{ "cells": [ { "cell_type": "markdown", "id": "4b1a0d01", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Pandas Data Visualization\n", "\n", "\n", "Feng Li\n", "\n", "School of Statistics and Mathematics\n", "\n", "Central University of Finance and Economics\n", "\n", "[feng.li@cufe.edu.cn](mailto:feng.li@cufe.edu.cn)\n", "\n", "[https://feng.li/python](https://feng.li/python)" ] }, { "cell_type": "markdown", "id": "00daa076", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Plot within Pandas\n", "\n", "Pandas provide the basics in pandas to easily create decent looking plots. This section demonstrates visualization through charting. Pandas uses the standard convention for referencing the `matplotlib` API. You have to install `matplotlib` first before you use:\n", "\n", "```sh\n", "pip3 install matplotlib --user\n", "```\n", "\n", "- [Pandas plot](https://pandas.pydata.org/pandas-docs/stable/user_guide/visualization.html)\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "c05e23a5", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n" ] }, { "cell_type": "markdown", "id": "d5d4a8b8", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Basic plotting: plot\n", "\n", "- The plot method on `Series` and `DataFrame` is just a simple wrapper around `plt.plot()`:" ] }, { "cell_type": "code", "execution_count": 2, "id": "0b99370b", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "2000-01-01 -1.473910\n", "2000-01-02 -0.947044\n", "2000-01-03 0.354257\n", "2000-01-04 1.081735\n", "2000-01-05 -0.121218\n", " ... \n", "2002-09-22 -1.395644\n", "2002-09-23 -1.096312\n", "2002-09-24 -0.814845\n", "2002-09-25 1.115848\n", "2002-09-26 -0.004515\n", "Freq: D, Length: 1000, dtype: float64" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "ts = pd.Series(np.random.randn(1000), index=pd.date_range(\"1/1/2000\", periods=1000))\n", "ts" ] }, { "cell_type": "code", "execution_count": 3, "id": "c3257176", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ts2 = ts.cumsum()\n", "ts2.plot()" ] }, { "cell_type": "markdown", "id": "54087a53", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "- On DataFrame, plot() is a convenience to plot all of the columns with labels:" ] }, { "cell_type": "code", "execution_count": 5, "id": "c59a661b", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "
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ABCD
2000-01-01-0.669035-1.360874-1.0199360.979693
2000-01-021.677242-0.649723-0.208590-0.628792
2000-01-03-0.7349001.1716101.795734-0.228767
2000-01-041.892811-0.1632320.9983990.978396
2000-01-05-0.701403-0.0898101.9142020.401459
...............
2002-09-221.1936280.5700940.481622-1.106532
2002-09-230.7493510.565093-2.290245-1.491666
2002-09-240.0827422.0899981.2986230.990459
2002-09-25-3.236171-0.101329-2.281272-0.963969
2002-09-26-0.2432590.5376890.979776-0.630714
\n", "

1000 rows × 4 columns

\n", "
" ], "text/plain": [ " A B C D\n", "2000-01-01 -0.669035 -1.360874 -1.019936 0.979693\n", "2000-01-02 1.677242 -0.649723 -0.208590 -0.628792\n", "2000-01-03 -0.734900 1.171610 1.795734 -0.228767\n", "2000-01-04 1.892811 -0.163232 0.998399 0.978396\n", "2000-01-05 -0.701403 -0.089810 1.914202 0.401459\n", "... ... ... ... ...\n", "2002-09-22 1.193628 0.570094 0.481622 -1.106532\n", "2002-09-23 0.749351 0.565093 -2.290245 -1.491666\n", "2002-09-24 0.082742 2.089998 1.298623 0.990459\n", "2002-09-25 -3.236171 -0.101329 -2.281272 -0.963969\n", "2002-09-26 -0.243259 0.537689 0.979776 -0.630714\n", "\n", "[1000 rows x 4 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.DataFrame(np.random.randn(1000, 4), index=ts.index, columns=list(\"ABCD\"))\n", "df" ] }, { "cell_type": "code", "execution_count": 6, "id": "1327ac6b", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df = df.cumsum()\n", "df.plot()" ] }, { "cell_type": "markdown", "id": "cbb2a503", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "- To plot data on a secondary y-axis, use the `secondary_y` keyword:" ] }, { "cell_type": "code", "execution_count": 7, "id": "29cd188c", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure();\n", "ax = df.plot(secondary_y=[\"A\", \"B\"])\n", "ax.set_ylabel(\"C, D scale\");\n", "ax.right_ax.set_ylabel(\"A, B scale\");" ] }, { "cell_type": "code", "execution_count": 8, "id": "3037c8ae", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot(subplots=True, layout=(2, 2), figsize=(6, 6), sharex=True);" ] }, { "cell_type": "markdown", "id": "f5f6a564", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "- You can plot one column versus another using the `x` and `y` keywords in `plot()`:" ] }, { "cell_type": "code", "execution_count": 10, "id": "61c6a59e", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot(x=\"A\", y=\"B\", kind=\"scatter\")" ] }, { "cell_type": "markdown", "id": "fdc72644", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "- Plotting methods allow for a handful of plot styles other than the default line plot. These methods can be provided as the kind keyword argument to plot(), and include:\n", "\n", " - `bar` or `barh` for bar plots\n", "\n", " - `hist` for histogram\n", "\n", " - `box` for boxplot\n", "\n", " - `kde` or `density` for density plots\n", "\n", " - `area` for area plots\n", "\n", " - `scatter` for scatter plots\n", "\n", " - `hexbin` for hexagonal bin plots\n", "\n", " - `pie` for pie plots" ] }, { "cell_type": "code", "execution_count": 11, "id": "4fa4b4cf", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "df.iloc[5].plot.bar()\n", "plt.axhline(0, color=\"k\")" ] }, { "cell_type": "code", "execution_count": 12, "id": "51395262", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df2 = pd.DataFrame(np.random.rand(10, 4), columns=[\"a\", \"b\", \"c\", \"d\"])\n", "df2.plot.bar()" ] }, { "cell_type": "code", "execution_count": 13, "id": "24c154b4", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df2.plot.bar(stacked=True);" ] }, { "cell_type": "code", "execution_count": 14, "id": "07ae9e61", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df2.plot.barh(stacked=True);" ] }, { "cell_type": "markdown", "id": "a0d50848", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "- Boxplot can be drawn calling `Series.plot.box()` and `DataFrame.plot.box()`, or `DataFrame.boxplot()` to visualize the distribution of values within each column.\n", "\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "4c0523c1", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df4 = pd.DataFrame(np.random.rand(10, 5), columns=[\"A\", \"B\", \"C\", \"D\", \"E\"])\n", "\n", "df4.plot.box();" ] }, { "cell_type": "markdown", "id": "b3429a3a", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Area plot\n", "\n", "- You can create area plots with `Series.plot.area()` and `DataFrame.plot.area()`. Area plots are stacked by default. To produce stacked area plot, each column must be either all positive or all negative values." ] }, { "cell_type": "code", "execution_count": 16, "id": "65ca660c", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df5 = pd.DataFrame(np.random.rand(10, 4), columns=[\"a\", \"b\", \"c\", \"d\"])\n", "\n", "df5.plot.area();" ] }, { "cell_type": "markdown", "id": "5cab3e93", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "- To produce an unstacked plot, pass `stacked=False`. Alpha value is set to 0.5 unless otherwise specified:" ] }, { "cell_type": "code", "execution_count": 17, "id": "15e0248c", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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ElPKJwcGtPZu2sBx2WSeO/satRSYLDR4uTxOrFprJ0F3UjaZwaQiNqu1tup1+5AjStqg8/fSOjxWwtxiuca9xSBEKR5NHt1VjLITgocxDTNWmeHX61Q6udG+5kLvATH2GbOR+m/9QcZJTk+eoG3muxpI04oOYoSiJTXpCjiaP4vouT17fX7H0iunw9t0ii3WLsXR3vXNozaBPAUdW/PswTU98JX8XeEo2uQncAR5rzxJ3yb2wy02ozd97eaHSnPFXq5scL06jNepY6b5NdrQ1SRwkML9JYhRATSRQ+weoPPsDfHttXDGgt1huHLq0eAnHdziePr6jhpH+aD9JPck3rn8Dz9/8pr8faDgN3su/R8WqMBIbASk5lLvNsen3KBmLXI+n8aIZAKrhBMlGEdz1L46IFmEsMcZLky9RNIt790fskreWQrbZWIhwl71zaM2gnwEeFkKcWEp0/hrwvVXbTAC/BCCEGAYeBW63c6G7IrHUZHTzftjl9WXv3FwkXsrjRqJIbXelRsuVLjPrSACsJnz8OH65TPUn7Z2BGtBefOnz/N3nOb9wnopdeaBxaLsIITiVOcVsfZafTv20zSvdey7mLzJdmyYVTqErGkfnrzE2d5m8WeRmsh8/fP8hvRqKofk+0er8hvs7mjqK7dt8+8b+yC8Vl0K2xbrd0cHP22FLgy6ldIEvAc8BV4BvSCkvCSG+KIT44tJm/xT4rBDiPeAnwD+RUuY7tehtE0o2Qy9LYl1TxQYXp8sYjsfJ0jShchE7mdn1YWK46GLt9KL1UNJplFSK8ne/d6BiqgcJKSWvTr/KO/PvkDfynEo/2Di0E/oifST1JN+6/q197aU7vsOF/AWKZpHR2BAnZy4yvHCDObvMndRgs7FvBdVQ0+Cliht3hS7nJZ6feJ6yVe7o+tvB6dtNp7A/ESKk9UZLT0urkFI+K6V8REp5Skr5z5Ze+7KU8stL/z8jpfyLUsoPSyk/JKX8s04uetssNxnlryOr87x+c5GpYoMjqktq9i7Cc3ES228mWo0CpITL3BaVLs0lNeUA3NlZjNMHtz55P/POwjucnjnNdHWpcUhrTQbV92F2MYS3jr1ejqXPN+Z5YWJton6/cK1wjanKFAk1zEfmrtOfv8WkW2MyPQz6Wm/VVnUsPUKyvHmb/7HUMSzP4js3v9OhlbeHXNXiwlSJiun2jHcOB7lTdDXxZrXL9IXnl2b8+ZyszBAuF3B2mQxdSQqXkq/ituB1a/39iEiE0refasuxA9rHtcI1Xpp8ifHyOIeTh4nrrVc/LZRCXBwPcf7O+qGZbCRLOpTmyRtP4nhOm1a8d/jS59zCORZrs/xiYZ7U4h3u+AZzqWFYp1t2mWokSaJRBHfjvzmmxxiJj/Djuz+mZvduFdgbtxeZKDQYSITQ1N4xo72zkk4TTiL1BHcunmaqaDCcCJGZukWoXsHK7C4ZupIULpZQKawz7GI1QlEInTiBef0GxuXLbVtDwO6YrEzy3Phz3C7dZjg+vGXj0GryZZ1Cw+bSBCyU1r6/HEvPNXL8ZGL/5VDulO8wUbjBx/J36avMcxOHfGoE1M3DUVU9iu57RKubS3EcTx3HcAy+e7M3RzfOlU3emyrRsDxG0nszWq5V3j8GXQimQyeQxQkibpnjVpHo4jyeHsZvYSpRq9yXAGjN49eHhxG6RunJ/VWutQarCu7+r9jJNXI8c+eZbTUOrcRyBPmKgqqX0VSP16+puN7avoRMOEM2kuWpG0/tKy9dSsk7k6/A5FucaFS4oUIpNQLK1t2R1VCzrG+rsEtcjzMcH+a58eeoO/W2rLudvH4rz1TRYCARRmtRYnuv6K3VdBBfwuv2CVTP5L/gPOnpO4TLBewWh1i0SpLmxTljtibEJDSN0LHjGO+cw57apzKivgdn/hje+sNur2RXVOzKvcahiBbZVuPQMvlyiLrlEYvWGRmoUKrBu+NrLzMhBCfTJ1k0FnlufP+MJ5ydv8DUjWcZrOeZCEepJodAtGZGLFXD1sIkS9Nbbns8dZy6U+eZ28/sdsltZbLQ4NJMBdN2e847h/eRQb9cjXLDzBBXHD5UOU1iehzVttpS3bKS5rALyUwLidFl9EOHACg9tU9j6YU7UBqHd78BuRvdXs2OMF3zgcahY8ljO6o1XyjqmF6DeFQSjThkkgaXJxQW19GmSofTZKNZvnPzO1gb1Gf3FIU7nH/7y9QrExT0OMY2jDkAQlCNJEnWC7DFU0kilGAwNsgzt5/BcI1dLrw9SCmXvPMGQ+kIqrK3wyta4X1h0F0fXl+MIa0qSjRLevo28cIMTizR8lSiVhFAWnjkNhh2sR5KKIR++DD1V17FLRTaup49Yf49qM6B04Dzf9rt1WybexOH8hexPXvHjUMNU6FYEwitRkhtfn4wWwPF440rKt6q0IsQgofSD1E0i/zgzg/a8rd0jIWrFN7+D9xYvMqcohJPjrJ+E/nmVEMxdN8lskk9+jIn0ieo2TWevf3sDhbcfu7k61ydreK4PkPJ3vPO4X1i0C9UYiw04ISax4n24+ddsrXxXXeGbkRauFSkirXBsIv1CB0+jLRtyt9b3bPV4zgGzF9qGvOhx+H2T6G2Rzo9bcCXPj+5+xMu5C5QsSucTJ/cceNQrhyibrtEww2WjZ2iSEb6q+SrcGly7eWWDCUZiA7wvVvfw3Q3kersJtPvwIWvcWH+HaZUSEayqDusCqss1aMny1uHXZa/m6dvP931J5hl73yyaDCUiqDs8Wi5VjnwBt3yBW8WYihWicNRG8fQcOqCZKiAF+5M/WhSOrhCIbfBsIv1UGIxtJERqj/6MX6j0ZF1dYTc1ebc1kgasseb8fQLX+n2qlpiuXHo7fm3WWgscDJ9En2LSo2N9wW5kobl10hEH7zY41GbVMLivXGF0qpKPCEEJzMnKdvlnosXIyWMvwYXn6Ix/x4XNUFF1RnRdi5gZ6k6jhYmWWotX3QifYKKVeGH4z/c8THbwY2FGjfma0gpGUq2r4ii3Rx4g36uFCPf8Dmp5QlpCupCFdfWSWRqqLIzd/2kbMYHt5LSXU3o6FG8ep3yj37UiWV1hrmLUM9BYgT0GKTH4OrTYPf+Tel87jynZ04zVZ3iRPoEEW3nj9HVhkqpDrpeX7fyYShbxcfnjWsqq8U4lz3R79/6PobTG/FipGx2Vl99GnJXeTcWZ1pVSKsh9O3EzVcjBJVwgmRtEbytFbaToSR90T6+d+t7XfPSfV/y+s1mZctoOrLng5+3w4E26IYnOFOMEraLHIq64Pmo82U8V0UNC/r99eU8d0sCFyHEpsMu1kNJJtEyGSrffxrf7b6c/JY0Ck0P3feZ1XQmnSpe5njTmF/qbT2Oa4VrvDjxIuOV7TcOrUcz3OIQiaz/o6uqz0hflfkSXJlaaxBOpU9Rdap871YPhNx8D658H278CPI3cDLHeE/xKHomI+ruFQVr4Rgh3yVc23qgxXI1UMkq8fxEa/OB282VuQo3czWEgL747uf2HK2eI2lurDy5Gw60QT9TjFNoeJzS8uiqgpqvolQNbDWCK3T65d2OHFdHksDbtocuhEA/cQIvn6f+yj6QWJ2/CNU5TC/Omy+e4Xs/fZV/XbzOC9EIU+9+Bb9H69Inq5P8aPxH3CrfYig2RDays6Emy/g+LJQ0HFklEdn4korHLJIxi/O3FaqrHPFEKMFQbIhn7zzb3dpr14aLTzbnBxTGoe8hrmgw6dSIC52I2P00nntx9BbKFwFSoRTZcJbv3vzuntfsu57PG7cWmSkaHGqDd655Jg+VT3Mi3xlxtgNr0KuuwjvFKDFnkeFoMzmpLlQQdQviYRpuiqSSR/U7k4hKCZe8q2x7MLDW14cSj1P69lO9LdolJXLmXYxbM0yeK2LOFDl8rsjAD8Z5fq7CH5t3+d0X/mdemnyJufpczwxIzht5nrn9DNdL18mGsgzFWptQvxmlmkbVkOjhxqbJMiFgqL+K50veuKqsCb2cTJ+kZte61yHpGPDu1+DOy1CZhsFH8SMpzls5cr7BiNYevW9TDeFooS0bjJYRQnAifYJFc5EXJvdW/+biTIXbuRqappCJ7d47T5tTxJ0CEae0+8Wtw4E16G8V4pRNh4dCBTRVQTRslHwVJMhICNOJowifPtmZsEsal7rQqG0x7GI1y166c3cC88KFjqytHfi5W1RffoPylRqThSJXD4E3FOfhnMJfetHjiXM+xvU3+HcX/h3/4s1/wb9+51/fmxvZLeO+snEoqkUZTWy/cWg9cuUQDcciHtk6xqupPsN9NWYLghuzq5KnSx2SP7jzg73XMTErcO7PmknQeh6GPgChOLecMnedKiGhkNil0uQ9hGjqo9fyzcebFsiEM6RDab5949t7plLpeD6nb+WZLZtt8c4BMuYkMa+Ep3Rm5PKBNOglW+V8KULSWWRwKc+lLpQRNRMZ0UEIbC+CK3UG/M6EXZK4zWEXO4g66IODiFCoZ+UAnPkFin/y72lcvoNV9Lh8UkGoglAsTPFUAicV4tBthS+8VOOvTYYRfnPu5B+c/wP+xZv/gt8///u8MfMGeSO/Z8bddE2eufUMVxZ31zi0Gs+DXFnFpUYs1Fq5YyJuEIvavHNTob6qo/hk+iQNp7G3muCNArzzpzBxGuxqs/xUiyCl5JyVY95rMCjaWxFWDcUJew6hFuLocD+WnjNyvDjxYlvXshEXJkvcydeJ6ArpaBsMsJRkG3fRPaNtYoCrOZAG/Y1CnKph81Co0Ozm8iXqXBnFsJH3GgLEirBL+7PnieVKlx3sWqgqoePHMS9ewrzdO3NCpJQ0zp2j+JU/w7n6NgoNGicGKEUhYyjNcIMQGEMR5o6l0XyfDz99ll/+aYmfi32Ijw9/HFe6nJk7w78592/452/+c7787pd5a/atjk6pcX33XuOQ5VkcT+2scWg9Fqs6NdMnHK63vE8hYLi/iu1J3rz+YNVLTI8xmhjlubvPUbEqbVnjplRm4e3/BFNvNePng4+D2jRe016d204ZCWQ3UVHcCdVt1KMvk41kSYVSfPtm57100/E4fWeRuYrJWKY9oaa4nSdpL3TMmMMBNOg5S+NSJUzWy9EfWWruKNZRKgZSV0G770WZThzRobBLAhdVwLS5sx9PHx0FRaHcI166bxhUnn6GyjPPYl86Q6y/gZJOM53yMXyXfvPBU8kP6RQPJwkPmwyducYjf/QiRy7leCzzCJ8e/TQfHfwotmfzxvQb/O653+W33vwt/v27/56zc2fbOtzAlz7PTzQnDpXsUrNxSGnfqLBcKUTDMYlHtleVpGseQ9k6k3nBnfkHz5HjqeOYrslTNzosBVEch3N/2mwcEgKGHntAZOu8lWPOazCoRtteqmdoIVxVJ7nB4Oj1WPbS5xpzvDL9SlvXs5p3JoqM5+vEwhrx8O4TwdAMt0SdIqayu4qqzWjPSnuI1wsJaobJJ0MllKULV50vI2oWMvGgl2F7ETypMyDvkuOhtq6jOezCY97Z2YUgdJ3Q0aPU3ziNM7+APrz75N1OcaanqfzwOcxr1/DKJZJHBYoJ0koxEbJQLI+UDK/pBC95cbLZCiR9tEmL4998k/TVGab/wodJ9id5vP9xACpWhcnqJC9PvczLUy9zKHGIx/oe4+NDH+dU5hTJUHJH65ZS8tr0a7w99zY5I8dDmYd23Di0HrbbVFaUSpVIaPu+USrRoFwPc/amzmjWI7p0esb0GIfih/jR3R/xqw//Kplwpm1rvkfuGrz3TZi/3Owf6Dv5gOe46JlctYuYvsuA1l4BO+Cerkuqlm+Oh2yxtr0v0kdCT/Dk9Sf5hbFfQOmA2qFhe7x1p0CuYvHIyM7OvfXIGJOEvBoFvXPX8oHy0GcMnWsVnUE/Rza69KdZDmquCp6LjK1+bBQ03CRJketI2CWNS8FT8fydxYn1sTHwfcrf+U57F9Yi0vepv/UWxa99ncY77+CbJtFHThDSq7gNST0UYk63SBmgrXMqeahUvAQprUDtsQHqY330XZjgkT96kf4ztxBu87E5FU7xwYEP8pnRz/B43+NU7So/ufsT/uXZf8lvnf4t/vTSn/Je7j0azvaalS7kLvDGzBtM16Y5nj6+q8ah9ciXdeqmRyTSQOxA10QIGOmvYtqSMzcf/P6OpY9hezbfuv6tdi33PjPn4PxXYe49CCfXGHNY8s7dBn1q59rcq6EYYddGr7c+rVIIwan0KWbqM7w++3pH1nVmvMDEYoNkRCMWao/Pq3omWXMCAEfpnA7MgTHoUsJrhQSGYXAqXLn3iKjmmrXnMhJeN3ZlugkU4ZOV7ZeuTeJiCpWyvbPyQyUSQRsdpfbCC7i1va168Gp1yt/5LpUf/hDz6lXUdIrwQw+hiQJYNVw3xlTEwfBdBgxlQ52mkhtHwSftzmANpih85CiK63P8qTOc/OrrhBfuh1eEEGQiGT408CF+9tDP8nD2YUp2iR+O/5DfOfs7/LM3/xlfvfJVLi1e2lKB73rxOi9MvMB4ZZyxxBgJPdHOrweAXFHH8BokIjsvLw3pLgPZBnfmBRO5+19iVIsylhjjhYkXWDQW27Hc5kVy93V470lYuASxwaZcw6rrouY7XLILVH27LY1EG3F/zmjrcXSA/mg/MS3Gt65/q+2lvTXL5ex4kXzNYizbvr89Y00TcUrYahy5g5t/qxwYgz5hhLhVVRn2c6TCS3+WlM1wi2GvCbcsY7sRXKl1pNoltayNvg1Nl9WEjh7FN02qz+ydzoc9Pk7xK/+Z+uuv4czMoJ84gT56CCEEmjeD3zCQaorJsI10PNLexjFpW+rU/RgZbx4hXaSmUnlklOrxQdJXZnj0j15i8LVrCOfBJJcQgv5oPx8e+DCfPfRZTqRPkDfyfP/29/mdM7/Db53+Lb5x7RtcLVzF8h58upqqTvHcnee4VbrFYGxw141D62FYCoWaglBrux4QnEnWCesOb11XsFb0zRxLHcPxnPZ46VLCrZ80O0BzVyA11pRpWId3rTwzbo20EkLbTZv/FjS0MK6qkyhvL4e1PJd1sjrJm7Ptncf71p1FJgp1MrEQEb19uZa0MUXMKWFombbtcz0OhEGXEl5djGOZDU5Gq/e8c6VioBbrSFWBDR+dmtUuKWUBxW9vZ2NiaXrR7A4TowBqIoHa30/l2Wfx7c52XkrPo/bqaxS/+U2Mc+fxXZfIo4+hJZtxROFXUexFXEvF0XQmdYtYQxLZIhVTdBOouKTc+5Kpdl+CwkeOIAUcffocD/3pK0Sn1690EUIwGBvko4Mf5bOjn+VI8ggLjQW+fePb/PaZ3+afv/nPeer6U1wvXmeuPsczt5/hRukGmXCG4dhw+76gFeTKOnXLJRox2ImM7EqEgNGBCnUL3r55f18RLcJYcowXJ19kodFaed+6LLfyX38O8jcgcwIS638vtvR4185T9C1GdyHC1RJCUAsnSNVyzTj6Nlj20p+88WTbSl/LDYe37xYp1G3GMm0s05SSrHEXzTMw9d0Po9+MA2HQb9bDTNRUxmSO5IrkVDMZauJv0eG1HHZpd7VLFI+wgJldhufDJ07glsrUXuxc/a1XLlN68kkqP/4R1o0bKP19hE+eQmj3jbXmzi2FWxLMhG0MlqpbtrBnhh/ClGEy3gyw4sJVVaoPjVA5NUzy1jyP/MeXGHnxEoq1cXu3oigMx4f56NBH+eyhzzIaH2WmNsM3r3+T3z7z2/zB+T/gWvEaETXCocShXX4r69NUVtQx/TrxNoVDQyGP/nSdm7Mqsysk8Y8lj+H5Ht+6tkMv3XPg4lNw68VmVUvfKYj3b7j5ZbvAtFMngU54hzLC26EajhFxLPT69sJKilA4mT7Jncodzs6fbcta3ri9yMRig2w8tOunrpXEnAJJax5HjSLbIJ2wGfveoPsSXluM45g1jkdq9+OBroeyUEHYHsQ3r6G13QheB8IuAkgJh4UdVroso6TTqMkkpe98pyNyANbNmxS/8hXqp9/EXVggfPIUoeGRB0vVpI/mzuDVbQglmQxbWK5Ln9XKKSQouklCWMTdtReuk45R+PBRPF1j7Ln3eOhPXiZ+N8ea3vhVqIrKaGKUjw19jM8e+iwD0QFm67NoQuNo6mjHVPFqpkqpLtD0GnobJ773pevousPpayqu2/zbw1qYI8kj/HTqpyzUt+mlOyZc+Brc+SlUpmDgUYhmNtzckz7nrXxb2/y34t6c0RZ1XVYyGBskqkb55vVv7tpLX6xZXJgsUTGc9nrn3C9XtNQOP/FwAAz6lWqEmbrgqMgRX9Gp10yGmvhhvYWpRMthlxyKbG9YI4VLWWpY7s4NsRCC0IkTuDOzGG+91ba1Sceh+uKLlJ58EuPddxFA5NHHUOJrTzzVLyDsMq4TwVcUJkI2kYZPrEWPo+ZFcKRG1tvgwlUVaieHKD8ySnxykYf/5GUO/fg9VKO130NVVA4nD/OxoY9xPH0cpYOx33xJp245RDdQVtwpQsBof4WKAe/cvn8uH0kdwZc+X7v+te3tcPptmHjjgVb+zbjplJlwqoRRiberzX8L6loYT9Fa1nVZiSIUTmZOcqt0iwu53clkvHF7kYlig/5EqK03aWiWK4a9KkaoMwN1VrKvDbrrN7tCfbPK0ciD7bTqfBlRt5Atyl2abhwhPLJ+e6tdUng4QmHR3p0HoQ0MICIRSk+2p9nELRQofvNbVH/yE6xbt1EHhwidOIFQ13/MVt05pFXHkwlyuktFOPSZYhtesKDopYjKGhG3tPG6khGKHz6Ckwgz+sIlHv7jl0jenNvSW98rpISFko4tq8TD7X8CCIddsqkGV6cVFkpLr6lhjqWO8drUa8zUtiG7WrwD1VnoPwVblGyubPMf6mBZ3RqEoBZJkKwu7Og3HowNElbDfOPaN3a8hPmKybuTJWqmw2ibvXPVt8kad0FKHKUzA3VWsq8N+nuVKHN1OK7miOr3/xRRM1EKS2V+kdY8DcuN4ncg7HJv2MUuKl0AhKIQOnEC88Z1jMtXdrwfKSXm5csUv/IVGm+9hVcoEn74YfTBwU0+5KC5c3h1D/Q4k2ELc53u0K2ouFE8FDIbeenLKAr1o4OUHh8jOl/moT99lcPPnEOrd3+QcrmuUTEkoVADtQNNLQD96Tqa4vL6NRV3aQ7p4eRhJJKvX/t6aztxbVi82fz/FrTep9wad5wKAsi0uc1/K6qhOFHHRGtsf56uKlROpk9yrXiNd3Pv7uj4y6PlBpORdYeT7IaUOUN0qVyxky3/y+xbg277gjcLcYRV5nDEetA7X6g0O0NjoW18ic0mo7SygGhj2CWJs6NhF+uhDw8jVI3SUzvz0n3bpvrjH1P67vcwLl4ETSX86KMokc09Ms1bAKuK60ZBCCZDNprpkWB7j+UShbKbIiFL6P7Wmt9eLEzxQ0ewMnGGX23KB6SvTHfVW8+VdOq2TbQFZcWdoiiSkYEKpRq8O968RENqiKPJo7wx8wZT1RaeIksTTdGtUKKla+C8nWfOazCg7P1Enp3ouqxkODZMSAntKHE8XTK4NF3BcDxGUu1/MsmaE0SdYsfLFZfZtwb9fC3DQsPnpJojvLJe1G9OJVJMB5nY3g/UrHbx6PN3dmKtRwhJFI9Za/cXidA0QseOYbz9Nvb09tboLCxQ/NrXqL34Evbt22ijhwgfO45owSNR3Tl8s4EvkpRVl5xmk2mIHQ0KLnnNJFjGbXH9QtA43EfxA4cJF2uc+srrHP32WfTK3o9q8/zm3FBHVomFO3vpRCMOmaTB5QmFxWrztSPJIwgEX7vaQiy9OA6NPES3rsHPewbX7CK27zGgdj4ssJq6HsFXNJLFnYU7VUXlZOYklwuXubLY+tOrlJLXlkbLDSfCTSG/diIlGeMuum9i6R2QT1iHfWnQTRfOVDKE7CJj0QdFkZTFphCXH9Jgm8kNy43iSZWBNk8yygiPnKsg2b1nqR9qluKVW/TSpZQYFy5Q/OpXaZw9i1etEn70UfS+1hI0wjdQnQU8Q4AWZTJsryvG1SqeXJID8PMo25jp6kdDFD9wGGMwxeBbN3nkj14ke2GiZT3tdlCs6lRNn3Bk80EW7WIwWwPF440rKp4n0VWdY6ljvDX3FuPl8c0/XLgFVh2iW//O5608s26dPjXclWn2Ughq4TjJ6vyOn75GYiNoitZ6SAq4u9jg6mwFy/UZSrffO4+6JVLWPI4Sxlf2RjZrXxr0swuCkulzSltEX1UvupwMZUez/5aqXcQ8QrZv1FUKl5rQMHYoAbASJRxGHxuj9vIruKXSptv6pknl2WcpP/005qXLKJEo4YcfRgm3HiPVvFmwa7huHARMhm2E5ZH2d36C3pcDmN3eB4XAGM1Q+PARtKrJiW+8wfFvvkmosDeyCLmSvjTIYm/GoCmKZKS/Sr4Klyab5/lYcgyB4OtXNzFcZgWKd0HVQdv8t676NpfsRWq+w3AH2/y3ohqOE3VNVKO0o8+risqJ1Aku5i9yvXB9y+2llLx2a8k7T3fmRpYxJu+1++8V+86g1yyXtxckKTfPSHRVu7jpoOYr4EnkDgXpl8MuG5bX7YAkDj6C+V0mRpcJHTmCdBzK39t4oLAzM0Pxq1+l9vLL2BMT6EeOEDpypKUQyz2kRHNn8eomUktiCp8ZzSJhSPRdnDr35QDmEHL7utYypFP+wBj1sT76z9/lkf/wIv1nbyO8znnrjivIlVU8UX0gAd9p4lGbdMLivXGFUg10Red4+jhnF85yu7SBVn5xHIxiU3hrC5pt/nWySrijbf5bUQnFEFLuOI4OMJoYRVXUlipebuVq3Jiv4vk+QxvIguyWjDlF2K1i6O2XntiIfWfQZ0oGiw2bx7U5tFUhleZUIgsZ1XecUW5Wu6gM0L6wS3JZAqANcXQAJRZDGxqi+tyP8M0Hs63S92mcOdNUSHz7HXzDJPLIo2iZzPaP45cRdhHXCoGqM73cHbqJGFerFN0EGi5Jb27H+1gW+1Itl+NPneHEV18nnOvMUIjFik7d8olGGnueNBzMVvHxeeNacxjGWGIMBWXjWHpxHBqLEN24IxTAkh7v2ouUfYvhPWok2oi6HsZXVJLFnXdra4rGydRJzufOb3yzA3z/fux8JNWZJLDiO2SNcRTpBR76ZjwynOTzI3WS6qrHXtmcStQU4tpNPExguCnSYq5tYZcELoqA6TYWRoSOHcOr1ag899y91/x6nfL3vkf5Bz/EvHIFJZkg/NBDiNDOnlY0bxasGp7fVCqcDFu4jkvW2X1LeFMOIETWneUBOYBtIjWV8qOHqB4dIHN5ikf+6EVSV9r3dLVMrqRjuAaxyN7Ms1yJqvqM9FWZL8GVKdE0XOmTvLPwDjeKNx7cWEpYvAWuCdHNE3HNNv8acbE3bf6bIYWyFEffXc/BaGIUVWzupV+br3JzoQYS+jvknaesmWZ3qBbbk3LFZfadQQcIr3PuKaUGSrkBmgK7VEkz2hx2UZEk8Zi32/fDKskkWiZD+ftP4/s+9sQEhf/8FeqvvY47PY1+/DihQ2M79z6kh+rO4dYd0BN4SCZCFtGGT6QtehSCkpsihEnc3X798Wrs/kTTWzcdTnzrrZY7TFvBspuDLFCqRPYw3LKSeMwiGbM4f1uhatwPL3z16lcf3LCeg+pMc2jFJok4T/qcN3PkfZPRLsbOV1INJ4g5Jqq586csTdE4nj7O2wtvc7ey9inb8yWv38wzXTIYzXSuRDNjTDWnE6l7U92yTEtnpxDic0KIa0KIm0KI39xgmz8vhDgvhLgkhPhpe5e5Nfc6Q9cMsdg+lhtBSpX+NoZd0sJl0VPw2lRDLYRAP34cL5ej+B//hOLXv4Fx/jzSsQk/9hhaaneqbqqXR9gVXCcKisJcyKG2JMbVrmugek8OoE3duapK9dQwetXk0I/fa88+gVw5RMNuDrLYdaxphwgBQ/1VPF9y+qqCKjROpU/xbu7dB0v1lsMt4c313284ZSbdGhFUYnvU5r8VVT2KkJLEDmQAVnIofggFZV0v/dJMmdv5OpqikN1CtG83ZM276F4DU8907BjrsaVBF0KowO8Dnwc+APy6EOIDq7bJAP8W+GtSyg8Cf6P9S90E20XJVcD22mLQQaHhpciIpoZ3O0jhYgiNqtW+R3atvx8Ri1H96UtYN66jZLOEVikk7njf3hzSqONzP9xieS79ZjsfzQWlJTmAsNeeOaJeNIQxnGLo9M0HhmfshoWSjunVSex9ifYDaKrPcF+VmYLg5qxgND6Kruh87dqKWHrhTrPKJb5x56+UknPmUpu/uodt/ltQD0XwhUqytDuDrqs6R1NHeWvurQeasBzP541bi0yXDA6lO+edR5wSKXMWT4ng7/HNshUP/VPATSnlbSmlDXwN+MKqbf4m8JSUcgJASrkL8ebtsyzEJaM6tKk5wHDiqMIl26YmoyQukvYlRqHppUc/8hHUZKqpkDgy0p6TVFqozjxuQ4IeQy6FW8KG17IYV6tU3CieVMi22mjUAo1DWZCSo99/Z9ddpXVToVQTKFoNXe2Od76SRNwkFrV5+6aCaTfFqS7lL3Epfwk8t9nu7zuwyRzWCbfKHbeMANLK3rb5b4YvFOrhOMny7rV7xhLN8s6VXvq7U2Xu5GtENIV0B73zjDlF1ClhdSGU1YpBHwNWpp6nll5bySNAVgjxkhDibSHE315vR0KI3xBCnBVCnM3lcjtb8WqWphIpdRvZLnFq7le79LepyWhZ02U304vWQ00kiDy2vkLiTtHc+aVW/2ZCp6C5FBWHjKG0vV7XR6HiJUnIIpq/vZmhGyE1ldqRftLXZ0lf2YaY1TrkSqGmsmJ094Ms2oEQMNxfxfYkb15XGY6OoKt6s+KlMtVUVgwlN03EnbfyzLkNBpXonlfsbEU1HCfuNFDM6q72syyVcHr2NLO1WRYqJq9czzFXsRjLdNbQZoxJwm4FQ++8uuJqWhOzXstqq6QBPwP8ZeBXgP+XEOKRNR+S8g+llE9IKZ8Y3EwMahuImtmcSqQAoXaGAxQaXpKM2Fmt9GpieOiivR56p9C8WfyGiVSbcfhWukOvq4eZUTYvk9uIkte8GbXTS7cGkriREEeeOXdvGPV2WVZWtGStI8qKO0XXPIaydSbzgslcM5Z+uXCZK+MvNtv9wxsn4hbcBtftIg4+/T0UblmmGlqKo1d2fy4sC5r92aVv8O1z01ydr5CJaiQinevaVHyXjHEXVbp7Wq547/gtbDMFHFnx78PAardnCvihlLIupcwDLwMfbc8SN0edrzSnEkW3I8TVGqaTQBEumTaEXQSQxmV+l8MuOo3wa0tj5hRQm4+lEyEbxfJIyfUvBAeVG8oRznISQ24/ZuhKlaoXJ+W3UY9eCGrHBojkKgy/fHVHu6g0VCoNia7X267Ct1tSiQaRsMOZmwppbZiIGuEHt76PNCubTiQ6b+eZ9Rr0KZGutPlvRU2PIoWy6zg6NL30sfgRfnj9Au9MTSEQHO3rrJFNWnPEnQKWsrflisu0cpaeAR4WQpwQQoSAXwNWtyh+F/h5IYQmhIgBnwZ2rvHaKp7fbCayHNhV7fn6mG4UKRX6/fG27C8lXEq+hruH+iPbRXObteeulwABdcVjXrdIGaBtcLrklQyuBNNXeE8c3dFxi25iZ3IAm+Amo1h9CUZfuoJe3n44J1cKUbedjior7hQhYKS/imlL3r6l80jyKDO1KS5hbah9XvFtLtsFGtJhpAsiXK3gK804eqo8u+s4upRgVh6hbknu2i9wcjDe8RBTZlldcY/EuFazpUGXUrrAl4DnaBrpb0gpLwkhviiE+OLSNleAHwLvAm8BfySlvNi5ZTdR89WmEFdY37YQV2ssV7u0J+ySwsUWCnmzRw269Jut/g0L9GZ1y9RSuGVgk+7QnMig+A4n3CkmxAB5uXXL+Wp2KwewEfUj/aiWw9gPzm/rc/4KZcV4pLe882VCustAtsGdeUG8oBPzJV8TtQ0l4C4siXBlRAS1i23+W1ENx4nZdRR7a4nlzZiYj7BQiKERxQidx/bbU/W0GRljEt1rYO1xueIyLf2qUspnpZSPSClPSSn/2dJrX5ZSfnnFNv8/KeUHpJQfklL+qw6t9wHUhcouhLhaw3QTaEp7wi7LidG5NjYYtRPFLzbHzNnhe00pk2Eb6XikvfXzExLIKRnSTolTzgQRafGOcgJ/BwnEphyAQ9Kb382f8QB+SKN+KMvA+bvE7+ZbX0tNo2pKQuG9UVbcKZlknbDuULxd5hFX5apwOWut/f5M3+U9K0/ZsxjRetM7X6YaiqFISWIXui4LRZ3bczoVZ5HheAbwud54vm1rXI+wWyVtTuMpITylczZpM3r3Nr0FwnBR8lWQEhnp3JdnOVF8qbSl2iWJi6A9wy46gebOIq0a3pKH7QjJpG4Ra0girB8/r4kodcL0eQU0IXnMvk2ZKLcY3vbxDT+EJUNk3Rl2IwewZr/DaXxN5ej33m75Mb4ZbrGI9WC4ZSVCwOhAhX5rkUY