From 590c3df91dac6383021d8ad5b65a5a027c6fa694 Mon Sep 17 00:00:00 2001 From: Kevin P Murphy Date: Thu, 13 Jun 2024 03:24:53 +0000 Subject: [PATCH] figs --- .../book1/01/linreg_poly_vs_degree.ipynb | 174 +++++++++++------- notebooks/figures/polyfitDegree1.pdf | Bin 0 -> 7324 bytes notebooks/figures/polyfitDegree14.pdf | Bin 0 -> 8744 bytes notebooks/figures/polyfitDegree14_range21.pdf | Bin 9065 -> 8818 bytes .../figures/polyfitDegree1FitVsActualTest.pdf | Bin 0 -> 11901 bytes .../polyfitDegree1FitVsActualTrain.pdf | Bin 0 -> 10024 bytes notebooks/figures/polyfitDegree1Residuals.pdf | Bin 0 -> 9702 bytes notebooks/figures/polyfitDegree2.pdf | Bin 0 -> 7761 bytes notebooks/figures/polyfitDegree20.pdf | Bin 0 -> 8782 bytes notebooks/figures/polyfitDegree20_range21.pdf | Bin 8928 -> 8875 bytes .../figures/polyfitDegree2FitVsActualTest.pdf | Bin 0 -> 13067 bytes .../polyfitDegree2FitVsActualTrain.pdf | Bin 0 -> 10158 bytes notebooks/figures/polyfitDegree2Residuals.pdf | Bin 0 -> 9707 bytes notebooks/figures/polyfitDegree2_range21.pdf | Bin 7946 -> 7805 bytes notebooks/figures/polyfitDegree3.pdf | Bin 0 -> 7909 bytes notebooks/figures/polyfitVsDegree.pdf | Bin 0 -> 9866 bytes 16 files changed, 105 insertions(+), 69 deletions(-) create mode 100644 notebooks/figures/polyfitDegree1.pdf create mode 100644 notebooks/figures/polyfitDegree14.pdf create mode 100644 notebooks/figures/polyfitDegree1FitVsActualTest.pdf create mode 100644 notebooks/figures/polyfitDegree1FitVsActualTrain.pdf create mode 100644 notebooks/figures/polyfitDegree1Residuals.pdf create mode 100644 notebooks/figures/polyfitDegree2.pdf create mode 100644 notebooks/figures/polyfitDegree20.pdf create mode 100644 notebooks/figures/polyfitDegree2FitVsActualTest.pdf create mode 100644 notebooks/figures/polyfitDegree2FitVsActualTrain.pdf create mode 100644 notebooks/figures/polyfitDegree2Residuals.pdf create mode 100644 notebooks/figures/polyfitDegree3.pdf create mode 100644 notebooks/figures/polyfitVsDegree.pdf diff --git a/notebooks/book1/01/linreg_poly_vs_degree.ipynb b/notebooks/book1/01/linreg_poly_vs_degree.ipynb index c9ad36ab04..9f4622ef05 100644 --- a/notebooks/book1/01/linreg_poly_vs_degree.ipynb +++ b/notebooks/book1/01/linreg_poly_vs_degree.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "afd7e0f5", "metadata": {}, "outputs": [], @@ -18,13 +18,13 @@ "\n", "import os\n", "os.environ[\"FIG_DIR\"] = \"/teamspace/studios/this_studio/pyprobml/notebooks/figures\"\n", - "os.environ[\"DUAL_SAVE\"] = \"1\"\n", - "\n" + "#s.environ[\"DUAL_SAVE\"] = \"1\"\n", + "#os.environ.pop(\"DUAL_SAVE\", None)\n" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 2, "id": "4b969241", "metadata": {}, "outputs": [], @@ -33,6 +33,8 @@ "#https://github.com/probml/probml-utils/blob/main/probml_utils/plotting.py\n", "#os.environ[\"LATEXIFY\"] = \"1\"\n", "\n", + "import matplotlib.pyplot as plt\n", + "\n", "DEFAULT_WIDTH = 6.0\n", "DEFAULT_HEIGHT = 1.5\n", "SIZE_SMALL = 9 # Caption size in the pml book\n", @@ -65,6 +67,10 @@ " # SIZE_MEDIUM = 14\n", " # SIZE_LARGE = 24\n", " # https://stackoverflow.com/a/39566040\n", + "\n", + " #plt.rcParams.update({\n", + " #'font.size': 12,\n", + " #})\n", " plt.rc(\"font\", size=font_size) # controls default text sizes\n", " plt.rc(\"axes\", titlesize=font_size) # fontsize of the axes title\n", " plt.rc(\"axes\", labelsize=font_size) # fontsize of the x and y labels\n", @@ -72,16 +78,60 @@ " plt.rc(\"ytick\", labelsize=font_size) # fontsize of the tick labels\n", " plt.rc(\"legend\", fontsize=font_size) # legend fontsize\n", " plt.rc(\"figure\", titlesize=font_size) # fontsize of the figure title\n", + " plt.rc(\"lines\", linewidth=2)\n", "\n", " #plt.rcParams[\"backend\"] = \"ps\"\n", " #plt.rc(\"text\", usetex=True)\n", " plt.rc(\"font\", family=\"serif\")\n", - " plt.rc(\"figure\", figsize=(fig_width, fig_height))\n" + " plt.rc(\"figure\", figsize=(fig_width, fig_height))\n", + "\n", + "my_latexify(fig_width=4.5, fig_height=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ebe4c472", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1.3333333333333333, 1.7777777777777777]\n", + "[1.5, 1.75, 1.75]\n" + ] + } + ], + "source": [ + "# good aspect ratios\n", + "target=[4.0/3, 16.0/9 ]\n", + "print(target)\n", + "vals = [6.0/4, 7.0/4, 3.5/2]\n", + "print(vals)" ] }, { "cell_type": "code", "execution_count": 4, + "id": "31183e76", + "metadata": {}, + "outputs": [], + "source": [ + "#https://nipunbatra.github.io/blog/posts/2014-06-02-latexify.html\n", + "#os.environ[\"LATEXIFY\"] = \"1\"\n", + "#os.environ.pop('LATEXIFY', None)\n", + "#pml.latexify()\n", + "\n", + "os.environ.pop(\"DUAL_SAVE\", None)\n", + "\n", + "my_latexify(fig_width=3.5, fig_height=2)\n", + "#my_latexify(width_scale_factor=2, fig_height=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, "id": "ffac3768", "metadata": {}, "outputs": [], @@ -165,7 +215,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "54da8fe6", "metadata": {}, "outputs": [ @@ -173,8 +223,6 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:25: UserWarning: LATEXIFY environment variable not set, not latexifying\n", - " warnings.warn(\"LATEXIFY environment variable not set, not latexifying\")\n", "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitVsDegree.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitVsDegree.pdf because LATEXIFY is False\n", " warnings.warn(\n" ] @@ -184,14 +232,14 @@ "output_type": "stream", "text": [ "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitVsDegree.pdf\n", - "Figure size: [6.4 4.8]\n" + "Figure size: [3.5 2. ]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -200,8 +248,6 @@ ], "source": [ "# Plot MSE vs degree\n", - "#https://nipunbatra.github.io/blog/posts/2014-06-02-latexify.html\n", - "pml.latexify()\n", "\n", "fig, ax = plt.subplots()\n", "mask = degs <= 15\n", @@ -224,7 +270,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "364d4d58", "metadata": {}, "outputs": [ @@ -241,14 +287,14 @@ "output_type": "stream", "text": [ "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1.pdf\n", - "Figure size: [6.4 4.8]\n" + "Figure size: [3.5 2. ]\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] }, "metadata": {}, @@ -267,14 +313,14 @@ "output_type": "stream", "text": [ "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2.pdf\n", - "Figure size: [6.4 4.8]\n" + "Figure size: [3.5 2. ]\n" ] }, { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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" ] }, "metadata": {}, @@ -319,14 +365,14 @@ "output_type": "stream", "text": [ "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree14.pdf\n", - "Figure size: [6.4 4.8]\n" + "Figure size: [3.5 2. ]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -345,14 +391,14 @@ "output_type": "stream", "text": [ "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree20.pdf\n", - "Figure size: [6.4 4.8]\n" + "Figure size: [3.5 2. ]\n" ] }, { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": {}, @@ -384,7 +430,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "2cf3971f", "metadata": {}, "outputs": [ @@ -401,14 +447,14 @@ "output_type": "stream", "text": [ "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1Residuals.pdf\n", - "Figure size: [6.4 4.8]\n" + "Figure size: [3.5 2. ]\n" ] }, { "data": { - "image/png": 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", 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", 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", 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", 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" + "
" ] }, "metadata": {}, @@ -470,7 +516,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "ba6ddc7a", "metadata": {}, "outputs": [ @@ -487,14 +533,14 @@ "output_type": "stream", "text": [ "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1FitVsActualTrain.pdf\n", - "Figure size: [6.4 4.8]\n" + "Figure size: [3.5 2. ]\n" ] }, { "data": { - "image/png": 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//e9/MWXKFPUyQDY2Nrhz5w527NiBkSNHIjQ0FBYWFpgxYwYmTJiAjh074sMPP0RMTAzWrVsHT0/PEvUHNzExwZo1a9C1a1c0bNgQQ4cORbVq1fDgwQMcPHgQtra22L17N4CXy+AcPHgQPj4+GDFiBBo0aIAnT57g7Nmz+OOPP4pdNubixYv46aefALycVc09lAi8DBk9evQA8HKWqX79+hgyZAjWrVv3Oh81GjRogG7dumHNmjWYNm0aqlSpgh07duCzzz5D7dq1Ub9+fWzYsCHPPp07dy5wCadckydPxvfff4+uXbsiICAA9vb2+Pbbb3Hnzh1s27ZNawvEF6ZNmzaoXLkyhgwZgoCAAMhkMnz33XdaWTC/rM+hnD17NsaNG4c+ffrA398ff/31FzZs2IA5c+bkOVy9ZMkSzJw5Uz3rWbVqVfTs2TPfc+b+UfHvx27duoVOnTqhb9++qFevHkxMTHD69Gls2LABNWvWVP/BYW1tXeBz7ty5E3///XeBjxHpDcmuLyeiUjl8+LDw9vYWFhYWwsPDQ6xYsUJMnz4939IwQgixbds28eabb4oKFSqIChUqiHr16olx48aJGzdu5BkXGRkp3NzchFwuF61atRJHjx4V3t7eokuXLuoxuUvZbN26tcC6zp07J95//31RpUoVIZfLhZubm/jwww/F/v3784xLSEgQ48aNE66ursLc3FwoFArh5+cnVq1aVex7j4qKKnQpmSFDhqjH5S5B8+9thSlqOZhDhw4JAGL69OlCCKH+nAu7FbecjRBC3L59W3zwwQeiUqVKwtLSUrRq1Urs2bMnz5jCPuvc9xUVFVXs6+QqbNmgwt7z0aNHRevWrYWVlZVwcXERn332mfjtt9/yvb/Clg2aP39+vuf892eoTatWrRJ169YVFhYWwtPTUyxcuDDP0lZC/O9nWtzPrqDPLDExUYwcOVLUq1dPVKhQQVhYWIjatWuLwMBAkZiYWGx9XDaIDAFbLxJRoVQqFRwcHPD+++9j9erVUpdDREQ6iq0XiQjAy4sHXv37cv369Xjy5EmRFz4QERFxhpKIALy8sjcoKAh9+vRBlSpVcPbsWaxduxb169fHmTNnilyehYiIjBsvyiEiAC8X9XZ1dUVkZCSePHkCe3t7DB48GF999RXDJBERFYkzlERERERUKjyHkoiIiIhKhYGSiIiIiEqF51AWQ6VS4eHDh7CxsSnR4s5EREREhkAIgefPn8PFxaXYhgsMlMV4+PAhXF1dpS6DiIiISBL37t1D9erVixzDQFkMGxsbAC8/TFtbW4mrISIiItKOlJQUuLq6qrNQURgoi5F7mNvW1paBkoiIiIxOSU7540U5RERERFQqDJREREREVCoMlERERERUKgyURERERFQqDJREREREVCoMlERERERUKgyURERERFQqDJREREREVCoMlERERERUKgyURERERFQqDJREREREVCoMlERERERUKgyURERERFQqDJREREREVCoMlERERERUKgyURERERHri2rVruHDhgtRl5GMmdQFEREREVDSlUomtW7di8+bNsLGxQWRkJCpXrix1WWoMlEREREQ67NGjR1iwYAGuXr0KAGjatCksLCwkriovBkoiIiIiHRUXF4fg4GCkpaXBysoKo0ePRocOHaQuKx8GSiIiIiIdpVAo0KhRIzx9+hQhISFQKBRSl1QgBkoiIiIiHXLr1i04OzujYsWKkMlkCAwMhIWFBczMdDe28SpvIiIiIh2gVCrx448/4rPPPsPy5cshhAAAWFtb63SYBDhDSURERCS5pKQkLFiwAJcuXQIAqFQq5OTkwNzcXOLKSoaBkoiIiEhCx48fx5IlS/D8+XNYWlpi5MiR8PPzg0wmk7q0EmOgJCIiIpJAZmYm1q5di7179wIAatWqhZCQEFSrVk3iyjTHQElEREQkgczMTPz999+QyWTo1asXPvroI705xP0qBkoiIiIiLcm90EYmk8HW1hahoaFQKpVo0qSJxJWVjs5c5f3nn3+iR48ecHFxgUwmw86dO/M8LoTAF198AWdnZ1hZWaFTp064detWsc+7dOlS1KxZE5aWlvDx8cHff/9dTu+AiIiIqHBPnz7FjBkzcPDgQfU2Ly8vvQ+TgA4FyrS0NDRp0gRLly4t8PGvv/4akZGRWLFiBU6ePIkKFSrA398fGRkZhT7nDz/8gODgYEyfPh1nz55FkyZN4O/vj0ePHpXX2yAiIiLK5/Tp0wgICMC5c+cQFRWFzMxMqUsqUzKRO/eqQ2QyGXbs2IGePXsCeDk76eLigpCQEISGhgIAkpOT4eTkhHXr1qFfv34FPo+Pjw9atmyJJUuWAHh5Cb6rqysmTJiAyZMnl6iWlJQU2NnZITk5Gba2tqV/c0RERGQ0srKysG7dOuzZswcAULNmTYSGhqJGjRoSV1Y8TTKQzsxQFuXOnTuIj49Hp06d1Nvs7Ozg4+OD48ePF7hPVlYWzpw5k2cfExMTdOrUqdB9gJcnyKakpOS5EREREWkqNjYWISEh6jD57rvvIiwsTC/CpKb04qKc+Ph4AICTk1Oe7U5OTurHXvX48WMolcoC97l+/XqhrzV37lzMnDmzlBUTERGRMcvtvZ2ZmQk7OzsEBgbC29tb6rLKjV7MUGrTlClTkJycrL7du3dP6pKIiIhIz1SuXBndu3dH8+bNERkZadBhEtCTGUqFQgEASEhIgLOzs3p7QkICmjZtWuA+VatWhampKRISEvJsT0hIUD9fQeRyOeRyeemLJiIiIqNy7tw5KBQKdVYZNGgQZDIZTEwMf/5OL96hu7s7FAoF9u/fr96WkpKCkydPwtfXt8B9LCws4O3tnWcflUqF/fv3F7oPERERkaays7PxzTffYPr06QgPD0dOTg4AwNTU1CjCJKBDM5SpqamIjo5W379z5w7Onz8Pe3t71KhRA4GBgfjvf/+L2rVrw93dHdOmTYOLi4v6SnAA8PPzQ69evTB+/HgAQHBwMIYMGYIWLVqgVatWiIiIQFpaGoYOHartt0dEREQG6P79+wgLC8M///wD4GX7RJVKJXFV2qczgfL06dPo0KGD+n5wcDAAYMiQIVi3bh0+++wzpKWlYeTIkXj27BnefPNN7N27F5aWlup9bt++jcePH6vv9+3bF4mJifjiiy8QHx+Ppk2bYu/evfku1CEiIiLShBAC+/btw+rVq5GZmQkbGxsEBATAx8dH6tIkoZPrUOoSrkNJRERE/5aeno7IyEgcO3YMANCkSRMEBgaiSpUqEldWtjTJQDozQ0lERESkD8zNzZGQkAAzMzMMGjQI7733ntGcK1kYBkoiIiKiYuTk5EAmk8HU1BTm5uYIDQ3FixcvUKtWLalL0wnGHaeJiIiIihEXF4fJkyfj+++/V2+rVq0aw+S/cIaSiIiIqABCCBw8eBArV67EixcvEBcXh549e6JixYpSl6ZzGCiJiIiIXpGWlobly5fjzz//BAA0bNgQwcHBDJOFYKAkIiIi+perV69iwYIFePToEUxMTDBgwAD07t0bpqamUpemsxgoiYiIiP5fWloaZs2ahfT0dDg5OSEkJAT16tWTuiydx0BJRERE9P8qVKiATz75BJcvX8bo0aNhbW0tdUl6gQubF4MLmxMRERm2P//8E1WqVEHDhg0BvLwYRyaTSVyV9LiwOREREVEx0tPTsXr1auzfvx9Vq1ZFZGQkKlasyDD5GhgoiYiIyOjcvHkTYWFhiI+Ph4mJCfz8/GBlZSV1WXqLgZKIiIiMhlKpxI4dO7Bx40YolUpUrVoVISEh6sPd9HoYKImIiMgovHjxAv/9739x6dIlAMCbb76JsWPHcm3JMsBASUREREbB0tISNjY2sLS0xMiRI+Hn58fzJcsIAyUREREZrMzMTOTk5KBChQqQyWQYN24cUlJSUK1aNalLMygmUhdAREREVB7++ecfBAUFYenSpchdJdHGxoZhshxwhpKIiIgMikqlwu7du/Htt98iJycH6enpePr0Kezt7aUuzWAxUBIREZHBePr0KSIiInDu3DkAgI+PDyZMmMDmJOWMgZKIiIgMwqlTpxAZGYnk5GRYWFhg2LBh6NKlCy+80QIGSiIiItJ7WVlZWL58OZKTk1GzZk2EhoaiRo0aUpdlNBgoiYiISO9ZWFggKCgIJ0+exODBg2FhYSF1SUaFgZKIiIj0jhACv/zyC6ysrNCxY0cAQKNGjdCoUSOJKzNODJRERESkV5KTkxEZGYlTp07B0tISjRo1goODg9RlGTUGSiIiItIb586dQ0REBJ4+fQozMzMMGjQIVatWlboso8dASURERDovOzsbGzZswI4dOwAArq6uCA0Nhbu7u8SVEcBASURERDouOzsbkyZNQnR0NACga9eu+OSTTyCXyyWujHIxUBIREZFOMzc3R9OmTZGQkICAgAD4+PhIXRK9QiZym1tSgVJSUmBnZ4fk5GSusk9ERKQlz58/x4sXL+Do6AgAyMnJQUpKCtsnapEmGchESzURERERlcjFixcREBCAefPmIScnBwBgZmbGMKnDeMibiIiIdEJOTg42bdqEbdu2QQgBS0tLPHnyRD1LSbqLgZKIiIgk9/DhQ4SHh+PWrVsAgM6dO2P48OGwsrKSuDIqCQZKIiIikowQAgcOHMCqVavw4sULVKhQAePHj8cbb7whdWmkAQZKIiIikoxKpcLPP/+MFy9eoGHDhggODmbXGz3EQElERESSMTU1RWhoKI4ePYr3338fpqamUpdEr4GBkoiIiLRGqVRiy5YtUCqVGDhwIADAxcUFffr0kbgyKg0GSiIiItKKhIQELFiwANeuXYNMJkPbtm1Ro0YNqcuiMsBASUREROXuzz//xLJly5Ceng5ra2uMGTOGYdKAMFASERFRuUlPT8eqVatw4MABAEC9evUQHBwMhUIhcWVUlhgoiYiIqFyoVCpMmTIFd+7cgYmJCT788EP07duXF94YILZeJCIionJhYmKCHj16wMHBAXPmzMGAAQMYJg2U3gTKmjVrQiaT5buNGzeuwPHr1q3LN9bS0lLLVRMRERmXx48fq7vdAICfnx+WLFmChg0bSlgVlTe9OeR96tQpKJVK9f3Lly+jc+fORS4zYGtrixs3bqjvy2Sycq2RiIjImB07dgxLliyBXC5HZGQkbGxsIJPJ2D7RCOhNoHx11fyvvvoKnp6eaNeuXaH7yGQynvRLRERUzjIyMrBmzRr8/vvvAACFQoH09HTY2NhIXBlpi94Eyn/LysrChg0bEBwcXOSsY2pqKtzc3KBSqdC8eXN8+eWXnHInIiIqQ7dv30ZYWBgePHgAmUyG999/HwMGDIC5ubnUpZEW6WWg3LlzJ549e4aPP/640DF169bFN998g8aNGyM5ORlhYWFo06YNrly5gurVqxe6X2ZmJjIzM9X3U1JSyrJ0IiIigyCEwK5du7B+/Xrk5OTA3t4eQUFBaNKkidSlkQT0MlCuXbsWXbt2hYuLS6FjfH194evrq77fpk0b1K9fHytXrsTs2bML3W/u3LmYOXNmmdZLRERkiG7evImcnBy0bt0a48ePh62trdQlkURkQgghdRGauHv3Ljw8PLB9+3a89957Gu3bp08fmJmZ4fvvvy90TEEzlK6urkhOTuZ/KEREZPSUSqV66Z/U1FScPHkSHTt25IWvBiglJQV2dnYlykB6s2xQrqioKDg6OqJ79+4a7adUKnHp0iU4OzsXOU4ul8PW1jbPjYiIyNhlZWVh5cqVmD9/PnLnoipWrAg/Pz+GSdKvQ94qlQpRUVEYMmQIzMzylj548GBUq1YNc+fOBQDMmjULrVu3Rq1atfDs2TPMnz8fd+/exfDhw6UonYiISG/dvXsXYWFhuHv3LgDgxo0bqFevnsRVkS7Rq0D5xx9/IDY2Fp988km+x2JjY2Fi8r8J16dPn2LEiBGIj49H5cqV4e3tjWPHjqFBgwbaLJmIiEhvCSHwyy+/4JtvvkF2djbs7OwQGBjIMEn56N05lNqmyfkDREREhiI5ORmRkZE4deoUAMDb2xsBAQGoXLmyxJWRtmiSgfRqhpKIiIjKnxACs2fPxs2bN2FmZoahQ4finXfe4bmSVCi9uyiHiIiIypdMJsPQoUPh5uaG8PBw9OjRg2GSisRD3sXgIW8iIjIG9+/fx/3799G6dWv1NpVKlef6BDIuPORNREREJSKEwG+//YY1a9ZAJpNh4cKF6o5yDJNUUgyURERERiolJQVLlizBiRMnAABNmjSBlZWVxFWRPmKgJCIiMkIXL17EwoULkZSUBDMzMwwcOBA9e/bkrCS9FgZKIiIiI7NhwwZs3boVQghUq1YNISEhqFWrltRlkR5joCQiIjJCQgi8/fbbGD58OCwtLaUuh/QcAyUREZGBE0LgxYsXsLa2BgD069cPDRs2RLNmzSSujAwFT5QgIiIyYKmpqQgLC8PUqVORnZ0NADAzM2OYpDLFGUoiIiIDdfXqVSxYsACPHj2CiYkJrl69iiZNmkhdFhkgBkoiIiIDo1QqsWXLFvzwww9QqVRQKBQICQlB3bp1pS6NDBQDJRERkQFJSEjAggULcO3aNQBAhw4dMGrUKPX5k1Q0pUrg7ztP8Oh5BhxtLNHK3R6mJmw7WRwGSiIiIgOybNkyXLt2DdbW1hgzZgzatWsndUl6Y+/lOMzcfRVxyRnqbc52lpjeowG6eDlLWJnu40U5REREBmT06NFo1qwZIiIiGCY1sPdyHMZsOJsnTAJAfHIGxmw4i72X4ySqTD8wUBIREemxmzdvYufOner7zs7OmDlzJhQKhXRF6RmlSmDm7qsQBTyWu23m7qtQqgoaQQAPeRMREeklpVKJ7du3Y9OmTVAqlfDw8EDjxo2lLksv/X3nSb6ZyX8TAOKSM/D3nSfw9ayivcL0CAMlERGRnnn8+DEWLlyIS5cuAQDefPNNeHh4SFyV/nr0vPAw+TrjjBEDJRERkR45duwYlixZgtTUVFhaWmLUqFHo2LEjZDJeify6HG1K1nqypOOMEQMlERGRnli7di127doFAKhVqxZCQ0Ph4uIicVX6r5W7PZztLBGfnFHgeZQyAAq7l0sIUcF4UQ4REZGe8PDwgEwmQ+/evTFv3jyGyTJiaiLD9B4NALwMj/+We396jwZcj7IIMiEEL1kqQkpKCuzs7JCcnAxbW1upyyEiIiOiUqnw+PFjODo6AgCEEIiNjYWbm5vElRkmrkOZlyYZiIGyGAyUREQkhSdPnmDRokW4e/cuIiMj+f8gLWGnnP/RJAPxHEoiIiIdc+rUKSxatAgpKSmwsLBAdHQ0mjdvLnVZRsHURFaqpYGMNZAyUBIREemIzMxMREVF4ZdffgEAuLu7IzQ0FK6urhJXRiVhzIfMGSiJiIh0QExMDMLCwhAbGwsAeO+99zB48GCYm5tLXBmVRG7rxlfPI8xt3bh8YHODDpUMlERERDpg586diI2NRaVKlTBx4kR4e3tLXRKVUHGtG2V42bqxcwOFwR7+ZqAkIiLSASNGjICpqSkGDRqESpUqSV0OaYCtG7kOJRERkSTOnTuHpUuXInexlQoVKmDChAkMk3qIrRs5Q0lERKRV2dnZWL9+vbrjTcOGDdG+fXtpi6JSYetGBkoiIiKtuX//PubPn487d+4AALp16wZfX1+Jq6LSYutGBkoiIqJyJ4TA77//jtWrVyMrKws2NjaYOHEiWrVqJXVpVAZyWzeO2XAWMiBPqDSW1o08h5KIiKicrVmzBkuXLkVWVhaaNGmCyMhIhkkD08XLGcsHNofCLu9hbYWdpcEvGQRwhpKIiKjcvfHGG/jtt9/w0Ucf4b333oOJCedzDFEXL2d0bqAwyk457OVdDPbyJiIiTeXk5OCff/5BnTp11NuePXvGK7gNgDG1VmQvbyIiIok8fPgQ4eHhuHv3LiIiIlC9enUAYJg0AMbcWrE4nHMnIiIqA0II7N+/H0FBQbh16xYsLCyQmJgodVlURnJbK766gHlua8W9l+Mkqkw3cIaSiIiolFJTU7F8+XL89ddfAAAvLy8EBQXBwcFB4sqoLLC1YvEYKImIiErh6tWrCA8PR2JiIkxMTDBgwAD07t0bpqamUpdGZYStFYvHQElERFQK58+fR2JiIhQKBUJCQlC3bl2pS6IyxtaKxWOgJCIi0pAQAjLZy0Obffv2hampKXr06AFra2uJK6PywNaKxdObi3JmzJgBmUyW51avXr0i99m6dSvq1asHS0tLNGrUCL/88ouWqiUiIkN1+PBhTJ06FdnZ2QAAU1NT9O3bl2HSgOW2Vizs7EgZXl7tbcitFYujN4ESABo2bIi4uDj17ciRI4WOPXbsGPr3749hw4bh3Llz6NmzJ3r27InLly9rsWIiIjIU6enpWLhwIcLDw3Hp0iX8+uuvUpdEWpLbWhFAvlBpLK0Vi6NXgdLMzAwKhUJ9q1q1aqFjFy1ahC5duuDTTz9F/fr1MXv2bDRv3hxLlizRYsVERGQIbt68icDAQBw8eBAmJibo168funfvLnVZpEXG3lqxOHp1DuWtW7fg4uICS0tL+Pr6Yu7cuahRo0aBY48fP47g4OA82/z9/bFz504tVEpERIZAqVRi+/bt2LRpE5RKJRwcHBASEoIGDRpIXRpJwJhbKxZHbwKlj48P1q1bh7p16yIuLg4zZ87EW2+9hcuXL8PGxibf+Pj4eDg5OeXZ5uTkhPj4+CJfJzMzE5mZmer7KSkpZfMGiIhI70RFReGnn34CALz11lsYM2YMKlasqPU6jKndn64zNZEZ7dJARdGbQNm1a1f1vxs3bgwfHx+4ublhy5YtGDZsWJm9zty5czFz5swyez4iItJf77zzDo4cOYJBgwahY8eO6iu7tYnt/kgf6NU5lP9WqVIl1KlTB9HR0QU+rlAokJCQkGdbQkICFApFkc87ZcoUJCcnq2/37t0rs5qJiEi3ZWRk4NixY+r7CoUCq1evhp+fn2Rhku3+SB/obaBMTU3F7du34exc8F9nvr6+2L9/f55t+/btg6+vb5HPK5fLYWtrm+dGRESG7/bt2wgKCsJXX32Fc+fOqbebm5tLUk9x7f6Al+3+lKqCRhBpl94EytDQUBw+fBgxMTE4duwYevXqBVNTU/Tv3x8AMHjwYEyZMkU9fuLEidi7dy/Cw8Nx/fp1zJgxA6dPn8b48eOlegtERKSDVCoVduzYgU8//RQPHjyAvb29ZCHy3zRp90ckNb05h/L+/fvo378/kpKS4ODggDfffBMnTpyAg4MDACA2NhYmJv/Lx23atMGmTZswdepUfP7556hduzZ27twJLy8vqd4CERHpmCdPniAiIgLnz58HALRu3Rrjx4/XiaNTbPdH+kRvAuXmzZuLfPzQoUP5tvXp0wd9+vQpp4qIiEifnT59GhEREUhJSYGFhQWGDx8Of39/Sc6VLAjb/ZE+0ZtASUREVJZSU1ORkpICd3d3hIaGwtXVVeqS8sht9xefnFHgeZQyvFxU25jb/ZHuYKAkIiKjkZ2drT4/sn379gCAN954QyfOmXxVbru/MRvOQgbkCZVs90e6Rm8uyiEiInpdQgjs2bMHY8eORXJysnp7+/btdTJM5mK7P9IXnKEkIiKDlpycjEWLFuH06dMAgN9++w0ffvihxFWVHNv9kT5goCQiIoN17tw5RERE4OnTpzA3N8fQoUPRvXt3qcvSmK61+2MrSHoVAyURERmc7OxsrF+/Hrt27QIA1KhRA6GhoahZs6a0hRkAtoKkgvAcSiIiMjg//PCDOkx269YN4eHhDJNlgK0gqTCcoSQiIoPTq1cvnD9/Hh9++CFatWoldTkGobhWkDK8bAXZuYGCh7+NEGcoiYhI76WkpGDbtm0Q4mXcqVChAubPn88wWYbYCpKKwhlKIiLSaxcuXEBERASSkpJgZWWFbt26AYDOdLwxFGwFSUVhoCQiIr2UnZ2NTZs2Yfv27RBCoFq1aqhbt67UZRkstoKkojBQEhGR3nn48CHCwsIQHR0NAHj77bcxfPhwWFoyzJQXtoKkojBQEhGRXjl69CgWLVqEjIwMVKxYEePHj0ebNm2kLsvgsRUkFYUX5RARkV6pUqUKsrKy4OXlhUWLFjFMahFbQVJhZCL3kjgqUEpKCuzs7JCcnAxbW1upyyEiMkopKSl5fgdfvXoVdevWhampqYRVGS92yjEOmmQgHvImIqIyUR4hQ6lUqhcpnz9/PmrUqAEAaNCgQVmUTK9J11pBkvQYKImIqNTKox1ffHw8FixYgOvXrwMAjh07pg6URKRbGCiJiKhUctvxvXr+VG47vtc5t+7w4cNYvnw50tPTYW1tjTFjxqBdu3ZlVzQRlSkGSiIiem1l3Y4vPT0dK1euxMGDBwEA9erVQ0hICJycnMq0biIqWwyURET02jRpx1eSc+727duHgwcPwsTEBB9++CH69u3LC2+I9AADJRERvbaybsf3zjvvIDo6Gl27duWFN0R6hOtQEhHRayttO77ExEQsW7YMWVlZAABTU1OEhIQwTBLpGc5QEhHRaytNO76jR49i6dKlSE1NhZWVFYYOHVru9RJR+eAMJRERvbbcdnzA/9rv5SqsHV9GRgaWLFmCefPmITU1FbVq1YK/v792CiaicsEZSiIiKpXcdnyvrkOpKGAdytu3byMsLAwPHjyATCbD+++/jwEDBsDc3FyK0omojGgcKP/55x94eHiURy1ERKSnung5o3MDRZGdcv766y8sXLgQOTk5qFKlCoKCgtC4cWMJqyaisqJxoKxVqxbatWuHYcOG4YMPPoClZclOyCYiIs3pU8/k4trx1a1bF3K5HC1btsS4ceOK7Q1MRPpDJoQo6DzqQp0/fx5RUVH4/vvvkZWVhb59+2LYsGFo1apVedUoKU0aoxMRlaXyaGeobbGxsXnaJcbHx8PJyQkymW6GYiL6H00ykMYX5TRt2hSLFi3Cw4cP8c033yAuLg5vvvkmvLy8sGDBAiQmJr524URE9FJuO8NXFw3PbWe493KcRJWVTGZmJlasWIEJEybgzJkz6u0KhYJhksgAvfZV3mZmZnj