n+prraCVCM2PUe/VDhZ9yUSjq5MnXTOizutkReI6IMYCHR1xE2ePfRoev5aSPrdFoNBrtztDMKKOnxE1Wslyf1U2fpQMWNRrNFKHdGRrNzNBqtiMLqAsCQbvRMQMSaTQazQSQcuKvOY62RGhmjIgRYZ+5j9XeqpzxreZ20kIHrGk0mrmAzs7QaGaM/dZBWs126rxapJC0G+0kZyDtcqKY0qLMqcXEYtDqJmnGZlqkCVNt2pwdKsJTimfiEQZPgaCvySSoAtTKWhSSNqNDK7qaDIpTomjURNFKhGbGiYs4B62511So2KlgZezsoX8JFrKaLl8zzcG5l/1xbXEFbyirRpF5Jr6rvJbv9LTyVDwy06LNCpa7y1jrrc72XzmN9bxgbqXVapthyTSamUXHRGg0E0AowYrYWZhYQy8TA5Oq9EJK3KqZFm9cLLL9vL6sGp9h4DcMAoaBzzD4cGUDRYY50+LNOEWyiLXeakxMrKE/JiZneqfjU76ZFk8z4yiElBN+zXW0EqHRTIBit7LguIFJZbphmqU5OS4Kl2AV6AomUZwbLJoBiWYXC7z6gn1XJisVWTPHOZqdoQMrNRrNWBnNWyEQiGG6+Xqzipf6llJm+OmUce5JHaRJzq5WzmbBKTJzLcZoLUfnFeJ4n9C0S6OZbczvwEr9C9BoJkDE6is4sXi49NqZrqBnWrW8LrCWWjOMX1gsMkt4R3AjS43SvP1mkqfig6QLtCE3BDyfiM6ARLOLdrMdj/xJQgAdRuf0C6SZfcxjS4RWIjSaCSCFR2NoKxIPiYdC4eEyYHfRb2cmlpf7luMTuTEFPmFylX/5TIg8KgfSSe6L9JGSEqkUrlKkpORnvR30e+5MizfjDBiDNBlNuLjIoT8eHjvN3SRFcqbF02hmFO3O0GiGMDFYSBU+bFrpIcbxJ4h+XyfbrEepTNdjKosBu5uo2QcC/JgEReGfV40RmgrxT4pb+zt5LD7IecEiXBRPxiK0uTqF8Si77D20yDbqvVqkULQabcSMuZvOq5lEFCAnq8bu3EMrERoNUEUJr+C8rPdbINhGE8+z77j7OUaS9kB+emoaDweJWcDYNyBnZx2MxnSSxrReWY/GoDHIoKE7r2pGomMiNJp5jUDwcs7FL2x8wsIWFpYw2cAS6qmY0DEV8Fi6mbTKLUKTVh4PpJtOXmiNRjM7mOfZGVqJ0Mx76igv2E3UwmQtiyZ83IedwzySPkxSuXhKEpVp7kztY4enG4JpNJpTA+3OGAXTsrjyldezaOlybNvm/rv+xJ5d21i34UwuvvwqlJTcfeftNDcdnGlRT0nCwuZyewnrrCrSeDzltLAvHeV0tYoKSokQZ5vYR7voAaCUIs5iFTWUESfFVg5wmLE18SrkcgAQQmCp3MDIJX6bd1SVsTbop9Px+FVPP89EE6Me+2HnMI84h/FhksabtO6kmvFhp0sJxRdhegFcK0Y8fBjXmtqYhqAwuK6khguCpXjAQ7Ee/hrp0XfBqYiOidCMpK5+AUcON/K3P/+OBYuW8pZ3f5AjX/scV159PTd/+8sEQiHe+u4b+c5XP4sqkB6nmTh+TG4MnkNY2FgiM8Ffaq5khQpyNGc/iJ/L1Nk8qbYxYER4FRdiYmBgECLAJZzOc+xhN4dPeL52+jAKKBKOcjnAsbLGS/w2X11Sj19k6ieUWxafbqjm/zp6uXdg9FRIBaSYv7X1Zxp/spLi6EoEGYXQcGx8/SX0l+7AtacmhdVE8O81K6gxfdhG5t66rriWdf4ivtTdNCXn1MwUCtTcd0tMFO3OGIWW5kNs3/Lc0N+bUEqxZMUqmg8dJB6P0dvdRSwaoX7B4hmW9NTjLLuOoLCyCgRAXyqAwMipzWBhcQ7rOFOtyioQR7GxOJvVBd0UI3HxeJTtuMrDG3oYOMqlk34aac9u986qsqwCcZSAYfDemnL9Q5qtKAjHlmUVCDiqhpqEY0um7LTnBUuoNO2sAgHgNwxW+cIst4NTdl7NDHA0O2OirzmOtkSMgUVLlhONDFJcXEpk8Fh0dmRwgOKS2VU46FRgmVmWV18h6RWepgP4qKGsoCVBIAgTJEL8hOc8SBs9DLKKBfiVTTOdNNOVY3heEwwUrOBoC0G5ZdLjamvDdFJCkGpRTEQl6aRw1oRQJoYq/JizvPDoB1dQLiuwlE2/2Yczzo6dq3whAgX6jhjAcl+Qg07GBSaANb4iQsJkbzpKVOl7aE5yCigDE0UrESfAtn28/NWv496/3kF1TR3D55DM3+fvzTNV9Mg4rpI5lgjLUDiyUIVISZQEYfJXdwJBkrE//AeIsYm9o77f5biUW/kTgwCi3vw1Z043AniZsYGVohYPiUDQT5w/es+RxMnZVgnJaL9ROYpiEJJhzkmdj6VsFAoDg0brAI2+/WOWsdNLk5ISv5Gr3HooeryMjA1WgE9WrMAvDBQZZfQPkXbuiukqmJq5g1YijocQXPeGt7Nz22YO7tuN3x9gwaJjJtDikjIiA7OrD8KpwDNOGy+yF+SMVdhpOlJ+hnetcHDZwyG6RS+XU4I17HZ28WikDYfJq7j4655+PtlQTWDYxJCUkvsHoqR0XMy0cbpYzApRiyUy/VMBKlURLzM28Be5OXdjoUgE2ggk6zGGuTQUHvHQkfyDKzgrdR5+FchxnS11lzNg9tNrji2z5vF4P68tqc0Z85QkIT22JCMI4KaK5ZQYVo5167qiWg46MfakdSGrOcUkWyJu/Phn8FwPNeRe/dH3vsYHP/rpvDHpeaMG+09XEoBWIo7Dq17zZgb6e3ni4fsAOLh/N1defT2hcBHBUIhgKExra/MMS3nq0a+S/CyxjdcG1lAsfAgEPWYv20SMNWr5UJyDYD/NbBV7UcBT7OQ81g5lWggO0spT7JxUuZ6KJvhBRy/vqSnHFpkp5v6BKD/o6J3U82iOzxnGYuwR7i5TGCymEhsTZ0QQayx8GDAIJjOTuhKKWLCZVCBfIShWJfiUL68vioXFImfxmJWIqPT4fNdBbqxYRLXlQwBN6QTf7W1GAivsEEFh5rnHbGFweahKKxFziSmIq/T5/Hzj6/9+wrFAIFgw2N/vD0xbEoBWIkbh3AsuYeOZ59LZ3sr7P/JJAF547mnuufMPvO2GD6Ok5I+/uw30CnTSsb0ATnQBd/b6kEaKnmATfXYXCNhOIwH8pEjjiWO/3P20cIBWQvhJ4eBOUTbE3QNR7h2IUmmZDHpSWyBmAJt8lxJkWnNbBZQIBMSKmoiFD2NIC2k4IAp/b5ayUKO4P2x8Y5bRp3wEYsv4S6Qay0pyyDxMozgWpBsUZsHzGEIQLhBLMRk0UMFZYhlFBGmjj83qIBFGT0/WjINJtkSoAlpJobHlq9dmg/3j8Vg22L+soqLgeOuRQ5MqJ2glYlQ2PfUom556tOB7u3dsmWZp5g+2F2DV4IsxlJlpsyzDNERKILSbvkALUijio/S0UKgT9ruYDCTQpYMoZ4xG1cVaGjBFbrxBlCSJ48XACIk0jx8jM2D0j9qdtd1sK7BHPrby8eLkJVhYmJjgFLHcKQMrRKOdMSnvd2J58gMkpcezif4xnWc8rKKeS8R67KF+LiUqyHJRy+3qSQa1InFyKCjQ5HXC2LYP2+fnLe/+EMXFpWx6+lG2bd6UN/b8M0+MGuw/nUkAWonQzCpqEiuOKRBDGFjUJ9bQ528ddQWpmT88Jfez1KzGpyxsYeKpTGfN+70dJ31sKSS77e2sczYiEBgYuLjERYxWa2yuyyXO0mMKxBAWFivcVRy2DuMJl6SS/GLgCG8tWYAlBKYwSEqPVjfJE4m+k76O4QgELxZrswoEgCEMbCU4R6zkQbVtUs+nOTkcJ82vf/ZD2luPUF5Zxbs+8FFamg8VHANGDfafriQArURoZhVFbkWOApFFCXwySNo8cbrmfGSBGSIsLA65UVKTuSyahcRJc5v3OKeJBSwQ5fQRZ5tsntCKuoYSbGHSrgbwhj63NruViBlhkbMYn/LTZXXSbrYixdg+10pZlaNAHEUiKZbF9JsZJeGRRC+HnASXhyopNi2eSw7wTKIfd5If9kUEClZlNYSgQU2sN4xmBJP8kztyONPUr6ujjSOHGqmqqWXHlufzxgYH+gsG+xuGOW1JAFqJ0MwqHJHCR36rbIHAE06BPeY35YaPDxevpdz0IZXCFII/xpp5JDW2kt9zlTQum9UhNquJ+XjLCXOteTYBMmmcAsGDcid7VSZuIWpE2OWfmGUjKRIoVZrnFjEwSIvcDq6H3AQ/GSyQJTKJpHAKumiAUV2DmnEyiXrfyjXriQz009HeSnllFQsXL2P/np3U1jXkjN371zuIRgcLBvv39HROWxKAViI0s4quYCPBaElOOp7EI2J34xlaiRjJh4vXUm36M/71oXni2vAiWr04+93IzAo3SxEIXmOeSxBfTnbES43T6PGi9HBypbAPWY1Up6sxhz1eJR6DYoC4Mf2WtDQuTXSyVNVgDctqcZTLZpXfxl4zThSoAjVsJkpvTxcve8V1lJZXYNs2f/vz72htOZw31tOdqSdSKNg/lUxOWxKAWLR4pXYyTzIVlbX09pzaK8GppDKxmNrEKiDzwI/Y3Rwp2oYUOphxOAvMEB8vXY9/RLqjVIqt6T5+FN03Q5LNbhaJCl5pnIlf5K6hpJJsU808Ivec9Dnq3QbWOacNldgW9Bt9bPFtxpkha5qFyeViA4upRg4V6HpW7Wcbkx+tP9+47LRybrlm64T3P+9H587p+UJbIjSzjp7gYXoDR/B5IVwjjWeMr+TwUZb7/VxfVka9bbMjkeBP/f30eqeOIhISFlIpRlqqDSEoMk69n/bpVhXn++qwEGx2utjkdIy7I6YPi/ViQcE0UUMYBJV/UmRts1ppN9sIqzCOcEiNcGNMNy4e96otBLAJ4WeAeDYGRDMJzOOP8tR70mhOCZSQpKyJm5XPDYX4RF3dUOS7YInPxxUlJdzU3EynO3lVLGeSw24Us0Avj7Ty2Jae3Aj/meZ1gZWcbldnrS4NZhFn2tX8IL5tzGqEjcmbzAsI4y/YAyWtXJpU16TJrIQiKqamS+hESeLklQbXTAKT6M6Ya+jmg5pTkg/V1OA3jOwkaxsGQcPgrZWVMyzZ5JFCckesmZTyMhYJMgpEv0zzePLU6b9QYwQ5c5gCAeATJg1mmLXW2LMLNoiFhPHnVbuETHxAHzH2qfYCe2o0o6OGYiIm+prraEuEZkoIqzCWMhkUEdQ013YoN02KjHz92BSC04PT34Y5iI9iAkRIUG74SSiXPjU5UfGPpjpo9eJcFqil2LDZmu7jiWTnKZXmucwsLWht8AuLlWYZu9zCZceFEpRRjItHRMRYJqoLKhBSSbarFp6U+5BjtGuECBDERz9R7RbQzGtLhFYiNJNKSAV5kXMOYcIoFArJ89ZW2o3pWxknpBzVxBaR0/fANxC8zNjAClFDwHSo9KuhCUfR7sW5LbGTiJpYvMdwDrgRDkRP3UyMuHIKTu2ukkRH+fwaVDUXqtMxhzqtRFWClBFDKpXnynCR7JYtY1IGfFi8hLOooTwboPg8e9mlAxQ18xTtztBMHgoudl5EMUVYmNhY+PBxrnsWRSo8bWIkleKZWIz0CIUhKSV/7Ju+WIFLjDUsFzUETUGlX2GITIMle8gU/57QhmmTZS6zx+3HVGZehpqBwQ6nP2/7IhXiEnUmAXzYWFhYlBCmyCvPUxSkkkRI0D3GtM5LOZNayrEw8WFjY3E2q1lI9UQvTzPnEaBO4jXH0UqEZtKoUhXY2BgjbisDwRJv0bTK8u3OTnYkEqSkJOZ5pKXkr/39PBCZnhW7QGSyAIRJyHTzSv2YwqDcCFBvTJ9yNVepo4qDcR+uEniKzEvC4bifWlWTt/1KtTCv6qmBgVQmW7xmHOWSUg6O8uglxh+958ckRxAfdVTkVaO0sdjAsolfoGZuo2MiNJrCrDWrOd2sRaHY4rWz1+s57vb+UdLjDAxCKj8WwVQGy9VCFlJDghR7xWF6xeSUZk0qxX+1tVFtWVRZFs3pNNFpdGVs9JWyNBjHEJB0LQokAyCVokjY0ybTcVFQ5tRRnmpACUmP/wgRqzsvfXQmCOInLU0ORH34DYkQkPQyLd9D5N9zIYIFyzwLoE1FedZ9iDVqGeVeJWlcis1SYqLzhNfqxzdqh88ggQlcmeaUQc7f9bhWIjQFea1vPavMSnxDBXmWmxXscDv5izN6IZ5eow/Dy/8xubh0GLmpc6YyeYV6MUUEsLCQSJaoOjapnRwwWibtOrpcl65pTul8Q9EiLg5UERiqsGkKRdKzGDlLWcLgiJwFKYAKlsXOpsipyFZZLHaq6PEfoTW0e4aFgw56yXx2gpQcVnERlzbygyrbRBcLVQ32iMebQNCl+jjLO4NaVY019H6NW0Wz0cIW6/hlrgeJF1QiPCStdI//wjSnBop5HVg5f9UnzagsMkpZZVZlFQgAn7DYYNVSI0Y3vydEkibjMC7HJm0XjzgJjhitOduuUosoIph9kBsYWFicw3pMNXdvyxrTz6XBagLGsckuaLkIVI5PP6U8Hk41k1AzX7Oi2K3MUSAATCyqUovwefl9TKabfqIcoh1nxH3VT5Rm8gN2D9FOlDguxwqLObgcpIUAwRwFAjIdNhfJhRTLouPKIZE8y+4cOTw8HFy2ceBkLlGjmbNoS4Qmj+VmOfYo5uDlZgWdbmzUfbeZu+gV/SyTS7CVxRGjjUazCYnE9gJIIfGMNIuoxSpQNVChqFTl9MhYplLlGDsnzhbW2iWoEVUkDQGlvhStSUFUSiIqzRPpllFTE6ebYqc6p1fJMRTFbiU9s6Bz6qNsZSULWM0iTAwO0MoeDhe0DEghuYenWK2WsIR6XFz2icM00cY6b3XBDpsCqFFVRE4QYLmPI0SIs4HlhAnQSjfbaSTBzFak1MwkAnUKBEhOFK1EaPJIKhcXmVca2EORPNHKWUCL2UaL2ZYdCqXLWRLdgCkz/v+kNYhT7BX0QRvKJDS4Bs/zEEA82EY8dHhW+ObHQly5BRMFlZBslm3cGW8r8O7M4gkHhUSM+L4V4ImZt5QcZT8t7Gdsri5XeOwUB9nJwZxxBweJzFMkFApnjJUc2+mlvYAbRTOPmccxEfP3yjWjssMtXNNBINjlja8ssO0FWDh4JrYMYGBiYBJwSxmIhXLMwpAJNExKRcwDAxOBSTBRTzBRP+FrmW62pgoHhkoUTyWPH5g6U/T5Wkd5RzFonzqVLwGOmK2jlpNqNeZuEyTNDDLPszO0EqHJI0qa36V2kFIuyezL4VepraQY38q0NLmQkbeZgUE0bbJHtuDikcbBwSUhJZsjsRHbmgQTC072kqaNNJJv9u8lKl0S0iMhXZLS45bBRnrkyReWmgrSZoJDoa14uHg4GS+/SHOg+LlTrnNqUqTYZG3GwcUZ+pPG4UlrE+4ssrpoNHMF7c7QFGS/7OGricdZbGRKDh+W/QVLAvuVn6XeIopVEb2ij8NmS87D2OcF8+pGACDgoNfLLnMfVZSRUmnEwHpEAb+FoY6lQRoIllLPQqqJk2IvzQwyeozGTHDQjfHJ7i2stIswhWB/OoozjtLIlvRRkVyIXxYRN/vpC7RM+WQ+4O9gu6+LIrcchSJq9cE0lyufLtqNTu6y76NSVaBQ9IjevNLsIRmmzlmMT/rosTrpttqnvXy7Zg5xClgUJopWIjSj4iFplKNXeCyVJVzsvggDAxOTOlXDarmCh+zHSQ61Po7bfRSlqzBGptspQdIawBEOrXSBgHIzgVUgG8A1M0qCicEruYBSwthYeEjWsphH2MJhZpcpWqLY64y/sFXALWb54PkIBAYmxVRTnVzO/tIncY2pDd5TQhKxZ6fLZbKRQtIlCqdlVjv1rEmdPvQdGFR6tSx0lvFC8CnUHAv01UwH8zuwUrszNBPmbHcjNnY2SM0aKnO93luT3WYg0IprpJHDVuISj4i/A8dM5BwvGm5E4WUj7jO9NzxiRU0ArGYRZRRl8/9NDCxMLmbjUIeEuc/C2AZMrGy2hImFpWzq4qtmWLL5gaEMVqc2YmJmLWgWFmFZRJ2zcIal08xKFJnAyom+5jhz/wo0M4KlTIopzhs3MKiTx0oRKyFpKnuavuBh0kacpBmhM7yHtqL8wj6Ob4D+0h2k7X6EkSZt99FfugPHHgRgGfUF00IBKikd9zWYQIlRqLbh2AhgY41j7wC+4yo7hjIJePm1CgQGxU5+eWfNJKIElvRR7JVBAbediUWNO3cCfDXTh2J+B1Zqd4ZmQhyvZXJekyPDpSu8j67wvuMfVMFialjhX5jpdUA5+0nRqKIgyMvmOIpA5BQWGgtvKKvgurIKTMBRil/39XDnYP+Y9l0oyrnSWk/JUKnjA7KLe72dowadrqaBC8QabEwUip0087Tal1fjYLSSypn3Tq0Ax1mDgtrUMhqSyxEYKBSuEJiGQozs9qkDLzWaPLQlQjMhpJB0iE68EZObi0eTcXhCx1ziLWGltzLrIrGxWeWtYtFQ8649HM5PC0WRIEUfY48/eE1pOdeXVRA0DHyGQdg0eWtFFS8pKjnhvmWEeI11JuUihCkMTGGw3KjieuvMwtdENReL9QSFD0uY2MJiPYu4QKzO21YJyaDdleP6yVyjR6+/eczXpxk71anFNCRXYGIPRfZYeErgyFyFzsOlzZ7Yfa059VFKTPg119FKhGbCPG9tI0oMFxcHFxePLtHNXnNiJYBXuitzyhFDxh+9ys3EAxymkz00Z9NC0zgkSXE/z43rPNeXVRAwcm/9gGHwxvKKE+57lrkoL9vEEiY1ooTKAiXBzxErsMWIro/CYt1Q5cWRtIR3kDKjQ+mWLhKPqN1DV7BxLJemGSf1qeU55b4zCBylht3VHkfsJnqt8dVI0cwTlJjXMRHanXGKEfSKqHYaMDDosTqImH1TVu3REQ4P2o9RrsoIqxADYpCIMcGGUgr8BToyAvjwZf++id3spIlayknh0EY3QpqUpRbid8Mk7QiD/vZRo+gtBCGj8A+33Mz/OdRRxlJRg4tkv2qjQoQxRf7+EkkJQXpGpJsWkd+9FDJfiR+LOLm1IzzDYX/JkxR7pWz0l7GqJE2/iNAzIIh6OsWwEGWylAWyHoWixWhlwBi7VSqEj9qgJGAqBhyDnhQoBArY59/KEqMWy1AYIoqJkXXV+TBZZ9ZSI4roUFF2eR042uU0bzkVYhsmilYiTiHqUktYklqLGKq2UJteTLfdyoHA9qkrGy2gT/TTR/9JHydGjDD5q/mYyJ2Y4yRpJFM+2vaCLOk/H0NlWnh5KZeq+AoOlT6Da+anRLooul2XGju/BXezkzuhXypOYyV1mEOxDGeIpbTJblyhsEb4y01MulT+5NXNIAtVZb5/HY/EKGWWiy2Db6wOUma5hEyLpCzlHbWlfOJgJ02psZVmni+c5q5hmVyS/Y6Wy6XsNfaz1zqxNaxelHJ+pUQIgSmgVkqSIXihz0BaCa6wN2IisLBYTh1nspI7eZKAMHmn71xsTHzCIq1cLrWW89PUs0R0Dw3NPGPu21I0ANjSx9LU2mxqWqbKgEWV00CxVz7T4o2JXfauvBgLD49d1q5R96mNrsNUVrYOhYmFJX3UxNaMus9Pe7tIyVxLRUpKftZzzFxdTzkrqcMWFoYQmMLAEiYNqhrXy5ToPoorFS1xRUzlT/DPqH24yExTriEc5fJMgcDKo7yzpoRq2yJkZn6eAcMgZAhuWnhid8t8okQWs0wuwcLK1nSwMFkjVxJSJ+4+eo21EcvIKBAAlgFBCxpCkgUh8GFl3Ws2FmECnMkqrrLWEMTOdrn1CYsQNlfa+XEumvnBfI6J0JaIU4Ryt6bgpGRgUunUE7FGLxo1JlQmC2Iqq/Z1mp08yybWuKsJqzAxEWOPtYdec5RmRwrCTkVelUuBQVG6atTzPBWLkvRaeVN5FfU+myPpFD/v62FPMoEBSGC5qCvY7VEp2BMTVPoUNX6Fo6ApBvtiHsGSMuK+XFm7GeRP6hleJFZRpUqJkeQ5dYDG4xTHurg0hG3kXpMhBEv9NkWGICqnx61hIJCo7P9nG/WytnA1VKBe1nDAbBp13zKCBIe5yY5iCqgMJUm7obz7ysRkGXUsNhTGCJeWMRRgq5mHHI2JmKdoJeIUQQo5yspWnVyVPQVrvdWskEuxMIkRZ6u1g06jcLW/CZ9GQTJm0piI0MhzGKYiWORimSeavBSFfDWjKTtCCRYkVyP6F/G7dpOkEaM7tJdXFi/j7cUZi80+t4/2pK+gB8g2BKeXptnUZ7C5f9iDQ4hRLQvdDHKnGnvwp6eOlz47tRgILrVWcLa5AGvIRWAgSOPxrHuYx73GWaNOjHbPK8jLcBmJd5yrGC2VGDLZQJLCJtzZqGhppof5HBMxf9WnU4w+qxNR4OuUKLrssbVPLsRGbx0r5VLsIZNxEWHOd8+hQpadhLT5JKIm6YRJRiEQSM8gNmDjOsf5cQqI+DoLpkQO+toL7rIkvoHq1GLMoesJyiKWxM6iRlZgCoEpBKutcs4NljBaIEl1wOWqujTl9vDzShJ2/3gueVTu7ovluVtcpdgRT5GYYivEy601nGMuxDfMjSOEwC8szreWcLm1ckrPPx5ajMJt1QXQahT+/o8SIUm/iiNV7ufsKI8tspkOevPuKxePfRxht9eBq0akNivJLu/459ScmijmtztDKxGnCJ5w2RvcjIeXkx542L+XuDn+Hg6QqUq5VC7OS7s0MVjjTV4ZZiXBSR5VIHJJxQtXqDxKe9FuHDOevV4Pl7QZoyu8N29bS9pUOPluCqlg7+CxzBBDCIKmxBQSpUAMxesLFDWBFIbImL1PL3MRKDzh0lqyZdIaVv2qa5Dd8TQJT5KSkpgn6XY8vnJkFLfOJBHA4jSzLi8l9Sg+YXKWuRB7ljw24iLBVnPn0LeeScj08Hje3EpKnLhj6p/drSRwSCkXR3k4yuOQ7GGrbOExthIjSXooydPBpZt+tnKA+9y99KpEdr+UculRMR5w90/DVWs0swvtzjiF6LM72WTdT4WT8RX3WV2kjeSEjxcggETlRQYIBMUqvzzz8SiVJdSqajw8Woy2bIMuAClFRn/Im4MF0j2+pi4Nh8ayJwk5Ffi8EKYBQeWn1llEt92KYxybTHwySCbiIf+KBt2R7cohZHlEHEG5L40hIGS52SA8Q0BtQLEkbHBf4MFJbczkKPh0Uxdrgz5WBn10pF2eiybH0Qd0YpSKAB7quA8FhSIs/PSrxHG2mj4Omc20Gx3UyRoU0G50kBa5Aa62slko6/Hho1v00CMyac/9xPmh8yjLRBVFwo9SipDws8FoYI/s4HYepoEqigjRyyBdQxlIHpJb0k+zxCinUoTpSSuiKR8hUY/r78AzZmfLd80UcbR3xjxFKxGnGJ5w6fJN3H0xnASJggZ9hWJADIztIArO8E5jkVyAMVRWeL23hk3mC7SZmeBCw1CF2hUACsMaw+peQNzupd5dQFWqfqhktmJxag17g5vpszsBOKvIxI2ZjCy3IFAjXBMZVaMjaZP0BEuLXEbEOaIUONLC8senrLPj7kSa3Ynpm5D6VWJMjcyianalMaZEmkPmkYLvVcpyLnTPAzKBkR7L6RI9PG09ByLj7mtS3bzOPIcaUYyNiYPHpeYqfuM+R4saPfbnkNdHMlpHaaqeAJmYmOrYKlqLtxH168JU84dTowfGRJm/6pPmhHhCst9oxB0RaObhsds8QR+MIapVJYvkAiysbMtwE5NzvDOwVMYiIAzwBT0KaRKB8NhCCcvdaqrc+qFYh2PnWZ04E0MZhA2DD1bXcHplFGvEpG8IxcqSYxOjqyT9aZOoa+Aqg86knaN4KJVRMtpTJi+IPWOSby6QwmOzd4S0KvyZp5XHU+4h3Cm3iUwSCs53zx5K1MzEwFhY2XvyKGcai6gVJfiEhRACn7DwYfEq6/TjHj7sVFKaqsPAHEowNTEwaYhsQCj9aJ1PzOeYCG2J0ByX3eY+UqRZLZfjw8eAGGSbuWvMVQEXyQWFUyVRVKsq2kTGGhEIexiGIpWwUBJMSxEocjHHYokAqp0FBcoXZ85T6lZyWlEKieKKhj5KbJdNXSUkPZP6UIpgyWH2K4ONKpOit83ppiVWTC0hBNAUC5CSBvWBNJahiLoG+5Iej6kXaBOTm6Uy0zzg7ieiUpxvLSGINeTeMIiR5km3ic3e5Fi5poNyVVowBdTCYrFcSLOZuZbTjAV5cSBCCIqUnzKC9FPYdVOSqs/WJxmOEopwulJbI+YLan5nZ2glQnN8BDRah2jk0IR2P15nypzTCPCHJP5QmmK3nKXJdYQTJbjJNC2+g7T5mo5bdXP4WQxxzMRmYrE6vQa/3JtJBhVwfk2E82sySpCnFPdEYvyyr4PfJ48Fxm1kHQo1VCtA0Jbw05bw4+CyxdzOEbN16qqATiPFThUN8bUEZAhHpGgP7OfZQDPPenO/4Zca+o9kxP0BYw6CVekiiuPLMbwAynBIBltJ+7uHvns17B4ZTsEAH43mlETb3DRTSrPRmleFEjLBmZ0FVvFhr4T18fMolmUYGPhUgMWp1SxOHb8aYJfdgoeLNaRACDH0QhBUxfj7N2IVmPUdpXg8lh/fccRoK1hrwEDQYXQeV5a5QrFTybLoWQRlEQIDnwqyILGOyuSimRZtUugXAyiMvOncQ9Emjn2H22ULzggXjlKKxlQcIoswvVDGXSH9BGOL8SVrABjwtxVs0S4UxHxTm0mjmV0oZUz4NdeZ+1egmdV0ix4OGUdw8ZDIoeRTj03WC3gi/wG8KLUKY4T7w8SiPr0MQ42e7tlvdQ1V5VQMb1MhRKahUtqzuaMzU946JSWOyvz/b5Fe9qXzM1j6jH4OGE1DKbPeUPKgx3PmFhwxejGiuUR9YnXhzzq56pRYSPvxF7ASZAipYz1aXpDNtKkB0spFKklauaRweSwSRYz4fAQmgcQCUJlg3gF/GxIPhUTiIfFoKdk2ZcG2mtmIAHkSrzmOdmdophYB26ydHJLN1KhqPCWJuB4qHcBvFZGycrt+hrzinAd/VMZo8o4g8ahK1hOwLAaNAfqNEd1JBUSsHqpk1bAhRZXfI2Aq4q5B82ApH3Wf54JQMbYQPB+P0uKOnv2wy9pLu9vDEm8JHh4HrP3EzUwzMMsN4nPKUcIlZfdRpSrxqwCDRj8DRv+ccHX4vfxmZwDGUC8SWahyoxIUpauwZZCkNUDCGpg11yqUQYVbg08GiJj9+IWBh5cXFyEQlKnS7L8lit+5z7FQlFMvSomRYp/sJOSdXvDShDIQykQZHh3Fu+kPHiGcrkIKl4i/A8/QTdLmE0pxSgRIThStRGimhUEjguMaLBs8h2C2zyj0+9poCe/ITkRxM4rfzWyxM72Pg97+oagEAYNwun81Z/lWEzEGed7/DHLYii9uxJB4mFgETMm5FUkskbFMKAUNnsnzKY+/RcbWR6QuuZyG5ArUUO2ENdRwMPgCKl1CKFmbLbhtYLIo4CNsWigU/UYfL/g3TWmfkckgZcYJeSV541J4BRUI2wuweOA8DGkNfX+KhDXIkdLNM77yDnhhNsQvwFBmVraY2Y9hFW7bPlggRfmI6uOIOnZveEYKyyvwiBQSNcyKlrKiecqwRnMy3Pjxz+C5HmqoouqPvvc11qzbyMWXX4WSkrvvvJ3mpoMArNtw5rjGJxvtztBMDwqWRM7CxMbEyqbDlabrKHFqs5sd8e3LlK2WUQ56+zkavCaH/mxL7SUhU5TIUpY5K3JO0Wt2khZpFIoNpSl8hsIyMtUlLQMqLJOL7bH5+0NuCfXJFUPJotbQy6QhtpFgshYxJL/ARAEtyTSGMrCwKJflLHaWTeKHNzW0B/YV6Jrq0hHYX9C6UB/ZiCV9w74/i6BbSkV8yTRJPDprEmdhKxtr6HsysQh75QwQzbtGiTxuc66jJENH8mIeFB7JQNussb5oZgdKigm/CuHz+fnBt/6HH377y/zw21/GZ/u48urr+fmPvsPtv/4p173+7QghCASC4xqfCrQSoZkWQm5pwZgGE4uK5LGc/ag1wO7QcxzwGgseR6JodtoyE7q7MOc9JRSbg08QsToosWVegShbmJxt149J3sp0Q8H0wIR08+IIIBNCEJNe9poWeAvztpltDPq6OBzaSsqIo1A4IkVrcC9d/vxMHEPaBNySvP4sBialqQV5208nPhkgKMN5spmYxByTJuMQLm7GSiT6edJ+mpgRO+FxXd8g8aKDeEYyo8gKh0SohVRQ98jQ5DLZgZVqRE+X5avX0nzoIPF4jN7uLmLRCPULFo97fCrQ7gzNSaMcHypRBq4NhocIDSB8ubn1Imtmzufow/+SYCWvDNVSZFjsL0vy45YAh5K5xzlqlcjsVyDbwkizN7gNyQUFlYATVWQ821fFVYGFlJYG6EvFeKE3SG/6mNKgCqTv1fgsVoV9lFpgCA9HQpuT+9Pye0EWJNdQ4lTiCZdO/yE6/E0goFj4uNK3jLVWJY6SbHLa2OcO8GJzJdWimKhK8qQ8yF45evvwiTLg72DA3zFaM9Qsx/vURvtepwuBGDUOVCDYae9mp9p9dCCHFwcqeUWonmLDotGJcXvsCEfcY/ec4+/H8fef8PPRzGPU5FastG0fts/PW979IYqLS9n09KPYto/I4GB2m8jgAMUlpRQXl45rfCrQlgjNSaFcHypSDa4fMEDaqGgFMjksaE9BXWJVwS6jHi59/lauDdfz5qKF1FgBQobFhlCYz69YTYPfn7O9icFCqw4Pj3arcBfHmHLolnHkiJbajpJsc0efiC/11/OG0ApqzBB+w6AuKHlZfYxy3zGTdsgwkcNM3Av9NqcV+amwMy4TQ4DfhEV+k2Vk3DSW9LEu+mLKnBosbPwqSENyJUvjG/Bj8qHg2Zxu1RAUNiWGnwutxbzBPoeFRjl+YVFpFPFy8zQ2GlO44j/BM9AzHNJmLK/uh8Rj0D+zK/OUSJAW+Rk2Hh5d1lBxLEHeNV4dqufNRYupHbrn1vlK+GTZWurNQP5JtAKhOQ6TWbHScdL8+mc/5Le3/Yg//OZnvPTlrwbIyzo7upgZ7/hko5UIzUmh4qXk30YGJEo5OoeH3Qr8XlHeilWhSBtxEv4OXh6uxW8cW/EbQuATgjfUHHM/mBisspdSZIZIigQH7dFLb/8utZsUbraEc0q59MoED6UPF9zeRPCK4CL8IyoXGgI2lieHIjI8ukJ7Sfn6hhQJxZKQn5CVm1YKYAqDC8UaAGpSSzCUkWMZMbGocOo5x1xAQFiY4th7rvTlKVy2MLnYXDmjc1lb8XakcLNBlx4ujpmgJ1jY9TRtCNgbegEXB29INheXhBGl1V9YNhuDV4Tr8u45WwiuCTdMi9gazWgcOdyI6zp0dbRx5FAj8Xgsx5JQXFJGZGCAwYH+cY1PBdqdMY8x3QA+twRpOKTsvomttjy78LgSoAwQkrBTgVAiu4o9GuAjEETtbqotX8ZqMHIiNgzWFIUJ2gEEBgv85ZTaPnYaW+k0O46b/dAhY3wt9jSnW7VUGAGavUF2eT1IFEIJ6qnEj58u+oiKOCWGr6BZ3hBQ5k/T7m/F9qUoNhRdvkPE3VbKnRogPKomXkQAgaDILSsYRyGRLDHK8Y1QXLxR0sVsTALYJJiZFMKUFeVA+WOUpOrweSESdj8RX9ektUA/GWLmAM8XPUSV04BfBYmYffRanQVls7wAi1VVZhVYQPlbaoWmSWrNqYBiclM8V65ZT2Sgn472Vsorq1i4eBmPPHA3l195DaFwEcFQiGAoTGtrMz09nVx59fVjHp8KtBIxH1FQEllFKFWdmdgFKOHRU7oVzxpn63DDA2+0IlCSBZENlKbrGP60VkohhMDDJWUmiHhpzAKRw1IpOmSSYEVGph7i9IxDtCQez7itOWPFKsTL1IuGGjJlFJlG1cJmtWtUHapXJrjAvxgLE1QmPfWgdYTN1h6EWj6quzyFg0KRNGMUeeUF6hUYdKgoq1RxTu8GA4VX4IgSRapQ7YZpRBou/cHCHTNnGtdwaC8QFJpFQXlsBSWJhZiGxKzL74khlaLTm11dSjWzn8mMiejt6eJlr7iO0vIKbNvmb3/+Ha1HDnHPnX/gbTd8GCUlf/zdbaAUqWRyXONTgVYi5iHBVA3BVDUC82gLAJQyKR9cT3fF8+M6lggOoKKV5Lo0JASiVKQWUJquKRjgqJAoITMV/5THpmQf5wTKctwJDpI7Y5Pob1dwmTqHAL4cmZbSQCd9PJnq4AJ/bY4MaeXRmyjBjz8nKHMZC+gUvRxQzazzFhI2RY5Lw1Uez6tMXnaHv4nKdAPDPyOJR8zsZ593mAupw1QKY+gAPtMl7tk5lhFHuWyWzchToZTkDBFMV1KSWICBiSNNdg64rC91sIfdng6SO+OFY200moIoManlq3u7u/jNbTfnje/esYXdO7ac9Phko2Mi5iGhRH2eeV0gML0AplsgqOw4CF8SQn0gjrbylhCIIIIDVKQWFexyCIqEMciBkqeRQ0V7fjp4mMcSPaSVxFWSHi/FD/qbOOicOBVvrBQTJkwgT6mxsVilFvHnRBOPJ9tIKQ9XSQZkmj/GjpBygnlZHZl9FrPZ2MUOdZiYVEiVsbI4yuM5dYBtQ03LUmacfUXPkTCi2XoXfXYH+4ueJ6ocbklsoV1G8ZTEU5JG1c2D7i5iKoU3VIb5Oe8wT3j70Uyc4mRDzv14d1uALX02jgRXKXq9FD8aaOSAowtHacbHZNeJmEtoS8Q8RIyqNauCGRQnwgjEUf54Jg5CHAsyHK3XhcSjuXgbaTOeHfNQ/DJyhN9EjuATJinPoCy2lEXp05DCYzBwhEiw5aSi5K0CzZiOvWchgb8kD/PXZDM+YZBUHhWqhNHKU1mYKKF4wdxNr9HClb4lVJshemScgXQPw+sURa0+dpQ8hqmsTK+FIV99KUHOEEtJO2H2qjTPySb2qEwGyQuyBT8Wabwxd0OdrZSrUk7zVlNGMRFi7DT20WVMb5OqkfejVIL72oPc12HRX7qDPls3zdJoxotWIuYhCX8XVjyY11xICYk7bGIfD0KQF8Q24G+nKrE0z+rhCZe0Ufg8HpD0YGHfeZjDshQqYivwuyV0l+yakHwA/UTwkIwMBXXxaOJY7IREkRzK6ugjUrCbZ2afjNl7mVnCe0KnYWFgCEGZ6WORVczPE7vZ4+aW2PaGNe8qIcBbrBdhY2IIgyIR4AqxnrAM8LwcsmLMcAzEZFCpyrnUOw+TTK2QIAEqZBlPsZm2aeyIGvV34HdK8qxjEkG/1T9tcmhOPeZz7wztzpiHxEOtuGYim6p3tANhf8meSc2H7w40kTYT2bS7TJdDlyPF2457nuJkPYa0c6wiBhbhVA2WNz53y3CUgCfElmxHTgAHl0Fi7BWFUz+VUDwhtuIO9SE9tk+UfUP7XONfhk+Y2ZgGAJ8webV/+XHlOc9YllUgjmILiwuMFVin0E/zDG/dUCDrsc/HwuRMuX5a5YgG2klZ0bz7vqto14z3/tDMXY5mZ0xWnYi5hrZEzEOUkHSXv0AgVYU/XY5npEgE2/HMyY1Kl4bHgdKnKE3XEk5X4pgJ+vwtOObxM0ACTuGUSFD43GLcE+x/PNpEN3/hUVaohYQI0C66OUw78jhpiq2iizt5jOVD+7SJbjrpYbFRSUq51JmFu2FWGgEMKGDHyLDAKM9RII4iUZQRopvZ4ZsX0sR0i0F4uFZk3IpmGcUFx8MEMZSR00RtrDSYQarMAK1unG6ZQihBhSrHUha9Rm/hdu1C0V62mVC6ilCqCs9IEwm04lr5WRooKFfl2Mqm3+gnLUbv9qqZ56jJzc6Ya2glYr4iFMlAF8lA15SeRglJv7+Nfv/YI94dM4FCFq5waZy8ohMTCbaK0QtVFSI6bJ8zxRKuNi7BQ2ZKLqt0wYk1mbVdFGZQJSgX+QqIiSDG7Egz9CVqCMYXDX0fAiU8oiV7kYUm3lFIkiJMfu0FF7egq+h4BITJh4rXsNAKIZXCFAZb4jHaB+qzAbMGBjvMXRyyCliXhCLu7yLuH/2+D8sw56fPx8ZGoTAw2G/u54B9YFyyajTzgVPHZqo5ZYgEW/ICCRUS10ySsgZH2Wt6aKA8424QJn5h4xMWUcdCjjBkpJXHI6nj11N4VjbhqNwuka7yaFTdM1ZQajimEyYYX4jAwMDKpAQrm6LB1eOqoLtLHMAdEdvh4rJXNI7bqvHG0FIWW2H8wiRoWFgYRCOL8ePHHvpjYrLeW0upnECvAAXnOufix4+FlT3eCm8FVV7V+I+nmQdM3JVxKrgztBKhmXW4ZpKO0i04RiKTyYAkaffTVrZ5xnsYbDAWYo5wtcQ9m37HIK08UsojrTyeSLfxUPr4SkSL6uM+bycJlcZRHq7y2K86ucfbPpWXMGZ8qWpGPiIycQ0GllvYRVGIRqOZnWI/Du7QH4/94jA7jfGlrJoIzvJXYA9zAfWl7TwFDjLWiCXe2Nq+D6dEleBX/rw0YAuLxd7UdEHUzH0mu4vnXEK7M+YLCkrTdVQkF2NKi0FfJ53+RuLJNKmEBAHBkIk/KKas7/xI/MrHerWMBdSQIs0u0cgRkYnWd+0owZJu6r16HOFwyOqkSPg4g3VUUcoAMbZygG7GXg9eABcGKrk0WINPGDyT7OGBeCfpcZjUA9iYAorsNEHTQypB1LXodwx+m9pPP4NElIM7xmPuVe3sc9spIkAKhzRe/kYKwqlaShILMZRJzN/JQLAZZRTYdhIRMjcYcrg8YpT03cIHgj3mQfapJgL4SZKaUBxEJrcjVx53FF+0gYEvLw/nxFjKGjWd1qd82b9XUcy5xjKqRDFdKsImeZCeWRLDopleFJl04fmKViLmCXXx1ZQnF2IOfeVWwk9j9DCJYX3ro4MejiMoLp3628KnbK5WF+EfMhcDlKsSdqiD7BKNvDj9YoIqmHlPQYmzkaAJJXZmgigmTANVPMhmWhhbXMe7ipdytr8823TpmnAD5/or+ELfLrwx2ucPqU7OD4QwRKavBihsI40pDI4ke3EKKQEnQAERRg8WrYyupih5rECYFQ8STtXSWv7slGYVOP4+bKckLxVYYGQCLMeJFJI4Y4+lGEkaSZsXZ6F1LI6k3OcUNAm7uLQZ42+d3m/0F1ScXFzazExcTwNlXGueg4nAEAalBFlmVnGH9xzt41BqNacIJx1YObdrwMx9W4rmhFjST0VyUVaBAOhWHaRU/sSVSig8d+pv6jVqCb5hCgRkqkBuYAWL3cUEVCDnPROTtHfM/GcgsDC5gLGlCdaaAc4JVOR0bfQJg2rTz9n+8jHLXWorhFBDCkQGQ0Cx7eIrkGlxslheIEeBADAwsTw/4WTtpJ9vOI6vF8+Ko4YUI4VC4ZEIHZlyK8ho/DLaSHKooigAhsui4ggeXjZI08VlQAzSaoy/fLUUkh3WjpygTxeXuIjTbGYaGF1qrsUWx1JzDWFgC4tLjbWTcIUazdxCWyLmAUG3BIWEYRNRn+weamc9AgFOWmFaJ9CsFYS9UgSCmDkwekdNaSE8G2U6YBwLrqunKtPQauTmSOpVHdYot6YjwRy2W5gANhbOCYoyrbDDBTuFBgyTtb5ink0dq1ZoeH4M6cMzEygj97irrLKCzcLSSBaaRTS6ESooIUGKAU6+ZLffKaHQSsXAIpiuIBrMTJQVFOHHpotB3AlYQwoiFNGSPdjpCnypcqRwSQe68OzJK0U+Xg57MT7fv5VL/LXUW0GanCiPOZ347CKWeIuxsGgz2mk12o7b5fV4tFgtRIwIi91MwGaH0UGr2Zp1wVSNkrJaLcYeJ6I5lTjZAMm5bYnQSsRxWLN+Iy+66CUIYfDTH3wjO77xzHO5+PKrME2L5555nCcfuX8GpTwxrkgzcvYMiGBOe+6jCMA4gbs77JayInY2pjIBhRJwMLSFQbv72EYKjFgdIl2U+QcC5Ysiw+0gIE4SicrrSWFgECNGKWUFul6SYwGATE2FsUyag9It+FN1lKTPy9QAENIkFFmJ5YaHZDZIBTpIho5kP75+melnYY6wOhgIamUN53EecigdcoAY97GJJBOvMeAZhfc9mq1SRIBXinMoJjD0eRo8rfawg0lq+ysUjr8Hxz+e/qlTS59M86dE7vXFjH76jP5JO8egMch2X+EA1zQu/gLxFqdCdVHNxDgVsiwmyknbX88970V894c/xrIy+sgXv/K/vPmtbwegpqaWu+57mMrK2ZEaddd9D7Ny1eoxb9/b3cXuHVtzxizL5qWvuJYf/9//8sNvfYmzz7uQsvLKyRZ1UklYA7hGKicnv95YVLAOgxBg+0b/QRjKZFX0XHzKj4mFiY2lbFbEzsKW/mPbJSoR6SIExlC3UAORLsJIZO6FXaIpzxLiIeknwgHrYMEUTyHAHt4pE499NI+pr8TO9AAp5WWsEcOQKB5PZpSfYHQZlls0JK+FwMCfrMGXOnb/PpFuy4uf8JQkIl0WyUVYmPiwsbEop5jLOfuEsh2PpN2PZzhDlqRjKBSRQCuvFOdQRghbWPiFjS1MXiRWU8/YXTSa8fGCPIyjchWGTJfVppkRSDPjzOcUzxNaIr74lf/ltA0bkdLD8zxaW1r47a9+wcMPPQDApmefZtOzT4/7xG99x7t469vfhee5RAYjNB8+xG9//Quef27T+K+iAK9745tZsHAR3/zalyd8jK7OdoKhMOs2nJkdU0oSj0ZIp1NIz6O7swPPm+UrEAGNJZtYHDmTgFeEQmEZFjXFZXTEejJt5hWYFpSUWcfNzihzagoGngmgMt1Ae6Ax8+9UWZ6SIjAgVQqhbnpEP0+r7ZzHaUMx94IeBnhUbCYl0jxvP8/pzunZfgtRESXp66VMLEIiMTBooo1n2T2mj0ACX+3fw4dKV1Bl+lEKUkpyy+BB+qSDkCa2U1pAZhN/spZ0IKNotMkYv0ns5bWBlRgio260eTGaEwEqR6xOTQwqKSFMgNhxAiePi4D2ss3UDGzA9sIgFApJV/EuSiyTYgJ5VS8tTE4Ti2lTfaMcVHMyPKsOEFQ261mAh8TEYKdq4TnVNNOiaWYApYTOzjgRP//Zj/nVL27DsiwuvvQlfPKf/5UDB/ZzpLlwv4GxsuWFzfzLp2+ipKSU8150AZ/+l3/jJz/6IXfd+eeTOi5AcfHU+Cc9z+O5px/n3R/4GLt3bKG7q4PI4OyPyHbNFAfLnsb2AhjKImXGQCgqQhaem7FAHI2DsD0fq1IbqFKVOMrlkN1Eqz+jHJjKplCxBgOTiuRihBOiN3gId7T852HjTUYbh1U7JRSRwiEhjk20XWYX9xv3U6yKcXFJGJmo/i3spZgQcZWEdAmlidMQyiDp7yIebM9rAjacTi/Ff/Xu5HSrkrPtBnxY1FPBIRIklcFw32QmhHAouE4aGE4IaWeahm13e9gZ7aHaCJFUHgMqxXVcXPCcEokf38SVCDJ1M1orNmF5AYQyccwYCCinAlnACiOEIKT8BY40OdhegKrkUoJOKTHSpJWHNFwSgQ7Svp4Zr+WRRUE4VUNxsgGBQdTfTiTQlnePBGWIxc4yimQpUWOAw3YjiVEaxA0dloflbp5kPyUEGSRBWrsyNPOUccVEuK7LQw/cx40f+Sg1tbUcaT7M5S99Ge98z/t4zzvePGEhBgcHuP/eu3Edh7/72D/y4P33kUwmCASCvO+DN3LRxZeSSCb43a9/yV//8icgYyF54flNrFq9lo1nnElHexvf+eb/snvXDm769Ge4/KVXAPDSK67kN7/6Ob+49acALF22nPe89wOsWbeO3bt28vnP/gfx2NgDxWyfjxWr1/HwfX9l3cazKCktw7JtXGfmKwyOhZF9K4QQWMMW0Jb0cXHycixhYBiCIDaneWspi5ezM/Q8Eatwu2SlFEL6KHHrKE7V0mq2kFT5E5wacX4pFP2Mki4oICJy33Px6CNCcXQZoWFZC7ZbRDBVQ0/Z1uMqEmdZtbzKvyrbcbPOCHOOXc9345tQwkMoE4UifbTs9FAapy+yDCfUihfIrO4l0CGPTTTNdFJMqGCw6KjXN05G9gzpYgCzgEvKVR5NavzpjWPB74VZMfAiUAb9KoU8mvPjgeUUk/KXEi0+OCXnHi9VkbWEUzXZrp0+p4hwqob20heyik6xV8JZyQswhv4UyxJq3QVsDjxNxDz+4iCNS/ckfbeauc187p0xrpiIQCDIq669nmQyyY7t2yZdmMcefZhQKMjiJUsA+OjHb6Kmppb33/AOPn3Tx3j9G9/MmrXrsttffsVV/PbXv+Dtb3otzzz9JP/vPz+Lz+fjq//zee6/917uuftvXH/NVVkFAuCqV1zNt7/5dT724Q+ycOEirnrF1eOScc26jbQcOcSBfbv5y+2/JDI4wOp1GybnA5gFrEyuzygQw1wahhAsoBafFyBpRum127KdOSGjQHgKPMVQiWSTWlmDUjIbr5BJD5TI8Mm3fjY9P+FCaY9uiEBq9PgUC8E1/pU5HTdtYRIWNi/2LSJe1DRkfxhSCLMfgUBgYMfrM61AC7CDRlKks0GemYBPl6fYWdBaMBk4eDyt9uIoFzWksLnKI0aSXRy/WuZEqYutwcDCQeYFtBqYBFLVmO7EO61OFrYbJpyqzWn7bWDhd0oIpiuyY6vTp5Epnn2s74aFxer09HYY1cxt5nNMxJiUiLe98z388a/38Ie//I0bP/IxfnrLzaSSEzfPjobneQwODlJVVU1RcTGXX3ElP/7RD4hGInR1dvLIww9y/gUXZrd/8P572L1rJ+l0mj/94fdUVFSydt1pxz3HT2/5IW2tLbS0HGH7tm0sWjS+UrZSSpYsW4ll21iWTWVVTcFOjHOVSlWVo0AcRQFVbj0Ah0LbaQptY8DqxlEeKalIytzAP1P5oKQV5R9AmQksXxyzuA2sAo2lFFhuGMsNjinbyeeUFgymNLDwpysIe8X4ZTDv/RoRLnh4SxisMStwfQNES3chhTOqSV6M0oo8hcMfeZytHKCDPg7Rzt08y0FaT3xBJ8F2DnOXep4mOmlXfTyr9vN79eSYil4VEaSCkrwMmeMRdssxEYAquJcCbHcCPSsmmYBTVnDcwCLoHFMiSmTh7Upk2VzPvJtR/NJPsSzBOAXKOp8I3Qp8DByNiTBNk8VLlvLxT3ya5ctXcPMPvje5wlgWJSWldHS0U1/fAMDXv3XsHIYQ3HP3XQX3HRgYoLenh5LS4z/A1DATe9pJY1mjl8Z9/0c+ie3zU1RUzPs/8kkevPdOdm7bTF3DQj740X9CCNi7azvbtz4/nsuc1Tg4KGXnBVcKIDUUl4CAPl8Hfb4OlvdchE/ld2gEhbSSLKSalWJNphuiY9Dn9bDN/wLuUKtmn1NC5eB6hDQBgWek6CndgWuN7pOWorDrSKGodeqpiC1FIEgYUXaFniNlJLHTJfjiazCDZkEFIaoyqZSelcCz4pnW13kIKNRieog0Dls5wFamt9tjG33jCqIM4udyzqKCkmzGzpPsoJHjF2cylEG5bRI0DBQBIECHk6TDHaYYCjXq9zOdSOFSSAuQeHjD2nq7uNgF0jU93NkT2zGHMJXFxtSZVMjKoYwiwQF7L4ftppkWTTNFjCsmwvM8Gg8e4IH77uGlL7tq0oV5yeVXEI1GONJ8GL8/s+J719veyEB//wn3DYeLKC0rpa21JTtWaEU9Hn747cKZHQ/c/WceuPvkgz9nI432fs50T895fiqlcJSkx2zP2z5h92OngzkZGwqFaySp9KpY5azJqZRZLivZkDqDFwLPYUibqv6NOSZnIYNU959JW+VTMEpJ55SvHyVkJg5j2HkNBGVmEGvIwBaSxWyIvYjNwScpHVxHDJOutKLWT07BqLTyeMI5dt+4gW6MaCin3LNCIc1EpmjWHOdKzqWMoiETfuYaL2IDg8ToYfQuqevSGwiYRk4Hixo7QFpJ+jyHoTUZad/MZ4XE/V2oaOFuo9HAsfu4xTrEIndpzj3q4XKkUBtxzQnZmDqDClk5VG02c2+tdFYTF3G6rZN3Zc5K1PzunTEuW5NhGCxbvoKrXnE127ZuKbhNOpXC589EhqfSmRXK0X+PRklJKVe+/JV84MN/zy0//D6pVIrBwQEefugBPvKxf6S8ooJQKMS5570I2z7WBOeMs86htq6OYDDIjR/5GPv27uXA/n0A9PR0sWbtOoqKivD5fKOdWjOCLl8LjeIIUik8pZBKkVaSTf6nC94tAbc0L+VTILBkgCXO8pyHM2TKV1fIKmzlI5SsZeRy72i6Z/A4sQ0IRW/ZNjwjhcRF4gKSasuHzzgmpIGBrfyUJI51c7yz06MrrXCkIuVllKMH0k3s844FjEpfFCfYiUKihrqISjNBunjuTyzlFFNMKK+Ql4HBepaOup+pTGq9+rz9TCGosQMYZMqIp0oOHDewdbpQQtJe+sJQfRQXKVw84dBZug3PPGaJaPTto8vswMPDwcHDo8vsoNG3dwaln5vYykeFrMrrcmtisdRdPkNSTQfzuxX4mCwRb3vne3jz296JUorenm4efuiBnGDF4Tz4wH188MaPcO/f7qKtrZUnHnuUv/+Hf+Qzn7opb9szzjyLP/71HmKxGIeamvjCZ/+Dzc8fqxPxja9+ife874N867s/xPbZ7Nq5g6bGg3R3ZxouRaMRPvlP/8qSpUvZsW0b//0f/y+771///CfOOvtcfnzbr/jTHbdz609uGdcHM5/ZH9xGo9xFlVtPWiTpM7tGVTctNZo7SOAbJc1QofApH6b05QRHHttAYMrjK36uFaer4lksN4zAZEV6FcVeIVeWwlKBrFXBkyZ/aRfYVhKfKTmiehgsas0zXXvBbrxAL4YbQBkuypx41cnZRBD/KPEkBmFGD4i01OiPioBhsDFchM+QPGlOXUOw8ZK2IzRXPI7PLUYgSFmRPAVHCcXOwBZ8cjchFSYuYqSNAnE7mhPiU/aohd/8U5hyPBs4FZSBiSIWLV4588uGCXA0xfNXv7htpkXJo6Kylt6eqUmxm20sGDiDIqcqr0iTYySxQ70skIvyVq8ODg8H78OfrqAishZjxAQl8egqewHHHntr5brUYpal1uZZPiQeL/heIBhdSglBpPDooj8nyUIaKVIl+8GYPRPgVOHD5o1cnpeK6uLxAvvYTmPhHRVcmrgCP/mTgSkgYGbiC+6y78cTM9OcSzOzCCW4LPGyvBgTiaTVbGaXf8cMSTa1nLdgMZ8JTtza/d6+yJyeL0790FnNlNIV3o9EZssyZxI5PTrCu2n0HcjphgiZiWaPvRMlFElfD44Zyyl/LfFI+nrHpUAAdPpaSIsk3rBjebi0+g4R93eCkSIkbLrFQF6WpiFtrOTsKM0+1aRx2MaBnIZlLh5J0uw9Xr8NAbt9O/Bwh602M//3GZnvdZexVysQ8xglFHvsnTnp3xKJi8tBe3qDjTXTh27ApTkp0laMpvKnqIwvJeiWkTbi9ISaSNqZQj1PBR5lqbucCq+KpEjSZB+kzxxq5iSgq2wLRYkGQslalFDEAm3EA/kBnJBpkGUpH46RzDNLS+HxQvgJ6pLLqfKqkYZHm+8Q3VYbCPBCXaTipaMYWw1MpwSXcQR+KRDSRgkJk9gWu9w0MQV0u1M3GW/hAH1EWM9S/Pg4TAc7aDph1cVOq53nRIplznJCKgzCIyBMuo0k+81GOo2uKZNZMzdos1tIGgmWOisIqAC9ZjdNViMpY/JLAswmtDtDM6nMJ3fGtKAE1dE1lKTqYWgd3BM6wEDo2MrZl6gmFF+MUAIQpP09xIoas8pGSbqG2ug6WugtqEh4VpR0ySim/BEY6SLs2EKEyrgEpBUjXdR8UspEnW3xqfpaFvtsFNDtunylrZMDqVMjFkOjOVU5r2Ex/xSYeIG19w8MzOn5Yla5M4QQlJVNfffBisrZ3XVTk0t1bDUlqUyFSgMLE4uq+AqKUjUA2OkywrElGMrKdgz1pSoJR5dljxGxu7GFiV3A+KaQuIGxtboWnh9fdAmGsoc6lBoYbhh/ZOmEr88CvriogWX+THaJ3zBY4PPxuYUNFBuz6ieq0WhGoMg04Jroa64zq55Ql1z2Et78tndM+Xn+63P/Q1VV9ZSfR3PyCGVQkmzIy+IwsKiIZ5SEQLwhp6YDkFUkMkWsMil/jcXPUUMx1lDNRTFUedENdCPt0esjDMdK5CugAgPhBRATLPd8blGIgBA5tSsADAGXlRRN6JgajWb6mM8pnrNKiXjDm97Kn++4fcrPc9edf+a1b3jjlJ/nVMNQBnXOApbGNlA2uAZftAHhTm3q1sjMjeFYMnNuY5R0UIGgKF2VLTiUsAbYV/4oXtFhRLCbdPgQibLduKGOMVcnFNKHgUGDHeScYDkbA6UUGxagEHL06qfHo9KysAoURgsYBrX27AhbKvXKWZXcwOrkBsrciiktCW27YSqiq6gaXEcoVa3LT2s0s5jZ8YQCzjr7XPr6+mhpmZrGQcO57967ufnHt/Lzn/2UWGx8WQDzFVOZnJe4kMZ0lHaZQiKAEux0MW6wAxnsn5LzeiKNFB6GyrU0KBQJKxO86VoRjLSdl2YqEKxIbKBXVnA4tGtoUBH3Fe5EOhaUHeNi/zLKLR+WMJBKscwf5vl4L/usxISOuTeZKtjpIu5JdiVmvmbB8tRaGpzFWWtQjdtAu3WE/YGdk36uokQ9ldHVQyXHDMKpalL2AtpLt8yKIlYaTSFOBYvCRJk1SsS69aexZfNzALz1He+itLSMaCTCVa94JZFIhO98838pKy/jrW9/F5VVVfzq57dyx+2/m9D2qWSSxsZGNpx+Ok8/+cSMXfNcYomzjIQnGJCpEV0pBWaiBumPTGqWwrDD0x3eQ010fXYSU0MppT3hTNpYItyCL12OQmYVCQFUiCCWsKlML6Db10LcGpvL4ngs9AcoVxkFAjKl1Q0EZ4cqaBTqBPkNhdmXTLErkeS0YAD/UAxEWko6XYeno2NvUz8VhLwiGpwlOVUITSzq3IW0e0eImif/mR5FSJPK6OoR3VkznTfDqRpigbkbfKY5tTkVYhsmyqxxZyxYuJD29mMNgK56+Svp7Ozgxve/h3179/Cfn/sCGzaewac/8Q/87Mc/4ob3f4ii4uIJb9/e1srKVaun9RrnMrVePb1eomBbawEYTqEmXJNDJNBBW8kWElYfjpEk5uuiuexZ0lbGiiTNJANl2zHMFCYCPyY1RphSMxOjYGBQ6mZiYCxlYaoCVTLHyBJqsgrEcKTwqGbiQcH/3dLOL3r6aEmnaU87/KFvgE8fbh1DL86ppcKrLujpMTCo8Gom9VwBp6ygtcHAIpya3HNpNJOFUjomYlbQsGAh7W3HlIhdu3Zw9113Eo1GefihBwgEAnz/u98iGolw791/w7ZtGhoWTHj7jvY2SkpmvmXxXMHDwzxOy3M1xabmuK+XI2XP0VTxGG0l20hbuSt0aSUxQn0stIpZYJUQNo7FSSgUtrJ4SfoirnZexjXOlVzonDehUrwuXsHSvmLovYniAn/oG+DGpiN8oKmZn/f0kVAzb76XwisYknC0qNhkokZpuKZQQ105NRrNbGPWKBG2beN5xx5Kw5+fTjqd+28nkztvWdaEt3ccF9Oc+Ip0vtFsH6LaDGEUWJcqoVD2zJrdAfrsjlHjI9eLxZRSgjH0p1pVcolzwbiD9vaJ5oLKgoukm5nvXjnZdBXo3AqZj63TOn7r8PGStPuzlU9zzyWJBib3XBrN5KFTPGcFrS0t1NbWTdv56urriAxOnj/3VKfNbCFmd7PEKsu4L4aqJIDELToyK4LeXCPNwdAWvKGejB4OEo+4vx3LMEa0DTfw46Naja/cdYfoYReNuENdH9M4pEjzoNiUV077VMAx0uzyv4CHi4uDO9Tpco9/C+nJrkIoFO2lW/CEk+3OKvHoDzWR9PVP7rk0mklEISb8muvMmsDKliPN1NZNpxLRwMMPPjBt55vzCNjp307QDlHmlhP3FFFjEOWL5SgQllOEL10BQMrfjWfFJ3Y+BeWygiqvBg+XNquFhHHi7Id+Xydb7AcodaoAwaDdzQZvDZbMtzoJBGEVZLzFmrcZ+9mvmqmlkjQO7XQjx6FE+WWQ6uQihFNEUiSJ+jpJ+HsmRRETKC5u8Lio3qU3JfjjQZuO+NjXCgEvTLWTqcvRa3UQMfvosTt40rqfcq8aoaDX6sYr4F4wlUmd20BYFRExBukw25CjuChGI21HOFz5GMF0BYaySNp9Oa27T4ShDGrdBopkMTEjSofVetx+HhVhyWvOTtBQJnmm0ea+nX48Ofcf7Jrp5VSIbZgos0aJOHBgPxe++KJpOZdhGCxfvoJvf+Nr03K+U4mEESfhK6wYhKNLCCbryBi4FKFEPbFQM4lQ6/hOomBj+kyqvBpMTBSSpe4KdtpbabdPbNaWwqPPdyySv0/0s4gFWAVu934xMWtUQqRoYpzXBVSl61kU30C3k0YBforxp6pIx2N0lW8eNS5gLFhC8YMrEpxR5RG2IeXBjRvTfPThII+2nvinXpNeyLLkaUPplYK69GJ6rHb2B7fiCY9uq7BrAyAoQ5yfvBADEwsLF5eVYjVPB54gLcaZpipURqkaJz7p57zkRZjKysqwLL2a54JPkCyggJ65OM2t7+vHNBVBG954nqCp2+SN36sg4czfSUEzPhRTk51hmCbv/8gn2bl1M48+eDc3fvwzeK6HUplnxI++9zWk57Fuw5lcfPlVKCm5+87baW46CDDq+GQza5SIJx9/lHff8H7Kysr5xa0/zXlv29YtvPoVV+SMvfJll2X/Pt7tL7zoYnbu2E5vz/gfVJrCWG6YYLJuWOXIzI8qHF9Myt+DNMc+kVR7NVR5NdlJ/+gx1zun02V1FVwFH48jRhtrvFUIRDZV0cWjTwzQLwbGdayTwVAmyxMb6RxSII4hsL0QRfFFRMKHJnz861Y4nFnlERqqeeUf+iq+cnGCi35bhHucB50lbZYlT8tL5ax06+jyWhiwjv9bWZfegIWdbftuYWEog9XptWz3b5nwNY2H1en12MqXKwMGq1OnsTW4acTWim+9dYCiwLFvoiigWFHj8t5LYnz7AV0pVDOzvPjSK3DSx6xwPp+fb3z933O2CQSCXHn19dz87S8TCIV467tv5Dtf/Sx+f6DguJqCYO1ZExPheR5/uuP3vPKaV0/5ua69/rX85le/mPLzzCkUJ1UZ0Jeq4OjtpIb+HD2wLz2+1Mdar6Gg1UAhqfAK9D1RDDXeGvr/iOuQQvKw/QSHjSOkSBNXSfaLgzxpPTu2SpUn+dkcpdStHPLyF8ruMAgna0/q+Nctc7MKxHAMARurjp9JUeZVFQxqNDCpdOqPu69QggpZmZ28j+1rUO2d3DWNh0qvpqAMlbIq7/tbUulRUZR/vUEfXH/2qd1xUjP5THaKZ3llFWvXn87mZ58cdo78+3X56rU0HzpIPB6jt7uLWDRC/YLFo45PBbPGEgHwt7/+ZVpqN/z6F7fR1Dg1pp05hzSxYw2YTibdVVpRnHArahx+6AwKiUtcxHFxALDxEVBBxjsDZ4pJqZxAyOx7w8z9QglWu6tZ4i0ZcnsobCGQwmW/0cgec39WSUiLNNuNPQymTMqdOsIsZ6VZxqHQDlJmYfeMzwvREF1P2C1HoRj0ddAa3oU0JpZuqIbCqEb7NE7GlQGQHmV3IcA5gZ+/UNrq0fFCykX+NqN8X9Nas3q0a8jH9QpJm8GZ6eIcmrmFEkMVfCePV7z69dxz5x8oLc/El9m2D9vn5y3v/hDFxaVsevpRnn/mCYqLS3MSBCKDAxSXlI46PhXMGksEQDqdZueO7VN+nuefG2nanKco8A8ux3RKsn5wwy3CP7gC1PhujZS/h4gYzCgQme5WOKSJiQipcZaZbrWO4I1Sg6DXOGZWP805jaXeUiysoSLJBp4SmMpmlVzOad7anGtdEz2fcqcWg0ymRrFXzrroBZgFel4Y0mL5wPmE3bLssUvSNSwbPHfCVokBqwdTCOwCfTIUHrGTTGP87T6bmJM/HncEO3qO/332WV2jKAGSLl/L8U8soMvoRI5QNjw82s3xx41MlA6rLa92hcSj02zLszi19Jsc7jHxRuhH8TT88ungFEuqOZVQTK4l4rQzzmagr5fDTQeyY46T5tc/+yG/ve1H/OE3P+OlL381tfWZukfDHyeZv6vjjk82s0qJ0EwvhhtGyNyeEwIBysBMlY3rWNKzMyvp4b8JQaZIkFe4QdZo9Jm9NFtNQ6mabvbPC/7ns9H+trJZIBfk+PCP4qmMP3y5XJKtTlnkleOXoZySygIDoQwq0w15xyhLNWAoM+ezMTDxeSFC7sQqUyoh2R16ngrLwmD4RyVJ+vqJBk9uwr37sMVfm2wSLiRdiKZhMA0ffjB4wlQyKTz2BDfj4WZfEo8W30Gi5onjRnb5t5MYskId/dZiIso+356TuqbxsN+3i5iI4eJmZUiIOHv9hXt8fPi2MnpjBpGkIOFkFIgn9vn4+VNTV31Vc2oiERN+jeS0jWdTv2AR7/rAx7j4JVdy5rkv4twLLuHI4UZc16Gro40jhxqpqqllcKA/x8JQXFJGZGBg1PGpYFa5MzRTh+UGCaerUSji/i5cM4nw/BQKChAYGF5g7PUIFVR51ZSYFSSVS5eMZstjK8BNmxi2QhRYgY/Gft9e2kUPNc4CXFxa/QdxzWO+6qAKIpEFlYioTNLh9uHhYRsBPCtGwCs8MZhYhLxMOXRD2oRTNRjSIuSV5bUfh8yn5fdCxO2JFZYatHp4ofQhytM12G4JcZLEfd049mQ0ghP8v6cC/GSXzYtqPfrTggeaLZLe2D73fruLTdYDVDi1mMpCKYWJTblTS7/VedyqpI5I80TgESplFSEZJmpE6DN6x9wddTJwhcuzwccol5WEZRExI0af0T2qDAe7LC76fBUvXZeitkTy/CGb7S3j78R6WnWaS5emiKYFf90XpCeui9hpJs5vbrs5+/eNZ51HWVkF/X091NY10NHeSnllFQsXL+Pev95BNDrIlVdfTyhcRDAUIhgK09raTE9PZ8HxqUArEfOAkvgiymPLs/8ujy2nN3yAmN1HIROXwkOOsSOlqUzOTV5AiDCmZeIhWUklz6dbSCgHpRSR6CBeMkFFZXBsioSCouhyAqlqBhEoFGXxMxgs3kvan5m84yKeF0QHsD/dznbn8NBhFCrlxwx6JHyFJ2kPl5g5QDBdQc3ARiBjjbEQSEPmnUMBSfPkJnxPuHT7W8E/Nab+AwMmBwYmNpF5wqXf6ua06IVYysbAROLhGCl2hJ/ENQr4S44ioMfspsfsnqDkk4CAPrOHPnNsmVeOJ7h7e2CCJ1N89qX9XL8ugWUoXAmfuniAf7irgvsPapfIfGKq60T09nTxsldcR2l5BbZt87c//46e7k4A7rnzD7zthg+jpOSPv7sNlCKVTBYcnwrEosUrZ77U4ClGRWUtvT2zo+Og5QZZ0Hd+3qpa4tFS/jRmbAHCC2TN9gqFEi6psj1jKn60Kr2WRW5ul0epFBGV5LlUM45K0pnOtOEuKvZRVHzifhV2uoySwTUFZe6pfBaGXBrrnHUs8hZlMzliMsW9iS0FmoQpfKX9rE+cR8gryekG6gqHbcWPsqj3xRgqV6cOChMhyMYKSDySVoSDJc9M6wp7ulkdO5sytzrHlSOR9NhtHAxtnUHJZheXLEny7Wt6Cfty77dYWnDBD+pIuNpbPB84s24ZH/TGV/l2OP8iD8+a+WIi6Lv8FCecrikYMAcQSleTKmnE8/eh8DItlewBUqX7x1w9sd5tyHMpGEJQLAKkvH660nuz44nEcVaxwwikqgu6EhAKX/qYn2+XtYt95j6SJJFIWrzRV8DS8bG3aBNdvmbcoXLYfXYnO4ufxO+WFAw5SiqPlEgi8fCEQ5//CI0lz53SCgSKPAUChrp2OtOXrjkXuG5tnKCdf+dIBS9ePM4CW5q5y0kEVZ4KlS61O+OU5wTKgJA44Vac8NhN60KalMaWE0rVYAR8BVVRhWLAPYLKiaw48Q+mMl3HUrUEn23jKEm3lySq0qRJkSIBsRqsZCleqBNpxdiR2s+m+F6UBL8dxqZo1PNI4dEc2k1zaHfOuEmw4MekgKjZT3lQ0uA1sICl1KRD7PbtIiVOnVoCAbeY+vhaQm4pIVMQMDJfqFTgaDvlqFSERk/smwUNWAvysvVJPn11lMUVHm39Jl++O8ydW2an68UyBR9672Le8rp6gkGT518Y4AtfP8iBxgmW0tdMCdoScYoT83WNmqsf94+3awSgoLr/TMLJOgxlMei6yBFPTKkkPV4vDscsDwKDsP/4Ue+V6XpWJs/Ajw8hBD7DpM4KgXBIivhQYJ/A8AJYkYXE+g3iUcnRGixpJzHqw9vwjV73Imn3F4yvAMUyXwULvIVY2JiY1MhaLky+OJv1MdfxeUGWD55P2C2n1LIJGhZCCIQQGAL8Qx+LRNJrz12T62Szvj7NBWtTiAIWO0PAE83jbzM/1VyxLsU33zrAyhoPnwVLqjy+9IZBrj97bPFP080X/n01737rAspKbfw+gxedW8Yvbj6DuprxZXtNB/IkXnMdrUSc4rhWgr7wQSRezqs3vD8n22Gs+J0yrGExFN2OQ1pKPJUpOOTi4inFU/FNWZeEgUlIlFKn1h7v0CxJrSmcbSFiecYFpRTJVK57RCFJycEhpenYywzFMczRf662DGAV+CkEDYOwCuTIZAx1h6h389NC5yJViaUYGFhCYAlyAl//f3v3HSdnVS9+/HOeNn1nW7akd0hIIHSkCSKIgICKBVEsV1SEq6LX3q/XgspVftcuXrFeRBRQI70jEFoSSO91N9t3p8/Tzu+P2Wy2zCZbs+28fc1LMjPPM2d2Zp7n+5zzPd9z8L+F8MlrWfYEN45VM8edj5+fwApICED375oEPvtQKblxmA/xuUuShHqdf8MWfPaNIzEzaGTVVgd43WsrCAW7/fY0gWVqvPsdM8awZcWp4QxlUkuE95IJNBPOF5J/Dk7xHArTjdCzwgHszOWI6DrCSpI0m/AytczRTqdd1OPIPBFRSlRU4HmF15QSPFvH9zV0w0MzCt3CQdm3p8ItWiQaPGkjOmdu9Hi+nwVhE40W9qVZ9mEDCICAG0UIH0sanbUyC0udh3W9aD6JgUGJjAOjM2XqaAp5cQQauhAU+nl6EkKQ0dt5JfT8uFjufbxYUuOg60AUZBBkZzybBba0DX6a6NEwu6L4pO2qEr9zdsn4OaHNmxPCsSXBXh06lqWxfGlsbBrVj2EvwDV+/uxDooKIKcLVsyTCwz/pOf0s7Z30bNr1vWTNJqrldHShUyFmdT0ukbhGBt8TZDtCyG4HLM3wCMVz5EWOgOw53c5AL1oqWhdmv8M0muFjhAYeJNl6ulB4SojOV+u83/eQRX4iLi4pkRzw/seznJ4k6MXwpVY0YPLwaDUaVQDRy/YmgxlxD00DYRRuAIYjaUiMz6GuunaduUXWUGlNiXEVQADs3pvFtPq2yXF8Nm0dfz0nRyrmNpmNvz43ZVzL6x34XdfrBQeX28qa7UjNIxNs6FN+WOKTCu8hnwp0BhCHbr6rY2cs9ga24NFzXQopPAwz22f9BiE0goHiMXA4OriDuG1kyJjtPdoskWR9j6zI9CjB7Xf+r844QinoCaI5tAvwcWWh0mf3Vf5k53s9YO4bs/aNV7c+VkLe7XniyNjwxxeipO3xeVj9/v0RMr1SgzJ5+MFD42/F0v31eZ59vp1crudxxHYkv7vj6JVSV45sfH7blXFLuFFatCZy5LoWXrLJ06I1I+wIAInodtLhffjCRSJx9DRt8Q3YegrP0SnSaY6bM2i09rEzuAFbFPZtixw7gutJRXfhhZqRwiu8ombjRuqIlEpCYdFVI17XoaRMxzAHf1Wwv2QNHYG6zjU2JTmjgz2lL/J88Fka9ANdgVOb1sqqwDO4g1yOfLzK62l2xl4iqydIuB55/+A7lXRobawOP4MrBjY1dypZsy/Ah/5YwbYmA19CIif4xdMxvnn/6CxyNBJWvhLii38pob5Dw5fQlNT45soYf3xufM7O+NSXNvGXvzeQzXn4vuTVDUk+cMMr7KsbfzOjfCmGfJvoVLGpUTCeik2NNJGLo2U66wgc/OaIzt6IYCt+uFulwG6PA0gf0q09cyq6P1kIiRF0scKFfIeiXehFBu4PXj0Ppqx2v3q1ufv9lW4VC9xFhGSYtJZiq7mJdn1o5a/Hpd5/7hE6vs2RtSyTCwkToIUO1ojNtIrEkTccgjOP8fiPKx3mV/vsbhLccq/FkxtGd3hB12TnQl4T54RQaPPEaa+mgT9OpzIcXz2fa/M1Q97+W/r2CX2+UD0RyqBIK33oHwdHJAqP4PcuLd3jcRBaIV+h79mqEBlIqeFkzULORH/1LYoc9w5OSRwRvdp8ULVby/HOCkpkHBOTUr+Mk/KnUeaVj8zrjgei120EHOPP4XS5jFKiWJjUUMGF8nTKZMnIvEA35y71+OVH86yY51MShuVzJD/9SJ7XnzC6vUaeP4J/sKNkIgUQMH4DiAKBHMZtolNBhDI4mosfakZ2dXrLwn8HOsA4cpW+QDTfebw9GCT07loQ+K6GP56myElY7CxB75VkqaOzyDn8tNWpTJOC41mE2e3vVlhWXed4uWjEX+8LV9mEemXzhyz44lVqOEZRRouanaEMmgy141kZtHxhqpVvpQYUQADohk+kLI2TN3ByJtIr3tXsuTq6ObKXH8I3MJwSQOJYHV1rcByJhoZF8QI3UX+ISWmyUHND9wPYRgJ3gAueTSQhAmhFrrQ0BOWMfE/E/OrivVezKwtDZZNhTr4yDslhTvGc4FQQoQyNbvfMfxgEoYEVchFAPq1RrCtY00Y2gLCylYQyczg4lySMIB3bhmsdeWzeL6yeUbSqZU4Mfo0E3Qswrf0ENP9gPQFBNtBMW2zTROsVP6wcNv29oRQjHzQ1JaC2rO/9LanRX2VRmbok47fM+dEwjvqMlanGCLi9hjYK/y00iW4VL4wzFJobJJSZXagFgY6GgUAnklwIcgA/AQG7jO19pp96uOwwtg66PeWJpeh+AA2j86YTylcSydYOel/jmSd8trEXt9ffzcXlVbFtxF/v//3DJNMrpsvk4Sf/HJ/Fn5TJw0cM+TbRqZ4IZcwIDcLxDLlUsCsHQjc9AtE8I5UnCWDlK+jviti0S3ECrUfcxy5zBwLBXHcBGgIXj+3mFg6Yg5uzrnkWlhstskqmTiQ3nXS4flD7G+9eFpvwpWQxsxBo2Ni8xCYOiP5XXB2qP/3LIByAj13mEDQh78BP7je4/TF1mFNG11Tu6VK/LmVYPMfAzYSRnoZmeBjhDJpR6EWwbY9UMo/r+BimRjQWwLJ6LRtuSMKl2cIiWoIRDR4OKVabokAMpCeCwua7xQH2uz6aF8DXszhW46BbItCQ/eRka90W9XIdSSbl4ToSTReEoxpWYIQ6DiVY+UqsXDWa1HHMDnLhOqQ29ATETDpNItGB73sEAkHipaUYhokUktViE2vkZkwMbJxRHLIR/PpRk988ZlAShmR24s1CUJSJRgURypC5eQs3dWjpbd/RsDviWPEOHC9PW8uhcW8779Gaz1BWESJQpNKkGMWBNddqI5CrhD6Lewkcs2NA+9DyMaz07K4eBM01CCSi2LGd+ObAlyb2tBy+5qD5Pdvi43Wtquo6kvaWQ0MAvi9JtHlE45JgaPg1D4KZWQRy0xCdfw8rX4lpl5EsXYfUBj8dsqOjnWSio6teRyaTJpvNUlM7HcMofNZSyEIAcRT4UtCePvLzFGUkDHvtjAlO5UQoQyIluOkwvadnAjjpMMmO4gmH/d0/mlwjiWO1IzurURamp3rkQvuR+gBObBLM7PQeQxCic7KikRlkkRkBrbFNnZUxCz02Pi6elicZ3gNAOlk8HySd9HuUpR4K4RsEclVdAUShSRpC6li5qkHvz/f9HgHEQVIW7leUqUAO4zbRqZ4IZWik6CcpUSA9A9ctPrvi4P2mG8H0QthGasArisZljLAM0SESZMQgSt8KyER3YDglmHY5Eh8n2IJnDPRyVSD84sl5mjf4ksG21UFD+QuEczUYXoi82U4m2Ng15dR1ih9apF8I3oYz5KO7YaTw+wzjCDRMJ8ZgQzzHcRBoVBk16EKn0anH7exxyOXHX3niI4makpOrPLIuvNSo403hK0xloCZH+eqhUkGEMjSHWdVRCB+hCaTf9zmGZlLbdjKWG0UKiZCCdKCR5tjGfsfKTWlyjncqJTKKj0RHY6+o50X9lYGPrwtwrcSApnT2JSkset53KGEo3f8Anp4nGdld9DFNB6+f3Q43Z8TXbESRA57Ex9MH30tUJio4N34xGjog0YTGc+nH2WVv7RrKmCiuWmjzpVPzOH7ha5XzBNc9EmJj2/hclVMZHw4eHaYqNZyhDIkQoAdzFCthrYeyRCJmsXW2WGyehOVG0dDRZWF6YyRfRUl2dr+vdYq3nLiMYWBgYaKjM1PWsNCfM9JvqzgBbrC5z0qiEh83OPjkyiMJR4qftILh4Zf39o0cnpHp815Akg8Orn6/kBor7NcQ1EJYmoWlBTCEyRmR84jrZZSUjN/FqHo7tszji6fmCRoQsyBqQWVI8qvXZzDUMuiK0i8VRChDZoQz6IGDgUQhHtfDGYygTSRqEYlYh2ZcCIiGg5T4VZ1XrYdo6JRkZxR9DV3q1Mgq9F7bGBgs9OeOxtsqyg014gZauvIpJB5uqBEvMPILcAVCGuGY1qPXIRASRGIjc0Wcjm3FNRNd78UXNunYdvxBVs0s96YVn2WCxtL4iQQCwRFp79Fw1UIHs8jR0NTgjNqRq1miTEKyMMVzqLeJbmL1NyrjihBgRjMYkQzS1xCa33XiE0IQKwkQjVl4nkTXBbo0oZ8il92nN3ZndHaTF3/sKH59BbiRA7jhBoRvFIYxRvEKNRzRCYU1fK+wgqHQRu5gIzWP17yxjve+JUtpTOfRZ1P8+q4k7cnB7ceQBkWrjQqdkBEe2D6cKNHMLAwvjGMkSYX34o1BCfDSgMQoEkQIIGaqngjl8FROhKIMgxAg9OKjgkIIDKNzCqhwcfQslhfp8RyJT8YqHl3kscmSI0rPbXx8DoiRH0o4IiEHNqNjJF5KCPRR+IXe+J5yPvC2MsKhwllz9oxS3nRBjCs+vIdkeuCju+16S2HJ9l5cXFqMI382ll1KWcfSzkqiAsMLEsxX0lK6Ftc8unM0H95rcP5Ml0iv/FlDg1UNKidCObypHGaq4QzlqGrumt5YOFn5ePjCpS2yo/gGAl7UX8HFxe/cxsXDxmG9PviS01NdaUzjg+84FEAABCyNsrjOOy4d3KJYeS3HPnMnHm7X0u0uLgm9jVb9yEFEPLkQDb0rEBFohaGt9PxBtWMkPLTHYH2LTqYzPvR9yLjwk1csWnPqMKko/VE9EcpRlTc72F++ipLsTEw3Qs5sJxnaj3+YWQ7NWhsPiadZ6M0hSoRm0cYObQ+OUEs8D9Zxi4PYjiTYe8nsoMa5p0W47c72Qe1vV2AL7XoLtc4sNDQajXqajANHnjUjNXS/b86ErvmsqLFpKbV5tcEcVjexZUiOn+OTtQXr93Ym5vTDk4IPPBziTQtdrloiSdnwy5c1Xmw0KA97LJrmsK/dYH+HOmQqPU31YlPqF6Ecda6eozU6uAWY0iLDWmPjKLVo6mhqdTH0vgc8z5PUNw1tumq70UK7MdgVXX0kfo+iVyvmNvKNdz2NqftI4ZH3BB/9Rzkv1QUOs5/iLj7R5eZrbSSgC2hNCT744wBb6/vvVXj9eaV84dOzkLKQhzKvzWH93c/zhgUd2J7A0iXP7gpy418qyTqqd0I5RE3xVBRlStiy02b3fhvH7TmKazuS393dfvQaIiATrMfvrNpZEspz87VPUhqxiQRdogFJRdjnf69sIRYY3CF6XrXPLe+3iYWgJASRIMwol/z+Ezl0rfjo9YI5Ab71udlEIzqxqE4krDPbreNNS5IETSgJSoImvGZujv9845EXbFOmlqk8O0MFEYoyxVz3hTrWbcmRy/ukMj6JlMcXb2lg3ZajW5I8Gd1FLlCov3H+8bvQ+pnt8saFg5ut8c6z3D4zLTQNghacdWzxgORtb6rANHoe0M29O9Bkz+cHTbjsuAyWPpVT6ZTuDhabGuptolPDGcqAab5BJDuDoF2Gp+VJhfdhm4OcF6iMueY2j6s/vo/pVQYlMY1tu2zcsSiFICQdJVtI+Dswy1OYRt9GWEGDN1w+gys/WsmBJpvf/rmZNesPLXima3DFWRpvOVfDl/Dnx3wq4xKzyJFNCCiLFj/5V5YbXbOIurjFc24EEDQltjfxryIVZbhUEKEMiOabVLeejOisMimRBO0K2mKbyQabxrp5yhDUNbrUjcEs2d6k5vJsneCDriBiHTrJS8tEnn8OpxgWlqXh+2HOe02cr92yj789WCjy9bNP6py+VCMSLJzQVywUbNoZIp1LEemVt2no8MLW4p2vTz6X5PwzSwh3WyXVL6tEazrQJx2zLmGQyKkAQjlocgxLDJUazlAGJJaZhSbNrmqThTUsdcpSiwqLcSnKMLxYZ/Hs3gAZ+9B3KT9/PtIqBBAAmiYIBTW+9PEZmKbg9CWiRwABEAkKlszX2d9ukO02OpPOwe8eM6hrK37Iu+/RdnbuyZPNHuoNSc06BtvXsTvzTV0PMrbgSyvLGfiiLcqkJ8Efxm2iUz0RE5zvSXwfdH1kqxr2FrTLeyyF3UUKDC+Me3BFTAlBP4IE8lpaHWuniDllDgFDsrXJRA7pQy/MxLj8mCxvPS6NBGadVktNkTKSugaL5gZ4zXEOoQCFpU29zpO/rmPo8LeXA4RtlzOPg468xu+fNHjklf6LRjmu5Jobt/HWS8u59IIyUmmP/7unmU3rqvnA6UlOnpVne7PJbc/F2NJkDeH9KZPVZFnSe6hUEDFBSV+S7PCw8xIhCsfRcFQjHB2d6nq+KD79TyDwO+s1RNxSFqRPKJS3Bhwtz/bIarJ6alTapIy9ueUOP3tbM7PK3EKBJkdw092VPLNr8Otm+FJwz6Yw92wqlMy+/RyPmiJLqoQC8Our6/jH1lKcjEYw216oDgWFJVAzOjfMSWC7YOYlq/YGWLXpyL0HeVvyx7tb+OPd3aerGnzr4bJBvxdlapnKdSLUcMYElUoUAggoBBAAmZRPPjs6+b7J8N6u6XgHSXzyRhJftzF8k8WpU7BkCB0DHYOAH+aY1GkIqb5mk5EuJP93bQMLKh1CpiQSkEyL+vziHU1MLxlazYnubr+zmUy2V7Kl76OlOqgyM7zjmAaC6TaE73OwlJRM2ZgNHQR0SSwgCRpwxqw8t6ppmYoyKtTRfQLyfUk+V7wDLZMenTT7XKCFZHhP56qPLj4etpGiNb4BgHJnOr2v9AQCITXKnOpRaZMyts5ZkCNsSvReRxFdk7xtxfB7nx5/JsHPfteIbftIxwHPRaQTWBteAsAyBZ7X83cgE26fvuVAZyAxLaxW41RGh5riqRR1zNLlnH7WeQih8Ztf3Np1fzRWwmVvficl8TKSyQ7+ftcfSaUSR61d8jADcP4ofiuTkT2kQvux3CieZuN2W23R9AN9luuGQiBh+oOrOCilwM+FkK4FmocezCB0dQIYb6ZFPLQilyEBA2pLhvd5zauF91ykM7uqhefubeCcBTksL4+WPRScmIagTyeXW/zH4XiC8rBPU2byLqZ1xjKDt19gEQwI/vG0zf3POaN6PFAKJIzK7AxN17nuxk+z4ZXVPPXYAyxZtoKzz78I6fs8sPKv7N1VWG9osPePNBVEHEZrcxOb1r/CkmUretx/+VXXsPqFZ9m4bg3TqmvJZI/uioOaRlceRG+mNbpjc1LzyFsdfe5PGa14+dnovb5SEknKaBv4/n2Bm6gEX1DoKJO4+RB6tB3NsofZemUkvbQvgF6kQFQ6L4aUE3HQWcsEP/uUgakXAoWcrWEJHbG/5/comyssPR/snucY0iBZJIARsLNt8h7uPvWuIO+9NEjQKsxiOet4kzef5/Chb6cPe9GhjIzRiNXOPPcCHLtwzAsGQ1x4yZXc9qPvEQyHedf7rufHt3yDQCA4qPvlKHwZ1HDGYTQ1HuBA3b4e95WWVxCLxdm4bk3hOQ31+N7RvUoWQhAp6fvRCQGRUUqsPJIOo5mMnsTrljfh4ZIwWkgbfYOO/njZKPgah76ahWDCS8fVwXCc2dFisnJDuMe0zKwDe9oM7tsQHvJ+v/sRg3BAdFWQDFoCX9NxSg4lOGZt2FqvsWG/3mP0QsRN0HqOaGQcwXeeLJm0xaFmTNN4/5uChIMCrXOGViQkOG2pyTkrJm/gNJmVVVRy7NLjWf3CswDMX3wse3fvIJNJ09rcRDqVpHbG7EHfPxrUN2yQyssraW9r4aJL38yceQvZtWMbD/3z7qPejmBIR9cFmZSP70kMSxCO6Oi9q+6NAOmLQi0IrXDlV5SALdEXqMrPosKegRSSZnMfTYF9/WzQz2s5AYpm0UsBvg5qWGNc+czfKnhuV5prTkkRNCV/Xxfm9udjOP7QvoczKiEe6Xu/rgvajCj79yewdMnda8P8dlWUC5Z7fH9uhoBWuBYUQQM5L4Bos0k359lQZ/DbNVHu2xbq2pcmfFbUOjSkdPYnJv4h8MzjDXxf0vt3EwkJLjjF5MnVw09yVQ5vpC9wLn7TVTy48m7iZeUAxGJxkolDQ+bJRAexkvig7x8NE/8XdJQFgiGqa2fw2EMreeKR+3jr1e9n8bHL2LJp3VFvi2lpxMtHrzNJ+gI7GUW6hSmbaD5mNIVuFj8oSeHTENxNQ3D30F+0n/UTQBzmMWWsSAR/eSXKX16Jjsj+MnmK5lkANHYIrvhZzyTd9ozExiQQKPQ+eGXV+KXTQIIl4fit9XyvfDfvPi7HJx8u4R0rUtx4aqrzdCtpzeu85Q/TJnQwkcrIorkPjiPpSKnfzGgrrJ0xchdvx51wEh1trezZtZ3lnUEE0OMCrvDfckj3j7SJ+8sZI4mOdlqaG2k8UAfA9i0bKa+cNsatGnlSgp0oQXo6XVc4vo6TKEGUtqPpo5OxpQczeOkYPUfaJMKwEZrKEpvs2pLw4mbJqceC1a1XLZOT3H5f38//uS0aOQciAfBLKwoBhHawqiroi2oRnstJYj9/vaqVqlK72+FeUB7wWHltIyt+NH3U39toeewlp2iBL9eHvzyu8oiOhpGsPHnc8pOIlcR574c+TjgSwTAM1ry4qkdPQqyklGRHB5qmM2PWnAHfPxpUTsQg1e/fQ7y0jKqa6Wi6zvxFx3Kgfv9YN2vESdfoGUB04+UGN9tiMISVRQSy9FgbT3fRo6PzA1DGn5t+5LJ9vySdkyQzkrwtuedpnz8/0TeI8HzBe28N0pIEr7S6K4DoYujIxTMwNKgM+X0uxgSCiCE5d/7gVgodT3I2fOC/krQnfZKZwi2bl3zxp2l216vAe9TJwkXXUG+93fn72/jVT27hN7+4lacff4g1L67i+WefYObseYQjUSqmVREKR6ir28uObZsGdf9oELNmL1T9Xf247sZPY1oBotEYba3NPPbQSrZt3sD0GbO5+PKrCASDbFy3lscfWtlju/KKalpbGsao1SPDy1s4qQjF4kzNzGOVjG4VSulrhWEUzUPobv+5GMqQzCvxuGpxnvKQ5PG9Jg/vNvGOME1tbhiunKFRasGTTZInmiTeKB49ls0T1JTD+p2S+iK1onTgnHKTs8oMOlyf638+C10vlk8j0e5+hkKPlofotYy3BL77TIxfPl8yGm+jXyfPzHPl8jRCwN/WhXl+Tz/5QANk6HDqUoOACc9vcMnkRq6tSv8WVyzi7JYFQ97+norV/Z4vlp94KqWl5Tz12AMce9wJnPO6NyB9n/v/8Rf27d4JMOj7R5oKIkbBZAgifE/Dbi+l70FNooczmCF1hJqo3jgvz7fPyWAIMHVIO7CxRed99/efEHlxjeArx+noAkxNkHYlGxOSj77k9VeaYVQZAm5dGmVxRCesCxxfUv7RMqzpZt8nJzPoD63Gl6BZdp81ZiSSN/y2mh2tRbYdJZ+9oI33nJIiYBQGInKu4M9rInz9gfIjbquML4sqFnFWy8Ihb/+3ipcn9PlCDWcoRWm6j2bl6dn/K0HzMQL5/jZTxrmgLvnW2RlCRiGAAIiYsLTC44oFxcfPgzp8ealOUBeYB6cQGoKlJYKLa8emi+gNlRbHdAYQUAhssven8W3ZOVOhk+uhrd1JxoEn95pITSC7faclsK7FPKoBxMJKh2tPTRG2CtU+NQ3CluTtK9IcV6NyGCaikRzOmGhUEKH0y4ymMcJphO52Vo7MEYh3ILRJ8M2fAkKaINjrF76iyi06BBE24dL5xU9gK0pF0d6GsCG4uGZ0DyGakMQDPlqvmTmvrzQJ9Rq6cHc5NPyqjXWvZGlqcajfnqD1oY3s2JzklueifPifpbzljmnszph4QF7CnzeFePsfKikxj95ajOctzBYt0mUakvMX9ZebIYmHfQz12xuXVNlrRSlCCDBCeYyQ6nmYSGYHdT43N8oxYQMJrE06fHtXimbHJ+eKfkfdM/2UE8h7FM1J8aUkPYolCN69LMPHT00TNiV5V/Cz1WF+sToMCErLRNFzvrPX5T8fPMC61MF6IoHOG7zlTJ/PvV0nFqrE9uC3j4DZ6PPslQ66gNY8fPNlg0frRvewmHcFni/o/QY8D7JO3z/0pSfm+fKVGcoiEteDP/wryM3/CHXuQxlrkpGdnTHRqJ4IRZlEIrrgx8fGWRIxMLTC8MOKEpMfHxtHB9Y26aSLnKgyDvxpc/FS1WvbJbkiNb5yHvx13+hcS73lmCyfPiNFaVBi6RALSG44Oc37j89w3kkGJ1xmFL0EyvqSDam+jb1gheQ/3yOpLIGACZEgfPAiyTVvkIQMsHSoCcN3z3A5qXJ0rw/v2xgumj/pI/hnr0qfZy92+O7VaarjEsuAcACuOTvHl67MjGobFWWgVBChKJPIBeUBTAFat64DQwhihuD0uIVEcN1DUdpygqQNaRtyLvx+Q4An9xW/AveBj73s0m5LUq4k7UrynuSPe3xWtY7OJdi/n5Im3CtNIWzC9Sdl+NjbgpQcIwifBOggTBAWEITPbUkX7SL+xBU+4V4zk01TEJyn9TihB3T4yFJnhN9NT81pnZvuLifrCJL5wi3rCD7393LqexW9+tgbsoStntuHLXjnGXlC1hS+/B1n5DBuE50azlCUSWRmQCPUe21uwBSC2kDh/s2tBufcEeesGQ7xgGRVvcmB9OGvJzYl4aInXC6oErymXCfvCbZ0CHTBsKd5GgJeVwPLS2FfBv65H6oixXsD4kEJ0wptjZ0rCK+Q2HtBC4JXC82ri283o6KfFxcUjoKdcYMmYHZ06G8oFvC5fEmaOWUur9QHeGBLqOiMlwc3Rzj9v0O8dmEWIeCJbSGS+b6fwazK4mXePQnlUZ/9rZN3VdKJQ+CPwiqeE4UKIhRlEtmS8ch4PuFegYQrYWu3pAfHFzy+1+q9+WHNDQs+syiIISCkCy6qknxwruTfXs6RHuKSJlEDfnMm1IQKMz6yruTGY2Bvi8WCqr6JnnVJjd17fM6Ma2iaQC8RhI4rPNaR8mlNFA8ANuyFM5cUecCjK4AA8Hx4tXVoHbSLK23ueFcjZudsi7Sd5mNn6Vz1+2oSRQKElK2xckORhUK6WbfXoCrm9CkF7kto7FAdyeNBYSnwsW7F2FHfQkWZRJ5oy9PqSJxumV55T7Iz6/JKanhZkP+5JEBEp2tWRMQQzAwJPjBn6NMjP7gQZoYL+wIIGYKIAX5bnGyvUYWsA995Nsotf8iS6xVfZHKS//5jFq+fdIbv/0Uj0ys/2LYl6U2Hoh9fFvI8frZhaNdW37+0lVhAEu4cZohYkplxl4+dNfRqq/99X4icQ4+1MTJ5uPW+EM4kXZVUmVhUEDEOTeWoVhkeR8L1G9tZ2Zyjw/FpdXz+0pTlpi3DKxteZsLssOiRawFgaYI3VBXvUh/IweXi6RDoNVVTE4IKS/Cph0pZ02CQzAs2NBn8+4NxHtgR5NXtHu/5WpLn1jkk0z5b93p87sdp/vBA/zUW1uwQvOf7Gqs2QyIDm/fBTb/U+Mo9OruSgoQNzxwQvOdRi+2JwR8W40GPRZUOvepYETDg0mOHngS5cb/BO/6nhGe3GSSygm0HND7/pwi/eiJ05I2Vo0ZN8VTGBTdn4WbD4GsgJEYogx7Mq5LPyqAkPMkP9qT5wZ70iO3zcFPYeteQWBjR+MzCAMtKNBwfVjY43LrDJl/kiNlfPoUQ8HydxUO7i1dwXLvV491fHVzp9dXbBVff3Dvg0bhn1/APg4ebbjncqZjr9hm8+ydHtyS3MgiTpGjUUKmeiHHCs03cdBT8zkWvpIabieDlik+7U5SjqcOFTUkfr1c0kfMkfz9waJhkmiX4+QkhlpVoaEIQ0AWXVpt877ji3+N79hb20Z3nSzZ2QMfoTpIYUSlbY02dhdsrNyTnwF3rDp/3oExs3ZYKnJI9ESqIGCfcTKGITk8CNxua0lGuMn58eaNNi3NoimfGk6xP+Px2z6Eg4m3TTUyt5xTTgC44vkRnbqjvFfntO+DVNsh07jPlSFps+Pzqo/KWRtQn/1FBU1onlRfkXEjbglcOWPz0udhYN00ZZb4c+m2iU8MZ40Rh2e1iD6ixDGXkLI7BmRUaGQ8eavBpG8RSDfU5yRXP5Ti7QqcmINiQ9Hk14TMtKLlwuiSgwwlhDat3YgCFIY9ZYY1d2Z6X6o4P162CE8pgaRwOZOGpxr5DJBNBfdLgvF/U