1S0SN8LXqzTXDxC/aBabdGgklRKjLbf5bUdUjSKGQ2KGuS7mucm0qStEsk0qWiIWiJNQhJqyzGG3qd1iPjDFJ1C1hK93rvN23Bl3JNxA1s2nMO+hBSRQML0mG2V2HAsL4RITPTC/aCOmuGDPXPCFnQjaNpe7QjcMtWXwp6feKAAz6BQa8IpfF4R0kSAXFJTmAWBvkAO6hKtSODhCfXKT/7MaiTcu4HuTLGp6oEmtr5VRnyCo1RkOLXDXHGHBHGHcqvGnfbwVxpc+7Vp68bzLSI23+m+ErKo1QjFRl+/kUw1K4cjfGYr1OPJEnHm46IiltFF+63Gj8pN3LvUfGnCTiVPZUXXE1+9Og+z5qvtGcSpTsfOmV4SZRFZe0v/uEXVq4bRt20U40bwHs5TFzzdNiMmxhuy591sanSU7JEHXrRGlWpwjgMecOrtxZgrTqRXCl1lb5YgA7E8NJRhh77t1mEn0TFis6NdMjEt57ZcWdMGSXSWkVSlqIifwpIkLn65Xr97z0606JCbdKFI3YHg1a2C3VcIK4VUNYrSezXQ8u342Rq1ro0XlS0fvnrSbCxNVBxs23aLjFtq9XSI+scRdFOlja5rILnWRfGnSRK6JUbaSmgNZ5D8pymtUuA3J81/tK41JFw3R6KzGqunP4RnPMHICPZCJkE2n4G3aHeigsihRZt/DAiRSXxlKCdHAHCVJB0UsSk9W2yQE0dyuoHRskVDEY20LnJV8K0XBNYpH2yD50miG7hI9FJrmA4ego1RNMejVeN+eQUnLezLHgNRju0cqW9aiGos04eqW18kUp4dpEnPmyj9TnyMZh9WNlWhvDlw6X6k+3fb1Ja46YvYitxu45RN1gXxp0ZWoeUXfapNuyNSvDLuwy7JLExUOw0OaO0d3QHDM3f2/MHEBOd6kIhz5TbOilLooULoI+t7Am7HXCnSIiTc4px7cdDa+4Mfw2ywHAks7LUIrhN25sqJtuO01lRalUiYZ6//IQUjJkF6kJSTjiMBjNkysdQfFifL12gztOhTtuBRWFVJcSdTuhGooihSBZbO0cuD0bYbogsMQcfUl/3XNWEyHS2mGmrfMU7DaPmTSnluRydyeKt1t6/4xdhVerI2YWwPOR8b3ToTDcBKrikNll2OVepUsPxdE1b+6BMXPQDLeYW3SH5pQseB4Zf61xVPF5zL5NiRi3GNnWenwUyn5iSQ6gvcOgG2N94C/pvKxDvqxTtzyiXVRW3A4Zt0bUbVDUwiAEI4kZwoqDWXyEabfOU/VbzLsNBpXOiVF1Ak9RMUIxkpWtpRtmF0PcndepuTn6U9amw56T6jAKGhfr30O2SfkUINOYIOzVMbpUrrjMvjPozvQUolpHRtQ97cSynFizyWiX1S4JXBTaO+xiV0iJulR7LrX74ZHJkI1meiTYOLG5oGRIuSV0sf6FsZsEacltxiEzbfbSpaZSO9xP+toM6XUGYSyUdAyvQTzSWyGxjRiyS2i+QUFtOjeq8DmavIvd6Mc2+nnPyuP2aJv/VlTDCRJmFeFsfFMvVjWuT4cpWUUyqSr6Fv0oilDJasdYdO4wY11oyzpDbo2MOYWr6HhdFjvbdwY98uijeI8cbQ6y2EOWwy5ZZnYVdtGQJITPXI9ouih+GcUu4Fl6c6gwUFZdcppNpiFQN7hpNghTI0qfW9jQ89tNgtSVKlU/RtpfQGnjwG4AazCJF9Y58vQ58O7/loalUKgpKGqN0B6fXztlyC5j42KuGCGXCNcYjBawyw9RdzT6e1CEqxWa9eg+8Q3q0eumwpWJGIVGjUSiQLTFiqSY2ocuYlyqP4Pn7/7cyphTRNxSM37eZfbHWbsavTuC/Mthl91Wu6SFS95T8dv4yLdTNG8OrDqud1/johUxrpySwZOSPm/zioG4NDjuTi8lSLeX/S86ySU5gN0pJq5BCKrHB4nkKoy8cu3ey7mSTsNyiUR6Q1lxK1TfY8AqUlYE3qrE9aHENGE/jLL4BH10r+piN1RDUUCsq+tiu4LL43HyNYNIbIFktHVTJoSgTztO3VvklvHyrteZMSeJumUMrXvlisvsT4PeJSwnBlJhoCn7vmOSuDSERtXe+/mUDyA9VHcWt+Hca/WHpkEXlkfa37jELadkCXkmcbl1l9QJd3IpQXpiWwlSW+o0/CgZb452NhrBks5LNs7oC5fRquY9ZUXTq3VCFqgjDDgVQr55L36+ElXxOJacoGaHOD19irLVfe9xu7iKSiMUJVl+8Ibu+3D1bpyFioMIzZKOC7Z7A46oSWJKluuNF7D82o7XKKRHtjGO6ttY2vYlL9pNYNC3gVyW1N1l2CWFgwTmuxxHV73F5pg5OwpK83HVFD4zmkXCkOgbnB4+gpxIk3UWaWXmg4bPo/adHSVIi26yKQfgtk8OYJllnZfDz56nZqiU6wItVEfriC5Q+xmySyi+SXGDVv5kuMrD2WsYjsPpqWPcLQ/sVu9qz6lFkiSMCsJpOg5Sws3pKLNFiaPM0ZcEscOnqax+FFeaXKn9YMfrS1gLxO3FplRuD+jjdH8F+4ymtotD2t+5gUksjbXrtja65s0izTo+98Mt02EbA5f+TcS4iiKJg9rsDm0xNjvkLzLglbadIG10SA4AwA/rTZ2Xc3cwr1ap2Q7RSHurajrJkF3CwMPZpL48pps8lr1KRF3kvfkBLiwcxdlAl6cXqYSiqNIntlTtMpULM5nXaPgL9KedXensaCJCUh3hrvUWlR06DM3u0CKW2hthrcCgbxPTiYEU9O+iySiOiy66XOki7eaYubq81+oPzXJF13HJOhtf9Dkli+/7ZLfR+NNMkN7GlQoXxZEtt1/5yaKbJIzRXjmAJYzhNJ6qMPDSVRy/Qjy8P4xdxLPJ2mVKqoq/hTaLqkpOpO9yKD7BZDnC61Mn900Ipqrfj6Pnyzq3ZsKUrAKZVHs06lPaIZBwsfbdHX0+Y0wulSt2P34OgUHfNs2wS2JX1S4KkBQu811UXdTc+aXa8/tC/N7S7NBowyeyyezQBSVD0i0REtv7+5cTpHfF0LYSpFUv2pQDaHdyFEBVmDx6lESuxIenbmxaw9xLNMsVl+LnLSAEDMYXeWSfhWBcVcMIRdEXc1ybjFA0y6RTBSJ6e268qtDIaEeYt6+yYF3b+gMr0L0GGXMSXyi4PVIWGhj0HWC6STTFJrWLsEsal6Kvdm3YRXPMnIFU7ydy5kIOtSUxro2eZE10ysQ3LVfcjJ0lSAUlL0mMCiFvd7Mm1+Nm5jCVSIRfOncRzW5viWSnGLTLIG3K2yyV248hmKKewSxoLFYrROK5e4Jb7SKhDqKJMBfr38P3W3dSMsYkEaeM04VRcxsRGPQdYLpR2GWTUQoPS6iUrL036M0xc3lcUwH1voc3GbawPJd+c+MLPK9k8KWkzyvt6Ng7TZCW78kB7H402Uo8KZglxVxfgmTD4uNnbrZ1/x3hXru/j6duv5FlbQimd6tgPF/hXP0h8DyOqBfJxNpvsoRQ6NOOU3ZnmTDPtPy5jDlF1C3R6IFyxWUCg74DpFQx/AR9TO94BuayBMBsF+Lomjv3wJg5ALkUbgkb3oZiXNCMn6ueRcrf+TSZnSRIl+UAkrLQVjmAeZKYniCqG5SzCT5w4S7J0u4m5XSalNcg4dYoqSHkDisrHgzB2D0ZgpESrhePcMvpJ67leUzM0Kn+gIiSJqKkuNL4IY7fwkUpfbLGOJpvYend1W9ZSWDQd0jNyqAJh5PiDILtx9ITNA36zF5XuqwzZg6goLkUFYeMoWxYOeDTHDeXcYstlStuxE4TpCW3+WjbTjmAaZkBxyQj6ywOpRBS8plXLrdt/51gyCqjeSaFFuPnm9HLIZi7lRHma0lUbQY/BGPWwtYf2iFCCLLaMUy/0tJko4SdI27nsdXojm+qnaB3VrLPsL0oBXOEfu8uJznDdkvqIviEhdzzYReKX0Q4pQfGzEFr3aEVkcBEo99bq664XVYmSBdprSHDlRo1P0baz7VFDsCWKvMyTspaRFcFnqaSG05zZDzH2HjnjMduGbJLuDjUtfaESVaHYN7ogUak+XqWu+VBdDHLYCxHQY8zYFdQ29CqvxEhJUZCHeS28QqNLTqg76krqr3jnUNg0HeF4aYoWsMM+rc5Lt6BbQytEEBGeCw4ezvsQnPnkGYdz3+wymQiZKNYHim5eXWL7/v0tWlAwAl3krC0eEe0LrFbdJMoeKSc3Q8bmSWF5UkGveK9B/lKOo4d0vjMq1cQXpc7eddBkT5DdpGqIvFE+yQwVoZgGnZ3QzBlK86N4hjIAqOxCTRVoahH0aTPgJXr6LHT2mE86XKp9sym22WMCcJurWfKFZcJDPouaTgZSuYQI951jnKe7Rj1FA4VVKy9GnZxb8ycC6H7mfm64jGvW6QM0DY5JXJKlrhbJbLNcsWN0FZI7N5ucQap5es0/AhZf/dyANMyg2o3SIoV8gWKYGE0Q6ZQ54MXxne1/07Q51QJeQZFdW27fztohmCu3QvBvLvHIRjDDXF58RiOW2c0ehN9SSSttBReGjXnOnr8pmb6GNPWOQrO+hIfmmeSMSbxUXC7rK64msCgt4Gak6Vs9jPqX+Uw79GqUU/h4qKQ36NhF+o6Y+bgfrhlYJPuUBuNIslmuWIb1zTkL9LvlbgkjmC2mCAtekk0bJLOzsMiDamTl1GyziL6qtpzIxammorw8bO3idR7a6L3kF1eqj/v3PQhVfXvhWAm9jAE4/gql/PHMWyX4ch1ovr968JUdOpqiFGz/RIQq7mnmV777rqa6WlziqhTwlFjeyrh3QqBQW8TVaefmpVhzL/EIXGFVoz6sgTAnLM3J4XmziGN+r0xc8tMhi2k45HexBNbVNJL6oq7j5+vRACPLyVIW5XYbXhhbBlamju6My99hjS26zOwXqxUCHLDGXTL4Yk3ttds0mmG7CImLmaHx8k9GILpfCOSLwXXFo9SNjUGQtdJhp0151lBizNol1E6GEeHZc30oxtqpjfVFUs0eizcAvvQoEspySu9qLchKNuD1O0UR7x3GebGlp9I4iCEYHoPnMDmmLkFXIN7Y+YAHCGZ0m1iDUmETcoVRQbFd0jvQpluI+4nSAdbTJA2546GMYhukbxaDylhWqYJ2xUSYn3j4IY0CgNJHr42Q/98advH6AS679Bvlyirypbt/u3ifhVMoWMhGCnhdukQuUaclHaLTLSxrtNQ1KPo0qffXmzr8dcjpvavr5kuJdnGXTTP7KlyxWX2nUG/UrjCC9FxbmR6L2EFgpI1TMOOc8w/x6C4tenWOpI43p7Uomve/JoxcwAzIZvGUnfoRrEUSTN+nnZKuypX3IztJkirbhRXqjuaO1ohQskP0ecUNm31L/Qn8RXBz758hV4o0B60y2ie1bH4+UY0QzDjjHaoCma2NsB0tY+ImGIwVtywA7m01F5/yOhsHB1Wa6a/cu/1uJ0naS9gqzHkHt1Ut8O+M+iPZB9Bt31+eqjB9URveupFaxTTjnLCP0s/m3eTpoVL3lXbOt9wDffGzJnIVUNsJ8MWtuvSZ218KtREjDoh+rydtfu3wnYTpBJByU8Rl9uXA5ghjeN664dbVh5DVZgfzjA8W+TUtQ7oyGyTIbuMIk1KbSpX3A5CwFB8kYez19sagikYSW6VRhEyx3BsGmWTG6yhaBhqiFGr8wYdmprpUSXL9cZP7mmmL6sr2lrvtPuvZN8ZdE3R+GAjS6oOL/YXetaoF6xD2HaEk/JNMmzcrp7CpS5U6h2sdFH8Coq9+MCYOQAfyUTIJtLwN+0OXRDNdv9+r/1qhyvZboK07CzJAXitywE0wy0pYlaZqLr1d15PRTFiIZ54/Rpql3Vehu0ideHhdFEIKqYbbQvB1J0IVwtHcb0Kh2J37lW0bIgQzTi6VUL47o6OuV2y2rJm+g+BZXXF3itXXGbfGXQABcFHZgQZQ/S0Uc+bY7iOzkPyNGnW9/CSuPgI5jtY6dIcM1d7YMwcQE53qQiHPlNs6nnnlCxRt0aUzhq05Q5Sp8UOUh+Fip8g6bcuB1AgRs3X6PMKrWlpC8H8SIZEzeDjZzYPoXWSmGeScqqUVL3rnYlrQzDbl+O1PY3L+eOYjs1o7DphrbXzv6BFCUmffruzzsUyuhIhoY5w13qThjVB1myWMjrKzpPSymId7M7ckPalQQdQpOAjuXDvG3XjMJ6j8LB8nSRrS66WNV06JgGwwZg5aIZbzC26Q10UFkWKrFvYk5MlsZQgHW+xg7R4Tw6gtZDINBk8x6F/G1rudjREKZvgg++Okyx3R+dl2FqSy92BGFcneDAE43J66hgTldZCML4UXFk8TsUSDIavEde9lnMC9+vRd99Y1irpJc308fI3iDilpelEO7teRcVAv7ZA6OLuxlhuxL416LDkqefCpJeM+o0eNOoShbxxBOkIHpGvEefBDH0CF1XATIc89OaYuTKeE7k3Zm6ZyZCNZnok2Di8URApPNjWdKLdcnIpQXpOHNsyQXpfDmBhSzkATwpmZJK4XSSyzSjB4lAKxZd8+pUr2/tgmxi0S/jSptqF+PlmrAzBvNtCCEZKuFE8zGIjQla/QTpibuu8aig6pqLvST36Msua6TX7CnlvFkPL7GxHjkfo2ixq0UAYnamE2NcGHZpG/aNLRv2FHjbqC8ZhcD0ela8Q5X4yTgFSwmPO7sxPoXlLrf7yQW+3rLrkNJtMQ6BuEW7B80h7lY6sbz2WJXaLxFtKkBbdxJIcwObJsgUSGJ7CgFvY9r3J01RygymO3llg7G5n289XI+7J5cqe60yEFSGY2NYhmMnqELO1DHF1nP5oZftJdiEo6HGGrCJiG9rluyWhDDDoujyvLVLXdzBuTkr0W/MouQo4Xsfmj+57gw4PGvUX+wvc7EmjrpFrHEVxbR6TLxPhvoFM4VLwFDy/zV66tFGduTVj5qA1MS5o6rek3BK62NuyvWE/T79XbilBavkhGn6EjD/LZo1GMzKNdCz65M6GZJSzCRxd49Ov7K3OS8atEXMbFLRQz3UmLtNKCCbXSDNeHkaTcwxF5zetaNmMohYlLD2yTufr0ZdJeyYftlVua5LzYvvxe3W+jDpdRDRsZLpzTWEHwqDDfaOeWvLUe9Go+2gsNI6iuRaPypcJ0SyFSuFiCo2y3d5Kl/tj5qJrDMFk2EZYHml/4+qWBmFqRHc8nWg3NBOkt1pOkJa8JPomcgCOVJiTSVJ2AX2nsygVwfxohmyhygfe2/lwk+0yuNzu3yNjzjZjTQgm1wzBVK0Y1wtH8L0SI7G7aFtVtGxCUWt+D6PG3oVdRuwiY66DIkK8pExib0MyW9QttJsLKKU6Mh1FdqqZgxYNuhDic0KIa0KIm0KI39xku08KITwhxH/dviW2zv4w6joLxhFCXo3H+Ck6dZIsD7torxd8f8zcg7XnpvCZ0SwShkTf5BRYULJ4Ujbj513gwQTp5o+5dS+MLXUy/gzreelzS8qKOwm3rMSIh6klo3z8rVuEG3ujfTxsl7BxMHosfr4RD4RgSs0QzOXCMSzXYDR2g7C+O4NWV3QsReu4UNdKmr+By4jIUhU2r4gWS2U9H/3aLOpiFRnWkbHOhsy2NOhCCBX4feDzwAeAXxdCfGCD7f534Ll2L3I7rDHq8d4z6p4MkWscJeJWeUy+ci8EMNtGCQDh19cdMwcwHbYxcOnfRIwLIKdkCHkGMdk9gaqT7tRSgnSrDlJB0UsRkQ2i64zHm5ZpFMcgzS7PByHIjWQI7ZHOi+p7DFhFKorA26RXoNdYHYIpNlyGI9eI6W14Cl2qRx+2i4hdKm62gua7DFpFKopCSETolxHeErOU2fqGro3nUBfKSF8iM52/IbfioX8KuCmlvC2ltIGvAV9YZ7v/EXgS6PpkgGWjnjTghYHeNOquDLNgHCHqFfkYL5EUZltLFzVvDuz6mlZ/aJYruo5L1tm4GsFHkBdpsk6hY+3+raDh3UuQ3tkiQdqUA9DWzB01pUZOxkjbzUEWu8VZ0nl55Oo0/Qutlz/uhAGnQshfmk7Uo/HzzYjpBo/3XeZk6iKpsN22v6GoR4n4Lmmr8/Xog3YZ3Tfu/QajJHDx+YkY3/RzSr6KNrGIqFrI7M5LHbdDKwZ9DJhc8e+ppdfuIYQYA/4r4MvtW9ruUBB8NB/pbaPuR8gZR0i4i/yK+lOKTpsad6REc2bw6hboD1a3eEuzQ6MNn8gmHl9BpHBQ2zKdaLfcT5AextykxFIiKHlJ4rJCeEVVzgxpbE9u2eq/HQr9SXwh+MzLlzuq8zJkl1A6LJfbaRQForrf1vOo+X1IDu1B+eLIvd+g6WHrqAwT55KyyDTrJ9iF6aDfmEMp1vFTEdD3RvelFYO+3q+w+gz+V8A/kVJumikQQvyGEOKsEOJsLtf50i9VrjTqxZ406o4fJWccZsSf5yPaW9jO7sMb98fMhUB90GjPhRxqS2Jcm11feSWD9D2ye1iuuBHLCVJbqlxk8wRp2Y3hSYU+974PMi3T6FaNlNjZQO/1kKrCwkiGkdkCJzuo8zJklzBwcTosl7vfqCk6ttA7H0eXkmG7QE34D0guDBJFkYIfKeNrJ45JiX59FiVfReoqJPYumd2KQZ+CB66iw7Cmj/0J4GtCiHHgvwb+rRDiV1fvSEr5h1LKJ6SUTwwODu5sxdtk2agnTMkLA0Vu9aBRt/0Yc40xMhSh8BLI3bUFa+7s0pi5tQJCk2ELy3PpNzf3GBaUDAmnTKhN04l2S0IaHPNmtkyQ+iiUvBQJWSTk1ajJEAU/TNZd3FRZcSfUUlGMSJhPvtEZnZewZ5O1y5RVbc/kcvcNS/Xow1aho3H0pGeQdKoU1dADkgsqCmMkmRQVrvBg2EebWESdKyNsd0/i5itpxaCfAR4WQpwQQoSAXwO+t3IDKeUJKeVxKeVx4FvA/yCl/E67F7tTVCn4WK5p1H/So0ZddXUuWI/iGdOESy/B5g87G7M8Zq7hQOhBwyeXwi1hw9tUjMtEp0y8o+qKO+GUs9RByuYJ0pIbx6cp2jVNBsf1GWzTHNQHEIKF0TSJqsFHz95u++6b04ksilrvNRP1AkU9StR3SNqljh1j2CqheUs5jFVkCRORGj9RxvGWzkil1EAbzyMqDfy+RDPetIdseTQppQt8iWb1yhXgG1LKS0KILwohvtjpBbaL1Ub9do8Z9bRvMu8PcN0+hVq5Qbj8Csjtex6ql2uOmXNia7rRCppLUXHIGMqmwlQ5JbukrtidcsWNuJcgFXHGN0mQ+iiUvQQJf5GCrxO1y8TUzjxpWNEw5WycD18YJ1FutHXfQ3YJpEVJ3R/lintNsy5fcqiDui7DdhEHh/o6JaMCwWGSFITJm8yA4zVDLYUaMhaB0N5XJbV0+5BSPiulfERKeUpK+c+WXvuylHJNElRK+d9KKb/V7oW2g5VG/fkeM+phXGLS4aZzCFseQq1cIVR5fdtGXfOWx8ytDUu02h2aUzKonkXSb6+BagfDfp4+r8xFcRhrkwlLJTeBSZghf4o+t0VlxR2SH0qjeD6ffrWNOi/32v19vB4R5Oo1amoIR2gd03VRfY8hq0hFAU+sn4xPECItw7wqppA3plEWKkhFIFPdaQI7MJ2irdLLRj0jDRaJ4NCH7Y+gld8jVH2z5SoK4ZuozvzSmLm1HsVEyEaxPFJyY0Po0xw3l3W7W664EcszSG2p8h4bzyB1pcpNjnCMKUb9zlbSeppKfijFsdvzjE7k27LPlNcg4dYorYrdBtxH3oujL9LqYPbtMOiUCfkGBS2yaYXOGAmGZ2xmFiYRprNnJYrr8b48U1Yb9Ts9YtSz0qSsRHA8icsAjj+IVr5AqP52S0ZdXdY9d2NrapPqise8bpEyQNvkZy+LBBYa/e7eqStul4RsLCVIBylskCD1EbwtHyHu1Tmld76jsLSk8/KZVy6Dt/skXXPcnBnEz7egqEWJew6pDsTRh63WSkYzNfjEbcmkWqcwGAK1e2b1fWnQ4b5Rj5uSH/eIUU/7Bp5QWPSaj3cOQzheH1rxLHrjwuZGXcqlVv+1Y+bgfrhlYMvu0Cy+75Ptsfj5apoJUnvDBGlepCn4CQxLcEjNo20hrbtrlnRe+harfKANWtdDdhkXh9o+affvFsv16CMdCLsM2wXqwsPeRENH8STHrlY4tAhTA4LXR7sbpnzfGnRoGvWPLxn1XvDU074BEnJy2SsTOIzgehn0wpvoxqUNP6vIKopdwLU0UENr3p8MW0jHI7PFuLCckiHuVon0SLniRiwnSAsbJEin1SEUz8YwJIrwOaR2vgFlWeflE2/eILQLnRchfYasAlVFbhi73TdISWrRpn/W7EgDVlUN4Qqt7YnRhGuQdqoUVX3TYdBjt2pkFyw0H4bcMONxg6lI96Qy3tcGHe4b9diyUY91z6infBMFmPdXPmYLbA7hekn0wutoxtV1P6u5s0tj5taGIGzhM6XbxBqS8CaJRBuNIsmmuuIu/5a9YKMEqYvCnOijz87hSo2KG+WQmkPZaSloq6zQefnk6es73k2fUyXsGc3pRD0a9mqFSN3l5KUKj5wr8pHX8jzyTgnhtdeoN+PosbbH0Yft5XLFjb3zzILJ0KRBtO5R6dM5UtWJOAqvZcv3yhj3mve9QYdVRn2we0ZdwyeJRd5fHTcV2BzGdeOEFl9BM28++Lb0m2Pm6vaaMXMAMyGHxlJ36GaWOq+k8aSkz+1+u38rrEyQruwgnVf6sKVg2JlHCMGCnUQVHqNK52WG7um8XJni1LVpFHf7N5HhZbncfdrurzo+Y7dqPH62yNitGsmiA1Ly8LtlPvpqHq3NMtFFLUbCs0g47etqHraKuNgbhrxChseRGzWSRZtaSsXXFBQED5V0FsM21+LdCb0EBn2JXjHqWd9gUUTWeToV2BzBc8OE8i+hmuP33lH9RYRdWXfMHDTDLbbr0mdtVa6YRfEd0rK2+z9kj1hOkN4RQ/cSpNPKILpn3lOxNDydmhdhTFtAbEPHeqcU+pNYYZ2fe+Eiv/TsOxyayCH81o3YoF3ExMXcb+3+UtI/Y/D4mSLHrlTJzpt4qqAwHKYwGqUwHGbsdo0nnp8nUmtfTuO+Pnp7wi6q9BiyNy5XFH4zbp7O27ghgRW/v81QQyVtqZzJVnDE3nvpgUFfwWqjPt4Fo56RBnURprGu3RFYHMNzdcKLP0G1mnolzVb/2poxcwA+ksmQTaThb9odKoEFkSHtFHuyXHEzTjmThKTDOY5jopMTGQad+Qf+jpyVQBcOw6LzU26kqjB5YoiFkTQjMwV+6Qfn+PM/usDgTHHLOLLuOwzYZcqqsq/a/RMlm0fPlTj1XpmhqQaq51McClPPhGBJcqGR0pk/HKNvweIzzy2QXmhPrLmihnHbWI/eb1cJe40NFS5H7jbomzfRHI9q5sF8lUDwSDFEXfN4J7X3OkiBQV/FSqP+48Ei47G9TXCkfQMpBLk1YZdlFCyO4zsK4cXnUe3JZu153V8zZg4gp7tUhEOfKTZt46+KGAYh+nus3b8VmgnS2xREnDPqo7gSRtzcAxdjzQtheCHG1Hk6UbO8HvVUjPGHRij0JThyZ4G/8Ozb/Bc/eY9srrKhYR+0K0vTifZH/Dxkehy/UuHRd0qMjNeJ1VwqWZ1Kfxh/nalETlRl9liMSMPlUz9ZYOROfdfJUikERS3GsJWnHb/tsF1E8U0K64S8kkWb0fE68YpLtS9872a1kpSlMFzXuJCuU1N3p8u0XQKDvg7LRj1qSX48WNhTo572m08FGxt0AAWTE/iOJLz4PFjlpdrztSfXZNjCbKk7tNnu39fj5YobMeLn6fMqLMgEEbdGUq6OYQoWrARRxWJoD7z0+4cVVPoS3HlomHoiwqnrM/zK98/w6VeukCrV12y+LJdb6vFyRcWTjIzXefxMkcPXq6QWLcyoSnEojBPdvOXd1xXmjkaRwMdeyXPqvTJil/N0i3qUpGcRc3Y2L3Ylw1aRBt4ahUvN9jl6rUqyYFNParihja+pU6UQHpLTmb310gODvgGqFHx84b5Rv7tHRj0hLXR8cv7a0sNVK8T0T+JbHn61jFTXhlsAJkM2mumR2ERHHJrdoVG3RpQO12t3iGaC9Bb4PsP23LondsWLYHo6Y+oce+Wl30NRKAymuP3wCFZY5/H3JviV777FJ05fJ167H9obsovUhYfTq+3+UpJZMHnsbIETlyv0zxpIRVAcjmAm9ZafKqSqkDscxYirPPZOiQ+eXkRxdx5zLmpRBHLXYZeYZ5JxypQ0/cGQl5QcvV4lk7PwVTATm9+0oq7gWFXnerLBQmhvRhVCYNA3RVth1H+0R0ZdoSnUlZMtaEEIFVM+gukchnWaH8qqS06zyTQE6iYXmovCokiRdQr7+oRIyAY/b77FUW9mA8MiWLATxBSTPlHa6+U1URTyIxluPzyMFIKPnr3Fr3znDB965zbZWoW0U6Wshjatfe4W0arDQ++WefhCmeEJA93yKQ2GqWVDyJ1IEwtBaThCaSDE8as1fuaFHKHGzkIUFTWEJ1QO7TIxOmyV0H2TwqpejqFpg/5Zk5DpUc22Fg47VtbQPXg9W16rmd4hempIoeM4TE1NYZqbG84Tv/z3kX/OWTd+1QkeBRxF4gvwPYGaW8B//tsIozOlSVlpMClS+FJuLSolxLqxc7jfHXpki3DLokjjSuj3e7fdv1UiuJv+DWU3yrBf5Yg6S8HNsGkdZweRqsr8WB/5IZehuRKffOMaH712i8jhBjdO9lZ1i2b7jN6tMzhlkCg5qK6kltawo2pbzpdaJoQTUhiabvDpH7uc+4VBatmtnlAfxBdKM45uL8fRd7auYbuIJ22qK7qtYxWHQ7fqJEo21ayObLFqQJOCU6UQV/st7kQNThqdD6P1lEGfmpoimUxy/PjxTRNzhZk7YDRA3TsvRgINzccTEtHfTxGQ3//PHTlW2je5ofdT8VQy2s4fQyfDNsLySPuhLYdBC98j7VUO/DObRJCzE4xFSqRFhbJMd3U9nq4xe2QA3XL4QGmCxLU6j01Kbj8eZu5YbN3E4l4hfMnAjMHI3Qapgk3Y8DDiKuWBUNtv/FZMY/ZojOEpk0//eJ4Lnx0gf3h7N7aiHuOhxgJRt4ahrR+C3IzlDt2KInGVZshLcX2OXauSXrSwohpOZHsm81BNZTKp8EZfmWPTEdQOX2A9dfmapkl/f39PVlkIIOYqqFIgUyre4FDHjpWWy4nR7XkpKzGFz4xmkTAk+hY/c07JknKL6GKP48pdoujEcKXKEbXzol2t4oQ1xHFBdVQhWvb52Kt5Pvn8AkMTjbZ3V26JlCQLNo++U+TUxTKD0ybClxSHIzTS7Tfmy3hhldljURTX52deWuDo1Y2rgdajqEZ2FUcfcCpEPIOCuqSuKCWHb9bJLlhIAfX09v1fgeDhok5Zd3kvuTYJ3m56yqADPWnMl1lp1A1VMhHrTLIj4zcQrJYA2B7TYRsDl/4txLjqRKgRoc8t9vR3304kgpyVIK1USdIbTVQxxULHpqLpLByLkx+JkF60+MRLOX7mxQX6Z4yODqNeJtxwOXG5wqPniozcbRCue5T7dar9Yfw9aFCQmsLCkRh2SOFDbxZ47Gyx5RtaWQvjCZVRY2c36mGrhOqbFPVmPqpv3mJoukG44VLN7vxG1meq9Bsab2cqmEpnG9t6zqD3OstGXUh4bnCR0/1VTKW9HWER6RKR7hali5szGbZwHZess7UYlycl/W5h0+0OGgWnOUz6sNq5aTfbIaUaKNKl5jafyqy4xvyxOKWBEAOzBk+8sMDHX86TznVG5EpxfQ7dXipDvFkjWbBpxFVKQ2Hc8B4naIWgMBqhmtE5dbHCx1/OoZlbG0JfKJS1KCNWjp1UMQ3bRQzhYqlRwg333vdQT+m7Cn0JBA8VdSxFcibd2TLGnoqhr+Z3fnSNmdLabk2rUQNv8+TXeowmNP77T/Xvel0CCPuCkbLgfLrMnZjBJ8pJHq5EUNqQZBM0E6N5GdlResdbmh0aLftENukOhWa4JewZxLF2cKT9i49C3k4wHK4Q8xo06G7dd1Jt4LgSZ1V5qZHSMZIaibLD8N06AzMGc0dj3Hk82Uwc7vapSkr65i1G79RJF2widRcjplIdjuyscqVdCEGlP4wdUhgdbxBpeJz/+QEaqc3LbwtajFNGjojbwNTWDknfiIhnkbXL5BUNKVWOXS2RzltYYRUrvnszmXAUxmoal1J1PrKgsFbguj30tEGfKRkczq690AzNApc1MzO33F+1vTXWj5TDHKp7XMvavJQtcC0R5VOFBCPmzmPfy6SlyQ2lD9eX6Nu8sOZCDjVchkxl0+vdQ5AXKTLO7F4VDPUUi06cwVCNw+oc172TXVuHwCepGDQcBbneQ7MQ1DIhaimNVMHh8M0aQ1MGMyfi3H0suaWR24h42WHsVo1M3iJRdnF0QWkojNfFROxqzKTOvK4wNGXwqR/Nc/7nBygNb1zSu1yPPmLOMZ441fJxhu0Smm9SCIU5dKdO37yJ6kkq/bu/lpc5WdKZi7u8MdDgV+q7dyzXo3d+uR7ib/3Gl/jFv/rX+exf/Cv8p698Y9NtE67KJ3IRHs/p5EWDZ4bzvDJYob7LocQZ38ATKkVv+/fcybCF5bn0m5s/KhdFCgeVfm9/qCu2G08qLDpxBtQiYbqnYZ1UTVTpUHO3aMxRFCoDYWZOxHA1wYnLFT79o3kePlckvI36bd3yOHa1ymNvFxkdrxOruFQzGpWB3jLmyzgRldnjMSKGxyd/ssCh27UNw05lLYwvFA6Z24ujD1tFpLSgrDNyt0G06lLpa28COOQLTpR17iZsJsOd0YnqaQ+9W/yb/+N/I5vJYJgmv/yFv8Ff/fxfoC+b3XB7gWDY0BgwFO6kHC6nK4yPGXyskuTxchRNbv+kSPtGUzBLhhmi9Xp3uRRuCTc8YmJz7yKnZJC+R9Yrv29v7Xk7zkCoxmFljlv+8a6sIak2UHyPhhtr7XdQFErDEcoDPtkFi0culBkdbzD5SIKpUwmcyPo3cuFJhqYNhieaZYgh06ORVDESrXd4dgtfU5g9FmNgxuSjr+aJVV1ufTi9JizkCYWyGmPEXI6jb/13CekzYheoOz6HblrN/EFSw9Pbf1EcrmrMRgQ3I7uXKFiPwKCvwx/+yZ/xzHPPAzA9O8et8bubGvRlVBQeqoQZq/tcy1i8li5wIx7hU8UkY40QYhsx6rRvIIAFLwzbMOgFzaWoOGQMZcumpJySJWmVCQmf91P8fCWuVCk4cYb1AhP2IRza94jdKinVwLQk3hb5jtVIVaEwGqXk+PQtWDx+psjYrTp3H0syezx+X2tESjJ5uxknX7SIVV2siEphONJyk0xPoAjyYxEyOYtH3ykRrbpc/nTfGsNb0KKcMPOEPQNL3To30udUiTh17HGFRN7G1cSWrf07RZWCJyZV1FhnPKjAoK/i1dNv8dPX3uCHT32VWDTKX/u1v41l2dvaR9RT+NhilMWay/U+kx8M2pwyYzxRSJLaoupkGR2fpLRbkwBYwXJ36PEtukNNdMrEOOLNvG/KFTcib8fp1+scVue44x3d02NrwiUuDMquitxmTmgZX1fIj0XRLI9szuLDbyxy+EaN8Q8kqfSHGRlv0Ldgkig5+AqUB8KbCkv1NEJQGopgh22OXa8Rq3uc//l+rNh9U1bUo5wyYcSY527ixJa7HLZLJKbq1HLNrtjSUGeVLjVfdEwIYJ/+qp2jUqmSSaWIRaNcv3Wbs+cu7Hhf/ZbGp2cjHC0q3AzV+PahHO9k69gtCt9npEFBhrdVpTYRslEsj5TcurrFl5J+d3+qK7YT29coOTFGlD0YJr2KlPJgueJucMMqucMxFg5FSJYcPvZyno++kmfsdo1E0aGeVCkN7mNjvoJGOsTC4QgDswaf/tE8ycX7TldJiyARjLYYRz+Sm0ebsolUZLO1fx9XCPS0h34oE2WquDbcYDWcHZctbsUv/bmf50++8nV+/nNf4KGTJ3ji4x/d1jFWo6BwvBriUF3jRtrmrVSRm/EGnywlOV4LbxqGyfgGU2oK05dEW3g0rise87pFqgLalt2hGTTPIiEbPR8/3QsW7DgZvc4hdZ4J//CeHTepGkjPw/BCbXOvnKjG/DGNcN0lXnExYyrlfu3A/c5WTGPmWJThSZNP/Xied3+un9yRWDOOrkUZMbceORg3Ghy5soBW9zHi+t7X3LeZnjbo//gvPrru653UcgmHQ3zjT/6w7fsN+QofLEY4XHe51mfz4/5FjiZifLKQoN9ev+ws7RtITZD3wxxRtw77LIdbRrfoDvVpyuVm3IV9N52oU1i+fm+Y9JQ3ukfTgiQptY5pCvxtxs9bwYprbamh7mV8XWXuWJTBaZNPvJTj6s9kuft4koIW47iZR/dMnHWUSAGQkk9cukmi0qAsFBqp/f9d7f9nr31G2tb45FyEU4sqU1qd747meXODbtOMbyDlcmJ0aybDFtLxyHibG6OySGChNcMtB8xr2w17OUwaICIcIsLeulwxYFOkqrBwJIoVUfjgWwUeP1OgpERQlurRN2J0usCxyXkimkkhFT0Qv0Fg0LuAQHC4HuIzMxH6K3AuUebbY3muJw38FemShLRQhSQnt46v2sJnSreJNyThLR68ckoW3/fJ7tPpRJ1ir4dJN8sVXeru/vcMu44QFEejVLI6Jy9WOf5aDWyxoVBXvGbw0JUphuwStbiKq+2sOavXCAx6F9GlwmOlMJ+cCSMthxf7CjxzqMh8pBleUZFkfJO8v3Wly0zIoYFLn7l5uAWa8fOEWyEiOm+09hsLVnLPhkmnVAPX87Fkj04n2odU+8PkD4UZmmgQf1twNLdWq0dxPR57b4Kx3CKhfoeS0jkFyb0mMOg9wHK36WM5nQXR4OnhRV5d6jbNSIOCiOBvUeoyGbawXZc+a/Of1EajSIKsW3ifVp5vTt3T92SYtECSUhoYjli/3T9gx5gJnbmjMbSK5ORbFcYmHjTqp27MMjxbJBlu4EZoS4VRrxCcST2CQDBiaPzsTISRElyKVnhqLE8xOUdd1ah5G/9UPpLJkE2k4RPbIrmWVzJ4kiB+viHNYdKRDg+TjismGg41J4ifdwI3rDJ3JIoufD733BkeujoFUjI4X+LInQXiVQNlUGK5ErcLzWSdIgje9RjL3aaH6j43MhZXU9NUkyrnKz4/L1m3zHFBd6gIhz5TbNkktKBkUHyHlKwFhmQDKl4Ey9MZ0+ZYcPrpRBdtUjWW4ufxwK3qEDURwTtaInzX5udeuEi6WCds2PTlK9QyEca0ApW6ijxAz6q9bdBf+N+gPLXm5fgO5XP9+AjGJ/67TbeZmJrm1//eF3ntue9va9/tJuYpfHQxymBd4cdDPt/N5ih5Kr9QS5NZJdg1GbYxfZf+LeLnkqVyRacYlCtuSnOY9JFokT5RoiC3ln3YLim1ge1I3C30dgJ2jicVTHTEYZvKXIyPnr1FJRPHCmnoaR+VFgTR9hm9bdDLU5A5tuZlXy2C62xbPlepzbRrZXvGqOlzeGEMPeZwITXBrUyDT1tpnqgnCMnm3z8VstFMjwSbJ0+rIoZBiENe4X3f7r8VnRwmreKRUAyq7sHyDnuRmhumT69RGEpixEJE6zbl/gTH1NxSQ1fiQD0htfSnCCE+J4S4JoS4KYT4zXXe/78KId5d+u91IcTu2iu7jOt6/A//+Df5+c99gf/2v/+HNIzOSF22ggBS0iBSG+bPz8eIVV2e13P8p+wc18MGZdUlp9lkGgK1BTEuX0r6g3LFLVkeJp1QGqRFe6fMJFQTVbrUg/h5x6l7IRQBSarUkzHyIxmkIkipDQy7Mw1d3WRLgy6EUIHfBz4PfAD4dSHEB1Ztdgf4c1LKjwD/FGh/q+UecvP2Hf7Or/9feOWH3yWZTPDHf/rVrq4n6depKTFCvsInKjE+nYtQsUy+mZjjqUweYzncsgU5kSHm1oiyt3ol+5VODZNOqQ3wPRpeEG7pNA2vWV+eUu7L1cYUizDWgQu3QGse+qeAm1LK21JKG/ga8IWVG0gpX5dSLrt9p4G9E8PoAGOHRvn0E58A4G/86l/l9Nl3urqeuDRwhUZdNk/OPlfj5xdjPLKoMePW8Q2HtL+5p+GisChSZJ2gXLFVOjVMOqUamM725XIDto8rVUxfJyPuG/SU2kCR3oEqV1ymFYM+Bkyu+PfU0msb8feAH6z3hhDiN4QQZ4UQZ3O5XOur3GNWG7xu38STfh2Ayoq5lwLBcTPEL87F+Xg+hL7FT7ko0rgS+t6n04l2SruHSYeEQ1QYS+GWAxS87WHqXoiEaiJks5EurRrYjr9mfutBoJUzar2rf92OCyHEf0nToP+T9d6XUv6hlPIJKeUTg4ODra9yj5mameXMO+cAeOp7z/CZJ36mq+uJ+3VAUFpnkLEmBHGhbZmzW1CyCN8l7XdmUspBZXmYdJ9aIbaNQSMbkVQNFOkF7f57SN0LowhJgtpSQrpB3VEPZENXK2fVFHBkxb8PA2vKRYQQHwH+CPi8lLI9HRnpw1C6u+ZlZRdli63wyEOn+NqT3+V//l//v5w8cYy/+7d+bVvHaTc6HhFpUia6433klAwpq4QuWhvLFXCfdg6TTqkNpOdhylDwM+wRdbfpiaeVCpqiokr3QMbPoTWDfgZ4WAhxApgGfg34mys3EEIcBZ4C/hsp5fW2re4X/5/rvlzvoHzu0cNjvPHjp9u+392S8BtURHxHn60ToU6EY+5EUK64A+4Nkw4VueuZWFuUh26MJKUYNAyB3+MVwwcJV6pYvkZGqaGqYaTv0fBanN+6z9jyT5JSusCXgOeAK8A3pJSXhBBfFEJ8cWmz/zfQD/xbIcR5IcTZjq34fUpSNqgrUdwdDJzOKRk8Ken3Ch1Y2fuDvN28mR5Wdl7xElVsQlhNjzG4se4pdS9MQjFIqzVMG3xx8OLn0GJjkZTyWeDZVa99ecX//33g77d3aQErSfh1JIKKjNAntlcXn1OyhD2DOBbBc/7OWDlMetI+hL0D/Y9mdcVSu3/wM+wpdS9En14nKg3mD3D9/wF86DiYJPxmQq6yzTi6hyAv0mSdxeDH3iV5O45AMrbDuvSUauC4EvsAVlf0OnU3BEhUaS/9/8EkuMb3CTHZQAClbRr0okjhoDS7Qw+oV7JX7GaYtMAnqTRoOMqBrK7odRypYksd2+VA31CDM2ufoCKJS4PyOqWLm7GgZJG+R8Yrd2hl7y8W7DiK8Dmkrj8JZyOa7f5OED/vIpONNDONxIG+oR7cv+wAkvTrVJXYtsYu5JQMSadESKydWRqwfVYOk1Zk6xOfUmoDxfeou8F0om7R8MPUSBzoG2pP10793rnfY7a+tkPPatTAdUHZ3g8zHB7g753obk35bojLBrNiAMtTiKwzVHo1BiEqxDjiTQflim1kwU7yUGyBUWWBaTna0mdSioEVtPsHdJiePrtm67OMJdaqDBiyCI4DyvYeMGbNvZnm3imWJQCqRIlQ33L7vJJZUlcsdXhl7y9WDpOecYaQbN4PoQmXuGJQdlRk0O4f0EGCs2sdvvbkd/j5z32BX/j8r/LFf/S/dHs594gvVbq0mhjNKRk0z7pXIRPQPrYzTDqpGCjL3YkBAR2kpz30bnD1+g3+5e//O37wra/Q35elWCp1e0n3iEoTTfotJUZ9lqYTuQvBdKIOsHKY9Jw7yGaF5SnVQPoHb5hCQO8RnF6rePn1N/lrn/8V+vuaY8eymUx3F7QCASRkvSWDXhJJLDT63UBdsTMI5q1kC8OkJSm1sdSdGPhPAZ0lMOirkFL2tP1L+A1qSgx/i1KXnJLB9336gvh5x6h64XvDpDcQICUsHCLCajaz9PKJFXAgCAz6Kv7cz32G7z7zQwrF5ryOXgq5ACRkA0foNOTm8dickiXhVgiL1kvrArZLc5h0TJj0idK6WzTLFV1qgVxuwB7Q02fZaHyU6dr0mtctY+dli1vx2CMP84++9EX+6q/9bVRF5cMffJzf/+1/vq3jdJLEvWEXURIbjJKz0SgR55B7J5AM6TBbDZNOqQau52MFcrkBe0BPG/QvffxL675e6KB8LsCv//Vf5df/+q92ZN+7JbFi2MUh1h9enFcyeBL6gnb/jrM8THosUiItKpRl+t57AklSaWBYYsvSxoCAdhCEXPYZIVzC0t5UpGtByaD4Dim/fXMwAzbm/jDpB5vgYoqJjtOcXRncWAP2gMCg70MSsk5ZrF/pIoGcyJJxikG54h5xf5h07YFh0inVWJLLDerPA/aGwKDvQ5J+g7oSw12nsKIi4hjo9HmFoN1/D1lvmHRKbWA7EvcAq/sF9BaBQd+HJPw6Pgp1uVboKXev3b/YhZW9f1k9TLo5jNig4R7MYcQBvUlwpu1DEnJZAmBt2CUnMsScKtENKmACOseiE8eXgsPq7JJcrkvtAE/HCeg9AoO+D1nWdFndMeqgUhApsl4hqJDrAveGSaslBrUS+C4N7+BOxwnoPXq6bHHhX/8uzuxa+Vy7UQXPhW0q16mDAyT+zt/c1mf+93/1e8RjMb70G/+3bX2uk6j4xKVJeVW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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df5.plot.area(stacked=False);" ] }, { "cell_type": "markdown", "id": "d2f8da56", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Scatter plot\n", "\n", "- Scatter plot can be drawn by using the `DataFrame.plot.scatter()` method. Scatter plot requires numeric columns for the `x` and `y` axes. These can be specified by the `x` and `y` keywords." ] }, { "cell_type": "code", "execution_count": 18, "id": "d8960eaa", "metadata": { "scrolled": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
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abcdspecies
00.8296340.7367830.2617020.193386setosa
10.9111530.4193720.7640080.829193setosa
20.9529100.9890720.1354490.726242setosa
30.8353570.5057180.6952490.658092setosa
40.2736020.8947770.1671120.849104setosa
50.1121610.3216920.5251900.504617setosa
60.4859310.6724820.5081850.446647setosa
70.9612160.9293370.5759830.518848setosa
80.3885510.3035470.5192190.191637setosa
90.9211880.9352720.3140770.639557setosa
100.9402230.2014310.3295520.686811setosa
110.2913100.2330280.5955890.908610setosa
120.0940350.6022160.6148000.995167setosa
130.2272870.7669690.5112840.389168setosa
140.5523720.8642710.5603690.991117setosa
150.6410820.9429390.5792710.120085setosa
160.1790400.7388280.6911980.002092setosa
170.3617080.1528250.9549040.114083setosa
180.8845290.8205410.0993960.233853setosa