//fexdetWzJs3D9HR0QgNDYWrqysGDx6MuDjd/mVHRKSrimtnCLxsZ6hUaXSASWtiYmIQEhKCX375BUIIREdHS10SEZWz1w6Up0+fxtixY+Hs7IwFCxYgNDQUt2/fxr59+/Dw4UO89957ZVknEZHR0KSdoS4RQmDPnj0ICQlBbGwsKlWqhBkzZqBv375Sl0ZE5Uzji3IWLFiAqKgo3LhxA926dcP69evRrVs3mJi8zKbu7u5Yt24datasWda1EhEZhbJuZ6gNz549Q2RkJE6fPg0AaNGiBQICAlCpUiVpCyMirdA4UC5fvhyffPIJPv74Yzg7F3xSuKOjI9auXVvq4oiIjFFp2xlK4fLlyzh9+jTMzc0xdOhQdO/enedKEhkRjQPlrVu3ih1jYWGBIUOGvFZBRETGrjTtDKXy5ptv4t69e/D19eURKiIjxNaLREQ65nXaGWrbvXv3MH36dDx79ky9rX///gyTREaKgZKISAfltjNU2OU9rK2ws8Tygc0lW4dSCIG9e/ciKCgI586d4+lNRASAvbyJiHRWSdoZalNKSgqWLFmCEydOAACaNGmCjz/+WJJaiEi3MFASkV7QpxaEZam4dobacuHCBURERCApKQlmZmYYNGgQ3nvvPfUKH0Rk3BgoiUjnGUILQn127NgxzJs3D0IIVKtWDaGhofD09JS6LCLSISUKlM2aNSvx8g9nz54tVUFERP+W24Lw1audc1sQSnk+obFo2rQpnJyc0LhxYwwfPhyWlrqzXBER6YYSBcqePXuq/52RkYFly5ahQYMG8PX1BQCcOHECV65cwdixY8ulSCIyTsW1IJThZQvCzg0URnH4W1uEEDh37px6MsHa2hoLFy5EhQoVpC6NiHRUiQLl9OnT1f8ePnw4AgICMHv27Hxj7t27V7bV/cvcuXOxfft2XL9+HVZWVmjTpg3mzZuHunXrFrrPunXrMHTo0Dzb5HI5MjJ0p7sEERVOkxaEunCeoSFITU3F8uXL8ddff2HkyJF45513AIBhkoiKpPHZ1Fu3bsXgwYPzbR84cCC2bdtWJkUV5PDhwxg3bhxOnDiBffv2ITs7G2+//TbS0tKK3M/W1hZxcXHq2927d8utRiIqW/rYglCfXb16FRMnTsRff/0FU1NTZGdnS10SEekJjS/KsbKywtGjR1G7du08248ePVqu59Xs3bs3z/1169bB0dERZ86cQdu2bQvdTyaTQaFQlFtdRFR+9LEFoT5SKpX44YcfsGXLFqhUKigUCoSGhqJOnTpSl0ZEekLjQBkYGIgxY8bg7NmzaNWqFQDg5MmT+OabbzBt2rQyL7AwycnJAAB7+6Jbj6WmpsLNzQ0qlQrNmzfHl19+iYYNGxY6PjMzE5mZmer7KSkpZVMwEWlMH1sQ6puEhASEh4fj+vXrAICOHTti5MiRsLa2lrgyItInGgfKyZMnw8PDA4sWLcKGDRsAAPXr10dUVBQ+/PDDMi+wICqVCoGBgXjjjTfg5eVV6Li6devim2++QePGjZGcnIywsDC0adMGV65cQfXq1QvcZ+7cuZg5c2Z5lU5EGshtQThmw1nIgDyhUldaEOq7p0+f4ubNm7C2tsbYsWOLPOJDRFQYmRCioD/8ddqYMWPw66+/4siRI4UGw4JkZ2ejfv366N+/f76LinIVNEPp6uqK5ORk2Nralrp2ItIc16EsWyqVKs+C5AcPHkSDBg3g5OQkYVVEpGtSUlJgZ2dXogz0WgubP3v2DD/++CP++ecfhIaGwt7eHmfPnoWTkxOqVav2WkWX1Pjx47Fnzx78+eefGoVJADA3N0ezZs0QHR1d6Bi5XA65XF7aMomoDOlaC0J9duPGDSxevBiffvop3NzcAAAdOnSQuCoi0ncaX+V98eJF1KlTB/PmzcP8+fPx7NkzAMD27dsxZcqUsq5PTQiB8ePHY8eOHThw4ADc3d01fg6lUolLly7B2ZkzGkRkXJRKJbZs2YJJkyYhNjYW3377rdQlEZEB0XiGMjg4GB9//DG+/vpr2NjYqLd369YNAwYMKNPi/m3cuHHYtGkTdu3aBRsbG8THxwMA7OzsYGVlBQAYPHgwqlWrhrlz5wIAZs2ahdatW6NWrVp49uwZ5s+fj7t372L48OHlVicRlT0e8i6dxMRELFiwAFeuXAEAvPXWWxgzZozEVRGRIdE4UJ46dQorV67Mt71atWrqkFceli9fDgBo3759nu1RUVH4+OOPAQCxsbF5zgt6+vQpRowYgfj4eFSuXBne3t44duwYGjRoUG51ElHZYuvF0jl69CiWLFmCtLQ0WFlZYdSoUejQoUOJ2+kSEZWExoFSLpcXuJTOzZs34eDgUCZFFaQk1w4dOnQoz/2FCxdi4cKF5VQREZU3tl4snVOnTmHevHkAgNq1ayMkJAQuLi4SV0VEhkjjcyjfffddzJo1S91BQSaTITY2FpMmTULv3r3LvEAiMl6atF6k/Jo3b45GjRqhT58+mDdvHsMkEZUbjQNleHg4UlNT4ejoiBcvXqBdu3aoVasWbGxsMGfOnPKokYiMFFsvakalUuH3339XL31mamqKWbNmYdCgQTAze61FPYiISkTj3zB2dnbYt28fjh49igsXLiA1NRXNmzdHp06dyqM+IjJibL1Yck+ePEFERATOnz+PmJgYjBw5EsDLUElEVN40DpTr169H37598cYbb+CNN95Qb8/KysLmzZsxePDgMi2QiIwXWy+WzN9//43IyEikpKTAwsJCvb4kEZG2aNwpx9TUFHFxcXB0dMyzPSkpCY6OjlAqlWVaoNQ0WSWeiMpe7lXeQMGtF435Ku/MzExERUXhl19+AQC4u7vj008/1bjpAxFRQcq1U44QosDlJu7fvw87OztNn46IqEhdvJyxfGDzfOtQKox8Hcr79+9j7ty5uHfvHgCgZ8+eGDRoEMzNzSWujIiMUYkDZbNmzSCTySCTyeDn55fnBG+lUok7d+6gS5cu5VIkERk3tl7MTy6X48mTJ6hUqRKCgoLQrFkzqUsiIiNW4kDZs2dPAMD58+fh7++PihUrqh+zsLBAzZo1uWwQEZUbUxMZfD2rSF2GpDIyMmBp+fICJAcHB/znP/9B9erVUalSJWkLIyKjV+JAOX36dABAzZo10a9fP8jl8nIriojodSlVwiBnMs+cOYPIyEiMHz8eLVu2BAB4eXlJXBUR0Usan0PZoEEDnD9/Hj4+Pnm2nzx5EqampmjRokWZFUdEpAlD7PmdnZ2N9evXY9euXQCAXbt2oUWLFmydSEQ6ReOFzceNG6c+CfzfHjx4gHHjxpVJUUREmsq9GvzVzjq5Pb/3Xo6TqLLXd+/ePYSGhqrDZPfu3TFt2jSGSSLSORrPUF69ehXNmzfPt71Zs2a4evVqmRRFRKQJQ+v5LYTAb7/9hjVr1iArKwu2traYOHGi+lA3EZGu0XiGUi6XIyEhId/2uLg4tvYiIkkYWs/vq1evYtmyZcjKykKzZs0QGRnJMElEOk3jBPj2229jypQp2LVrl3rdyWfPnuHzzz9H586dy7xAIqLiGFrP74YNG6JLly5wcXHBu+++CxMTjf/2JyLSKo0DZVhYGNq2bQs3Nzf1umfnz5+Hk5MTvvvuuzIvkIioOPre8zs7Oxvbtm2Dv78/KleuDAAYO3asxFUREZWcxoGyWrVquHjxIjZu3IgLFy7AysoKQ4cORf/+/dmhgYgkoc89vx8+fIiwsDBER0fj2rVrmDFjBi+6ISK981onPVaoUAEjR44s61qIiF6LqYkM03s0wJgNZyFDwT2/p/dooFMX5AghcODAAaxcuRIZGRmoWLEi/P39GSaJSC+VKFD+9NNP6Nq1K8zNzfHTTz8VOfbdd98tk8KIiDShTz2/U1NTsWzZMhw5cgQA0KhRIwQGBsLBwUHiyoiIXo9MCFHQEaI8TExMEB8fD0dHxyJPDpfJZFAqlWVaoNRSUlJgZ2eH5ORk2NraSl0OERVD1zvlxMbGYubMmUhMTISJiQk++ugjvP/++zA1NZW6NCKiPDTJQCWaoVSpVAX+m4h0P8AYG13v+e3g4ABzc3MoFAqEhISgbt26UpdERFRqXDiSqBQMsdUflb2kpCRUrlwZJiYmsLKywrRp01C5cmVYW1tLXRoRUZko0SHvyMjIEj9hQEBAqQrSNTzkTYXJbfX36n9AuXOTywc2Z6gkHD58GMuXL8eAAQN4jjkR6RVNMlCJAqW7u3ue+4mJiUhPT0elSpUAvFzY3NraGo6Ojvjnn39ev3IdxEBJBVGqBN6cd6DQ7iy5y9QcmdSRh7+NVHp6OlauXImDBw8CABo3boxZs2ZxkXIi0huaZKAS/Wa7c+eO+jZnzhw0bdoU165dw5MnT/DkyRNcu3YNzZs3x+zZs8vkDRDpOkNr9Udl68aNGwgMDMTBgwdhYmKC/v37Y+bMmQyTRGSwND6Hctq0afjxxx/znEhet25dLFy4EB988AE++uijMi2QSBcZWqs/KhtKpRLbtm3Dpk2boFKp4OjoiODgYDRo0EDq0oiIypXGgTIuLg45OTn5tiuVSiQkJJRJUUS6Tt9b/VH5uH//Pr7//nuoVCq89dZbGDNmDCpWrCh1WURE5U7jQOnn54dRo0ZhzZo1aN68OQDgzJkzGDNmDDp16lTmBRLpIn1u9Uflx83NDUOHDkXFihXRoUMHdr0hIqOh8Qk933zzDRQKBVq0aAG5XA65XI5WrVrByckJa9asKY8aiXRObqs/4H9XdefS1VZ/VPYyMjKwbNky3LlzR73t3XffRceOHRkmiciolOgq74LcvHkT169fBwDUq1cPderUKdPCdAWv8qaicB1K4xUdHY3w8HA8ePAAbm5uiIiIYLcbIjIoZd4ppyA1a9aEEAKenp4wM+P66GScung5o3MDBTvlGBGVSoVdu3bhu+++Q05ODqpUqYKRI0cyTBKRUdM4Caanp2PChAn49ttvAbycqfTw8MCECRNQrVo1TJ48ucyLJNJFr7ZcfKexC4OkgUtKSkJERAQuXLgAAPD19cW4ceN49IKIjJ7GgXLKlCm4cOECDh06hC5duqi3d+rUCTNmzGCgJKPAQ93G58GDB/jss8/w/PlzyOVyDB8+HG+//TbPlSQiwmsEyp07d+KHH35A69at8/wibdiwIW7fvl2mxRHposJaLsYnZ2DMhrNsuWigFAoFatasidTUVHz66aeoXr261CUREekMjQNlYmIiHB0d821PS0vjX+pk8JQqgZm7rxa4VJDAyyu8Z+6+is4NFDz8bQBiY2Ph5OQEuVwOU1NTTJo0CVZWVjA3N5e6NCIinaLxskEtWrTAzz//rL6fGyLXrFkDX1/fsquMSAex5aJxEEJg9+7dCAoKQlRUlHq7ra0twyQRUQE0nqH88ssv0bVrV1y9ehU5OTlYtGgRrl69imPHjuHw4cPlUSORzmDLRcP37NkzREZG4vTp0wCAx48fIycnh6tZEBEVQeMZyjfffBMXLlxATk4OGjVqhN9//x2Ojo44fvw4vL29y6NGIp3BlouG7cyZMwgICMDp06dhbm6OUaNG4T//+Q/DJBFRMTT6LZmdnY1Ro0Zh2rRpWL16dXnVRKSz2HLRMGVnZ+Pbb7/FTz/9BOBlC8XQ0FC4ublJXBkRkX7QaIbS3Nwc27ZtK69aiHQeWy4appSUFBw4cAAA8M477yAsLIxhkohIAxq3XhwyZAiaNm2KoKCg8qpJp7D1IhWE61Aanr///hsymQwtW7aUuhQiIp1Qrq0Xa9eujVmzZuHo0aPw9vZGhQoV8jweEBCg6VNqZOnSpZg/fz7i4+PRpEkTLF68GK1atSp0/NatWzFt2jTExMSgdu3amDdvHrp161auNZLhY8tF/ZaSkoIlS5bAz88PPj4+AFDk7xEiIiqaxjOU7u7uhT+ZTIZ//vmn1EUV5ocffsDgwYOxYsUK+Pj4ICIiAlu3bsWNGzcKXBvz2LFjaNu2LebOnYt33nkHmzZtwrx583D27Fl4eXmV6DU5QymNV9saMqxRWblw4QIWLlyIJ0+ewN7eHqtXr+ZSQEREBdAkA2kcKKXk4+ODli1bYsmSJQAAlUoFV1dXTJgwocCWj3379kVaWhr27Nmj3ta6dWs0bdoUK1asKNFrMlBqHw8nU3nIzs7Gpk2bsH37dgghUK1aNYSGhsLT01Pq0oiIdJImGUjjZYP+TQgBbeXRrKwsnDlzBp06dVJvMzExQadOnXD8+PEC9zl+/Hie8QDg7+9f6HiSXm5bw1cXD89ta7j3cpxElZE+e/DgASZNmoRt27ZBCAF/f38sXLiQYZKIqIy8VqBcu3YtvLy8YGlpCUtLS3h5eWHNmjVlXVsejx8/hlKphJOTU57tTk5OiI+PL3Cf+Ph4jcYDQGZmJlJSUvLcSDuKa2sIvGxrqFTpzaQ66YDHjx8jKCgI0dHRsLGxwZQpUzBu3DhYWnKtUCKisqLxRTlffPEFFixYgAkTJqhbLR4/fhxBQUGIjY3FrFmzyrxIbZo7dy5mzpwpdRlGSZO2hr6eVbRXGOm1qlWrom3btoiLi0NQUBCqVq0qdUlERAZH40C5fPlyrF69Gv3791dve/fdd9G4cWNMmDCh3AJl1apVYWpqioSEhDzbExISoFAoCtxHoVBoNB4ApkyZguDgYPX9lJQUuLq6lqJyKim2NaSycuXKFTg7O8Pe/uUC8yNHjoSpqSlMTU0lroyIyDBpfMg7OzsbLVq0yLfd29sbOTk5ZVJUQSwsLODt7Y39+/ert6lUKuzfv189U/oqX1/fPOMBYN++fYWOBwC5XA5bW9s8N9IOtjWk0lIqldi4cSP+85//YNGiRVCpVABe/v5gmCQiKj8aB8pBgwZh+fLl+bavWrUKH330UZkUVZjg4GCsXr0a3377La5du4YxY8YgLS0NQ4cOBQAMHjwYU6ZMUY+fOHEi9u7di/DwcFy/fh0zZszA6dOnMX78+HKtk15PblvDwhYHkuHl1d5sa0gFiY+Px5QpU/DDDz9ApVLB3t6+XP/IJSKi/9H4kDfw8qKc33//Ha1btwYAnDx5ErGxsRg8eHCew8ULFiwomyr/X9++fZGYmIgvvvgC8fHxaNq0Kfbu3au+8CY2NhYmJv/LyG3atMGmTZswdepUfP7556hduzZ27txZ4jUoSbty2xqO2XAWMiDPxTlsa0hFOXz4MJYtW4YXL16gQoUKGDNmDNq2bSt1WURERkPjdSg7dOhQsieWydS9cfUZ16HUPq5DSSWVnp6OlStX4uDBgwCA+vXrIyQkpMBGB0REpJlybb2Y+4ubqLywrSGVlEwmw82bN2FiYoJ+/fqhT58+PFeSiEgCetUpRwqcoSw/bK9Ir0OpVEImk6lPb7l9+zYyMzPRoEEDiSsjIjIs5TpDSVQWeFibXkdiYiLCw8PRunVr9OzZEwDY7YaISAeUqvUi0etge0V6HUeOHEFAQACuXr2KrVu3Ij09XeqSiIjo/3GGkrSquPaKMrxsr9i5gYKHvwkA8OLFC6xevRp//PEHAKB27doICQmBtbW1xJUREVEuBkrSKrZXJE1ER0cjLCwMDx8+hEwmwwcffID+/fvDzIy/uoiIdAl/K5NWsb0ilVRKSgo+//xzZGRkoGrVqggKCkKjRo2kLouIiArAQElaxfaKVFK2trbo168fbt68iXHjxsHGxkbqkoiIqBAMlKRVue0V45MzCjyPUgZAwfaKRuvkyZNwcHCAh4cHAKBnz56QyWSQyXg+LRGRLuNV3qRVue0VAeTr2c32isYrMzMTK1aswJw5cxAWFobMzEwAgImJCcMkEZEeYKAkrevi5YzlA5tDYZf3sLbCzhLLBzbnOpRG5s6dOwgODsYvv/wCAGjRooV60XIiItIPPORNkmB7RRJCYM+ePVi3bh2ys7NRuXJlBAYGolmzZlKXRkREGmKgJMmYmsiMfmkgY20/mZ6ejrCwMJw+fRoA0LJlSwQEBMDOzk7iyoiI6HUwUBJJxJjbT1paWiIrKwvm5ub45JNP0K1bN54rSUSkx2RCiIIutqX/p0ljdKKSym0/+ep/fLmRyhDPJc3KyoIQAnK5HACQlJSE1NRUuLm5SVwZEREVRJMMxDPfibSsuPaTwMv2k0qV4fytFxsbi08//RRr165Vb6tSpQrDJBGRgWCgJNIyTdpP6jshBH799VcEBwfjzp07OH78OJKTk6Uui4iIyhjPoSTSMmNpP5mSkoLFixfj5MmTAIBmzZph4sSJvPCGiMgAMVASaZkxtJ+8cOECFi5ciCdPnsDMzAyDBw/Gu+++y/UliYgMFAMlkZYZevvJjIwMhIWFITk5GdWrV0dISAg8PT2lLouIiMoRpwuItMzQ209aWlpi3Lhx8Pf3x4IFCxgmiYiMAJcNKgaXDaLyYijrUAohsH//ftjY2MDHx0fqcoiIqIxokoF4yJtIIobQfjI1NRXLli3DkSNHYGNjgyVLlqBy5cpSl0VERFrGQGkEjLW9nz7Q5/aTV65cwYIFC5CYmAhTU1P06tWLs/hEREaKgdLAGcphVdIdSqUSmzdvxtatW6FSqeDs7IzQ0FDUrl1b6tKIiEgiDJQGrLD2fvHJGRiz4axBtvej8pWVlYWpU6fi+vXrAAA/Pz+MGDEC1tbWEldGRERSYqA0UMW195PhZXu/zg0UPPxNJWZhYYGaNWvi3r17GDNmDNq2bSt1SUREpAMYKA2UJu399PUcPtKO9PR0ZGVloVKlSgCAYcOG4YMPPoCjo6O0hRERkc7gOpQGylja+1H5un79OiZOnIjw8HCoVCoAgFwuZ5gkIqI8OENpoIyhvR+VH6VSiR9//BHff/89VCoVhBBISkqCg4OD1KUREZEOYqA0UIbe3o/KT2JiIsLDw3H16lUAQLt27TB69GhUqFBB4sqIiEhXMVAaqNz2fmM2nIUMyBMqDaG9H5WPI0eOYOnSpUhLS4OVlRVGjx6NDh06SF0WERHpOJ5DacC6eDlj+cDmUNjlPaytsLPkkkGUT3Z2NjZt2oS0tDTUqVMHERERDJNERFQi7OVdDEPo5c1OOVRS//zzD44dO4Z+/frBzIwHMIiIjBl7eVMe+tzej8qPSqXCzp07YWpqivfeew8A4OHhAQ8PD4krKxj/MCIi0l0MlERGKCkpCREREbhw4QLMzMzQsmVLuLi4SF1WodhClIhIt/EcSiIjc+LECQQEBODChQuQy+UYPXo0nJ11N5TlthB9daH+3Baiey/HSVQZERHl4gwlkZHIzMzE2rVrsXfvXgAvD2+HhoaievXqEldWOLYQJSLSDwyUREZAqVTis88+w507dwAAvXr1wsCBA2Fubi5xZUVjC1EiIv3AQElkBExNTdGhQwc8e/YMgYGBaNasmdQllQhbiBIR6QcGSiID9fTpUzx//hw1atQAALz77rvw8/ODjY2NxJWVHFuIEhHpB724KCcmJgbDhg2Du7s7rKys4OnpienTpyMrK6vI/dq3bw+ZTJbnNnr0aC1VTSSdM2fOICAgAHPnzkVGxsvZOxMTE70Kk8D/WogWdnakDC+v9mYLUSIiaenFDOX169ehUqmwcuVK1KpVC5cvX8aIESOQlpaGsLCwIvcdMWIEZs2apb5vbW1d3uUSSSYrKwvffvstdu/eDQCoVKkSkpOTYWmpnzN4bCFKRKQf9CJQdunSBV26dFHf9/DwwI0bN7B8+fJiA6W1tTUUCkV5l0gkudjYWISFhSEmJgYA0KNHDwwZMgQWFhbSFlZKuS1EX12HUsF1KImIdIZeBMqCJCcnw96++MNcGzduxIYNG6BQKNCjRw9MmzatyFnKzMxMZGZmqu+npKSUSb1E5UUIgb1792Lt2rXIysqCnZ0dAgIC0LJlS6lLKzNdvJzRuYGCnXKIiHSUXgbK6OhoLF68uNjZyQEDBsDNzQ0uLi64ePEiJk2ahBs3bmD79u2F7jN37lzMnDmzrEsmKjdCCJw4cQJZWVlo1qwZAgMDUblyZanLKnP60kKULSKJyBjJhBAFrRmsFZMnT8a8efOKHHPt2jXUq1dPff/Bgwdo164d2rdvjzVr1mj0egcOHICfnx+io6Ph6elZ4JiCZihdXV1L1BidSJuEEJDJXgaVJ0+e4NixY+jWrRtMTPTiWjuDxBaRRGRIUlJSYGdnV6IMJGmgTExMRFJSUpFjPDw81OeAPXz4EO3bt0fr1q2xbt06jf/HmZaWhooVK2Lv3r3w9/cv0T6afJhE2pCdnY2NGzciPT0dY8eOlboc+n+5LSJf/YWaOze5fGBzhkoi0iuaZCBJD3k7ODjAwcGhRGMfPHiADh06wNvbG1FRUa81C3P+/HkA0Om+xURFefDgAcLDwxEdHQ0A8Pf3L3S2nbSHLSKJyNjpxbGxBw8eoH379qhRowbCwsKQmJiI+Ph4xMfH5xlTr149/P333wCA27dvY/bs2Thz5gxiYmLw008/YfDgwWjbti0aN24s1Vshei1CCOzbtw+BgYGIjo6GjY0NpkyZwjCpIzRpEUlEZIj04qKcffv2ITo6GtHR0ahevXqex3KP2GdnZ+PGjRtIT08HAFhYWOCPP/5AREQE0tLS4Orqit69e2Pq1Klar5+oNFJTU7F06VIcPXoUANCoUSMEBQWhatWqEldGudgikoiMnaTnUOoDnkNJUhJCICQkBNHR0TA1NcVHH32EXr16wdTUVOrS6F+O305C/9Unih33/YjWenGlOhERoFkG0otD3kTGSiaToX///nB2dsbXX3+NDz74gGFSB7FFJBEZOwZKIh0THx+PCxcuqO+3bNkSS5YsQe3atSWsioqS2yISQL5QyRaRRGQMGCiJdMjBgwcxceJEzJs3D48fP1ZvNzc3l7AqKoncFpEKu7x90xV2llwyiIgMnl5clENk6NLT07F8+XIcPnwYANCgQQPw9Gb9wxaRRGSsGCiJJHb9+nWEh4cjISEBJiYm6NevH/r06cNzJfWUvrSIJCIqSwyURBIRQmDLli34/vvvoVKp4OjoiJCQENSvX1/q0nQG+2ITEekHBkoiichkMjx58gQqlQrt2rXD6NGjUaFCBanL0hnsi01EpD+4DmUxuA4llbWsrCx1f/rMzEycOXMGbdq0kbgq3cK+2ERE0uM6lEQ66MWLF1i0aBFmzpwJpVIJAJDL5QyTryiuLzbwsi+2UsW/hYmIdAUPeRNpwa1btxAeHo6HDx9CJpPh2rVr8PLykrosnaRJX2xe/EJEpBsYKInKkUqlwo4dO7BhwwYolUpUrVoVwcHBDJNFYF9sIiL9w0BJVE6SkpKwcOFCXLx4EQDQpk0bjBs3DjY2NhJXptscbSyLH6TBOCIiKn8MlETlJCwsDFeuXIFcLseIESPQuXNnyGRc8qY4uX2x45MzCjyPUoaX3WfYF5uISHfwohyicjJy5EjUq1cPCxcuxNtvv80wWULsi01EpH+4bFAxuGwQldSdO3dw+/ZtdOrUSb1NCMEg+Zq4DiURkbQ0yUA85E1USkII7N69G+vWrYMQAm5ubqhduzYAMEyWAvtiExHpDwZKolJ4+vQpFi1ahLNnzwIAWrVqBUdHR4mrIiIi0i4GSqLXdObMGURERCA5ORkWFhb45JNP0LVrV85KlhEe8iYi0h8MlESvYd26ddi+fTsAwM3NDZ9++ilq1KghcVWGo7DWi/HJGRiz4SxbLxIR6Rhe5U30GuztXy5Z06NHD4SHhzNMliG2XiQi0j+coSQqASEEnj17hsqVKwN4GSTr1KmDevXqSVyZ4WHrRSIi/cMZSqJipKSkYM6cOZg8eTJevHgB4OXV2wyT5YOtF4mI9A9nKImKcP78eURERODJkycwMzPD9evX0axZM6nLMmhsvUhEpH8YKIkKkJ2djQ0bNmDHjh0AgOrVqyM0NBQeHh4SV2b42HqRiEj/MFASveLBgwcIDw9HdHQ0AKBLly4YNmwY5HK5xJUZh9zWi2M2nIUMyBMq2XqRiEg38RxKold89913iI6Oho2NDT7//HOMHTuWYVLLung5Y/nA5lDY5T2srbCz5JJBREQ6iDOURK8YNWoUTExMMGzYMFSpwquIpcLWi0RE+kMmhOBibkXQpDE66afLly/j7NmzGDx4sNSlEBkFpUrwDwUiPaBJBuIMJRmtnJwcbN68GT/++CNUKhXq1KmD1q1bS10WkUFjS00iw8RzKMkoxcfHY8qUKdiyZQtUKhX8/PzQpEkTqcsiMmi5LTVfXbg+t6Xm3stxElVGRKXFGUoyOocOHcLy5cvx4sULVKhQAWPHjsVbb70ldVlEBq24lpoyvGyp2bmBgoe/ifQQAyUZldWrV2P37t0AgAYNGiA4OBiOjo4SV0Vk+NhSk8iw8ZA3GZVmzZrB1NQUAwYMwJw5cxgmibSELTWJDBtnKMmgKZVKPHjwADVq1AAAtGjRAitWrICTk5PElREZF7bUJDJsnKEkg5WYmIj//Oc/mDRpEhITE9XbGSaJtC+3pWZhZ0fK8PJqb7bUJNJPDJRkkI4cOYKAgABcvXoVKpUK9+7dk7okIqOW21ITQL5QyZaaRPqPh7zJoLx48QKrVq3C/v37AQB16tRBSEgInJ25vh2R1HJbar66DqWC61AS6T0GSjIYt27dQnh4OB4+fAiZTIY+ffqgX79+MDPj15xIV7ClJpFh4v9pyWAcOnQIDx8+RNWqVREcHAwvLy+pSyKiApiayLg0EJGBYaAkgzFkyBCYmZmhT58+qFixotTlEBERGQ1elEN668SJE5g7dy6USiUAwMLCAkOHDmWYJCIi0jK9CZQ1a9aETCbLc/vqq6+K3CcjIwPjxo1DlSpVULFiRfTu3RsJCQlaqpjKS2ZmJpYtW4Yvv/wSx48fx759+6QuiYiIyKjp1SHvWbNmYcSIEer7NjY2RY4PCgrCzz//jK1bt8LOzg7jx4/H+++/j6NHj5Z3qVRO7ty5g7CwMPUyQL169YKfn5/EVRERERk3vQqUNjY2UCgUJRqbnJyMtWvXYtOmTejYsSMAICoqCvXr18eJEyfQunXr8iyVypgQArt378a6deuQk5MDe3t7BAYGomnTplKXRkREZPT05pA3AHz11VeoUqUKmjVrhvnz5yMnJ6fQsWfOnEF2djY6deqk3lavXj3UqFEDx48fL3S/zMxMpKSk5LmR9NasWYM1a9YgJycHrVq1wqJFixgmiYiIdITezFAGBASgefPmsLe3x7FjxzBlyhTExcVhwYIFBY6Pj4+HhYUFKlWqlGe7k5MT4uPjC32duXPnYubMmWVZOpWBzp0748CBAxg0aBC6du0KmYxr1hEREekKSWcoJ0+enO9Cm1dv169fBwAEBwejffv2aNy4MUaPHo3w8HAsXrwYmZmZZVrTlClTkJycrL6xZZ80srKycO7cOfX9mjVrYu3atejWrRvDJBERkY6RdIYyJCQEH3/8cZFjPDw8Ctzu4+ODnJwcxMTEoG7duvkeVygUyMrKwrNnz/LMUiYkJBR5HqZcLodcLi9R/VQ+YmNjMX/+fNy7dw/z5s1T/3ytra0lroyIiIgKImmgdHBwgIODw2vte/78eZiYmMDR0bHAx729vWFubo79+/ejd+/eAIAbN24gNjYWvr6+r10zlR8hBH799Vd88803yMrKgp2dHTIyMorfkYiIiCSlF+dQHj9+HCdPnkSHDh1gY2OD48ePIygoCAMHDkTlypUBAA8ePICfnx/Wr1+PVq1awc7ODsOGDUNwcDDs7e1ha2uLCRMmwNfXl1d466CUlBRERkbi77//BgA0b94cEydOVP98iYiISHfpRaCUy+XYvHkzZsyYgczMTLi7uyMoKAjBwcHqMdnZ2bhx4wbS09PV2xYuXAgTExP07t0bmZmZ8Pf3x7Jly6R4C1SE8+fPIyIiAk+ePIGZmRmGDBmCHj16wMRErxYhICIiMloyIYSQughdlpKSAjs7OyQnJ8PW1lbqcgzSnj17sGrVKri6uiIkJKTQ82aJiIhIezTJQHoxQ0mGR6lUwtTUFADQvXt3mJiYwM/PjxdEERER6SEeUyStEkJg3759CAoKUp+eIJPJ0K1bN4ZJIiIiPcUZStKa1NRULFmyBMeOHQMA/Prrr+or8ImIiEh/MVCSVly+fBkLFizA48ePYWpqioEDB6JXr15Sl0VERERlgIGSylVOTg42b96MH3/8ESqVCs7OzggNDUXt2rWlLo2IiIjKCAMllasNGzZg+/btAAA/Pz+MHDkSVlZWEldFREREZYmBkspVz5498ffff2PAgAF48803pS6HiIiIygHXoSwG16HUTFpaGv766y906dJFve3fSwQRERGRfuA6lCSJa9euITw8HI8ePYKVlRXatWsHAAyTREREBo6BkkpNqVRi69at2Lx5M1QqFRwdHeHk5CR1WURERKQlDJRUKo8ePcKCBQtw9epVAEC7du0wevRoVKhQQeLKiIiISFsYKOm1nThxAosWLUJaWhqsrKwwevRodOjQQeqyiIiISMsYKOm1mZubIy0tDXXr1kVISAgUCoXUJREREZEEeJV3MXiVd17p6emwtrZW3z9z5gyaNGkCMzP+bUJERGRINMlAJlqqifScSqXCtm3bMGrUKDx69Ei93dvbm2GSiIjIyDFQUrGSkpLwxRdf4Ntvv0VycjIOHDggdUlERESkQzi1REU6ceIEFi9ejOfPn0Mul2PkyJHo1KmT1GURERGRDmGgpAJlZmZi7dq12Lt3LwDA09MTISEhqF69usSVERERka5hoKQC7dq1Sx0me/XqhYEDB8Lc3FziqoiIiEgXMVBSgXr27ImrV6+iZ8+eaNq0qdTlEBERkQ7jRTkEAHj69Cm+/fZbKJVKAICFhQVmzJjBMElERETF4gwl4fTp01i0aBGSk5Mhl8vRr18/qUsiIiIiPcJAacSysrLw7bffYvfu3QCAmjVrok2bNhJXRURERPqGgdJIxcbGYv78+bh79y4AoEePHhgyZAgsLCwkroyIiIj0DQOlETpy5AgiIiKQlZUFOzs7BAYGwtvbW+qyiIiISE8xUBqhGjVqAACaN2+OiRMnonLlyhJXRERERPqMgdJIJCYmwsHBAcDLQDl//ny4ubnBxIQX+hMREVHpME0YuOzsbERFRWHkyJG4fv26eru7uzvDJBEREZUJzlAasPv37yM8PBy3b98GAJw7dw716tWTuCoiIiIyNAyUBkgIgX379mH16tXIzMyEjY0NJkyYgNatW0tdGhERERkgBkoD8/z5cyxduhTHjh0DADRu3BhBQUGoUqWKxJURERGRoWKgNDAnTpzAsWPHYGpqioEDB6JXr148V5KIiIjKFQOlgenUqRNiYmLQvn171K5dW+pyiIiIyAhw6krPxcfH4+uvv0ZaWhoAQCaTYcSIEQyTREREpDWcodRjBw8exIoVK/DixQtYW1tj/PjxUpdERERERoiBUg+lpaVhxYoVOHz4MACgQYMG6Nu3r8RVERERkbFioNQz169fR1hYGB49egQTExP0798fH3zwAUxNTaUujYiIiIwUA6UeOXLkCMLCwqBSqeDk5ISQkBAuVE5ERESSY6DUI40bN0alSpXQqFEjjBkzBtbW1lKXRERERMRAqeuuX7+unoW0tbXFwoULUblyZYmrIiIiIvofvVg26NChQ5DJZAXeTp06Veh+7du3zzd+9OjRWqz89aWnp2PRokX47LPPcOjQIfV2hkkiIiLSNXoxQ9mmTRvExcXl2TZt2jTs378fLVq0KHLfESNGYNasWer7+nCY+ObNmwgLC0N8fDxkMhkSExOlLomIiIioUHoRKC0sLKBQKNT3s7OzsWvXLkyYMAEymazIfa2trfPsq8uUSiV27NiBjRs3QqlUomrVqggODoaXl5fUpREREREVSi8Oeb/qp59+QlJSEoYOHVrs2I0bN6Jq1arw8vLClClTkJ6eroUKNff48WN88cUXWL9+PZRKJdq0aYPIyEiGSSIiItJ5ejFD+aq1a9fC398f1atXL3LcgAED4ObmBhcXF1y8eBGTJk3CjRs3sH379kL3yczMRGZmpvp+SkpKmdVdlHv37uHSpUuQy+UYOXIkOnXqVOzsKxEREZEukAkhhFQvPnnyZMybN6/IMdeuXcuz1uL9+/fh5uaGLVu2oHfv3hq93oEDB+Dn54fo6Gh4enoWOGbGjBmYOXNmvu3JycmwtbXV6PU0tWfPHjRr1gzVqlUr19chIiIiKk5KSgrs7OxKlIEkDZSJiYlISkoqcoyHhwcsLCzU92fPno3FixfjwYMHMDc31+j10tLSULFiRezduxf+/v4FjilohtLV1VUrgZKIiIhIV2gSKCU95O3g4AAHB4cSjxdCICoqCoMHD9Y4TALA+fPnAQDOzs6FjpHL5ZDL5Ro/NxEREZGx0quLcg4cOIA7d+5g+PDh+R578OAB6tWrh7///hsAcPv2bcyePRtnzpxBTEwMfvrpJwwePBht27ZF48aNtV06ERERkcHSq4ty1q5dizZt2hTYvzo7Oxs3btxQX8VtYWGBP/74AxEREUhLS4Orqyt69+6NqVOnartsIiIiIoMm6TmU+kCT8weIiIiIDIUmGUivDnkTERERke5hoCQiIiKiUmGgJCIiIqJSYaAkIiIiolJhoCQiIiKiUmGgJCIiIqJSYaAkIiIiolJhoCQiIiKiUmGgJCIiIqJSYaAkIiIiolJhoCQiIiKiUmGgJCIiIqJSMZO6AF0nhADwskE6ERERkbHIzT65WagoDJTFeP78OQDA1dVV4kqIiIiItO/58+ews7MrcoxMlCR2GjGVSoWHDx/CxsYGMpms3F4nJSUFrq6uuHfvHmxtbcvtdfQVP5+i8fMpGj+fovHzKRo/n6Lx8ymaPn8+Qgg8f/4cLi4uMDEp+ixJzlAWw8TEBNWrV9fa69na2urdF06b+PkUjZ9P0fj5FI2fT9H4+RSNn0/R9PXzKW5mMhcvyiEiIiKiUmGgJCIiIqJSYaDUEXK5HNOnT4dcLpe6FJ3Ez6do/HyKxs+naPx8isbPp2j8fIpmLJ8PL8ohIiIiolLhDCURERERlQoDJRERERGVCgMlEREREZUKA6VEDh06BJlMVuDt1KlThe7Xvn37fONHjx6txcq1p2bNmvne61dffVXkPhkZGRg3bhyqVKmCihUronfv3khISNBSxdoTExODYcOGwd3dHVZWVvD09MT06dORlZVV5H6G/P1ZunQpatasCUtLS/j4+ODvv/8ucvzWrVtRr149WFpaolGjRvjll1+0VKl2zZ07Fy1btoSNjQ0cHR3Rs2dP3Lhxo8h91q1bl+97YmlpqaWKtWvGjBn53mu9evWK3MdYvjtAwb+HZTIZxo0bV+B4Q//u/Pnnn+jRowdcXFwgk8mwc+fOPI8LIfDFF1/A2dkZVlZW6NSpE27dulXs82r6+0sXMVBKpE2bNoiLi8tzGz58ONzd3dGiRYsi9x0xYkSe/b7++mstVa19s2bNyvNeJ0yYUOT4oKAg7N69G1u3bsXhw4fx8OFDvP/++1qqVnuuX78OlUqFlStX4sqVK1i4cCFWrFiBzz//vNh9DfH788MPPyA4OBjTp0/H2bNn0aRJE/j7++PRo0cFjj927Bj69++PYcOG4dy5c+jZsyd69uyJy5cva7ny8nf48GGMGzcOJ06cwL59+5CdnY23334baWlpRe5na2ub53ty9+5dLVWsfQ0bNszzXo8cOVLoWGP67gDAqVOn8nw2+/btAwD06dOn0H0M+buTlpaGJk2aYOnSpQU+/vXXXyMyMhIrVqzAyZMnUaFCBfj7+yMjI6PQ59T095fOEqQTsrKyhIODg5g1a1aR49q1aycmTpyonaIk5ubmJhYuXFji8c+ePRPm5uZi69at6m3Xrl0TAMTx48fLoULd8vXXXwt3d/cixxjq96dVq1Zi3Lhx6vtKpVK4uLiIuXPnFjj+ww8/FN27d8+zzcfHR4waNapc69QFjx49EgDE4cOHCx0TFRUl7OzstFeUhKZPny6aNGlS4vHG/N0RQoiJEycKT09PoVKpCnzcmL47AMSOHTvU91UqlVAoFGL+/Pnqbc+ePRNyuVx8//33hT6Ppr+/dBVnKHXETz/9hKSkJAwdOrTYsRs3bkTVqlXh5eWFKVOmID09XQsVSuOrr75ClSpV0KxZM8yfPx85OTmFjj1z5gyys7PRqVMn9bZ69eqhRo0aOH78uDbKlVRycjLs7e2LHWdo35+srCycOXMmz8/dxMQEnTp1KvTnfvz48TzjAcDf399ovicAiv2upKamws3NDa6urnjvvfdw5coVbZQniVu3bsHFxQUeHh746KOPEBsbW+hYY/7uZGVlYcOGDfjkk08gk8kKHWdM351/u3PnDuLj4/N8P+zs7ODj41Po9+N1fn/pKvby1hFr166Fv79/sX3DBwwYADc3N7i4uODixYuYNGkSbty4ge3bt2upUu0JCAhA8+bNYW9vj2PHjmHKlCmIi4vDggULChwfHx8PCwsLVKpUKc92JycnxMfHa6Fi6URHR2Px4sUICwsrcpwhfn8eP34MpVIJJyenPNudnJxw/fr1AveJj48vcLyhf09UKhUCAwPxxhtvwMvLq9BxdevWxTfffIPGjRsjOTkZYWFhaNOmDa5cuVLs7yh94+Pjg3Xr1qFu3bqIi4vDzJkz8dZbb+Hy5cuwsbHJN95YvzsAsHPnTjx79gwff/xxoWOM6bvzqtzvgCbfj9f5/aWrGCjL2OTJkzFv3rwix1y7di3PSd/379/Hb7/9hi1bthT7/CNHjlT/u1GjRnB2doafnx9u374NT0/P1y9cSzT5fIKDg9XbGjduDAsLC4waNQpz58412I4Dr/P9efDgAbp06YI+ffpgxIgRRe6r798fKp1x48bh8uXLRZ4jCAC+vr7w9fVV32/Tpg3q16+PlStXYvbs2eVdplZ17dpV/e/GjRvDx8cHbm5u2LJlC4YNGyZhZbpn7dq16Nq1K1xcXAodY0zfHcqLgbKMhYSEFPnXGwB4eHjkuR8VFYUqVarg3Xff1fj1fHx8ALycodKHQPA6n08uHx8f5OTkICYmBnXr1s33uEKhQFZWFp49e5ZnljIhIQEKhaI0ZWuNpp/Pw4cP