From 335db298ff125d96f4abae37a440e17258ef3a15 Mon Sep 17 00:00:00 2001 From: Roger Labbe Date: Sat, 25 Jul 2015 15:23:11 -0700 Subject: [PATCH] Implemeenting PDF in 6x9 format. I did the work on chapter 1 just to start somewhere. Trying to make the book fit nicely on a 6x9 book format. --- .gitignore | 1 + 01-g-h-filter.ipynb | 333 ++++++++++++++++++------------------------ code/gh_internal.py | 35 +++++ pdf/6x9build_book.bat | 5 + pdf/book6x9.tplx | 42 ++++++ 5 files changed, 225 insertions(+), 191 deletions(-) create mode 100644 pdf/6x9build_book.bat create mode 100644 pdf/book6x9.tplx diff --git a/.gitignore b/.gitignore index 12ee50a..dcb2fe0 100644 --- a/.gitignore +++ b/.gitignore @@ -8,5 +8,6 @@ short.pdf book.ipynb *.tex *.toc +book.pdf Kalman_and_Bayesian_Filters_in_Python.pdf book_files \ No newline at end of file diff --git a/01-g-h-filter.ipynb b/01-g-h-filter.ipynb index fa075fc..32c0012 100644 --- a/01-g-h-filter.ipynb +++ b/01-g-h-filter.ipynb @@ -315,7 +315,7 @@ "\n", "We will deal with this more formally later, but for now I hope it is clear that our best estimate is the average of A and B. $\\frac{160+170}{2} = 165$.\n", "\n", - "We can look at this graphically. I have plotted the measurements of A and B with an assumed error of $\\pm$ 8 lbs. The overlap falls between 160 and 170 so the only weight that makes sense must lie within 160 and 170 pounds." + "We can look at this graphically. I have plotted the measurements of A and B with an assumed error of $\\pm$ 8 lbs. The overlap falls between 160 and 170 so the only weight that makes sense must lie within 160 and 170 pounds. a lot of the plotting code is not particularly useful to read, so for each chapter I have placed the uninteresting code in a file named xxx_internal. I import this file and call whatever function I need. If you want to read the code, the file exists in the code subdirectory." ] }, { @@ -329,7 +329,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -337,10 +337,8 @@ } ], "source": [ - "import book_format\n", - "import book_plots\n", - "with book_format.figsize(y=1.5):\n", - " book_plots.plot_errorbars([(160, 8, 'A'), (170, 8, 'B')], xlims=(145, 185))" + "import gh_internal as gh\n", + "gh.plot_errorbar1()" ] }, { @@ -365,7 +363,7 @@ "data": { "image/png": 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B9JV5rZ2q84GHDx+uWbNmSZJ69OihwsJCr2/aqJ1ge8vMhuedd97R8OHDvX5QQ3j89ZV5\nrb1nnnlG33zzjbZs2aJ27dqpoKBAc+bMUbt27TRw4MBIL6/eCqavzKs5Qj6NqqCgQGfOnFGrVq0U\nExOjmJgYnThxQs8995xSU1P9vq5Xr16KiopScXFxqG/d4LRq1Upt2rRx96xly5aqrKzUzz//7LFf\nSUmJWrZsGYkl1kvV++oL81qz5s2bKzo6WrfddpvH9q5du+rHH3+UxLyGKpje+sLMBq+oqEh79+71\nOtWHmQ2Pv776wrzW7MqVK8rNzdXy5cuVnZ2t7t276+mnn9aYMWP0+uuvS2JeQxFMX31hXkMTctiY\nNm2aDhw4oH379mnfvn0qKipS69atNXv2bH3xxRd+X3fgwAFVVlaqVatWob51g3P+/HmdPn3a3bP0\n9HTFxMQoPz/fvc+pU6d06NAhr1u5wr/qffWFea2Zw+FQnz59PG7FKl27XWv79u0lMa+hCqa3vjCz\nwVu9erU6dOig/v37e2xnZsPjr6++MK81MwxDhmHIbvf8cc1ut7vPJGFeay+YvvrCvIamxtOorly5\noiNHjki6dkj/xIkTKioqUlJSktq2bavk5GSP/WNiYtSyZUt17txZknT06FE5nU5lZ2crKSlJP/zw\ng+bMmaNevXqpX79+Fn1JdV9NfW3WrJkWLVqkUaNGqWXLljp+/Ljmz5+vFi1auE/1adq0qSZPnqy5\nc+cqJSVFzZo10+zZs9WzZ08NGDAgkl9aRIXbV+bVt0DfB+bOnavRo0fr7rvv1p///Gft2rVLGzdu\n1KZNmyQxrzUJt7fMrG+B+ipJv/32m9avX6958+Z5vZ6Z9S3cvjKvvgXqa//+/TVv3jwlJCQoNTVV\nBQUFeu+99/Taa69JYl79CbevzKuJarpV1a5duwybzWbYbDbDbre7/3/SpEk+969+69uTJ08aGRkZ\nRlJSkhEbG2t06tTJmDVrlvHLL7+YdDOt+qmmvv7+++/GwIEDjZSUFMPhcBjt2rUzJk2aZJw6dcqj\nRllZmZGTk2MkJSUZ8fHxxtChQ732aWjC7Svz6lsw3wfWrl1r3HrrrUajRo2Mnj17Gnl5eR41mFff\nwu0tM+tbMH1ds2aNERMTY5w5c8ZnDWbWW7h9ZV59C9TXc+fOGZMnTzbatGljNGrUyEhLS/N6zADz\n6i3cvjKv5rEZRg3HiwAAAAAgRGE9ZwMAAAAA/CFsAAAAALAEYQMAAACAJQgbAAAAACxB2AAAAABg\nCcIGAAAAAEsQNgAAAABYgrABAAAAwBKEDQAAAACW+D8OyLQpto0pnAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -373,8 +371,7 @@ } ], "source": [ - "with book_format.figsize(y=1.5):\n", - " book_plots.plot_errorbars([(160, 3, 'A'), (170, 9, 'B')], xlims=(145, 185))" + "gh.plot_errorbar2()" ] }, { @@ -397,7 +394,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxsAAAB6CAYAAADXnk6rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAALDE/wMe9K3HpjqJ/AAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -405,8 +402,7 @@ } ], "source": [ - "with book_format.figsize(y=1.5):\n", - " book_plots.plot_errorbars([(160, 1, 'A'), (170, 9, 'B')], xlims=(145, 185))" + "gh.plot_errorbar3()" ] }, { @@ -433,15 +429,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Average of measurements is 165.0330\n" + "Average of measurements is 164.9799\n" ] } ], "source": [ "import numpy as np\n", - "\n", "measurements = np.random.uniform(160, 170, size=10000)\n", - "print('Average of measurements is {:.4f}'.format(measurements.mean()))" + "print('Average of measurements is {:.4f}'.format(\n", + " measurements.mean()))" ] }, { @@ -464,13 +460,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Average of measurements is 164.9686\n" + "Average of measurements is 164.9642\n" ] } ], "source": [ "measurements = np.random.normal(165, 5, size=10000)\n", - "print('Average of measurements is {:.4f}'.format(measurements.mean()))" + "print('Average of measurements is {:.4f}'.format(\n", + " measurements.mean()))" ] }, { @@ -497,7 +494,7 @@ "data": { "image/png": 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Gh7OHdD2ygPZB7Tn9+mmWpC0h8WgiadfTAIiqGYW7k7tBfJGmCIVCYXTRN2F+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\nERERERFp+H8O90C8B0fT/gAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -505,14 +502,7 @@ } ], "source": [ - "# a lot of the plotting code is not particularly useful to read, \n", - "# so for each chapter I have placed the uninteresting code in a \n", - "# file named xxx_internal. I import this file and call whatever \n", - "# function I need. If you want to read the code, the file exists\n", - "# in the code subdirectory\n", - "\n", - "import gh_internal\n", - "gh_internal.plot_hypothesis()" + "gh.plot_hypothesis()" ] }, { @@ -535,7 +525,7 @@ "data": { "image/png": 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Oeirmt/dF/++/vtQmKz/XrTrnZlVaXqrjxccNQTLIEaT2Ue0N9adLTivrUJZX/Ycf7Zc6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\n8rpd0z9nS6q4XdP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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -543,7 +533,7 @@ } ], "source": [ - "gh_internal.plot_hypothesis2()" + "gh.plot_hypothesis2()" ] }, { @@ -564,7 +554,7 @@ "data": { "image/png": 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Qt99+63AMAAAA1bmc9FZm5KR3bMI4FW0/bdd2aNuPenh0smsCwnVxuCJ/6623qrCwUAcO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\n/w/jhU/LiTLZHwAAAABJRU5ErkJggg=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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -572,7 +562,7 @@ } ], "source": [ - "gh_internal.plot_hypothesis3()" + "gh.plot_hypothesis3()" ] }, { @@ -595,7 +585,7 @@ "data": { "image/png": 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ef/xxNW/eXJUqVdLGjRu1atUqjRgx4ma/xRYkj8AtutlPQW3hU1AAzowVZFGS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\nANsYeQQAAAAA2ETyCAAAAACwieQRAAA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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -603,7 +593,7 @@ } ], "source": [ - "gh_internal.plot_hypothesis4()" + "gh.plot_hypothesis4()" ] }, { @@ -625,9 +615,9 @@ "outputs": [ { "data": { - "image/png": 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uaAHAiBEj5HKKr68vhgwZgh9++AEAUFNTg+TkZIwYMUIWHAHA3t4eMTEx+Oij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\nAMCj/wF3GE5+F6mlVgAAAABJRU5ErkJggg==\n", 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eiBKJNASquv+wuFi7NxcIAC8v5eGwbVugZUv1fRCRwWgcHo8cOYLJkyfLHqekpKC4uBjH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\nlgbIh927B5w+/egnpaHSu/fgBMV/dGX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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -635,7 +625,7 @@ } ], "source": [ - "gh_internal.plot_hypothesis5()" + "gh.plot_hypothesis5()" ] }, { @@ -662,7 +652,7 @@ "data": { "image/png": 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URz0JIiIiIj9Ufj58+KE1Y7B0KXznA1YhXbtaMwYjRkCTJu4do4ibqUgQERGRysduh02b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\noKAAHR0dWLRoEVJSUtDT0zNh/6GhITzzzDMIDg5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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -670,7 +660,7 @@ } ], "source": [ - "gh_internal.plot_estimate_chart_1()" + "gh.plot_estimate_chart_1()" ] }, { @@ -691,7 +681,7 @@ "data": { "image/png": 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YMWMwevRoE7aWiIiIqPFSKBTw8WmBvXsLMXp0CXTLe9QICCjBnj1FHIO/EZMy4VepVACA\noKAghIWFwcvLC3PnzsWkSZOwevVqAMCWLVtw6tQprFixAoB4cLfs95qUH/KL05zmNKc5zWlOc7qp\nTisUCgwY0ALLl59HQkIhtm4VX7t3Z2LrVrU22ZelvU1l2lCkTPjbtGkDS0tL9OrVS2d+jx49cPny\nZQDAwYMHcebMGdja2sLKygrNmjUDAAQHB2PIkCEN3mbST2Iix1eWBeMgB8ZBDvzbJBfGwjQUCgXU\n6nwMGmSNbt1S0K1bCtq2zUCrVlbs2W/kFGp9u8SNyM7ODmvWrEFISIh2nmaEns8//1w7b/r06bh1\n6xZiYmJw9epVZGdna5ep1Wp4enrigw8+wGOPPabzgK+hXktMRERERNRQDJXDmuyh3fz8fJw/fx6A\nKOFJT09HcnIynJyc4OrqioULF2LSpEnw8/ODv78/YmNjER0djZ07dwIAOnbsiI4dO1bYr6ura6Wj\n+RARERERNUUm6+GPi4vD8OHDRSMUCm3tfWhoKDZu3AgAiIqKQmRkJDIyMuDu7o7w8HAEBwdXuU+l\nUolvvvkGEyZM0JnPHn4iIiIiamwMlcNKUdJjbEz45aGpy+Swa6bFOMiDsZAD4yAPxkIOjIMcmPDX\nAhN+IiIiImpsDJXDSjlKDxERERERGQYTfiIiIiIiM8aEnxoUx7qWA+MgD8ZCDoyDPBgLOTAO5oU1\n/EREREREEmINPxERERER1YgJPxERERGRGWPCTw2KNYFyYBzkwVjIgXGQB2MhB8bBvLCGn4iIiIhI\nQqzhJyIiIiKiGjHhJyIiIiIyY0z4qUGxJlAOjIM8GAs5MA7yYCzkwDiYF9bwExERERFJiDX8RERE\nRERUIyb8RERERERmjAk/NSjWBMqBcZAHYyEHxkEejIUcGAfzwhp+IiIiIiIJsYafiIiIiIhqxISf\niIiIiMiMmTThj4+Px/jx4+Hi4gKlUomoqKgK66SlpWHChAlwdHSEjY0N+vXrh9TUVO3yp59+Gvff\nfz9atmwJZ2dnBAUF4ezZsw15GlQLrAmUA+MgD8ZCDoyDPBgLOTAO5sWkNfx79uxBQkICHnroIYSE\nhGDdunUICQnRLr948SJ8fHwQGhqKqVOnwsHBAampqejduzdcXFwAAJ9++ik8PDzg6uqKmzdvIiIi\nAomJiUhPT4elpSUA1vATERERUeNjqBxWmod27ezssGbNGp2Ef8qUKbCwsMCWLVv03s+pU6fQp08f\nnDt3Dt27dwfAhJ+IiIiIGh+zf2hXpVIhJiYGPXv2REBAAJydneHj44Ovv/66ym3y8/OxadMmdO/e\nHV26dGnA1hIRERERyUnahD8zMxN5eXmIjIxEQEAADhw4gMmTJ2Pq1KnYvXu3zrpr166FnZ0d7Ozs\nEBMTg++//15bzkNyYU2gHBgHeTAWcmAc5MFYyIFxMC/SJvwqlQoAEBQUhLCwMHh5eWHu3LmYNGkS\nVq9erbPutGnTkJycjMOHD6NXr14IDAzE7du3q91/+X/EnG6YaW9vb3h7e0vTnqY6DYhYyNKepjxd\nNg4ytKepTmv+NsnSnqY8DfDvkwzT/P9ajmlDkTbhb9OmDSwtLdGrVy+d+T169MDly5d15tnb26Nb\nt27w8/PDN998g7/++gvbt29vyOYSEREREUlJ6od2fX190a1bN3z++efaedOnT8etW7cQExNT6X6K\niorQunVrrF69Gk888QQAPrRLRERERI2PoXJYkxa65+fn4/z58wBECU96ejqSk5Ph5OQEV1dXLFy4\nEJMmTYKfnx/8/f0RGxuL6Oho7Ny5EwBw4cIFfPPNNxg5ciTatGmDK1eu4O2330aLFi0wduxYU54a\nVaHsrUIyHcZBHoyFHBgHeTAWcmAczItJe/jj4uIwfPhw0RCFApqmhIaGYuPGjQCAqKgoREZGIiMj\nA+7u7ggPD0dwcDAA4MqVK5g5cyaSkpKQnZ2Ndu3aYejQoViyZAnc3d21x2EPPxERERE1NmY3Dr8x\nMeEnIiIiosbG7MfhJyIiIiKi+mPCTw0qMZHj+sqAcZAHYyEHxkEejIUcGAfzwpIeIiIiIiIJsaSH\niIiIiIhqxISfiIiIiMiMMeGnBsWaQDkwDvJgLOTAOMiDsZAD42BeWMNPRERERCShBn/T7o0bN5CQ\nkICzZ8/ixo0bUCgUaNOmDXr27IlBgwahTZs2dW4EEREREREZR7UJf1FREb788kts2rQJCQkJ1e5o\n0KBBeOKJJzBt2jQ0b97coI0kIiIiIqK6qbKGf926dejWrRvmzJkDR0dHfPjhhzhy5Aj+/PNP3Llz\nB/n5+bhy5QqOHDmCDz/8EI6Ojnj22WfRrVs3fPzxxw15DtSIsCZQDoyDPBgLOTAO8mAs5MA4mJcq\na/hdXFzw0ksv4cknn9S7Zig7OxsbN27EBx98gIyMDIM2tD5Yw09EREREjY2hctgqE/7i4mI0a9as\nTjutz7bGwISfiIiIiBobo794qz4Ju0zJPhERERFRU6b3OPzXrl3DyZMndeadPXsWM2fORHBwMLZv\n327wxpH5YU2gHBgHeTAWcmAc5MFYyIFxMC96j8M/ceJEZGZmIj4+HgCQlZWFHj16IDs7Gy1atEB+\nfj527NiBcePGGbXBdcGSHiIiIiJqbIxe0lPesWPHMHr0aO30F198gVu3biEpKQk3b96Er68v3nvv\nvTo3hIiIiIiIDE/vhP/mzZvo2LGjdnrXrl3w8/ODp6cnrKysEBwcjJSUFKM0koiIiIiI6kbvhL91\n69b466+/AAB37txBQkICRo0apV2uUChQWFho+BaSWWFNoBwYB3kwFnJgHOTBWMiBcTAv1b5pt6zB\ngwdj7dq16NGjB/bu3YvCwkKMHz9euzwtLQ2dOnUySiPJfHh7e5u6CQTGQSaMhRwYB3kwFnJgHMyL\n3j38kZGRaN68OSZOnIjPPvsM8+bNQ69evQAAJSUl2LZtG4YOHVqrg8fHx2P8+PFwcXGBUqlEVFRU\nhXXS0tIwYcIEODo6wsbGBv369UNqaioA4NatW3j++efRs2dPtGzZEp07d8acOXOQlZVVq3YQERER\nEZkrvXv477//fqSmpuLMmTOwt7dHly5dtMsKCgqwZs0a9OnTp1YHz8/Ph5eXF2bMmIGQkBAoFAqd\n5RcvXoSvry9CQ0OxdOlSODg4IDU1Fba2tgCAq1ev4urVq3j33XfRq1cvXLlyBXPmzMHkyZOxb9++\nWrWFiIiIiMgc6T0sp7HZ2dlhzZo1CAkJ0c6bMmUKLCwssGXLFr33s2fPHowdOxY5OTnaCwMOyykP\nTT0gbxWaFuMgD8ZCDoyDPBgLOTAOcjBUDqt3Dz8A3L17F59//jliYmKQnp4OAHBzc8Ojjz6KGTNm\nwNKyVrurlkqlQkxMDBYtWoSAgACcOHECbm5umD9/PiZNmlTldjk5OWjevDlatmxpsLaQ4fAPhxwY\nB3kwFnJgHOTBWMiBcTAvetfwZ2Zmon///nj66adx+PBh7fzY2Fg8/fTT6NevH/7++2+DNSwzMxN5\neXmIjIxEQEAADhw4gMmTJ2Pq1KnYvXt3pdtkZ2djyZIlmDlzJpTK6k+t/JPnnOY0pznNaU5zmtOc\n5rRM04aid8L//PPP4+zZs9iwYQOuX7+OEydO4MSJE7h+/To+++wznD17Fs8//7zBGqZSqQAAQUFB\nCAsLg5eXF+bOnYtJkyZh9erVFdbPy8vDuHHj4OrqihUrVhisHUREREREjZneNfz29vaYOXNmlW/T\nfemll7B+/Xrk5ubWqSHla/iLi4tha2uLiIgILF68WLveG2+8gejoaJ2XfOXl5WHMmDFQKBTYs2dP\nhXIe1vDLQ3PlyluFpsU4yIOxkAPjIA/GQg6MgxwavIa/WbNmcHNzq3K5m5sbmjdvXueGVHa8/v37\na4fg1EhLS9Npx+3btxEYGFhlsk9y4R8OOTAO8mAs5MA4yIOxkAPjYF70Tvj/9a9/4T//+Q+eeeYZ\nWFlZ6SwrLi7G1q1bERwcXKuD5+fn4/z58wBECU96ejqSk5Ph5OQEV1dXLFy4EJMmTYKfnx/8/f0R\nGxuL6Oho7Ny5E4BI9keNGoXbt29jx44duH37Nm7fvg0AcHJyqtBOIiIiIqKmpsqSnuPHj+tM37lz\nBy+++CIUCgWeeeYZdO/eHYDocf/kk0+gUCiwatWqWr18Ky4uDsOHDxcNUSigaUpoaCg2btwIAIiK\nikJkZCQyMjLg7u6O8PBw7YWFZvuy22r2FRsbiyFDhgBgSQ8RERERNT6GymGrTPhrGuWm0p0pFCgt\nLa1zY4yFCb88WBMoB8ZBHoyFHBgHeTAWcmAc5GD0hH/z5s112mFoaGidG2MsTPiJiIiIqLExesJv\nTpjwExEREVFjY6gctvZ1O0RERERE1GhUOUrPa6+9BoVCUesdLl26tF4NIvPGmkA5MA7yYCzkwDjI\ng7GQA+NgXgz60C5w7w25MmFJDxERERE1NkZ/8ZaMiTsREREREdUOa/iJiIiIiMwYE35qUImJidq6\nQDIdxkEejIUcGAd5MBZyYBzMS5U1/EOGDMErr7yC0aNH12qHe/fuxVtvvYXDhw8bpIGGwBp+IiIi\nImpsjF7D/+CDD+Kxxx5Dx44d8c9//hMjR46Et7c3HBwcdNa7desWEhMT