8tr5OWaWuKxrsHhpv8VwVuZUlPFOBRHjhNA9pFfk4yhSY19RhuLzSzQum65hiMJJ+hOLNT671uOp5oF/xzwJTzQfCgQunuHxjZNlYW02AU7Wwcvp6L0SeQwBu9L9d96ubSvcJjrXFzyyTSU9TjVT+SithjPGCSOcoe9XUWKEMyqxUhm2MyoEl9ZqhDpX4gzpgqAu+PbxOsEh1isqMSXfOFkS1CHYWTo6FLbRhcTvNgaX8yTPt3nszU3lQ60yWR1cO2OqDmeoIGKc0C0HM5YsrJiJBM3DiKQwgmrxK2X4Lq3VigYLPnBa+dCi1LOrJW6vzgVNk1glKZpcF9uXJBzJn/c7fHFjbkivoSgTwVReClwNZ4wjuuWgW8Obz68oxQjoU+NhuOKWJKhLeo/5a7rP6lwaK+jwhjkuH5gDM2oNvvtSkHb76HSrzYi7fPmSds5dmMf24K7VEZ7cGuQzF3awsMqhKalz62Mx7lod6dN+RRmsyTDLYqhUEKEoU8DKep/zqgRho9cJH3h+CItohXTJh49z0LW+3Rt5X3Lu3DyVocIKnACXzXM5sSrNZX+L4I1ysnAs6HPv9Y3Egz6GDiHg3aeleN8ZKQ5WA59Z5vH1yzqIBSW/flbNnlCUoVLDGYoyBTzbIrmv3ifrSlxfkvMKty++6hVd5vtILp3jETFAaD7d1ySUSDanfEoChwIIKORLTAtJzp85vNLbA/G2E9OETInR7fUDBvRelyxsST5+fgJdmwR9ysqYmeo5EaonQlEmgJDQOC0SISA01mYzNLiDr8T0zY0+f9nnc1alRtqDhw74tAxiimd3S0tl51LdEql50FmV0fYlSV8SKpJ/ETZgUanPw3uH9poHaZrgnHMXMGdOORs3HOCFF/b0ePz4mXbX+hXFuGkTpy2MMHys0hSlIZ+WtFoNUxm6SRALDJkKIhRlnFseDPHZmhlIJBoCDbi3o4072loGva9NyULlyeHamhBk3EJgIASgFw6jng+bWjVOr4Voryv/jAO7hrAuRXeV06L8+a73U1kZRdc1fM9n8+ZG3n3Nb8l2rti16YDJJcdlMXvFBVJCanMVufrOEtJCAlVM121apvRpQBmWSdKjMFRqOENRxjFLCD5TM52QphHWdIKahqVpvClexpLg2NUj+PtunbxHj1UzbQ/qM4KfrzdJ2qLHzA3Xh6QjeHjv8K5bbr75cmbMKCUaDRAKmUSiAZYeV8NNnzy/6zkbmoMYuugRFkgg3xQtBBC+Vrh5Ong6310WVAdCRRki9dtRlHHs+FC4aF+pJQTnRccuITDlCN71iMWLTQLPL1SefHS/xrWPWdi+xjvuC/NUnY7rFwKIp+t03nl/GGcYi1FZAYNzzl2A2auLIRg0eetbT+j694UrJF68BAy9K1uDgEWmvqwQPPQS1OC4EnUoVIZOTfFUFGVc0vuZfqgJgSlG/8RXFYSPHQNnV0HGhTt3w+92FipX7klpfOCJQGdxKZDd2tqY1bj+sTBaZ8VVv58ZGecvzHLTee3MKnXZ0mTy/UdLeWFvYbGu02ptPnV6igVlHnsSOj9eE++38JrRLYvSNEAYOpTFDx2lhcCneN6DpFBRU1GG4uACXFOVCr8VZRx7NZfpU0IaIOv7/CudHNXXLjHh/86Gi6dDqSWYHhZ8eBF8c0XP53lS9AgguvOl6DeAuHRpmh+9tZlltQ7xkOTU2Ta3v6uJ02bnOHOGzW2XtnNSrUs8KFle5fKD81vY+cCjeF7PQ7ZtuzzwwMauf698ySB7MGFUCA5GHtacPNl+1h5fl5jKpwFluKby7AwVRCjKOJbxfX7e3EDe93FloZx0zvd5KZPi5Ux6VF/7LbMKiZNGtwW1QobgvGqYGR7u3iVfuLCdUK9ZFCFL8vnXt/O5M1OEzJ5bhEwIrfoHiUSOTKYQJaRSeRoaktz8nYe7nvfUBo0H1+ik8+D74LiQteGbz/i80uGT6Vzdy/YkWU/ylY15nElwMFfGjhzGbaJTwxmKMs49kUqyOZfj3GiMsKbxQibN+lx2RF+jOiBYEdfocCQvtPt4Ek4qh5DesxdBSshkglxeYfA3N88++8hTTQVwQolOdUDQmIPpQZN5M3NURYsXqFhc5ZBPxUk3awRL0ujWodoSVSGbT7z7W5x/9gyoXsRzryb5x8r1+LbLadEQIU2wNp3jU7dbnPq0zxtP8ChJm7y0Tee+XT5/dvOcUa5xRplOwpW0hdOUTfeozAVoVtM8FWXQVBChKBPAAdfhzvbWUdn3xxeYXDXdwJWFK6OcJ7l+bZ4dKckZlRKrM5DwXJ2GfTW4rsF5ATh/NryYzvC9+sZ+x4QrLcGPloWotDQsITA0cByDTLYMvH2g9Q0ktLxF+45ZCEBKQcmMRuIzmkD30UpsvnNJPYJ6jPwLJJIx1okqvrFoJhoCARhC8LumNva3pHldQxQfOLkGrq+Fm7fYrGzwyIaz3H5tM5ooBDmGLrnl4Ti3PaOqVyqDc7DY1FSlhjMUZQo7r1LnzbUGAV0QMQRRQ1BuCf57eYA7dxeWDD+o+cA0XMcEqRHUNAKaxsmRMG8qjfe7/68vDjIjqBExBKZeSE8wTRfLcGndPAPf7XkI8lyNxNbp4OtIXwepkayrIp8IIWIOQoNYQBINSIImvPOkFP9zhkFM14noGmFdw9IE764q4XvLAoQ731PEKKxa+tnFFvOicPu1zcRDklhQEg0W9nXTBQlOmDHE6lvKlDaVZ2eoIEJRprC3Tjf6rqchBBWWIKwJrn8edqQkOUeQzwbpvVhVUNO4pLSk6L5LDFhWovfIqYBCIBEI5mnZNJvWrdOREhwPkjmNhg0zSNdV9ni+9AWpRBQXSa9dEbYk1YsO9HntWNApuuCYLuBDJ9h99gMQMCRvP3l080yUyckfxm2iU0GEokxhxcpTQ6F7NqQL1rbBO5+W3NWQ76zw2JdV7IwMBDTR75VWoRSUoHXLbDrsSr71xDSu/+U82nZVFX32ywcs8m4/012NIkMiWvG1OXUBEat4m3QNooHJcFhXjibZmfA81NtEp4IIRZnCHmr0+p32uDFZWFzrf9+Q5JrjU5iBvl39ji9ZlSp+9d5kS5rtvvuWEmy780yuSYIVOe57NcDahItRbDqr53P3Dq1oJnvWFnTsrexzfyJnFH1+3oc/bzAx9b6PpvOC+9aPXRVQRZmIVBChKFPYPfUuuzKHpj06nSt8/ucmG1fC6TUuSys8wibULt6F0DwQhat1W/q0eS5/bGnrd///uSVHxpPYnYGKlOD7Grl8AGF4VJyzm1sfDNGY0Ej7kv/ZmyDnSbzOK7SM57Mx7fJIS57P/K2crCOwOzse0rZge4vB954NkvP9rm2yns+6pMtv99hkO/flS0nGlTzW5PFUg+Bb95eStQXuwX3lBS/stnhwowoilMGbylM8xazZCyfD+xhXyiuqaW1pGOtmKEq/BJITKiQllmRdi8appQZnVui05CX31LvsyRYOC9ctz/GJk7MYnZcbTt6k/UAldibItnyOH2zPsrHj8OUeqyzB5TUms0MaGVunKmhSUWXTUNLOH9ZqrN3Tc5LY/JDBJRUhYrrg6Y48/2rPd40dzyu3ueE1KWpiHv/cFOLPr0RwfMG8gMlFpVFimsa/UhlWJbP4wPISjUtrdExR6HV5ru3QcMXSWpu3nZimJCi5f0OIRzYH+y2MpSj9mVW6iJpdC4e8/fYFL0/o84UKIkaBCiKU8Wx21Oe219qUWoXcB0uH//eqzu1bzD7PvXxBnq+emSHa+ZCU4OdMfE8n7xVyHl5tFdzwtEWmn5yFkTI9LPnFWR6VgUJCmqXBbZsFP9us6jsoY2dm6SJqdi0Y8vY7Fqye0OcLNZyhKFOK5BfnOtSEIGJCzIKADjcs8zh1Wt8ExQd3WTiewO+8gPdtA+npCARBHUIGnFAh+eKJRy46Ndx2//g1HjPDne02C+1+/2LJOdUqGVJRxooqNqUoU8iyMkl5QKL3unwI6nD1Qo8Xmnpe1ec8wbtWxvjh+SnmlPjojtFZ0umQgA6XzPb5yosSb5SGA+bHYHqYPu0OG/Cu+T5PNajrIWXsjGSxqUAgyAUXX870mbPxPJdXV7/Ii6ue5vqbvoDnekhZCJp/9dP/xvc8lixbwdnnX4T0fR5Y+Vf27toB0O/9I00FEYoyggJCcGlpCefGouSl5L72BI8nU0e1DaaAyytDXFgRwpOSfzRneaAlhw9ETVn0gKcJKLWKHwl3dOhcfk+cqrDPyottwkWOGpoAUwOveCXrYYuZhZVDi4n3M2VTUY6WkewL86XP+lde5p/33kk0WsJHP/VF1r/yMpYV4NYffLXHc4PBEBdeciW3/eh7BMNh3vW+6/nxLd8gEAgWvV+OwpRSFUQoyggxgJtnTWeGZRLQClfGcwMWy0JBftTYfFTaoAG3LCpjYcgg2HnZPjdocFpJgK/v7OCVVq0rSbK7jAsP7jt8bkFjRuOZAxrnT/f79Ahs7RDkvNHLidjYXnzsNefBQ3UqGVIZOxJG9OTs2Da7d24DoKyyko72NrLZTFcPRHfzFx/L3t07yGTSZDJp0qkktTNmU1peXvT+un27R6ydB6k+QEUZIWfFotR2CyAAQprGa0ui1JpHJ14/PW4xv1sAARDSNU4vsVgYMsi4gpvXGGRdOLiidsaFPSnBPbuOnKD4/bUGKRfynT0OtgdpB77+Ut+kzJFk+4L/Wit6tDvrQn0G/rRTHcaUsTXSFSsNw+QTn/8G73jPdfzl/27HNC1MK8DV7/sIH/r3z3LSaWcCEIvFSSYSXdslEx3ESuL93j8aVE+EooyQFeEgIa3vCc2XsCQUpN4Z/WGNE6IW4d7dBIAQguVRk21Zlz/vMNjUrvHOBS4VQXimXmddQ5CY5pHrPEOXixARYdHgp7A5NEaxN63xpvsCvHOhywkVPts6NH6/VacuozEzoFFuamzNeGS7jZnMsUzCusb2nI19hCs2TYNl83WkhPU7va6EToB/7NXZnpBcvcBnWgCeOAD37tHIjmIPiKKMBdd1+OG3v8zM2fN4x3s+yC//53v86be/5EDdPsoqKnnvhz7G/r2FXoXu9dkK/y0Pe/9IU0GEooyQZtfD8SVmrzLQEmh3RylZoHcbHJ+87/foDQFwpaTNPXRGfrVVY12rxQ3TS3h7eYQ3zyq0+8UOlz2Ns6jSonhIdARPOLt41t3TtW1LXvDj9Yd6HkoNwU+PLWF+yMCVEkMI/rcuzeOtLl+bWUWVaeDJQt7ETw608GiieIXLU5ca/Og/IgQ6d53Nww3fS/Hy5kN/u40dgq+8rKZ0KuPLaOQaAOzbs5OG+jrmLVzM5g2vAtDUUM++3TuprKom0dHOjFlzup4fKykl2dGBpulF7x8Nqh9QUUbIQx1JvF7Rvi8lWemzJpM9Km14pDXXJ3HSlxJPwjPt+R73v7kiwkVlYQKaIGpoBDRBOD2P6XoMU+gEhYEpdM4157JIr+j3Nb+5sIRFYYOgXthPUBe8f3qE/55fyQzLJKhpRHSNkKZxQ00FCwN9MyFLo4LbvhClIq4RDRdu08o0/vdLMaLhEfnTKMqokIzscMaSZStYfOwyoDBcMXveAqZV1VBdMx2AsopKZs6ex4H9+9ixbRMzZ88jHIlSMa2KUDhCXd3efu8fDaonQlFGSKPr8u26Bj5ZU4UpBJqAJsflm3UNR221vjbX5/Pb2/nyvDghrTAZs9X1+cr2DnovY/HWaRFC3YY+co5BKh9C9Lq2sITOGcYstnotfV6vxtJYGDb69L6EdEFV0MfO97zfFILLymL88EDPfV16llV0ZU1Ng0teY3HnI2qJbmWckozoQlp7d+3gwkuv5LUXXkIgEODJh+9jx/bNvP7iK4iXlWOaJvf//S5amhsBeHDl3VzzgY8ifZ977/o9SEk+lyt6/2hQFStHgapYObVpwGzLwpaSOmdoRZhKNJMLQlUsNKM0eDkeyjRQ7+UGvL2gMCvDQ7Ind2g4QANuWqRzyXSNmC5wckHSyTC+b+B6Om3ZEPWJMpL5YLe9SQKRZvRoHQJ4us3FtEuZa0RxzCSXzs4Q1vtGAI4nyGcjfe7vCHTwhd2N7Go/NCRyw1VBPvaOIHqvSMJxJT+8I8vP7y70ohwTCPHGkjLKdIOXMykeTLaTLZK1rihHy/T4QmLb5w55+6ZjXp3Q5wvVE6EoI8wHdtlDv3Ku1Cy+UL4US2iYQmOejHBKsJyftG9jk5Mc0D4ksDPn9rn/njNNZkQOJVqJUI5kIobva2gCykNZSoM5drVV0JgqAeCY6jrKwiksPUjeMYga1fg6CDR8wgTEbnonbdm+xHX7Hl6E5rFgXjP3ntXE++6uYHV9AIBV611yeYj0Wv/KceG5dYX3cUE0zvvKqzt7eQTzrSCvj5XymbpdKpBQlDGiciIUZZy5MjqTYGcAAaALjYDQeXfJ3GHt96Jq0S2AKMimIvieBp1VKIUAXZPMLWtBEz5BK01FJI3VmcvY2FGKlKJryENDp66lEs8/1KWb9yUdrs8dB7Jku02vEJqHGcpTNquRiCX5z9e1dz324kaX59Y5ZHKHgpFMTvLUGoe1Wz0sIXhveTUBTUPrfAMBTaNUN3hjSemw/i6KMhwjnRMx0aieCEUZZ5ZYJeiie3wv0YSkQteJCIO07NvDMBAXVxciASkhlw8ggVw2SLFrCU9KMnob+UAbCB8pBb4U5Dt7FzThY5kOjmvQlioha5s0hHdRaQqe67D5a2OOhCdZl7H57goTXINYTQulsw6g6YVD5+IKF0uX2J1TND/63TSXn2PxtlPCSAl/fjHD354u9OjMtYL4RaaoBTSNU8Ix/trROqS/iaKMhGLfzalCBRGKMs5kfZeoVvhp6sIjYuURonCQ+mbtHG5p2sdeJ3+4XRTV5kjS2RCbd8zHdgr5CDXxNkJm36DEFz535DawzLB4jVuKZ4eRUlAZSSGEpDTegaF7CAFtySg7G6fxlfpEnyurl9JZIkt3UBnpe83l+OB0m/k62wjwum0zcHcW3vvrPJfVxn5223lSvodO8XoQidGqta0oAzSSiZUTjRrOUJRx5uFsA3nfQyCJBnJomkSIwlBDtWHy1erZmGLwBZZu2y5Zt2UxuXwA39fxfZ22VKzPlFDXl+y3XfbaLqs6crj5QgABhRknAkEiUYIQoGmS0lgKvWxfv12zv1sbIeP0bG/Ohb+sjyA7A4OQ0PhqzWyqTYugphHUNKoMk69VzyYoNOocmzrHxu2V+5DzfVYmVC+EoowVFUQoyjjzRLaJZ3ItaLrTp5NUEwJDCE4NxQa93xmUkfcKwcBBWSdAcyqC40tSnk/W99lrO3xtb2H62PGhKHmfHttAYUgkny8kReqaZElZvt+Dyc9eiHHfliA5FxI5Qc6Fp3cH+NaTh8rwnhmJ9dle65wme3qk8F5vbtzHfscm5/ukPY+873NnWxOv5jKD/lsoykiRgBzG/yY6NZyhKOOMBO5I7SFo5HmjVd7ncUMIyvTD/3QXiGks0Wrx8Fnv17FHtlKimSBF73iAZDbGva0JttNEwvPZlT80LbVU19GL9noIPL9w2vd9gS41vj4/zsOtOZ5qz/folfCk4LMPlXPLMx4Lyh32dBjsTxxqf1honBaOERB9wxBLaJTphVyOVs/l03W7mGUGKNF1duRzA5qVsWSmzzWvdZhWInn0VYN7VunkncH35ChKf1ROhKIo487afJrz/DghrWeZZ0/C5nz/V9+X6cuZq1ViCQMpJQu0abzq72OnW4+H7POjz0mPzU6SDUXyLDbnczidpax7klimg+dp+L6GlHBWaZATYxYXVzh8YXt7n8NqY1qnMd3zvcQ1ne/UziOm6fSJbgBb+mzO9az2udfJwwDLb1xxmsO3rnEwDTB0OOtYm/eeL3jrzUGytgoklJEgp3QQoYYzFGWcWpNNscfOk+82TTLn+6zPpdlmFy88NVOUdQUQUFh4yxIGx2uzaHN9tjkJ8v6hRERbeux3M2x0itfV35jLsjmXJdd9JSwkhuFiGA6+X5geKjqDjLCusTxqclpJ39LWxbytdBol+qGKl93z03K+z9Z8jo35oZUMD5iS/3qXQyhQCCAAwgGYUyl559lDm+GiKL2p4QxFUcaFckPH8SXJzhO2BL7RsIc3xMp4bTSOBJ7NdHDvYaYzztMqMCi+QNVcrYJfJLdydqCK1wSnoSFYlW/iyVxDn0NZSBNENI1W1+NbB/ZzUUkpF8RKEAjW5hLMi9ussANENehdrDKsa5xVGmBV4lDBrYAQxDSdVs/tMdRxcijarZej0AopCwflezpauLejb6ntgVo+2++TNAoQCsAlJ7v8+tHDL18es3wiJjSkRVcCqKIoPakgQlHG2LHBADfVVFFh6AgEm3I5bqlvpNXzcJA8neng9JIAS0NB5kVKeGNZhB82NLEh27c3Ii9dfHy0XoGERJLHxUfyZL6BJ/PFy+wGhODG6kpeE43gUygc9YvGZu5LtHNfor3reWe7AU6Ohop2ZbpSkuxcMVQH/q28hnMicfzOx/7Q3sCjqULPR65HToPosY/7E20MZ/JmKieKrscB0JHpPyiIWT43n5PmnJkuvoSOvODL/4rwxL7DBx3K1KWGMxRFGRMVhs7XZ9ZSa5lYmoapCZaEgnxzVm3XKfW/ZtZyXDiIqQkCmkaNZfLVGTVMM/peA2zyD/R7ONvuNx6xPZ+smcYZ0QhW5zTLuKHz7zXTWBo6tJbGsWGDL8yNEzX0rmGM7lwJD7QWApx/K6/h7Ei8a39RXee9ZTWcFIoCcH+irddQCTjSZ10uQ2aYpaw37Rc0dgi8XrtJ5+F3j/cfEPzkgjRnz3SxdAgaUB2R3Hp+imPK1RCIUpwv/CHfJjoVRCjKGLooHusz+GAIQZlhsDQU5NhggGmm0SexUQcujved5pkgx/3uOhzpkZcOeemSlw73umuwj3BdX6rrnBwJE9B6r+IpuKrs0HTMd1RHsIocOaSU5H3JrXsS7Ml5BITgnEi8z/6CmsZb4pUAPJhq47lMAtv3yfgeOd9nn53nx811h23rwAg+8KMAB9oEqRwks5Bz4LYHDZ5YX3zIZ06Jx/JpLoFeD5s6vO+4wRf4UiY/2ZlYOdTbRKeGMxRlDE03Cz0QvQkJ04zCKpzFiuFZmsZ0q/jV9FbZyE7ncWaJcnwk+2Qr3gAOVuWGjiOhd0qkJgRVWoSrwnMBqBEOgr5X5Tlf8uUd7bycLEydiGl6vwWoKjunqErgpy313NXezFwrSIvnQCjN9SfnKQvAgQMVJBqq2OvmeCbXTEYOboBjd5PGuV8KcsoCn9KI5OUdOi3J/ocyaiM+jgehXkdGQysEGIqi9KSCCEUZQ+uyOU6LRgj1CiQ0AVtzeXxkn8RFKMxcWJfpf2lwF5+dsnlQbdlvO0VfqzkVwcmFOCtQeDDX7rPfTTKzsq1XmwWb04eCi1bPxS0SAflSsqXXjIsmz6Ep6/DmhXm+emYGUyucuN35DSRac7y46nguidRyc9tGGrzB9QhIKXhhW/Geh942t+ldi411l3dhVb06XCrFyUmxlNbQqOEMRRlDjydSJDwPp9c0zhdSGfY7DvWOy7OpdI+8AceXJD2PRxMDWxZ8oPJScmdLzxyFnKORzIXR0DorSAo0dNrTJaTzh3pCsp7PnQ1p0t2mQ/jAH9obeuzPl5K89Lmzo6nP60dMydfOzBAyCgEEgGF4xMvbmTmjhZDQuSY2Z0Tfc29tOY0/bgyQ6VaHwvUh7Qp+tyHY/4bKlFVYxVMNZyiKMgbyUvLJ3ft5R0UpZ0aj5KXPfe0J/tGe6HrOzxta2JrL88bSEoJC47lUmjta28iOwqI/d7V1cMBxeWt5KWWGzq5UgFiRYlOeL1jbYrG4MkeH6/OnxgwPt/btGXk01UG75/GWeAVVhs6mXI47O5rZ59h9nntqjYPjQ+9TtW74TKs9QGNdDYvMGAJG9dB78wshtrZrvH9ZnrgleWqfyf+sCdGaU9dcShFCDitBcqJ/q1QQcRjHLF3O6WedhxAav/nFrT0e03Sd6278NBteWc1Tjz0wRi1UJoOk73NbUyu3NfWs/3BsIMwHy6ZTZVhIJM8mOvh1Wx35Yc5aOJKnU2meTqUBODtQzRXh0j7P8ZA80p7lSwcOP2SiA6eW+5xSlcIQUOH6vOzBvra+z817xXMVpATPK4wxHJ0rN8Fftwb561bV86AMjD+M4YyJHkRM9PaPqtbmJjatf6XoY2eeewGO3fdqSlFGwnTD4jOVc5huBjCEwBQaZ4TifKJi5lFtx1q7eGEriWS1feRCUNfPivCWqiAhXWBqgkpL5/NzY5xS0jcp9IV6A9fvG0j4nkb9nhk40ufFXNsk6ABWlMlDBRGH0dR4gAN1+/rcX1ZRybFLj2f1C8+OQauUqeCNsYo+y31bmsaSQIQq/egVPUpKh9+ntmNLj5zvkvNdbOlxR3oH7f7hg+iABm+aFiSo95riqQveWxvu83xXCj70UJREXpCywXY0PE9jx/bZNDTHqXez3JHaM6LvT1GGq5ATMfT/TXRqOGMILn7TVTy48m7iZX1XWFSUkTDTCBRfPVNI/q02xuakTi4XoV3mWeM0kZHDK4Q0Xytnrl6Khk/Q8ADJOqedXW6KtU4rm9s7WGqWIoANTjvZAUy1LDW0otNTAaYHil+/vNJkcNYdcc6d6RA1JfsaS7BsgwZvK9ud1NDfoKKMGjmlZ2eoIGKQjjvhJDraWtmzazvLVRChjJItdob5gRCm6F34SWNmfi5lBPADOrb0uCgwh19l1rHXG/xJVkNwdeB4ZmglxA1J1HQ6Excl54VqeCnfwv+ld5KTHi8PYPiiuxbH78xh6BkM+VKyJdN/0GN7god3H6xWke+8Kcr4NRkqTw6VGs4YpOOWn0TtjFm890Mf5+zzLmTFKadzyhnnjHWzlEnm/lQrtpR4PS7lfdB80vkgviwkGlpCJygMrg4dO6TXOUGvYaZWQlDoxEwHTYAQhZoPAaFzcqCCxUbJkPbtSvj1/gxZr2d3RN6H/63rfylzRZlICv0QajhDGaA7f39b138vP/FUSkvLefG5p8awRcpk1Oa5fKlhB++KV7MsGCFiSGKRDNsaq/Fl39g/KkwqtCAtfv8FqIA+0yOPN6qxhIGlu0X6DMBE46RAOVvcBEPx58Yc7a7k2toQFZbGlrTLz/Zn2JpR1R8VZTJQQcRhXHfjpzGtANFojOtu/DSPPbSSbZs3jHWzlCmiwbX5QcteaiyN3x0fJ6gLRN8aTV38w9SNOCEc5CPVZcwOmKR9nz15h4XBAKZoI2Vn2NdW1s+WckgraZbpOh+tKee0aCGB8vn2DD850Eqbp4IHZfIZ2q9kclBBxGH88kffO+zjr65+4Si1RJnKDtg+9XmfOSGN6tI2dvfqjfClpM3P0yaL5w4sDlp8ddY0gp2ltaO6zpKQzsG8zVggz+KqBva2VODJnocEB8kL+cGVzzaAW+bWUmHoXUWqTouGWTg3wHXb9xVZdUNRJjI5KYYlhkrlRCjKBPDlrUk6XElJSQuxcBpN+IBPTrpkpcvvsxv73faayjhWr5kevSd+CCEJBfNICb4sLMdtS59Hs/XscgeXsHl6LExM03pUuTSEIKppnBHrO7VTUSYyNcVTUZQBMYBTI1FqTJPdeZs12fSwDgE6cGaZwTyjnPZ0CRszWXZyALdI1+junM9Vq9s5q8yi0tzEATeI70RI+DYb3Rbcw5Rgmh0w0YpNF+1GExA0HbblLJ7xtuAJ2GC30+wPfmbETMskYvpYpo2UAscxkVIjqAlm9rPyqKIoE5MKIhRlAMp1g2/PmEVYaFiahi19ml2XL9btJeMPPpSIG4KfHR/mle3LaGqJU+ELztV8TvWXcD+raKXv4lq2hMdaDxZ4ygMdA3qtnXmHaaZx2EDCl5DOW4QNjw9URflG/f4hBRAAp1f6xEpShSRNCaFwlnQqQiKvs8d2jrS5okwwckrnRKjhDEUZgOunVVOmG4T1wjh/WNOpNUzeXV45pP19fH6A9tbpNCXjuL6ORMPzDSwMzuPEEW37H5s7sHslXXb/Z2EIQ1CfjBMzbcKazmeqp/eZqTEQZ5YaLI9rXVNFhVb4/3AkTcJzWZVUUzuVyWcqD2eoIEJRjsAATgiF+1SQNDWNsyOxIe3z/AqDbU01uL7e6xFBiAAljFzuwLaczZf2NLI1m8eVknbXI5G3cP1CD0QiF2T9geloUpD3CsMNQU1jvhUY9GtdUmUR1vuGHx7wu7amKXy9pkxWEoaxEPjEDyLUcIaijJHDr+R95H6AIDqXhmdzkjkNIQTr7Bb+lt1NSvYdMtiQzfPxXQcACKHzxdjpGN2qYQpA12RXEQmJHEgTBtzqvC/J+GrpLGUyUrMzFEU5DBdYl83g9VqC25E+z6b75i4MxJMtLguqGtC1vtfmOWwSpA+7vQBuiB3HaVY1Ic0gKHRWWJV8IrYc4whn/ywe9V66T10JgSQWLBSrcqRkZ37wORH3NzlkvL7BghCwJqEmdyrKZKOCCEUZgJ82N5DwfLK+j5SSjO/R5Lj8rnVwNRQO+uHOPNPK66iIJDE0F5DomoeDw+OsOeL2i4w4FXrPtTUMoREWJsdbFUfc/k+5LWSlS166SCQCH1N3iQRTZH2f7zfUD+na6uk2hydbHbJeoWR3zivcvrolja06IpRJSU7p4Qwxa/ZC9dMeYeUV1bS2NIx1M5QRZgnBGZEoNabF7nyeFzOpI47xC2CuVk6pCNHop9gvD82oMAS8ttxgjl5BWyrOpkyWbdTjDKAc07mBWi4LzekxJHHQo7n9/CO7+4j7MNE43qykVATQdYe4ZZOQHv9KJUkdYcbJYivMLDNIg2uzPp/qM8F0SVTn9LhBypM80uLQ5qjDjDI5lZbOoGG7feQn9qN2sTahzxcqJ0JRBsiWkidTAx++CGPxbutkIsJCQyCRNMoUd9ircfFxJTzS4gINnbeBa/ZzuNLvE0TkpUeTlx3QPhx8XnIaD90xgM0CQvDZynnMMoMIwAfaPZf/atpOwj8UUm1MeWxMqTRKZSoY7lLgE3tAQAURijJKLjGXEBdB9G4n+mpinGPM5zF327D2vclpIyUdDKl1BRKe9LGlx2p7aEMsA/HWkhrmmCEs7dB7MoXgA2Uz+GHLnlF7XUUZz4ZXJ6LnaTgQCHLBxZczfeZsPM/l1dUv8uKqp1mybAVnn38R0vd5YOVf2btrB8Cg7x9pEzsEUpRxSkdjnlbeI4AAMIXOcr122Pv3gf+XXMdGpw1P+vhSss1NcGvyVexRHGc9O1zaI4CAQi7GCcES9CFVllAUpTtf+qx/5WVu+/H3+fPv/5fXXfwmQqEwF15yJX/41Y/5659+wxVXvRshBMFgaFD3jwbVE6Eoo+BwP1dtgCfbCi3AZeGZHGvGyUqPx7L1PJ1v7Mo/SEmHX6c3d14JCPzDlL4eKb1rZRwkKFyRqAEMZcqREl+OXODu2Da7dxZ6KssqK+lob2PeomPYu3sHmUyaTCZNOpWkdsZsSsvLB3V/3b4j50oNlgoiFGUUuPgckAlqifcoN+1Jny3eYdbz7hQTJp+OH0dQGOhCEMXkishsavQQf870PBAUDl9HJ3Hx5WyCM8KlPRbX8qVkm53BOUptUJTx5GCxqZFkGCY3fvorGIbB7T+/lQWLjiWZSHQ9nkx0ECuJE4vFB3X/aFDDGYoySlY6G8njYsvCbAtbuqSweXwA+RDnBauxhN7jyj8gdF4TrCImxi72/7+OA3R4DrnOJMqc75HxPW5r2zdmbVKUsSWR0hvyrRjXdfjht7/MHb/5Be94zwexrECPlXfFwYVpYND3jzTVE6Eoo6RVZvhZ/hmO02uoEGEOyCQbvQbcAVy1LDBjPWpAHORKn+lGmM1OoshWhzczDMtLoTEHL7cO7ZCS8F0+07CF00OlzLNC1Dk5nsm0kxnB7lxFUQr27dlJQ30dzU0NLFl2Qtf9sZJSkh0daJrOjFlzBnz/aFBBhKKMojwuL3uDv0pv8HLMNaJ9EjN1IWjxBldJUgBfOx7eMB28znN9iw3XPQcNuUE3DVtKnsq08VSmbfAbK8okNJJlr5csW4HnumzZtI5YLM7seQt46rEHmDl7HuFIlFA4TCgcoa5uLy0tjVx4yZUDvn80qCBCUcahx3IHOCVQQffluRzps9NJDXqJ7jfPggtrIagLDu4woEu+exK895mRa7OiTFVyBHvi9u7awYWXXslrL7yEQCDAkw/fR0P9fh5ceTfXfOCjSN/n3rt+D1KSz+UGdf9oUBUrR4GqWKmMhGPMEt4ZmUdcswB4xW7jjvROcv2Mo/bnT2fDMfG+syrynuSyx6Bp8EtkKIrSqSReze6tR06W7s+CJdMm9PlC9UQoyji12Unw9fa1RIVBXvo4Q+wyDfXzK/clBHuvRN5LVOhcGq3m5GCcrPR5ON3E09lWNQ9DUboZyZ6IiUbNzlCUcS4l3SEHEAAP1xd6HXpLOLAv0/92QaHxtcpjuCBSyTQjwGwzxLtKZvCekplDbouiKJOLCiIUZZL79fZCAmXGLQQStifJupIvrz38DI1zQuVENaPHLJGgpnNWuJxyzRzlVivKRDG1V/FUwxmKMk7oAk6IaxgC1nb45Efo+JJ04e1PwiUz4LRKSV0G7toDdUdYcGtpIEZAKzbNVDLPCtOaG50pY4oy0fRX72EqUEGEoowDx5do3LI8gN6Z/6gBX91k80TzyByccj78dW/hNlBNnl10pVANaPOcEWmXokx4UqqcCEVRxk5Ih1uPDxA3BVGjcAsbgm8ssagOjN2iVo+km+mdSuFKSYtns8M5TDKFokwhB8teT9XhDBVEKMoYe21l8SkSGvDG6iNMnxhFDV6e/2nbSZtnk/c9HOmz3U7zvdbtY9YmRVHGFzWcoShjLGaIrmGM7gwN4ubYLq+93k7yqcYNVOoWeemT8N0xbY+ijD9qOENRlDG0qrV43kPOg2daxj5hS1LIj1ABhKIUp4YzFEUZM3uykr/Vu2S6JSBkPMmL7R4vtE/8g4yiTG4jv4rnRKKGMxRlHPj+NodnWz0urzUwNbivweORxol/gFEUZXJTQYSijBP/avX5V6s91s1QFGXQpm6PoQoiFEVRFGUYpnJipQoiFEVRFGWIZGfZ66lKBRGKoiiKMixTN4hQszMURVEURRkS1ROhKIqiKEMmQeVEKIqiKIoyFConQlEURVGUIVJBhKIoiqIogyVl4TZFqcRKRVEURVGGRPVEKIqiKMowSKZuT4QKIkaBruuUV1SPdTMURVEUwPc92tuaR2XfhmFwwomnD3l735/Ya+SIWbMXTt0QSlEURVGUIVM5EYqiKIqiDIkKIhRFURRFGRKVE6EAEAgEueDiy5k+czae5/Lq6hd5cdXTXH/TF/Bcr2uVul/99L/xvYk9hneQputcd+On2fDKap567AGWLFvB2edfhPR9Hlj5V/bu2jHWTRwxvd/rZP1ci72vY5Ysn5Sfa7H3+uGPfXZSfq4A0VgJl735nZTEy0gmO/j7XX9k1tz5k/KznUhUEKEA4Euf9a+8zD/vvZNotISPfuqLrH/lZSwrwK0/+OpYN29UnHnuBTi2DUAwGOLCS67kth99j2A4zLvedz0/vuUbyEky/7v7ewUm7efa+31N5s+12Gc4WT9XgMuvuobVLzzLxnVrmFZdi5T+pP1sJxI1nKEA4Ng2u3duA6CsspKO9jay2UzXFc1kU1ZRybFLj2f1C88CMH/xsezdvYNMJk1rcxPpVJLaGbPHuJUjo/d7BSbt59r7fU3mz7XYZzhZP9fS8gpisTgb160BoKmhnjkLFk3az3YiUT0RShfDMLnx01/BMAxu//mtmKaFaQW4+n0fIRaL8+Kqp3j5+WfGupkj4uI3XcWDK+8mXlYOQCwWJ5lIdD2eTHQQK4mPVfNGVO/3Olk/12LvyzStSfm5Fnuvr65+cVJ+rgDl5ZW0t7Vw0aVvZs68hezasY1kon1SfrYTjQoilC6u6/DDb3+ZmbPn8Y73fJBf/s/3+NNvf8mBun2UVVTy3g99jP17d9NQv3+smzosx51wEh1trezZtZ3lnSdWACHo9d8Tv1u02Ht1HHtSfq7F3tdTjz4wKT/X/j7Dyfi5AgSCIaprZ/DYQyt54pH7eOvV7yeXzUzKz3aiUUGE0se+PTtpqK9j3sLFbN7wKlDoPty3eyeVVdUT/qB03PKTiJXEee+HPk44EsEwDNa8uKrHVUyspJRkR8cYtnJkFHuv2WyGF597CphcnysUvrtw6H1lMmlmzJrT9fhk+Vyh73utrKpm/dqX+9w3GT7XREc7Lc2NNB6oA2D7lo1omkaspKbrOZPps51IVBChALBk2Qo812XLpnXEYnFmz1vAgbq9tLe20HCgjrKKSmbOnsdD/7xnrJs6bHf+/rau/15+4qmUlpbz/LNP8OGPfY5wJEooHCYUjlBXt3cMWzkyir3X9rYWqmumT7rPdeExS0l2tPd4X08++gDnX3jppPtci73XbZs3TMrPFaB+/x7ipWVU1UynuamB+YuOZfULz3Lqa86ddJ/tRKOCCAWAvbt2cOGlV/LaCy8hEAjw5MP3sWP7Zl5/8RXEy8oxTZP7/34XLc2NY93UUZHP5Xhw5d1c84GPIn2fe+/6/aRdma+1pWlSfq7F3lfdvt2T8nMt+l7375mUnyuA7/vc86ffcdmb30kgGGTjurVsWr8WYNJ9thONKnutKIqiKMqQqCmeiqIoiqIMiQoiFEVRFEUZEhVEKIqiKIoyJCqIUBRFURRlSFQQoSjKUREIBglHIkfltcorKo7K6yjKVKeCCEUZI6ecejo/+eWvMYzCTOvvfP+HvPNd7wagqqqa+x5+goqKyrFs4mHd9B+f4/obPz7g519+xZt5w8WXjmKLCkzT4ubv/5BAIDDqr6UoU50KIhRllHzn+z/k7/c/wr3/fJC//v0+fvSz23jtea/revzFF1bx0evej+u6g9rvu97zXr558y0j3dzDisfj/P3+R4a8vWlaXHzJZTx4/z9HsFXFOY7Ns/96mosvuWzUX0tRpjoVRCjKKPrDb3/NFZdcxNvf/CbuuvMOPv35LzFz1sRbaTAaKxnW9hdceBGrX36JdDo1Qi06vL//7W6ufMvbEN0XV1AUZcSpipWKchS4rsvjjz7M9Td+jKrqavbt3cP5r3s9177/g7z/Pe8csdfRdZ1rrn0fF77hjSAl99+3kj/89nagMPywb98eysrKOOe15+M6Lrf+4HusefklAKpravj3T3yK45YdTzAYxPM8XNflRz+8hY/d9B8YhsE9Kx+kpbmJf3vvNQAEAgGu+8gNnHte3/11t2Tpcbyw6rmuf9/0H59j//69VFRUcs5rz6OxoYHvfeebrDjxJN781rcTDAb5+U9/xFNPPDak5zc1NmLbNnPmzmPXzh0j9vdVFKUn1ROhKEdBMBjissuvJJfLsX7dq6P2Ou++9v2ccurpfOKGj/DRD/8bJ59yGueed37X41e9/Z2sX/cqH/m397F69Utc9+GPdj32qU9/nqbGRt5z9VX8zw9vIZlIcPVVV/DwQw/wxc/9B67rcuWlF3UFEABnnn0uG9YX3193M2bO5MCB+h73vfVt72DNyy9x/XXvJ9HRwQ/+30+IRKN8/IYP8+AD/+SGf//EsJ5/4EAdCxctHuJfUlGUgVBBhKKMomuufT/3/vNB7v7H/Vx/48f5zf/eRj6XG7XXu+yKK/nDb2+npaWZZCLBQw/cx2mnn9n1+DNPP8W/nnqSdDrFk489wqxuQyvzFy7kgfv+SSqZ5P5//oNgMMj0GTMP+3r/euqJfvfX3fQZfYOIZ55+imefeZqO9naefeZpkskEd/7fH0inUzzy0IPES0uJx+NDfv6B+voe/1YUZeSp4QxFGUV/+O2vueOPv0fXdWbPmctN//FZ5s9fwG2/+OmIv1ZJSZxoNMYXvvK1rnWINCFYs2Z113O6L5Rj2zamZXX9e/XLL3HJZW+ivm4f5573OhzXZf++fYd9zcPtrzvTNPF6JZB239ax7R5rJzm2DYBhmEN+vuu6aLp+2PYrijI8KohQlKPA8zx27tjOow8/yOtef9GovEYi0UEmnebzn/kkWzZvGvT2q559hquveQ8/u+03tLQ0842vfYlcLtv1+HByFOv276e6pvao5ifU1NSyd8/uo/Z6ijIVqeEMRTkKNE1j3vwFXHTxJbz6ytqiz7HzeazO2gZ5Ow/Q9e+BWvn3e7nuIzdQWzsdy7I4/oQTB9yl/6Yr3syvb/sFV7/tSm78yAd5de2arseam5vRdYMTTzplSPUX9u/bS3V1zaC3G46a2lp27dx5VF9TUaYa1ROhKKPommvfzzuvuRYpJa0tzTzx+KP88Xe/Kfrcxx59mA9ffyMP3X8f9fV1PPP0U/z7Jz7JFz7zqT7PPenkU7jv4Se6/r1/3z4++L5r+O3tv+Lqd1/Lt7/330RjMbZt3cpPf3QrHR0dR2zr86ue5aZPf45Pf/6LSAnJZIKnn3icX/zsx9TX7efuv9zJF7/6dRobGvj4DR8e1N9h+/ZtHLNkCauee2ZQ2w1VJBKltLSMbVs3H5XXU5SpSsyavVAe+WmKokxm4XCY7//wR/zHTf9OJp1G0zSWLT+Bm2/5IR/+t/eyZ/euYe0/Govx/378cz70gWsHXVxrKN5y1duJxUr4za9vG/XXUpSpTA1nKIpCWXkF5RUVLFiwEMuyqKqu5sSTTqa5uYn6urph7z+VTPLMv57m3G4VO0eLEIKLLr6Ee+6+a9RfS1GmOtUToSgKAJddfiVXvOUqpk2rIplM8Oora/nd7f9Lfd3+Edl/WVk58dLSUU+u1HWdpcuW98jpUBRldKggQlEURVGUIVHDGYqiKIqiDIkKIhRFURRFGRIVRCiKoiiKMiQqiFAURVEUZUhUEKEoiqIoypCoIEJRFEVRlCH5/y+/RWNDd/kwAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context(rp.mpl_setup(True, False)[0]):\n", " teeth_plot('inferno')\n", " plt.show()\n", " scatterplot('inferno')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The other major sequential palette in Rho+ is `viridia`, a version of `viridis` that also maintains a smaller total range of lightness variation." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "teeth_plot(rp.mpl_viridia)\n", "plt.show()\n", "scatterplot(rp.mpl_viridia)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Both of these palettes are good workhorses. They're suitable for dark or light backgrounds, as their own background in a heatmap or choropleth map, and for users with common forms of colorblindness. If you don't know what palette to use, and you have data that goes from low to high, it's hard to go wrong with either one.\n", "\n", "As a general rule, the highest values of the colormap should have the most contrast with the background. Every sequential colormap is default dark-to-light, but that's less appropriate on light backgrounds. Consider using the reversed version for those:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context(rp.mpl_setup(False, False)[0]):\n", " scatterplot(rp.mpl_viridia_r)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Maximal-Resolution Colormaps For Heatmaps and Choropleth Maps\n", "\n", "If you are using a palette as the background in a heatmap or choropleth map, then there's no need to leave out very dark or light colors. Rho+ offers two palettes for this scenario: `umbra` and `gouldia`.\n", "\n", "`umbra` is similar to matplotlib's `magma`, but with more even saturation throughout:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "flights = sns.load_dataset('flights').pivot(\n", " index='month', \n", " columns='year', \n", " values='passengers')\n", "def heatmap_plot(palette):\n", " sns.heatmap(flights, fmt='d', cmap=palette)\n", " plt.title('Airline Passengers')\n", "\n", "teeth_plot(rp.mpl_umbra)\n", "plt.show()\n", "heatmap_plot(rp.mpl_umbra)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`gouldia` is a version of Colorcet's `gouldian` map, analogous to `viridia`:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "teeth_plot(rp.mpl_gouldia)\n", "plt.show()\n", "heatmap_plot(rp.mpl_gouldia)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Diverging Colormaps\n", "\n", "Some data has a clear center, such that deviations on either side of that center should be clearly visible. This data is called *diverging*, and so `div_` is prepended to each of the color palette names to reflect that. Rho+ provides a set of classic blue-to-red palettes. If you don't know what to pick, use `rho_div_coolwarm_shift` in light mode and `rho_div_icefire_shift` in dark mode. These are similar to the Seaborn color palettes `coolwarm` and `icefire`, hence the names, and as the `_shift` implies they are not purely one hue of blue or red. This adds increased resolution compared to simply desaturating a single shade of either color.\n", "\n", "Note that all of these schemes smooth out the middle: lightness follows more of a U shape than a V shape. (Note how, in the below comb plots, the grating is almost invisible in the middle.) This is generally recommended to avoid a false overemphasis of values near the middle, but it does mean that these palettes will not perform well if you have many values in the middle that you want to distinguish. Consider using Seaborn's `robust` option or a log scale in that case." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def corr_map(palette):\n", " sns.clustermap(sns.load_dataset('titanic').corr(numeric_only=True), center=0, cmap=palette)\n", "\n", "teeth_plot(rp.mpl_div_coolwarm_shift)\n", "corr_map(rp.mpl_div_coolwarm_shift)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`icefire` reverses the lightness pattern and won't be as jarring when used in dark mode." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "teeth_plot(rp.mpl_div_icefire_shift)\n", "corr_map(rp.mpl_div_icefire_shift)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes the extra hue shift can be distracting or unnecessarily saturated. As such, there are versions of both without the shift:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "teeth_plot(rp.mpl_div_icefire)\n", "corr_map(rp.mpl_div_icefire)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is also a diverging rainbow colormap in Rho+. This is not colorblind-safe and is not generally recommended, but if you want it you can use it. Note that yellow is the center (because it's the lightest color, so it has to be the center to ensure symmetry), which isn't how we normally think of the rainbow." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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AQM0aOHhIkmTOrJdzwMGH5+WXpidJBg0emhkvPFfRNQRiAABq1jkXfDpJOUkp2TM5/H3vf83Rcu6545ZOryEQAwBQsy75+r/80dcwhxgAgJrV1NScJKmrq3vTP5UwQgwAQM364Oln5+dX/jB/93/+89WJEym/5vi/fvlLnV5DIAYAoGb94qrLkiQ/+NZ/ZunSxelob88ee70rY3ebkId/e19F1zBlAgCAmtXR0ZEkOfmMc9LU2Jy+/frnqOMmZc2atpz6kfMquoZADABAzauv75XVq1fm0COOyj133JL77vpVevVuqKhWIAYAoObNnzc7F3zqLzJm13GZPm1qGhqbsqattaJac4gBAKh5v7rp5xk3fo/MmflSkqRPn765545bK6oViAEAqHkbN2zI888+vXl7yeKFFdeaMgEAQKEJxAAAFJpADABAoQnEAAAUmkAMAEChCcQAABSaQAwAQKEJxAAAFJpADABAoXXrJ9U1NfZOqVTtLt6orq77vA/5wLeq3UHX8qvPV7uDruWD5z5Q7Ra6lNLK9mq30KW0jR1X7Ra6lMN6PVvtFrqUh2ceWu0WupRe1W6gm+vWgbhUSlrb1lW7jTdobupd7RYAAHhF9xmqBACAd0AgBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNB6VrsBAADYFnr17p3m5r5J6Q/7li9d0mmdQAwAQM17/0kfyqGHvy+rVq1MR0fHK3vLueTrX+m0ViCugnI5aW7qXe02/mitbeuq3QIAQJJk730PyLe++s9ZtarlbdcKxFXQtkaQBADYlubOnpW1a9e8o1qBGACAmnX0cZOSJBs3bsjZF/xZZr/84hbH773rtk6vIRADAFCzNrZvTJIsXbIoS5csekfXEIgBAKhZD9xzx6YPSqVNN2q9Rq9eld2zZR1iAABq3pnnXJQBAwdv3h44aEhO+fA5FdUKxAAA1LwhQ3fKiuVLN28vX7YkAwcPrahWIAYAoOatXduWETuP3rw9fOSolDevR/zWzCEGAKDm3XnbL/OR8/4kixYuSFNTc/oPHJRfXHVZRbUCMQAANW/+3Nn53sX/np3H7JpSqZS5s2dm7Zq2impNmQAAoOZd8Km/yLp1azNj+rS8+PyzFYfhRCAGAKAbeOnF57LP/ge/o1pTJgAAqHmjxozNu997bN5/4ikplzuSlJKU843/+P86rRWIAQCoeTddd+U7rhWIAQCoeStbVrzjWoEYAICaN36PvXLcB07NgIGDUyqVkiStq1flG//xfzqtFYgBAKh5J53y4dz2y2tzwCFH5KbrrsyInUdnzNjdKqq1ygQAADVvTVtbZrzwXBYvnJ8hw3bKrJdfzPgJe1ZUa4QYAICat3TJogwdNjzPPDU5J59xTl564blsWmmic0aIAQCoeXfddmOWLV2cJYsX5oF77kiprq7ilSeMEAMAUPNWr16ZJOnd0JCXXnwuLzz/TMW1AjEAADVv1JixOfn0s9N/wMCUSqXMmjkjt9xwdVauWN5prUAMAEDN+8CHzszdt9+cF6c/m169G7LPfgfllDPOyZU/uqTTWnOIAQCoee3t7Xl+2tNpb2/PmrbWPPrg/6SxqbmiWoEYAICaN+OF5zJ2twmpq6tLXV1dhgwbngVzZ6f0yvZbMWUCAICat99Bh+WII49N+ZXtVxdc2/eAQ1JO8q9f/tJWawViAABq3sX/9uV3XGvKBAAAhSYQAwBQaAIxAACFJhADAFBoAjEAAIUmEAMAUGgCMQAAhfaO1yFuauydUqnz86qps6eS8Meb8dmLqt1Cl/LBcx+odgtdyq2Dple7hS7l1Lur3UHXMn7GV6vdQpdy2YQrqt1Cl/LwA2dWu4UuZbeLbqp2C13K6q9t2+u940BcKiWtbeu2ZS/bXHNT72q3AABAF2cIFQCAQhOIAQAoNIEYAIBCE4gBACg0gRgAgEITiAEAKDSBGACAQhOIAQAoNIEYAIBCE4gBACg0gRgAgEITiAEAKDSBGACAQhOIAQAoNIEYAIBCE4gBACg0gRgAgEITiAEAKDSBGACAQhOIAQAoNIEYAIBCE4gBACg0gRgAgEITiAEAKDSBGACAQhOIAQAoNIEYAIBCE4gBACg0gRgAgEITiAEAKDSBGACAQutZ7QYAAOCd+uxf/UOS8laPX/L1r3R6DYG4Qk2NvVMqVbuLrqW1bV21WwAACu7qn3wvKSVHvf8DefLxR7J82dIkyehdxqZvv/4VXUMgrlCpJAACAHQ1y5YuTpIMGjw0L06ftsX+iz79l3ng3js7vYY5xAAA1LxyuZwJE/fZvD1qzNj06tVQUa0RYgAAat5tN16bM86+IB847ayUO9pTV9cjN113ZUW1AjEAADVvwbw5+c5//d8MHjIsdXV1Wbp0cdo3bqyo1pQJAABqXo+ePXPwu4/Muw44JIsWzk/K5QwcNKSiWoEYAICad8oZ56S5uU/G77FXkqRvvwE59SPnVVQrEAMAUPOGjxyVe++6LR3t7UmSFcuXpndDY0W1AjEAADVv/bp16dOnX8rlTQ/p2Hn0rlm/rrIlc91UBwBAzbvjthty7kWfSZ++fXPuRZ/J0GHD84urflxRrUAMAEDNmzPzpfzk+xdn5zG7ppRk7uyZWbt2TUW1AjEAADXvwj/7y0x98vFMe3pKVq1qeVu1AjEAADXv1huuzsS998tHP/7JrF27Js88OTnTpk5JW1trp7VuqgMAoOYtXrQg999zey799ldzyw1XZ8Cgwfn8X3+5olojxAAAdAsDBw/JxL32zcS99017e0fuvv3miuoEYgAAat4nP/83SZKpT03O9ddcnpblyyquFYgBAKh5N/78p5se2fwOCMQAANSsvfc9MFOffDwjR++SkaN3ecPxJx57qNNrCMQAANSsvv36J0lGjd71DcfKKQvEAAB0bw89cE+S5M7bfpl169a+o2sIxAAA1LxP/fnfZv7cOXnmqcl5ftrT2bhhQ8W1AjEAADXvm1/954zZZVz22GvfHHnsiVk4f+6mcPzs053WejAHAAC1r1zOrJdfzJ233ZAff++/s7JlRU7/6AUVlRohBgCg5jU1NWfCXu/KxL32zYCBgzNt6pT86JKvVVQrEAMAUPM++YW/zbNPT8n999yRubNfflu1AjEAADXvqSceq/hRza9nDjEAADVvpxE7p7Gp+R3VGiEGAKDmvTxjej7xuS/l6SmPp9zRsXn/vXfd1mmtQAwAQM3r0aNHJlfwVLo3IxADAFDzHrjnjndcKxADAFDzjj5u0pvur2TKhJvqAACoeRvbN27xZ+z4CVm7dm1FtUaIAQCoea+fMvHYg/fnQ2eel4ceuLvTWiPEAAB0O019+mTEqDEVndutR4jL5aS5qfc2uVZdnfcOb2aP6ZdXu4UupbSyvdotdCmndv6mvFBuPLbaHXQxl46rdgddyolDfl7tFrqUoz62Z7Vb6FLuaxlb7Ra6lNFvsu/P//b/JCknSerqeqShoTG/u/83FV2vWwfitjXrttm1tlWwBgBg27vh2svTsnxZkmSXseOzy9jxeWryYxXVGvYEAKDmHXfSqelo70i5XM4R7zsuq1a15NSPnFdRrUAMAEDNq6/vldWrV+bQI47K3XfcnPvu+lV69W6oqFYgBgCg5s2fNzsXfOovMmbXcZk+bWoaGpuypq21otpuPYcYAIBi+NVNP8+48XtkzsyXkiR9+vTNPXfcWlGtQAwAQM3buGFDnn/26c3bSxYvrLjWlAkAAApNIAYAoNAEYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoFsYNnxkJkzcZ/N2qa6yqCsQAwBQ895z1HE54YOn59iTTkmSDBm6Uz589oUV1fbcjn11K+Vy0tzUu9ptdCmtbeuq3QIAQJLkXQccku9/499z0ae/mCRZsnhhhgzdqaJagbhCbWuEPwCArqpcLqdUKqVcLidJmpv7bP64MwIxAAA175Hf3Zezzv9kmpqb856jj8++BxySh+6/p6JagRgAgJo3+dEHs3jhguw+ce/06tU7t95wTWa9/GJFtQIxAAA17+Qzzskt11+VObNeetu1VpkAAKDm9e7dkEFDhr6jWiPEAADUvBXLl+aiT38xLz7/7BY309348592WisQAwBQ8xYtmJc7brn+HdUKxAAA1LynnnjsHdcKxAAA1LwBgwbn8COPzYCBg1MqlTbv/9ll3+m01k11AADUvDM+ekHWtLWlV69eeej+uzPrpRcyY/pzFdUKxAAA1Lz6+l65985bM3f2rCxbtiQP3HtndpswsaJagRgAgJq3alVLmpqaM/25p3PkMSdm13G7p0+ffhXVCsQAANSs95/0oSTJrJdfTI/6+syc8UJWr1qZo46blHvvvLWiawjEAADUrHG7T8xOI3bO3vsemJ49embg4CF54vcP5aZfXJlFi+ZXdA2rTAAAULMee/D+nHbW+RkwcHDOufDPkpSSlDf/95Kvf6XTawjEAADUrMmPPZjJjz2Yo4//YMVTJF7PlAkAAGreOw3DiUAMAEDBCcQAABSaQAwAQKEJxAAAFJpADABAoQnEAAAUmkAMAEChCcQAABSaQAwAQKEJxAAAFJpADABAoQnEAAAUmkAMAEChCcQAABSaQAwAQKEJxAAAFFrPajdAbWsfOq7aLXQpbWN9PV5r/IyvVruFruVSr4/X+sEnmqvdQpcy8pDp1W6hS5m38wnVbqFLqVu/sNotdCmHZOQ2vZ4RYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0ARiAABq3iGHvy99+vRLkpxx9oX5m//337LfgYdWVNtzezb2x2hq7J1Sqdpd8FZa29ZVuwUAgCTJgYcckd8//EDG7jYhHR3tufSSr+acC/4sUx5/pNPaLhuISyWBCwCAyqxfvy4DBw3J4e97f2678dqsWLY069aurajWlAkAAGreE489lAv/7C8zf+7srFi2NCN2Hp2FC+ZVVNtlR4gBAKBSkx97MJMfe3Dz9qIF83LnbTdUVGuEGACAmvf6m+r+6u+/kol77VtRrUAMAEDNO/CQI9LWtnqLm+rec/TxFdUKxAAA1LzX3lR37123ZfnSJW6qAwCgONxUBwBAob3+prqFb+OmOoEYAICaV9ejRybuvW8GDhyc0mue7vbAvXd2WisQAwBQ88746MfT0NiUPn37ZdrUKRm208gsX7a0olpziAEAqHk7jdg5P/vxdzPr5Rfz8AP35hdX/zgDBg6qqFYgBgCg5q1etSpJMvOlF/KuAw5JqVTK4CHDKqoViAEAqHmTH/1dBg8ZlmlPT8me++yfv/xf/5RnnppcUa05xAAA1LwnJz+6+eOffP/i1Nf3yoYN6yuqFYgBAKhZAwcPedP9dXV1OfzIY3PL9Vd3eg2BGACAmnXOBZ9OUk5Set2RcqZPm1rRNQRiAABq1iVf/5c/+hpuqgMAoObtd9BhaW7us3l7wKDBOfjdR1ZUKxADAFDzDn/vsVm3bt3m7RXLlma/Aw+tqFYgBgCg5pXL5S22e/Tsmfr6XhXVmkMMAEDNe2rKYzn3ok/nsYcfSFNjc/bZ/+A8O/WJimoFYgAAat7v7rsrK1csz4SJ+6RUqsvkR3+XKY8/UlGtQAwAQLfw9JTfZ/pzU7Nxw4a0t7dXXCcQAwBQ80aNGZuTTz87/QYMSF2pLrNmzsgtN1ydlSuWd1orEAMAUPM+8KEzc/ftN+fF6c+mV++G7LPfQTnljHNy5Y8u6bTWKhMAANS89vb2PD/t6bS3t2dNW2seffB/0tjUXFGtQAwAQM2b8cJzGbvbhNTV1aWuri5Dhg3PgrmzU3pl+62YMgEAQM3b76DDcsSRx+bV1YhLr/x33wMOSTnJv375S1utFYgBAKh5F//bl99xrSkTAAAUmkAMAEChCcQAABSaQAwAQKG5qY4/ysiWK6vdQpdyWK9nq91Cl3LZhCuq3UKXcuKQn1e7hS5l5CHTq91Cl/KD/XavdgtdSo87qt1B11IaWu0OujcjxAAAFJpADABAoQnEAAAUmkAMAEChCcQAABSaQAwAQKEJxAAAFJpADABAoQnEAAAUmkAMAEChCcQAABSaQAwAQKEJxAAAFJpADABAoQnEAAAUmkAMAEChCcQAABSaQAwAQKEJxAAAFJpADABAoQnEAAAUmkAMAEChCcQAABSaQAwAQKEJxAAAFFrPd1pYLifNTb23ZS9bqKuT1QEA2P7ecSBuW7NuW/bxBtszbAMAwKsMwwIAUGgCMQAAhSYQAwBQaAIxAACFJhADAFBoAjEAADWvsak5x086Lad+5GNJkoaGxowctUtFte942bXupKmxd0qlandRe1rbtu/SewAAlTr1zPPy3DNP5aDDxidJevTsmUmnfiSXfvurndYKxElKJeEOAKCWDRg4OJMfezAHHnpEkqR19ar06FlZ1DVlAgCAmtfaujpDhw1PuVxOkuy5z/5pXb2qolojxAAA1Lxf3XhtTjvr/AwcNCSf+eLfp9xRznU/+1FFtQIxAAA1b8nihbn0kq9l8OChSSlZtmTx5tHizpgyAQBAzfvYn34upSTLly/N0sWLUi6Xc8T73p+/+vt/yS5jx79lrUAMAEDNGz5iVD7xub/O57/0/2aPvfZNkuw+cZ/ccO0VOeq4D7xlrUAMAEDNK6ecy7773/nht7+a9x59fJKkvr4+L73wXBoam96y1hxiAABq3to1bWlsbk5jQ2Pa29tTV1eX3g2NSZKO9va3rBWIAQCoeb+976585i//n6xbuzbPPv1EPvtX/zvz5szOR877kyxftuQtawViAABq3hOPPZQXn3s2/QcNSimlPDt1SlLeNJVi6eJFb1krEAMAUPOOPPbEHHrEUSl3dGTpkkXp269/Fi9ckGuu+EGntQIxAAA1b/+D3p1Lvv6VHD/ptNz6y2vS1NSc9x17UkW1VpkAAKDmrV7VkjVtrZk/d3Z2Gz8xq1a2ZMSoMRXVGiEGAKDmzXp5RkaMHJ2pU36f8z/5hRz23mPSsnxZRbUCMQAANe83t9+cvPKo5p9d9p0MHTY8L82YXlGtQAwAQO17JQwnyaqVLVm1sqXiUnOIAQAoNIEYAIBCE4gBACg0gRgAgEITiAEAKDSBGACAQhOIAQAoNIEYAIBCE4gBACg0gRgAgEITiAEAKDSBGACAQhOIAQAoNIEYAIBCE4gBACg0gRgAgEITiAEAKLSe1W6A2ta7eVm1W+hSHp55aLVb6FIefuDMarfQpRz1sT2r3UKXMm/nE6rdQpfS445qd9C13OTlsYVJ3612B92bEWIAAApNIAYAoNAEYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0HpWu4GtKZeT5qbeO+TvqqvzvgAAoKi6bCBuW7Nuh/1dOyp4AwDQ9RgaBQCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0ARiAAAKTSAGAKDQBGIAAApNIAYAoNAEYgAACk0gBgCg0ARiAAC6laam5rd1vkAMAEC3MH7CXvncl/4hF33mi0mSgYOG5MhjTuy0ruf2bqxomhp7p1Sqdhc7Rmvbumq3AACw2bEnnpIffee/cu6Fn06StLQsz977HZj777n9LesE4m2sVBIUAQCqoVRXypq21j/sKJcrqhOIAQDoFl564fm87/0npUePnhm1y9i8+z3HZMb0aZ3WmUMMAEC3cNevfpn2jRuzfv3aHHfSqVkwf07u+vVNndYZIQYAoFvo6OjIb++7K7+9767N+3o3NGRde/tb1gnEAADUtKOPm/Sm+0t1ddlzn/1zydf/5S3rBWIAAGraxvaNWzlQzs3X/6zTeoEYAICa9sA9d/xR9QIxAADdQmNjUw445PAMGDQ4pdc8GOLWG655yzqrTAAA0C2ccc6FGbrTiIwYOTrz5sxKuaOcVStbOq0TiAEA6Bb69RuQG6+7MnNmvZzp06bmtpt+npE7j+m0TiAGAKBbWL16Zerr6/PSC8/l0COOyoCBgzJg4OBO6wRiAAC6hQf/5+707ds/05+bmn79B+Tjn/hCHvndfZ3WuakOAIBu4YXnn9n88S+vvaLiOoEYAIBuobGxKXvte0D69O2XUv6wysS9d932lnUCMQAA3cLZF3wqa9raMn/u7Gzs2MrDOt6EQAwAQLfQs2d9rr78+2+7zk11AAB0C0/8/uFMmLhP6urqtvjTGSPEAAB0C+0bN+bD5160ebuUpJzkX7/8pbesE4gBAOgWjjjq/bn8B9/Y9JS6crniOlMmAADoFhYtmJ+FC+a9rTCcGCEGAKCbWLRwfs654NOZ/fKLW+y37BoAAIWwceOGvPTic2+7TiAGAKBbeOCeO7Z6bLcJe+bF559902PmEAMA0O0dc/wHt3pMIAYAoPsrlbZ6SCAGAKD7e4uVJwRiAAAKTSAGAKD7M2UCAIDubvDQYW/YN3LULkmSe++4dat1AjEAAN3C6Wd9/A37Jp12VpLkheef2WqddYgBAKhpJ59+dsopp2//Afng6R/dvL//gEHZsH59p/UCMQAANW3K5EdSSinjxu+RWS/94bHNLS2PZe6slzutF4gBAKhps1+ekSS59opLs3DBvLddLxBn07J0zU29t8m16uqKNS27fNWR1W6hS+lV7Qa6mN0uuqnaLXQp97WMrXYLXUrd+oXVbqFLKQ2tdgddy6TvVruDruW2T1e7gy5mzJab+x/87s0fjxj1h4N1dXU5+N1H5vvf+Pe3vJxAnKRtzbptdq1tFawBAKjMqNG7vun+csp54J47Oq0XiAEAqGm33HD1H1UvEAMA0C28durEaz3x2ENvWScQAwDQLbx+6sSYsbtl2tQnO60TiAEA6BZeP3WiX/8BOfbEUzqtK9aSCAAAFMa6dWszZtdxnZ5nhBgAgG7hgk/9ecrlTR/36FGXIUOH59mpT3RaJxADANAt3H3HLVtst65alWVLF3daJxADANAtvPrEurdLIAYAoKZ99q/+IUl5q8cv+fpX3rJeIAYAoKZd/ZPvJaXkqPd/IE8+/kiWL1uaJBm9y9j07de/03qrTAAAUNOWLV2cZUsWZ9DgoXlx+rRN20sXZ8rjj2T3iXt3Wi8QAwDQLZTL5UyYuM/m7VFjxqZXr4ZO60yZAACgW7jtxmtzxtkX5AOnnZVyR3vq6nrkpuuu7LROIAYAoFtYMG9OrvjBtzJg8OA/7Nz6vXabCcQAAHQLRx57Yg494qiUOzqyZPGi9OvfP4sXLsg1V7z1cmwCMQAA3cL+B707l3z9Kzl+0mm59ZfXpKmpOe879qRO69xUBwBAt7B6VUvWtLVm/tzZ2W38xKxa2ZIRo8Z0WmeEGACAbmHWyzMyYuToTJ3y+5z/yS/ksPcek5blyzqtE4gBAOgWfnP7zUl50110P7vsOxk6bHhemjG90zqBGACA7qH8hyUlVq1syaqVLRWVmUMMAEChCcQAABSaQAwAQKEJxAAAFJpADABAoQnEAAAUmkAMAEChCcQAABSaQAwAQKEJxAAAFJpADABAoQnEAADUvMam5hw/6bSc+pGPJUkaGhozctQuFdX23J6NFVG5nDQ39a52GztEa9u6arcAAJAkOfXM8/LcM0/loMPGJ0l69OyZSad+JJd++6ud1grE21jbGiERAGBHGzBwcCY/9mAOPPSIJEnr6lXp0bOyqGvKBAAANa+1dXWGDhuecrmcJNlzn/3TunpVRbVGiAEAqHm33XhNTj/r4xk4aEg+88W/T7mjnOt+9qOKagViAABq3tLFi3LpJV/L4MFDk1KybMnizaPFnRGIAQCoeXU9emTc+D3Sp0/fpFTK6F3GJUmeeOyhTmsFYgAAat5Hz/9k+vTtl4Xz56ajvT1JUk5ZIAYAoBgGDBiU7178rxVPk3gtq0wAAFDzXp4xPQMHDXlHtUaIAQCoeU3NfXL+Jz6f5cuWbrH/8h98o9NagRgAgJr3yIP35ZEH73tHtQIxAAA1b/bLM5IkvXs3JEnWrVtbca1ADABAzevXf0BOO+vjGT5y5yTJ/LlzcuPPr8jKlhWd1grEAADUvEmnnpUnJz+Sq378eJJk730PyKRTz8rVl3+/01qrTAAAUPP69h+QJx57KBs2rM+GDevzxO8fTt9+/SuqFYgBAKh5a9e0ZbcJe27e3m3Cnlm7dk1FtaZMAABQ835903X58LkX5eQzzknK5axbuzbXXXVZRbUCMQAANW/xogX53sX/lkFDhiZJli1ZXPFT60yZAACgZg0cPGTznwGDBqejoyMdHR0ZNGRoTj7j7IquYYQYAICadc4Fn05STlLaYn+53JHp056p6BoCMQAANeuSr//L5o/79u2f/oMGpVR6JRxXNmNCIAYAoPYdeeyJOfSIo1Lu6MiSxYvSr3//LF64INdcMaPTWoEYAICat/9B784lX/9Kjp90Wm795TVpamrO+449qaJaN9UBAFDzVq9qyZq21syfOzu7jZ+YVStbMmLUmIpqjRADAFDzZr08IyNGjs7UKb/P+Z/8Qg577zFpWb6solqBGACAmveb229OXll3+GeXfSdDhw3PSzOmV1QrEAMAUPte8xCOVStbsmplS8Wl5hADAFBoAjEAAIUmEAMAUGgCMQAAhSYQAwBQaAIxAACFJhADAFBopdFjxpc7Pw0AALonI8QAABSaQAwAQKEJxAAAFJpATJdX16NHzvrYJ9Lc3CdJ8rkv/UMGDRla5a5q25HHnJijj/9gtdvYId793mOzz34H/dHXGTRkaD73pX/YBh1tXwccfHg+9YX/leM+cGq1W+nS/H8E3lxRfzYEYrq8jvb2XPvTS9PaurrarVCDHnrg7jw95ffVbmOHOew9R+emX1yZu351Y7Vbgaqp9A3syWecnQMOOTxJMmbX3XLyGWdv79YKNSBRS3pWuwF4vfr6XjnpQ2dmxM6js3HDhtx8/VX51Bf+Nv/2j3+d9vb2JMmBh7wno8bsmsamptxzx62ZNnVKhgzdKcd94NQMGDg4y5ctyfXX/CQjRo7Oe485IW2tqzNsp5FpbV2VG6/9aVavXlnlz7Iyf/l3/5Qpjz+SceP3SI8ePXPbTddmzsyX0qdvvxw/6bQMHjIsjU1N+fXNv8j0aVPTb8DAnHrmeZk986WMG79HfvL9izN85KgcP+n0NDY2ZcnihbnuqsuSJP0HDMyZ516UkaN2yTNPTe4SAer13/u7fnVjTv/ox3Pxv/9jkk3/kPTo2TP33nlrjjzmxLS3b8yuu03Iwvlzs89+B+XSb/1nWltXp1Qq5fN//eX84Jv/keMmnZq5s2dm7uyZOfUjH8sPvvkfSZKhO43Iyad/NJd9978zapexOfGDZ6RX795ZMG9Obr7+qmzcsCHDR47KpFPPSl1dXZYuWVzNL01Fjjnh5AwYOCinnXV+pk55PKN3HZd+/QZkw4b1uf6an2T50iV51wGHZNhOIzJw0OCsW7cuN//iZzngkMNz2BFHp1RXylOTH80D995Z7U/lbdvaz0qSHHHUcXnX/genrlSXBx+4O0889tAWtfseeGgOPOTw9OnbLwvnz83111ye9o0bc8DBh+eAQw5Pr1698/ijv8sjv7vvTffVklKplGNPPCVjdt0tffv1zxO/fyj/85tfZ/+D3533HHV8GhubklKycP68XHHpNzNk6E6ZdNpZaW7um+XLl+am665Mm8GJbmFrr4XXGjpseE760EfS2NSUlS0r8qsbr03LiuUZs+tuOfSI96W1dXV2Hbd7WlYszzVX/CDtGzfW7GtGIKbLGTd+jwweMizf/8a/p2/f/mlre+MP0rIli3LXr36ZYcNH5vxPfD4vPv9sDjjkiCxaOD9XX/79DBg0OBvWr0+SDBk6LJffeG1WLFua4yedlvcdd1Ju++W1O/rTekea+/TNzJdeyD133JIJe+6Tk08/O9/973/NmjVt+e29d2bRwvkZt/vEnPjBMzJ92tQkyajRu2bK7x/OvXfemt4NDfnwORflup9dlnlzZmbgoCEpd3QkSfoPGJSrL/9eevduyOf/+su5/57bs27t2mp+um/43pd6vPUvsQ5+93vzw29/La2tq9OzZ30m7PWuTH70wYzedVwWzJuTtWvXbD530YJ5KaWUQUOGZtmSxZm4976Z+uTk9G5oyKRTz8pVl303q1a15OjjJ+XAQ47Iow/dnzPOvjC/+fWNee6Zp7LbhD0zctTo7f0l+KPcc8ct2etd++fan16ajRs35vFHfpvW1tU55oSTc/iRx25+3R9wyOH58Xf/O0sWL8yoXcZmz332z6Xf/mo6yh0598JPZ/pzz2Th/LlV/mzenq39rOyz30HZfY+98qPvfD0pJ717N7yhdsG8Obnih99OyuWcc+GnN702pjyeY086JT/53sVZvmxJmpo2Tdl6s321pFwu59mnnshvfn1Tmpqa89m/+odMfvTBnPjBM/Ldi/81ba2tuejTX8yVl12SUqmU0846Pzddd2UWLZyfAw45PO856vjcedsNVf0cthbktvYGdsyuu+WYE07OT75/cZJNo8JzZ8/M5Ecf3HzOTiN2zqkf+Vjqe/XKJz8/Ojdce0WWLFrwpn//kcecmJ719Rk6bHh2GjEyv73vrvTsWZ/9Djos7Rs35uqffC9tba0Zv8deOfzI96dvv35Z2bIi11/147S1tW5xrboePXL8B07N2PF7pNxRzm9uvykvPPfMdviqvdHWXguvKtXV5cxz/yR3/erGTH9uag44+PCcdtb5+cn3v5EkGTVmbK744bdy+82/yCc+9zcZN36PvPDcM13yNVMJUybocmbPeil1dXWb5kDWlTaPCr/Wyy9NT7Ip5KxbuzaDhwzLtKlTstvuE3PoEUeldfWqzee2rFiRFcuWJkmen/Z0Ro7aZcd8ItvIzBmbPtcXp09L/wGD0tDYlPaNG9NRLud97z8pBx5yeAYMGrz5/DVr2vLk5EeTbArHixctyLw5M5Mky5ct2XzerJdfzPp167JqZUtWr1qZ5ua+O/CzenOv/9535ukpj2+eSjP1ycezx177Jkkm7rVvnnlq8hvOn/rk7zPxlXP22PNdeXbqlIwavWv69O2Xs87/RP70s1/KhD3flT59+2XwkGHp1bt3nn/26SRbfu1qwcoVyzN0pxE5ftJpGbPrbhkw8A+vkRefn5YlixcmSXbfY+8MHjI0F3zqz3PRn/1l+vbrnwEDBlWr7T/Km/2s7D5x7zz28APZsH59NmxY/6a/HVq6ZFH23Hu/nHTKmenbr38GvvK1mvzogznxlA9nzNjxWbWqZav7as2KFcty6BFH5fgPnp5yuZwBAwdn7bq1aWhoTK9evdLY1JRSadObx4GDh+SUD5+bP/3sl3LwYe9Nc5/qvwl4Nchd9t3/yqXf+s8cevhR6duvf844+8L89r47c+m3v5onJz/ytq65cP7c3HvXbXn+2afyg2/951bD8KtG7zIuv7z2ilx/9eU56eQPp2XFsvzgm/+RtrbW7LXvgUmS5UuX5Jorvp/v/Nf/zaqVLZunZrzW4Ucem7Vr1+S7F/9brrj0mznx5A8npc7/37etvNlr4VWDBw9N78bGTH9+U0B/+snfZ/iIUWloaEySLF+2NEsXL0pHR0cWzJ+TPn36ddnXTCWMENPltLWuzo++8/VMmLhPzr3w07n3ztu2em6pVEqvXr2yfsO6LJg/J5d977+z/4GH5dN/8Xe54tJvv+H8hobGzSPHtaZXr96pK5WyccOGjJ+wV4489oTcfssNefD+u/O3X/73zeeVy3941k6pVJempuZOr93R0Z7suP8Hb9Xrv/e/+5/fpK5u6+/bO14Z7U6SObNeysCBg9PQ0Jhx4yfmnjtvfcP5U5+cnNM/+vE8+/SUrFu3NqtaVmTYTiOycP7cXPmjS7Y4d9jwkSl3dGzx9awlx5xwcvr265/777k9A6dPy+FHHrv5WLn8h69bqVTK5MceygP33FGNNreL1/6slEqlNDa+9c/Ax/7kc3numSdzzx235ND3HJ1SadNr7u7bb87AwUNy9HGTcuAhh+cXV/34TffVkr79B+S8Cz+Te+68JY8/+rucd9FnUyqV8uxTT2TSaR9Njx49csetN6R948aUUkrr6tX54SVfq3bbb/BqkBux8+iUy+UMHDRkh76BnfXyi1m/fl3mzZ2VUl3d5lHd+XNnpU/fTYMLy5Ytye577JVx4/fI0GHDs3HjhjdcZ/c99k7v3g0ZP2GvJJt+HpubmnfIPTNbey1s4fX//9tKWH/135Cu/JrpjBFiupwhw4ansbEpz097Os9NfTJjd5vwhnMGDd50B+zuE/fOmra2LF+6JDuP3iUd7e157OEH0rJieUbsvOnX201NzZvf0e6z38GZMX3ajvtktoFBQ4YlSfbZ76DMmjkjGzduyOhdx+WlF57PvDkzM2Lk1n+NP3f2y+k/cNDmr8XAwUN2SM/v1Ou/97uM3S0NDY0ZPGRYGhoaM36Pvd6y/tmpU3LEUcdl4YJ5b/rGZ8XypenoaM+Bhx6RZ57cNII8d/bMDBk2PKPGjE2SDBg0OD171mfZksWpq6vL6F3GJUlGv3K8Vuwydrc8NfnRLF+6JCNHjdnqeS88/0z2PeDQNPfZ9I/4kGHDd1SL29yb/ay8OH1a3rX/wenZsz5JMnDQpp+Bcjmpq+uR+l69MmynEfn9I7/NuvXrstPwkUmSHj17ZuTOY7J86ZLce9dt2W33PdOzZ/0b9tWaocOGp62tNc8981QaG5vSt1//JMmEPffJ5T/4Ri799lfz7NNPJEmWLl2cckdH9txn/yRJnz790tDYVKXO/6Bv/wH5+Ce+kJYVy3LrL6/Z/NuOt3oD26NHj+3SS/k1b8qTpKO9I6+OLpx65nkZvcu4/Pa+u/L4I797Y9jMpnx5203X5oeXfC0/vORr+dZX/2mH3UC+tdfCqz8bS5cuzrq1azN+wqbX+d7vOiDz587eYira63XV10wljBDT5TQ0NuYDH/pImpqas3792tz48ytz0GHv2eKcMbvulqPe/4GUy+Vcf81PUi6XM2z4yJx48ofT0NiYhfPnZvq0qRk5akxKdXX50JnnZdDgoZkz++U8eP/dVfrM3pnD3nN0RowclTVr2nLz9VclSaY8/nBOPfO8jB0/IS8892xWr3rzmwTXrGnLL666bNO8uh49snzp4tz8i6t2ZPtvy5t971etbMn5n/xC5s+ZlWnPPPmmc0BfNfXJx/Onn/1Sbrjm8rc4Z3Lef+Ip+dZX/ylJsnZNW66/6sc54YOnp1ev3lm3bk1u/PmVWbZ0cW667spMOu2sbFi/fvMc7Vrx4P1354STz0jr6lV58S3eBM566cU8dP/d+diffi51pbosWbwwv7j6x+l4k6lKXd2b/6w8koGDBucTn//rbNywIVMefySPPvg/mT5tag4/8tjc/Iuf5eHf3Zs//eyXsmzJ4ix/ZXpVfc/6HPTu92bS8JHp3dCQO267IT179nzDvlrz8ovP5+DD3ptPfuFvM3/OrM1TA+bPnZXPfPF/Z93aNdmwYUOen/Z0fnffXbnuZz/KSR86M0e9/wNpb9+Y2278eebOfrmqn8Nrg1zffv03B7lX38DOnjljizewq1evzJChO6WhsSm9evXKmF3HZ+7sTdPIUs7m30KtXLE8/foP3GZ97jJ2fC6/9JtZvWplhu88avP+csqb/84Xnns2737P0Zk7e2ZKSfoNGJjlS3fM9KytvRZe+7Ox6fv/kRx7wilZuXJFbvz5FW95zXJHR5d8zVSiNHrM+Nr8fSBU4PU3U9Sa//0v/7XF6hrAm/Oz8s6N3mVcDj/y2Fz700uTbLq59fSPXpCvfeXvq9zZm6t75Wav/gMHZf6cWenTt19+9z+/SX19fY6bdNrmN7D7HnhIvv21f0mSnPLhczNu/B6Z9fKMrGxZnmVLF2fyow9mr30PyJHHnJjvXfxv6dGzZ87/08+lvlfv3PbLa7ca4l672k2y5WvvtccOPPSIHHrEUWlZsTzz5sxM3379c8v1V2fMrrvllA+fmx9e8rVsWL8u7z/p1Oy2+8SklEyd8nj+5+5fv+nfy/YlENOtCcRQDH5W3rmmpuZMOu2sDBg4OD169MzatW257ze/zssvPl/t1mCHEYgBAF5j/B575Zg3eXjGPXfeusOWRWPHEogBACg0q0wAAFBoAjEAAIUmEAMAUGgCMQAAhSYQAwBQaP8/tLvLIWnm9jgAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "teeth_plot(rp.mpl_div_spectra)\n", "corr_map(rp.mpl_div_spectra)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Harmonious Colormaps\n", "\n", "Sometimes maximum information density is not important—perhaps color is redundant, or the marks being shaded are large and easy to tell apart. In that case, graphs can look nicer when the colors harmonize more, and so restricting the range of colors used can produce prettier plots. Rho+ has four such colormaps: `solara`, `frutta`, `glacia`, and `ignia`. Use these when you don't need the resolution that `viridia` and `inferna` offer or you want your Instagram post to be more stylish. These are all colorblind-safe." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import colors as plt_colors\n", "import numpy as np\n", "\n", "flights = sns.load_dataset('flights')\n", "\n", "def boxplot(palette):\n", " sns.boxplot(data=flights, x='passengers', y='month', palette=palette, **rp.boxstyle())\n", "\n", "teeth_plot(rp.mpl_solara)\n", "plt.show()\n", "boxplot('rho_solara')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "teeth_plot(rp.mpl_frutta)\n", "plt.show()\n", "boxplot('rho_frutta')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "teeth_plot(rp.mpl_ignia)\n", "plt.show()\n", "boxplot('rho_ignia')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "teeth_plot(rp.mpl_glacia)\n", "plt.show()\n", "boxplot('rho_glacia')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Isoluminant Colormaps\n", "\n", "When color distinguishability is not a concern (for instance, color is redundant or colors are in big blocks), using a colormap in which every color is the same luminance can make sure nothing stands out too much and can improve aesthetic appeal. Rho+ has three such colormaps: `iso_spectra`, `iso_glacia`, and `iso_frutta`. `iso_spectra` is the equivalent to Seaborn's `husl` and is usable to generate many different categories or when you want an equal-lightness rainbow colormap. Note the teeth plots here are far less distinct: at small scales, luminance is the primary way we distinguish color, and so not varying luminance results in a lot of lost resolution." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "teeth_plot(rp.mpl_iso_spectra)\n", "plt.show()\n", "boxplot('rho_iso_spectra')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "teeth_plot(rp.mpl_iso_frutta)\n", "plt.show()\n", "boxplot('rho_iso_frutta')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "teeth_plot(rp.mpl_iso_glacia)\n", "plt.show()\n", "boxplot('rho_iso_glacia')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rainbow Colormap\n", "\n", "Rainbow colormaps are not a good default for basically any data visualization application: they are often completely unusable for colorblind viewers, can make simple comparisons difficult, and generally perform less well in experiments than colormaps like the ones you've seen so far. But no palette library seems to be complete without one of these, and in some specific scenarios the extra resolution gained by using all of the available colors outweighs those downsides. Hence `spectra`, the rainbow colormap in Rho+. Use it as an alternative to `turbo` that is better than `jet`.\n", "\n", "As a test image, I'll use the 3D depth image that [Google's `turbo` colormap](https://ai.googleblog.com/2019/08/turbo-improved-rainbow-colormap-for.html) used as a showcase. In such an image, it is often more important to quickly see if two objects are roughly the same depth than it is to compare differences (is this object closer to this one or that one?), and so the weaknesses of a rainbow colormap aren't as important. Note how \"the green object\" is more specific than it would be in other palettes: other colormaps don't have as many distinct names for each part of the map." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from PIL import Image\n", "import urllib\n", "\n", "\n", "a = np.array(Image.open(urllib.request.urlopen('https://www.dropbox.com/s/zli2usov4su4ykg/depth-image.png?raw=1')))[:, :, 0]\n", "\n", "fig, axs = plt.subplots(1, 3, figsize=(20, 5))\n", "\n", "for ax, cmap, name in zip(axs, ('jet', 'turbo', 'rho_spectra'), ('Jet', 'Turbo', 'Spectra')):\n", " im = ax.imshow(a, cmap=cmap)\n", " ax.get_yaxis().set_visible(False)\n", " ax.get_xaxis().set_visible(False)\n", " ax.set_title(name)\n", " fig.colorbar(im, ax=ax)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.13 | packaged by conda-forge | (main, May 27 2022, 16:56:21) \n[GCC 10.3.0]" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "vscode": { "interpreter": { "hash": "e1f500c63928480d774878a0f07da46b956d5b7679a924523ceeabbfef458c5f" } } }, "nbformat": 4, "nbformat_minor": 2 }