0aFDB7Rp0warVq3S+PX07ftTkKpVq8LU1DTf1fxF/dwVCoVG4w3B+PHjsWfPHvz5558azxSZm5ujWbNmiI6OLqfqdEelSpVQp06dQt+rMX53AODu3bv4448/ND6aYUzfndzvQEJCApydndXbExIS0LRp0wL3eZ3fX7qKgbKMOTg4wMHBocTjhRCIiorC4MGDYW5urvHrnT9/HgDyfHl1maafz7+dP38eJiYmcHR0LPBxb29vmJubY//+/ejduzcA4MaNG4iNjc3zF7Mu0+TzefDgATp06ABvb29ERUXBxETzU6L17ftTEAsLC3h7e2P//v3o2bMngJeHdvfv34/x48cXuI+vry/279+PwMBA9bZ9+/bpzfdEE0IITJgwATt27MChQ4fg7u6u8XMolUpcunQJ3bp1K4cKdUtqaipu376NQYMGFfi4MX13/i0qKgqOjo7o3r27RvsZ03fH3d0dCoUC+/fvVwfIlJQUnDx5EmPGjClwn9f5/aWzpL4qyNj98ccfAoC4du1avsfu378v6tatK06ePCmEECI6OlrMmjVLnD59Wty5c0fs2rVLeHh4iLZt22q77HJ37NgxsXDhQnH+/Hlx+/ZtsWHDBuHg4CAGDx6sHvPq5yOEEKNHjxY1atQQBw4cEKdPnxa+vr7C19dXirdQru7fvy9q1aol/Pz8xP3790VcXJz69u8xxvL92bx5s5DL5WLdunXi6tWrYuTIkaJSpUoiPj5eCCHEoEGDxOTJk9Xjjx49KszMzERYWJi4du2amD59ujA3NxeXLl2S6i2UmzFjxgg7Oztx6NChPN+T9PR09ZhXP5+ZM2eK3377Tdy+fVucOXNG9OvXT1haWoorV65I8RbKVUhIiDh06JC4c+eOOHr0qOjUqZOoWrWqePTokRDCuL87uZRKpahRo4aYNGlSvseM7bvz/Plzce7cOXHu3DkBQCxYsECcO3dO3L17VwghxFdffSUqVaokdu3aJS5evCjee+894e7uLl68eKF+jo4dO4rFixer7xf3+0tfMFBKrH///qJNmzYFPnbnzh0BQBw8eFAIIURsbKxo27atsLe3F3K5XNSqVUt8+umnIjk5WYsVa8eZM2eEj4+PsLOzE5aWlqJ+/friyy+/FBkZGeoxr34+Qgjx4sULMXbsWFG5cmVhbW0tevXqlSdkGYqoqCgBoMBbLmP7/ixevFjUqFFDWFhYiFatWokTJ06oH2vXrp0YMmRInvFbtmwRderUERYWFqJhw4bi559/1nLF2lHY9yQqKko95tXPJzAwUP1ZOjk5iW7duomzZ89qv3gt6Nu3r3B2dhYWFhaiWrVqom/fviI6Olr9uDF/d3L99ttvAoC4ceNGvseM7btz8ODBAv97yv0MVCqVmDZtmnBychJyuVz4+fnl+9zc3NzE9OnT82wr6veXvpAJIYQWJ0SJiIiIyMBwHUoiIiIiKhUGSiIiIiIqFQZKIiIiIioVBkoiIiIiKhUGSiIiIiIqFQZKIiIiIioVBkoiIiIiKhUGSiIiIiIqFQZKIiIiIioVBkoiojLWvn17BAYGSl0GEZHWMFASEUlACIGcnBypyyAiKhMMlEREZejjjz/G4cOHsWjRIshkMshkMsTExODQoUOQyWT49ddf4e3tDblcjiNHjuDjjz9Gz5498zxHYGAg2rdvr76vUqkwd+5cuLu7w8rKCk2aNMGPP/5YaA2zZs2Cl5dXvu1NmzbFtGnTyuqtEhGpMVASEZWhRYsWwdfXFyNGjEBcXBzi4uLg6uqqfnzy5Mn46quvcO3aNTRu3LhEzzl37lysX78eK1aswJUrVxAUFISBAwfi8OHDBY7/5JNPcO3aNZw6dUq97dy5c7h48SKGDh1aujdIRFQAM6kLICIyJHZ2drCwsIC1tTUUCkW+x2fNmoXOnTuX+PkyMzPx5Zdf4o8//oCvry8AwMPDA0eOHMHKlSvRrl27fPtUr14d/v7+iIqKQsuWLQEAUVFRaNeuHTw8PF7znRERFY4zlEREWtSiRQuNxkdHRyM9PR2dO3dGxYoV1bf169fj9u3bhe43YsQIfP/998jIyEBWVhY2bdqETz75pLTlExEViDOURERaVKFChTz3TUxMIITIsy07O1v979TUVADAzz//jGrVquUZJ5fLC32dHj16QC6XY8eOHbCwsEB2djY++OCD0pZPRFQgBkoiojJmYWEBpVJZorEODg64fPlynm3nz5+Hubk5AKBBgwaQy+WIjY0t8PB2YczMzDBkyBBERUXBwsIC/fr1g5WVVcnfBBGRBhgoiYjKWM2aNXHy5EnExMSgYsWKsLe3L3Rsx44dMX/+fKxfvx6+vr7YsGEDLl++jGbNmgEAbGxsEBoaiqCgIKhUKrz55ptITk7G0aNHYWtriyFDhhT63MOHD0f9+vUBAEePHi3bN0lE9C8y8eqxFiIiKpWbN29iyJAhuHDhAl68eIE7d+4gJiYGHTp0wNOnT1GpUqU846dPn46VK1ciIyMDn3zyCbKzs3Hp0iUcOnQIwMs1KyMjI7F8+XL8888/qFSpEpo3b47PP/8cbdu2LbKWtm3b4smTJ/lmQYmIyhIDJRGRgRJCoHbt2hg7diyCg4OlLoeIDBgPeRMRGaDExERs3rwZ8fHxXHuSiModAyURkQFydHRE1apVsWrVKlSuXFnqcojIwDFQEhEZIJ7NRETaxIXNiYiIiKhUGCiJiIiIqFQYKImIiIioVBgoiYiIiKhUGCiJiIiIqFQYKImIiIioVBgoiYiIiKhUGCiJiIiIqFQYKImIiIioVP4P12GKSBWrl60AAAAASUVORK5CYII=", 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", 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" ] }, "metadata": {}, @@ -513,14 +559,14 @@ "output_type": "stream", "text": [ "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1FitVsActualTest.pdf\n", - "Figure size: [6.4 4.8]\n" + "Figure size: [3.5 2. ]\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] }, "metadata": {}, @@ -539,14 +585,14 @@ "output_type": "stream", "text": [ "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2FitVsActualTrain.pdf\n", - "Figure size: [6.4 4.8]\n" + "Figure size: [3.5 2. ]\n" ] }, { "data": { - "image/png": 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uYM2aNfD09KxSf3AzMzP8+OOP6NOnD1q2bImxY8eiYcOGSE5OxqFDh2BnZ4fdu3cDKFoG59ChQ+jYsSNCQkLg7e2NR48eITY2Fvv3769w2Zi7d+9iwIABEIlEeOutt/Drr7+qPN66dWvlf/TJyclo0aIFgoODX7i9nbe3N/r27Ysff/wRs2fPhoODA7Zv344PP/wQTZs2RYsWLbBu3TqVfXr16lXmEk7FZs6ciY0bN6JPnz6YOnUq7O3t8fPPPyMhIQFbt27V+USOzp07o169eggODsbUqVMhEonwyy+/VMsp9spU9zWUc+fORWhoKAYPHozAwED89ddfWLduHebNmwd7e3vl2MWLFyMqKkrlqOcHH3yAvXv3okuXLggLC4ODgwN+++037N27FxMmTCh1ylwul2Pz5s3o1KmT8oh9WRYvXownT54gJSUFALB7924kJSUBAMLDwyGRSKrl/RPVKJ3NLycijRw5ckTw8fERrKysBA8PD2HZsmXldsrZunWr8Nprrwm1a9cWateuLXh5eQmhoaHC9evXVcYtXLhQcHNzE8RiseDr6yscO3ZM8PHxEXr37q0cU7yUza+//lpmXefPnxcGDhwoODg4CGKxWHBzcxOGDBkiHDhwQGVcenq6EBoaKri6ugqWlpaCVCoVAgIChBUrVlT4votfv7xbZGSkcmzxEjTBwcGVfJpld8opdvjwYZXnLv6cy7tVtpyNIAhCfHy88NZbbwl169YVrK2tBV9fX+G3334r872W/KyL35c6y82Ut2xQee/52LFjQqdOnQQbGxvBxcVF+PDDD4U//vij1Psrb9mgBQsWlHrOkn8/NWXFihVC8+bNBSsrK8HT01P47rvvVJa2EoR//05L/t2dOnVK6NOnjyCVSgVLS0uhWbNmwrx588pcniomJkYAICxcuLDCetzc3Mr97iQkJGj6dol0QiQINfArJxEZJIVCAUdHRwwcOBArV67UdTlERKSneA0lEQEoWkal5O+Xa9euxaNHjyqc+EBERMQjlEQEoGhm7/Tp0zF48GA4ODggNjYWq1atQosWLXDu3LkKl2chIiLTxkk5RASgaFFvV1dXLFy4EI8ePYK9vT1Gjx6NL774gmGSiIgqxCOURERERKQRXkNJRERERBphoCQiIiIijfAaykooFAqkpKTA1ta2Sos7ExERERkDQRCQlZUFFxeXShsuMFBWIiUlBa6urroug4iIiEgn7t27h0aNGlU4hoGyEra2tgCKPkw7OzsdV0NERERUMzIzM+Hq6qrMQhVhoKxE8WluOzs7BkoiIiIyOVW55I+TcoiIiIhIIwyURERERKQRBkoiIiIi0ggDJRERERFphIGSiIiIiDTCQElEREREGmGgJCIiIiKNMFASERERkUYYKImIiIhIIwyURERERKQRBkoiIiIi0gh7eRMRERH9P7lCwOmER7iflQsnW2v4utvD3KzyXtamjoGSiIiICEBMXCqidl9BqixXuc1ZYo3I/t7o3cpZh5XpP57yJiIiIpMXE5eKyetiVcIkAKTJcjF5XSxi4lJ1VJlhYKAkIiIikyZXCIjafQVCGY8Vb4vafQVyRVkjCGCgJCIiIhN3OuFRqSOTzxMApMpycTrhUc0VZWD0JlAePXoU/fv3h4uLC0QiEXbs2KF8rKCgADNmzMDLL7+M2rVrw8XFBaNHj0ZKSkqFz/nZZ59BJBKp3Ly8vLT8ToiIiMiQ3M8qP0y+yDhTpDeB8unTp2jTpg2WLFlS6rGcnBzExsZi9uzZiI2NxbZt23D9+nUMGDCg0udt2bIlUlNTlbe///5bG+UTERGRgXKyta7WcaZIb2Z59+nTB3369CnzMYlEgn379qlsW7x4MXx9fZGYmIjGjRuX+7wWFhaQSqXVWisREREZD193ezhLrJEmyy3zOkoRAKmkaAkhKpveHKFUl0wmg0gkQt26dSscd/PmTbi4uMDDwwMjR45EYmJihePz8vKQmZmpciMiIiLjZW4mQmR/bwBF4fF5xfcj+3tzPcoKGGSgzM3NxYwZMzB8+HDY2dmVO65jx45Ys2YNYmJiEB0djYSEBHTp0gVZWVnl7jN//nxIJBLlzdXVVRtvgYiIiPRI71bOiB7VDlKJ6mltqcQa0aPacR3KSogEQdC7OfAikQjbt29HUFBQqccKCgowaNAgJCUl4fDhwxUGypKePHkCNzc3fPvttxg/fnyZY/Ly8pCXl6e8n5mZCVdXV8hkMrVei4iIiAwPO+X8KzMzExKJpEoZSG+uoayKgoICDBkyBHfv3sXBgwfVDnh169ZFs2bNcOvWrXLHiMViiMViTUslIiIiA2RuJoKfp4OuyzA4BnPKuzhM3rx5E/v374eDg/p/2dnZ2YiPj4ezMw9bExEREVUXvQmU2dnZuHDhAi5cuAAASEhIwIULF5CYmIiCggK89dZbOHv2LNavXw+5XI60tDSkpaUhPz9f+RwBAQFYvHix8v7777+PI0eO4M6dOzh+/DjefPNNmJubY/jw4TX99oiIiIiMlt6c8j579iy6d++uvB8REQEACA4OxmeffYZdu3YBAF555RWV/Q4dOgR/f38AQHx8PB48eKB8LCkpCcOHD8fDhw/h6OiI1157DSdPnoSjo6N23wwRERGRCdHLSTn6RJ0LUomIiIiMhToZSG9OeRMRERGRYWKgJCIiIiKNMFASERERkUYYKImIiIhIIwyURERERKQRBkoiIiIi0ggDJRERERFphIGSiIiIiDTCQElEREREGmGgJCIiIiKNMFASERERkUYYKImIiIhIIwyURERERKQRBkoiIiIi0ggDJRERERFphIGSiIiIiDTCQElEREREGmGgJCIiIiKNMFASERERkUYYKImIiIhIIwyURERERKQRBkoiIiIi0ggDJRERERFphIGSiIiIiDTCQElEREREGmGgJCIiIjIQDx8+xL1793RdRikMlERERER6ThAE/PHHHwgNDcWCBQtQWFio65JUWOi6ACIiIiIqX0pKCpYsWYJLly4BACwtLSGTyeDg4KDjyv7FQElERESkh+RyOXbt2oX169cjPz8fVlZWGDVqFPr37w9zc3Ndl6eCgZKIiIhIDyUnJ2Pt2rWQy+Vo3bo1wsLCIJVKdV1WmRgoiYiIiKqJXCHgdMIj3M/KhZOtNXzd7WFuJqry/oIgQCQqGt+4cWOMGjUKtra26NWrl3K7PmKgJCIiIqoGMXGpiNp9BamyXOU2Z4k1Ivt7o3cr50r3v3r1KpYuXYrp06fDw8MDADBo0CCt1VudOMubiIiISEMxcamYvC5WJUwCQJosF5PXxSImLrXcfZ89e4YVK1Zg5syZuHv3Ln755Rdtl1vteISSiIiISANyhYCo3VcglPGYAEAEIGr3FfTylpY6/X3u3DksXboUGRkZAICAgACMGzdO6zVXNwZKIiIiIg2cTnhU6sjk8wQAqbJcnE54BD/PoqV+MjMzsWrVKhw6dAgA4OTkhNDQULRt27YmSq52DJREREREGrifVX6YLG/c33//jUOHDkEkEqF///4YOXIkbGxstFWi1unNNZRHjx5F//794eLiApFIhB07dqg8LggCPv30Uzg7O8PGxgY9e/bEzZs3K33eJUuWoEmTJrC2tkbHjh1x+vRpLb0DIiIiMkVOttZVGudYR6z8c2BgIAICAvDll19iwoQJBh0mAT0KlE+fPkWbNm2wZMmSMh//6quvsHDhQixbtgynTp1C7dq1ERgYiNzc8n8r2Lx5MyIiIhAZGYnY2Fi0adMGgYGBuH//vrbeBhEREZkYX3d7OEusUd6iPiJBgHvuLfy6ZB7y8vIAAObm5nj33Xfh5eVVc4VqkUgQhLKuIdUpkUiE7du3IygoCEDR0UkXFxe89957eP/99wEAMpkMDRo0wJo1azBs2LAyn6djx47o0KEDFi9eDABQKBRwdXVFeHg4Zs6cWaVaMjMzIZFIIJPJYGdnp/mbIyIiIqNTPMsbgMrkHHG+DA1TjqJOTgoAYPz48XjjjTd0UKH61MlAenOEsiIJCQlIS0tDz549ldskEgk6duyIEydOlLlPfn4+zp07p7KPmZkZevbsWe4+AJCXl4fMzEyVGxEREVFFerdyRvSodpBK/v/0t6BA/QcX0ez2/1AnJwVWVlYYP348/vOf/+i2UC0xiEk5aWlpAIAGDRqobG/QoIHysZIePHgAuVxe5j7Xrl0r97Xmz5+PqKgoDSsmIiIiU9O7lTN6eUvx27GL2Ll+FR7cvwsAet82sToYRKCsSbNmzUJERITyfmZmJlxdXXVYERERERkKczMRLv/1Ox6k3EXt2rUxduxYvW+bWB0MIlAWJ/r09HQ4O//buig9PR2vvPJKmfvUr18f5ubmSE9PV9menp5e4W8IYrEYYrG43MeJiIiISlIoFDAzK7qScOLEiRCLxRgzZgwcHBx0XFnNMIhrKN3d3SGVSnHgwAHltszMTJw6dQp+fn5l7mNlZQUfHx+VfRQKBQ4cOFDuPkRERETqyMnJwfLly7Fo0SLltvr16+O9994zmTAJ6NERyuzsbNy6dUt5PyEhARcuXIC9vT0aN26MadOm4b///S+aNm0Kd3d3zJ49Gy4uLsqZ4EBRu6I333wTYWFhAICIiAgEBwejffv28PX1xffff4+nT59i7NixNf32iIiIyMiUbJsYFBQENzc3HVelG3oTKM+ePYvu3bsr7xdfxxgcHIw1a9bgww8/xNOnTzFx4kQ8efIEr732GmJiYmBt/e9iovHx8Xjw4IHy/tChQ5GRkYFPP/0UaWlpeOWVVxATE1Nqog4RERFRVZXXNtFUwySgp+tQ6hOuQ0lERERA0brYx44dw/LlyyGTyZRtE0eNGqVygMtYqJOB9OYIJREREZE+e/bsGVauXAmZTKZslGIsnW40xUBJREREVI7iE7kikQi1atXCO++8g4SEBAwePBiWlpY6rk5/GMQsbyIiIqKalpKSgk8++QRHjhxRbvPz88OIESMYJkvgEUoiIiKi58jlcuzatQvr169Hfn4+0tLS8Nprr8HCgrGpPPxkiIiIiP5fQkICFi1apFzKsE2bNggNDWWYrAQ/HSIiIjJ5BQUF2Lx5M7Zu3Qq5XI7atWtj/PjxCAgIMPq2idWBgZKIiIhM3q1bt7BlyxYAQOfOnTFx4kTY29vruCrDwUBJREREJun5/tstWrTAkCFD4OHhgc6dO+u4MsPDWd5ERERkcs6dO4fw8HCkpaUpt40aNYph8gUxUBIREZHJyMzMxHfffYeoqCjcu3cPGzdu1HVJRoGnvImIiMjoCYKAv//+GytWrCjVNpE0x0BJRERERu3hw4eIjo7G6dOnAYBtE7WAgZKIiIiM2r59+3D69GlYWFjgrbfeYttELWCgJCIiIqPz/AzuQYMGISUlBYMGDYKbm5uOKzNOnJRDRERERkMul2P79u2YNWsW5HI5AMDS0hIREREMk1rEI5RERERkFEq2Tfzrr7/g7++v26JMBAMlERERGbTy2iZ269ZN16WZDAZKIiIiMlhXrlzB4sWLkZSUBKCobeKkSZNQr149HVdmWhgoiYiIyCAJgoC1a9ciKSkJ9erVw6RJk9jpRkcYKImIiMigFM/gFolECA0Nxc6dOzFmzBjUqVNH16WZLJEgCIKui9BnmZmZkEgkkMlksLOz03U5REREJiszMxOrVq2CRCLBuHHjdF2O0VMnA/EIJREREem1km0TLSwsMGDAANSvX1/XpdH/Y6AkIiIivVWybWLjxo0RFhbGMKlnGCiJiIhI7ygUCvz5559Ys2YNcnJyYGFhgcGDB+Ott95i20Q9xEBJREREekcmkynDZLNmzTB16lQ0btxY12VBrhBwOuER7mflwsnWGr7u9jA3E+m6LJ1joCQiIiK98Hz/7Xr16iEkJATZ2dn4z3/+A3Nzcx1XB8TEpSJq9xWkynKV25wl1ojs743erZx1WJnusZc3ERER6VxCQgLef/99nDt3TrktICAAb7zxht6EycnrYlXCJACkyXIxeV0sYuJSdVSZfmCgJCIiIp3