8cMPP2Dbtm3466+/MHPm\nzDo3iIiIiIiIDKfaF29dunQJq1atwhdffIGbN28CABwcHODo6Ai1Wo2srCzk5uYCANq2bYvp06fj\nhRdeQOfOnRum9XpiDz8RERERNTYN+qbdu3fv4ujRo/jxxx+RmpqqTf7btGmDnj17YvDgwRg4cCCs\nrKzq3BBjYsIvD47rKwfGQR6MhRwYB3kwFnJgHOTQoAl/Y8eEn4iIiIgaG0PlsBylh4iIiIjIjDHh\nJyIiIiIyY0z4qUFxXF85MA7yYCzkwDjIg7GQA+NgXljDT0REREQkIdbwExERERFRjZjwExERERGZ\nMb0TfqVSia+++qrK5Vu3boWFhUWtDh4fH4/x48fDxcUFSqUSUVFRFdZJS0vDhAkT4OjoCBsbG/Tr\n1w+pqana5Z9++in8/f3h4OAApVKJy5cv16oN1LBYEygHxkEejIUcGAd5MBZyYBzMi6WhdqRSqWq9\nTX5+Pry8vDBjxgyEhIRAoVDoLL948SJ8fX0RGhqKpUuXwsHBAampqbC1tdWuU1BQgICAAAQFBWHu\n3Ln1Pg8yLr7AQw6MgzwYCzkwDvJgLOTAOJgXgyX8x48fh6OjY622CQwMRGBgIAAgNDS0wvJXXnkF\nAQEBePfdd7Xz3NzcdNZ58cUXAYBXoURERERElai2pGfVqlXo0qULunbtCgAICwtD165dK3w5Ojri\no48+wtixYw3WMJVKhZiYGPTs2RMBAQFwdnaGj48Pvv76a4Mdg4iIiIjI3FWb8Ldt2xYeHh7o1asX\nAMDFxQW9evXS+fLw8MDo0aPx7rvvYt26dQZrWGZmJvLy8hAZGYmAgAAcOHAAkydPxtSpU7F79+56\n77/8HQFON8y0piZQlvY05emy82RoT1Od5u+DHNNl4yBDe5r6NP8+mX66/O+FqdvTVKcNpdqSnilT\npmDKlCkAgGHDhuHVV1/FiBEjjNKQ8jTPBAQFBSEsLAwA4OXlhcTERKxevRpjxoxpkHaQYWlqAo31\nD5r0x/pMOXh7e/P3QQL8fZAL42F6/P/avEjz4i07OzusWbMGISEhAIDi4mLY2toiIiICixcv1q73\nxhtvIDo6GikpKTrbJyYmwsfHB5cuXULnzp11lvHFW0RERETU2Bgqh631Q7unT5/GxYsXcevWLVR2\nraBJ2OurWbNm6N+/v84QnIAYprP8g7tERERERFQ5vRP+CxcuYOrUqTh+/Hi169Um4c/Pz8f58+cB\niBKe9PR0JCcnw8nJCa6urli4cCEmTZoEPz8/+Pv7IzY2FtHR0di5c6d2H9euXcO1a9eQlpYGQFyQ\nZGVl4b777qv1qEFkfJpbg7xda1qMgzwYCzkwDvJgLOTAOJgXvUt6RowYgZ9++glvvfUWBg8eXGUy\nXZve97i4OAwfPlw0RKHQ3jEIDQ3Fxo0bAQBRUVGIjIxERkYG3N3dER4ejuDgYO0+IiIi8Prrr+vs\nQ6FQYNPCC44pAAAgAElEQVSmTdqLD5b0EBEREVFjY6gcVu+E39raGuHh4Vi6dGmdD2YqTPiJiIiI\nqLExVA5b7bCcZTk5OcHBwaHOByIiIiIiooand8I/Z84cfPHFFygpKTFme8jMVTamLzU8xkEejIUc\nGAd5MBZyYBzMS5UlPeXfaKtSqbBixQoUFRUhJCQEnTt3hoWFRYXtJk2aZJyW1gNLeoiIiIiosTF6\nDb9SqXfn/72dKRQoLS2tc2OMhQk/ERERETU2Rh+H/9ChQ3XeKRERERERyUGaN+0aE3v45cFxfeXA\nOMiDsZAD4yAPxkIOjIMcGnxYzsaMCT8RERERNTZGL+kpz9/fHwqFosrlCoUCLVq0gIuLC4YNG4Z/\n/vOfsLTUe/dERERERGQEevfwDxs2DH/++ScuXLgAR0dHuLm5Qa1W49KlS8jOzka3bt3QqlUrXLx4\nEbdu3YKnpycOHjyINm3aGPscasQefiIiIiJqbBr8xVuvv/46srKysHnzZmRmZiIpKQknTpxAZmYm\nNm3ahFu3bmHVqlW4fv06Nm7ciDNnzmDRokV1bhiZJ47rKwfGQR6MhRwYB3kwFnJgHMyL3j38AwYM\nwJAhQ/Duu+9Wunz+/Pk4cuQIfv75ZwDAM888g127duHq1auGa20dsYefiIiIiBqbBu/h/+233+Dm\n5lbl8vvuuw+nTp3STvft2xc3b96sc8OIiIiIiKj+9E7427dvj6+//rrSF2uVlJRg27ZtaN++vXZe\nVlYWWrdubZhWEhERERFRneg9jM5LL72E559/HgMGDMDTTz+N+++/HwBw/vx5rF+/HidPnsRHH30E\nAFCr1fj666/h4+NjnFZTo8VxfeXAOMiDsZAD4yAPxkIOjIN5qdU4/OvWrcOSJUuQlZWlM9/JyQkR\nERF49tlnAQBFRUU4duwYunTpgvvuu8+wLa4D1vATERERUWNjshdvFRcXIzExEenp6QBE7X7//v1h\nZWVV50YYGxN+IiIiImps+KbdWmDCT0RERESNjdHftHv58mUAQOfOnXWma6JZn6gyrAmUA+MgD8ZC\nDoyDPBgLOTAO5qXKHn6lUgmFQoGCggI0a9YMSmXNA/ooFIpKR/ExNfbwExEREVFjY/Qe/o0bN4oV\nLC11pg0lPj4e7733Hk6cOIGrV69i06ZNmDFjhs46aWlpWLRoEWJjY1FcXIwePXrgyy+/RI8ePQCI\nh4Pnz5+PrVu3oqCgAI888gjWrl2LTp06GbStRERERESNVZUJf2hoaLXT9ZWfnw8vLy/MmDEDISEh\nUCgUOssvXrwIX19fhIaGYunSpXBwcEBqaipsbW2164SFheG7777D1q1b0bp1a8ybNw9jx45FUlKS\nXnckiIiIiIjMXZ0e2i0sLMTNmzfRpk0bNG/evN6NsLOzw5o1axASEqKdN2XKFFhYWGDLli2VbpOT\nkwNnZ2ds3rwZkydPBgBcuXIF9913H/bs2YNRo0bprKvBkh7TYk2gHBgHeTAWcmAc5MFYyIFxkIOh\ncthadYMfPnwYvr6+sLW1RefOnZGQkAAAuH79OoYPH479+/fXuSFlqVQqxMTEoGfPnggICICzszN8\nfHzw9ddfa9dJSkrC3bt3dRJ7FxcX9OzZEz/++KNB2kGG5+3tzT8eEmAc5MFYyIFxkAdjIQfGwbzo\nnfDHxcVh5MiRyMnJwXPPPYeyNwbatm0LAPjss88M0qjMzEzk5eUhMjISAQEBOHDgACZPnoypU6di\n9+7dAIBr167BwsICTk5OOtu2a9cOf//9d43H0Fy5cprTnOY0pznNaU5zmtMyThtKlTX85S1ZsgR9\n+vRBQkICcnJy8NFHH+ksHzp0KDZv3myQRqlUKgBAUFAQwsLCAABeXl5ITEzE6tWrMWbMGIMch4iI\niIjI3Oldw9+yZUu88847eP7553Hjxg04OzvjwIEDGD58OABg/fr1eP7551FYWFjrRpSv4S8uLoat\nrS0iIiKwePFi7XpvvPEGoqOjkZKSgkOHDmHEiBG4fv26Ti+/h4cHJk2ahGXLlmnnsYZfHporV94m\nNC3GQR6MhRwYB3kwFnJgHORg9GE5y2vWrBlKSkqqXP7nn3/C3t6+zg0pf6z+/fsjNTVVZ35aWhrc\n3NwAAP369YOVlRX279+v89BuamoqBg0aZJB2kOHxD4ccGAd5MBZyYBzkwVjIgXEwL3on/IMGDcK2\nbdswd+7cCsvy8vKwceNGDBs2TO8D5+fn4/z58wBECU96ejqSk5Ph5OQEV1dXLFy4EJMmTYKfnx/8\n/f0RGxuL6Oho7Ny5E4C4ynnqqaewcOFCODs7a4flfPDBBzFixAi920FEREREZM70Lun55Zdf4Ofn\nhyFDhmDy5Ml46qmn8M4778DW1hYrV67E1atX8dNPP8HT01OvA8fFxWnLgRQKhfYh4NDQUO1LvqKi\nohAZGYmMjAy4u7sjPDwcwcHB2n0UFxdj/vz5+Oqrr1BQUIARI0ZU+uItlvQQERERUWNjqBy2VuPw\nHz58GM888wzS0tJ05t9///3YsGED/Pz86twQY2LCLw/WBMqBcZAHYyEHxkEejIUcGAc5mCThBwC1\nWo1ff/0VaWlpUKlU6NatG7y9vSu8KVcmTPiJiIiIqLExWcLfGDHhJyIiIqLGpsFH6XFzc8PQoUMx\nZMgQ+Pn5wd3dvc4HJSIiIiKihqF3wu/n54fDhw9jy5YtAMQbbQcPHowhQ4ZgyJAhePDBB43WSDIf\nrAmUA+MgD8ZCDoyDPBgLOTAO5qXWJT0ZGRk4cuSI9uvs2bNQq9Vo1aoVfH19ERMTY6y21hlLeoiI\niIiosZGihv/WrVvYuXMn3nnnHZw7dw6AGFNfNkz4iYiIiKixafAafgC4du0a4uPjtV+nT5+GpaUl\nvL298fLLL0s7LCcRERERUVOldw+/u7s7Lly4gJYtW2LgwIEYMmQIBg8ejIEDB8La2trY7awX9vDL\ngzWBcmAc5MFYyIFxkAdjIQfGQQ4NXtKjVCqhVCoRGBiI4cOHY+jQoXjooYekHn9fgwk/ERERETU2\nDZ7wnzt3DvHx8dqHddPT02FnZwdfX1/tSD0+Pj6wtKxVlVCDYMJPRERERI2NyR/azcjIQHx8PI4e\nPYoffvgBf/zxB6ytrZGfn1/nxhgLE34iIiIiamwMlcMq67LR7du3kZKSgt9++w2//vorMjIyAAB3\n796tc0OoaUhMTNTWBZLpMA7yYCzkwDjIg7GQA+NgXvTu4d++fbt2dJ5Tp05BpVLB2toaAwcOhJ+f\nH/z8/PDwww+jZcuWxm5zrbGHn4iIiIgaG5M8tOvo6AhfX18MHjwYfn5+8Pb2hpWVVZ0P3lCY8BMR\nERFRY9Pg4/D/+uuv6N27d6MYlYeIiIiIiAS9E35PT09jtoOaCI7rKwfGQR6MhRwYB3kwFnJgHMxL\nnUfpaUxY0kNEREREjY1JR+khIiIiIqLGwWQJf3x8PMaPHw8XFxcolUpERUXpLA8NDdW+3VfzNWjQ\nIJ11Lly4gMcffxzOzs5o1aoVgoODkZmZ2ZCnQURERGQW1Go17ubkoCAhAYXR0SiMjkZBQgLu5uSg\nCRSEmDWTJfz5+fnw8vLCqlWrYG1tXeFhYIVCgZEjR+LatWvar927d+tsP2rUKCgUCsTGxiIhIQHF\nxcUYN24c/1FKjOP6yoFxkAdjIQfGQR6MhWmo1WoU/vwzFJMmocXgwWjxr3+Jr8GDoQgORuHx48yv\nGjEpavjt7OywZs0ahISEaOeFhobi5s2b2LVrV6Xb7N+/H4GBgcjKytLWNOXm5sLR0RH79+/HI488\nol2XNfxERETUJB05AqjVgK8vYGFR6SqaZL9FQAAUZXImnXVatULh3r1oMWAAR2xsQGZfw69QKHD0\n6FG0a9cODzzwAGbOnInr169rlxcVFUGhUKB58+baec2bN4dSqURCQoIpmkxEREQkj23bgCFDgKFD\nAXd3YOVKIDu7wmolubmwWrasymQfABQ5ObCKiEBJbq4xW0xGIm3CHxAQgC1btuDQoUN4//33cfz4\ncQwfPhzFxcUAgIcffhi2trZYsGAB7ty5g/z8fMyfPx+lpaX466+/TNx6IiIiIhO7efPez3/8Abz0\nEtCpEzBrFnD6tHZRSUoKLPbvr3F3Fvv2oaTMdtR4SJvwBwcHY+zYsfDw8MDYsWOxZ88enDt3Dt9/\n/z0AoE2bNti2bRv27NkDOzs7ODg4IDc3F3379oVSWfNpla8P5HTDTGtqM2VpT1OeLjtPhvY01Wn+\nPsgxXTYOMrSnqU/z75Me02o1UFCAX/fuBVJTgZ9+Avbtw4XISODTT4EVK4DLl5HfsyfQrNm9Hdy5\nA3zyCdC7N+DpicTjx6G4cgX6FOkoABScO2ea822i04ai94u3TK1Dhw5wcXHB77//rp03cuRI/P77\n78jKyoKlpSXs7e3Rvn17TJ482YQtpepoXuBhrH/QpD++TEUO3t7e/H2QAH8f5NIk4lFaCuTmotnV\nq0ByMpCTA2Rnwyk5GfjxR+30fRcuAJaW2unemZlAQYEozbl7Fw+W2223ctM21bUhJQUtLl0y6GmR\nnKR9aLe869evw8XFBRs2bMC0adMqXefgwYMYNWoUUlNT0b17d+18PrRLREREBlVYKJLu/yXi2u+V\nzavsuwy18J06AenpKPjpJzEaTw2rqwEUJiTAutww6WQ8hsphTdbDn5+fj/PnzwMAVCoV0tPTkZyc\nDCcnJ7Ru3RrLli3DxIkT0b59e1y6dAnh4eFo164dHn/8ce0+Nm3ahB49esDZ2RnHjh1DWFgY5s2b\np5PsExEREelQqUTCXVNiXt2y/z1TaFLNmgEODuKrVauKP7dqBRw9CuzfL0qANNq0ASIigNmzAaUS\nlr17o3TUKFjWUMdfOno0LD08jHtOZBQm6+GPi4vD8OHDRSMUCu3YrqGhoVi7di2CgoJw8uRJZGdn\no0OHDhg+fDjeeOMNdOrUSbuP8PBwbN68GVlZWejSpQtmzZqFsLCwCsdiD788NKULTeJ2rcQYB3kw\nFnJgHOShVywKC/XrRa8qib99WzcBNhV7+4oJenXJe/nvLVpUv//Ll4H77rs3bWUFvPgisGSJOPb/\nqNVqFB4/jhajR1c5Uo/KwQFFe/ZwWM4GZqgcVoqSHmNjwk9ERCQJlUok3HUthcnOBoqKTH0W93rX\nq0vIq0ve7eyqHBffYIqKgIEDxTMCjz4qhuV0d690Vc1Y/FYREbDYt09b3qMGUBoQgLvLljHZNwEm\n/LXAhJ+IiMhAiopq15tefl5urhy963Z2tetNL79uTb3rsigqEuVHdnY1rqpWq1GSm4uS06ehyMgQ\n81xdYenhAUt7eyb7JsCEvxaY8BMREUH0rufl1b0UJidHlNOYmpVV/Uph7O2N37tOZACN/qFdappY\nJysHxkEejIUcGk0ciovr9oBp2d51lcrUZyF6m6tIyP+6cweldnZw8fCoOnlv0QJgb7NRNZrfCdIL\ne/iJiIgaglqtf+96VcsKCkx9FmJM+LqWwmh61y3Z31gvbm5Aly5AbOy9eXFxwPDhwKZNwIwZhjuW\nsfZbFykpQJ8+wL59wCOPGG6/b7wBzJ8PWFsbbp8Gwh5+IiKihnT3bt0eMC37XYbedVvbupfCODiI\npIi966alUFQeg6rm1yQ5GdixA3jiCd1Rfeq7X0ObNw/w8zNssg8A06YBTz4JfPWVHOdpBEz4iYjI\n/KnVQH5+/V6UdOeOqc9C9IzXpje9fBLP3nXzUFlxxtCh4g5QXeKbnAy8/rroyS+f8Ndnv4Z07Bhw\n4ACwc6fh992lCzBiBPDee8CCBYbfvwT4W08NijWBcmAc5MFY6EnTu17X0WFycoDSUlOfBWBjU7de\ndc33li3NtgdSwyx/J0pLxfMXxiwZUSjEUKH1UeZCQicO9d2vIaxdC7RtC4wZY5z9h4QAffsCTz8t\nftfMDGv4iYjIuNRq0Tte1zHXs7Pl6F23sKj9WOvle9etrEx9FlQXmzeLko8ffgCOHBH17H//DTzw\nALB4MRAcXPm6P/4opjMygPXrRQ18URHw/vvAl18Cf/whHkD28xM97H366B43IwN46SVRsw6I3vYP\nPhAlLV27AocO3Vu3qlr74mLgww9Fucr58+LfYPfuQGgo8Oyz4o27r79e8ZxnzBD7qmq/N24Ay5YB\n330HZGYC7doB48eLfbVuXfHzOHgQSEoC1q0D/vxT3El45RWRaNekpARwdBT7//LLmtevq/BwcR6V\nvMTVVFjDT0REDaOkpPredX2Sdhl611u2rN+LkmxszL53nWrw8svi4vO558SF7KZNwOTJYqjS8g+0\nzp8vfneeeUZc7PXoIe5UBQSI8pSQEOCFF8Tvx/r1gK8vEB8P9Osnts/OBoYMAa5cAWbPBnr1upd8\nV/fwdtl/o8XFwOjRwOHD4ntIiLjAOHUK+PZbkfD/4x/AtWvAp5+KBLxnT7Ftt25V7zcnBxg0CLhw\nAXjqKdEzfuKESOYPHQKOHxfPipS1eLH4nGbPFncM1q0TFx333y/2VZ2kJFGS5+NT/Xr1NXQoEBkp\nVcJvKEz4iYjMmaZ3vT4vSsrPN/VZAEpl/UphWrVi7zrV382bIlnWvMRq1izAy0s8TBocrPsyrsJC\n4ORJ3XkffCCS7337gJEj782fMwfo3VtcJGhG3lmxAkhP1+1ZnzULmDsXWLVKv/Z++KE43uLFwJtv\n6i7TFHh4eoq38X76qWjTkCE173fFCuD330WZzaxZ9+b36SMuhlasqHjXoLgY+OWXe88CTJwo7lKs\nXl1zwn/mjPhe/iJE49NPxR2H1FRxUZOeLu46/PabaIuLS83nBIgLil9+EQ/XK5X6bdNIMOGnBmWW\ntZmNEOMgjxpjUVIixk6vz4uSSkoa8IyqYG1dt151zXdbW6P2rvN3Qh5Sx2L2bN031trbi4R38WLR\n+x4QoLtu+bfxfvGF6EHv21ckqGWNGAF8/rko+WneXIya0759xZKXl1/WP+H/8ktRXrN0acVlNfw+\naeNQ2cJvvwWcnYGZM3XnP/MM8NprYnn5hH/OHN0Hfzt2BNzdxYVDTa5fF9/LlgpprF8PPPQQ0L+/\nSNZHjhRlRJ07izsWM2bon/A7Ooq/lxcvVn1x0Ugx4acGJeUf8CaIcWggarW49V5NQu6t+fmDDypf\nJy/P1Gdxr3e9rqPDtGolx0N/1eDvhDykjoWm3KWyeRcv6s53d6+47tmzoue/bdvK969QiAuBTp1E\nff+AARUT8/btxe+UPs6fFxcXdfj908YhLq7iwosXRW94+V5wCwvxfEBycsVtunatOK91a/GcQk00\nn0Flj53evCmSfUD07CuVQFCQ+Nt7+LB4PkJfCoVI+rOymPATETUZpaX6965XtezuXVOfhehlrOuY\n65redTO7vU1kdC1bVpynVosSoJUrq96uTRvjtcmULCwqn6/P2DGaC6SsrIrLFi2693NcnKjDB8Rd\nxfLJfmysKJ2q6oJL004zfFaHCT8RmSe1WvSk1edFSbdvm/osxH88teldLz+vVStRHkBE9XfmDDBu\nXMV5QOU92OW5u4vacn//mpPKrl2BtLSK9eR//SX+RunjgQfEXYXi4up7+Wub4HbtKurlS0t1E/mS\nEtFmfT6L2vD0FN/Pn69+vYMHdZ8pKG/hQiAmpvp9ZGWJkXrMDBN+alBS12Y2IY0iDipV1b3r+ibt\nxcWmPguRbFeTmP+Zn48SW1vc5+VVeRJvZ8fe9QbQKH4nmgipY7FunajNt7cX0zk5wMcfizIQTc9y\ndUJCxIudVq4Uw22W9/ff95LNoCDg7bdFXX9o6L113nlH//ZOnSqS3DffrFhTr1bfS/Q1I+rcvKld\nXG0N/+OPi9FsPvtM1O1rrF8vSpJmz9a/jfro00d85seO6c4vLRWjAj3yiBhp6Nw53TisWCHOHxAd\nOPn51Sfzmvd1MOEnqh8p/4A3QQ0Sh8LCuj1gqvmem2v8Nuqjvr3r5R/aK6dTA50GVY9/m+QhdSza\nthV19U88cW9YzitXROJbw+86AODFF8X4/AsWiETV318kspcvi95pa+t7Y+svXCjGzn/6aTEspWZY\nzp9+EmU/+pTCvPgisGuXSPg1D7S2aAGcPi164n/4Qaynqcdfvlz0cNvYwLtrVzG/shr+hQuBbdvE\nsJ4nToiE/ORJYONGMfyoJsnWhz7nYWEBTJggHmQue7fik0/EqEBnzwK7d4syKs0DujEx4g4HAHzz\nDbB9u7gwW75cDLtpY1PxOElJouRK8meO6oIJPxFVpFKJ3pC6lsJkZ8vRu96sWf1q1+3sqq47JaKm\n5513xFj5a9bce/HWl18C//qX7npVlchYWgLffy+Gs9yyRbz0ChAP6fr46I7l7+AgXvI1b57o5QeA\nYcNEHfojj1R+jPLzrKyA/fvFi76++kqMWtOihSgteuKJe+u5uopk/Z13xGg6d++Kuwqace/L79fe\nHkhIuPfirU2bxMPEs2eLUXrKJ9NVfR4Khf7lRLNni9F3YmJE8g+IdxdMnQpERwMPPijuwCxcCLi5\niS/NCEcTJ4rhVEeO1D3v8g4fFndWzBDftEtkjoqK6lcKk5urX6+Lsdnb1+/Npvr0uBER1UTztti4\nOP3GqSfjCAwUZTnx8bXfdtgwUXLUvXvly1UqMbzn7t3iAkwSfNMuNUpS12bKQtO7Xp8XJRUVmfos\nRM9SXXvXHRyaTO86fyfkwDjIg7GQg5RxeP990ZN/4IB4b4G+iorEMKfdu4tnDCobCembb8Q+JUr2\nDclkCX98fDzee+89nDhxAlevXsWmTZswo8ytrNDQUHyuuYX1PwMHDsSPP/6onb569SoWLFiAQ4cO\nITc3F927d8fChQsxZcqUBjsPqplarUZubi5SUlJw5coVAEBRURF69+4Ne3t7KMxt+KuiotqXwJRN\n3mXpXbezq3vtuqZ33dxiawRS/WfahDEO8mAs5CBlHHr1qttQx7/9JmrzAfHys7Aw3eXXr4vSrK1b\n699GSZks4c/Pz4eXlxdmzJiBkJCQCkmfQqHAyJEjsWXLFu28ZuUeopg2bRry8vLw3XffoW3btti+\nfTumT58OV1dX+NXmRQtkNGq1Gj///DOWLVuG/fv36ywbPXo0XnvtNfj4+MiT9KtU4kVHtR1rvez3\nwkJTn4WoE61P7bq9ve4bEYmImjpZ/p+i2rv/fvFA7/r19+r/y1q+XIy2ZG3d8G1rIFLU8NvZ2WHN\nmjUIKfP66NDQUNy8eRO7du2qdrvVq1fr3Blwc3PDCy+8gHnz5mnnsYbfNDTJfkBAgE4MymrVqhX2\n7t2LAQMGGCbpLy6uXylMbq5I+k3N1rZ+vevW1vzPiYiIqJEz+xp+hUKBo0ePol27dnBwcMDQoUOx\nfPlytC3zdrTAwEBER0dj3LhxcHBwwK5du3Djxg2MqE1dFxlNbm4uli1bVmWyD4h/yBEREYiOjkYr\ne3vd3vW6DOlYUNCAZ1gFC4u69apr1m2A3nUpazObKMZCDoyDPBgLOTAO5kXaHv7o6GjY2NigS5cu\nuHjxIl599VWUlpYiKSlJW9pTUFCA8ePH4+DBg7C0tETz5s3x1VdfYVy5t+Cxh980EhISMHjw4BrX\n8wTwY/fusL1wQY7edRub+o0M07Ile9eJiIio3gyVw0r7+sbg4GCMHTsWHh4eGDt2LPbs2YNz587h\n+++/164zbdo03L59GwcPHkRSUhIWLFiA6dOn49SpUzXuX3PlymnjTWse0K1JKADb8+cNk+wrlUDr\n1ijq2FEMr+XvDwQF4cbYseIFJMuWAStX4uKSJcB//ytedJKYiN++/VY8uV9cDOTlIXHnTvFikh9/\nBHbvRuJLL4nxfd9+G1i0CIne3sDkyWKIsEGDkHjnjniy38YGUCik+Pw5zWlOc5rTnOZ04542FGlL\nesrr0KEDXFxc8PvvvwMAzp49i2+//Ra//vorPD09AQCenp44cuQI/v3vf2P9+vWmbC7VwjYAs1q1\nQsucHNE73qoVClq0gHW7dtqe88y7d+F8//3a3vU/bt5E1759tb3qv166hAeHDtUm3L8lJurchryU\nmIg2ZaZvJiaiS5npIrUacHJqyNMmIiIiahDSlvSUd/36dbi4uGDDhg2YNm0aTp8+DU9PT/z222/w\n8PDQrjd69Gi4urris88+085jSY9p6FvSAwAJR45g0IABYux2MjpNDwJrM02PsZAD4yAPxkIOjIMc\nGv1Du/n5+Th//jwAQKVSIT09HcnJyXByckLr1q2xbNkyTJw4Ee3bt8elS5cQHh6Odu3a4fHHHwcA\n9OjRAz169MCcOXPw3nvvoXXr1tixYwcOHDiA7777zlSnRWX07t0bo0aNqjAcZ3mjR4+Gh6cnk/0G\nxD/g8mAs5MA4yIOxkAPjYF5M1sMfFxeH4cOHi0YoFNA0IzQ0FGvXrkVQUBBOnjyJ7OxsdOjQAcOH\nD8cbb7yBTmXegPbHH3/g5ZdfxtGjR3H79m10794d8+bNw/Tp03WOxR5+01Cr1Th+/DhGjx5d5Ug9\nDg4O2LNnj+GG5SQiIiIyE4bKYaUo6TE2JvymoxmLPyIiAvv27dNZFhAQgGXLljHZJyIiIqoEE/5a\nYMJvWmq1Grm5uTh9+jTOnTsHAHjggQfg4eEBe3t7JvsmwNpMeTAWcmAc5MFYyIFxkAMT/lpgwk9E\nREREjY3Zj8NPRERERET1x4S/CYiLi4NSqURUVJSpm2J0KSkpsLS0xMGDB6tcR1NW1BB27tyJ5s2b\na98fQURERNTQmPCbieTkZERERCA9Pb3S5QqFwuS18snJyZg5cyZ27dpltGPMmzcPfn5+eOSRRypd\n/sknn2Dy5Mk672kwpsceewyenp54+eWXG+R4+kpMTDTa2/yodhgLOTAO8mAs5MA4mBfW8JuJzZs3\n48knn0RcXByGDBmis0ytVuPu3buwtLSEUmm6a7zq2mgIx44dg6+vL3bu3Ilx48ZVWL5+/Xrk5ORg\n/sWn1h8AABfxSURBVPz5eOutt+Ds7IynnnrK4O0ob8uWLZgxYwZSUlLQq1cvox+PiIiIzANr+KlS\nlV2/KRQKNGvWzKTJflnGusZcu3Yt2rZtizFjxlS6fMiQIZg/fz4AIDw8HL6+vkZpR3kTJkxAy5Yt\n8fHHHzfI8YiIiIjKkiMDbKKKiooQGRkJDw8PWFtbw9HREePHj0dycrLOeoWFhYiIiMADDzwAGxsb\nODo6wsvLCwsXLgQARERE4MknnwQA+Pv7Q6lUQqlU4oknngBQeQ3/5s2boVQqcejQIbz55ptwc3ND\ny5YtMWDAACQkJGi3Gzx4MGxtbdGxY0e8+eabFc4hLy8Pr776KgYMGIC2bduiRYsW6N69O8LDw1FQ\nUKBdr6Y21ubzqExJSQl27NiBESNGwMLCotJ1HnjgAZ3pHj161LhfQ7CxsYGfnx+++eabBjkeERER\nUVmWpm5AU3X37l0EBATg2LFjCAkJwQsvvIDs7GysX78evr6+iI+PR79+/QAAzz77LDZt2oQZM2Zg\n0KBBKCkpQVpaGmJjYwEA//jHP3Dt2jV8+umneOWVV9CzZ08AQLdu3XSOWVkN/6JFi6BSqRAWFoai\noiK8//77CAgIwIYNGzB79mzMmjUL06dPR3R0NJYuXYouXbpg6tSp2u2vXLmCDRs2YOLEiZg2bRos\nLS0RFxeHFStW4OTJk9i7d2+FNj7xxBPaGntNG2vzeVQmKSkJ+fn58PHxqWtIjGrgwIHYt28fzp07\nV+HCwxQ4vrI8GAs5MA7yYCzkwDiYGXUTkJ2drf2SxcqVK9UKhUK9f/9+nfm5ubnqzp07q4cNG6ad\n5+joqH700Uer3d+mTZvUCoVCffjw4QrLYmNj1QqFQh0VFVVh/X79+qnv3r2rnf/dd9+pFQqF2tLS\nUp2UlKSdX1xcrO7QoYP64Ycf1tl3cXGxuqSkpMIxlyxZolYoFOrjx4/r1cbafB6V2bhxo1qhUKh3\n7dpV6fJPPvlEvXz5cvX06dPVP/zwg/qzzz5TR0ZGqidPnqzOyMiodt+GsGXLFrVCoVBv377d6Mci\nIiIi82CoHJYlPSbyxRdfoGfPnujbty9u3Lih/SoqKsKIESNw9OhRFBUVAQAcHByQkpKC06dPG7wd\ns2fPhqXlvRs9gwcPBgA8/PDD6Nu3r3a+lZUV+vfvj/Pnz+tsb2VlpS2hKSkpwa1bt3Djxg1tD/7x\n48f1akdtPo/KXL9+HQDQunXrCsvWr1+Phx56CIsXL8bzzz+PiRMnwsnJCd7e3ti6datRPtfynJyc\nAACZmZlGPxYRERFRWSzpMZGzZ8+isLAQbdu2rXS5QqHAjRs30KlTJ3z44YeYPn06PD090bVrV/j7\n+2PcuHEYN25cvYfa7Nq1q860o6MjAKBLly4V1nV0dMTNmzcrzF+7di0+/vhjnDlzBiqVSmfZrVu3\n9GpHbT6PqpYDlT8QfPPmTfTv3x8AkJ6eDqVSiaCgIBQUFODw4cPw8/PTq431oWmXqYdGJSIioqaH\nCb+JqNVqeHl5YeXKlVWu06ZNGwDA+PHjcenSJezevRuHDx/GgQMHsGHDBvj5+eHAgQOwsrKqczuq\nesC1qvnlrVy5EvPnz8fo0aMRFhaGjh07olmzZrhy5QpCQ0MrXAAAQGpqaqVDh+r7eVRGc6GQlZVV\nYdmiRYu0P8fFxWHo0KEAAGtr60qT/djYWPTu3bvKi4+qXLhwAcuXL8fGjRsrLNO0q7b7NBbWZsqD\nsZAD4yAPxkIOjIN5YcJvIu7u7sjMzIS/v79evb6Ojo6YOnWq9oHZRYsWYcWKFdi5cycmTpxosp7j\nLVu2oEuXLtizZ4/OfM3DumVp2ljZ6Di1/TzK8/T0BIAKJUflHTx4ELNmzap2nYULFyImJqZWx1+9\nejWSkpJw6dKlSpdr3rTbu3fvWu3XWPgHXB6MhRwYB3kwFnJgHMwLa/hNJCQkBNeuXauyR/vvv/8G\nAKhUKmRnZ1dY3qdPHwD3SmZsbW0BoNKSG0Mqn4xr6v/L9uSXlJTg7bffrrBtdW3U9/OoSp8+fWBv\nb49jx47pzC8tLcUPP/wAlUqFq1ev4ty5c9oefgBYsWKFzvq3b99Gfn4+2rVrV+3xynvuuecQGhpa\n5fKffvoJ7du3R/fu3Wu1XyIiIqL6Yg+/ibz44ov44YcfsGDBAhw6dAj+/v6wt7fH5cuXcfDgQVhb\nW+PQoUPIzc1Fhw4d8Nhjj6FPnz5wdnbGxYsXsW7dOrRu3Vr7RlkfHx8olUosX74cWVlZsLGxQdeu\nXQ0+TGX5GvmJEyciPDwcgYGBePzxx5Gbm4uvvvoKzZo1q7BtdW3U9/OoioWFBSZMmIAdO3aguLhY\ne/xPPvkEzz33HM6ePYvdu3ejZcuWcHFxAQDExMT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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -699,7 +689,7 @@ } ], "source": [ - "gh_internal.plot_estimate_chart_2()" + "gh.plot_estimate_chart_2()" ] }, { @@ -734,7 +724,7 @@ "data": { "image/png": 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bt89ofV5eHn744Qfk5+fj0qVLOHnypGGEHwBmzJhh1P727dvIzMxEw4YNjdbv\n378fjRo1QqtWrUrtR3l4e3ub3NbHx8fix6fKZ9WSnkOHDqFfv34AZO1bXFwc4uLiEB0djWXLlmHI\nkCFYvHgxEhISMGnSJPj5+WHVqlUIDw8HADg4OGDnzp2YNWsWUlNT0bBhQ/Tt2xf79u0z+hqM1MH5\nxtXAOKiDsVBDVcVBFCjpmTRpEn744Qe8/PLLhpp8V1dXnD9/Htu2bYOTk5OhNh8AgoODoWkaTpw4\nYTR3fNu2bdGwYUMcP34cDz74oOGi19KYc+z09HQ0btwYQ4YMQadOndCgQQOcPXsWixYtQr169fDo\no48CALp16wadTofp06fj5s2bcHZ2RvPmzdGtWzezXiNzYjFs2DDExsYiPDwcjz32GNLT0/HFF1/A\n3t6+2Pal9dHceBRmY2ODoUOHYt26dcjJyTH04eOPP8Zzzz2HEydOYNOmTahTp44hwd64caNR+dDX\nX3+NtWvXwsPDA9OnT0dMTAycnZ2RkZGB3bt345///KfJr405OnTogIEDB5ZZxx8aGor27dtXSh+o\nklnmCwe1saSHiIiqwvLly4VOpyu2ZCQ4ONiopEcIIXJzc8W8efNE165dhbOzs3B2dhZ+fn5izJgx\n4ocffiiyjy5dugidTmc0F70QQowePVrodDrx2muvmdxXU4+dk5MjYmNjRbdu3YSnp6dwcHAQzZo1\nE//4xz/EmTNnjPa5cuVK0a5dO2Fvb29UlpOYmCh0Ol2Rkp6SXquSSnqio6OFTqczLOfl5Yl3331X\ntGzZUjg4OAhfX1/xyiuviBMnThRb0lNaH815TUpy8OBBoWma+M9//mNYl5ycLMaMGSPefPNNsW7d\nOvHpp5+KJ598Urz55ptFSpmFkFOKFixLFuJeKdKxY8fK7EN55Ofni/3795c6Lae7uzun5bQCS+Ww\nmhA1/9ZpBS+gcXNzs2JPiIiIqCYLDw9HZmYmdu3aVa7nBwcHY8mSJUalOwEBAWjevHml3mlXCIED\nBw4gPj4emzdvNtoWFhaGuLg4dO/e3TAbEVUNS+Wwyk7LSTUT65XVwDiog7FQA+Ogjuoeiw8//BD7\n9u3D1q1bzX5udnY2fv/9d7Rq1cowLeq6detw/PjxCs+GVBZN09C9e3esWbMGTz/9tGH92LFjsXr1\naib71Zyy03JSzcR6ZTUwDupgLNTAOKijuseiXbt2Re4tYKpff/0V/v7+AOSNwGJiYhAREYGsrCxL\ndrFEmqZ5sVTPAAAgAElEQVTBzc0N999/v2Gdt7c3qyNqAI7wExERESmgZcuWqFOnDpYsWYKhQ4da\nuztUg3CEn4iIiEgB7u7u+PLLL63dDaqBOMJPVaq612bWFIyDOhgLNTAO6mAsiCyPI/xUpap7bWZN\nwTiog7FQA+OgDsaCyPJMTvivX7+OPXv24MSJE7h+/To0TUP9+vXRtm1b9OzZE/Xr16/MfhIRERER\nUTmUmvBnZ2fj888/x/Lly7Fnz55Sd9SzZ088+eSTGDNmDBwcHCzaSSIiIiIiKp8Sa/gXLVqEFi1a\nYOLEifDw8MCcOXOwe/du/Pnnn/j777+RmZmJixcvYvfu3ZgzZw48PDzw7LPPokWLFvjoo4+q8hyo\nGmFtphoYB3UwFmpgHNTBWBBZXol32vX29saLL76Ip556yuT5V1NTU7Fs2TLMnj0bFy5csGhHK4J3\n2iUiIiIyTUJCAqZNmwYAiI2NRUJCgpV7VHtZKoctsaTn999/h729vVk7c3d3x+TJk/Hcc8+Vu0NE\nRERERGQ5JZb0mJvsW+q5RERERERkOSbPw3/lyhX89NNPRutOnDiBp59+GiNGjMDatWst3jmqeVib\nqQbGQR2MhRoYB3UwFkSWZ/K0nM899xyuXr2KXbt2AQBu3ryJvn37IjU1FY6Ojvj666+xbt06PPro\no5XWWar+OL+yGhgHdTAWamAc1MFYEFmeySP8+/btQ2hoqGH5s88+w61bt3D48GHcuHEDvXr1wgcf\nfFApnSQiIiIiovIxOeG/ceMGmjRpYljesGEDgoKC0LFjR9jZ2WHEiBE4evRopXSSiIiIiIjKx+SE\nv169erh8+TIA4O+//8aePXswcOBAw3ZN05CVlWX5HlKNwtpMNTAO6mAs1MA4qIOxILI8k2v4e/fu\njYULF6JNmzb4/vvvkZWVhcGDBxu2nzp1Cvfdd1+ldJJqDtZmqoFxUAdjoQbGQR2MBZHlmTzCn5CQ\nAAcHBwwbNgyffPIJJk+ejHbt2gEAcnNz8dVXX6Fv375mHXzXrl0YPHgwvL29odPpsHLlyiJtTp06\nhaFDh8LDwwPOzs7o0qULUlJSAAC3bt3C888/j7Zt26JOnTpo2rQpJk6ciJs3b5rVDyIiIiKimsrk\nEf6WLVsiJSUFx48fh6urK5o1a2bYdufOHSxYsACdOnUy6+CZmZnw9/dHVFQUIiMjoWma0fazZ8+i\nV69eiI6OxhtvvAF3d3ekpKTAxcUFAHDp0iVcunQJM2fORLt27XDx4kVMnDgRI0eOxObNm83qCxER\nERFRTWRywg8AdnZ2eOCBB4qsr1u3LiIiIsw+eHh4OMLDwwEA0dHRRbZPmzYNYWFhmDlzpmGdr6+v\n4ff27dvjP//5j2G5efPmmDlzJh555BFkZGQYPhiQOvR1mfzK1roYB3UwFmpgHNTBWBBZnlkJ/927\nd/Hpp59i48aNOHfuHACZgD/88MOIioqCra1ZuytVfn4+Nm7ciFdffRVhYWE4cuQIfH198dJLL2H4\n8OElPi8tLQ0ODg6oU6eOxfpClsM3cDUwDupgLNTAOKiDsSCyPJNr+K9evYquXbti3Lhx2Llzp2F9\nYmIixo0bhy5duuCvv/6yWMeuXr2KjIwMJCQkICwsDFu3bsXIkSMxevRobNq0qdjnpKam4vXXX8fT\nTz8Nna70Uys8AwCXucxlLnOZy1zmMpeNl/UzNKrSn9q2bCkmJ/zPP/88Tpw4gaVLl+LatWs4cuQI\njhw5gmvXruGTTz7BiRMn8Pzzz1usY/n5+QCAiIgIxMTEwN/fHy+88AKGDx+O+fPnF2mfkZGBRx99\nFD4+PpgxY4bF+kFEREREVJ1pQghhSkNXV1c8/fTTJd5N98UXX8SSJUuQnp5ero7UrVsXCxYsQGRk\nJAAgJycHLi4uiI+Px9SpUw3t3n77baxZs8boJl8ZGRkYNGgQNE3Dd999V6ScJy0tzfC7m5tbufpH\nlqH/5MqvbK2LcVAHY6EGxkEdjIX1JSQkYNq0aQCA2NhYJCQkWLlHtZelcliTi+7t7e2NLpgtzNfX\nFw4ODuXuSHHH69q1q2EKTr1Tp04Z9eP27dsIDw8vMdkntfANXA2MgzoYCzUwDupgLIgsz+SE/4kn\nnsD//d//Yfz48bCzszPalpOTg9WrV2PEiBFmHTwzMxOnT58GIEt4zp07h+TkZHh6esLHxwdTpkzB\n8OHDERQUhJCQECQmJmLNmjVYv349AJnsDxw4ELdv38a6detw+/Zt3L59GwDg6elZpJ9ERERERLVN\niQn/wYMHjZaHDRuG3bt3o2vXrhg/fjxatWoFQI64f/zxx9A0DY8//rhZBz906BD69esHANA0DXFx\ncYiLi0N0dDSWLVuGIUOGYPHixUhISMCkSZPg5+eHVatWGabyPHz4MA4cOABN0+Dn52fYr6ZpSExM\nRJ8+fczqDxERERFRTVNiwt+jR48Sn/Tss88Wu75fv37Iy8sz+eDBwcGGi3NLEhUVhaioqHI/n9TC\n2kw1MA7qYCzUwDiog7EgsrwSE/5ly5ZVZT+oluAbuBoYB3UwFmpgHNTBWBBZXokJf3F3viUiIiIi\nourF5Hn4iYiIiIio+ilxhP/NN9+Epmlm7/CNN96oUIeoZmNtphoYB3UwFmpgHNTBWBBZXqkJf3kw\n4afS8A1cDYyDOhgLNTAO6mAsiCyvxISfs98QEREREVV/rOEnIiIiIqrBmPBTlUpKSjLUZ5L1MA7q\nYCzUwDiog7EgsrwSS3r69OmDadOmITQ01Kwdfv/993j33Xexc+fOCneOah7WZqqBcVAHY6EGxkEd\njAWR5ZWY8D/wwAMYMmQImjRpgscffxwPPfQQAgMD4e7ubtTu1q1bSEpKwg8//ICvvvoKly9fxtNP\nP13pHSciIiIiorKVmPD/+9//xosvvoi5c+di2bJlmDlzJgDA3d0dHh4eEELg5s2bSE9PBwB4eXlh\n7Nix+Ne//oWmTZtWTe+JiIiIiKhUJSb8AODr64vZs2djxowZ+PHHH7F3716kpKTgxo0bAID69euj\nbdu26N27N3r06AE7O7sq6TRVX5xfWQ2MgzoYCzUwDupgLIgsr9SEX8/Ozg4hISEICQmp7P5QDcc3\ncDUwDupgLNTAOKiDsSCyPM7SQ0RERERUgzHhJyIiIiKqwZjwU5Xi/MpqYBzUwViogXFQB2NBZHkm\n1fATWQprM9XAOKiDsVAD46AOxoLI8jjCT0RERERUgzHhJyIiIiKqwUxO+HU6Hb744osSt69evRo2\nNjZmHXzXrl0YPHgwvL29odPpsHLlyiJtTp06haFDh8LDwwPOzs7o0qULUlJSDNsXL16MkJAQuLu7\nQ6fT4fz582b1gaoWazPVwDiog7FQA+OgDsaCyPIsVsOfn59v9nMyMzPh7++PqKgoREZGQtM0o+1n\nz55Fr169EB0djTfeeAPu7u5ISUmBi4uLoc2dO3cQFhaGiIgIvPDCCxU+D6pcrM1UA+OgDsZCDYyD\nOhgLIsuzWMJ/8OBBeHh4mPWc8PBwhIeHAwCio6OLbJ82bRrCwsIwc+ZMwzpfX1+jNpMmTQIAjgYQ\nERERERWj1JKeuXPnolmzZmjevDkAICYmBs2bNy/y8PDwwLx58/DII49YrGP5+fnYuHEj2rZti7Cw\nMDRo0ADdunXDl19+abFjEBERERHVdKUm/F5eXmjfvj3atWsHAPD29ka7du2MHu3bt0doaChmzpyJ\nRYsWWaxjV69eRUZGBhISEhAWFoatW7di5MiRGD16NDZt2lTh/Rf+RoDLVbOsr81UpT+1ebngOhX6\nU1uX+fegxnLBOKjQn9q+zPcndZYvX76sVH9q27KllFrSM2rUKIwaNQoAEBwcjNdeew0DBgyolI4U\npr8mICIiAjExMQAAf39/JCUlYf78+Rg0aFCV9IMsS1+bWVn/oMl0rJNVQ2BgIP8eFMC/B7UwHkSW\npQkhhLU7AQB169bFggULEBkZCQDIycmBi4sL4uPjMXXqVEO7t99+G2vWrMHRo0eNnp+UlIRu3brh\njz/+QNOmTY22paWlGX53c3OrxLMgIiIiqt4SEhIwbdo0AEBsbCwSEhKs3KPay1I5rNkX7R47dgxn\nz57FrVu3UNxnBX3CXlH29vbo2rWr0RScgJyms/CFu0REREREVDyTE/7ffvsNo0ePxsGDB0ttZ07C\nn5mZidOnTwOQJTznzp1DcnIyPD094ePjgylTpmD48OEICgpCSEgIEhMTsWbNGqxfv96wjytXruDK\nlSs4deoUAPmB5ObNm7j//vvNnjWIKp++dIFf11oX46AOxkINjIM6GAsiyzO5pGfAgAHYv38/3n33\nXfTu3bvEZNqc0fcdO3agX79+siOaZvjGIDo6GsuWLQMArFy5EgkJCbhw4QL8/PwQGxuLESNGGPYR\nHx+Pt956y2gfmqZh+fLlhg8fLOkhIiIiMg1LetRR5SU9e/bsQWxsLJ5//vlyH6yw4ODgMm/YFRUV\nhaioqBK3x8fHIz4+3mJ9IiIiIiKqSUqdlrMgT09PuLu7V2ZfiIiIiIjIwkxO+CdOnIjPPvsMubm5\nldkfquGKm3Ocqh7joA7GQg2MgzoYCyLLK7Gkp/AdbZs3b47c3Fw88MADiIyMRNOmTWFjY1PkecOH\nD7d8L6nG4EVYamAc1MFYqIFxUAdjQWR5JSb8TzzxRIlPio2NLXa9pmlM+ImIiIiIFFJiwr99+/aq\n7AcREREREVWCEhP+4ODgKuwG1RacX1kNjIM6GAs1MA7qYCyILM/sO+0SVQTfwNXAOKiDsVAD46AO\nxoLI8kxO+ENCQqBpWonbNU2Do6MjvL29ERwcjMcffxy2tvw8QURERERkTSZn5EIIXLx4Eb/99hs8\nPDzg6+sLIQT++OMPpKamokWLFnBzc8P+/fuxZMkSvPfee9i2bRvq169fmf0nIiIiIqJSmDwP/1tv\nvYWbN29ixYoVuHr1Kg4fPowjR47g6tWrWL58OW7duoW5c+fi2rVrWLZsGY4fP45XX321MvtO1RDn\nV1YD46AOxkINjIM6GAsiyzN5hP/ll1/GU089hcjISOMd2NoiKioKv/76KyZPnowDBw4gOjoa+/bt\nw4YNGyzeYareWJupBsZBHYyFGhgHdTAWRJZn8gj/r7/+Cl9f3xK333///fjll18MywEBAbhx40aF\nOkdERERERBVjcsLfqFEjfPnll8jLyyuyLTc3F1999RUaNWpkWHfz5k3Uq1fPMr0kIiIiIqJyMbmk\n58UXX8Tzzz+P7t27Y9y4cWjZsiUA4PTp01iyZAl++uknzJs3D4C8wPfLL79Et27dKqfXVG1xfmU1\nMA7qYCzUwDiog7EgsjyTE/5nn30WOp0Or7/+OiZMmGC0zdPTE//+97/x7LPPAgBycnIwe/ZsNGvW\nzLK9pWqPb+BqYBzUwViogXFQB2NBZHlmTZQ/YcIE/OMf/0BSUhLOnTsHQNbud+3aFXZ2doZ2Dg4O\nvFMvEREREZECzL4zlr29PXr27ImePXtWRn+IiIiIiMiCSkz4z58/DwBo2rSp0XJZ9O2JisPaTDUw\nDupgLNTAOKiDsSCyvBITfl9fX2iahjt37sDe3r7UKTn1NE0rdhYfIj2+gauBcVAHY6EGxkEdjAWR\n5ZWY8C9btkw2sLU1WraUXbt24YMPPsCRI0dw6dIlLF++HFFRUUZtTp06hVdffRWJiYnIyclBmzZt\n8Pnnn6NNmzYAgOzsbLz00ktYvXo17ty5g/79+2PhwoW47777LNpXIiIiIqLqqsSEPzo6utTlisrM\nzIS/vz+ioqIQGRkJTdOMtp89exa9evVCdHQ03njjDbi7uyMlJQUuLi6GNjExMfjmm2+wevVq1KtX\nD5MnT8YjjzyCw4cPQ6cz+RYDREREREQ1ltkX7QJAVlYWbty4gfr168PBwaFcBw4PD0d4eDiA4j9M\nTJs2DWFhYZg5c6ZhXcGyorS0NCxbtgwrVqxA//79AQCrVq3C/fffj61bt2LgwIHl6hdVLtZmqoFx\nUAdjoQbGQR2MBZHlmTUMvnPnTvTq1QsuLi5o2rQp9uzZAwC4du0a+vXrhy1btlikU/n5+di4cSPa\ntm2LsLAwNGjQAN26dcOXX35paHP48GHcvXvXKLH39vZG27ZtsXfvXov0gywvMDCQb+IKYBzUwVio\ngXFQB2NBZHkmJ/w7duzAQw89hLS0NDz33HMQQhi2eXl5AQA++eQTi3Tq6tWryMjIQEJCAsLCwrB1\n61aMHDkSo0ePxqZNmwAAV65cgY2NDTw9PY2e27BhQ/z1119lHkM/gsBlLnOZy1zmMpe5zOXily9f\nvqxUf2rbsqWYXNLz+uuvo1OnTtizZw/S0tIwb948o+19+/bFihUrLNKp/Px8AEBERARiYmIAAP7+\n/khKSsL8+fMxaNAgixyHiIiIiKjGEyZycnIS8+bNE0IIce3aNaFpmti2bZth++LFi4WDg4OpuzPi\n4uIiVq5caVjOzs4WdnZ2Yvr06Ubt3nrrLdG+fXshhBDbtm0TmqaJ69evG7Vp166diI+PN1qXmppq\neJB1HTp0SBw6dMja3aj1GAd1MBZqYBzUwVhY3/Tp0wUAAUDExsZauzu1mqVyWJNH+O3t7ZGbm1vi\n9j///BOurq4W+Agij9W1a1ekpKQYrT916pThwt0uXbrAzs4OW7ZswciRIwEAFy9eREpKCu8CrDDW\nZaqBcVAHY6EGxkEdjAWR5Zmc8Pfs2RNfffUVXnjhhSLbMjIysGzZMgQHB5t84MzMTJw+fRqALOE5\nd+4ckpOT4enpCR8fH0yZMgXDhw9HUFAQQkJCkJiYiDVr1mD9+vUAADc3N/zjH//AlClT0KBBA8O0\nnA888AAGDBhgcj+IiIiIiGoyky/affPNN3HkyBEMHDgQGzZsACBnylm0aBE6d+6MGzdu4PXXXzf5\nwIcOHUJAQAACAgKQlZWFuLg4BAQEIC4uDgAwZMgQLF68GB988AH8/f2xYMECrFq1yjCVJwDMmTMH\njz32GEaMGIHevXvD1dUVGzZsKDKnPxERERFRbaUJUWC6nTLs3LkT48ePx6lTp4zWt2zZEkuXLkVQ\nUJDFO2gJaWlpht/d3Nys2BPSX33Or2yti3FQB2OhBsZBHYyF9SUkJGDatGkAgNjYWCQkJFi5R7WX\npXJYs2681bdvX5w4cQI///wzTp06hfz8fLRo0QKBgYEcVSeT8A1cDYyDOhgLNTAO6mAsiCzP7Dvt\napqGTp06oVOnTpXRHyIiIiIisiCTE35fX1/07dsXffr0QVBQEPz8/CqzX0REREREZAEmJ/xBQUHY\nuXMnVq1aBUDe0bZ3797o06cP+vTpgwceeKDSOkk1B2sz1cA4qIOxUAPjoA7GgsjyTE749Yn+hQsX\nsHv3bsNj7dq1EELAzc0NvXr1wsaNGyuts1T98Q1cDYyDOhgLNTAO6mAsiCzP5Gk59Xx8fDBq1Cgs\nWrQIu3fvxtKlS9G6dWukpaVh06ZNldFHIiIiIiIqJ7Mu2r1y5Qp27dpleBw7dgy2trYIDAzEK6+8\nouy0nEREREREtZXJCb+fnx9+++031KlTBz169MDjjz+OuXPnokePHnBycqrMPlINwtpMNTAO6mAs\n1MA4qIOxILI8kxP+M2fOQKfTITg4GP369UPfvn3RuXNnzr9PZuEbuBoYB3UwFmpgHNTBWBBZnsk1\n/CdOnMCiRYvg4eGBefPmITAwEO7u7hg0aBDee+897N27F7m5uZXZVyIiIiIiMpPJI/ytW7dG69at\nMW7cOABytp5du3bhxx9/xCeffIKpU6fCyckJmZmZldZZIiIiIiIyj9mz9ADA7du3cfToUfz666/4\n+eefceHCBQDA3bt3Ldo5qnmSkpIM9ZlkPYyDOhgLNTAO6mAsiCzP5BH+tWvXGmbn+eWXX5Cfnw8n\nJyf06NEDsbGxCAoKwoMPPliZfaUagLWZamAc1MFYqIFxUAdjQWR5Jif8w4YNg4eHB3r16oUnnngC\nQUFBCAwMhJ2dXWX2j4iIiIiIKsDkhP/nn39Ghw4dOCsPEREREVE1YnLC37Fjx8rsB9USnF9ZDYyD\nOhgLNTAO6mAsiCzPrDvtElUU38DVwDiog7FQA+OgDsbC+jp37lzs71R9aUIIYe1OVLa0tDTD725u\nblbsCREREZHa8vPzsW7dOuTk5GDYsGGwteX4sLVYKoct17SclrBr1y4MHjwY3t7e0Ol0WLlypdH2\n6Oho6HQ6o0fPnj2N2vz222947LHH0KBBA7i5uWHEiBG4evVqVZ4GERERUY0ghMDdtDRk79uHQXfv\nIkLTcPfAAdxNS0MtGB+u0ayW8GdmZsLf3x9z586Fk5NTkYuBNU3DQw89hCtXrhgemzZtMnr+wIED\noWkaEhMTsWfPHuTk5ODRRx/lP0qFcX5lNTAO6mAs1MA4qIOxsA4hBLIOHIA2fDgce/eG4xNPyEfv\n3tBGjEDWwYPMr6oxJUp66tatiwULFiAyMtKwLjo6Gjdu3MCGDRuKfc6WLVsQHh6OmzdvGr7iSE9P\nh4eHB7Zs2YL+/fsb2rKkh4iIiGql3bsBIYBevQAbm2Kb6JN9x7AwaAVyJqM2bm7I+v57OHbvzhkb\nq1C1L+kpi6Zp+PHHH9GwYUO0bt0aTz/9NK5du2bYnp2dDU3T4ODgYFjn4OAAnU6HPXv2WKPLRERE\nROr46iugTx+gb1/Azw+YNQtITS3SLDc9HXZxcSUm+wCgpaXBLj4euenpldljqiTKJvxhYWFYtWoV\ntm/fjg8//BAHDx5Ev379kJOTAwB48MEH4eLigpdffhl///03MjMz8dJLLyEvLw+XL1+2cu+JiIiI\nrOzGjXu///478OKLwH33Ac88Axw7ZtiUe/QobLZsKXN3Nps3I7fA86j6UDbhHzFiBB555BG0b98e\njzzyCL777jucPHkS3377LQCgfv36+Oqrr/Ddd9+hbt26cHd3R3p6OgICAqDTlX1ahesDuVw1y/ra\nTFX6U5uXC65ToT+1dZl/D2osF4yDCv2p7ct8fzJhWQjgzh38/P33QEoKsH8/sHkzfktIABYvBmbM\nAM6fR2bbtoC9/b0d/P038PHHQIcOQMeOSDp4ENrFizClSEcDcOfkSeucby1dtpRqM89S48aN4e3t\njTNnzhjWPfTQQzhz5gxu3rwJW1tbuLq6olGjRhg5cqQVe0ql0c+vXFn/oMl0nOtaDYGBgfx7UAD/\nHtRSK+KRlwekp8P+0iUgORlISwNSU+GZnAzs3WtYvv+33wBbW8Nyh6tXgTt3ZGnO3bt4oNBuWxRa\ndi6tD0ePwvGPPyx6WqQmZS/aLezatWvw9vbG0qVLMWbMmGLbbNu2DQMHDkRKSgpatWplWM+LdomI\niMiisrJk0v2/RNzws7h1xf1UoRb+vvuAc+dwZ/9+ORtPGc0FgKw9e+BUaJp0qjyWymGtNsKfmZmJ\n06dPA5A3eDh37hySk5Ph6emJevXqIS4uDsOGDUOjRo3wxx9/IDY2Fg0bNsRjjz1m2Mfy5cvRpk0b\nNGjQAPv27UNMTAwmT55slOwTERERGcnPlwl3WYl5adv+d02hVdnbA+7u8uHmVvR3Nzfgxx+BLVtk\nCZBe/fpAfDwwYQKg08G2QwfkDRwI2zLq+PNCQ2Hbvn3lnhNVCquN8O/YsQP9+vWTndA0w9yu0dHR\nWLhwISIiIvDTTz8hNTUVjRs3Rr9+/fD222/jvvvuM+wjNjYWK1aswM2bN9GsWTM888wziImJKXIs\njvCrQ1+6UCu+rlUY46AOxkINjIM6TIpFVpZpo+glJfG3bxsnwNbi6lo0QS8teS/809Gx9P2fPw/c\nf/+9ZTs7YNIk4PXX5bH/RwiBrIMH4RgaWuJMPfnu7sj+7jtOy1nFLJXDKlHSU9mY8BMRESkiP18m\n3OUthUlNBbKzrX0W90bXS0vIS0ve69YtcV58i8nOBnr0kNcIPPywnJbTz6/Ypvq5+O3i42GzebOh\nvEcAyAsLw924OCb7VsCE3wxM+ImIiCwkO9u80fTC69LT1Rhdr1vXvNH0wm3LGl1XRXa2LD+qW7fM\npkII5KanI/fYMWgXLsh1Pj6wbd8etq6uTPatgAm/GZjwExERQY6uZ2SUvxQmLU2W01ibnV3FSmFc\nXSt/dJ3IAqr9RbtUO7FOVg2MgzoYCzVUmzjk5JTvAtOCo+v5+dY+CznaXEJCfvnvv5FXty6827cv\nOXl3dAQ42lypqs3fBJmEI/xERERVQQjTR9dL2nbnjrXPQs4JX95SGP3oui3HGyvE1xdo1gxITLy3\nbscOoF8/YPlyICrKcseqrP2Wx9GjQKdOwObNQP/+ltvv228DL70EODlZbp8WwhF+IiKiqnT3bvku\nMC34U4XRdReX8pfCuLvLpIij69alacXHoKT1ZUlOBtatA5580nhWn4ru19ImTwaCgiyb7APAmDHA\nU08BX3yhxnlWAib8RERU8wkBZGZW7EZJf/9t7bOQI+PmjKYXTuI5ul4zFFec0bev/AaoPPFNTgbe\nekuO5BdO+CuyX0vatw/YuhVYv97y+27WDBgwAPjgA+Dlly2/fwXwr56qFGsC1cA4qIOxMJF+dL28\ns8OkpQF5edY+C8DZuXyj6vqfderU2BFIvRr5N5GXJ6+/qMySEU2TU4VWRIEPEkZxqOh+LWHhQsDL\nCxg0qHL2HxkJBAQA48bJv7UahjX8RERUuYSQo+PlnXM9NVWN0XUbG/PnWi88um5nZ+2zoPJYsUKW\nfPzwA7B7t6xn/+svoHVrYOpUYMSI4tvu3SuXL1wAliyRNfDZ2cCHHwKffw78/ru8ADkoSI6wd+pk\nfNwLF4AXX5Q164AcbZ89W5a0NG8ObN9+r21JtfY5OcCcObJc5fRp+W+wVSsgOhp49ll5x9233ip6\nzlFRcl8l7ff6dSAuDvjmG+DqVaBhQ2DwYLmvevWKvh7btgGHDwOLFgF//im/SZg2TSbaZcnNBTw8\n5C4lFz0AACAASURBVP4//7zs9uUVGyvPo5ibuFoLa/iJiKhq5OaWPrpuStKuwuh6nToVu1GSs3ON\nH12nMrzyivzw+dxz8oPs8uXAyJFyqtLCF7S+9JL82xk/Xn7Ya9NGflMVFibLUyIjgX/9S/59LFkC\n9OoF7NoFdOkin5+aCvTpA1y8CEyYALRrdy/5Lu3i7YL/RnNygNBQYOdO+TMyUn7A+OUX4L//lQn/\n//t/wJUrwOLFMgFv21Y+t0WLkveblgb07An89hvwj3/IkfEjR2Qyv307cPCgvFakoKlT5es0YYL8\nxmDRIvmho2VLua/SHD4sS/K6dSu9XUX17QskJCiV8FsKE34ioppMP7pekRslZWZa+ywAna5ipTBu\nbhxdp4q7cUMmy/qbWD3zDODvLy8mHTHC+GZcWVnATz8Zr5s9WybfmzcDDz10b/3EiUCHDvJDgn7m\nnRkzgHPnjEfWn3kGeOEFYO5c0/o7Z4483tSpwDvvGG/TF3h07Cjvxrt4sexTnz5l73fGDODMGVlm\n88wz99Z36iQ/DM2YUfRbg5wc4NChe9cCDBsmv6WYP7/shP/4cfmz8IcQvcWL5TcOKSnyQ825c/Jb\nh19/lX3x9i77nAD5geLQIXlxvU5n2nOqCSb8VKVqZG1mNcQ4qKPMWOTmyrnTK3KjpNzcKjyjEjg5\nlW9UXf/TxaVSR9f5N6EOpWMxYYLxHWtdXWXCO3WqHH0PCzNuW/huvJ99JkfQAwJkglrQgAHAp5/K\nkh8HBzlrTqNGRUteXnnF9IT/889lec0bbxTdVsbfkyEOxW3873+BBg2Ap582Xj9+PPDmm3J74YR/\n4kTjC3+bNAH8/OQHh7JcuyZ/FiwV0luyBOjcGejaVSbrDz0ky4iaNpXfWERFmZ7we3jI98uzZ0v+\ncFFNMeGnKqXkG3gtxDhUESHkV++lJOSB+t9nzy6+TUaGtc/i3uh6eWeHcXNT46K/UvBvQh1Kx0Jf\n7lLcurNnjdf7+RVte+KEHPn38ip+/5omPwjcd5+s7+/evWhi3qiR/JsyxenT8sNFOf7+DHHYsaPo\nxrNn5Wh44VFwGxt5fUByctHnNG9edF29evI6hbLoX4PiLju9cUMm+4Ac2dfpgIgI+d67c6e8PsJU\nmiaT/ps3mfATEdUaeXmmj66XtO3uXWufhRxlLO+c6/rR9Rr29TZRpatTp+g6IWQJ0KxZJT+vfv3K\n65M12dgUv96UuWP0H5Bu3iy67dVX7/2+Y4eswwfkt4qFk/3ERFk6VdIHLn0/a+C1Okz4iahmEkKO\npFXkRkm3b1v7LOR/POaMrhde5+YmywOIqOKOHwcefbToOqD4EezC/PxkbXlISNlJZfPmwKlTRevJ\nL1+W71GmaN1afquQk1P6KL+5CW7z5rJePi/POJHPzZV9NuW1MEfHjvLn6dOlt9u2zfiagsKmTAE2\nbix9Hzdvypl6ahgm/FSllK7NrEWqRRzy80seXTc1ac/JsfZZyGS7lMT8z8xM5Lq44H5//+KT+Lp1\nObpeBarF30QtoXQsFi2StfmurnI5LQ346CNZBqIfWS5NZKS8sdOsWXK6zcL++uteshkRAbz3nqzr\nj46+1+b9903v7+jRMsl9552iNfVC3Ev09TPq3Lhh2FxqDf9jj8nZbD75RNbt6y1ZIkuSJkwwvY+m\n6NRJvub79hmvz8uTswL17y9nGjp50jgOM2bI8wfkAE5mZunJvP5+HUz4iSpGyTfwWqhK4pCVVb4L\nTPU/09Mrv4+mqOjoeuGL9gq5r4pOg0rH9yZ1KB0LLy9ZV//kk/em5bx4USa+ZfytAwAmTZLz87/8\nskxUQ0JkInv+vByddnK6N7f+lCly7vxx4+S0lPppOffvl2U/ppTCTJoEbNggE379Ba2OjsCxY3Ik\n/ocfZDt9Pf706XKE29kZgc2by/XF1fBPmQJ89ZWc1vPIEZmQ//QTsGyZnH5Un2SbwpTzsLEBhg6V\nFzIX/Lbi44/lrEAnTgCbNskyKv0Fuhs3ym84AODrr4G1a+UHs+nT5bSbzs5Fj3P4sCy5Uvyao/Jg\nwk9EReXny9GQ8pbCpKaqMbpub1+x2vW6dUuuOyWi2uf99+Vc+QsW3Lvx1uefA088YdyupBIZW1vg\n22/ldJarVsmbXgHyIt1u3Yzn8nd3lzf5mjxZjvIDQHCwrEPv37/4YxReZ2cHbNkib/T1xRdy1hpH\nR1la9OST99r5+Mhk/f335Ww6d+/KbxX0894X3q+rK7Bnz70bby1fLi8mnjBBztJTOJku6fXQNNPL\niSZMkLPvbNwok39A3rtg9GhgzRrggQfkNzBTpgC+vvKhn+Fo2DA5nepDDxmfd2E7d8pvVmog3mmX\nqCbKzq5YKUx6ummjLpXN1bVidzY1ZcSNiKgs+rvF7thh2jz1VDnCw2VZzq5d5j83OFiWHLVqVfz2\n/Hw5veemTfIDmCJ4p12qlpSuzVSFfnS9IjdKys629lnIkaXyjq67u9ea0XX+TaiBcVAHY6EGJePw\n4YdyJH/rVnnfAlNlZ8tpTlu1ktcYFDcT0tdfy30qlOxbktUS/l27duGDDz7AkSNHcOnSJSxfvhxR\nBb7Kio6Oxqf6r7D+p0ePHti7d69h+dKlS3j55Zexfft2pKeno1WrVpgyZQpGjRpVZedBZRNCID09\nHUePHsXFixcBANnZ2ejQoQNcXV2h1bTpr7KzzS+BKZi8qzK6Xrdu+WvX9aPrNS22lUCp/0xrMcZB\nHYyFGpSMQ7t25Zvq+NdfZW0+IG9+FhNjvP3aNVmatXp1xfuoKKsl/JmZmfD390dUVBQiIyOLJH2a\npuGhhx7CqlWrDOvsC11EMWbMGGRkZOCbb76Bl5cX1q5di7Fjx8LHxwdB5txogSqNEAIHDhxAXFwc\ntmzZYrQtNDQUb775Jrp166ZO0p+fL290ZO5c6wV/ZmVZ+yxknWhFatddXY3viEhEVNup8v8Uma9l\nS3lB75Il9+r/C5o+Xc625ORU9X2rIkrU8NetWxcLFixAZIHbR0dHR+PGjRvYsGFDqc+bP3++0TcD\nvr6++Ne//oXJkycb1rGG3zr0yX5YWJhRDApyc3PD999/j+7du1sm6c/JqVgpTHq6TPqtzcWlYqPr\nTk78z4mIiKiaq/E1/Jqm4ccff0TDhg3h7u6Ovn37Yvr06fAqcHe08PBwrFmzBo8++ijc/3979x4V\nVbn3Afw7w0WuKiBXoYRETEJNvKQCKqloKaJySpciWC2MTnbIt1ROJKTZxZKlS8ULGnowT2SaimIo\nCgrmyQOBoalQeM1QoAAluc7z/sHLvA4MyowMMw7fz1qzlnvvZ+/92/PT2b95fObZPXsiJSUFZWVl\nGK/KuC7SmKqqKsTExLRZ7ANNf5FjY2ORnJyMHt27K/auqzOl4717nXiFbTAwUK9XvbltJ/Su6+TY\nzC6KudANzIPuYC50A/OgX3S2hz85ORnm5uZwdXXF5cuXER0djcbGRuTm5sqH9ty7dw+BgYE4duwY\nDA0N0a1bN+zatQtTWzwFjz382nHq1Cn4+Pg8tJ0XgO/d3WHx66+60btubv5oM8OYmbF3nYiIiB5Z\nR9WwOvv4xpdffhlTpkyBp6cnpkyZgsOHD+PSpUs4dOiQvM3cuXNx584dHDt2DLm5uXj33XcREhKC\nn3766aHHb/7mymXNLTf/QPdhwgBYFBV1TLEvlQLW1qh1cmqaXmvcOCAoCGVTpjQ9gCQmBoiLw+X3\n3wf27Gl60ElODgq+/bbpl/t1dcDdu8jZv7/pwSTffw+kpiLnf/6naX7fTz4Bli5FztChwOzZTVOE\njRqFnL/+avplv7k5IJHoxPvPZS5zmctc5jKXH+/ljqKzQ3pacnR0hLOzM3755RcAwIULF/Dtt9/i\n7Nmz8PLyAgB4eXkhKysL69atQ0JCgjbDJRXsBvB6jx4wq6xs6h3v0QP3TExgam8v7zm/XV8Pu759\n5b3rxeXlcBsyRN6rfvbKFQwaM0ZecBfk5Cj8N+SVnBz0um+5PCcHrvct1woB2Nh05mUTERERdQqd\nHdLTUmlpKZydnbFt2zbMnTsX58+fh5eXFwoKCuDp6SlvFxAQABcXF2zdulW+jkN6tKO9Q3oA4FRW\nFkaNGNE0dztpXHMPAsdmah9zoRuYB93BXOgG5kE3PPY/2q2urkZRUREAQCaT4erVq8jPz4eNjQ2s\nra0RExOD4OBgODg44MqVK4iKioK9vT2mT58OAOjfvz/69++PN954A59//jmsra2xb98+pKen48CB\nA9q6LLrPM888g4kTJ7aajrOlgIAAeHp5sdjvRPwA1x3MhW5gHnQHc6EbmAf9orUe/szMTPj7+zcF\nIZGgOYywsDDEx8cjKCgIeXl5qKiogKOjI/z9/bFixQr0vu8JaMXFxViyZAmys7Nx584duLu7Y9Gi\nRQgJCVE4F3v4tUMIgTNnziAgIKDNmXp69uyJw4cPd9y0nERERER6oqNqWJ0Y0qNpLPi1p3ku/tjY\nWKSlpSlsmzRpEmJiYljsExERESnBgl8FLPi1SwiBqqoqnD9/HpcuXQIAeHh4wNPTE927d2exrwUc\nm6k7mAvdwDzoDuZCNzAPuoEFvwpY8BMRERHR40bv5+EnIiIiIqJHx4K/C8jMzIRUKsWOHTu0HYrG\nnTt3DoaGhjh27FibbZqHFXWG/fv3o1u3bvLnRxARERF1Nhb8eiI/Px+xsbG4evWq0u0SiUTrY+Xz\n8/MRHh6OlJQUjZ1j0aJF8PX1xfPPP690++bNmzF79myF5zRo0rRp0+Dl5YUlS5Z0yvnaKycnR2NP\n8yPVMBe6gXnQHcyFbmAe9AvH8OuJ7du345VXXkFmZib8/PwUtgkhUF9fD0NDQ0il2vuO96AYO8Lp\n06cxevRo7N+/H1OnTm21PSEhAZWVlXjnnXfw8ccfw87ODq+++mqHx9FSUlISQkNDce7cOQwYMEDj\n5yMiIiL9wDH8pJSy728SiQTGxsZaLfbvp6nvmPHx8bC1tcULL7ygdLufnx/eeecdAEBUVBRGjx6t\nkThamjFjBszMzLBp06ZOOR8RERHR/XSjAuyiamtr8dFHH8HT0xOmpqawsrJCYGAg8vPzFdrV1NQg\nNjYWHh4eMDc3h5WVFQYOHIjFixcDAGJjY/HKK68AAMaNGwepVAqpVIr58+cDUD6Gf/v27ZBKpTh+\n/Dg+/PBD9OnTB2ZmZhgxYgROnTol38/HxwcWFhZwcnLChx9+2Ooa7t69i+joaIwYMQK2trYwMTGB\nu7s7oqKicO/ePXm7h8WoyvuhTENDA/bt24fx48fDwMBAaRsPDw+F5f79+z/0uB3B3Nwcvr6++Oab\nbzrlfERERET3M9R2AF1VfX09Jk2ahNOnT2PevHl46623UFFRgYSEBIwePRonT56Et7c3AODvf/87\nEhMTERoailGjRqGhoQGFhYXIyMgAAMycORMlJSXYsmUL3nvvPTz99NMAgKeeekrhnMrG8C9duhQy\nmQyRkZGora3F6tWrMWnSJGzbtg0RERF4/fXXERISguTkZCxbtgyurq6YM2eOfP8bN25g27ZtCA4O\nxty5c2FoaIjMzEysWrUKeXl5+O6771rFOH/+fPkY++YYVXk/lMnNzUV1dTWGDx+ubko06rnnnkNa\nWhouXbrU6ouHNnB+Zd3BXOgG5kF3MBe6gXnQM6ILqKiokL90RVxcnJBIJOLIkSMK66uqqsQTTzwh\nxo4dK19nZWUlXnzxxQceLzExUUgkEnHixIlW2zIyMoREIhE7duxo1d7b21vU19fL1x84cEBIJBJh\naGgocnNz5evr6uqEo6OjGDlypMKx6+rqRENDQ6tzvv/++0IikYgzZ860K0ZV3g9lvvjiCyGRSERK\nSorS7Zs3bxYrV64UISEh4ujRo2Lr1q3io48+ErNnzxbXr19/4LE7QlJSkpBIJGLv3r0aPxcRERHp\nh46qYTmkR0t27tyJp59+GkOGDEFZWZn8VVtbi/HjxyM7Oxu1tbUAgJ49e+LcuXM4f/58h8cREREB\nQ8P//48eHx8fAMDIkSMxZMgQ+XojIyMMGzYMRUVFCvsbGRnJh9A0NDTgzz//RFlZmbwH/8yZM+2K\nQ5X3Q5nS0lIAgLW1dattCQkJePbZZ/HPf/4TCxcuRHBwMGxsbDB06FB89dVXGnlfW7KxsQEA3L59\nW+PnIiIiIrofh/RoyYULF1BTUwNbW1ul2yUSCcrKytC7d2+sWbMGISEh8PLygpubG8aNG4epU6di\n6tSpjzzVppubm8KylZUVAMDV1bVVWysrK5SXl7daHx8fj02bNuHnn3+GTCZT2Pbnn3+2Kw5V3o+2\ntgPKfxBcXl6OYcOGAQCuXr0KqVSKoKAg3Lt3DydOnICvr2+7YnwUzXFpe2pUIiIi6npY8GuJEAID\nBw5EXFxcm2169eoFAAgMDMSVK1eQmpqKEydOID09Hdu2bYOvry/S09NhZGSkdhxt/cC1rfUtxcXF\n4Z133kFAQAAiIyPh5OQEY2Nj3LhxA2FhYa2+AADAxYsXlU4d2t73Q5nmLwp//PFHq21Lly6V/zkz\nMxNjxowBAJiamiot9jMyMvDMM8+0+eWjLb/++itWrlyJL774otW25rhUPaamcGym7mAudAPzoDuY\nC93APOgXFvxa0q9fP9y+fRvjxo1rV6+vlZUV5syZI//B7NKlS7Fq1Srs378fwcHBWus5TkpKgqur\nKw4fPqywvvnHuvdrjlHZ7Diqvh8teXl5AUCrIUctHTt2DK+//voD2yxevBgHDx5U6fzr169Hbm4u\nrly5onR785N2n3nmGZWOqyn8ANcdzIVuYB50B3OhG5gH/cIx/Foyb948lJSUtNmjfevWLQCATCZD\nRUVFq+2DBw8G8P9DZiwsLABA6ZCbjtSyGG8e/39/T35DQwM++eSTVvs+KMb2vh9tGTx4MLp3747T\np08rrG9sbMTRo0chk8lw8+ZNXLp0Sd7DDwCrVq1SaH/nzh1UV1fD3t7+gedr6c0330RYWFib2//z\nn//AwcEB7u7uKh2XiIiI6FGxh19L/vGPf+Do0aN49913cfz4cYwbNw7du3fHtWvXcOzYMZiamuL4\n8eOoqqqCo6Mjpk2bhsGDB8POzg6XL1/Gxo0bYW1tLX+i7PDhwyGVSrFy5Ur88ccfMDc3h5ubW4dP\nU9lyjHxwcDCioqIwefJkTJ8+HVVVVdi1axeMjY1b7fugGNv7frTFwMAAM2bMwL59+1BXVyc//+bN\nm/Hmm2/iwoULSE1NhZmZGZydnQEABw8eVJgi85tvvsHevXt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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -742,7 +732,7 @@ } ], "source": [ - "gh_internal.plot_estimate_chart_3()" + "gh.plot_estimate_chart_3()" ] }, { @@ -795,7 +785,7 @@ "data": { "image/png": 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CCCFyjP/9738sXLhQn37vvffYu3evPj1p0iQ++eQTfbpYsWJYWVmlVKDVQlJS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\nwoIrV66wefNmJk+eTPfu3Y3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p09SzZ8+qly9fVrds2aJGREQY1PXkyRP9S+RugYGBamBg\noLGbIbKA3Mu843XvZVxcnHrp0iV9eteuXWqDBg306QsXLqjt2rXLyiamsi9Qq7q20qpKnZRXrT5a\n9WqoNlvPmyFTpqhq586qqn37bcnLv5eNGzdWAdXNzU1t0qSJCqimpqbq+fPnjd20bJGX7+W7JKPf\nYWNjY1+r3hdDgKxOZ7WQkBBVURR106ZNqqqqqlarVYsXL6527drVoNyPP/6oKoqizpw5M926Hjx4\noCqKok6aNClVXo8ePVQ3N7dUxydMmKAqimJwLK3PvF+/fqqtra0aFxf3yjpf9Ntvv6mKoqjLly9X\nVVV3701MTNSdO3eqiYmJar58+dRVq1apqqqqDx8+VDUajfrpp5+qqqqqN27cUE1NTdXJkycb1Hn1\n6lXV0tJS/fLLL9NtT3BwsKooijp06FCD9/bq1SvV55T8OXzyyScGZdu1a6c6OzsbHLO1tVV79er1\nyutW1Zf//Kbbszpv3jwuXLhAmzZtWL58Oc2aNSN//vzkz58fDw8P3N3dcXBwwMnJiebNm7Ny5Ura\nt2/PpUuXmDt37iuDZF9fX6ZMmUL79u1TdasDjB07Fh8fH7799lsqV66Mm5sbPj4+FClSRF/m888/\nZ/DgwfznP/+hbNmylCxZkrZt22JnZ/eaIbsQQojskpSUZLA9zLVr12jatKl+qFS9evVITEzUD+fy\n9PRk8+bN2dKWhESVLxeqNPsMwp4bhPNFFwhYAO6Fc8DqsJ9/Dv/+q1v9V2SZFStW4OXlxfXr19m/\nfz9mZmYsWbIELy8vYzdNCPEKa9aswcHBgVatWgG63r4uXbrg7+9PTEyMvtymTZvInz8/w4YNy/Y2\nWVpaArq/cY8fPyY8PBxvb2+io6PfaAGj2rVrY2Jioh/ue/ToUVRVpU6dOpiYmFCzZk39PNUjR46g\nqqp+caVffvmFpKQkOnbsSHh4uP5lZ2dH+fLlOXDgQLrnTZ4KMXDgQIPjQ4YMSfc9ffv2NUjXq1eP\nhw8fEpU8KigLvXTOqpubG7NmzeLOnTvs37+fyZMn4+fnh6enJ15eXrRu3ZqpU6dy8OBBQkNDmTlz\nJsWKpbEh3WvSarXs2LGDMmXK4OPjg4uLCzVr1mTjxo36Mvfv3+fPP/+kYMGC1KtXjwIFCuDt7c3v\nv/+e6fMLIYR4c6qqEhISog9GY2JiqFmzpn64paenJx4eHjx58gQAW1tbDh8+nOaDy6x0/a5Kw0Ew\nfTUkTylycYRd38F/ByqYmxkxUP3sM0jeUsfaWreokrOz8dqTBxUtWpSTJ0+yc+dONmzYwMWLF+nZ\ns6exmyWEUagvzKvM6nRW0mq1rFu3jgYNGnDr1i2uXLnClStXqF27NtHR0fj7++vLXr16ldKlS2Nq\nmu7unFnm8OHDeHt7Y2Njg5OTEy4uLvr1EyIiIl67vnz58lGxYkUOHToE6ALSsmXLYm9vD+iGCT8f\nrELK4kqXLl0CwMvLCxcXF4NXcHAwDx48SPe8N27cQFEUPDw8DI6/mH7ei/Geo6MjAI8fP87w9WZU\nhu6kmZkZjRo1euOJsa/r/v37REVFMW3aNKZMmcKMGTPYv38/Xbp0wdbWlhYtWnDt2jUAJkyYwMyZ\nM6lSpQobN26kefPmBAcHU7FixbfSViGEELre0vLly+ufNPv4+HDkyBHc3d3Jly8fbdq04ebNm3h6\neqIoylt/sLjpgErf6RDx3EPfptVh1VdQ0CkH9KZWr65bSCkoCGTvz2xjZWWFr6+vsZshhHgNf/zx\nB7dv3+b27dtpboWyZs0aOnfunCXnSm++alJSkkE6eYSQl5cXs2fPplixYlhaWhIcHMzo0aPfeDvP\nunXrMn/+fB48eKCfb5rs/fffZ8qUKTx69IjDhw9TtGhR/dz75PPt3r07zUDdysrqjdqTHhMTkzSP\nZ8dDi+x/7PAGkj/wtm3b8tlnnwFQsWJFgoKCmD9/Pi1atNCXGTBggP7JaKVKlThw4AALFy5kwYIF\nadb9pnsyiZxF7mPeIfcydwoNDcXOzk4/7WLKlCmEh4dTs2ZNAJo0acK+ffuoWrUqoJu2ERkZ+dbv\n99N4hVlbirLl6Hv6YyYalQF+t+nW+B6h/0DoPy+pILuoKvaHDxNRr54uOPXywmzyZBKCg43QmNTk\n9zLvkHuZu5UqVcrYTTC6NWvW4OzszMKFC1Pl7d69mxUrVhAeHo6zszMeHh4cO3aMhISEdLdnSS8g\nBV0PYfKon+c9vwggwLZt24iPj2f79u36gBF0PbuZUa9ePebPn8+BAwcIDAykT58++rz3339f/7A3\nODiY9u3b6/NKliwJ6EaQlClT5rXOWbx4cVRV5cqVKwbTIq5cuZKpa3nZ5/w6cuTWNc7OzpiamlK2\nbFmD415eXvq99FxdXQFSlSlTpozBfntCCCEyLywsjPv37+vTCxcuNJgD06RJE4NhT5999pk+UDWW\nqxJZ/xIAACAASURBVHct6fm/MgaBqmv+OBYPu0iPpvfI5lHHL6XEx1N4wQKcn+slSJAVf4UQwsDT\np0/ZvHkzfn5+tGvXLtVrxIgRJCYmsm7dOgA++ugjHj9+zJw5c9Kt09raGoBHjx6lyitZsiQRERH8\nnbxdGHD37l22bNliEHwl9yw+34MaFxdnsM3a8zIauCUP6507dy6xsbEGPav29vaULVuW2bNnExcX\nZ7C/avv27TExMeHrr79Os94Xd0r5f/buOyyK62vg+Hd26YogYpcidqxB7CIleQF7iw0jKPYWO7bY\nEjSWaKzJLxrsJhpjIxq7iMYkKmKNsStRsYsKSBF23j8GdlkBRUPP/TzPPnBnZ2fv7lD2zL33nLT9\n8fb2Bkg30LdkyZIs9TkzRYoUyfA9flf5cmTVyMiIBg0apCtTc+XKFezt7QFlPW25cuUy3Kdu3bqZ\nHtvZ2Tnb+yvkntQrxOI8FnziXOZvDx48ICYmRrtmZfLkyUiSRGBgIKCkuX/06BHOzs6EhYXRs2fP\nfHMuZVlm+Q4YtQjiE3Xbu3jAdwHGWJq/21XnbBUfDylTpQkOxv7KFezzyfsG4veyMBHnsnB4n7WP\nhUlwcDDR0dG0a9cuw/urVatGlSpVWL9+PcOHD6dXr16sX7+egIAAwsLCcHFxIT4+npCQELp3784n\nn3yCqakpNWvWZOPGjVStWhUrKyscHBxo2LAh3bt3Z/z48XTs2JFPP/2U2NhY/ve//1GtWjXCw8O1\nz+vt7Y2RkRFt2rRh4MCBxMfHs27dun89PbZcuXJUrFiR33//nTJlyqSrh9qsWTO+++47AL1gtWLF\nisyePZtx48YRERFB+/btsbS05ObNmwQHB9OtWzemTZuWYX+cnJzo3LkzS5cu5fnz5zRq1IjQ0FDt\nOtj3HSF1dnbmwIEDzJ8/n/Lly1O6dOn3WlKaZ9eVY2NjOXPmDGfOnEGj0RAREcGZM2e4ffs2AAEB\nAWzatIkVK1Zw7do1VqxYwaZNmxg6dCigvHHjxo1j8eLF/Pzzz1y7do1Zs2Zx4sQJvVpJgiAIwttF\nRUVx4cIFbTs4OFjvH5u3t7feP7fu3bu/MVNgXnkWLdNtCgyepwtUTY3hu/Gw8XOwNM/D9aB//QUf\nfADR0Uq7Rg1o3z7v+iMIgpDPbdiwAWNjYzw9PTPdp3379oSFhXHt2jVUKhU7d+5kypQpnDp1itGj\nR/PVV19hZGSkd+EmKCgIe3t7xowZg4+Pj3aKsZWVFdu2bcPMzIyAgADWrVvH7Nmzadu2rV7QVqVK\nFbZv346hoSEBAQEsWbKEdu3aMXfu3HTBnSRJ7xTwNW/eHEmS9EZVU6VuK168OLVq1dK7b8yYMWzf\nvh0jIyNmzpzJmDFj2LFjB+7u7nTt2vWN/Vm7di1Dhw5l165djB8/noSEBDZu3Ajosh6/7bW8vv3r\nr7+mUaNGTJ8+HR8fH7744ossvwd6x5VzMn3XGxw+fBgPDw+lE5Kk/RDUu3dvVq5cCcCaNWuYNWsW\nt2/fpmrVqkycOJFu3brpHWfu3LksW7aMJ0+eUKtWLWbNmqU9bqq0V6VSM2oJBZO4Ulx4iHOZt2Jj\nY/n777+17/+BAweYPn26NtPgjRs3mDlzJkFBQW89Vn45l39ckPGZBhH3ddtqOShBqmPFfJK0aMAA\naNkSOnbM655kKL+cS+HfE+eycMjqZ9j4+Hi9oEIQ/q0zZ87g5OTEhg0b6NGjR44+15t+fvNsGrCb\nm9tbM2X5+fnh5+f3xn0CAgIICAjIzq4JgiAUOomJiZw8eVJ7VfbevXu0b9+eO3fuIEkSTZs2xcrK\nCo1Gg0qlwsHBIUuBan6g0cjMWQ9Tv4e0CRsHdoAFn4KpcR4GqgcOwN27kPq/7LvvRLZfQRAEIV/J\nKFhcuHAharWaFi1a5FGvFFmeBqxSqfjhhx8yvX/jxo2ZztMWBEEQcpcsyxw6dEg7ayUpKQkvLy9t\nwe5KlSrRtGlT7VV7MzMzgoODc7zWaXa791jGaxRM/k4XqFqaw+ZA+HaclLeBKoCNDYwdCynl1kSg\nKgiCIOQ3c+bMoV27dnz99dcsWbKEVq1asXbtWvr160f58uXztG/Z9qnkfesJCYIgCNnjt99+4+XL\nl9q2n58fV69eBZRg1M/Pj/v3lTmykiSxefNmLC0t86Sv2WHPnzL1/OBgmsocTWvD6dXQ2T0Pg8JL\nl+DFC+X7atUgNBReS5IhCIIgCPlFs2bNiIqKIjAwkLFjx3Lt2jVmzJjBsmXL8rpr2TcN+MSJExQv\nXjy7DicIgiC8xalTp7CxsaFUSsmTSZMmMXnyZLy8vJAkif79++ulq88P/3SyQ+Irmcnfwfwfddsk\nCSb6wnR/MDDI49HLpUshKgrWr1c69lqJNUEQBEHITz766CM++uijvO5Ght4YrC5atIiFCxdqszuN\nHDmSzz77LN1+UVFRPH/+HF9f35zppSAIgsDff/+NsbExDg4OgFKHrWnTptoM6J988gmJibpaLVOn\nTs2Tfuak63dkfKbDyb9128qWgHXTwKN+HgapGg3awq1z50JgICQlQSZF6QVBEARBeLs3BqslS5ak\nZs2aANy6dYsKFSpQrlw5vX0kSaJIkSI0aNCAIUOG5FxPBUEQ/mNu3rxJTEwMtWvXBpTcAAkJCcye\nPRtQioA/evRIu/+AAQPypJ+55cf9MoPmQrRupjOtmsCqyVCyeB4Hqk2bKsmT6tYFMzOYNSvv+iMI\ngiAIhcQbg1UfHx98fHwAJXvvZ599lm+HiAVBEAq6+/fvc+vWLRo3bgwoJb727t2rrXXWqlUrQkJC\ntPtnViS9sImNkxn+NazepdtmaACzB8OIrqBS5fG0X5UKhg2D2bPhxx/fvr8gCIIgCFmS5QRLhw8f\nFoGqIAhCNoqKiuLgwYPa9qVLlxg5cqS2/eGHH+pl4WvUqBETJkzI1T7mtTNXZJz99QPVSuXh2P9g\nVHcp7wLVp09h3jxILVX+ySewbl3e9EUQBEEQCql3TrD0119/cfPmTaKiorQlEdIS61YFQRAyFhcX\nx8GDB2nTpg2gFHvv2bMn9+7dQ5IkGjduTPXq1ZFlGUmSsLW1Zf78+Xnc67whyzLLtsC4ZZCgW4ZL\nT09YNhaKFcnj0VRTUyU4LVkSevdWthnkWelyQRAEQSiUsvyf9fr16/Ts2ZMTJ068cT8RrAqCICg0\nGg0///wzXbp0QZIkJEmiR48e3L17l2LFimFvb0+HDh2Ijo6mWLFimJiYsHr16rzudp57+kKm7yzY\ncVS3rYgpLB0Nvi3RJv3LDRP69MH4xg3lOTUaSExENjYmwcGB2Vu2KOtTBUEQBEHIEVkOVgcOHMiF\nCxdYtGgRzZs3F2VqBEEQMvDLL7/g5uaGubk5KpWK8ePHU6tWLRwdHTExMWHEiBE8ffqUYsWKAfC/\n//0vj3ucvxw9I9NzBtx5qNtWrwr8OAOq2eX+aKpb69ZIfn54palfu8fMDOnTT6FKlVzvjyAIgiD8\nl2R5zeqxY8cICAhg+PDhfPDBB9jb22d4EwRB+C8JCQnh7t272vbXX3/NkSNHtO0RI0YQHx+vbQcG\nBoq/lRlITpaZsVLGfbh+oDq8C/yxPG8CVQCvO3fYU6MGqYteZGBv5cp4duqUJ/0RBEEQco+bmxvu\n7u7a9q1bt1CpVKxZsybbnqN3795UrFgx245X2GQ5WC1RogSWlpY52RdBEIR878SJE1y8eFHbXr9+\nPdu3b9e2+/bti5GRkbY9cuRInJyccrWPBc2dhzIfjYAZQcpMWwCrYrB9NiwaKWFslIuBakyMkjwp\nhRQWhledOuxLme6718wM76lTc3UqsiAIwn/V6tWrUalU2puhoSE2Njb4+/sTGRmZ48+fuoTnbdve\n5uLFi0yfPp2IiIgsPYegk+VpwEOGDGH9+vUMGTIEA5FEQhCE/4i//vqL6OhobTmZvXv38vz5c776\n6isAunfvztM0wU3Pnj3zpJ95QZZlNm3axNq1a1Gr1QwbNgwvL693OsYvv8n0mQlPX+i2tagH66dB\nhVJ58M975kwlw29KLVvGjMErOprRFy/iefw4e2vXZoEYVRUEQchVM2bMoFKlSsTHx/Pbb7+xdu1a\nQkNDuXDhAqampjn2vKkJD1PZ29sTFxf3zrHQxYsX+fzzz/Hw8MDOzk7vvhUrVmSYtFZQZPpO//TT\nT3ptBwcHkpKSqFu3Lr6+vtja2qJWq9M9rmvXrtnfS0EQhFxy69Ytrl69yv/93/8BEB4ezvbt29my\nZQsAbdu25dixY9r9U/f7L5o8eTJffvmltr1z506+/fZbBg0a9NbHJiTKBHwDSzbrtqlUMLUPTPYD\ntTqXAtXff4dt25QyNKCUoJk+XXf/Bx8gAV5jxzLa3x/vcePEFXBBEIRc5uXlRcOGDQHw9/fHysqK\nBQsWsGPHDrp3755u/9jYWIoUKZIjfUk7e+pdZRSUikHAt5AzIUnSO99UKlVmh8tTz549096Egu3k\nyZPyyZMn87obQjbIL+fy4cOH8pYtW7Tto0ePyk5OTtr23bt35RkzZuRF1/K1GzduyICsUqnkoUOH\nyr6+vjIgm5iYyLGxsW987KVbGvkDP40sNdXdbDpo5NDTmpzv+MuXsvzzz7r2gweybGEhyy9evPFh\nGo1GHunvL2s0udDHPJRffi+Ff0+cy8Ihq59h4+LicqlHuWvVqlWyJEny8ePH9bbv3LlTliRJnjVr\nluzn5yebmJjIt27dktu2bSsXK1ZMdnNz0+67YcMG2dnZWTY1NZWLFy8ud+nSRb5582a65/ruu+9k\nBwcH2dTUVG7YsKF85MgR2dXVVXZ3d9fuc/PmTVmSJHn16tV6j42MjJQHDBggly9fXjY2Npbt7e3l\n/v37y9HR0drX8PptzZo1sizLsp+fn2xvb693vKSkJDkwMFCuVKmSbGxsLNva2soBAQHpzrOdnZ3s\n7e0tHz16VG7QoIFsYmIiOzg4yGvXrtXb79WrV/IXX3whV6lSRTY1NZWtrKzkRo0ayVu3bs36ychB\nb/r5zTSUP3ToUO5FzIIgCLkkJiaGLVu24OfnB0BCQgIDBgygQ4cOqFQqGjZsiKurq3bqT7ly5Zg6\ndWoe9zr/uXr1KgBNmjShd0qd0YMHD3L37l3u3LlD1apV0z1GlmXW7oZhCyA2Tre9XXMImgQlLHJo\nxDIhAYyMQJKU4duBA8HZGezsoFQpOHYM3nIFXpIkFnz/vRhVFQShwNIrxZVClmWlFNeqVfn22Bm5\nfv06ANbW1ly5cgWNRoOnpyeNGjXiq6++0o5Wzp49m8mTJ9OlSxf69u3L06dPWbp0Kc2aNePs2bNY\nW1sDEBQUxKBBg2jWrBmjRo3i1q1bdOjQgeLFi2Nra5vu+dO+zvv379OwYUOePn3KgAEDqFmzJnfv\n3mX79u08ffoUV1dXPv30UxYvXszkyZOpUaMGAE2bNs3weKBUYVm5ciWdO3dm7NixnDx5knnz5nHh\nwgV27dql97ibN2/SpUsX+vXrR58+fQgKCqJ3797Ur18fR0dHQJlGPWvWLPr160fDhg2JjY0lPDyc\nkydP0rFjx+w4JTknlwLmPCVGVgsPcaW48Mitc5mcnCx/8803cnJysizLspyQkCAXLVpUfvr0qXaf\nSZMmyS/eMrIm6Pv7779lQDYyMpJnzJghjx49WgZkAwODDN/LFzEa+ZPp+qOpxq4aeclmTc6PVjZu\nLMt//KFrf/ONLJ8/n7PPWUCJv7GFhziXhUN2jqzu3rxZ3mNmJsvKynxZBnm3mZm8J+1sk/eUU8dO\nHZXcu3ev/OjRI/n27dvyxo0b5RIlSshFihSRIyMjZT8/P1mSJHnMmDF6j42IiJANDAzkL774Qm/7\n9evXZRMTE3nSpEmyLMtyYmKiXKpUKdnJyUl+9eqVdr+VK1fKkiRlOLKaOioqy8rIqIGBgXzixIlM\nX8fmzZtlSZLk0NDQdPe9PrJ69uxZWZIk2d/fX2+/6dOny5IkyTt37tRus7OzkyVJko8ePard9ujR\nI9nExEQeO3asdlu9evXktm3bZtq/vPamn98sZwMWBEEoKNasWcOzZ88AUKlULFiwgAsXLgDKWpPp\n06cTGxur3X/mzJmYm5vnSV8LqurVq+Pv709iYiLTpk1jwYIFAEyZMiXde3nqkkx9f9iwT7etmi38\nuRyGfZwDWRB/+AH279e1W7fWbw8eDLVqZe9zCoIg5HNenTuzp3Zt/VJctWsrpbhe/zv8jm2vLl0y\nP3Y28Pb2plSpUtja2tKjRw/Kli3LL7/8QtmyZbX7DBkyRO8xW7duJTk5ma5du/L48WPtrVixYtSq\nVYuQkBAAwsLCePToEf3799dbP+rr6/vWSigajYZt27bRsmVLGjRokC2vNXXkdPTo0XrbR40ahVqt\n1htZBahWrRrNmzfXtq2tralWrRo3b97UbrO0tOTChQvaWVEFSZZX9Lq7u7/xA4UkSZiYmFChQgXc\n3Nzo0qWLWDAsZKs9e/bw+eefEx0djZubG4GBgVhYWOR1t4R8YNu2bdSrV09bp2zDhg1YWlrSvn17\nACZOnIhKpbs2N2bMmDzpZ2GzfPlyHB0d2bhxIwYGBgwcOFA7vRpAo5FZ+BNM/BZeJeke17s1LBkF\nRUyzKUiNjoY7dyBlahUJCbB0KaQmv5owAcT/I0EQ/uMkScJr7Fj2+fnh9fKlUoorm5LGpSaiy4lj\nAyxZsoQaNWpgYmKCra0tFSpU0LtfpVKlq2F+5coVQLm4mpFKlSoBaMvJVKlSRe9+tVr91vqnjx49\nIjo6mlrZeAE0IiICSZLSLacpVqwYZcuWTVf+JqNpypaWlkRFRWnbn3/+OR06dKBatWo4Ojri5eWF\nj48P9evXz7Z+55Qsj6zKsszt27c5fPgwZ8+e5fnz5zx79owzZ85w+PBh/vnnHx48eMDPP/9Mz549\nqV+/Po8fP870eEeOHKFdu3ZUqFAh0+K6V65coVOnThQvXpwiRYpQv359Ll26lGHfWrZsiUql0mbs\nFAqXLVu20LJlS/744w8uXLjA0qVL8fDwID4+Pq+7JuSBQ4cOER4erm3v2bOH4OBgbXvIkCGUKFFC\n2/b398/WfySCQq1WM2bMGL799luWLFlC7969tR9MHkXJtAuAsUt0gaq5mVKSZuUkKfsCVYA//oBe\nvXTtjz+GoUN1bRGoCoIgAPqjq3ojn69nqX2PdqbHzgYNGjTAw8ODpk2bpgtUQZk1lfaiNCijnqB8\nRjhw4EC629q1a9/6vHI+KymTUX8yqs7y+r4uLi5cv36dNWvW8MEHH7B27VoaNmzIvNRM+PlYloPV\nzz//nKdPn7J69WoePnzIqVOnCA8P5+HDh6xatYqoqCgWLVrEo0ePWLlyJRcvXmTChAmZHi82NpY6\ndeqwaNEiTE1N0115uXnzJs2aNaNSpUqEhITw119/MXPmTIoWLZruWPPnz9eeKJH8onCaPHkyAD16\n9GDx4sXY2toSHh4uLk78R4SFheklfTt+/LjeP5levXppr5ACdOjQQW9KjJC7Dp2SqecHv/6h2+Zc\nHcJXgY9nNvyNfvIEGjaE5GSl/eGHSrKkmBilbW4Onp7//nkEQRAKmdTR1dHm5tleiisnj/02GQVx\nlStXBsDGxgYPD490tyZNmgBo656mjsSmSkpK0ptKm5GSJUtSrFgxzp8//8b93uW9sLOzQ5ZlLl++\nrLf9xYsX3Lt3L90IclZZWlrSq1cv1q1bx+3bt3F1dWXatGn5LiB/XZaD1XHjxuHv74+vr69eBG9g\nYICfnx+9e/dm9OjRqFQqevfujb+/P7/++mumx2vZsiWBgYF07tw53ZUQUIITb29v5s2bR7169bC3\nt8fb2zvd1ZSTJ0+yePFiVuVApjEh/7hz5w4Affr0oUmTJrRr105vu1C4XL58ma1bt2rbV69eZdGi\nRdp2+/bt9aauNG/enDZt2uRqH4X0kpJkJn8n838j4N4T3fbRPeC3/0GlCv/ig8u338KLF8r3JUqA\nRgNHjihttRq2bIEMLmYKgiAI+rw6d4YuXbJ15DM3jv0mGQWDnTt3Rq1W8/nnn2f4mCdPlH9UDRo0\noGTJkqxYsYJXr15p71+7di3Pnz9/4/OqVCo6duzI7t27OXHiRKb7pdZ8ffr06Vv7n/p5ZuHChXr7\nLFq0CI1G816fd1JfayoTExOqVatGQkICcXFxmTwqf8jy3Kjz58/j6+ub6f12dnYsW7ZM23ZycmL1\n6tXv1SmNRsPOnTuZMGEC3t7ehIeHY29vz9ixY+natat2v+joaHx8fFixYgUlS5Z8r+cSCobq1atz\n6tQpZs6cSf369Vm/fj2gLCoXCr7IyEj27t1Lnz59AIiKimLGjBl0Svln9+GHH/Lo0SPt/o6Ojtp0\n7ELe2rU7lMAFPxMTb8ydx9t4pvZEsmgBQElLWP0ZtGzyHkFqfDy8eqWMkgLs2QOmppBSJodffwXx\nd18QBOGd5WQprrwq85XR6GDFihWZPXs248aNIyIigvbt22NpacnNmzcJDg6mW7duTJs2DQMDAwID\nAxk4cCDu7u5069aNW7dusXr1ahwcHN468vjll1+yf/9+3NzcGDhwIDVq1ODBgwds27aNbdu2YWdn\nh5OTE2q1mi+//JKoqChMTU1p3LixdpQ07XPUrl2bvn37EhQUxPPnz3F3dyc8PJxVq1bRsmVLWrZs\n+c7vSY0aNXB1dcXZ2Rlra2vOnj1LUFAQbdq0wczMLEvHyytZDlbLlCnDTz/9xKBBg9LNjU5KSmLz\n5s2UKVNGu+3p06dYWVm9V6cePnxITEwMs2bNIjAwkLlz53Lw4EF69uxJ0aJFadWqFQCDBg2iVatW\neHl5ZfnYYWFh79UnIW8NGTKEoUOHEhoaSmhoKACurq6UK1dOnNMCKCYmhuDgYHx8fAgLC+Px48eM\nGDECR0dH7d+Xpk2bcvLkSe0/vKZNm4pznc/89scZ5gf9zd0ii5UNVkDEZGSgYYN6zPjkJtaGSbzP\nabOZP5+k4sW55+8PQNF27SAhgZi0B/vnn3/9GoSMid+1wkOcy4Lt9aQ/2SUng8nsPvbbjidJmWeV\nHzNmDFWqVGHBggXMnDkTjUajnRacdgCsf//+JCcnM2/ePAICAqhTpw7BwcF89tlnb33+MmXKcPz4\ncaZMmcKPP/7Is2fPKF++PJ6ento6rqVKlWLFihXMmjWLAQMGoNFoWLVqFfb29hn2/7vvvqNixYqs\nXLmS4OBgypQpw7hx45gxY0aW3pvXjzlq1CiCg4M5dOgQcXFx2NraMnHiRMaPH//G15YfSHIWJyov\nW7aM4cOH4+TkRP/+/bXzwK9evcqKFSs4ffo0ixcvZtiwYciyjJOTE7a2tuzYseOtxzY3N2fZsmXa\nkdvIyEgqVKiAj4+PdgQNoGfPnkRFRfHrr7+ybt065s6dS1hYGMbGxsiyjFqtZvPmzXTu3Fnv+GmH\n8AtiymZBcePGDXbs2MHz58+pWbMmHTt2FBmnC4jUP8q9e/dGrVaTlJTERx99xPbt27Vp4devX0+n\nTp3y/RU+QXHvqRFDx6/ljln65Aw2ceP46X/dUb9DcbSip09jfvq0Njgtcv48pTds4Mbs2dnVZUEQ\nhAInbbD6pgoI8fHxmJiY5EaXBCHbvennN8uf9IcOHYpKpWLKlCkMHjxY774SJUqwZMkShqZkX0xM\nTOTrr79+a7rnzFhbW2NgYJBuml/16tXZtGkTAAcPHuTixYvpEi5169aNpk2bciR1LdNrnJ2d36tP\nQt5zdnbGwcFB+72Qvy1cuJBevXpps/L27t2b/v374+TkBMDIkSNJSkrSnktxTvO/F7EyWw7Dut1w\n+DTIj4sgpc+YT8UKRWjU8C3nMy5OWXOaOjOmZEmYOJHyX38Nxsbg7Ax9+vB+83OE95U6Cid+Hws+\ncS4Lh7etmRSEwu6dhqUGDx5M3759CQsL09b4sbOzo0GDBhgaGmr3MzY2xs3N7b07ZWRkRIMGDdKV\nqbly5Yp2bvesWbMICAjQ3ifLMrVr12b+/Pna2oqCIOSeNWvW0KRJE21dsH379mFjY6Od6fD5559j\nnrr+ECVjr5D/JSfLHAyDtbth2xGIS0h7b1KGjzExSs7sYEoyJICkJOjWDa5eVQJVOztlHaqYLSEI\ngiAIQop3/lRgZGRE06ZNadq06b964tjYWO2UXI1GQ0REBGfOnKFEiRLY2NgQEBBA165dcXFxwd3d\nnZCQEDZt2qSdVlyuXDnKlSuX7rg2NjbvndJZEISsCw4OxtraWvu34MSJEzx+/JgxY8YAMHr0aL11\n6x9//HGe9FN4PxduyKzdDRv26mf2TaVSQb1Gnty5MpmH5jO12x2SJjG8r3fGB23cGFavhpo1lcRJ\nEyfCo0e6REkNG2b/CxEEQRAEocDKNFj9JyVxha2trV77bVL3f5uTJ0/i4eEBKIuAp02bxrRp0+jd\nuzcrV66kffv2LF++nFmzZjFixAiqVq3KunXrspwBSxCE7HXkyBGeP39O27ZtAaW8zL59+7TBap8+\nfYhJrXMJfPTRR3nST+H9PYyS+WEfrNsDp69kvE/tSuDbEnz+D8pau7JrN8xcMIKEJANKljBjeF9v\nWrd0VXbeuFEZMU2pZceHH0JwsBKsAhSAxA6CIAiCIOSdTIPV1OxUcXFxGBkZZWm0UpIkkpMzmf71\nGjc3NzQazRv38fPzw8/PL0vHA956PEEQsu7cuXOcPn1a+zv48OFDVq1apQ1WO3XqxIULF7T7i3VR\nBVN8gswvx5QAdfefykzd15UqDj6e4NcS6lbRZRec0KcPxjdu0CTlIoV5khknpu/n6E+OzF61Shk1\n3blTF6xOn66sRxUEQRAEQciCTIPVlStXKjukrB9KbQuCUDhFRESwdetWRo0aBSiJ0ubOnasNVj08\nPPQKR1eqVIlKlSrlSV+Ff0eWZX4/D2v3wE8H4XlM+n2MjaCDC/TyBs+GYGCQPj2+W+vWSH5+BkWx\nQgAAIABJREFUeL18qd22R6VCSs0n0KMHpE20JzJVCoIgCILwDrJcuqYgS5tJ7U1pv4X8T2Q3zD7P\nnj1j/vz5fPHFFwA8evSIypUr8+TJEwwMDEhOTmb58uUMGjQoR+qxiXOZ+25Gyqzbo4yiXr+b8T7N\n6yjTfD92B0vz1857YiLs3Qspo+vygweMLl+eBcnJSIAMjC5WjAX37yOZmuboaxFyhvi9LDzEuSwc\nsvoZVpSuEQqyN/38vkMVPP0D3r17l4SEhLfvLAhCvqDRaBg1ahRJSUoG16JFi7J06VIePHgAQMmS\nJVm4cCGJiYkAqNVqBg8enKOFw4Wc9zxG5vtgGdchMpW6wPSg9IGqQzmY1heuboIj30r0aycpgaos\nw4gRSuZeUDL5du8OL14AIJUujVfJkuxOmdq718wM75UrRaAqCIIgCEK2eKdgNTQ0lGbNmlG0aFFs\nbW05duwYoIzIeHh4sG/fvhzppCAI72fatGk8fPgQAJVKxYEDBwgPDweUKf4rVqxAnVpKBCVJkpmZ\nWZ70Vcg+SUkyu/+Q8ZkmU7YtDJgDR8/q72NRFPq3hz8DH3B1fSLT/CUqVZDAxQXu3VN2kiSlnMyV\nlGxLajUMHAjPnmmP43X3LtuqVEEG9taujWenTrnzIgVBEARBKPSyXLrm8OHDeHp6UrVqVYYNG8bi\nxYu195VMKTvw/fff4+npmf29FIT/iNSENWlHM2VZJsHBQUlY8xZLlizB3d2dWrVqAXD69GlCQkLo\n1q0bAF999RVlypTR7i/KyRQuZ6/KrN0DP+yDB0/T369Ww+SSv/JBj/p4tS2NibEETq3g22+hUSNl\nJ2NjOHsWypZV2vPnQ/HiuoMsWKB3TEmlou4nnzDiiy9oPW6cGIkXBEEQBCHbZDlYnTJlCvXq1ePY\nsWM8f/5cL1gFcHV1ZfXq1dndP0H4T8kwYY2ZGdLHH0NCgi6TamIiGBryw48/UqZMGW0ZqGvXrvHy\n5UttsDpx4kQsLS21x/Ly8sq9FyPkivtPZH7YD+t2w9lr6e8fGfk1D2u54PyJMz3+D0r7rwDiwDjl\nQkXz5hAZqXvAmjVgba1rt2v31j408vDg+LFjYlRVEARBEIRsleVg9dSpU8yZMwdDQ8MM7y9Xrhz3\nUqeOCYLwXrw6d2b0rFl4nj6tTVizt3ZtFnz9NbRqxd5r14iKiqL75Mmwdy8PHjzgyJEjeEyfDuvW\n0b9/f+Lj48HXF2bPpklqyZBp02DYMEiZBcGqVdCxI6QGsiEhysha6hTgW7egfHlI/X2XZWVKaDZI\nHT1Orcm609z8nUaPBYhLkNlxVAlQw449hmQNj4xKATDv1ljOm9VmXw0/enrC+JM3sa4jQ7cGyoO7\nddOdd4DXLjxSvvw790eSJD6dMkWMqgqCIAgF3urVq/H39+fWrVvY2trmdXf+87K8ZtXIyEibmCUj\nd+/epVixYtnSKUH4z3n+HJ48QZIkvCZNYl9KkPiriQmamjWR7OygaFHi4uJYtWqVUgzT1JTOnTvT\nvXt3uHYNDAyoVauWkvnx4EElwEwVFATx8br2lCkQHa1r+/rCkye6dosW+qNt9vYQEaFru7np3+/v\nr9TUTPXFFxAVpWuvW6d9PrfWrWl64gTzw8OZHx7O9NBQmoSF4d669bu/b/8hGo3M0TMyM4eeoIPL\nMXymKXVRR9z5msEPvgXA1BjK1izDDKdw/tkK84ZJWI8bCGlH1Hv0gI8+yvb+iUBVEARByAkXL16k\ne/fuVKxYEVNTU8qXL4+bmxszZszI664JuSDLwWrTpk3ZvHlzhvfFxMSwcuVK3NzcsqtfgvDfMn8+\njBnD9evX+f3cOfY4OSEDO6pUYffRo8rIZ+nSuLu7M3z4cO3Ip62trfJ7d/w4pFmLyoYN+lM5P/8c\nSpTQtXv31h9dc3EBc3Ndu0wZKFJE1375EtJmeP3rLzBIMzFj1y7QaHTtpUuVacupxo6F2FhAGT3e\nk5REaigtA3tfvcIzdc0kQKtWkJIYClCC3zTp+zl4UD/4fvlSPzgv6NK8l5HrfmWXzxKqdAPXoXBn\nzym6RejqXv9p3pjKpRIJmgT3fgGfrYOxWzNXVxe1Vi3lJgiCIAgFzB9//IGTkxNhYWH4+/uzbNky\nBg8ejKWlJXPmzMnr7gm5IMvTgGfMmIGLiwuenp706NEDUKYGX758mQULFvDkyROmTJmSYx0VhELn\n4UOiDA357LPPWDZ7Nvj7Y2VmxsKFC9mwfDmjBwyg49SpfKTRIMsykiRhYWFBmzZt0h/Lxka//fqF\nI39//XZgoH77hx/02ydO6LcfPNCfBvz77/rB75o1+kl4pk7VD4Z79tQGw5Ik4VWvHrvPn6dVQoJS\n7sTQECnt/r/9Bmnrbc2fD8OH69pduiijyan72NrCpUu6AN3TE376SdeHGTOUgDk1AN+/H1xdwchI\nacfFKcfKxtHBLCfLevECbt+GmjWV9vbtJK7byGrfH1m7G4odgVGRwdysOQyAw8XcSJbUVLGBXt7w\niVdb7MumXVdaNNtegyAIgiDkpcDAQMzNzTl58iTF037OQKlGIhR+WR5ZbdCgAXv37uWff/6hb9++\nAIwfP56hQ4ciSRJ79uyhdu3aOdZRQSgMkpOT8fX1JfHFC6hXD4uICDZu3EhkdDRs3kzxsmVZv349\nH7VvD1264N25M127ds37KZYqlX4gV6WKklo2lbe3LvADGDpUP9hcsEBvpNbrxAn9cidRUfojuyEh\nUDRN0DV1qv79zZtD6rIDWYZXryC1WLosw+HD+iPBX36p39/27XW1Q0FZy5uyhhYAd3dltDbVlCn6\nI8UHDug/Pu0obwq31q1pGhbG9NBQ7a1JWBjuTZoo07JTnT0L/frxKklm5zGZsbsrcX3POQbNhd/P\nw+/mTZlhMw2A4ubg3rM6/tv7c+lH+Ky3hH1ZMf1WEARBKJyuX7+Oo6NjukAVdNVIUu3fvx8PDw8s\nLCwoVqwYzs7OBKX5f3v06FG6deuGnZ0dJiYmlCtXjgEDBhCVdtnSG5w8eZJWrVphaWmJmZkZLi4u\nHD58+F+9PuHt3qnOqqurK3///Tfh4eFs3LiRH374gePHj3P58mVcXFxyqo+CUKCNGDGCyMhIkGXU\ncXFcuHCBk+fPw4wZqI4eZdOmTRRJE8i1a9cOU1NTFnz/fd4HqTlEkiSl3EmRInhnVO6kfn0lQE41\nerR+sBkcrJuGLEnKFOG0yd9++02XOVmjUaYRpwbPycng4aELZpOSlGOkBsdJSXD0qG5/jUYJdlOP\nr9HorwGVZSWQTkzUtZs3x6t9e/bUrq0/3bl2baW8V8osFFmWOWtWm4svrLDpAO0C4OvzjnxQJ1x7\n+JfGFli3asbmQIgMhm/GSjSuJRXanw1BEARBSFWxYkXCw8M5d+7cG/dbt24dXl5ePHr0iPHjxzNv\n3jwaNmzIr7/+qt3n559/Jjo6mkGDBrFs2TI+