190.4475900.5014340.8522450.819603setosa
200.1749670.7194920.5578120.044909versicolor
210.2366920.9233690.1196790.073185versicolor
220.0384100.8971200.3343720.724111versicolor
230.2873690.3395980.4032370.230662versicolor
240.0163910.4166750.3824650.504789versicolor
250.7072380.2787260.5681960.291667versicolor
260.4465360.6723710.9976010.723074versicolor
270.1772590.5273960.9544440.308312versicolor
280.3850020.2510810.1426730.097961versicolor
290.4146370.5123430.2149400.303209versicolor
300.4610650.3102990.8125990.222754versicolor
310.6790680.4869530.9976640.698419versicolor
320.0145570.0055320.8928140.001630versicolor
330.5102250.4749140.4049520.599638versicolor
340.6664060.4029670.8954810.871515versicolor
350.4577620.5354380.0492000.933645versicolor
360.7417290.7749660.3064920.918807versicolor
370.0557850.2692890.1412680.256702versicolor
380.9069720.1681970.1108120.336639versicolor
390.0608060.5428020.1961610.132549versicolor
400.1980890.1649040.2912790.038471virginica
410.3085910.7147150.2027860.432081virginica
420.7003260.7566550.0850230.363134virginica
430.1330760.3928320.6834370.831690virginica
440.8422990.3196540.9704840.191483virginica
450.3326790.6308870.5320700.871402virginica
460.4397320.3731000.0309070.807853virginica
470.3938570.7679280.1481800.974557virginica
480.7568850.5473570.8205950.905695virginica
490.7360460.0618930.0283580.923899virginica
\n", "
" ], "text/plain": [ " a b c d species\n", "0 0.829634 0.736783 0.261702 0.193386 setosa\n", "1 0.911153 0.419372 0.764008 0.829193 setosa\n", "2 0.952910 0.989072 0.135449 0.726242 setosa\n", "3 0.835357 0.505718 0.695249 0.658092 setosa\n", "4 0.273602 0.894777 0.167112 0.849104 setosa\n", "5 0.112161 0.321692 0.525190 0.504617 setosa\n", "6 0.485931 0.672482 0.508185 0.446647 setosa\n", "7 0.961216 0.929337 0.575983 0.518848 setosa\n", "8 0.388551 0.303547 0.519219 0.191637 setosa\n", "9 0.921188 0.935272 0.314077 0.639557 setosa\n", "10 0.940223 0.201431 0.329552 0.686811 setosa\n", "11 0.291310 0.233028 0.595589 0.908610 setosa\n", "12 0.094035 0.602216 0.614800 0.995167 setosa\n", "13 0.227287 0.766969 0.511284 0.389168 setosa\n", "14 0.552372 0.864271 0.560369 0.991117 setosa\n", "15 0.641082 0.942939 0.579271 0.120085 setosa\n", "16 0.179040 0.738828 0.691198 0.002092 setosa\n", "17 0.361708 0.152825 0.954904 0.114083 setosa\n", "18 0.884529 0.820541 0.099396 0.233853 setosa\n", "19 0.447590 0.501434 0.852245 0.819603 setosa\n", "20 0.174967 0.719492 0.557812 0.044909 versicolor\n", "21 0.236692 0.923369 0.119679 0.073185 versicolor\n", "22 0.038410 0.897120 0.334372 0.724111 versicolor\n", "23 0.287369 0.339598 0.403237 0.230662 versicolor\n", "24 0.016391 0.416675 0.382465 0.504789 versicolor\n", "25 0.707238 0.278726 0.568196 0.291667 versicolor\n", "26 0.446536 0.672371 0.997601 0.723074 versicolor\n", "27 0.177259 0.527396 0.954444 0.308312 versicolor\n", "28 0.385002 0.251081 0.142673 0.097961 versicolor\n", "29 0.414637 0.512343 0.214940 0.303209 versicolor\n", "30 0.461065 0.310299 0.812599 0.222754 versicolor\n", "31 0.679068 0.486953 0.997664 0.698419 versicolor\n", "32 0.014557 0.005532 0.892814 0.001630 versicolor\n", "33 0.510225 0.474914 0.404952 0.599638 versicolor\n", "34 0.666406 0.402967 0.895481 0.871515 versicolor\n", "35 0.457762 0.535438 0.049200 0.933645 versicolor\n", "36 0.741729 0.774966 0.306492 0.918807 versicolor\n", "37 0.055785 0.269289 0.141268 0.256702 versicolor\n", "38 0.906972 0.168197 0.110812 0.336639 versicolor\n", "39 0.060806 0.542802 0.196161 0.132549 versicolor\n", "40 0.198089 0.164904 0.291279 0.038471 virginica\n", "41 0.308591 0.714715 0.202786 0.432081 virginica\n", "42 0.700326 0.756655 0.085023 0.363134 virginica\n", "43 0.133076 0.392832 0.683437 0.831690 virginica\n", "44 0.842299 0.319654 0.970484 0.191483 virginica\n", "45 0.332679 0.630887 0.532070 0.871402 virginica\n", "46 0.439732 0.373100 0.030907 0.807853 virginica\n", "47 0.393857 0.767928 0.148180 0.974557 virginica\n", "48 0.756885 0.547357 0.820595 0.905695 virginica\n", "49 0.736046 0.061893 0.028358 0.923899 virginica" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "df = pd.DataFrame(np.random.rand(50, 4), columns=[\"a\", \"b\", \"c\", \"d\"])\n", "df[\"species\"] = pd.Categorical(\n", " [\"setosa\"] * 20 + [\"versicolor\"] * 20 + [\"virginica\"] * 10)\n", "df" ] }, { "cell_type": "code", "execution_count": 19, "id": "0139d30f", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The keyword c may be given as the name of a column to provide colors for each point:\n", "df.plot.scatter(x=\"a\", y=\"b\", c=\"species\", cmap=\"viridis\", s=50);" ] }, { "cell_type": "markdown", "id": "d34f0c62", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Hexagonal bin plot\n", "\n", "- You can create hexagonal bin plots with `DataFrame.plot.hexbin()`. Hexbin plots can be a useful alternative to scatter plots if your data are too dense to plot each point individually." ] }, { "cell_type": "code", "execution_count": 21, "id": "218d6563", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "df = pd.DataFrame(np.random.randn(10000, 2), columns=[\"a\", \"b\"])\n", "df[\"b\"] = df[\"b\"] + np.arange(10000)" ] }, { "cell_type": "code", "execution_count": 22, "id": "7388666a", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7zUzDNNKESCaFFlRsb1BLrjU6ZexQUq1ycbttQTOlQDvb+zip1UbLgkaywmrIFEIBg7tmVrP46vQkp8VXn8l910wknyn6nj9t9z3nqk85u6yB5aGO/DqaPkiuh1i/kJk3MW/F5r1MuecFvvzIRqbc8wIrN+/1PK8Qh3m+ulu5aDjQSshMz7xsS9BMKdAaSR/Gr9roxl1N3PfMmwQNYdHqbdx71Zmsnzctq0970JScIb6WDVEfzWDF5kb+9697mX95lXaIa9qFXwBgwICffflTVFcOSgqRTM2jo0qddEQeV0/sQ+KiNZI+il+10YqQyQPP7SBqKVqiVlol4dQwR6/dkydKETSz1RL33t9bVUcxAVteIcVBPYs1HihFmhDx0jwKCZ13NQ3AswQJ0CFVd0tZ4qS9aI2kj+IXbrh5z8Gs44JQ19jM1HEnJo/l8qukEgwY3Hf1mXxr2WY8ooCLdqYvnFnFglV1aZpQexppaXoehabrhQLHwmf9NI/Vc87LqQV4aRqZ2nmtx5rJF7rr55MpVYmT9qL3cn0UPzV64qjjso63JkJ0U23Hqbsnt9icl7bglpkoC7R/zxI0hcrB5dw1s7rd99L0XArderTGbLbubQbw7BYaNAxaopavFpCrz49bl8sNOY5YhZuk8vlkCk1y7E5ojaSP4hfXPnbYAObPqOLO329NO99SMHd5bZrtOHX3FItbvLRzPz97sZ7UDqhhUxhYHipIe0klaABCmhYTsxQ3PraJORecTkXILKoyqqb3EEqEhRciUBau3sbkU4/37KHjPuwnjDrOUwvIlSS4rn4/8zJaTgPJYBU/k1RHlTPqbmhB0gcoVo2uqRxEedBIhvK6iEiWuj6kfzi5qEwRMtpoo0SoHFTGvVedyW3LtxAtoDZKwID7Z08EyOrZHokrlqzdiX974GOYIlh9rChpX0AB//75Ghau3Ioid65RNG5z6YMv4TVf5s+oyplT4qe1V4TMpDBwSW05/dQ3PuNbfbunZ7D7oU1bvZy2qNEjB5d7OsCPppgKXFJ3WKkagmvmEqWYsWQdAE/dch4BD8e7iymw5EsT2fjdi5g1cQSzJo5g8qnHZ59nGHx+YmXe7y46l6RXYtuK6dXDWTCzBsFJNsxFzMr2xVWETGoqB+W8zs/53RK1fHvyhAO5NeWeHJmVCy1IejFt7eHsFGU80zPaatGabWnXe9me+4UMrMRiiVgqzbb85cmjfD+3XyjAqOMrkkLt4T+/xUs792eddyRqsex1n0THBGaiMZKm92Ep+MkLO1m0ZhtRS2VpwYXdQxX08J4ydigPf2USD133SdbPm8asiSNyBprkEwp+wgloVw6KH+3NbSkUbdrqphSSaZuP9qjRsyaOYNt7H/OzP+9KO555vZftOW47O7N4xs7scz9+KbN7aRqpi7DpcIR7/+TfQyJfyPD44QOoe+9Q7pM0JSFgQHkwQNSy08yWxfCrV97N2sCETUcH9SqNYwoETIOQWXgtOr/ckFT/IjiaetgUxJCC7ptpUl5Xv58p97zQ7l5ChY6/M9CCpBviNwGKFS7tUaObDkf47/VvZx1PLSTn17/9tovH8cBz6Y2vvJoEGUDAFMIBM2txNxxozZs5nwstRLovi66oYcTgckASfWvaJkwyK0aLIdx/9QTmLq/N8u/920XjuLRmOJv3HOSUIf0IBsxkSwQv6vcdYm7Cp+flFHc1FVBUDiqnJWoVXcSx2ITIQmk6HKGu8WNuT/gXu8KprwVJN8NvYh06GmfRmm1F7S7aUxXYTTiMxNPrtM+5wOnxUbvnIM2t0SyNpyJkMnnMkLTPjVg2SqksO3UoaHDH9PGMOaEiK/t4z0dH0EFZvZMfPLWdmG3z2XFD2yxEvJg1oZLm1liWEAkHhOMrQklfXaYGkbmOVmzey9wnarM0m8yIrY7Y6Xe0893dhBpI1u+2M536WpB0M7wmlmkIC1fVEbVU0buLtpTAbjocobk1ltWb3V2QrhoetawsE5Nre04NqawImVz+k3VkZgAcjdks/tN2YvaxasFLN7zLwtXbsIsMF9b0HA5FnM3Jn+o+6ND7LtvUwJNvZNfJ+vpnT0u2QnCJWAoslbWO3I2cl3ksM2KrI3b6Hel8T92EetGZTn0tSEqEn5nKc2JZiqDpPLhditldFFMC2z1H2emdB4OJLoiLVm9LW0QBw4nQ8rI9p4ZULr46vUS2S0v0WLXgjW/tZ+WW9/N+H43GD8vDefbgC/W+PrXMdeTXUiEUSI/Y6igNor29hFLxG3u/kImtVKeWW9GCpATkeqB7Taz5M6pYtDrdF1Hs7qIQW2yuHY0hMGpwedZELQ8GeOi6T+FoG0J15UDPz3c1o7rGZnZ92MLiP21PChEXLUQ0+TDFCbQoJrA7V2BG5jry2siFTOGpW85j7LABNB2OdHj4bkeVRfEaezggWYUrOwMtSLqYQh7oXhNrQDjQrl1LIbbYXA2unAKNkmXuitk2ez46UpD/xm1dWl0Z4QdP+0dkaTS56IjsIFOcOnCZ6yhXxYdc77f3Id3WXkKZ9/AaW2qNvM5CC5IuplDnWubEau+upRBbbL74+D0fHUnmh4Bj7po/o4q7V23LGx2SacpbMDO7DItGk4+OajdgKZh30TjPDc+siSOoOmkgm/ccZOKo47Ky1PO9X0pKVfRRC5Iupj3OtfbsWgrZSbnnzF2+BTsRZeXWDnIFRmogiCHQ8NGRvNEhXqa86yafDAoWrqojaBpYSjF+2AA2N6Rnzms0ncW9z7zJtPEnZgmCfL7ErszPaAtez4mOyEvLhRYkXUxnqcaFUMhuRSX+HzQMBIubzx/LtZNHs3Tj7iyBYRoGD7+8K+sembkmfqa86845mcmnHs/mPQcZ3C/Ivy59I+f4K8ImMUshKj0QQKNpC3FLcdmDL3PfNROSgiCf6blQX2N3KgPfFYKvJIJERL4F3IDz3Pob8H+BfsDvgFOAd4DZSqkDifO/A3wNsIBvKKX+lDh+FvAroBx4CvimUt2/Sl9XqJ9+kzmXVuMuEqfXhxMh9tCL9Zw75nh+8sLOrPOP+CR6zLlgbJrfxQuvCqpeBAwhYEqye2NFyHTyAbQg0XQA0YwQ4HymZ7/w/LXbP+CC8Sd2aI5JR9BV1Ya7XJCIyAjgG0CVUqpVRJYBXwSqgOeVUj8SkTuAO4B5IlKVeL8aqASeE5FxSikL+ClwE7ABR5BMB57u6u/UFjrCueZHW3cgXg99y1Z88ecbKDRvLBwQrp08Ovm6ImRmCYmjMZtY3MoZ8+6iUPz6nycz6dQhyWP3XuUdSqzRZGKI86AvC5i0xuLYdnZr3lRBkc/07PV+S8Riwco67vzD37CVE67fXUrEd1W14VJVtQsA5SISwNFEGoErgEcT7z8KXJn4+Qrgt0qpiFLqbaAeOFtETgIGKqVeTWghj6Vc02dpa6FG8H7oxyxVsBAJGMLiqyekTdCWqJVsfOUSNoV3mo74VlBNxbLh2kc2plUtnjJ2KD1A8dR0MAZO3lJZ0CBkCrlqcgYMmHvJOF678yI2fOdCfn3DZDZ+9yKe+dZUQhnzMVVQFNLu9ubzxxIOGFSEj7WabolaROLZ1Rsy2/Z2NV1VbbjLBYlSai9wH7AbeA9oVko9AwxTSr2XOOc9wI1ZGwHsSblFQ+LYiMTPmcezEJGbRGSTiGz68MMPO/LrdDtymZLy4fXQLwZDFFPGDgWOVR2tCJlIRtEsMcSzE6MfrvnBFYZ1jc0FCzdNzyRgJJqbpWDjFASNWTa3fe4MvnnhOM8K1STOu//ZHayvT68ePXbYAO67ZkJOQTFr4gjWz5vGQ9d9koe/Mik5p92WDA+/tAtQXDlhBBUhk1yUukR8V/WBL4VpazCOlnEqcBB4QkS+nOsSj2Mqx/Hsg0o9DDwMMGnSpF69lfUzJeWb8ODsXsSQnP4H0wCU9ynBgOlZi+jTJw/m5fqm5HkXnnEigytCzJ9RxcJV2xDIW3MpVR3/uDWW97toejbjh/Vn63uHPd+zbKdeV7+gkdO8aSv49rJaTMPJg0o18+bzUf5x6/ssXL2NkCnEbcX8y6tYtCa9qsPyN/ZkJTsaAsEiqwx3Nl3hky2Fs/0i4G2l1IcAIvK/wD8C+0TkJKXUewmzlVuIpwFIbWIxEscU1pD4OfN4n8bVKlKjmsKm+DbbyXTKe7XZTSOHGG6JWGzc1cQDz+1IW3CpQgRgzdb3+dM2J4vdNIRIXBEA4pk3TCFq2fx19wE27GrigWffzHGmpjfgJ0RSOZLHvwZOheC4TbL4aKrPwo3Cyqw9t3TDu9z5B2cNRBOT8nur6pLN2lwCpsHRjHVlCKy55byiqwHno72RYJ3pk4XSCJLdwDki0g9oBS4ENgEtwFeBHyX+XZE4fyXwGxF5AMfZfjrwF6WUJSKHROQcYCNwPfCTLv0m3RAvrUIM8VSvvZzyNZWDKA8YtPpoCOGACeIfsXXfM28W1FDKvb1bCjyXEAFHY/nequyS9eAs3tSdoWkIKKUDuzRZpGq2XvN/ytihLFxVl3VdzFIole0/LAumd0QsDwZoiVpMGHVch425u+etQGl8JBuB5cAbOKG/Bo7Z6UfAxSKyE7g48RqlVB2wDNgG/BG4ORGxBfB14BEcB/xb9JCIrc6kUJuon1O+ImRi51A7LGV7FsZzcYpLdt0TPGxmT2F3fEFTshyrmr6DKWQ55F2fhdtvJHP+1zU2E/SYUwBKKcKBY+tqwcwqrIygj472ibQneKYrKUkeiVJqAbAg43AERzvxOv/7wPc9jm8Cajp8gD2cQmyifmGBLVGLxVdP4NvLNqc5tN0Md7ct6O1PbsE0hJaM7ogxWyUbW5mGEIsrYlYu0dQ+Ij4tFy0FllZJ+hxlASFmKb5yzsnccuHprK/fn5X8u65+v2+/kY9bY8R8Nkr9Qk6B0kHlwTbVwGuLeaqrwnfbi85s76Xks4nmCgt0e4nUNX6MXwc4V1At3fgOyzYdC821LJsHntvBrAkn8Ye/NhI0jaTZSYCY7Qgly1YopTDEyCoECdnmqkyCpug8Ek0WN009ja/+4ylJ/8fJQyr49T+fzTtNR5g46jgGJ/rpeGnNrTGLby+r9YziAWd9VFcObFMNvBWb93L7cmfzZdmKxVcXZp7qqvDd9qIFSR8lX6kWp1LvCTmvB1hZ+17acUuBFbOTwsXtoRIOCD+/flKaUAInlPdrv3qNTL9pLoNU5aAQjc3RYr6upo8wa0Jlmv8D0jsi3nz+WN8K15mtew0cf1sosfHx0zbybdqaDke4LSOB9tYnagtKVCxlSaVi0IKkF1Gs6tzesMBcZeczCZkmg8pDWQXyqisH8elThvDKrvTIrn6hABdXncj//jU7EE8Lkb5BWcDgaBEJQ7MnjUz2DMmsmuB2RFyydie5tynHsIGwIcTiNgtmVqdpEMWstbrG5iztOWYp6hqbmTruxLz3KlVF32LQgqSX0NbIjvaEBVaETF8fRSZe6rij7tcmanulE7Vs/n/nj2VVbWOWtqLp/dz0mVMZN2wAL+38MEvrdQkHhH+dehoPvVhPyDRYWdvIeWOHcly/IIZ4C4uAafCvU09jydr6gvrFu9GLC1dvY/KpxzN22IA2rDU/wSUF36uzw3fbS6lKpGg6kFJEdqzYvJcZS9Yh6liEFDg5K2VBg+vPHZ0zcqzpcITbl2/xFCIAF40/kbr3Ps7pJ9H0Xh5++W3u/P3fWOUjRMARCj/981vEbSen5GjM5tYnarnh0dd8w9NbIhZxy+Y7l46nPDN1PgfRuM1lD77M0g3vFr3WqisHZkWPBQyoHFTWIyKyCkFrJL2Aro7s8DIdCLD8X84hGDCT6vc3LxznqY43HY5w/zM7cu4In/37Pp7bvk/ngvRh8rUKiMZtQqaR9MMBBQVg/PiFekyfAg4hU/jaZ07ll+veztrkRC3FwlV1WXlS+dbakP5hHpg9kbnLazHFwFI2i6+e0OH930uJFiS9gM6I7Kjfd8i3A5yX4AoHTIIBkwmjjkvLFs58va5+v685KxVJmia0JNF4E7MUdoH12jLxEiICPPWNzzB22AD+YfhAblu+hWhm0zaPPKlC1pqXn6Mz+r+XCi1IugntKYHQUZEd7hiWbnyXZZuO1cO8YsJJ/PN5Y5Jj8xJcEcup55Vp85191kiWvd5AwBAiMRsbciY0Ju+nqzJqCiA1ITBgCKodFQ0U0NjcythhA5LtdC978OU0wWEpxYKZVSxava3otZbp5+gpEVmFIH2tHPekSZPUpk2bSj2MNDqqBEJ7hJE7BgPvGkYhEwzDSI5t5ea93J4RXkki90Pnd2hKRcgEH/dIQTz2z2enhb278zxzbXZkF8Tu1lHRDxF5XSk1yfM9LUhKS9PhCFPueSHN31AWNFg/b1qXTSqvMfiROrb6fYe49MGXteDQ9ApMgb/ceVGX9zvvKeQSJDpqq8S4/oZUuroZjtcY/DANSY7tqa3vayGi6ZYEjeJrrImQ1b8EHBPUhFHH9Wkhkg8tSEpMdyiB4DUGP1oiFlv3NtN0OMISjz7unc1pJ/RD12HsW3gVX8w3B2K2Il8LnpApaefEbZLht26ASDGhuG25pregBUmJ6aoOZsWOYdaE4QQMCHgs2EVrtlHX2EzAp0pqsWT2ecjFWx8e0SHBfYx508c7rQFSKGQOZPpKAgZp1XtvmXY64UB6vFHQMFi6cTdT7nmBLz+ykSn3vMDKzXvThITXz0s3vJt1TV9CR211A7pDCQSvMSyYGWHt9g+4a8XWNAe8YwaTgqKv8hEOCAtnVnFHrmZamj5NzLIJmWayOVWhhE1BiRA20/uNuHMc4KEX69OuiVo2D63dSSSukuHttz5RiyFOmZ/WWBwRoSxgcjRuJUrLH+tJ4l4zd/kWjusXyiry2FvRznZNTrwc8eGAwSt3TGN9/X5uzShGVygVYZO4pZhzwVj2H47w6KvvduSwc2KKE+qps+a7D6YBysazaltAnOZsxc6zcMDg/msmADCwPOj5UM+Myrr5/LE8/NIuDkWKE1p+nw8UXOm3u6OjtlLoy4KkrdEnKzfvTRMYAQMemD0xGQZZ19jMrg9b+MGabUQLTP+46pOVrP6bU/4iX3JioRh4P4gyEaA8KByJddzcv7T6RJ6u+yD/iRpPzhjWnzf3+bfXLfRv6xI0nZwS0zCIxI9V//UKrU9dF0DBEYzFjGXDdy7s8ZqJjtrSsGLz3jbbcKeMHUqqiTrVKemUmz+RmRMqMYrwmfyhtpFIXHWYEIHCHzQKOlSIAFqItJNcQgQK/9sGDPj6+WMQSPRqd66MWMq3llVqVJbrLyzGb5dKmUf9LrfSb29GC5I+QHuLOjYcaCVkpofAZIYoF7sAcxUNFpxdXL+gQQf58zV9BNNw7JZ+7Z4FST7U/RzosyaO4OfXT6JfMDvsKzP2xBCSzvvvX1nDHdPH+4ysd4caamd7N6et5qjU69pb1LHQEOVZE0dgCMx5fLPnfcIBo6DSJ//++RqmVw9PNr1qR6KypheSqzumreDnL+/yvbY1ZnHjY5v4wqdHsWxTA0HDSHOgpzrlMxtEB01BUGnRYKYh/PCfPsG5pw1J1s/69zXb0tpUBwynAnBvRu/3ujFtNUdlXrd1b3O7c1VuPn8s4YBBRdgkFDCYP6OqKMEWNuFfpo6hIuQ/5QKm8P0ra7hu8skAfPBxJKvSqkaTy+kesxT59iqRuOKxV3cnNfS47VyXqq0DyZB4d87fcN6pWeHCMUvx7WWbk4mMbqXfcEDoFzQJB4QHZk/s8f6RfGiNpJuSao5yNYnbn9yStz2n13V3r97GP085hV+uf4eQmb84XKo2s65+f7IOWNyyidtQFjBZtHobA8KBLMflwPKQ5z3jShCgxccbHzIlWXl16YZ3Wbh6G0HD//xMCtV2NJp8uNr6rIkjOHQ0zsJVdQRNg1+uf9sz0i9qKeYuP7Y2u0M4f1ejBUk3pa3mKK/rInGbR195F1DcNHUM104e7XsP9yEeMoWYZSeLMCbvp0jGzHsJturKgZ69Hmxb8eMX0mP2wREgRiKaxhUid/7BySnJ1VC3X9Dghs+MYerpQ3lu+wf8Yt3blJnCUZ2t2Kvx6yPSkbjaetPhCIvWbCNqqWTPk4DhzNlMH0wkbvPIul3Mm/4PQPfvaNjRaLtBN6WtpVP8yp0ciVlE4iorASsV9yEejdscjjjn5zIjeNUEG9I/zL9dNC7rXK+7lAeFH3z+E6yfNy0ZSvy9VXWe5wUyamLYwLCBZVz3i4387M+7HGHnMVaD/OU0NKXBNKSov01AwOyg6IuzRg/yPB40Jamte9WgKw8GeGD2xGRH0FR++uIulm7ounyo7oQWJN2UtpZOSb2un0exIb+CkE2HIyz0eIjnwu1Bksm1k0cT9qqtkoFlw4kDy5Kff/8zOzwFl6WE2y85g1DCR1MWdHw0d6/eljd8WAFtqN+n8cAAzhhW0SH3mjLmeGy7uN4hcQXTzjiBUMBoc3iuy+u7vcNxBTiuX4imwxHfzdy5pw3hG9NO97x+4aq6PllrSyckdnPaE7VV19jMjY9tSnvY+pWor91zkC89/KpnL5JMnPamuZO8UjOGo5aNZdtZTlBToF8oQGvMySL2c3HMnjSSlbWNmOKY2xbMrKapJcoDz+4o4Deh6W2UB4TWDsw/yqRf0MRGce9VZwL49iM554fPZ218KkImP/3ypxhUHup1/hGd2Z5CTxMk+cgnaPwa82SS6pvIRcgUFIpYSgikn3BKHdv6+v3c/uQWTBGill3wbnTq2CH85d0DGSVaBJUjV0CjcWlPEIY7rwHPNbZ047vcmVEjLmhKsi6X13rryb1NcgkS7WzvwRTSWbGQCBLXqehFwADTMJLRXm4toph1rBaRXxBAqsMxdRzNrTFuXvpGQfWMXt3VRDgjMcwUAwySDlCNJpNQwOC2S8Zx35/eLOj8oCHEPEKyGg60+vYiuW7yyaBIRnXFbYVl20QskgUmUwNS8q3XnixktCDpoRQTHpwvgsQr0gsc7eOWaadzac1wWqIWIweXc6Alyk/WpjvsC81JccfRdDhScP+TUMDM0jwsZZN5ueDt0Nf0PUKm8NQt59EStQgHTKJW7g3L5TXD+MzpJ2RVoD4a8/YBpnLdOSczvWa47wYp1SeZa712VLvtUqGd7T2Ujuys6OVUNA1QSvHTP7/F5T9Zx7tNLayr38+MJeuQhDm0LGi0uX+Km+A4IBzIGbkTtxULZlalBR3cevEZ2Bm7Ry1E+iZhU6g5aUDasYv/YRiDK0IFN2x7ccd+7lpZl9U8K2xKMtQ9F26trurKgb6RlrnWa3tLGHUHtEbSQ+nIzopupFeqczxm2cQUxBIL6dvLNicrqbrYtkomERZC0+EIj7y8i1+se4dQwNEh3LyWhavqWFn7XtY1lm0zIBxg/bxpNBxoZeOuJu754/aC/CvFVozV9DwilmLre4fSjq3Z+j7P/H0f35tVzb1Xncnc5Vty+kn8hIUSydJIcpmfMtdRZuJvPiHT1hJGhdDZZrOSaCQicpyILBeR7SLydxE5V0SOF5FnRWRn4t/BKed/R0TqReRNEflcyvGzRORvifceFJE+E+jZ0Z0VZ00cwfp50/j1DZO5/5ozszJ447bT0zqV1IY++VixeS+Tf/AcP/3zLqLWsTyVh16s58nXGzyFiPu5bsmKrXub+cHThQmRkCn8y2fHZHXW0/QNYpbizt9v5dDRuG8BRi8NJBQwkhV8lVJc/pN1ydJEqaWH/vFHL/CT53dmaQ2zJo5g9ZzzWDCzitVzzkuap3Kt185ut92eyt+FUpKoLRF5FHhZKfWIiISAfsB3gY+UUj8SkTuAwUqpeSJSBTwOnA1UAs8B45RSloj8BfgmsAF4CnhQKfV0rs/ua1FbbeGlHR9y/S//kvc8v2itTOr3HeLSB1/2zBHpFzKJxq2c9ZEGhAM8dN0n+dqjmwpubmSIE7HT2oF9JTTdA8GZe4X8bd3SOzOWrEuL/AuZIJKuYZcFDX79z2fzhZ9vSKtOHTSFpz3uAU4E4eKrJyQFRlsd6oVGVxaLV2O6QtdtJt0qaktEBgJTgf8DoJSKAlERuQI4P3Hao8CLwDzgCuC3SqkI8LaI1ANni8g7wECl1KuJ+z4GXAnkFCS9jbaWYsglgKorBxIw/PM6XAop3Lhi816+/bvNvlqE00bVIJ7Dlh2zbV55q6moDnm2QguRHsAVE05ihY826oeCghtPBUxh856DzJ9RxaLV29Ie1Jve/YjHXt2dPHf2pJEciVlZLQ5ilmJd/YeeASmRuEo6zSHboX7b8i1UnTQwaf71W6+dVZ+rK8xmUBofyRjgQ+C/RWQC8DqOVjFMKfUegFLqPRE5MXH+CByNw6UhcSyW+DnzeBYichNwE8Do0aM77pv0UPLtmtwKpnOX12KKc46BY492qQiZ1FRml5nI7DZ3+/LanKaouZecwQPPZScWGgIVoQAx2+bbF41j8TOFhXFqegZBU7jhvFOprhxUtCCBwoMrjkRtFqysw1KK+ZdXUTNiUHJu3vpEbdq5j/9lD2efcrznfYb2L/N13KcGuWQ+tKNxm8sefJn7rpmQV8PojPpcnW02cymFjyQAfAr4qVLqk0ALcEeO872M3CrH8eyDSj2slJqklJp0wgknFDveHkFqY5585xUSITJr4gheueNCHr/pHJ7+xmeQDF+DpVTWZMy0xf5m424n5yMHFeEA82dUZR0PGMKtl4zj2xeN475n3mxTX3hN98WyFL/esJtv/e6vnf5ZLVGLozGbRWu2JefsqtrGrDkVsxSHjsazfCcBA849bYhv47aoZdPcGqMiZHoKm6ilShaF1dG+VD9KoZE0AA1KqY2J18txBMk+ETkpoY2cBHyQcv6olOtHAo2J4yM9jvc5iolB91J1TUNYu/0DLhh/YtoES90heUWjgFNaxV2cmWr9krU7yeeCW7iqjke+OomKULrjPmopfvT0do7q0vC9EhsKSkhtD5lVeoOGwdKNu/mvF+sRn3l514qtXDt5NL97bQ+mGFjK5q6Z1TQcaGXK2KG8csc0frNxN0vW7iRkmhyNW1i2zc1L3yBm28yeNJLfvtZA1GPedrQ5qVC6oqx9lwsSpdT7IrJHRM5QSr0JXAhsS/z3VeBHiX9XJC5ZCfxGRB7AcbafDvwl4Ww/JCLnABuB64GfdPHXKTnF9i3xUnVbIhYLVm7l/1uBrxDKnIzr6vcz5Z4XkoLl5vPHZgmokGly09Qx/Pj5Hb7+lqBpAE7ZlEy0ENG0h8xE1qhls+SFnTlL68RsWLapgTW3fIaWqMXWvc1ZvpVbLjydayePPlbLzjomFH/7WgP3/lMN/7ZsS9p9C0ludOmMAJrOLmtfqoTEW4ClIrIFmAj8AEeAXCwiO4GLE69RStUBy3AEzR+Bm5VS7tb168AjQD3wFn3M0Q7FJyamqrqpanpL1M6bCOUmXgFZ5rEla3dmCYOoZXPt5NH88ZtTCfrMNEspKgeVZSUYavourhG1o8r/uxWjLxx/YkH12YKGkazksGjNNk8z8JD+YQaVhwiZ6cIhGre5bfmWopIbU83SXRGq2xmUJCFRKbUZ8Aoju9Dn/O8D3/c4vgmo6dDB9TDa4kybNXEEVScNZPqPX8p6zzSkTc2zXO3jwRd2Jm3Pccvmj3XvU1M5iLJggFiGKSMUcOy1T219v9ObFWl6Du5UsFR26RtHf4VCq6z1CxosnFnNxFHHcflPXi7omkITBf0y570UaTHEc02mmqWjlpXVSK6QrqjdAV0ipYeR6VRvqzPNrUOUSczKdqJn4ie8Lq0ZTmpekqXgzt9vZeOuJs8Fd9vF45gydihLXtiZ8/M0vR+vRlHgJMEGDUlo0MK3Lh5HoIBeNy42cMH4E2mJWp5tcr2YPWmkr6CIWjZ7PjrCSzscF+69V51JyMMB7yY35lqTTYcj3L78mGbv1UiurWWPuhpdIqUH4edUb4szbeTgciwPT/iCmflzQ7xKqtx8/li2v3/Icze2+Jk3mXvJGfzg6e1Zxw8ciXaLcvC66GNp8YvKs5XzULZsxYKZ1Uw+9XjuL6IPjSsU3v7wcMGRf4//ZQ/fvHBc1jw/GreIxm3mPO5EmgVN4RvTTuc3Xzubax/ZmDaPxRDWzDkvaSLzWlNLN+7OW+K+M0J1OwMtSHoI+ZzqxTrTUhdJasOo6yafXND1rvBaunE3D63dycMv7eJozDsKxxQStbXSiVmKn7+8q+AxdyZaiHRfWhMP20VrtvHwV84ibEpaTlMuHt+4m7NPGcL+w0c93zcNR0ilErMUdY3NTB13YnKe1zU2c8Ojr6XNk5iluP/ZHYQDwhfPHsWyTQ1pm7xcNeiaDkd4aG22Jm4KBMxjbRs6I1S3M9CCpIfQGRmqHREW+F8v1hOJq2T/BS+OxhV/3LrP8z1dCUtTKE5QiRQl9GM2zHn8r742/Dumn8H3n9ru8Y6kRU8NKg8RMEzPHjiRuOJ3rzWw5hZ/DSQzEqvhQCsh08xaN/920TiunTy6x/Ul0YKkh9BZGartCQv0Em5hU4hZKqvq7oa3P/K8R65KF4ZQsF1b0/uJ2TaVg8qYOaGSJ9/IjmbKNV9sss2Xl9cM54IzTuSeP25PM8kGDNjz0RFu+p9NSQ1j/uVVWMp/skbiNg889yb/dV12DJGXSXrK2KFZ6zkcEK6dPLrTQ3U7A+1s7yF0RYaqX3a83/GRg8uzQn7FEB780icp93BA+mH6FG2ed8k4dPFejcvEEYOYsWQdf9z6vuf7gr/THiAcNFjypU9y7dmjCZnw0k6nv861k0cTDgj9gibhgLDwipqssN9Fa7Zx18zqrLDeVJ762z7q96WXtPerJAFkrefFV0/ocQLERWskPYiOzFDNVLX9HPm5subX1e/HStlVBU3h3qvO5NzThqCKEAC2T/r7D/9UuFNV0/vZ8M6BnO/3CwV46LpP8beGgyx+JnvuWLZi/PAB3PpELVGLZOdExyz1maRZys+MXFM5iI3fvYi6xo/55bpdvLhjf9ZnbN5zMM03UtfYjJGxUXJN0l2Rcd5VaEHSw+gItTdTOMy/vCq5A0t15FedNNDXwQ9OUmKqScAQks7/+TOqWLhqG6YIrbHcUf8dab0KB4Svf/Y0/vP5+vwna3oVMdumunIg1ZUD+Y/nsqspfG9WNU9tfT8rUioSt3l66/vccuHpaffKvLf7sJ867gQqB5Xx4o7sPKyJiYRdcNbZ7ctricQznPkpJumeaMbyQpu2ehn5ijd6qdoLV9URMLJ3TZv3HPTNmvfKqA+ZJg0HWlmxeS93r9qGbdu0xqxkhnI4IJ0+4abXDOeC8cOYNeGkTv4kTWfQlvmR2fLZrV4dDghlAYOgAd+/sobp1cM9I6XAqQtXTG7W4IoQl9cMT7vH9eeOTmoj7jrLFCLhQOcUTSw1WiPpRRRSvNFTbTeNrFyOmG0zcdRxOR38Xu9VhExue6I2LWbf/VEp+Pn1Z/G1x15v93f1Y8Xm93i2bl/e+HwXUwDJDgHVlIZcf7WLxp/Aizv2E8/4W2W2fG46HOHkIRVp5iqAtds/IGgaROLZGrJSkgz5hdxm5NR1FjLhmrNG83+nnJJm0vJaZ/2CJj/7yllMHdf7KpBrjaSXUGh5eK/oL0spFsysytqBjR02wHdnNqR/mNmTRqbdZ/akkTQ2t/omfoUDJnsOHOnYL+7BkZhdcMkVW6GFSA9hXX22EAEIBgwam1up3XOQpRveTdaqmrFkHe82tSQLjC5YWcfhiLeZNWrZ3PDoa2m1rdzacqlCJHOdRS148q8NDK4Ipd3Pa53ZKKorB7bnV9Bt0RpJL6HQPJPMbN1UzWV69fCsHZjfzqzpcIRlmxrSxrBsUwNGjsyQmG0ztH9ZR37tdqNFSM/haNz7r9UatbjxsU0EDKEl6sx/dx3MXb4FUFkmJi+iVv7aVu1dZ73NpOWiBUkvoZg8Ez/h4Of48zru19dk6cZ3Pcfn2obHDx+AKRSsMQhg5mj764otLRD6LrZykgIjPrPAiZo69l55UGiNeZ+br2hpR6yz3khBpi0RKRORb4vI/4rIkyLyLRHpXlvLPk6xeSZeanshuM58r25wMUsR8igEOWXMEF65YxoKmLFkHWYRySGmAddOHp10qKYSNIV//3wNwcLaPGj6IJG4TWssc55C0GcKRuPZQiE1gMVrnc2fUUXDgVbPAJe2rrOeRqEayWPAIY41jvoS8D/ANZ0xqJ5CZzSgaQ+dvQPKdObPnjQyrb7Q/BlV3L1qW9Z1m3Z/xIGWaNK2XAzxRKOh1YkCeBt3NbH4T9uTNZLeeOcj39IVGo0XSikMw1stjlmKHz+/g7uv+ATgESo/o4qaykHJ+ejV+Cpfb/beSKGC5Ayl1ISU12tFpLYzBtRTKKa9bVfSWXHpXkUjveoLrd+5n6cyMo9Nw2Bd/YdZIcaFYojQ2NxKdeUgvvDcDmI2xBJO1yf/2ie7K2vageFRqDGVx17dzfXnnMLgilDWnL/z91spDxrYCu6a4Z1/1RP6h3Q0hUZt/TXR0hYAEZkMrO+cIXV/Co2Q6szPz5Ur0hl45Y24iVyu6t50OMLz27OLMx6JWixa/XffiJl8HEk4U3+zcXebhZFG4xKzVF4f3br6Dz3nPEBrzCYSt7lr5VbP/Kue0D+ko8kpSETkb4l2uJOBV0TkHRF5G3gVmNoVA+yOFNvetiMpVStOr7pakJ7I5VY09aK9LUciceW089V93PskAr7tmjuDHzz1d7bubfZsyOZi2WTNx57SP6SjyfenmQHMBKYDpwKfBc5P/Hx5p46sG9NZlXjzUUpNaEj/MHMuGJt13M1mB+/fS0cSMA1mTqjstPtrui+K3JWiO5qo5fQ/mT/Dya8q94nouHbyqE4tpNpTyClIlFLv5vqvqwbZ3eiKSrxeFKMJueav+n2HOswM5lZJTSVTgN58/ljCAYN+oY4PpWqJWPxx6/uYgq4KrOkwAgb88PM1hM3stTVqcDkPf2USi68+0zND6vG/7GH+5VX8+obJrJ83rVv4SUuBziNpI6WIES9UE3IDAZStiFgqGTbb3oCAIf3DLL56gmeSVWrwASgmjjyOV3Z59yAplnDASJY8aYk6fpaQKVx79miWbnwXA4hoi1ePxCB3WZSuoDwYYMTgfogBpLjxjsYd31zIdKICRZwyP6lE4opFa7axft60gp8B3S3asyMQ5VPCu7cyadIktWnTplIPo82s3LzXMysdnAla1/gxNz62ybPWVFnQKGrC+5G5EJoOR5hyzwtFh/a65Gtg5faZyKwHZhqOnVrTs8lsONXVuOtiff3+5NqKWjaWbfsmwqYyIBzg1zdMZkJK5V8/umu0ZyGIyOtKqezOXWiNpMfhpwm5E9RAfAsWGpJemK6tZIYYe2W5e+GX0Z6v1JWCLCECWoj0FkopRFKr8aaurebWGDcvfYNDEf8W0i6F+ke9Quh7S7iwLtrYA8nMlk2doEdy9P5ww2g7ItIrNQS5ECd70Gh/5JZGUwwhw/F/+HU17Bc0+fn1k9I0AndtVVcOzIpSDBiO4HFNxWFTivKPdmW0Z1enCGiNpBfgpxEEE/3TU4nEVbt3QV7qeWqBuqNxi7ilkjvNoCl8Y9rpLHlhJxEtTTQFIEDAY/4WgxLBQBEwTAQLm3QtNq4UlYO8Kz15df+8/5oJSY2lImSmJeIWQldFe5bCfKY1kl6A1wQNB4RffHUSS770SfplhC62ZxfkFYI8d7kjmNbPm8ZD130SQ9LNFYbApTXDER1qpSkQBW0SIoLjswgHDJRSRC04ErOI2dmmUFGKGUvWZWno7hz36/45YdRxjB02oOgaWl0R7VmqFAEtSHoBXhN08dUTmDruRM49bQh2hhW6Pbsgvwz332zczZD+YQaVh7KSEkOms3tzxxg2cwsUA7jqk5X88PM1/PDzNXqS9kLGDO3XKfdVwCVVJ3L/NWdSHsxtcIlYyvNB67XJEpEOMUHNmjiC9fOmFRwuXKyJqlTJ0tq01UvIVRreqy8CQO2egzlVc6/orObWmG+G+7WTR3tmwLudE08eUsHqOefR2NzKL15+mz/v3J91n5rKAez84DDPbPuAFbWNiAgBj4gtTc9m90ed1+Dsyb82smpLIypHb5xUMvuJVITMrAjEozFnDvtRTEhvofXw2mKiKlWytBYkJaSj48n9JmimkHE7xuWaoLkq/cY9BEnAdBbjk6/vSYsaMw1h9qSRzFiyLuk/yWWy2Np4CIBI3I2W0QKktyH495fpKKIWmKLScpD8yHzQtkQtwqak+fPCpiRzmDLpDJ9EWyO8StVQSwuSElHo5OsoYeMKmUImqNc5j726G8A3xLclYvHC3/fx2IbdacctW/Hbv+wmavlfq+lbdNXWwFJw5SdO4umt7/tGM4ZMg5vPTy/9M3JwuePPSxEkYojnrr6zQnoL7cToRSmSpbX5uQT4Oawz7aCdUaCxEBuqX9XTVEIefo6HXqz3PFd60DTL477R9DBWbdmL5ZN0bQooZfPwS7vS1lcxTvHO8km010TV1Q21SrbCRcQUkb+KyOrE6+NF5FkR2Zn4d3DKud8RkXoReVNEPpdy/KxEheJ6EXlQRHrEYyCXw9olX/RFW+PEC5mgfpV+0xChX0Y51pDpPZ1UGzSRzqjVlY+ak/rnTY7UlB4D/9yQTMKBAHMucOq/ZWIppxCk1/rKdIpPGTvUc735raeKkNmuPI5S1fNrK6XcKn4T+HvK6zuA55VSpwPPJ14