Jz8/HunXrEBERgVu3bmHt2rXQtxUN5QoBUbuvoKyqirdF7b4CuUK/6q5JPOVNREREOlFe20SRSL+uSTyd8KjUkcnnCQBSZbk4nfAIfp4ONVeYHmGgJCIiohqVk5ODtWvX4vfffwcAvW+beD+r/DD5IuOMEQMlERER1ai4uDhlmOzZsyfGjRun120TnWytq3WcMWKgJCIiIq17fga3r68v3njjDfj4+OCVV17RbWFV4OtuD2eJNdJkuWVeRykCIJUULSFkqjgph4iIiLRGEAT89ddfCAsLw+PHj5Xbx48fbxBhEgDMzUSI7O8NoCg8Pq/4fmR/b5Nej5KBkoiIiLTi4cOHmDdvHhYsWICkpCRs375d1yW9sN6tnBE9qh2kEtXT2lKJNaJHtTP5dSh5ypuIiIiqVUVtEw1Z71bO6OUtZaecMhhMoGzSpAnu3r1bavuUKVOwZMmSUtvXrFmDsWPHqmwTi8XIzTXdGVhERETalpKSgsWLFyMuLg4A0KxZM4SHh8PNzU3HlVUPczORyS4NVBGDCZRnzpyBXC5X3o+Li0OvXr0wePDgcvexs7PD9evXlff1bV0rIiIiY/Pbb78hLi4OYrEYo0aN0pu2iaRdBhMoHR0dVe5/8cUX8PT0RLdu3crdRyQSQSqVars0IiIik/b8DO5Ro0YhOzsbI0aM4P/BJsQgJ+UUt2kaN25chUcds7Oz4ebmBldXV7zxxhu4fPlyDVZJRERk3PLz8/HLL78gKipK2S6xVq1aiIiIYJg0MQZzhPJ5O3bswJMnTzBmzJhyxzRv3hw//fQTWrduDZlMhq+//hqdO3fG5cuX0ahRo3L3y8vLQ15envJ+ZmZmdZZORERkFK5cuYJFixYhOTkZAHDhwgW0bdtWx1WRrogEfevAXgWBgYGwsrLC7t27q7xPQUEBWrRogeHDh2Pu3Lnljvvss88QFRVVartMJoOdnd0L1UtERGQsDK1tIr24zMxMSCSSKmUggztCeffuXezfvx/btm1Taz9LS0u0bdsWt27dqnDcrFmzEBERobyfmZkJV1fXF6qViIjImJw7dw5LlizBgwcPAAC9evXC2LFj9bptItUMgwuUq1evhpOTE/r166fWfnK5HJcuXULfvn0rHCcWiyEWizUpkYiIyOjI5XKsXr0aDx48QIMGDRAWFoY2bdrouizSEwYVKBUKBVavXo3g4GBYWKiWPnr0aDRs2BDz588HAMyZMwedOnXCSy+9hCdPnmDBggW4e/cuJkyYoIvSiYiIDI4gCBAEAWZmZjA3N0dYWBiOHTuGkSNHwtrauvInIJNhUIFy//79SExMxLhx40o9lpiYqFyyAAAeP36MkJAQpKWloV69evDx8cHx48fh7e1dkyUTEREZpAcPHmDZsmXw8vJSdrjx8vKCl5eXjisjfWSQk3JqkjoXpBIRERm6km0TbWxs8NNPP6F27dq6Lo1qmFFPyiEiIiLtKKtt4tSpUxkmqVIMlERERCZOLpdjx44d2LhxI/Lz89k2kdTGQElERGTi0tPTsX79ehQWFqJNmzYIDQ1lpxtSCwMlERGRCXq+/7aLiwvGjh0LGxsbBAQEVNjWmKgsBtnLm4iIiF7clStXEB4ejmvXrim39e/fHz179mSYpBfCQElERGQicnJysGzZMsycORP37t3D+vXrdV0SGQme8iYiIjIBZ8+exdKlS0u1TSSqDgyURERERiwzMxMrV67EkSNHAIBtE0krGCiJiIiM2OnTp3HkyBGYmZmhf//+bJtIWsFASUREZGSen8EdEBCAGzduICAgAM2bN9dxZWSsOCmHiIjISCgUCsTExODdd99FTk4OAEAkEmHKlCkMk6RVPEJJRERkBEq2Tdy7dy8GDRqk46rIVDBQEhERGbCy2ia+/fbb6Nevn65LIxPCQElERGSgbt++jUWLFiE+Ph4A8Morr2DKlClsm0g1joGSiIjIQG3btg3x8fGoU6cOxo8fjx49erDTDekEAyUREZEBkcvlMDc3BwCMHz8elpaWGD16NOrVq6fjysiUiQRBEHRdhD7LzMyERCKBTCaDnZ2drsshIiITJFcI+OtqMvZu3wQU5OLzyI9hbsYjkaRd6mQgHqEkIiLSYzFxqZi/dg9sbh2EVWE2AMD/0034eJg/erdy1nF1REW4DiUREZGe2n7qJuZ9uQCSa7tgVZiNPEs73G7cD0mFdpi8LhYxcam6LpEIAI9QEhER6R1BEHDk6FGs+mEp6hU+gwARHti/jDSn9hDMLAEAIgBRu6+gl7eUp79J53iEkoiISM/k5+fjx1WrYVb4DM/E9rjlHoRUqZ8yTAKAACBVlovTCY90VyjR/2OgJCIi0gMKhQLF82TFYjH8+o9AmmN73PIYiGc2TuXudz8rt6ZKJCoXAyUREZGOpaSk4OOPP8aff/6p3NaunQ/uO/pAEJlXuK+TrbW2yyOqFK+hJCIi0pGSbRNTU1PRo0cPWFpawtfdHs4Sa6TJclHW+n4iAFKJNXzd7Wu6bKJSGCiJiIh0oGTbxLZt22LKlCmwtCy6TtLcTITI/t6YvC4WIkAlVBZPwYns780JOaQXGCiJiIhqUH5+PjZv3oytW7dCoVBU2DaxdytnRI9qh6jdV5Aq+/daSanEGpH9vbkOJekNBkoiIqIalJiYqAyTr776KiZOnFhh28TerZzRy1uK0wmPcD8rF062Rae5eWSS9AkDJRERkZY933/7pZdewogRI+Dq6go/P78q7W9uJoKfp4M2SyTSCGd5ExERadHZs2cRGhqKpKQk5bYhQ4ZUOUwSGQIGSiIiIi3IzMzEN998gzlz5iAlJQWbNm3SdUlEWsNT3kRERNVIEAQcPXoUK1euRGZmJszMzNC/f3+MHDlS16URaQ0DJRERUTV58OABoqOjcebMGQCAm5sbwsPD0axZMx1XRqRdDJRERETV5OjRozhz5gwsLCwwZMgQDBo0SLmuJJExY6AkIiLSwPMzuAcMGICUlBQMGDAAjRs31nFlRDWHk3KIiIhegFwux9atW/HBBx+goKAAAGBhYYGwsDCGSTI5PEJJRESkppJtE48ePYqAgAAdV0WkOwZzhPKzzz6DSCRSuXl5eVW4z6+//govLy9YW1vj5Zdfxu+//15D1RIRkTHKz8/H2rVrERERgfj4eNSpUwfTpk1Djx49dF0akU4Z1BHKli1bYv/+/cr7Fhbll3/8+HEMHz4c8+fPx3/+8x9s2LABQUFBiI2NRatWrWqiXCIiMiKXL1/G4sWLkZycDABVaptIZCoMKlBaWFhAKpVWaewPP/yA3r1744MPPgAAzJ07F/v27cPixYuxbNkybZZJRERGaPPmzUhOToa9vT3eeecddOrUSdclEekNgznlDQA3b96Ei4sLPDw8MHLkSCQmJpY79sSJE+jZs6fKtsDAQJw4caLC18jLy0NmZqbKjYiITJNcLlf+ecqUKejduzcWL17MMElUgsEEyo4dO2LNmjWIiYlBdHQ0EhIS0KVLF2RlZZU5Pi0tDQ0aNFDZ1qBBA6SlpVX4OvPnz4dEIlHeXF1dq+09EBGRYZDJZPjmm2+wYsUK5TapVIopU6agTp06OqyMSD8ZzCnvPn36KP/cunVrdOzYEW5ubtiyZQvGjx9fba8za9YsREREKO9nZmYyVBIRmYiy2iYOHDiw1AEKIlJlMIGypLp166JZs2a4detWmY9LpVKkp6erbEtPT6/0GkyxWAyxWFxtdRIRkWEoq23i1KlTGSaJqsBgTnmXlJ2djfj4eDg7O5f5uJ+fHw4cOKCybd++ffDz86uJ8oiIyEAoFArs3bsXoaGhyraJI0aMwLfffoumTZvqujwig2AwRyjff/999O/fH25ubkhJSUFkZCTMzc0xfPhwAMDo0aPRsGFDzJ8/HwDw7rvvolu3bvjmm2/Qr18/bNq0CWfPnlW5HoaIiCg7Oxvr1q3Ds2fP4OXlxU43RC/AYAJlUlIShg8fjocPH8LR0RGvvfYaTp48CUdHRwBAYmIizMz+PeDauXNnbNiwAZ988gk++ugjNG3aFDt27OAalEREpNJ/287ODpMmTYJMJkPfvn2V24mo6kSCIAjq7HD79m14eHhoqx69k5mZCYlEAplMBjs7O12XQ0REGoqPj8eiRYswZMgQdO7cWdflEOktdTKQ2tdQvvTSS+jevTvWrVuH3NzcFy6SiIioJuXl5eHnn3/Ge++9h9u3b2P9+vVQKBS6LovIKKgdKGNjY9G6dWtERERAKpVi0qRJOH36tDZqIyIiqhaXL1/GtGnTsHXrVigUCrz66qv473//q3KpFBG9OLVPeRcrLCzErl27lIuNN2vWDOPGjcPbb7+tvK7RGPCUNxGR4crJycHPP/+MvXv3AgDbJhKpQZ0M9MKBslheXh6WLl2KWbNmIT8/H1ZWVhgyZAi+/PLLcpf0MSQMlEREhuv8+fOIjIwEALz++usYM2YMO91UA7lCwOmER7iflQsnW2v4utvD3Eyk67KomtVIoDx79ix++uknbNq0CbVr10ZwcDDGjx+PpKQkREVFITMz0yhOhTNQEhEZludncAPAL7/8gtatW6NNmzY6rMp4xMSlImr3FaTK/p1H4SyxRmR/b/RuZfgHkuhfWg2U3377LVavXo3r16+jb9++mDBhAvr27atyHUpSUhKaNGmCwsLCF3sHeoSBkojIMBS3TVy/fj0+//xz1K9fX9clGZ2YuFRMXheLksGh+Nhk9Kh2DJVGRJ0MpPY6lNHR0Rg3bhzGjBlT7iltJycnrFq1St2nJiIieiEZGRmIjo7G2bNnAQDbt29HSEiIjqsyLnKFgKjdV0qFSQAQUBQqo3ZfQS9vKU9/myC1A+XNmzcrHWNlZYXg4OAXKoiIiKiqFAoF/vjjD6xZswbPnj2DhYUFhgwZgkGDBum6NKNzOuGRymnukgQAqbJcnE54BD9Ph5orjPSCwXTKISIiel5ycjIWL16My5cvAwDbJmrZ/ayqrT1d1XFkXBgoiYjIIP3555+4fPkyxGIxRo8ezbaJWuZka12t48i4MFASEZHBeH4G94gRI5CVlYWhQ4eiQYMGOq7M+Pm628NZYo00WW6Z11GKAEglRUsIkelhiwAiItJ7xW0TP/nkE8jlcgCAWCzG1KlTGSZriLmZCJH9vQH8O6u7WPH9yP7enJBjohgoiYhIr8XFxeHdd9/F1q1bcfnyZcTGxuq6JJPVu5Uzoke1g1SielpbKrHmkkEmrkqnvNu2bQuRqGq/cfAfOhERVYfy2iZ26NBBx5WZtt6tnNHLW8pOOaSiSoEyKChI+efc3FwsXboU3t7e8PPzAwCcPHkSly9fxpQpU7RSJBERmZYzZ84gOjoaDx48AMC2ifrG3EzEpYFIRZUCZXEfVACYMGECpk6dirlz55Yac+/eveqtjoiITI5CocCGDRvw4MEDSKVShIWFoXXr1roui4gqoHbrRYlEgrNnz6Jp06Yq22/evIn27dtDJpNVa4G6xtaLRETaJwgCFAqFcgb37du3ceTIEYwYMQJisVjH1RGZJq22XrSxscGxY8dKBcpjx47B2pprTxERkXqK2yZ6enpi5MiRAAAPDw94eHjouDIiqiq1A+W0adMwefJkxMbGwtfXFwBw6tQp/PTTT5g9e3a1F0hERMZJoVAgJiYGP//8M549e4a4uDgMGDAAtra2ui6NiNSkdqCcOXMmPDw88MMPP2DdunUAgBYtWmD16tUYMmRItRdIRETGJzk5GYsWLcKVK1cA/Ns2kWGSyDCpfQ2lqeE1lERE1aewsBA7duzAxo0bUVBQAGtra7z99ttsm0ikh7R6DSUAPHnyBP/73/9w+/ZtvP/++7C3t0dsbCwaNGiAhg0bvlDRRERk/B49eoTNmzejoKAAbdu2xZQpU9jphsgIqB0o//nnH/Ts2RMSiQR37tzBhAkTYG9vj23btiExMRFr167VRp1ERGSgnu+/7eTkhAkTJsDS0hLdu3evctMMItJvardejIiIwJgxY3Dz5k2VWd19+/bF0aNHq7U4IiIybHFxcQgLC8OlS5eU2wIDA9GjRw+GSSIjonagPHPmDCZNmlRqe8OGDZGWllYtRRERkWHLycnB0qVL8dFHHyE5ORkbNmzQdUlEpEVqn/IWi8XIzMwstf3GjRtwdHSslqKIiMhwldc2kYiMl9qBcsCAAZgzZw62bNkCABCJREhMTMSMGTMwaNCgai+QiIgMg0wmw8qVK5WXP7FtIpHpUPuU9zfffIPs7Gw4OTnh2bNn6NatG1566SXY2tpi3rx52qiRiIgMwMWLF3H06FGYmZnhzTffxKJFixgmiUyE2kcoJRIJ9u3bh2PHjuHixYvIzs5Gu3bt0LNnT23UR0REeuz5GdxdunTBzZs30bVr11LteYnIuKm9sPnatWsxdOhQiMVile35+fnYtGkTRo8eXa0F6hoXNiciKq24beKuXbuwYMECdrghMkLqZCC1A6W5uTlSU1Ph5OSksv3hw4dwcnKCXC5Xv2I9xkBJRKSqZNvEUaNGsfUukRHSaqccQRDKXDssKSkJEolE3acjIiIDUVbbxNGjR6Nv3766Lo2IdKzKgbJt27YQiUQQiUQICAiAhcW/u8rlciQkJKB3795aKZKIiHQrPj4eixYtwu3btwEA7dq1w5QpU0qdrSIi01TlQBkUFAQAuHDhAgIDA1GnTh3lY1ZWVmjSpAmXDSIiMlJ79uzB7du3YWtriwkTJsDf35+dbohIqcqBMjIyEgDQpEkTDBs2rNSkHCIiMi7Pz+AeO3YszM3NMWLECNSrV6/s8QoBpxMe4X5WLpxsreHrbg9zM4ZOIlOg9jqU3t7euHDhQqntp06dwtmzZ6ujpjLNnz8fHTp0gK2tLZycnBAUFITr169XuM+aNWuUp+mLb8/3HyciotKK2yZ+/vnnKJ63aWtri9DQ0HLDZExcKl778iCGrzyJdzddwPCVJ/HalwcRE5dak6UTkY6oHShDQ0Nx7969UtuTk5MRGhpaLUWV5ciRIwgNDcXJkyexb98+FBQU4PXXX8fTp08r3M/Ozg6pqanK2927d7VWIxGRoTtz5gzCwsIQExODM2fO4MaNG5XuExOXisnrYpEqy1XZnibLxeR1sQyVRCZA7VneV65cQbt27Uptb9u2rXIJCW2IiYlRub9mzRo4OTnh3Llz6Nq1a7n7iUQiSKVSrdVFRGQMymub2Lx58wr3kysERO2+grLWnxMAiABE7b6CXt5Snv4mMmJqH6EUi8VIT08vtT01NVVl5re2yWQyAIC9vX2F47Kzs+Hm5gZXV1e88cYbuHz5ck2UR0RkEARBwOHDhzFlypQXapt4OuFRqSOTKs8PIFWWi9MJj6qxaiLSN2oHytdffx2zZs1SBjoAePLkCT766CP06tWrWosrj0KhwLRp0/Dqq6+iVatW5Y5r3rw5fvrpJ+zcuRPr1q2DQqFA586dkZSUVO4+eXl5yMzMVLkRERmrgoICbNy4EVlZWWjSpAkWLFiAsWPHVnni5f2s8sPki4wjIsOk9iHFr7/+Gl27doWbmxvatm0LoGgpoQYNGuCXX36p9gLLEhoairi4OPz9998VjvPz84Ofn5/yfufOndGiRQssX74cc+fOLXOf+fPnIyoqqlrrJSLSJwqFAgBgZmYGKysrhIWF4erVqxg4cKDaZ5qcbKs20bGq44jIMKndehEAnj59ivXr1+PixYuwsbFB69atMXz4cFhaWmqjRhVhYWHYuXMnjh49Cnd3d7X3Hzx4MCwsLLBx48YyH8/Ly0NeXp7yfmZmJlxdXdl6kYiMQlJSEhYvXozOnTtjwIABGj+fXCHgtS8PIk2WW+Z1lCIAUok1/p7Rg9dQEhkYrbZeBIDatWtj4sSJL1TcixIEAeHh4di+fTsOHz78QmFSLpfj0qVLFbYJE4vFXGOTiIxOybaJKSkpCAwM1PjnnbmZCJH9vTF5XSxEgEqoLI6Pkf29GSaJjFyVAuWuXbvQp08fWFpaYteuXRWOrY7feMsSGhqKDRs2YOfOnbC1tUVaWhoAQCKRwMbGBgAwevRoNGzYEPPnzwcAzJkzB506dcJLL72EJ0+eYMGCBbh79y4mTJiglRqJiPRRfHw8Fi5ciISEBAD/tk2srl+ee7dyRvSodojafUVlgo5UYo3I/t7o3cq5Wl6HiPRXlQJlUFAQ0tLSlAuKl0ckEkEul1dXbSqio6MBAP7+/irbV69ejTFjxgAAEhMTYWb27zyjx48fIyQkBGlpaahXrx58fHxw/PhxeHt7a6VGIiJ9kpeXh02bNmH79u1QKBRabZvYu5UzenlLq9Qphx11iIzPC11DaUrUuX6AiEif3LlzB9OnT4dcLkeXLl0QEhKCunXr6rSmmLjUUkcynXkkk0gvqZOBGCgrwUBJRIbk+f7bALBz5040aNAAnTp10mFVRYo76pT8T6f42GT0qHYMlUR6pNon5SxcuLDKLz516tQqjyUioupz5swZrFixArNmzYKHhwcA4I033tBxVUXYUYfIuFUpUH733Xcq9zMyMpCTk6M8dfLkyRPUqlULTk5ODJRERDWsZNvELVu2YObMmTquSpU6HXX8PB1qrjAiqhZVCpTFMwMBYMOGDVi6dClWrVql7PF6/fp1hISEYNKkSdqpkoiIShEEAUeOHMHKlSuRlZUFMzMzvPHGGxgxYoSuSyuFHXWIjJva61DOnj0b//vf/5RhEihqcfjdd9/hrbfewsiRI6u1QCIiKi0jIwPR0dE4e/YsAKBJkyYIDw9H06ZNdVxZ2dhRh8i4qR0oU1NTUVhYWGq7XC5Henp6tRRFREQVO3XqFM6ePQsLCwsMGzbshdom1iRfd3s4S6wr7ajj625f06URUTUwq3yIqoCAAEyaNAmxsbHKbefOncPkyZPRs2fPai2OiIj+9fw6v3369EHfvn3xww8/YMiQIXodJoF/O+oA/87qLsaOOkSGT+1A+dNPP0EqlaJ9+/bKNoW+vr5o0KABfvzxR23USERk0goLC7Flyxa8++67yMvLAwCYm5vjnXfegaurq46rq7rijjpSieppbanEmksGERm4F16H8saNG7h27RoAwMvLC82aNavWwvQF16EkIl0q2TYxNDQUgYGBOq5KM+yUQ2QYqn0dyrI0adIEgiDA09NT70+1EBEZmry8PGzcuBE7duwo1TbR0Jmbibg0EJGRUfuUd05ODsaPH49atWqhZcuWSExMBACEh4fjiy++qPYCiYhMTVxcHN59911s27YNCoUCXbp0wZIlS9C9e/dq78FNRFQd1A6Us2bNwsWLF3H48GFYW/97HUzPnj2xefPmai2OiMgU7dixAykpKbC3t8fHH3+MDz74QOc9uImIKqL2ueodO3Zg8+bN6NSpk8pvyi1btkR8fHy1FkdEZCqe78H9zjvvwNHREaNGjULt2rV1XBkRUeXUDpQZGRlwcnIqtf3p06c8FUNEpKYnT55g5cqVsLS0xLRp0wAA9evXZ+cxIjIoap/ybt++Pfbs2aO8Xxwif/zxR/j5+VVfZURERkwQBBw+fBihoaH