/vhj1q9fT+ss5MwIDQ3FxcWFZ8+eMW3aNObMmUNC\nQgKenp6Ehob+69cpZC7L04BTSZJEvXr1qFevXk70RxAKvJkzZ9KyZUucnJwAuH37NiEhIfRMToaf\nf2bp0qVUqlQJmjUDILNUN4U9GMmxcieSBA0b6toqFYwbp2ur1bBzp65tYKCfbEqS4I8/dMFycjLM\nnatrJyZCmza6YPnlSyXQTTul+NQpJENDvMaOZV9KKaK9ZmZKYG5nxwu/wSxf+4q1+w24cMMCLHdC\nyoVdWVKRKBnjXF2Z5tv9IyhZvHD/LAiCIAj5z7lz55g7dy6RkZHUqlWLqVOnYp02H0YuCAgIYP/+\n/Tg5OVG/fn1cXFzw8PDgww8/xDjlovSLFy8YNmwYzs7OHD16VLv9dbNnz8Y07awroEmTJvTs2ZNj\nx47RLOVz2etkWWbgwIG0aNGCffv2abcPGjSIDz74gEmTJnHs2LFsesXC67IcrNrb2+Pq6kqLFi1w\ncXGhatWqOdkvQSgwVqxYQbly5bRX5p4+fcru3buVYDUxkWnTpmFhYQFly8Ly5TS1s4PSpfO413kv\n35Y7UauhQQNd29BQGdlNZWICO3bo2kWK6Gc+NjKCI0cASDKzZqmxJZ4vX7LQyIJal0qwcAzsP/kZ\nmiPpn7p8SejpBb28oKZDPntfBEEQhP+MU6dO4eLiQlxcHAAhISHs2bOHEydO6NVvz2nu7u4cPXqU\nOXPmcODAAU6ePMmCBQsoVqwYCxcupHfv3uzbt4/o6GgmTJiQaaAKaANVWZaJjo4mMTFRW+IvPDw8\n02D17NmzXLlyhfHjx/P48WO9+z766COWLl1KfHw8JmmXPwnZJsvBqouLC6Ghoaxbtw6A0qVL07x5\nc1q0aEGLFi2oW7dujnVSEPKT7du38+TJE+3a7fj4eLZt26YNVgcPHqyUeZJlcHWl7ty5kPr7cfRo\ntibxKejyXaCaHQwMoEEDdu0OZeSMfdwvuZB+L/ryW6nF7P12H1hKSBYttLubmUBnN2UU1d0J1OpC\n+J4IgiAIBcqUKVOIi4ujQ4cO9OnTh4kTJ3Lx4kW+++47xo8fn6t9adKkCdu3byc5OZm//vqLnTt3\nMm/ePPz9/bGzs+P69esA1HpL5vvbt28zbtw4du/eTXTaGVXA87QVB15z5coVAO3nvtdJksSTJ08o\n/x51yoW3y3Kwmhqk3r59m6NHj2pvW7duRZZlLCwsaNasGTvTTq8ThELg2LFjhIaGMmnSJAAMDAz4\n4YcftH+0unTpQvPmzbX7V3Zw0E0ZHTUKvv9eKQ0DIlAtxJ5Fy5y7DmeuKrcta/YRbT0TuYTMz892\nE1uiE5J1Z+R/piBZtsDdCXxbQidXKGomfi4EQRCE/CMipbb65MmTcXZ25urVq4wdO5Zbt27lWZ/U\najV16tShTp06NGnShA8//JD169dTrVq1tz42OTkZT09Pnjx5wqRJk6hRowZFihQhOTkZb29vNGnL\n770m9b45c+ZQv379DPfJ7enR/yXvvGbVxsYGHx8ffHx8iIqKYseOHcyZM4fLly/rLWIWhILq8uXL\nfPPNNyxatAgAS0tLgoKCtMGqm5ubXla6MmXKUCa1xumJEzBxopItVpKUEiudO+f6axByjizL/PNA\nF5SeTfl6695r+700QEK54vqiki5ZVsVyag7/DLZlRIAqCIIg5E+VK1fm4sWLTJo0iU8++YRvvvlG\nuz0/aJCyXOfevXu0atUKgPPnz2e6TPH8+fNcvnyZNWvW0KtXL+32q1evvvW5KlWqBEDRokXx8PD4\nt10X3tE7ZQO+f/8+P/30E8OGDaNOnTpYW1szcOBArKysGD9+vBhVFQqkJ0+e0L17d227TJkyBAUF\nEZ9SjsTR0ZHly5cjy0pe16JFi+qva5Bl3ff16yvJen7/XWlLkn4WW6FASXwlc+aKzOpdMiMXyngM\nkynREip2ho4TYEYQbD+SPlBV6ErbpJ3uXNUmWQSqgiAIQr725ZdfYmFhwf79+/Hz8+PGjRvUqVOH\nQYMG5Wo/Dh06pP38lVbqAFn16tXx9PSkWLFizJ49W/vZ7XXqlM9ir4+gfvXVV2/tg7OzM5UrV2bB\nggXEpC1zl0LUe81ZWR5ZrVq1KtevX8fMzIzGjRvTpUsXFi1aROPGjdNl1sqqI0eO8NVXXxEeHk5k\nZCSrVq3Cz89Pb58rV64wYcIEQkJCSExMpHr16mzYsIHq1asTFRXF1KlTOXDgABEREVhbW9OmTRsC\nAwOxsrJ6rz4J+deu3aEELviZxCRDrK228Wk/T1q3dH3n4yQnJ9O+fXu2bNmCsbExVlZWHDp0iIiI\nCOzs7LCwsGD37t3aP2ySJPHhhx9mfsBPPwVPT2jbVglMjxzRrzEqFAhRL2TOXtMfLb14C14lvfWh\nABgaQM2KUK8K1K0CcY88Wb5mMrcMZ2r3cUiaxPC+3jnzAgRBEAQhmzg6OhIWFsbChQu5d+8ejo6O\nBAQE6JXayw2ffvopsbGxdOzYkerVq6PRaAgPD2fdunVYW1szcuRIzM3NWbRoEf7+/jg7O+Pj44OV\nlRV//fUXkZGRbNmyhRo1alClShXGjBnDnTt3KF68OLt37+bu3btv7YMkSQQFBeHt7Y2joyP+/v6U\nL1+eyMhIbdmaQ4cO5fRb8Z+V5WD12rVrqFQq3Nzc8PDwwNXVlQ8++OBfJUiJjY2lTp06+Pn54evr\nm+5YN2/epFmzZvTu3ZupU6diaWnJpUuXKJpSDzEyMpLIyEjmzZuHo6Mjd+7cYciQIfTo0YO9e/e+\nd7+E/GfX7lBGzNjLDfViZcN9uDptMolJ0KFNi7f+HPr6+hIYGIitrS1qtZqHDx/y559/4urqiiRJ\n7Nq1S6+49DvVDW7XDsaPV8qZSJIIVPM5WZa5dS/9NN5/HmT9GMXNlaC0TmXla70qUMMejAx1P4f7\n9iXw6uF2eHoAE7MS1Khqy+ef+bzXBRZBEARByG2VK1dm6dKledqH+fPns2XLFvbu3UtQUBAJCQmU\nL1+eXr16MXnyZGxtbQHw8/OjVKlSfPnll8yaNQu1Wk21atUYOnQooOQb+eWXXxgxYgTz5s1DrVbT\nsmVLgoKCdEu50nj9c6WLiwt//vknX3zxBd988w0vXrygbNmyNGjQgH79+uX8G/EfJskZja1n4PLl\nyxw5ckSbWCkiIgJzc3OaNWumzQjcsGFDDAzeeRksAObm5ixbtgxfX1/tNh8fH9RqtTa5U1bs3r2b\nNm3a8Pz5c21QmzbDl4WFxXv1T8hbXp0ns/9+YLrt8j9TUNt/gakxmBmDacot6sJ4SlXqQBm7Jpga\nw+md3bCr0YraTfwwM4HoR+cpXcYGKytL5bEmpDuGdlua+4yNQHrwAAYOhJ9/VsqaADx/Dtn0s7Vr\ndyiLv99HwisDjA2T3nsEOb8LCwsDlOk1OSUhUeavm+iNmJ69Bs/Tz+LJVMVyUK+yMlqaGpjalH5z\nJuPjx4/TvHlzJSt0CpVKRUhICC1atMj0cQVVbpxLIXeIc1l4iHNZOGT1M6wonSIUZG/6+c1yZFmt\nWjWqVatG//79ASUr8JEjR/jtt9/4/vvvmTRpEqampsTGxmZLpzUaDTt37mTChAl4e3sTHh6Ovb09\nY8eOpWvXrpk+7vnz5xgbG2NmZpYt/RDy3qUImRN/G0DxjO5Vo9FAzPWviTG2RSqhJDOSn8KD5/u4\n8EipnyWbBHL7HwuO3U99XO336oskgYlhKXadf8kvjdaxq2qflOC2GGYmsi64NQJTkwwC38yCYSPl\n6+/HjvD5gr3cMtJNHb0+YzJAoQxYs9OT5+mn8f59C5KSs/Z4I0Oo5aAEpXVTRkzrVAJL83efPfK/\n//2PpKQkfH19Wbx4MQEBASxfvpxly5YVymBVEARBEAQhJ7zXMGh0dDQXLlzg/PnznD17ltu3bwPw\n6tWrbOvYw4cPiYmJYdasWQQGBjJ37lwOHjxIz549KVq0qDbzV1rPnj1jypQpDBgwAJXqnXJHCflQ\nbJxM4GpYsBESo5OQ0gSr8qMfIekREimRiMoUnu6ElGCVssP1jiWZVvlXffF9uIZXkiE/lvQhLlGi\ni8MPPDOwJPn2vzpsOvI/+5BsZ+ptu6GeSc9RU2i4pwWW5mBRFCyLgqW5Mh3VMk077femxoWzjqlG\nI3MzMiUovZYSmF6D2+8wjdeqmG5taepoaXU7MDTInvfr2bNngJI52sLCAg8PD5YvX/7GOm6CIAiC\nIAiCviwHq1u3buXIkSMcOXKEc+fOodFoMDU1pXHjxkycOBEXFxeaNGmSbR1LzdbVoUMHRo4cCUCd\nOnUICwtj6dKl6YLVmJgY2rZti42NDXPnzs30uKnTYoT8S5bh8DlLFmy14cEzI2Wj2hr5XFOkOilZ\ndg2KYxQZwJwvp9O44SkePK5GVJQNViXPE/9KRcIrFfGJKhJeXUn5mnZbmq+vVCS8kkhIVL32OFWa\nx0ncelWNH890YrtVB+LUZjwxzKl6Whn/Sj6PVXPgHX90DdUazE2TKWqWrHw1TcLcNPX75JTvkzA3\nS7stSXufsWGWVgj8a2/6nUx4JXHjvilX7phy5a4ZV+6acu2uGbEJWc+wXME6nqrl46hS/iVVy8dR\ntfxLSlm+0it5mxAFZ6P+zat47TkrVABg1KhR7Nq1i5CQEEAp/VWY/wYV5tf2XyPOZeEhzmXBVqXK\nv7vYLggFXZaD1Y8//pjixYvTrFkzunfvjouLC87OzhimrtnLZtbW1hgYGODo6Ki3vXr16mzatElv\nW0xMDK1atUKlUrFz506MjIxypE9CzvvnoTFfbbHhj/C7cHcAUpXVAFSt7cq9ozOpafopicmGGJSJ\nx73DAJo3qQdA+dLFKF+6GJCYLf2QXr3C5quvuBMwCo2JCWDI43+WcajC3+kC2QwD4NeC4fQB8Ov7\nS8S/UvHgbiIZz0/I4lzWNF4lq3gao+JpzPv9jhoZaFIC2aQ0wW36oDZ1H/0gOBlDg8yD3d/+OMOm\n4LMkJhliZPCKbu3qUqt2/ZSA1Iwrd0y5GmnGrQcmJGuyNtppZKDBoWycNiCtWv4llcvHUdQk80Lf\nOcXHx4ewsDD+/PNPtmzZAoCTk1O6bOeCIAiCIAhC5rIcrJ49e5ZatWrl2rRCIyMjGjRowKVLl/S2\nX7lyBXt7e207Ojqali1bIkkSu3fvfutaVZFoIH/6584j3Dx9uFtyL6+SJDBWw5MtlHD6lrnDTfH1\nrseFCwdJTExEkqTcOY8GBpQ6cACmT1faufCcu3Z7M2LGZG6odVOBK8RPYsRn3tSqB1HR8CwansWk\n3KKVZEGp30el3BcVnfWSK5lJTFLx5IWKJy/eL9g1NVamJBc315+iHBV5hD+O3uCZVUpm50Q4+dVk\nks2rIFnUy9KxS1jAB69N461mq8LAoChQ9L36m91+++03fvnlF65du4aDgwNt27bNsYt7eU0kcik8\nxLksPMS5LBzE8hHhvy7LwWrt2u+XkOZNYmNjuXr1KqBM+42IiODMmTOUKFECGxsbAgIC6Nq1Ky4u\nLri7uxMSEsKmTZvYsWMHoASqnp6eREdHs337dqKjo4mOjgagRIkShfaDYWGQnJxMixYtOHDgAPvD\nTBixsAS3rv0FpjeQTCqhMihKl1F/snSyEdbFJUCibt26OTud6cQJuHwZevVS2osWQfK7j2j+G6lJ\nlJYETSE+UY2JUTLD+3q/c3IlWZaJT0wf2KYGsmm3P49Jv19UdNYTE2UmLkG53XvyWt8yWJerqTAT\n/pkCFumTD1WxURIepQ1My1nn//W4arWaDh065HU3BEEQBEEQCqz3qzOTTU6ePImHhwegfPCcNm0a\n06ZNo3fv3qxcuZL27duzfPlyZs2axYgRI6hatSrr1q2jZcuWAJw6dYrjx48jSRJVq1bVHleSpEJb\nIqIga9euHQsXLsTBwQG1Wk1cgoxH72Mcv/MhIEGtEDCypaEjLBsD9avXyt0OWljAqFHw4YdQrhxk\nUHcrN7Ru6fqvM/9KkqTNOlz2PZbXyrLMy3j9IPf171OD3ucZ3Pcs5k1xfsZ/diRJTYMa+kFpbQcw\nL5K/g1JBEARBEAQhZ+RpsOrm5qZNpJQZPz+/TNd5ZeXxQt4ZPHgw3bp1w83NDYCiRYsSEhJCufIV\nmbsBLhpsIOGfMkgpiZtLlK7Kl4OhbxtQqXIpQFm8WBlJLV4cqlWDLVvAOqeSJxUckiRRxBSKmEL5\nku/+eFmWiXmZcZA764skLmfwmP9rkMze70VgKgiCIAiCICjyNFgVCpfAwEDs7OzolTKN1srKigMH\nDmiD1Xnz5nH8kgW1PoEbkYDaHgmldmm/djBrIJSwyOVg5e+/YcoUWLpUabuKWqbZQZIkzIuAeRGw\nKa1/n5XsmW5drkPSJD7t553LvRQEQRCEwkGSJJKTk1Grs54tXxDyg+Tk5Dcu7RLBqvDeVq5cyf37\n95k0aRIApUuXZu/evdpgddSoUdp1wxH3ZUYtLcf2I/rHqF8Nlo2Fho65FKQ+eABHj8LHHyvtmTPh\n5MnceW4B0K3LnblgBAlJBpQsYfZe63IFQRAEQVAYGRkRHx+PiYlJvs/pIAipZFkmMTERExOTTPcR\nwaqQZXv27CE4OJhvvvkGAFtbW4KCgrTBardu3ejYsaN2f2traxISZWatkZm5Rkm2k6q4OcwcCP3b\ngVqdi39Uk5Jg0CCoWxeqVAErK/Dyyr3nFwAlYC1dsgggMlUKgiAIwr8lSRLGxsYkJCS8fWdByEeM\njY3FyKrwfs6dO8dnn31GcHAwoBSm3rFjB8uWLUOSJFxcXLQ1JAGKFSum9/h9x2WGfw1Xb+sft08b\nmD0IShbPpSD16FGoVElJmlS+PAQFwRuu4AiCIAiCIBQ0KpXqjSNUglAQqfK6A0L+8ejRI5ycnJBl\nGYDKlStz6NAhYmJiAHBwcNBmXwblSkiZDDLm3n4g0/UzGe/R+oFq3crw2/8gaKKUe4EqwJ49MHas\nrt2+PdjY5N7zC4IgCIIgCILwzkSw+h+WnJxMjRo1tMGotbU1jx8/1ta+NTMz48qVKxQpokzXlCSJ\nChUqZHq8xFcyc9bL1PCBn0N024sVgUUj4WQQNK2dC0FqUhIcPqxrT5oETk6QEoQLgiAIgiAIgpD/\niWnAhcCEPn0wvnFDb763LMskODgwe9UqZFnW3ufq6sry5cupVq0aarWakiVL8vvvv+Pp6YkkSZw8\neZJSpUppj1OuXLks9eHQKZlh8+FShP72Xt4wdyiUtsrFkdToaOjeHXbtgvr1oUgR/ZFVQRAEQRAE\nQRDyPRGsFgJurVsj+fnh9fKldtseMzOkTz/lk08+oVevXnilJBGys7Pj8OHDVKtWDYCtW7diZWWl\nfVzp0q/VGXmLu49kxi2FjQf0t9dygKVjoEW9XApSHz6EhARlem/x4kopmujo3HluQRAEQRAEQRCy\nnZgGXAh4durEntq1SZ3kKgN7a9fG86OPaBcfT2hoqHJHQgJLhgyhX79+KTvKWFtbo1Iznej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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -814,9 +804,7 @@ "\n", "def predict_using_gain_guess(weight, gain_rate, do_print=True): \n", " # store the filtered results\n", - " estimates = []\n", - " predictions = []\n", - " estimates.append(weight)\n", + " estimates, predictions = [weight], []\n", "\n", " # most filter literature uses 'z' for measurements\n", " for z in weights: \n", @@ -826,25 +814,14 @@ " # update filter \n", " weight = prediction + scale_factor * (z - prediction)\n", "\n", - " # save for plotting\n", + " # save\n", " estimates.append(weight)\n", " predictions.append(prediction)\n", " if do_print:\n", - " print('previous: {:.2f}, prediction: {:.2f} estimate {:.2f}'.format(\n", - " estimates[-2], prediction, weight))\n", + " gh.print_results(estimates, prediction, weight)\n", "\n", " # plot results\n", - " n = len(weights)\n", - " \n", - " xs = list(range(n+1))\n", - " book_plots.plot_filter(xs, estimates, marker='o')\n", - " book_plots.plot_measurements(xs[1:], weights, color='k', label='Scale', lines=False)\n", - " book_plots.plot_track([0, n], [160, 160+n], c='k', label='Actual Weight')\n", - " book_plots.plot_track(xs[1:], predictions, c='r', label='Predictions', marker='v')\n", - " book_plots.show_legend()\n", - " book_plots.set_labels(x='day', y='weight (lbs)')\n", - " plt.xlim([0, n])\n", - " plt.show()\n", + " gh.plot_gh_results(weights, estimates, predictions)\n", "\n", "initial_guess = 160.\n", "predict_using_gain_guess (weight=initial_guess, gain_rate=1)" @@ -872,7 +849,7 @@ "data": { "image/png": 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8hQKek6xevXoVy+TNjzPIwcGBMWPGMGzYsP/s6+3tre2J5uPj88z5KVOm0KpV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TAAAg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\nfJtSAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -880,7 +857,7 @@ } ], "source": [ - "predict_using_gain_guess (weight=initial_guess, gain_rate=0, do_print=False)" + "predict_using_gain_guess(initial_guess, 0, do_print=False)" ] }, { @@ -912,9 +889,9 @@ "outputs": [ { "data": { - "image/png": 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PHvD2Bicn05UxD4YPH461tTWzZ88mPj6exo0bM3/+fGxtbXP1/PhElV8O64fx/nQAomKy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\n9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Wzdib+qTHObe4EKayIhBW7oTj559dJ6+diuONd/i/qT/TpmFe9Hobysw7ypkz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\n/lQKrvF4IgAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -945,17 +922,7 @@ " \n", " estimates.append(weight)\n", "\n", - "# plot results\n", - "n = len(weights)\n", - "plt.xlim([1, n])\n", - " \n", - "days = np.linspace(1, n, n)\n", - "book_plots.plot_filter(estimates)\n", - "book_plots.plot_measurements(days, weights, c='b', label='Scale')\n", - "book_plots.plot_track([0, n], [160, 160+n], c='k', label='Actual weight')\n", - "book_plots.plot_track(range(1, n+1), predictions, c='r', label='Predictions')\n", - "book_plots.show_legend()\n", - "book_plots.set_labels(x='day', y='weight (lbs)');" + "gh.plot_gh_results(weights, estimates, predictions);" ] }, { @@ -1017,7 +984,7 @@ "data": { "image/png": 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EAmzfvh01NTVYunQpsrOz25w3orMoAbBROTk5OHr0KLfs7OyMxMREm3vamC1g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\n0wdz5syBQqEwKNdoNNi3bx+ysrKg1+t5io5YG5Z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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1025,7 +992,7 @@ } ], "source": [ - "gh_internal.create_predict_update_chart()" + "gh.create_predict_update_chart()" ] }, { @@ -1047,18 +1014,18 @@ "**Initialization**\n", "\n", " 1. Initialize the state of the filter\n", - " 2. Initialize our belief in the state - how accurate do we think it is\n", + " 2. Initialize our belief in the state\n", " \n", "**Predict**\n", "\n", " 1. Based on the system behavior, predict state at the next time step\n", - " 2. Adjust belief in that state to account for the uncertainty in prediction\n", + " 2. Adjust beliefto account for the uncertainty in prediction\n", " \n", "**Update**\n", "\n", " 1. Get a measurement and associated belief about its accuracy\n", - " 2. Compute difference (residual) between our estimated state and measurement\n", - " 3. Update state based on predicted state plus some proportion of the residual\n", + " 2. Compute residual between estimated state and measurement\n", + " 3. New estimate is somewhere on the residual line\n", " \n", "We will use this same algorithm throughout the book, albeit with some modifications. " ] @@ -1426,7 +1393,7 @@ "data": { "image/png": 