jIlXAF4FqnCrE/yUi7lPmp8BNwOmJ/6Z3zdDbR6El2f12Ou3RVDInaDiQrdr7VfoF5wFfFjRYMLMqSzzYwOxJI9OOXX/uaO67ZqJnq9xM3ISv719Zw92zqnM6NzuDre8d1h6ZHsDIwWUF+1hits21k0fzyh3TuPXicYQDwoBwgJApBM3cvUTcXb3rU/Rab14PfNcn2F5LQrERXqWkJIJEREbilKF/JOXwFcCjiZ8fBa5MOf5bpVREKfU2UA+cLSInAQOVUq8qp2DYYynXdGvaWpLd3em0N07cnaA3Th2DUoqf/vkt/vFHzoR3NZ1La4ZnVfoNB4R7rzqTh78yienVwz13TPdePYHnvjWV+64+k+e+NZW7r/gEsyaOYPWc87B9tvum4WS+O2HDigFlAS4YfyJxrR5oPNh94GhB5wVNSW6ShvQPc8uFp/PKHRcm531m0EfUsmlujaWtpULyMlIf+KvnnMeyTQ0dlsfRU3q+l8rZ/p/A7cCAlGPDlFLvASil3hMRtyDUCGBDynkNiWOxxM+Zx7MQkZtwNBdGjx7dAcNvP9dOHs2StTuJxI9N5lQTk1/0RUvUyumEK8Y5/5MXdhKzVLLf+beW1RJIPNBjts0XPj0qrSf77EkjuW15bdp41s+blvV5Y4cNYOww50/rjqe5NUo4YBK10msXhUzBVirRPtcZx9zlW3jljmn885RT+Omfd7XzN63pq8Qsxc/+/BYPvVifFszykxd2evY2icZtbl76RlrwS6FObzeYpXbPwTY7yXsyXS5IRGQG8IFS6nUROb+QSzyOqRzHsw8q9TDwMDjVfwsbaeeSqyS7i1f0RdPhiK+Po5gwxLrG5qwdmWUrLPtY6O2yTQ2snuP0ZK8ImcxYsi4rOmX9vGm+VU9TxxO1rCxzhCkw93Nn8B/P7SSeElrp+ovOPW2oFiSaduGG7LqRVF7z3kVBskije76XZSBVc8kUDqXK4yg1pTBtTQFmicg7wG+BaSLya2BfwlxF4t8PEuc3AKNSrh8JNCaOj/Q43mMoxAaaqdr6OeGAIk1e+eMSgoZBS9RiwqjjkppQ5vt+0SmZJoFIXGFlmKosBd9/ajtHPOLzl6zdSeWgMt3Aqg/TkX96y1aJuVp8kmLqeguagmU7mouX/2NI/zDzZ1QRChhUhM00J3l7Cyl2dSHGYuhyjUQp9R3gOwAJjeQ2pdSXRWQx8FXgR4l/VyQuWQn8RkQeACpxnOp/UUpZInJIRM4BNgLXAz/pyu/SERSa5ZqKl6ZSrEpdXTmQgJE7MSw1+qQiZBa10yq0tLwfblmVO6aP5wdPb2/TPTRdj+DUpeqIQgTF3KIibHI0aoFI1oYFHDNXLG4VNO8hfW5PGTuUh78yiY9bY9z6xGYiVrbmktrOYdHqbQQNIRa3WTCzmlkTR7Q7abG79zHpTgmJPwKWicjXgN3ANQBKqToRWQZsA+LAzUopdwv7deBXQDnwdOK/PkGmACpWpR7SP8wDsycyd3ktphhYytsn4makp2a3m4ZTlXX+jCoAXtrxASBUVw5MjqmgEOIcuEIsVGicp6ZboHCESFc2q5o9aQQjB1fw0NqdGAitPkEa7zQdYdKpQ5Lz3rYd31xZ0MCyFUopyoOBNDPz0g3vsnD1NkKmEI3bGEb6N8v0T7pauMuiNduYfOrx7Upa7Al9TEoqSJRSLwIvJn5uAi70Oe/7wPc9jm8CajpvhJ1DZ7TabEtpBC/N5psXjkuWyc70iSzb1MC3LxrHfc+8SdA0WLBiK3etqEvuAAMGPDB7IrMmjmBd/X6iGdu+iSMHse29QzkFTEXYxLJVUohJt/BoaYqlK/9sKza/B6hE4Ir/J09M+PJS531qOXggbS0s3fAud/5hKwBRN0YkR6SXn2N+czsd8O3Jcu8qupNG0ifoTBW1LaURMjWbXNEnpiHc98ybRFMivVIXbtyGuctrqTppILcvr81a0psbmnNmjp81ehB3zaxJE2IaTT5MQ0AJaQ3XM5g9aWQykhDS533qxs4NHGk6HGHhqrqs+4RMARHCplM3zvWXxGyb+ZdXeVoFJo46rl0O+J7gwNd2gy6kK3oFdFTcuefktRRBn+x1F1OcHZhPVYqctvPXdzcTi1usq/8Q6VBXq6Y3Y9kKS2X347lywkkYAv2CwsraxrQ8KXfNeSX3Nh2OsHb7B1kJiwCI8NQt5yX77sRTMuMXrdnG/BlVWYEwY4cNaFeWek/IctcaSRdSKhW1LaY0L1PZ/BlVLFq9Led1lrI5ZUi/Npd9n/3wBl2mROOJ6ePEv2JiJeeNHZo2V2dNqGTZJifN7EjMMXnd+kQthhzLk5p/eRWL1mxLM9+65wQMg5Zotka8YGYVY4cNoCVqETLNlCrVzlquqRyUllsFTrsGt/FbW03apSjEWAxakHQhXaGiZgqN9pjSvCbvgHAguWBbY3EUkuYjWXz1BIIB07PNbyFoIaLx45ZpY/nP57MLgy7b1MCEkcexes55bN5zkFOG9ONLj2zMOs+dj+7Df8GqOsIZGnbynBQzWb+QQdxSLJhZzXWTTwZyr2XXbNbRZuy2RHh2FVqQdCGd3Ssgc+J67biKjfbInLyzJo6g6qSBbN5zkImjjmNwRYi6xmY+bo0BMLA8REXIxJCujNvR9AWO6xekPGDQ6hG7e9fKrQQMIWSaHInGCwo/jluKuOXvVwGnydXCWdVcMP7ELF9irrXcEyKtOhItSLqYzlJRvSbuwlV1WeGzmaa0Ys1eWcJqRhVNh6PJcivgaCaTRg9mwzsHChq7U86bTu1WUkjugKZ7M7R/mW9JeMt2fCWppqZiqAibxC2FZdtp88RSKilEMtdKrrXcVjN2oeuxMyI/24MWJCWgM1RUz4lrGlm+ilRTWrGqt5ewuvP3W7POi9t4CpGyoOEZidXZXXTDJtw/+5N887d/7fTP0nQeza0xpp4+lOe2f9ih960Imcy9ZBxjThjAngNHEgmF6VqG31rJXMvuA76YBF73mq17m1m0Zlve9dgdkxO1IOkleNlsLaVYMLMqbWHMn1FFw4FWDrREi1a925utHouX6CkuBueeNoR5Oku+R3P36m2ebZ7bS9Sy+eHT29Oc8DUjBiV3+/X7DjF3+Rai8dxrJVd7aj8ztnuNKcda+eb6jO5qMtOCpBvRHnXVz2Y7a+IIplcPP7bjSQiVo3ErK8Q2tXaW1zi8hFVxlEaQxC2bJ19v4PiKEEEDz8qvmu5Pvt7rbcW2FTF1zAm/aM021s+bltRE5j5Rm6XZe5mIMx/wqUVPvda0VyZ8rs+A7pucqAVJN6Ej1NVMR7ibgOVOsC88/GraRM98sEcsm427mvjCczs8x5EqrAwRz2KL4NRa+vI5o51yKiLELJuvnXcqv96wO1mjKBO/0M5M2uLCtxT84OntBAVi2rSlySBz3gUNg7rGZkC4ffkWz1D2TDOV3wPeLXrqRT4N38sU1l2TE7Ug6QZ0lLqaSxgVZJZSKmn68RuH62Bcu/0Dvvu/W/AItccQ+OaF4/jmheOSC7JyUBn//co7nh8bMGDOBd6hnann/L8vn8W29w6xZG09SlF0LS8tRDSFcDRuccOjmxARTy0oFMhOCMz1gPezNPhp+G6ZIC9TWGdHfrYVLUi6AV4PedOQotTVfMKoELOU187Lr4nPBeNPRAwDPO4Zt+HZuvf54HCUh9bWEzKP2Yx/91qD5+Lc89ERzzGZAsGA07705sf/SsAQLMv21V4K1Ww0Gj/ilkpovdkTKWQ6me2p5VbAWROzJ43ksVd3J4/NnjSSdfX7fTd3nkm/Gf4ZL7pjcqIWJN0Ar4d8S8Ri695mX7U4k3y2U3fSzl2+pShbc8SyPXunu+2C7392h+d1d6REc7mft2xTA/dfcya3L/8bR2LHzGLhoMn//tW7lcxXzjmZL59zckG1t4KGcN05o/nVK+/m/V4ajRd+PrTyoIGCZMmTTJoOR5KZ9C6/e21PcuOUT8NvS+WJ7iBAXHStrW6A2wwnk0VrthVch6sQ2+msiSN45Y5p3HrxOMIBYUA4QDhg4FWpPZw4KEoxY8m6rAY+4LQLDuWqwphB0DAYWB7CztjpxeKZR47x+Gt7WFe/H1Pyf44kSltoehcGTv/1ipBJOCD8n3NP7vDPCJpCWdDghs+M8Xx/3vTxvs3n4NhGLhVTDKegZOrneDSD6yl92XOhV103oaZyUNbOP1cHwky8Cru5ob6pwmhI/zC3XHg6r9xxIb++YTKv3DGNB2ZPTLvuu5eNRyUSvyKW8i0uOaR/mPuumeBd3M6DmG1TXTkwa5xfO+9U32sicZt7nt6eDI30QwBbKX6z8Z2CxqLp3gQN58EObnVfxfX/eDKv3HEhn//USMJFbGBSCRh4XquUYv7lVdzwmTFZG6uAATMnVOZ80HuH39tZTba6g2O8M9CmrW7CyMHlWVm7xU66VDU5NdTXKwosVTXOVK8bDrQSDphErfSCdF4+G/faV99q4lu/+6tvaG04xUGZ+Xl/3Pp+zu/lVRIjE7cSa1wX6+oVfOWc0Ty6wTFRxhJ/05++uIuRx/Vjes1wR/0sMn7PTARs/OvSN7Lei9uwcLXThCqz4dviqyfk1RZS/R1u47e7Zlal1abrLo7xzkCUX73vXsqkSZPUpk2bSj0MT1Zu3uuZB1JsfknT4QhT7nkhzadQFjSSsfF+16RWLC32+tTxx630MhOXfWIYi674hGccfV3jx9zw6GsFVQs2AEQXduzLBE1hw3cu5Dcbd/v65/wwBQzDKTLqN4dCpnDfNRPa5LdoOhzh5y/v4hfr3iZkGljKibzqbo7xtiIiryulJnm+pwVJ96IjqvfW7jnIlx/ZmJazMSAc4Nc3TPZ03nt9BuAp1PJRv+8Qlz34cppgyBRCTYcjLN24m4fW1mMItBaRIVgeEKKWQoBSJcpr2odTpl3a1GqgLCD87l/+kZGDy/nHHz2f6IrYsYQChmdkVi5WbN7L7ctrs8ZTyAasp5BLkGjTVjcjs3NbW/JLikla8vuM9fOmFdU/wRWAza3RLLOYIUJdYzNTx53ou+AKpVVLjx6PrbxDzQvhaFyx8e0mYAh3zaxO9sc5GrMxcAp/hgOSyDNq22dE4zaXPvgy35h2OtdOHl3Q3J/35BbPOd0dss67Au1s78Z4RYIU4oAvpqOa32fUNTYni89lOuwzSe0yd+NjmzgaT3eMH4k6CV5LN7zru+DaQmZEjKZv8IOntnPtzzdw96ptfHHSqKRDO1mvQcHCWdXt+oyYpbj/2R3844+e94xYTMVrDSXv00ud65lojaQb055yCIXGp3t9RmsskdmLE7XlRs9kmrdcH8ftidwUV6MJGI5zPTVfJWop7lq5lfJgdk5KW1HaWdJncaP4fvVqds5QOGAyoKxjHm2RuMprBfBL9g17ZMD3VrRG0o1pb6/mQuLTUz/DzR2J24qopYgkTANHY3ZWCLCrhfzr/7yeleBYHgzwjWmnZX2WZZM3qbAYdO1FjRcx22Zgecg3x8krdypk4hvGns8KkLlOwwHh1ovH8cod/nknvQ2tkXRzOrMRlnvPWRNH8H7z0bwl1t0FdaAlmiyr7UXMtjl5SH/P9yQR3NHWVryavocpEDANAqbQEsmdTwROaZLqyoEYRna9nK+fP4YbzhvDj5/fkVbO5MpPjmTU4H4sWVuftTEqxAqQuk4rQmbevKfehhYkPYCOLofg1ZL3vmfezHtd1LL5/RsN/Hrju77dBoOmcO9VZ3LuaUM8uxK6hRO1ENEUyhc+PYpbLzkjmR919+ptOcv8LNvUwDcvHHcsryNRgXrBzGquO+dkz3ImyzY1UBEyUUoxZcwQXnv3o0TQiM3N548taJxD+odz1tbqzejw3z6GV45JyBSCptDiVcoXJ4TRslVKMTt/gqbw9Dc+w9hhA1i5eS+3PVGLQgsOTdt57ltTGTtsQFr3wf9e/w5L/7Lb8/yKsMlvbjiHCaOO88zB8gqPzyRkwkX/MIznt3+QbHiVSyi4/sIbH9uUJuR0+K+mV+LXkjfm4bj++vljuOqTI2lsbuWGR18rKI84Zikue/Bl7rtmAgonAdlAiOW5OhwQFs6sZv6KrbrxlCaNjW9/RN17HzPvyS3J/JOvTx3jax5NLXjqpc1XhEwieVoQRC14aus+4FjDKz+nu6vhG2SXne8r4b9akPQx8rXk9TIDbN5zENMwHG95AUQtxdzlWwCVCPX1FyIVYZO4pZhzwVgurh5Ov0RJCdMozB6u6R4EDfHcjOSj5qQBbH3vUM5z7lq5lYCRHgX44xfqc0YKLVqzjek1w30f+q6vLjO6MBdeQiFfl0Md/qvplRTSkjczq94U8c0+P2VIOe80ZUe0GAKCAeQWBm5Hx5+++BYPvrCTuZeckUyE3Lq3mYWrthXdwErTtVw58SSOxiz+WPdB0ddu35dbiICzf7E8wmtzzQqlYO32D7hg/ImeCb7HzlN897Lx3P/MjrwC5WjcoiJkUrvnYHKN1DU2Y3hUpg6ZBoZBnwn/1T6SPkq++l1evhQ/ygOSlXEeMg1EVJuSDy8afyL3XH0m9/xxe5ZTVKMplKCAmcjlcLt6fm9VHYdTNF23dFBFyOTi/3gppwHWEMcH6PpMnEZtezznuCnwp3+bWlSZle6O9pH0coot6gj5I8G8dlohQ4h6mC+8ZMWCWVW8+f7HaSGWhfLc9g8469+fK/o6jSaVmIJYzObWJ2oT9b2MrLDcmO00bltXvz+vD9BWToKi6zPJNbctBY3Nrb1KkOSiyxMSRWSUiKwVkb+LSJ2IfDNx/HgReVZEdib+HZxyzXdEpF5E3hSRz6UcP0tE/pZ470GRArof9TJSy5NMueeFvOUcctF0OELtnoMs3fAuNz62iSOZsfDivdTmXnIGZUGDipBJyBS+f2UN06uH8/hf9rR5LBpNPkKJZlTfvWw8gRz9SWKWoxmnCpGKsElZ0GnhfPlP1vGDp/7eCSPs+seRu4YLbYjXUZRCI4kDtyql3hCRAcDrIvIs8H+A55VSPxKRO4A7gHkiUgV8EagGKoHnRGScUsoCfgrcBGwAngKmA093+TcqEW0t6uhFqj/EK5kqHDD4wqdH8j+v7k7buc2eNJLJY4awes55tEStpFb00o4Pujzk1/ApMR8wRPcp6YUoFPMvr2Z6zXAaDx7hV68Urv1eOWEE/3fKKVz64Mu+81RwKgGHTIOoZRfVojpgQHXlwILP7wjaUim8o+hyQaKUeg94L/HzIRH5OzACuAI4P3Hao8CLwLzE8d8qpSLA2yJSD5wtIu8AA5VSrwKIyGPAlfQhQZKvT3uh5Is86Rc0uffqT3Db8i1pQsQUZ/I+/bf3kxP3WJn67qQcaiHSU7n4H07k2b97O/FjFnxvVR0LVm5NS3x1E2FDpn+p+mWv7+ETIwbm3Oz8++drkgEoza0xbnz0tWTZIHDmv2kahE2D1phj7gqZZsHNsDqSjtxUtoWS+khE5BTgk8BGYFhCyKCUek9ETkycNgJH43BpSByLJX7OPO71OTfhaC6MHj26A79BaWlPUcdUvARSKjaKgeWhrOOWAivFZpw6casrB1J8D7v2ETKFo16lvE2DuEfUj6b7M25YBc/msDp5CQIRWP4v5/BO0xEWrKzz1LBjluK7f9ia87MbDhxJ+hKbDkeQjJIrwYCRpok715SmgVWuTWVXjKtkRRtFpD/wJPBvSqmPc53qcUzlOJ59UKmHlVKTlFKTTjjhhOIH201pb1FHl5GDyz1DbF078r1XnUnloLK8EVypE/dAS7TL9YC47ewSM9FZ9T2TgAEjB1cUfV3QMAkGTC4Yf2JW++pU8lk7f/riLpYm2v36rbWxwwakJT7mK5LaWfhtKrfube4wH2ouSqKRiEgQR4gsVUr9b+LwPhE5KaGNnAS4+mwDMCrl8pFAY+L4SI/jfYqOKOq4rn5/Wpx+0BS+N7OamhGDkves3XPQs3ZWKqna0OY9B4seR1txNR8/P4j2j/QMBEd4BFPMQ8f1y9aE82EpOzlv3ZwpZas0s1ShLFxVl0xs7KwCqh2BV37Y/BlOknFXmLu6XJAkIqt+AfxdKfVAylsrga8CP0r8uyLl+G9E5AEcZ/vpwF+UUpaIHBKRc3BMY9cDP+mir9GtaE9RR9e2mikgJp96fFroYkXI9BQi4YQz0vWRuOOY6NHSt7PQYqJ3oICYDTdMPZlzxwxNOqvN7CK+vgQMWHz1BMCpqTVl7NBkgmssbnHtIxuL6pwYNNN9jh1dQLUjyRR0HeVDLYRSaCRTgK8AfxORzYlj38URIMtE5GvAbuAaAKVUnYgsA7bhRHzdnIjYAvg68CugHMfJ3mcc7R2F12RLrZflRn20RC3CpqTt6sKm8PPrJ+FaGlOjVMYOG8D1545uUx6JpudSzEPfj5++uIvHXnmXuO2Uzpk3fbxni4OyoIFtK2773BmMHz4Adw6uq9/PlHte8Ixeuu+aCcxNNGIrBEupHlXiJFPQdYQPtRB0ZnsfJ1cGe2rl0vp9h7jsJ+vSepCUBQ3mX17FojXbPBftis17mfvEZgSDmGVjmkLQdCoJW7ad00ym6bkExDtJta0ETTBEfKskBE3he7OqqakcREXIZMaSdWnzObMCb9PhCAtW/I3Vf9vneT/TgLKAiaVUjy8Dv3LzXs9ySG1BZ7b3YfJlvbu21ds8GlW5arDbY8EtdOe23vWywc5d7thgAeY9uQUnYMZ5z7YUpjhFHK+dPJrfvdaQtTMMGM5Doxjzg6Z70dH7g5gFuQyYMUtx5++3UhEyiVm209AqBdOQLPPU7E+f7CtIBPjplz9FdeWgbmvGKpSu8uvoVru9mEKz3mdNHMFTt5yX1ZrULR/hxqe7Zi3bVqyecx41lYMIGulTKBK3+c3G3UmTWSZH4zaRuGLZpgYmnzI46/1w0GTmhMq2fmVNN8BWju+sLNC1uUQtUYuopbK0a7esfCp7Pjriex93b9PThYhLV0STaUHSS0lNUDoUiWf1XM9k7LAB3HfNhKzwxpaolSUQwgEzGTvvFTa8ZO1OKkJmzqq9hggv1TdlHW+JWDy15b2c3607pTpqvPnOpeP5p0+Nyn9iJ+DVq33Rmm3Jud90OML3VtXluYueZcWgTVs9lHwmq2IiNtx7pUa4uA65usaPswSC67Ab0j/MnAvGcv+zO9LeD5kmT21937P0d/IeOYRMax7niTZ6dX9GDS7nh093Rv2qAhChX1A4Ekuf+3WNzQwqD7HnoyM5c4vylTdpS5HU3o4WJD2QQmrqFJr17nevpRveZeHqbYRMwbJtgqZQFjCzwnyvnTyaJWt3pjlCo5bNQ2t3pjnTDZxMYDdU+NsXjfOMxNH0fEyBry99I+GryH5g9wuZ2QVBO4hQwEg2aUvlSMzihkc3EQ6YHI15t9gNmwaIylnexG+99HXhogVJD6PQmjp+Daz8urul3uv95qPJh3w0sebCAXjouk9mOSCH9A+z+OoJyc+JWjZXfWoEK2sbicSPPSxswLZtbrpgLJfWDKclajF70shO6zciONE82mnf9VgKLEv5xgF/+6LTuedPb3Z4xYGQKTx1y3mMHTaAAeEAtz5Rm/wMy1ZYQNTy79N+/+wJnHvaEF9B4LdeDh2N+0Yu9hW0IOlhFGOyyhex4XUv0xDu/VO2phAwDQaVhzwXmfs5Szfu5qG1O1mxudG7vpEND76wkyVrdxIyTaKW5Zl3UBE2icTsdmWkK9BCpJvywz9uJ5Do+OBWSzBof7TXpZ9wNihNhyNMGTsUKcIIGjRgYHkgpxBZu/0DAhkRYYKwcFWd4+T32dj1BW1FC5IeRrGFGnNl4nrey1KEPIocxqz8iVkPra13Gv/kaK/r7hDdQo9euCW+L3vwZS0MeiGWDVbiIe+aPzsiZHjF5vd4btsHWEpx8/ljCRjOZqUQYjb8869e44HZE7O0iVwtFlpjFoGMkKXUjV0pS7t3JTpqq4fRUYUa/e61YGaV56JeMLMqyyyW2kBn6cbdWTkh5cG2Rb488foeHn7pLS1ENEXTErU4GrNZsnanb8XncMBpaJVJ3HbyoFIjG1PNWV5atntdKu7GrtjIyZ6M1kh6IB2ZZOR1rwHhALcndmAxy2bBzGqum3xy8prMXdb8y6t4aO3OrHtbdttKZkQtxbLXO6dKqaZvEDJNvnzOaB5+aVdy/gUMuHHqGM4dMxRQrNrcmBUhmJm8mK/FgotXMErtnoMd1i+ou5vGtCDpJhQ7WTqyeFzmvXIJKi+H48JVdYQCRppzHeDayaOK6lqn6VuETIMvnj2SpRv25Cz3no+ygMHRDIHQGrP4xbq3KQuaROMWN3xmDCMH92PRmm38+tXdRC0Ly8MHZ9npJlwv868Xj98wmWDATFsv7ekX5D4Ptu5t7hGOfC1IugGdbUdty47GT1B5OvtNI8sMFQ4I08YP5/GNe/KW787VyU7Te7FsmzOGDcQQ1eZCj+GA8PD1Z7Hno1YWrXFCfo+mBGq4PpJfrn8bECLxYxuggJGuMQdNYfHVZ2ZFJWZGP3765MG8nJJMe/25o5l06pCssRUSOemFl0+mvWXgO1ur0YKkxHR2i8xihZTXhEs95rXLspRKxu6nfk7loDKUpOcSmAKmYRAMCJatmH95FaOOL+eGR1+jk1ILNN0US8GClVsJmiYxu21//LtmVjN1nNNMdfKpx3PZgy97nmeKkZWsXh4M8NB1n0q8Ur61tbw09Pp9h9i85yATRx2X1m4hkyljh/LwVyblvH8q+dpeZ5reCqErHP5akJSYzuwZUKyQ8ppwCrKOee2yZk0ckexvPXJwOevq9zNjybq0Qo+WrVBKETSFWDzheznnZJoOR7hl2jgefGFn0bkFQcOJuNH0TOI2xNsoRCpCJjWVg5KvW6IW4YDpmStiKRtUdi256sqBbTIljx02IKcAgbY9wPP5ZNy6YRMK7PfTVb3ctSApMR3Vd92LYsukZE64ucu3AIpIPD1Gfv28aclSKhUhMxm7n9rfOnNXZdkKQRGzIZ5QPVxThGsDFlTRfd7/6ayRPPl6gy5J3weJWYo9H7Uk10pza8yzvls4YLD46jMBPM1Mfmaf9piD2voAL8Qns2jNtmTXxnx0VXMrLUhKTKF21LZM6pGDyzma4QA/Grc8hZRfcmLcQ0NoONDKhFHHJcvLuxntcy4Yy7WTRyf7tqciCAHDSIvrN0RYsKqOeEoyV7FRXr97rXMy4zXdDzd50f03atnMeXwzhjhztSxgJsv5BE2DuGVzy7TTuXby6OSayTRR+WkN7TUHtfUBnvk8iFg22DbRFNlSjCDozI1qKlqQdAPyhfO2Z1JnNi7za2TmNeHilspygh+NOaXlvXZc9z+7gyVrd3LrxWdk2XidnWK6acGr3lI4aBCzVIeXz9B0HcVqlYXw9c+OYXrNSew/dJSbfv162nu2cnrdxJImLafvjQicPKRflvPcfV2/7xBzE3143Dl82/ItVA4qy6lNFLKpa88DPPV54DbqIuVeqXkq+cbRVod/sWhB0k3wi5Jqj42z4UAr5cEAhyLHbMblwYDnbiZzwh2NW57Ve8OmE0nSEvW25UbiivueeTOrLS9A1UkD2Nzwcc4xH4nazJ40kpW1jZiG0BLRHvieRmdsAa761Eg2vv0RC1bVkaNwdBI3HNhttOa1OZv7RG3WRikat/nizzcQMNNztTObvOXb1LX3AZ76PPC6T6HjgK5pbqUFSTenPTbOYndF7oSra2zmxsc2EfN4Ioghyev9bLlB0/AsE59PiLisrG1k9ZzzaIk6jsXvrarTGkofxhR48o0GfvrnXUVf6zZau+XC05PHkpqIz5xyAgCy101qk7dCNnUd9QDPvA+QbI9d6OayI/POvNAlUro57VGR21JOxX3P9OhuGAocu969dziz0BBOOPDXzjs17/j8CBoGLVGLCaOOY3rNcAzdY6hPYyn4f20QIi5L1u5MliVZsXmvU8OtiOiMoCnJJm9eePkEXdranTCzBFHqfby6j7qby1KhNZJuTntV5GJ3RSs27+X25bVp/UUgvUR35r1/s3F3SkVfm5vPd0rF/3L921n3ySQcMLJqdEWtYzbgtds/IGhmZ81r+hbtCcoLmMcesvOe9NdE/DDEcdIfaIlm+f5cn6EfbQmSyecT7SoHejFoQdIDaK+KXKha6/pjMh/+bvikV9z8kP5hbrnQiYxxy8g//NIuHnqxni98ehS/e60hS1C4CNkmBIC4ZTP/D1t5PlG2228n2FkEDGlXCXtN9yIadx72uXI0BEfjNg3JCgIJmSZ1jc188HEky/fn+gy9aEuQTCE+0a5yoBeDFiQ9hM62cYK3P6Zf0ORnXzmLqeNOyLu7+q8XE2XkEyXiH//LHs96Ri4KPB2nloKntr4PQCnqpGoh0rsQYMaSdcy/vMrXr9c/7Ga5K258bFPaZupo3OLGxzYRMIysAJJUn2EqbQ2SKdQn2hUO9GLQPpIeTqYttT3XeanMNorqyoGs2LyXKfe8wJcf2ciUe15g5eb06rxedtuYpeioZ3JZQDtKNG0jaimOxmwWrdnG/BlVnn49N8t96rgTWXz1hKRfMRwwUMpJyk3VPCrCZk6fY1v9GMWYrdrqf+kMtEZSIJ1V9Kw9921rfonfdX4qM5B3d1VoldS2oos6asCJ4LJVYSHG/YLCkZTQw6BhUFM5iFfumJbm18s0DaXu9ptbY9y89I20EHpwmq99+5JxHZ5H0h3NVoWgBUkBdFbRs/bcN5/qnKvsQ67rvFTmQvoqpC4AAVo7uABWezWbzkiS03Q9/35lDTYw/w9bc86JoAFxlf5XT32QTx13ApfWOK15M8v8wDFTcv2+Q54+vuVv7OHbl4wDvDeDuTZltXsO5tw4djezVSFoQZKHzip61t775rKl5kpWKsQGm+mP8dtdVYTM5KIAOHlIBd++aByLn8nu+V5qtBDpHXxvVR0iwqIrahhUHuDdpiP853M7sgp3GobBXR4VqTPXxuyzRvK7TQ2YhlONevHVx9aKu9HzqgbhOuA372nmobX1hMzstZYpENbV72fKPS90+94ibUELkjx0VtGz9t4318M9l4DKpXL7aTFeu6vZk0YyY8k6goZBayyOiBAyjS6PsNL0LRwnuOJ7q+r4j9kT+OLZoxl1fD++vWxzsnCn21cktSJ1RciksflowpF+bG08tiG98dqtT9QmQ33d8ileHI1baa0PXK3ltuVbqDppYDLC0auQab6NY2dZQDqzJ4kWJHnorJjt9t7XT3VuiVo5BdSQ/mFmTxrJY68eW0CzJlTmLbngVf8ndVGAImYVL0RMAcMQQgFDl0PppRg4IdXRDoyGi1mKOY9vJmgK918zgY3fvYi6xo/J7PsxpH84ObeNRGOrfPd95OVd/GLd255+uX4hE8tWWLbt2b4gGre57MGXue+aCWnrp9CNY2dZQDq7J4kWJHnoLOdXR9zXy5badDiSU0A1HY6wbFN6xdxlmxr4/V/3ErNUzsnrCiIvn0lbCAeEn1//aaorB2a1FY1aNtG4rU1SvQAbZ7NQiKPrH4YPYMe+Q5QFTVqjVt4ZFrMUc5dv4efXT/LsLZKvUZQXj7y8y1NIhAPCz778KUA8HfAuUUsl1w+Q3HwVsnHsDAtIV/Qk0YKkADrL+dUR9830Z+QTUA0HWgl41BzJrGWVa/IWEqFVSPvcSFyx56MjTB13QjKUcXrNseZY9/xxe5bQ0/RMMnuq+/H39w8RMuGz44by3N8/wFaKuO1oNX53iMRtbnxsE0CajwP8G0W5mkXmZsUUCAVMYplJiYmk3KnjTqTpcMSz70kqQcNg6cbd/NeL9Wnm4GWbGpIbpZvPH5t1XWdYQLqiJ0mPzyMRkeki8qaI1IvIHZ31OZ0Vs90Z9501cQTr503j1zdMZv28aVnlFQoJpc01eTNreAUMxy7t1vOaNeEkz8/wmmyL1mxLy2Vxfx/gFG/U9D2iFjy1dR9RSyX9HiJOJJYfkbhNJG5z6xO1yfnUdDji2ezK1SxeuWMaP/7iRMIBoV/QJBwQ7r6yBivDue6WB3LX0ZD+YeZckC0E0r+DzUNrd3I0ZnMoEudozGbZpgZWzzmPG6eOARQPv7QrKyerLfXx8tEVJVV6tEYiIibwEHAx0AC8JiIrlVLbSjuy0uOXCT+kf5gFM6u48/db044HDKdQY2r0Sa7J61WR1FXh/fpmf/6TI/hj3ftpDnm/nVG+lqOavoWl4KapY3hk3ds5K0HHLEVdYzMHjsSSPgG32VVZ4FjOiNvn3csqMCAcyNLoM8sDXTt5NEvW7swqJ1QRdjSdm88fy8Mv7UpWeQBnrjc2t2ZVgMg0M3W0BaQrclN6tCABzgbqlVK7AETkt8AVQJ8XJLm4bvLJoGDhqjqCpoGlFPdedWbRk9fLrFa75yBBM70TosuqLXsRych+99kZdXaCo6ZjOXPEALbsPdSpn3HuaUM597Sh3PTYppymso9bY1k+gXAAHrruk2mOeJfMeVzIg3xI/zCLr56Q9nCef3kVNSMGJefzQy/Wp13jzGcpyMzU0SWROjs3pacLkhHAnpTXDcDkzJNE5CbgJoDRo0d3zci6Odedc3KaPyI1yqU9jBxcnmUacAkHAtw0dQwPpdiN/XZGmbuoI9E4iFNA8ki08wRMIJFPoJ38hTH3knF8rtpJ7Pvi/3uF1jzVnlPx83uEEv1sUu8UMKC6cqDzIke1nIABA8tDWQ/rkGkyqDxU8Pwu5EGe7+HspQVUVw4sWeXezqzX19MFideUyprJSqmHgYcBJk2apJ8RCTpjYrkCYO7yLVmhljHb5trJo5N93fPtjPzMZ250F1BwNI7g+HEChoGlbK6YWMnyTXuTjxpD4F+mjuGGz4xhff1+5i6vxRSDuG3xtfPGcO5pQ9nz0RHmr0jPqDYT/cItW2X1mq8Im8QtlTfktCxo8JXJJ/PzdW8X9F3aSluz+4OmYBrCp08ezMv1Tcnj1587mpunOQ2jmg5HUFLYJwRNYe4lZzD+pAFpuRiQ8Ed84zy2vfdx8m9gKZvFV09IzpXMTp62rQgHzOR5XfmwzrWG/ARNTyyBkg/x6+HdExCRc4HvKaU+l3j9HQCl1A/9rpk0aZLatGlTF42w79J0OOJZz6ijYtfd5Co30QwUlYPKaWxuBYQ9Hx3h7tV1aQ8ir1Bpr9yD1Pt7lZh59a0m9h+OUFM5kGDAZOTgctbX7/c1c/z4+R1peTvVlQPY8f4hQgEzaVacNXEESze8y8JVdYg4EW0Bw+nWFxSS3SpDhvOo/saF47i0ZjhPb32f/3xuR5oQKwsajlalFEHDiZ6bc8FYrv/HU6hrbAaEfkGDB57bwStvfZS8zhQImMLiqydQddJANu85yClD+iW/o1syZPOeg0wcdVyW32Dl5r3c/uQWrLhNTEHIBIUkH/Rx2+KWaeO4dvLo5O/UvcYrvyFXAl3qe0DWebnu2x3ozOTAzkJEXldKTfJ8r4cLkgCwA7gQ2Au8BlyrlKrzu0YLkq6llAumqz871+dlPoBzCSpXQKbWgfJ7YLrXuAKiclBZ3vO9xpUpMNr7Oyhk3IX83tpDT3xYd2d6rSABEJHLgP8ETOCXSqnv5zpfCxKNRqMpnlyCpKf7SFBKPQU8VepxaDQaTV+lxyckajQajaa0aEGi0Wg0mnahBYlGo9Fo2oUWJBqNRqNpFz0+aqtYRORD4F2Pt4YC+7t4OG1Bj7Pj6Slj1ePsWPQ4i+NkpdQJXm/0OUHih4hs8gtt607ocXY8PWWsepwdix5nx6FNWxqNRqNpF1qQaDQajaZdaEFyjIdLPYAC0ePseHrKWPU4OxY9zg5C+0g0Go1G0y60RqLRaDSadqEFiUaj0WjahRYkHojIbSKiRGRoqcfihYgsEpEtIrJZRJ4RkcpSj8kLEVksItsTY/29iBxX6jF5ISLXiEidiNgi0u3CLEVkuoi8KSL1InJHqcfjh4j8UkQ+EJGtpR5LLkRklIisFZG/J/7u3yz1mLwQkTIR+YuI1CbGubDUY/JDC5IMRGQUcDGwO9+5JWSxUupMpdREYDVwV4nH48ezQI1S6kycvjHfKfF4/NgK/BPwUqkHkomImMBDwKVAFfAlEakq7ah8+RUwvdSDKIA4cKtS6h+Ac4Cbu+nvNAJMU0pNACYC00XknNIOyRstSLL5D+B22taVtEtQSn2c8rKCbjpWpdQzSql44uUGYGQpx+OHUurvSqk3Sz0OH84G6pVSu5RSUeC3wBUlHpMnSqmXgI/ynlhilFLvKaXeSPx8CPg70H3aJyZQDocTL4OJ/7rlWteCJAURmQXsVUrVlnos+RCR74vIHuA6uq9Gkso/A0+XehA9kBHAnpTXDXTDh15PRUROAT4JbCzxUDwREVNENgMfAM8qpbrlOHt8Y6tiEZHngOEeb90JfBe4pGtH5E2ucSqlViil7gTuTPSpnwMs6NIBJsg3zsQ5d+KYE5Z25dhSKWSc3RTxONYtd6U9DRHpDzwJ/FuGlt9tUEpZwMSEf/H3IlKjlOp2Pqg+J0iUUhd5HReRTwCnArUiAo4Z5g0ROVsp9X4XDhHwH6cHvwHWUCJBkm+cIvJVYAZwoSph0lIRv8/uRgMwKuX1SKCxRGPpNYhIEEeILFVK/W+px5MPpdRBEXkRxwfV7QSJNm0lUEr9TSl1olLqFKXUKTgL+FOlECL5EJHTU17OAraXaiy5EJHpwDxgllLqSKnH00N5DThdRE4VkRDwRWBlicfUoxFnp/gL4O9KqQdKPR4/ROQEN9JRRMqBi+ima10Lkp7Jj0Rkq4hswTHFdcvwRWAJMAB4NhGq/LNSD8gLEfm8iDQA5wJrRORPpR6TSyJYYQ7wJxyn8DKlVF1pR+WNiDwOvAqcISINIvK1Uo/JhynAV4BpiXm5WUQuK/WgPDgJWJtY56/h+EhWl3hMnugSKRqNRqNpF1oj0Wg0Gk270IJEo9FoNO1CCxKNRqPRtAstSDQajUbTLrQg0Wg0Gk270IJEo9FoNO1CCxKNRqPRtAstSDSaboCI/EFEXk/0nbip1OPRaIpBJyRqNN0AETleKfVRohTGa8BnlVJNpR6XRlMIfa5oo0bTTfmGiHw+8fMo4HRACxJNj0ALEo2mxIjI+TgF+c5VSh1JVHktK+WYNJpi0D4Sjab0DAIOJITIeJz2rxpNj0ELEo2m9PwRCCSqvC7CaUus0fQYtLNdo9FoNO1CayQajUajaRdakGg0Go2mXWhBotFoNJp2oQWJRqPRaNqFFiQajUajaRdakGg0Go2mXWhBotFoNJp28f8HUXw9HpTsSzYAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot.scatter(x=\"a\", y=\"b\") # bad scatter plot without hexbin" ] }, { "cell_type": "code", "execution_count": 23, "id": "cbeb18b5", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot.hexbin(x=\"a\", y=\"b\", gridsize=25);" ] }, { "cell_type": "markdown", "id": "af7922d4", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Andrews curves\n", "\n", "Andrews curves allow one to plot multivariate data as a large number of curves that are created using the attributes of samples as coefficients for Fourier series, see the Wikipedia entry for more information. By coloring these curves differently for each class it is possible to visualize data clustering. Curves belonging to samples of the same class will usually be closer together and form larger structures.\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "ac88e7e6", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "'/home/fli/carbon/teaching/python/python-slides/P03-Data-Visualization-with-Python'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os\n", "os.getcwd()" ] }, { "cell_type": "code", "execution_count": 24, "id": "d88aae0a", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
..................
1456.73.05.22.3virginica
1466.32.55.01.9virginica
1476.53.05.22.0virginica
1486.23.45.42.3virginica
1495.93.05.11.8virginica
\n", "

150 rows × 5 columns

\n", "
" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width species\n", "0 5.1 3.5 1.4 0.2 setosa\n", "1 4.9 3.0 1.4 0.2 setosa\n", "2 4.7 3.2 1.3 0.2 setosa\n", "3 4.6 3.1 1.5 0.2 setosa\n", "4 5.0 3.6 1.4 0.2 setosa\n", ".. ... ... ... ... ...\n", "145 6.7 3.0 5.2 2.3 virginica\n", "146 6.3 2.5 5.0 1.9 virginica\n", "147 6.5 3.0 5.2 2.0 virginica\n", "148 6.2 3.4 5.4 2.3 virginica\n", "149 5.9 3.0 5.1 1.8 virginica\n", "\n", "[150 rows x 5 columns]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris = pd.read_csv(\"data/iris.csv\")\n", "iris" ] }, { "cell_type": "code", "execution_count": 26, "id": "cf1cce85", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pandas.plotting import andrews_curves\n", "plt.figure()\n", "andrews_curves(iris, \"species\");" ] }, { "cell_type": "markdown", "id": "fdbfd79f", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Parallel coordinates\n", "\n", "- Parallel coordinates is a plotting technique for plotting multivariate data. \n", "\n", "- Parallel coordinates allows one to see clusters in data and to estimate other statistics visually. Using parallel coordinates points are represented as connected line segments. \n", "\n", "- Each vertical line represents one attribute. One set of connected line segments represents one data point. Points that tend to cluster will appear closer together.\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "689e58a3", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pandas.plotting import parallel_coordinates\n", "parallel_coordinates(iris, \"species\");" ] }, { "cell_type": "markdown", "id": "74968fa3", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Radar Chart\n", "\n", "Install the `plotly` module in a terminal\n", "\n", "```sh\n", "pip3 install plotly -U\n", "```" ] }, { "cell_type": "code", "execution_count": 3, "id": "fef31beb", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
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rtheta
01processing cost
15mechanical properties
22chemical stability
32thermal stability
43device integration
\n", "
" ], "text/plain": [ " r theta\n", "0 1 processing cost\n", "1 5 mechanical properties\n", "2 2 chemical stability\n", "3 2 thermal stability\n", "4 3 device integration" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "df = pd.DataFrame(dict(\n", " r=[1, 5, 2, 2, 3],\n", " theta=['processing cost','mechanical properties','chemical stability',\n", " 'thermal stability', 'device integration']))\n", "df" ] }, { "cell_type": "code", "execution_count": 4, "id": "ceeaf64d", "metadata": { "scrolled": true, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "## This allows for saving the notebook as interactive html\n", "import plotly.io as pio\n", "pio.renderers.default='notebook'" ] }, { "cell_type": "code", "execution_count": 7, "id": "9aad5d05", "metadata": { "scrolled": true, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.express as px\n", "fig = px.line_polar(df, r='r', theta='theta', line_close=True)\n", "fig.update_traces(fill='toself')" ] } ], "metadata": { "celltoolbar": "Slideshow", "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": "3.10.9" }, "rise": { "auto_select": "first", "autolaunch": false, "enable_chalkboard": true, "start_slideshow_at": "selected", "theme": "white" } }, "nbformat": 4, "nbformat_minor": 5 }