466+/cPjwYaSkpJQaJ1cIOBH/EDsvJONE/EPIFS+0MAcRkVapfYTy888/R58+fXDlyhUUFhbihx9+wJUrV3D8+HEcOXJEGzUSERmVjIwMLF26FOfOnQPwb9tEFxcXlXExcamI2n0FqbJ/+1s7S6wR2d+bazYSkV5R+wjla6+9hosXL6KwsBAvv/wy/vzzTzg5OeHEiRPw8fHRRo1EREZBoVBgz549CAsLw7lz52BhYYFRo0bh22+/LdWDOyYuFZPXxaqESQBIk+Vi8rpYxMSl1mTpREQVUusIZUFBASZNmoTZs2dj5cqV2qqJiMgo5eTkYMuWLXj27Bm8vLwQHh5eZqcbuUJA1O4rZfa8FlDUqjBq9xX08pZyQXAi0gtqHaG0tLTE1q1btVULEZHRkcvlKG5IVqdOHUyePBkTJ07EF198UW7bxNMJj0odmXyeACBVlovTCY+0UTIRkdrUPuUdFBSEHTt2aKEUIiLjcuvWLURERODw4cPKbZ06dcJ//vMfmJmV/+P3flb5YfJFxhERaZvak3KaNm2KOXPm4NixY/Dx8Sm1RtrUqVOrrTgiIkNUsm3ili1b0LVrV+U6k5VxsrWufJAa44iItE0kFJ+LqSJ3d/fyn0wkwu3btzUuSp+o0xidiOjSpUtYvHgxUlOLJs106dIFISEhanW6kSsEvPblQaTJcsu8jlIEQCqxxt8zevAaSiLSGnUykNpHKBMSEl64MCIiY/X06VP8/PPPiImJAQDY29tj8uTJ6Nixo9rPZW4mQmR/b0xeFwsRoBIqi+NjZH9vhkki0htqX0P5PEEQoOYBTiIio3Tnzh1lmOzduzeWLFnyQmGyWO9Wzoge1Q5SieppbanEGtGj2nEdSiLSK2qf8gaAVatW4bvvvsPNmzcBFF1XOW3aNEyYMKHaC9Q1nvIm0h25QsDphEe4n5ULJ1tr+Lrb69VRucLCQlhY/HuiZ/PmzfD29sbLL79cba+h758BERkvrZ7y/vTTT/Htt98iPDxc2WrxxIkTmD59OhITEzFnzpwXq5qI6Dn63CVGEAQcOXIEv/zyC+bNmwepVAoAGDp0aLW/lrmZCH6eDtX+vERE1UntI5SOjo5YuHAhhg8frrJ948aNCA8Px4MHD6q1QF3jEUqimlfcJabkD6fi43K6POVbsm1inz59MHnyZJ3UQkSkTVo9QllQUID27duX2u7j44PCwkJ1n46ISIW+dolRKBTYu3cv1q5di2fPnsHCwgLDhg3DwIEDa6wGIiJ9pfaknLfffhvR0dGltq9YsQIjR46slqKIyHTpY5eYpKQkfPTRR1i+fLmybeLChQsxZMgQlWsoiYhM1Qv9JFy1ahX+/PNPdOrUCQBw6tQpJCYmYvTo0YiIiFCO+/bbb6unSiIyGfrYJebo0aO4cuUKbGxs8Pbbb6Nv374VdrohIjI1agfKuLg4tGvXDgAQHx8PAKhfvz7q16+PuLg45TiRiLMQiUh9+tIl5vkZ3IMHD4ZMJsOgQYPg5OSk1dclIjJEagfKQ4cOaaMOIiIAgK+7PZwl1pV2ifF1t9fK6xe3Tbx06RK++uormJubw9LSkhNviIgqwHM2RKRXirvEAP/O6i6m7S4xly5dwtSpU7Ft2zbcvHkTZ86cqfbXICIyRryanIj0TnGXmJLrUEq1tA5lybaJDg4OmDx5Mnx9fav1dYiIjBUDJRHppd6tnNHLW6r1LjGnT59GdHQ0Hj58WPS6vXsjODgYtWvXrtbXISIyZgyURKS3tN0lRhAEbN26FQ8fPoSzszPCw8PRqlUrrb0eEZGxMrhrKJcsWYImTZrA2toaHTt2xOnTpysc/+uvv8LLywvW1tZ4+eWX8fvvv9dQpUSkjwRBUDZhEIlECAsLw6BBg7Bw4UKGSSKiF2RQgXLz5s2IiIhAZGQkYmNj0aZNGwQGBuL+/ftljj9+/DiGDx+O8ePH4/z58wgKCkJQUJDK8kZEZBjkCgEn4h9i54VknIh/CLlCra6xAIraJs6ZMwdr165VbnN1dUVwcDDEYnF1lktEZFLU7uWtSx07dkSHDh2wePFiAEWt0FxdXREeHo6ZM2eWGj906FA8ffoUv/32m3Jbp06d8Morr2DZsmVVek328ibSvZi41FITdJzVmKBTsm2ilZUVfvzxR9StW1eLVRMRGTZ1MpDBHKHMz8/HuXPn0LNnT+U2MzMz9OzZEydOnChznxMnTqiMB4DAwMByxwNFa9BlZmaq3IhId2LiUjF5XWypdoxpslxMXheLmLjUCvcv2TaxRYsW+P777xkmiYiqkcFMynnw4AHkcjkaNGigsr1Bgwa4du1amfukpaWVOT4tLa3c15k/fz6ioqI0L5iINCZXCIjafaXMBc4FFK1LGbX7Cnp5S0vN/i4sLMS2bduwadMmFBYWwsbGBqNHj0afPn3YNpGIqJrxp2oJs2bNgkwmU97u3bun65KITNbphEeljkw+TwCQKsvF6YRHpR6TyWTYtm0bCgsL4ePjg8WLF6Nfv34Mk0REWmAwRyjr168Pc3NzpKenq2xPT0+HVCotcx+pVKrWeAAQi8W8OJ9IT9zPKj9MljXu+f7bDg4OmDRpEgDA398fIlH1d9YhIqIiBvOrupWVFXx8fHDgwAHlNoVCgQMHDsDPz6/Mffz8/FTGA8C+ffvKHU9E+sXJ1rrK4y5duoTQ0FCcO3dOub179+7o3r07wyQRkZYZzBFKAIiIiEBwcDDat28PX19ffP/993j69CnGjh0LABg9ejQaNmyI+fPnAwDeffdddOvWDd988w369euHTZs24ezZs1ixYoUu3wYRVZGvuz2cJdZIk+WWeR2lCIBzbRHO7d2EP//8A0DR8mLt2rVjiCQiqkEGFSiHDh2KjIwMfPrpp0hLS8Mrr7yCmJgY5cSbxMREleujOnfujA0bNuCTTz7BRx99hKZNm2LHjh1cvJjIgAzr0Bjf7b9RarsIgG3WHbglncKfmU8A/Ns2kWGSiKhmGdQ6lLrAdSiJdKOstSeLmRc+g+fDk7B+WBQ02TaRiKj6qZOBDOoIJRGZhuK1J8v7bXd4UzP8c+MGzMzMEBQUhOHDh3MyHRGRDjFQEpFeKXftSUEOiMwhAnDgkQTvvPUWXu3cGS+99JIOqiQioucZzCxvIjINpdaeFAQ4PIqD161NMC98plx7stmr/RgmiYj0BI9QEpFeeX7tSXHeYzRKOYraz4q6W9V/dBnpTu1LjSMiIt1ioCQiveJkaw0Icjg+uIgGD87BTFBAbmaJNKeOeFjPW3UcERHpBQZKItIrDvJH8L67AxY5DwAAmXVckezcBQWWtgCKlguSSqzh626vwyqJiOh5DJREpFcOHjwAi5wHKDS3Rqq0Mx7bvQT8/7qSxatLRvb3hrkZ15okItIXDJREpHPP9+AePXo0AMDple5YcCgJeG6CjlRijcj+3ujdylkndRIRUdm4sHkluLA5kfY8ffoUa9asQVpaGubMmVOqw41cIeB0wiPcz8qFk23RaW4emSQiqhlc2JyI9N6pU6cQHR2NR48eAQCuXr0Kb29vlTHmZiL4eTroojwiIlIDAyUR1agnT55g5cqV+OuvvwD82zaxZJgsiUcriYj0FwMlEdUIQRBw+PBh/Pjjj8jKyoKZmRnefPNNDBs2rNK2iWX19Xbm9ZRERHqDgZKIakRhYSG2bt2KrKwsuLu7Izw8vEqdbsrr650my8XkdbGIHtWOoZKISMcYKIlIaxQKBQRBgLm5OSwtLREWFoZLly7hzTffVM7qrki5fb0BCChaRihq9xX08pby9DcRkQ6xlzcRaUVSUhJmzZqFbdu2Kbd5eXlh8ODBVQqTQBl9vUso7ut9OuGRpuUSEZEGeISSiKpVYWEhtm3bhk2bNqGwsBDJycno378/rK3Vb5VY1X7d7OtNRKRbDJREVG1u3ryJRYsW4c6dOwAAHx8fTJky5YXCJFD1ft361Nebs9GJyBQxUBKRxvLy8rBhwwbs3LkTCoUCtra2CAkJQbdu3UotVq4OX3d7OEuskSbLLfM6Sn3r683Z6ERkqngNJRFpLCMjA7/99hsUCgW6du2KpUuXwt/fX6MwCRQtbB7Zv2h9ypLPpG99vYtno5e85rN4NnpMXKqOKiMi0j62XqwEWy8Sla2goACWlpbK+3v37kX9+vXRoUOHan8tfT/yJ1cIeO3Lg+VOICo+kvr3jB56EX6JiKqCrReJSKtOnTqF5cuX48MPP4SXlxcAoE+fPlp7vd6tnNHLW6q31yaqMxudrSSJyBgxUBJRlZVsm7h161Z8/PHHNfLa+tzXm7PRicjUMVASUaUqaptIhjkbnYioOjFQElGF7t+/j6VLlyI2NhYA1GqbaCoMbTY6EVF14yxvIqrQhQsXEBsbC0tLS7z99tv45ptvGCZLMKTZ6ERE2sAjlERUyvMzuHv16oWkpCS8/vrraNSokY4rq5yuFhbv3coZ0aPalZqNLtWj2ehERNrCZYMqwWWDyJQUFhZi69atOHjwIL777jvUqlVL1yWpRR+WF2KnHCIyFlw2iIjUVrJt4uHDh9G3b1/dFqWG4oXFS/6GXLywePSodjUSKvV5NjoRkbYwUBKZuLLaJk6cOBFdu3bVdWlVJlcIiNp9pcwJMQKKrmOM2n0FvbylPFpIRKQFDJREJuyff/7B4sWLkZaWBgDo1q0bJkyYAIlEouPK1MOFxYmIdIuBksiE/fHHH0hLS4ODgwOmTJmilbaJ1aWiaxO5sDgRkW4xUBKZmOdncE+YMAH29vYYPny4Xk/AqWyyDRcWJyLSLa5DSWQiHj9+jK+++grffvutclu9evUwfvx4vQ+Tk9fFljqlXTzZJiYuVbmweHlXR4pQFEC5sDgRkXYwUBIZOUEQcPDgQYSFheHvv//GiRMnkJiYqOuyqqSyyTZA0WQbAFxYnIhIh3jKm8iI3b9/H0uWLMH58+cBFLVNnDp1Kho3bqzjyqpGnck2XFiciEh3DCJQ3rlzB3PnzsXBgweRlpYGFxcXjBo1Ch9//DGsrKzK3c/f3x9HjhxR2TZp0iQsW7ZM2yUT6ZRCocDvv/+OtWvXIjc3F5aWlhg2bBjefPNNWFgYxD97AOpPtundyhm9vKVcWJyIqIYZxP8s165dg0KhwPLly/HSSy8hLi4OISEhePr0Kb7++usK9w0JCcGcOXOU9/X5WjGi6pKbm4tt27YhNzcX3t7eCAsLM4i2iSW9yGQbLixORFTzDCJQ9u7dG71791be9/DwwPXr1xEdHV1poKxVqxakUqm2SyQTpi+t9goLC2FmZgYzMzPUqlULYWFhSEtLQ+/evWFmZpiXSxdPtkmT5ZZ5HaUIRae0OdmGiEi3DCJQlkUmk8HevvL/RNavX49169ZBKpWif//+mD17No9SUrXRh97RwL9tE/v164fAwEAAQLt27Wrs9bXF3EyEyP7emLwuFiJAJVRysg0Rkf4QCYJQ1i/+eu3WrVvw8fHB119/jZCQkHLHrVixAm5ubnBxccE///yDGTNmwNfXF9u2bSt3n7y8POTl5SnvZ2ZmwtXVtUqN0cm0lNc7ujja1ETv6JJtE6VSKaKjo2Fubq7V161p+hLciYhMSWZmJiQSSZUykE4D5cyZM/Hll19WOObq1avw8vJS3k9OTka3bt3g7++PH3/8Ua3XO3jwIAICAnDr1i14enqWOeazzz5DVFRUqe0MlPQ8uULAa18eLHcGcvGp2L9n9NDa0TNjaZtYVfpyaQERkakwmECZkZGBhw8fVjjGw8NDOZM7JSUF/v7+6NSpE9asWaP2dWFPnz5FnTp1EBMTozwtWJIxHqHkf8TV70T8QwxfebLScRtDOlX7BJHs7GysWbMGf/75JwAYRNtEIiIyPOoESp1eQ+no6AhHR8cqjU1OTkb37t3h4+OD1atXv9AkgwsXLgAAnJ3LP0UmFoshFovVfm59xVOF2qHL3tEpKSnYv38/AKBPnz4IDg7mdcFERKRTBjEpJzk5Gf7+/nBzc8PXX3+NjIwM5WPFM7iTk5MREBCAtWvXwtfXF/Hx8diwYQP69u0LBwcH/PPPP5g+fTq6du2K1q1b6+qt1KjyrvErbllXE9f4Gaua7h39fP/tZs2aITg4GE2bNkWrVq2q5fmJiIg0YRBriezbtw+3bt3CgQMH0KhRIzg7OytvxQoKCnD9+nXk5OQAAKysrLB//368/vrr8PLywnvvvYdBgwZh9+7dunobNaqqLevkCoObk6UXaqp3tCAIOHToEEJCQpCUlKTc/uabbzJMEhGR3jDIWd41SZ3rB/SJLq/xMxW//5OKKRtiS22vrlneJdsmvv766wgLC3vh5yMiIlKHwVxDSdqjy2v8TEFMXCrm7rlS5mOa9o4uq23i8OHDERQUpEHFRERE2sNAaaRq+ho/U1LetanFZvdr8cJh8t69e1i0aBGuXbsGAAbdNpGIiEwHA6WRYss67ajo2lSg6HOdu+cqAls5V2lpppJLOt2LPYlr167BxsYGwcHBBt02kYiITAcDpZFiyzrtOJ3wqNzFzIGizzlVlovTCY8qvTa1eEmntMdPIZgVdbZxtpUg4NUAvDtuRJWX1CIiItI1HvowYr1bOSN6VDtIJaqntaUSa71fMkiuEHAi/iF2XkjGifiHejMbvbquTY2JS8WUtaeA64fwUsI2iBRyAEBaVgHWP34J59ILNa6ViIiopvAIpZHr3coZvbyletkpp7wOPvq8GHt1XJsqVwj4fN0faBq/H+KCTACAXfYdyOw8IaDoCHLU7ivo5S3Vi78nIiKiyjBQmgBzM5HeLQ1UXmgc0MYZK44m6O1i7Jpem5qdnY0vFy5D3StHAQD5FrWR7NwFWbZuyjHqnDYnIiLSBzzlTTWueJZ0yWsRU2W5WF5GmAT0ZzH24mtTAZRa1Lyya1NPnjyJsLAwXDxZFCYf1PPGDc8hKmHyeVzSiYiIDAUDJdWoymZJV+T5I3e69CLXpgqCgD179uDRo0eo59gA8W79keLcBQpzq3Jfh0s6ERGRoeApb6pRlc2Srgp9OHJXlWtTBUFAYWEhLC0tIRKJEBoain379mHQW4MR8P0x5HBJJyIiMhIMlFSjqiMM6suRu4quTS1umyiVSjF58mQAgFQqxdtvvw0AXNKJiIiMCk95U43SJAyKUDRxR5+P3Mnlcvz2228ICwvD+fPnceDAATx8+LDUOENe0omIiKgkHqGkGlXZLOlihnjkrqy2ieHh4XBwKPsopj4v6URERKQOBkqqUVXp4DOxqzt2XUxVudZSqifrUJaloKAA27Ztw+bNm1FYWAgbGxuMGTMGgYGBlbZN1MclnYiIiNTFQEk1rvh0b8l1KJ8PjR/2bmEwR+6ePn2KXbt2obCwEO3bt8fkyZPZNpGIiEyKSBAE/ehpp6cyMzMhkUggk8lgZ2en63KMSnmdcgxBQUEBLC0tlfePHTuGwsJCdO3aFSKRYbwHIiKiiqiTgXiEknTGUE/3/vPPP1i8eDHGjBmDzp07AwBeffVVHVdFRESkOwyURFWUnZ2NNWvW4M8//wQAbN26FX5+fjwiSUREJo+BkqgKTp48iWXLluHRo6IuPX369EFwcDDDJBERERgoiSr0+PFjrFixAseOHQMAuLi4ICwsDK1atdJxZURERPqDgZKoAgkJCTh27BjMzMzw5ptvYtiwYRCLxboui4iISK8wUBKV8PwM7nbt2mHkyJFo3749PD09dVwZERGRfmLrRaL/p1Ao8NtvvyEkJAQPHjxQbh86dCjDJBERUQUYKIlQ1DZx5syZWLFiBR49eoSYmBhdl0RERGQweMqbTFpFbROJiIioahgoyWTdvHkTCxcuxN27dwEAHTp0wOTJk1G/fn0dV0ZERGRYGCjJZP3111+4e/cu7OzsMHHiRHTp0oXrShIREb0ABkoyKc/P4B45ciQEQcDgwYPZp52IiEgDnJRDJiE7OxuLFy/Gxx9/DLlcDgAQi8UYP348wyQREZGGeISSjF7JtomXL19G69atdVwVERGR8WCgJKNVsm1iw4YNERoayraJRERE1YyBkoyOIAg4ePAgVq1ahezsbJiZmWHgwIEYNmwYrKysdF0eERGR0WGgJKNT3PEmOzsbHh4eCA8PZ6cbIiIiLWKgJKMgl8uhUChgaWkJc3NzhIeHIzY2FkFBQbCw4NeciIhIm/g/LRm8xMRELFq0CG3atMGoUaMAAB4eHvDw8NBxZURERKaBgZIMVkFBAbZu3YotW7agsLAQKSkpGDhwIGrVqqXr0oiIiEyKwaxD2aRJE4hEIpXbF198UeE+ubm5CA0NhYODA+rUqYNBgwYhPT29hiombbpx4wYiIiKwYcMGFBYWokOHDvjhhx8YJomIiHTAoI5QzpkzByEhIcr7tra2FY6fPn069uzZg19//RUSiQRhYWEYOHCgchkZMjy5ublYv349du/eDYVCwbaJREREesCgAqWtrS2kUmmVxspkMqxatQobNmxAjx49AACrV69GixYtcPLkSXTq1EmbpZKWPHnyBDExMVAoFOjWrRtCQkLY6YaIiEjHRIIgCLouoiqaNGmC3NxcFBQUoHHjxhgxYgSmT59e7gzegwcPIiAgAI8fP0bdunWV293c3DBt2jRMnz69zP3y8vKQl5envJ+ZmQlXV1fIZDIGFx3Jz89XWT/ywIEDkEgkaN++vQ6rIiIiMm6ZmZmQSCRVykAGcw3l1KlTsWnTJhw6dAiTJk3C559/jg8//LDc8WlpabCyslIJkwDQoEEDpKWllbvf/PnzIZFIlDdXV9fqegv0Ak6ePImJEyciLi5OuS0gIIBhkoiISI/oNFDOnDmz1ESbkrdr164BACIiIuDv74/WrVvjnXfewTfffINFixapHE2sDrNmzYJMJlPe7t27V63PT1Xz+PFjfPnll/j888/x6NEjbNu2TdclERERUTl0eg3le++9hzFjxlQ4pry1BDt27IjCwkLcuXMHzZs3L/W4VCpFfn4+njx5onKUMj09vcLrMMViMcRicZXqp+pXUdtEIiIi0k86DZSOjo5wdHR8oX0vXLgAMzMzODk5lfm4j48PLC0tceDAAQwaNAgAcP36dSQmJsLPz++FaybtSU9Px9KlS3H+/HkAYNtEIiIiA2EQs7xPnDiBU6dOoXv37rC1tcWJEycwffp0jBo1CvXq1QMAJCcnIyAgAGvXroWvry8kEgnGjx+PiIgI2Nvbw87ODuHh4fDz8+MMbz117do1nD9/HpaWlhgxYgSCgoJgbm6u67KIiIioEgYRKMViMTZt2oTPPvsMeXl5cHd3x/Tp0xEREaEcU1BQgOvXryMnJ0e57bvvvoOZmRkGDRqEvLw8BAYGYunSpbp4C1SO52dwd+3aFffu3UP37t3RsGFDHVdGREREVWUwywbpijpT5qnqitsm7tu3D99//32li9QTERFRzVInAxnEEUoyLjdu3MCiRYtw9+5dAMChQ4cwYMAAHVdFREREL4qBkmpMRW0TiYiIyHAxUFKNuHjxIpYsWaJcVN7f3x8TJkzgZQRERERGgIGSasThw4eRlpaG