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XrlyhTJkyDBkyhKCgoNS7KxERSZZh2Pc4/O8y+HYTxCckbdOgGvRrC60DwEU9\nWvft2LFj/PXXXwQGBgJw4sQJvvzySzPJfOGFF/j7779v23sz7wPtvVkqrxWrxWDTLoPNYbAlDH79\nA65dTz6uwvntyeTNpLK8t+bQiohI6kg2yYyNjcXPz48ePXrQvXv3JL+Mjh49Su3atenZsyejR48m\nb9687N+/n5w5c5ptunbtSkxMDMuXL6dgwYJ89913dOvWjWLFihEQEJA6dyUiIncUGW3w5Y/25PKv\nY0nrPXJBz+bwcisoV0IJyP2Iiopi27ZtNG7cGIALFy7w5ptvmklmw4YNCQ+/tVRryZIlKVmypMM5\nHmTvTXdXPxISLcQnJh9XsUL/JJX/zKks7aWkUkRE0obFMAzjfhrmypWLTz/9lO7du5vHgoKCcHJy\nYsGCBcm+75NPPnHoAfX29ua1117j9ddfN49FRd1agSBPnjwPdBOSsezcuROA6tWrp3Mk8qj0LLOO\nhUv/5OstnqwLK3DHHq+nK9nnWr7QANy1YmiyEhIS+PXXX80PSs+fP0+5cuUIDw/HxcWFxMRERowY\nwTvvvIOz88PPSrkRf+e9N++mVFF7L2Xdf7YU8S6ipDKj08/YrEF/w4ok9dC//Ww2GytXrmTYsGE0\nbdqUXbt24e3tzZtvvkmHDh3MdoGBgQQHB9OyZUvy5s3LihUruHjxojlsSEREUtfs5QZ9p5THMBwT\njpzu0KUJ9Gtj3z5D7u7PP//E19cXJycnDMOgVatW7N+/n0KFClGoUCF69+5NREQEnp6eODk58cEH\nHzzyNe+192a54o5JpZennqFIRmez2bhx40Z6hyHyyFxdXZPdm/mhk8wLFy4QExPDu+++y4QJE5g4\ncSLr16+nS5cu5MyZk2bNmgEwf/58WrVqRYECBXB2diZbtmz873//w8/P72EvLSIi9ykkzGDAZBwS\nzCql7XMtgxpBrhxKTO7k8uXLuLm5kT17dgA6dOjAvHnzqFGjBi4uLvTr149z585RqFAhAKZMmZKq\n8dy+9+byNXtxc7XRpEHVVL2miKQswzC4fv06bm5uGmUgmZphGMTFxSX7vfzQw2XPnDmDl5cXQUFB\nLFy40GzXpUsXIiIiWLVqFQDPP/88p0+f5r333qNAgQIsXbqUDz/8kJCQEIdE8/ahBgcPHnzwuxUR\nEQdnLrnSc4ovkbEuAJR54irDOpygUolY9PeNo4SEBBISEnBzcwPg//7v/2jWrBmNGjUCYM6cOZQq\nVYr69ev4vBDRAAAgAElEQVSnY5QikhGVKVPG/Hdyw2WvX7+Os7MzTk5OaRGWSKpKTEwkISGBbNmy\n3bH+oXsyb/ZMVqhQweG4r68vwcHBAPz1118sXbqU3bt3U7lyZQAqV67Mli1bmD59OrNmzXrYy4uI\nSDKuXbfy5mwfM8HMlzOeKS8donC++HSOLONISEgw50xOnz6dfPnymesHBAQEcPbsWbPtiy++mC4x\nikjWYRiGEkzJMpycnIiPv/vfFA+dZLq6ulKjRg3279/vcPzAgQN4e3sD9nHnQJLxularleQ6UDUB\nPnPTQgZZh55l5mSzGXQcBYf+2fPSxRk+6H2YwvniH+tnaRiGOaxn9uzZhIaG8tlnnwHQqVMngoOD\nza9PRv466f/LrEPPMmu4fTSeiNjdfbYm9i1MwsLCCAsLw2azcfz4ccLCwjh58iQAQ4YMITg4mFmz\nZnHo0CFmzZpFcHAwAwcOBOy9mr6+vgwYMIAdO3Zw+PBhpkyZwrp162jbtm3q352IyGNowjz73pc3\nffoGVCkVm17hZAhbtmyhffv2ZrlWrVr88ssvZrlFixYOUz9ERETk4SWbZO7YsQN/f3/8/f2Ji4tj\nzJgx+Pv7M2bMGABat27NzJkzmTx5Mn5+fnz66acsWLDA3BvMycmJlStX4unpSatWrahSpQoLFy5k\n3rx5NG/ePPXvTkTkMbN0s8HYL26VX2kPL7V6/CZgnjx50ty3EqBSpUqsW7fOXNWxYsWKZi8SaKsP\nERGRlJRsklm/fn1sNhs2m43ExETz33PmzDHb9OjRg7///purV68SFhZGx44dHc5RqlQpvv76a86e\nPUtMTAy///473bp1S527ERF5jO09bNB9/K1yg2ow5dX0iyctxcfH06RJEzOJfOKJJwgLC+P4cft+\nHx4eHhw7dgxXV1fAnlTe/LeIiDzeevbsScmSJdM7DMaOHZvstiDJmTdvHlarle3bt6dwVA/n4e5C\nREQylIuRBq2HQuw1e7lUUQgeDy7OWbeHrn///ubiPAcOHCA0NJS6desydOhQoqOj2b59O8WKFTPb\ne3h4pFeoIiKPjTlz5mC1WvH19X3oc1y7do2xY8eyefPmFIwseRlhRIvFYkmTOGbMmMH8+fNT9RpK\nMkVEMrn4BIMOI+HYP4uh5nSH7z+A/HnS/xdmSpo+fTq7d+82yxcvXmTt2rXs2rWLmjVrcunSJbZt\n28bEiRMJCAigQIECD/2JsIiIPJyFCxeSPXt2Dhw44DAt4UHExsYybty4NE0y73NXx1Q1cuRIrl27\nlurXmTFjBvPmzUvVa+i3r4hIJjd4Gmz6/VZ5wRioWCrzJ5g//PADISEhZvnEiRMsXbrULI8dO5YG\nDRowYsQIrl69SsuWLQkODsbHx4e9e/cye/bs9AhbROSxderUKUJCQhg/fjy5c+d+5AXVMkLil5ac\nnJyyzFQOJZkiIpnYzO8NPvvuVnn8y9A6IHMmmLt372bNmjVm+fjx4w5rALz00ksOi8ZVrFiRYsWK\nceTIEQDGjx9Phw4deOmllwDM4yIikjYWLVqEs7MzPXv2pH379gQHB5tbGt7uxo0bTJgwAV9fX9zc\n3ChcuDBt2rRh3759HDt2DE9PTwDefvttrFYrVqvV3K/4bvMn7zSfcd68eTRs2JAiRYrg5uZG2bJl\nef/99x8qeV2xYgVWq5Vdu3aZx9asWYPVanVYaA7sey3Xr1/f4djatWupV68euXLlIleuXAQGBjqM\nzrnbPdhsNsaOHUvRokXJkSMHDRo04M8//8Tb25tevXoliTMuLo7XX3+dggULkjNnTtq1a8fFixfN\nem9vb/bt28fmzZvNr21qzEdVkikikkmFhBm8MuVWuUMDGNE9/eJ5UGfPnmX16tVm+fTp07z33ntm\nuVWrVrRs2dIslytXjho1aiQ5T6lSpQAYNWoUS5YsMXswbx4XEZG0sXDhQgIDA/Hw8KBbt26cP3+e\nn376yaGNzWajZcuWjB49mqpVq/LRRx/xxhtvEB8fz65du/D09DT3MG7Xrh0LFy5k4cKF9O3b1zzH\n3eYt/vv4jBkz8PLyYujQoUydOhU/Pz9GjBjBiBEjHvje6tSpg8VicRhhExISgtVq5bfffiMxMRGA\n69evs3PnTurVq2e2W7RoEYGBgWTPnp3333+fsWPHcuTIEQICAvj777+TvYfhw4czbtw4atSoweTJ\nkylbtixNmzbl6tWrd/w6DB48mL179/L222/Tv39/VqxYwSuvvGLWT5s2DS8vL8qXL29+badNm/bA\nX497MjKIyMhI8yWZ244dO4wdO3akdxiSAvQsM65jZ21GwWY2w/KM/fVkD5sRc9V21/YZ4VnGxsYa\na9euNct//vmnUaJECcNms5n177333gOfNzQ01MiePbsBmK/KlSsb0dHRKRZ7RpIRnqWkDD3LrOF+\n/4a9du1aGkWUPnbv3m1YLBbjm2++MQzDMGw2m1GiRAmja9euDu3mzp1rWCwWY/LkyXc9V3h4uGGx\nWIy33347SV2PHj0Mb2/vJMfHjBljWCwWh2N3+pq//PLLRs6cOY3r16/f85z/VrlyZaNt27ZmOSAg\nwOjYsaNhsViMbdu2GYZhGCEhIYbFYjHWrVtnGIZhxMTEGB4eHkbv3r0dzhUREWF4enoaQUFBd72H\nc+fOGc7Ozkbr1q0d3vv2228bFovF6NWrl3ns5te1UaNGDm1ff/11w9nZ2bhy5Yp5rGLFisazzz57\nz/u9l+S+p9WTKSKSycReM2gzFC5G2ssF88Ky9yGHe8YaJmuz2di6datZjo+Pp127dly9ehWA8uXL\n0759e+Li4gDInj07w4YNe+Dr+Pv7s337dl588UWaNWvGkCFD2LJlCzlz5kyZGxERSQf/7qVK6XJK\nW7hwIXnz5jVHoFgsFrp06cKyZcvMn/sA33zzDfny5WPQoEGpGg+Am5sbAImJiURERHDx4kXq1q1L\nbGxskh7E+xEQEMDPP/8M2Hssd+zYQceOHfHx8TF7OLds2YKzszNPP/00AD/99BORkZF07tyZixcv\nmq+EhATq1KnDxo0b73q99evXk5iYSP/+/R2Ov/rq3fcn6927t0O5Tp06JCYmmlt6pRXnNL2aiIg8\nEsMw6PUO7D5kL7s4w7fvQvHCGSPBPHLkCF5eXubCBe3atePXX3+lZMmS5MmTh379+nHx4kWKFy+O\nxWJh8uTJKXLdihUr8sUXX6TIuURE5MHYbDb+97//Ua9ePU6ePGnOeaxVqxbvvfcey5YtIygoCIDD\nhw9TtmxZnJ1TPw35+eefGTFiBNu3bzf3Ub4pKirqgc9Xp04dPvvsM/bt28elS5e4fv06devWpW7d\nuoSEhPDmm2+yZcsW/P39yZ49O2DfYgugUaNGdzynk5PTXa93MzEsXbq0w3EPD4+7bstVvHjxJG0B\nIiIi7uMOU46STBGRTGTCPPjmtg89P30D6lRJvwQzJiYGi8VCjhw5AOjcuTPvvfceDRo0wGq10qdP\nH86ePWsuKjBp0qR0i1VEJDMx/rU4TUqXU9KmTZs4ffo0p0+f5vvvv09Sv3DhQjPJfFR365G9OSfy\npiNHjtCwYUN8fX2ZOnUqxYsXx83NjdDQUIYOHXrHBYnupW7duoB9LualS5eoUKEC+fPnp06dOrz5\n5pskJiaydetWXn75ZfM9N68zf/58nnjiiQe+5t3c7XneLWlNzed/J0oyRUQyiaWbDcbctivHwOfh\npVZpm2AahkFcXBzu7u4A9OnTh8aNG5sr3L3wwgucOXPGbD9+/Pg0jU9ERNLewoULKVCgAJ9//nmS\nuh9//JF58+Zx8eJFChQogI+PD7/++ivx8fG4uLjc8XzJDe318PAgMjIyyfF/Dwddvnw5N27cYMWK\nFRQrVsw8fvjw4fu9rSSeeOIJSpYsSUhICBEREWbSWbduXSIiIliwYAHR0dHmcbjVC1mgQAEaNGjw\nQNcrUaIEAAcPHsTHx8c8funSpTt+De5Xag+dBq0uKyKSKew9bND9tnztWX/48LW0ufbtn/a+/fbb\nDivANm3alEOHDpnlN998k65du6ZNYCIiku7i4uL49ttvad68Oe3atUvyeuONN0hISOB///sfYP8w\nMiIiItkVTW8ONb18+XKSutKlSxMVFcXevXvNY2fPnmXp0qUOydPNHr3bf4ddv36dTz755I7XvN/E\nKyAggM2bN7N161YzmfTx8aFo0aJ88MEHWK1WAgICzPZNmjQhb968vPvuu8THxyc5X3h4+F2v1bBh\nQ5ydnc3Vdm+62z3crxw5ctzxa5uS1JMpIpLBXYw0aDMMYq/ZyyWLwpIJ4OKc+p9Efv3116xcuZL5\n8+cDUK9ePaZMubVvSo8ePVI9BhERybiWL19OdHQ0rVq1umN9uXLlKFOmDAsXLuTVV1+lW7duLFy4\nkCFDhrBz504CAgKIi4tj48aNdOrUia5du+Lu7k7FihVZvHgxZcuWJV++fJQqVYqaNWvSqVMnhg4d\nStu2bXnttdeIjY3l888/p1y5cg57WDZt2hRXV1datGhB3759iYuLY8GCBY88nDQgIIAvv/wSi8Xi\n0GMZEBBAcHAwlSpVIm/evObxXLly8fnnn9OlSxeefPJJOnfujKenJydOnODHH3+kUqVKzJ07947X\n8vT0ZNCgQUyZMoVWrVrRtGlTdu/ezerVqylQoMBD90jWqFGDGTNmMG7cOMqUKUOuXLlo0aLFQ53r\nbtSTKSKSgcUnGHQYCUf/GYGa0x2+/wDy50mdBPP333932JuyevXqbNq0yfzlW69ePVasWJEq1xYR\nkcznq6++Ilu2bDRu3PiubVq3bs3OnTs5dOgQVquVlStXMmrUKEJDQ3n99deZPHkyrq6uVK9e3XzP\nF198gbe3N2+88QZBQUHmUNx8+fKxdOlSsmfPzpAhQ1iwYAHvv/8+LVu2dEi6ypQpw7Jly3BxcWHI\nkCFMnz6dVq1aMXHixDuuvPsgPZkAJUuWpGjRog7H/5143tShQwc2btxI8eLFmTJlCoMGDWLx4sVU\nrFiRfv36JRvHBx98wKhRo9i5cydvvfUWhw4d4scff8QwDHP13Nvffyf/Pj569GhatmzJhx9+SJcu\nXXjttZQfGmUx0noW6F3cvsJTnjx50jESeVQ7d+4EcPhBIZmTnmX6e2WKwYzvbpWXvg+tAx48wbzb\ns7x06RIvvPAC69evx2KxcO3aNTw9PTlz5gy5cuUC4Nq1a+YcTEl/+v8y69CzzBru92/YuLi4JEmB\nyMOIjIwkX758vPPOOwwfPjzd4kjue1o9mSIiGdTM7x0TzHF9Hi7BvJ1hGLRu3ZrY2FjA/onwkSNH\n2LdvHwDu7u4cPnzYTDBvHpOM4+rVqyQkJKR3GCIikgZu7iV9u6lTpwJQv379NI7m/inJFBHJgLaE\nGbxya+ojLzSA/zzk9Mdhw4Zx6tQpwD5kJioqis2bN5vlDRs2ULZsWbO9p6fnQ8ctqWfPnj1UrlyZ\nevXqERAQwKBBg+64iISIiGQdixcvpn79+kyaNIkZM2YQFBTEuHHjaNKkCU8//XR6h3dXWvhHRCSD\nOX7OoP1/IOGfLb+qloE5I+5/5bu5c+dSsWJFatasCcC5c+fYunUrHTp0AGDGjBkUKVLEbF+qVKmU\nvQFJceHh4TRq1IgLFy7g5OREQkICH3/8Ma6urtp7VEQkC6tSpQouLi5MnDiRK1euULhwYQYPHsyE\nCRPSO7RkqSdTRCQDib1m0HYYhP+z/VXBvLDsfcjhfvcEc9OmTaxfv94snzhxgq+//tosDxkyhFq1\napnlChUq4OHhkfLBS6pZuXIlFy5cMBdiurl8/ezZs9N8g20REUk7Tz75JD/99BPh4eFcv36d48eP\n8+GHH5rbvGRUySaZISEhtGrVCi8vL6xWq7mE/e0OHDhAu3bt8PDwIEeOHFSrVo39+/c7tNm+fTuN\nGjUiV65c5M6dm9q1a3Pp0qWUvRMRkUzOMAxefBfCDtrLLs7wzTtQvLBjgnngwAFWr15tlo8fP+6w\nh1bXrl0dliKvUKECxYsXT93gJVVdvXoVsPc6u7m5mb3PN4+LiIhkJMkOl42NjcXPz48ePXrQvXv3\nJEO1jh49Su3atenZsyejR48mb9687N+/n5w5c5pttm3bRtOmTRkyZAjTpk3D1dWVP/74AxcXl9S5\nIxGRTOqd+fD1hlvlT96AgKoWLl26xPbt2wkMDATsw19HjRpllm/+9yYfHx98fHzSLG5JfQEBAVit\nVpYsWcLp06c5evQoYF/04WH3SRMREUktySaZgYGB5h8vPXv2TFL/n//8h6ZNmzrMB/H29nZo83//\n93+88sorDsvrli5d+hFCFhHJepaFGIyedavcquYp+rQqBtg/8OvRowfnzp3DarXy9NNPExgYiGEY\nWCwWPD096dHjIVcFkkzBz8+PTz75hFdeeYVffvkFAF9fX2bPnp3OkYmIiCT10HMybTYbK1eupHz5\n8jRt2hRPT09q1qzJkiVLzDYXLlzgt99+o3DhwtSpU4dChQpRt25dNmzYkMyZRUQeL3sPG3Qdm2iW\n61W1sW62HxEREQAUL16c7t27c+XKFQBcXFwYP368erAeM/379+evv/5i3LhxfPjhh4SGhlKsWLH0\nDktERCSJh04yL1y4QExMDO+++y5NmzZl3bp1dO7cmS5durBq1SoAjhw5AsCYMWN46aWXWLt2LQEB\nATRp0oQ9e/akzB2IiGRCZ8+eJS4ujktRBm2GwtXrTgCULArfvGvllYF9uXDhgtl+8uTJ5M2bN73C\nlQyibNmyBAYGEhAQkOEXfRARkceXxbjPZely5crFp59+Svfu3QE4c+YMXl5eBAUFsXDhQrNdly5d\niIiIYNWqVWzdupU6deowYsQIh2V2n3nmGapWrcqMGTPMY1FRUea/Dx48+Mg3JiKSkdy4cYPExETc\n3d0Be69Uh45dWPJHL0IP5gbA1TmeeW8coHTRpBsvi4hIxlSmTBnz33ny5Llru7i4ONzc3NIiJJE0\nkdz39EP3ZBYoUABnZ2cqVKjgcNzX15cTJ04AmPuw/btN+fLlzTYiIlmRYRjcuHHDLE+aNInvv//e\nLD/77LMs/q2GmWACTOhxXAmmiIiIZHrJLvyTHFdXV2rUqJFku5IDBw6Yi/94e3tTtGjRO7apUqXK\nXc9dvXr1hw1LMoCdO3cCeo5ZgZ7lg7m5EA/A1KlTOXHiBB9++CEAQUFBbNq0yfxa/n6mGpN/ufXe\nt1+CN3uVSXLOlKJnmXXoWWYdepZZw+2j8UTELtmezNjYWMLCwggLC8Nms3H8+HHCwsI4efIkYN/g\nOzg4mFmzZnHo0CFmzZpFcHAwAwcOBMBisfDWW2/x8ccf880333Do0CHeffddtm/fTt++fVP/7kRE\n0siPP/5Ip06dzHLt2rXZtm2bWW7fvj2ffvopAD/vNnhlyq33vtAARvZMq0hFRETSxrFjx7Barcyf\nP988Nm/ePKxWq0Y1ZnHJJpk7duzA398ff39/4uLiGDNmDP7+/owZMwaA1q1bM3PmTCZPnoyfnx+f\nfvopCxYscNizbdCgQYwYMYI33niDqlWrsnz5clavXk3lypVT985ERFLRwYMHadKkiVn29/dnw4YN\nJCbaV4mtVq0aISEhZv3NHs4T5wyeHwHxCfbjVcvAnBFopVgREcmUbiaNd3q9+uqrWCyWe/6OW7Ro\nEdOmTUujiCUtJDtctn79+thstmRP0KNHj3vuzzZkyBCGDBny4NGJiGQQV69epXnz5qxbtw4nJye8\nvb3Ztm0b58+fp1ChQnh6enLkyBGcnOyrxFqtST/Di71m0GYYhEfaywXzwtL3IYe7EkwREcnc3n77\nbXx8fByOlStXjm+//RZn5+Rn6C1atIg///yTQYMGpWaIkoYeek6miEhW17VrV6ZNm0b+/PnJnj07\n4eHhhIaGUrNmTVxcXNi3bx+enp5m+1y5ct31XIZh8OK7EPbP4tnOTvDNO1CisBJMERHJ/Jo0aULN\nmjUf+v2pMaLn2rVr5qrukrYeenVZEZGs5r333mPfvn1mOTIyknXr1pnlpUuX4ufnZ5aLFi16378U\n3/0Svt5wq/zJGxBQVQmmiIhkXXeak/lv9evXZ9WqVWbbm6+bDMNg+vTpVK5cGXd3dwoVKsRLL73E\npUuXHM7j7e1NYGAg69ev56mnnsLd3Z2JEyem2r1J8tSTKSKPra+//poiRYpQp04dwL7/74oVK8xt\nlyZOnEj+/PnN9rfvhfYgvt9iMGrmrXL/dvByayWYIiKSdURGRnLx4sU71iX3gezIkSMZMmQIp06d\nYurUqUnq+/fvz5w5c+jZsyevvfYaJ06cYPr06Wzfvp0dO3aQLVs28xqHDh3ihRde4OWXX6ZPnz4U\nL148ZW5OHpiSTBF5bGzbto3IyEhzwZ4TJ06wYcMGM8kcOHAgCQkJZvt/7/H7MP44YtDt7Vvl+k/C\nVE05ERGRexj7hcG4Oalz7tEvwtjeKfthZ9OmTR3KFouFPXv23PN9DRs2pGjRokRGRhIUFORQt3Xr\nVmbOnMmCBQvo0qWLw7UCAgL48ssv6dOnD2Dv8Tx8+DDLly+nRYsWKXBH8iiUZIpIlnX8+HH++OMP\nmjdvDsCpU6eYNWuWmWS2b9/eYXisr69vil7/UpRB66EQc81e9i4CSyaAi7N6MUVEJGuZPn065cuX\ndzjm5ub2SOdcsmQJOXPmpHHjxg69pOXKlcPT05ONGzeaSSZAsWLFlGBmEEoyRSTLuHLlClu3bjU/\nTb148SJvvPGGmWQ+99xznDt3zmxfokQJSpQokSqxxCcYdBwFR8/Yyznc4fsPoEBeJZgiIpL11KhR\nI8nCP8eOHXukcx44cICYmBgKFSp0x/rw8HCHcqlSpR7pepJylGSKSKaVkJDAzz//TP369QG4ceMG\nHTt2JDw8HFdXV5588knatGlDfHw8Li4u5M2bl4EDB6ZJbG9Mhw2ht8pfjoLKPkowRUTk/oztbWFs\n7/SOIn3ZbDby589PcHDwHes9PDwcylpJNuNQkikimcoff/yBr6+vuedWu3bt+OOPPyhatCgFChSg\nb9++XL58mcKFC2O1Wnn//ffTPMbZyw0++eZWeWxvaFtPCaaIiMid3G1hIB8fH9atW8dTTz1Fjhw5\n0jgqeRTawkREMrTLly9z9epVsxwUFMSOHTsAcHZ2ZsCAAZw/f96snzhxIoULF07zOG/6ebfBwCm3\nyu2fhZE90y0cERGRDC9HjhxEREQkOd6pUydsNhvjxo1LUpeYmEhkZGRahCcPQUmmiGQoCQkJxMbG\nmuVevXrx/fffm+WgoCCHeZUTJkzgySefTNMY7+bEOYPnR0D8PwvUVikNc/8DVqt6MUVERO6mRo0a\nREVFMXjwYBYtWsTixYsBCAgIYODAgUyaNInAwEA++ugjZsyYweuvv06pUqVYvnx5Okcud6PhsiKS\n7hISEszhr8OHDydfvnwMHz4cgJYtW3L8+HGz7bBhw9Ilxnu5GmfQdjiE//OhasG8sOwDyOGuBFNE\nRLK25PbBvJ/2AwYMYO/evSxcuJDp06cD9l5MsK9a6+/vz+eff87IkSNxdnamRIkSdOzYkQYNGjx0\nDJK6LIZhGOkdBEBUVJT57zx58qRjJPKodu7cCUD16tXTORJ5VKn1LA3DMH8ZzJ07l19//ZWZM2cC\nsGrVKhYuXMiiRYtS9JqpyTAMOo+GJRvsZWcnWP8xBFTNOL/w9P9l1qFnmXXoWWYN9/s3bFxc3CNv\n6SGSkST3Pa3hsiKSprZu3Urbtm3Ncq1atdi6datZDgwMTLMEMzw8nKFDh9K+fXvefPNNh2G4D+Ld\nL28lmADTX89YCaaIiIhIWtJwWRFJVadPn6Zbt25s2GDPwipVqsTGjRvNT798fX3ZtWuX2T6thrtc\nuHCBp556ymEPr8WLF7N9+3aKFi163+dZvsVg1Mxb5f7toG8bJZgiIiLy+FJPpoikqISEBBo1asT1\n69cBKFq0KH/99RdHjhwBIHfu3Bw/ftwcXmGxWHB1dU3zOD/44AOOHTtGlSpVmD9/PtWrV+f06dNM\nmDDhvs/x5xGDrm/fKtd/EqYOSoVgRURERDIRJZki8sgGDBjAqVOnAPu2IleuXOGXX34B7Enktm3b\n8Pb2NtvnzZs3PcJ0cOjQIQCGDh1K9+7dGTlyJAAHDx68r/dfijJoPRRirtnL3kVgyQRwcVYvpoiI\niDzelGSKyAP75JNPHIa4Xr58mbVr15rlL7/8kpo1a5rl4sWLY7VmrB83JUqUAOz3smrVKqZOnepw\nPDnxCQYdR8GRM/ZyDndY9j4UyKsEU0RERERzMkXknlatWoW7uzvPPvssAKdOnWLp0qX4+/sDMGbM\nGHLmzGm2L1euXLrE+SDeeustgoOD2bp1K82bNwfAw8ODESNG3PO9b0yHDaG3yl+OAr/SSjBFRERE\nQElmmrl69SqjR49m8+bNZM+enT59+tC1a9f0Dkvkjvbs2cPp06cpWLAgACdPnuTnn382k8zevXsT\nGRlpti9fvny6xPkoihUrxvbt2xk3bhyHDx+mZMmSjBw5klKlSiX7vi9WGHzyza3y2N7Qtp4STBER\nEZGbkh2/FhISQqtWrfDy8sJqtTJ//vwkbQ4cOEC7du3w8PAgR44cVKtWjf379ydpZxgGgYGBWK1W\nvv3225S7g0wgMTGRli1bMmXKFHbu3ElISAjdunUzN5sVSW/nzp3jhx9+MMtnz57lnXfeMcstW7ak\ndevWZrlMmTLUqFEjTWNMDSVKlOCLL75g06ZNzJ07Fx8fn2Tb/7LHYMDkW+Xn68PInqkaooiIiEim\nk2ySGRsbi5+fH9OmTcPd3T3J1gJHjx6ldu3a+Pj4sHHjRv7880/eeecdh2FzN02ZMgUnJycg7bYo\nyCg2btzIhg0byJ8/P6tWrWLixIkAjBo1CsMw0jk6eRxdvXqVNWvWmOWoqCj69u1rfj/WrVuXFi1a\nmMFyZ6IAACAASURBVPVFixalffv2aR5nRnLinMHzIyA+wV72Kw1z/wNW6+P180xERETkXpJNMgMD\nA5kwYQLPP//8HRft+M9//kPTpk2ZNGkSVatWxdvbm6ZNm+Ll5eXQbseOHXz88cfMnTs3ZaPPJE6f\nPg1A/fr1CQwM5I033sBqtRIVFUVsbGw6RyePA5vNZq72Cvbe9fbt25vff2XLliUoKIirV68C4O7u\nzrBhw9Il1ozoapxB2+FwIcJeLpDXvtBPzuxKMEVERET+7aGXe7TZbKxcuZLy5cvTtGlTPD09qVmz\nJkuWLHFoFx0dTVBQELNmzTLndz1ubs5XW7lyJe+88w7dunXDZvv/9u47rsq6/+P46zogQ1BEEUdY\nuBFzi+UeqakZ5p65MnPkrJ/l6FZL4bZsOLvNXLdmOerGmblwpabmSkuxNLe4QRAHcP3+OHngiBv0\nAL6fj8d5cK7v+Z7r+lxcR7w+57sS8fPzw8PDw8HRSWb1119/2daqNAyDVq1a2ZbtyJYtG7179+bc\nuXO21z/++GN9Hu/ANE3eCIFdEdZtZydYOBr88ynBFBEREbkTw3zA/prZsmVj0qRJdOzYEbCO4cqf\nPz9Zs2Zl1KhR1KlThzVr1jBo0CAWLVpEo0aNAGjfvj0+Pj6MGzcOAIvFwsKFC2nWrJnd/qOiomzP\nH3SduoxkzJgxLFyYNFuIs7Mzn376KVWqVHFgVJKZxMbGYhgGWbNmBaBr16689dZbvPDCCwB89dVX\nVKpUibJlyzoyzAxnxsq8fLnsGdv2ey2P0rzaeQdGJCIi6UnRokVtz728vO5a79q1a7i5uT2JkESe\niHt9ph95dtnExEQAXnvtNfr37w9A6dKl2bFjBxMnTqRRo0bMnj2bvXv3smPHDgDbeK+ncRzioEGD\nKFOmDDt37sTNzY1XXnklQyzzIOmXaZpcv37d9o97zJgxlCtXjqZNmwJQt25dzp9PSoa6d+/ukDgz\nsg2/efGf5flt282rnlWCKSIikszMmTPp2rUrYJ00tFq1ainqFClShMOHD1OzZk3Cw8OfdIjyj82b\nN7Nq1Sr69+9/zy9E0sIjJ5k+Pj44OzsTGBhoVx4QEMC8efMAWLNmDb///nuKiYBat25NlSpV2LBh\nwx33XbFixUcNK13LDLNxPohbXypk1uvoSAkJCbYJtD766CPi4uIICQkBrL0G9u3bZ/u9p8Xv/2m+\nlvsPm4z4Bm59J1azHMwN8SWLcx7HBvaInuZrmdnoWmYeupaZQ/LeeE8zd3d35s6dmyLJ3Lp1K4cP\nH8bNze2pm/wzvdm8eTMjR46kS5cujz3JfOQxmS4uLgQFBaVYriQiIgJ/f38AQkJC+O2339izZw97\n9uxh9+7dgHWm2f/+97+PHrXIU+j777+nc+fOtu1atWrZ/k2BNckMDQ11QGSZz8Vok9feh5g467Z/\nPpj/EWRx1n+OIiIid9KwYUMWLFhAfHy8XfncuXMJCAi47zJh6V1mmqzzSfQqve8SJrt372b37t0k\nJiZy9OhRdu/ezfHjxwFrF9B58+YxdepU/vzzT6ZOncq8efPo3bs3YF32IDAw0PYoWbIkYF0E/VYi\nKiJ3tmfPHho2bGjbDgoKYt26dbY/DFWrVrVb21LSRny8SesP4C/rpNB4uFtnks3trQRTRETkbtq2\nbcvFixftlkhLSEhg