+vXrY8qUKex0Q0REZEQYKElrnp/BPW7cONjZ2WHo0KGoVauWjisjIiKi6sRASdXu8ePHWL58OfLz8zF79myIRCLY2tpi7Nixui6NiIiItICBkqpNWW0T79y5A3d3d12XRkRERFrEQEnVIj09HUuWLMGFCxcA/Ns2kWGSiIjI+DFQkkbkcjn27NmDX375BXl5ebCyssLw4cPZNpGIiMiEMFCSRgoLC/Hbb78hLy8PLVu2RFhYGNsmEhERmRgGSlJbQUEBzMzMYG5uDrFYjKlTp+LevXsIDAyEmZmZrssjIiKiGsb//UktN27cQEREBPbs2aPc1qpVK/Tp04dhkoiIyETxCCVVScm2ibt27UKfPn1gaWmp69KIiIhIxxgoqVIXL17E4sWLkZ6eDuDftokMk0RERAQwUFIFsrOz8dNPP2H//v0AwLaJREREVCYGSipXRkYGDh06BADo27cvRo8ezbaJREREVAoDJal4vv+2u7s7JkyYgCZNmqBly5Y6royIiIj0FaflEoCitokHDhzA+PHjkZCQoNzer18/hkkiIiKqEAMlIT09HZGRkfjhhx8gk8mwa9cuXZdEREREBoSnvE1YcdvEdevWITc3V6VtIhEREVFVMVCaqMTERCxatAjXr18HULQ4eVhYGFxcXHRcGRERERkaBkoTdfHiRVy/fh02NjYYO3YsXn/9dXa6ISIiohfCQGlC8vLyIBaLARQtA/To0SP069cP9evX13FlREREZMh4SMoE5ObmYtWqVZg2bRry8vIAAObm5ggODmaYJCIiIo3xCKWRK9k28eTJk+jWrZuOqyIiIiJjwkBppMpqmxgaGgofHx8dV0ZERETGhoHSCJ04cQLLli3D48ePAbBtIhEREWkXA6WREQQB+/fvx+PHj9GwYUOEh4fD29tb12URERGREWOgNAKCIKCgoABWVlYQiUSYPHkyPD098dZbbyn7chMRERFpCwOlgUtLS8PSpUthb2+PadOmASi6XnLEiBG6LYyIiIhMBgOlgSpum/jLL78gLy8PVlZWGDlyJBwdHXVdGhEREZkYBkoDlJiYiIULF+LGjRsA/m2byDBJREREusBAaUAKCgqwdetWbNmyBYWFhahVqxbGjBnDtolERESkUwyUBiQvLw979+5FYWEhfH198c4777DTDREREekcA6WeK74+UiQSoU6dOggLC0Nubi5ee+01iEQiXZdHREREZBi9vA8fPgyRSFTm7cyZM+Xu5+/vX2r8O++8U4OVa+bixYsICwvD4cOHlds6dOiALl26MEwSERGR3jCII5SdO3dGamqqyrbZs2fjwIEDaN++fYX7hoSEYM6cOcr7htAtpmTbxJ07dyrDMREREZG+MYhAaWVlBalUqrxfUFCAnTt3Ijw8vNKQVatWLZV99d3x48exfPnyUm0TGSaJiIhIXxlEoCxp165dePjwIcaOHVvp2PXr12PdunWQSqXo378/Zs+erZdHKR8/fozly5fj+PHjAMC2iURERGQwDDJQrlq1CoGBgWjUqFGF40aMGAE3Nze4uLjgn3/+wYwZM3D9+nVs27at3H3y8vKQl5envJ+ZmVltdVckOTkZx48fh5mZGQYNGoShQ4eybSIREREZBJEgCIKuXnzmzJn48ssvKxxz9epVeHl5Ke8nJSXBzc0NW7ZswaBBg9R6vYMHDyIgIAC3bt2Cp6dnmWM+++wzREVFldouk8lgZ2en1uupa/v27WjTpg08PDy0+jpERERElcnMzIREIqlSBtJpoMzIyMDDhw8rHOPh4aFypG7u3LlYtGgRkpOTYWlpqdbrPX36FHXq1EFMTAwCAwPLHFPWEUpXV9caCZRERERE+kKdQKnTU96Ojo5qtQsUBAGrV6/G6NGj1Q6TAHDhwgUAgLOzc7ljxGIxxGKx2s9NREREZKoMYh3KYgcPHkRCQgImTJhQ6rHk5GR4eXnh9OnTAID4+HjMnTsX586dw507d7Br1y6MHj0aXbt2RevWrWu6dCIiIiKjZVCTclatWoXOnTurXFNZrKCgANevX0dOTg6AoqWG9u/fj++//x5Pnz6Fq6srBg0ahE8++aSmyyYiIiIyajq9htIQqHP9ABEREZGxUCcDGdQpbyIiIiLSPwyURERERKQRBkoiIiIi0ggDJRERERFphIGSiIiIiDTCQElEREREGmGgJCIiIiKNMFASERERkUYYKImIiIhIIwyURERERKQRBkoiIiIi0ggDJRERERFpxELXBeg7QRAAFDVIJyIiIjIVxdmnOAtVhIGyEllZWQAAV1dXHVdCREREVPOysrIgkUgqHCMSqhI7TZhCoUBKSgpsbW0hEom09jqZmZlwdXXFvXv3YGdnp7XXMVT8fCrGz6di/Hwqxs+nYvx8KsbPp2KG/PkIgoCsrCy4uLjAzKziqyR5hLISZmZmaNSoUY29np2dncF94WoSP5+K8fOpGD+fivHzqRg/n4rx86mYoX4+lR2ZLMZJOURERESkEQZKIiIiItIIA6WeEIvFiIyMhFgs1nUpeomfT8X4+VSMn0/F+PlUjJ9Pxfj5VMxUPh9OyiEiIiIijfAIJRERERFphIGSiIiIiDTCQElEREREGmGg1JHDhw9DJBKVeTtz5ky5+/n7+5ca/84779Rg5TWnSZMmpd7rF198UeE+ubm5CA0NhYODA+rUqYNBgwYhPT29hiquOXfu3MH48ePh7u4OGxsbeHp6IjIyEvn5+RXuZ8zfnyVLlqBJkyawtrZGx44dcfr06QrH//rrr/Dy8oK1tTVefvll/P777zVUac2aP38+OnToAFtbWzg5OSEoKAjXr1+vcJ81a9aU+p5YW1vXUMU167PPPiv1Xr28vCrcx1S+O0DZP4dFIhFCQ0PLHG/s352jR4+if//+cHFxgUgkwo4dO1QeFwQBn376KZydnWFjY4OePXvi5s2blT6vuj+/9BEDpY507twZqampKrcJEybA3d0d7du3r3DfkJAQlf2++uqrGqq65s2ZM0flvYaHh1c4fvr06di9ezd+/fVXHDlyBCkpKRg4cGANVVtzrl27BoVCgeXLl+Py5cv47rvvsGzZMnz00UeV7muM35/NmzcjIiICkZGRiI2NRZs2bRAYGIj79++XOf748eMYPnw4xo8fj/PnzyMoKAhBQUGIi4ur4cq178iRIwgNDcXJkyexb98+FBQU4PXXX8fTp08r3M/Ozk7le3L37t0aqrjmtWzZUuW9/v333+WONaXvDgCcOXNG5bPZt28fAGDw4MHl7mPM352nT5+iTZs2WLJkSZmPf/XVV1i4cCGWLVuGU6dOoXbt2ggMDERubm65z6nuzy+9JZBeyM/PFxwdHYU5c+ZUOK5bt27Cu+++WzNF6Zibm5vw3XffVXn8kydPBEtLS+HXX39Vbrt69aoAQDhx4oQWKtQvX331leDu7l7hGGP9/vj6+gqhoaHK+3K5XHBxcRHmz59f5vghQ4YI/fr1U9nWsWNHYdKkSVqtUx/cv39fACAcOXKk3DGrV68WJBJJzRWlQ5GRkUKbNm2qPN6UvzuCIAjvvvuu4OnpKSgUijIfN6XvDgBh+/btyvsKhUKQSqXCggULlNuePHkiiMViYePGjeU+j7o/v/QVj1DqiV27duHhw4cYO3ZspWPXr1+P+vXro1WrVpg1axZycnJqoELd+OKLL+Dg4IC2bdtiwYIFKCwsLHfsuXPnUFBQgJ49eyq3eXl5oXHjxjhx4kRNlKtTMpkM9vb2lY4ztu9Pfn4+zp07p/L3bmZmhp49e5b7937ixAmV8QAQGBhoMt8TAJV+V7Kzs+Hm5gZXV1e88cYbuHz5ck2UpxM3b96Ei4sLPDw8MHLkSCQmJpY71pS/O/n5+Vi3bh3GjRsHkUhU7jhT+u48LyEhAWlpaSrfD4lEgo4dO5b7/XiRn1/6ir289cSqVasQGBhYad/wESNGwM3NDS4uLvjnn38wY8YMXL9+Hdu2bauhSmvO1KlT0a5dO9jb2+P48eOYNWsWUlNT8e2335Y5Pi0tDVZWVqhbt67K9gYNGiAtLa0GKtadW7duYdGiRfj6668rHGeM358HDx5ALpejQYMGKtsbNGiAa9eulblPWlpameON/XuiUCgwbdo0vPrqq2jVqlW545o3b46ffvoJrVu3hkwmw9dff43OnTvj8uXLlf6MMjQdO3bEmjVr0Lx5c6SmpiIqKgpdunRBXFwcbG1tS4031e8OAOzYsQNPnjzBmDFjyh1jSt+dkoq/A+p8P17k55e+YqCsZjNnzsSXX35Z4ZirV6+qXPSdlJSEP/74A1u2bKn0+SdOnKj888svvwxnZ2cEBAQgPj4enp6eL154DVHn84mIiFBua926NaysrDBp0iTMnz/faDsOvMj3Jzk5Gb1798bgwYMREhJS4b6G/v0hzYSGhiIuLq7CawQBwM/PD35+fsr7nTt3RosWLbB8+XLMnTtX22XWqD59+ij/3Lp1a3Ts2BFubm7YsmULxo8fr8PK9M+qVavQp08fuLi4lDvGlL47pIqBspq99957Ff72BgAeHh4q91evXg0HBwcMGDBA7dfr2LEjgKIjVIYQCF7k8ynWsWNHFBYW4s6dO2jevHmpx6VSKfLz8/HkyROVo5Tp6emQSqWalF1j1P18UlJS0L17d3Tu3BkrVqxQ+/UM7ftTlvr168Pc3LzUbP6K/t6lUqla441BWFgYfvvtNxw9elTtI0WWlpZo27Ytbt26paXq9EfdunXRrFmzct+rKX53AODu3bvYv3+/2mczTOm7U/wdSE9Ph7Ozs3J7eno6XnnllTL3eZGfX/qKgbKaOTo6wtHRscrjBUHA6tWrMXr0aFhaWqr9ehcuXAAAlS+vPlP383nehQsXYGZmBicnpzIf9/HxgaWlJQ4cOIBBgwYBAK5fv47ExESV35j1mTqfT3JyMrp37w4fHx+sXr0aZmbqXxJtaN+fslhZWcHHxwcHDhxAUFAQgKJTuwcOHEBYWFiZ+/j5+eHAgQOYNm2actu+ffsM5nuiDkEQEB4eju3bt+Pw4cNwd3dX+znkcjkuXbqEvn37aqFC/ZKdnY34+Hi8/fbbZT5uSt+d561evRpOTk7o16+fWvuZ0nfH3d0dUqkUBw4cUAbIzMxMnDp1CpMnTy5znxf5+aW3dD0ryNTt379fACBcvXq11GNJSUlC8+bNhVOnTgmCIAi3bt0S5syZI5w9e1ZISEgQdu7cKXh4eAhdu3at6bK17vjx48J3330nXLhwQYiPjxfWrVsnODo6CqNHj1aOKfn5CIIgvPPOO0Ljxo2FgwcPCmfPnhX8/PwEPz8/XbwFrUpKShJeeuklISAgQEhKShJSU1OVt+fHmMr3Z9OmTYJYLBbWrFkjXLlyRZg4caJQt25dIS0tTRAEQXj77beFmTNnKscfO3ZMsLCwEL7++mvh6tWrQmRkpGBpaSlcunRJV29BayZPnixIJBLh8OHDKt+TnJwc5ZiSn09UVJTwxx9/CPHx8cK5c+eEYcOGCdbW1sLly5d18Ra06r333hMOHz4sJCQkCMeOHRN69uwp1K9fX7h//74gCKb93Skml8uFxo0bCzNmzCj1mKl9d7KysoTz588L58+fFwAI3377rXD+/Hnh7t27giAIwhdffCHUrVtX2Llzp/DPP/8Ib7zxhuDu7i48e/ZM+Rw9evQQFi1apLxf2c8vQ8FAqWPDhw8XOnfuXOZjCQkJAgDh0KFDgiAIQmJiotC1a1fB3t5eEIvFwksvvSR88MEHgkwmq8GKa8a5c+eEjh07ChKJRLC2thZatGghfP7550Jubq5yTMnPRxAE4dmzZ8KUKVOEevXqCbVq1RLefPNNlZBlLFavXi0AKPNWzNS+P4sWLRIaN24sWFlZCb6+vsLJkyeVj3Xr1k0IDg5WGb9lyxahWbNmgpWVldCyZUthz549NVxxzSjve7J69WrlmJKfz7Rp05SfZYMGDYS+ffsKsbGxNV98DRg6dKjg7OwsWFlZCQ0bNhSGDh0q3Lp1S/m4KX93iv3xxx8CAOH69eulHjO1786hQ4fK/PdU/BkoFAph9uzZQoMGDQSxWCwEBASU+tzc3NyEyMhIlW0V/fwyFCJBEIQaPCBKREREREaG61ASERERkUYYKImIiIhIIwyURERERKQRBkoiIiIi0ggDJRERERFphIGSiIiIiDTCQElEREREGmGgJCIiIiKNMFASERERkUYYKImIqpm/vz+mTZum6zKIiGoMAyURkQ4IgoDCwkJdl0FEVC0YKImIqtGYMWNw5MgR/PDDDxCJRBCJRLhz5w4OHz4MkUiEvXv3wsfHB2KxGH///TfGjBmDoKAgleeYNm0a/P39lfcVCgXmz58Pd3d32NjYoE2bNvjf//5Xbg1z5sxBq1atSm1/5ZVXMHv27Op6q0RESgyURETV6IcffoCfnx9CQkKQmpqK1NRUuLq6Kh+fOXMmvvjiC1y9ehWtW7eu0nPOnz8fa9euxbJly3D58mVMnz4do0aNwpEjR8ocP27cOFy9ehVnzpxRbjt//jz++ecfjB07VrM3SERUBgtdF0BEZEwkEgmsrKxQq1YtSKXSUo/PmTMHvXr1qvLz5eXl4fPPP8f+/fvh5+cHAPDw8MDff/+N5cuXo1u3bqX2adSoEQIDA7F69Wp06NABALB69Wp069YNHh4eL/jOiIjKxyOUREQ1qH379mqNv3XrFnJyctCrVy/UqVNHeVu7di3i4+PL3S8kJAQbN25Ebm4u8vPzsWHDBowbN07T8omIysQjlERENah27doq983MzCAIgsq2goIC5Z+zs7MBAHv27EHDhg1VxonF4nJfp3///hCLxdi+fTusrKxQUFCAt956S9PyiYjKxEBJRFTNrKysIJfLqzTW0dERcXFxKtsuXLgAS0tLAIC3tzfEYjESExPLPL1dHgsLCwQHB2P16tWwsrLCsGHDYGNjU/U3QUSkBgZKIqJq1qRJE5w6dQp37txBnTp1YG9vX+7YHj16YMGCBVi7di38/Pywbt06xMXFoW3btgAAW1tbvP/++5g+fToUCgVee+01yGQyHDt2DHZ2dggODi73uSdMmIAWLVoAAI4dO1a9b5KI6DkioeS5FiIi0siNGzcQHByMixcv4tmzZ0hISMCdO3fQvXt3PH78GHXr1lUZHxkZieXLlyM3Nxfjxo1DQUEBLl26hMOHDwMoWrNy4cKFiI6Oxu3bt1G3bl20a9cOH330Ebp27VphLV27dsWjR49KHQUlIqpODJREREZKEAQ0bdoUU6ZMQUREhK7LISIjxlPeRERGKCMjA5s2bUJaWhrXniQirWOgJCIyQk5OTqhfvz5WrFiBevXq6bocIjJyDJREREaIVzMRUU3iwuZEREREpBEGSiIiIiLSCAMlEREREWmEgZKIiIiINMJASUREREQaYaAkIiIiIo0wUBIRERGRRhgoiYiIiEgjDJREREREpJH/A0Q4SBxLr0PMAAAAAElFTkSuQmCC", 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", 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" ] }, "metadata": {}, @@ -565,14 +611,14 @@ "output_type": "stream", "text": [ "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2FitVsActualTest.pdf\n", - "Figure size: [6.4 4.8]\n" + "Figure size: [3.5 2. ]\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -616,7 +662,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 10, "id": "a1c787fa", "metadata": {}, "outputs": [ @@ -633,14 +679,14 @@ "output_type": "stream", "text": [ "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2_range21.pdf\n", - "Figure size: [4.5 3. ]\n" + "Figure size: [3.5 2. ]\n" ] }, { "data": { - "image/png": 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", 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", 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", 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", 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", 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" ] }, "metadata": {}, @@ -705,17 +751,7 @@ "# Now replot fitted functions for xtest = 0 to 21 so D=20 interpolates all points\n", "# (This messes up the mse vs degree plot, so we don't recompute that)\n", "\n", - "#https://nipunbatra.github.io/blog/posts/2014-06-02-latexify.html\n", - "#os.environ[\"LATEXIFY\"] = \"1\"\n", - "#os.environ.pop('LATEXIFY', None)\n", - "#pml.latexify()\n", - "\n", - "os.environ.pop(\"DUAL_SAVE\", None)\n", "\n", - "#my_latexify(fig_width=5, fig_height=3.5)\n", - "my_latexify(fig_width=4.5, fig_height=3)\n", - "#my_latexify(width_scale_factor=2, fig_height=1.5)\n", - "#my_latexify(width_scale_factor=2, fig_height=2)\n", "\n", "\n", "xtrain, ytrain, xtest, ytest = make_1dregression_data(n=21, m=21)\n", diff --git a/notebooks/figures/polyfitDegree1.pdf b/notebooks/figures/polyfitDegree1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..50937a2255f3fa94aed3197755bc0878c98d411c GIT binary patch literal 7324 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