/vz5tG/fPkV90zSZMGECpUqVwt3dnTx58tCtWzcuXLhgV2/x4sW8+uqrFChQ\nADc3N/z9/Rk0aJBtcsNbIiMj6datm61e3rx5adSoEb///rutjsViYeTIkSli8ff3p0uXLrbtmTNn\nYrFYCA8Pp2/fvuTJk4ds2bLZXt++fTuNGjUiR44cZM2alerVq7Nu3Tq7fY4YMQKLxcKBAwfo0KED\nOXLkIHfu3AwdOhSA48eP06RJE7y8vMibNy9jx47ldtevX2fkyJEULVoUNzc3/Pz8GDhwIHFxcXb1\nLBYLPXv2JCwsjOeffx43Nzeef/55u2sxYsQIBg0aBEDBggWxWCxYLBZbz9KdO3fSqFEjfH19cXd3\nx9/fn44dO3Lt2rUUcT2Ie3aX3b59O3Xq1AGss08OHz6c4cOH07lzZ6ZPn06TJk346quvCAkJoV+/\nfhQrVozZs2fb3RiLyIO5dOkSTZs2JTw8HMMwKF68OD///DNRUVF4eXnx7LPPEhERYetqcqdlhST1\n3pkIa3Ykbc8aBqWLKMEUERG5Fz8/P6pXr87cuXN55ZVXAFi9ejVnz56lbdu2fPvtt3b1e/bsyfTp\n0+ncuTN9+/bl2LFjTJgwgW3btrF9+3ZcXV0Ba8Ln7u5Ov3798PLyYsuWLXz++eccP37cbp8tWrRg\n37599OnTh4IFC3L27Fk2bNjAoUOH7Ib33anLrmEYdyzv06cPOXPm5IMPPrB1i16/fj0vv/wy5cuX\nZ/jw4Tg7OzN79mzq16/PqlWrqFmzpt0+2rZtS4kSJRgzZgzLli0jNDQULy8vvv76a+rWrcvHH3/M\nnDlzGDRoEBUqVKB27dqANQlv2rQpGzZsoHv37gQGBvL7778zefJk9u/fb5dAAmzZsoUlS5bQq1cv\nPD09GT9+PM2bN+fYsWPkzJmT5s2bc+jQIb799lu++OILfHx8AOsqGOfOnaNevXr4+vry3nvv4e3t\nzbFjx1iyZAlXr159tAmrzHTi8uXLtodkbNu3bze3b9/u6DDSvcTERDM4ONiMjo62lRUqVMjcu3ev\nbfvcuXOOCM3mabuWXy9ONI0qSY8R0xIdHVKaedquZWama5l56FpmDg96DxsXF5fmx/7uu+/MgIAA\nM3v27GblypXNnTt3pvkx7mfGjBmmYRjmL7/8Yk6ZMsX08PAwr169apqmab7++utm5cqVTdM0zZIl\nS5q1a9c2TdM0f/75Z9MwDHPOnDl2+9q0aZNpGIb51Vdf2cpu7Su5kJAQ02KxmMePHzdN0zQvXbpk\nGoZhfvrpp/eM1TAMc+TIkSnK/f39zS5duqQ4pxdffNFMSEiwlScmJprFixc369WrZ/f+GzdumCVL\nljSrVKliKxs+fLhpGIbZrVs3W1lCQoJZoEAB0zAMMyQkxFZ++fJlM2vWrGaHDh1sZd98841psVjM\nDRs22B3rm2++MQ3DMFeuXGl3Xq6uruZff/1lK9u7d69pGIY5ceJEW9knn3xiGoZhHj161G6fYWFh\npmEY5q+//nqH39rd3eszraYQkSdo8ODBtiV6DMMgNjbWbpa1VatWERAQYNu+9S2TPH4/7zXplayn\nSvNa8EFnR0UjIiJyb2FhYbRp04YDBw4QHR3Nli1bqF27NkeOHHFYTC1btuTmzZuEhYURFxdHWFjY\nHbvKzp8/H09PT+rXr8/58+dtj+LFi+Pr62t3b+Tu7g5YV7aIiori/PnzVK1aFdM02bVrl62Oi4sL\n4eHhXLp0Kc3O580337TrObZnzx4iIiJo27atXdxRUVHUrVuXX375JUX30m7dutmeWywWKlSogGEY\nvPHGG7ZyLy8vihcvbnft5s+fT7FixQgMDLQ7Vo0aNTAMI8UsvbVr16ZQoUK27VKlSpE9e/YH+jzk\nyJEDgCVLlqQYU/uolGSKPEYzZ85k69attu1z586xfPly2/bEiROpXr26bbtQoUJkyZLlicYocDzS\npPkQuPnP39XSRWDGULBY1E1WRETSp88++wyA9957j5MnT1K3bl2ioqKYPn26w2Ly9vbm5ZdfZs6c\nOSxevJi4uDhat26dol5ERAQxMTHkyZMHX19fu8fZs2c5d+6cre6+ffto1KgR2bJlw9vbG19fX2rV\nqgUkzezr6urKmDFjWLFiBXny5KF69eqEhoZy4sSJVJ3P7ZMVRUREAPDGG2+kiHv8+PGYppliTOmz\nzz5rt+3l5UWWLFnw9fW1K8+ePbtdghwREcHBgwfJnTu33XFu7S/57+hOxwHr9XiQpLtmzZq0aNGC\nkSNHkitXLoKDg/n666+5evXqfd97N4+8hImIpLR+/Xpu3LhBvXr1ADhx4gR79+7lxRdfBODdd9+1\nLUEC2LVaimNcvWbSdDCc/edvsE8O60Q/nlmVYIqISPp1K3l49dVXyZ8/P7Vr12b16tVcvHjRoXG1\na9eOjh07Eh0dTb169e7YKysxMZFcuXLZlj28nbe3N2BNImvXrk22bNkICQmhSJEiuLu7c+LECTp3\n7kxiYqLtPf369aNJkyYsWrSIVatW8dFHHxESEsLSpUtTjJO83d1a7261oiaPG6xrk1eoUOGO77n9\nfJPf991yt6VczGSzviYmJlKyZEnGjRt3x7r58+e3277TcW7f573Mnz+f7du3s3TpUlatWkX37t0J\nDQ1l69at5M6d+4H2kZySTJFUiIiI4NChQ7YB7sePH+f777+3JZnt27fn2LFjtvpKKtOXP0+Y9PgY\ndh60bjs7wYJR4J9PCaaIiKRvFStWZN++fXTu3JlGjRoxc+ZMW7kjNWnSBFdXVzZv3sysWbPuWKdw\n4cKsXr2aF154AQ8Pj7vuKzw8nAsXLvDDDz/Y9fxatWrVHev7+/vTr18/+vXrx8mTJylbtiyjR4+2\nJZne3t5cvnzZ7j03btzg9OnTD3Rut1o2PT09bZOjPi5FihTh119/TdPj3G+d0qCgIIKCghg5ciQr\nVqygUaNGTJ06lSFDhjz0sdRdVuQhXLhwwW7ZkHPnzjFs2DDbdoMGDXjttdds2wULFrzvt2fy5MXG\nmQz7yuT5DrD216Ty8QOgZjklmCIikv598sknBAYG8ueffzJ+/Hiio6Np1aoVnTp1cmhc7u7ufPnl\nlwwfPtzunii5Nm3akJiYyIcffpjitYSEBFsieKt1LnmLZWJioq2r8C1xcXEplvV45plnyJ07t61L\nLViTxPXr19vV++qrr+z2fy8VK1akSJEifPbZZ8TExKR4/fYurHdzv2QPoHXr1kRGRvLll1+meO36\n9et3PP793Erob2/tvnz5cooWz3LlygHY/f4ehloyRe7hxo0bbNiwgbp16wLWP2IdO3bk7NmzODk5\n8cILLxAcHExiYiIWiwUfHx+H/3GXuzNNk+/XwTsT4HhkUrlhwOCO0KOpEkwREckYfHx8+OWXX1iw\nYAGnT58mMDCQ4ODgdLHEWYcOHe5YfiuRqV69Or179+aTTz5h79691K9fH1dXV/7880++//57Pvro\nIzp27Ei1atXIlSsXnTp1ok+fPjg7O7Nw4UJiY2Pt9nvw4EHq1KlDq1atCAwMxNXVleXLl3PgwAE+\n/fRTW71u3brRo0cPWrRoQd26ddmzZw8rV67Ex8fngbqVGobBtGnTaNCgAYGBgXTt2pVnnnmGU6dO\n2ZLXtWvX3nc/dztW8vIOHTqwcOFCevfuzfr1622THR08eJAFCxawcOFCatSo8VDHCQoKAqwTUbZt\n2xYXFxdeeuklvvnmGyZNmkSzZs0oVKgQcXFxzJgxA2dnZ1q0aHHf87kTJZkiyZimyY4dO6hQoYLt\nj3Tz5s05fPgwuXLlws/Pj27duhEdHY23tzfOzs53XNRX0p/fj5j0+8J+DUyAFwJhwkCoWEIJpoiI\nZCyenp506dLF0WE8UMvc7WtRTpgwgfLly/Of//yHYcOG4ezszHPPPUfr1q1tXUS9vb1ZtmwZ77zz\nDsOHDydbtmw0b96cHj16ULp0adu+nn32WTp06MCaNWuYO3eubb3xW+tw3vLmm29y5MgRpk2bxooV\nK6hRowarVq3ipZdeSnEOdzun6tWrs3XrVj766CMmT55MdHQ0+fLlIygoyG4m2butvfmg5YZh8MMP\nP/DFF18wa9YsFi1ahLu7O4ULF6Z3796UKlXqPr/xlOdQoUIFQkNDmTx5Ml27dsU0TcLDw6lVqxY7\nduxg/vz5nDlzhuzZs1O+fHkmTZpkS0wflmE+6GjQxyx5U6yXl5cDI5HU2rHDehfv6DEBD+rUqVN4\ne3vbBncXLVqUBQsWULZsWQCGDh1Khw4dKFGihCPDdIiMdi3vJDrWZOR0mLAA4hOSynPngNCe0LnR\n0zGLbGa4lmKla5l56FpmDg96D3vt2rVHW9ReJJ2612fa8e3pIk/Y7f3YO3fuzE8//WS3HRmZ1Jdy\n9OjRT2WCmdGZpsnsFSYBbeHz75ISTIsF+rSEg99B18bGU5FgioiIiDxJ6i4rmZ5pmty4cQNXV1cA\nBgwYQNGiRRkwYAAATZs2tVtHaejQoQ6JU9LO7giTPp/Dz3vty2uUtU7uU7qIEksRERGRx0VJpmRK\npmna+qFPnDiRP//807bOUL169Vi5cqWtbs+ePR0So6S9i9EmH0yFKWGQfKK4/D7wydvQpu6DjRsR\nERERkUen7rKS6axatcpuJqyqVauybds22/Zrr712x+mgJeNKSDCZutikeBv48oekBDOLM/xfe/hj\nLrStd+eB9iIiIiKStpRkSob3119/2ZYYAeu6PuvWrSM+Pt62vWnTJtvrSjQyl1/2m1TuDm+NgQvJ\nlnKqFwR7/gtjehlk89A1FxEREXlSlGRKhhMXF0etWrVsSaS/vz+7du3i9OnTgHXdqKNHj+LsbO0N\nbhiGbTFfyTzOXjJ5I9SaYO44kFT+XF74PgRWfA4Bzym5FBEREXnSlGRKhtChQwfOnTsHgLu7O5cu\nXWL79u0AODk5sW/fPvLmzWur7+np6ZA45fGLjzeZsMDaNXbG0qRyVxf4oAvs/waa1lTXWBERERFH\nUZIp6VJoaCi//fabbfvKlSusWrXKtv39999Trlw523a+fPmUVDwFNuw2qdAV+n0BUUmr0BBcDfbP\ngZHdDLK66XMgIiLpUzpZnl4k1e73WdbsspIuLFy4EF9fX2rUqAFAZGQkS5YsoVSpUgD8+9//JmfO\nnLb6RYoUcUic4hinzpkMmgRzV9mXF/GDL/pBoypKLEVEJH1zcXGxLV6vL8YlIzNNk2vXrtmWB7wT\nJZniENu2bePChQs0bNgQgBMnTvDTTz/ZksxevXpx/fp1W/0SJUo4JE5xrBs3TcbNh49mQExcUnlW\nNxjaCQa2AVcX/UctIiLpn8ViwdXV1e7+RiSjcnV1xWK5e6fY+yaZGzZsYOzYsezcuZNTp04xY8YM\nOnXqZFcnIiKC999/n/DwcG7cuEFAQADffPMNAQEBXLp0iX/961+sXr2ao0eP4uPjQ+PGjRk1apRd\ny5RkbseOHWPv3r00btwYgFOnTjFp0iRbktm8eXOKFy9uq1+sWDGHxCn2EhISHNa1Z+UvJv2+gIPH\n7Mtb1bGueVkgj5JLERHJWCwWC25ubo4OQ+Sxu++YzNjYWEqXLs24ceNwd3dP0bx/5MgRqlatSuHC\nhQkPD2f//v2MHj3aNvHKqVOnOHXqFJ988gn79u1jzpw5bNiwgbZt2z6eM5J0ISYmhuXLl9u2L126\nxIABA2zbderUoUmTJrbtAgUK2BJOcbyrV6/SpUsXqlevTtWqValbty4nT558Isc+esakxRCTBgPt\nE8xAf1gzHr77yFCCKSIiIpKOGeZDNFNky5aNSZMm0bFjR1tZu3btcHJyYvbs2Q980B9//JHGjRsT\nFRVlS0ajopIWuPPy8nrgfUn6EHM1gWU//ULxkpXZvD2C2NhYPvy/Bpw/exxXV1dM02To0KGMGDEC\nFxcXR4cr99GuXTu+/fZbu7Lnn3+eX3/99bFdv7jrJp98A/+eDdduJJVn94ARb0Dv5pDFWcnlo9qx\nYwcAFStWdHAkklq6lpmHrmXmoHtYkZRSNSYzMTGRpUuX8v7779OgQQN27tyJv78/7777Lq1atbrr\n+6KionB1dSVr1qypObw8JlevmZy/DOejrIvbJ/95/jJcjLb+PBEZR+x1N85HGcRdtwCV/9mDtaur\nS5ljtP1XAp0am7xcCUJCQhx2TvLgoqKi+PbbbzEMgzlz5uDj40PXrl3Zt28fW7ZsoWbNmml6PNM0\nWbIJBoyHI6fsX+vUEEJ7Qt5cSi5FREREMopUJZlnz54lJiaGkJAQRo0axccff8yaNWto3749np6e\nNGrUKMV7Ll++zAcffED37t3vOVhUUs80Ta5eS0oOUySMUXAxWfJ44Z/kMXkr0r253/PVGwmuhG2C\nsE2QLSs0qW7S6iWoF6TJWtKz2NhYADw8PPD398fFxYUCBQpw8uRJYmJi7vPuh3PouEn/L+DHrfbl\n5YrBhIFQpZQ+JyIiIiIZTaq6y546dQo/Pz/atWvHnDlzbPXat2/PpUuX7MbkgXWcXsOGDcmSJQsr\nVqyw63aXvKvBoUOHHvmEMivThLgbFi7HOHM51pmofx6XY5yJuur0z09n2+vRsdafN+KfTCLv7JRI\nDo94cnjE4+WRwNmoLBw/d+eB7Z7u8dQsdZm6ZS9RqfgVsjhrzaj0JDExkRYtWnD8+HECAgLIkSMH\nW7duxdXVlbCwMHx8fFJ9jLjrFmaszMs34Xm4mZD0Gc2eNZ6er5zktSrncdJ3UCIikgEULVrU9lzd\nZUWsUtWS6ePjg7OzM4GBgXblAQEBzJs3z64sJiaGRo0aYbFYWLp06VM9Ls80Ifa6xZoo3pYcRsXe\n+ulk/Zns9eQ3449TFqdEcnjGEx93BvcscZQompscHvFEnvwD8+Y56teuQA7PeLw8rI8cHvFkdU0k\n+ZxQpgmHTrmzepc3q3d5c+J8UsIZE+fMsm0+LNvmQ/as/ySc5S4RVCwaZ6cncopyDxaLhZCQEPr1\n68eBAwcA69peI0aMSHWCaZqwerc348L8OHs56W+AYZi8Vvk8PV85SQ7PhFQdQ0REREQcK1VJpouL\nC0FBQbYb0VsiIiLw9/e3bV+5coWGDRtiGAY//vjjfcdiZtYB8AvWmnw4HSKOw834J3NMVxfw8bI+\nct36mQNyZQefHJAzO+TOYS1ft/p79vy6llnTJ2EYrqxceZDp06fz3aTv/tlbngc65o4dOzAMaNek\nJO2aWLvt7oqA+WthwVr7cXfRV51Z8osPS37xIWd2aFoTWr8EtcqBsyZ5cZiKFSvSoEEDpkyZws2b\nN+nYsSOFChVK1T73Hzbp+zmE77Qvf7EkTBhoUCHAF/BN1THk7jTBSOaha5l56FpmDsl744mI1X2T\nzNjYWFv31cTERI4ePcru3bvJlSsXBQoUYNCgQbRq1Yrq1atTu3ZtwsPDmTdvHosWLQKsCWb9+vW5\ncuUKYWFhXLlyhStXrgCQK1cusmTJ8hhPL32IvGjy9qfw/brU7cfNxZoYJk8acyVLHn2SJY+3yrK6\nkWLZmVu2bt3KqFGjWLp0KQDZLKX5etIHtvr16tWjfv36qQsa6/HLF4fyxSG0h8mOAzB/jTXhPBaZ\nVO9iNExbYn345IBmNa1jOGuWBScnJZxPmo+PDy+//DJAqhLMqBiTkdNhwkJISNZI6esN/+4JHRuC\nxaLrKyIiIpJZ3HdM5rp166hTp461smHYFmbv3Lkz06dPB2DWrFmEhIRw/PhxihUrxuDBg2ndurXd\n+5O/99a+wsPDqVGjBpA5p382TZN5a6DPZ9bJdpLL6nZb6+Kt58kTxexJSWUuL8jqlrob8dOnT9Om\nTRvWrVuHYRjExMSQP39+IiMjcXd3xzRNbt68mequzA/6zaxpmvyy39rCuTAcTpy9cz1fb2heG1rV\ngWqllXA+San5lj0x0WTOT/DeZIi8mFTu5AS9m1mXJcmRTdfySVGLSeaha5l56FpmDpnxHlYktR5q\n4p/HKbP9Az1zwaT3WPjfBvvyN16FMb0gZ/bHf3OdkJBAgwYNWLJkCW5ubpimiZ+fH+vWrbMNUo+K\nikrz3/ej/KeZmGiydb+1hXNhOJw6f+d6+XIlJZxVSqkF7HF71BugXREmfT6Dzb/Zl9csZ5019vlC\num5Pmm5mMw9dy8xD1zJzyGz3sCJpQfM3pjHTNJm70uT5DvYJZoE8sOIzmPq+8VgTzLfffptjx44B\n4OTkxNWrV9m4cSNgbT3eunUrhQsXttVPL38MLRaDKqUMvuhvcOx/sH4S9G4OeXLa1zt9ASYuhBq9\n4LlmMGCcyZZ9JomJ6eK7kqfexWiTXmNNKna1TzCfyQ3fjoS1E5RgioiIiGR2SjLT0OnzJs0GQ4eR\n1vGFt3RvAr/NhvovpP3N9cSJE23fhIJ1HdKffvrJtj1jxgwqV65s2y5QoEC6X5/UYjGoXtZgwkCD\nE2HWxKRHU+sERcmdPAfj5kPVt6BgC3hngskv+03SSeP8UyUhweSrRSbF28B//medRRYgizO81wH+\nmAut6xp3HR8sIiIiIplHqmaXFSvTNPlmJfT7HC5dSSp/Li9MfR/qBqXdjfWPP/6Ii4sLL730EmAd\nZ/nDDz/YutoMGzbMbvbeYsWKpdmxHcHJyaBWeahVHsb3N1m/2zqG84d19uNcj0fC599ZH8/lhZZ1\nTFrVgQoBd5/4SNLG1n3WrrG/HrQvf/kFGNcfij2r37+IiIjI00RJZiqdOmfS8xNY8rN9eY+mMKYn\nZPNI3Q32b7/9xtGjR2ncuDEAJ0+eZO3atbYks2vXrly8mDSrSkBAQKqOl545Oxu8VBFeqggTB5qs\n2wnz1sD/1tsn90fPwNi51keh/P8knC9B2aJKONNS5EWTwV/CzOX25f754PN+EFxNv28RERGRp1H6\n7jeZjpmmyazlJs+/bp9g+ueD1eNh8rvGIyWYZ86cYcmSJbbtyMhIRo8ebdtu3LgxzZo1s20XLlyY\noKCgRzuJDCyLs0G9SgZfDzY4sxSWfwqdG4GXp329w6dgzByo0AWKt4GhU0z2/qkutakRH28yfoFJ\nQFv7BNPNBYa/Afu/gSbV1TVWRERE5GmlJPMRnDxn8ur/QZfRcDlZC1qvZrD3v1CnwoPfXMfFxbFi\nxQrbdmxsLG+99ZYtCapWrRpNmjSxbefNm5cWLVqkzYlkElmcDRq8aDB9qEHkUljyCXRsANk97Ov9\neQJC/wtlO0FgO/jXVJN9h5VsPoz1u0zKd4H+X0BUTFL5azWsyeXwrgburkouRURERJ5m6i77mimo\nZQAAF6xJREFUEEzTZOZyGDje/ga7UH74ejDUKn//m2vTNNm0aRPVqlXDMAwSExNp2bIlJ0+eJHv2\n7BQuXJhOnToRGxuLp6cnbm5uvP/++4/xrDIXlywGr1SBV6rAtesmK7fBgrWwaCPExCXVO3gMRs20\nPgL9TVq+ZF0WpYS/EqQ7OXHWZNAk+G61fXnRAtZxlw1e1O9NRERERKzUkvmAjkeavPIuvBFin2C+\n3QL2/PfeCeZff/3FtWvXbNvt2rUjIiICAA8PD/r27cuFCxdsr4eGhuLp6ZliP/Jw3FwNgqsbzB5u\nELkMfgiFNnXBw92+3u9/w8hpULI9lOloMmqmScQxtXAC3Iw3mLU6DyXa2SeYHu4Q2tPacq8EU0RE\nRESSU0vmfZimyfSl8M4EiI5NKi/8DEwbAjXKprzBvnLlCoZh2BLFzp07M3ToUBo0aIBhGHTv3p2z\nZ89SvHhxALsxl/J4uLsavFbD2q3z6jWTH7dYZ6ld+jPEXU+q99tf1se/pkKZIiYt60Crl6CIX8ZK\npBISTK5chStXrZ/b259H37Ydk/y1ZPUvRpfl+k3776La1IWPe4Ofb8b6nYiIiIjIk6Ek8x6OnTHp\nPgZWbksqMwzo2xJGvwVZ3aw32aZpEhcXZ1s65O2336Zy5cr06NEDgJYtW3LmzBnbPj744IMndxKS\nQlY3g+a1oXltiI0zWbbZ2qV22Wa4diOp3p4/rY9hX0H54taEs2VtKPTM40mu4uNNuwTwyl0SP9vz\n5GW3vXb12v2P92CSEsznC8H4AQ/WLVxEREREnl5KMu/ANE2+XgLvTrDesN9StABMGwzVyhgkJCQA\nToC1e2tUVBRjxowBoGHDhuzatcv2vr59+z7J8OUheLgbtHrJ2lp5JdZk6T8J549b4XqyhHPnQetj\n8JcQVOKfhLMO5Pe5fzKYvPUw5h7JY/IW1fTE2/Mm/3ojC72aWSdZEhERERG5FyWZtzl6xuTNUFi9\nI6nMMKB/a/joTWsrWFhYGPPmzePbb78FoGbNmnz44Ye2+m3atKFNmzZPOnRJpWweBm3rQdt6EB1r\nsngTLFgDP22DGzeT6m3/w/oYNMlxsd6PYYCnu3WG3WxZrY9bz7NnBc/by277eev5oYO7yOqSSKVK\nFR19SiIiIiKSQSjJ/EdioslXi6yJQ/JZSIsVgGFtDzNrYg+y9lkFQFBQEL1798Y0TQzDoEqVKnbL\nkEjGl93DoMPL0OFluHzFmnDOX2PtOh2f8HiOaRgpk8HkCZ/nHZLAu9X3cAeLJfWtjqePJqbBmYmI\niIjI00RJJnDklMmb/4a1vyYvTeCdthY+fNPAyShA747buHTpEt7e3jzzzDP89ddftsXmteh85pYj\nm0HHhtCxIVyMNlm00dqlds0OSEhMlvi5p0z8PO+TDCZ/LaubPksiIiIikvE91UlmYqLJf8LgvckQ\nm6z1MuA5iNndlnZVh+DuWg5w4fDhw3h7e9vquLm5PfmAxeFyZjfo8gp0ecX6+TEMJYYiIiIiIsk9\ntUlmr4Fj2RnVk20HstrKLIbJu+0NRnSFM6c/wc/Pz/Zarly5HBGmpGNp0R1VRERERCSzeWqSzFmz\nZlGkSBEqV67CpO/h621vE2+62l4vnP86X75zg7ovZgfA39/fQZFmbPv27WPs2LFER0fToEEDevXq\nhbPzU/MxExERERF56mXau//169dz7do1Xn75ZQBOnz7Nmp+PMnRuFTbsBrAmmE5O8H/t4F9dXHFz\nVRfY1Pj555+pV68ecXHWvsc//vgjq1atIiwsDCcnJwdHJyIiIiIiT4LlXi9u2LCB4OBg/Pz8sFgs\nzJo1K0WdiIgImjVrhre3Nx4eHlSoUIEDBw7YXr9+/Tp9+vQhd+7ceHp60qRJE06ePJnmJ3Lo0CEW\nL15s2z59+jSTJlnXmEhMNInL8SYLIob8k2BalSwIW6ZASA8DN1d1fUytvn37EhcXR61atfi///s/\nvL29Wbp0qd11ERERERGRzO2eSWZsbCylS5dm3LhxuLu7p5jg5MiRI1StWpXChQsTHh7O/v37GT16\nNJ6enrY6/fv354cffuC7775j48aNREdH07hxYxITU7c0wsWLF1myZIlt+8KFCwwbNsy2Xb9+fZo1\na8ah4ya1esNHs3Ny/aa1Nc3JCYZ0gh3ToWIJJZdp5eDBgwAMGTKEVq1a0aFDB7tyERERERHJ/O7Z\nXbZhw4Y0bNgQgM6dO6d4fejQoTRo0IBPPvnEVpZ8LGNUVBTTp09n5syZvPTSSwDMnj2b5557jtWr\nV1O/fv0HDvTGjRusW7fO9p7r16/TsWNHzp07h7OzM0FBQTRr1ozExEQsFgteXt5ccutEmY5w7UbS\nfkoVhulDoEKAksu0VqBAAQ4cOMC0adOoXLkyYWFhADz77LMOjkxERERERJ6Ue7Zk3ktiYiJLly6l\nRIkSNGjQAF9fXypVqsT8+fNtdX799Vdu3rxpl0z6+flRokQJNm/efN9jbNu2za7Fs1WrVpw7dw6A\nfPny0aNHD6KiogBwcnJixIgRWCwWDh41qdkb3pmQlGA6O8EHXWD7NCWYj0tISAiGYTBv3jz69+/P\n8ePHqVixIs2aNXN0aCIiIiIi8oQ8cpJ59uxZYmJiCAkJoUGDBqxevZq2bdvSvn17li9fDsCZM2dw\ncnJKsfxHnjx5iIyMvO8xOnXqxM6dOwFwcXGhb9++tiQTIDQ01G7fCQkmn35rUq4zbP4taT9lisAv\nX8PIbgYuWZRgPi5NmzZlxYoVVKtWjdKlS9O/f3/WrFmT6dYUvXDhAj179qRy5coEBwezceNGR4ck\nIiIiIpJuPPLssrdaGF977TX69+8PQOnSpdmxYwcTJ06kUaNGjxzUjh07AKhbty4///yzrTw4OJir\nV6/aXk/u70hXPpzrz76/k8aDOllMutY/Ted6Z0iINrnD2ySN5cyZk88//9y2HRER4cBo0l5sbCyd\nO3fm77//tpUtX76ccePG8cILLzgusMfsTv/mJGPStcw8dC0zD13LjK1o0aKODkEk3XnklkwfHx+c\nnZ0JDAy0Kw8ICODYsWMA5M2bl4SEBC5cuGBX58yZM+TNm/e+x+jUqRNVq1a9Z52ERPjvmjx0+DjQ\nLsEs9sxVZr37B282PE0WZ/NBT0vknpYtW8bff//Ns88+y8SJEwkODiYhIYEpU6Y4OjQRERERkXTh\nkVsyXVxcCAoKsluuBKwtV7cm/6lQoQJZsmRh5cqVtG3bFoATJ05w4MABqlSpctd9V6xY8YFi+P2I\nSdcQ2PZ7UlkWZxjWGd5/PStZnEs+1DlJ2rj1jeyDXseMZOHChYD1C5DevXtTr149Fi9ezMWLFzPl\n+Wbma/m00bXMPHQtMw9dy8zh1vwgIpLknklmbGwshw4dAqzdY48ePcru3bvJlSsXBQoUYNCgQbRq\n1Yrq1atTu3ZtwsPDmTdvHosWLQLAy8uLN954g0GDBuHr60vOnDkZOHAgZcqUoW7duo8cdHy8ydhv\nYcQ0uHEzqbx8cevMsaWLaNylPB7FixcHYOrUqeTNm9f2Wb9VLiIiIiLytLtnd9nt27dTvnx5ypcv\nz7Vr1xg+fDjly5dn+PDhADRp0oSvvvqKsWPHUrp0aSZNmsTs2bNty54AfPHFFzRt2pTWrVtTrVo1\nsmfPzpIlS1Ksufmg9h82qfIWDPlPUoKZxRlGdYctXynBlMerQ4cO1KpVizNnztC7d29WrlxJ9uzZ\n+eyzzxwdmoiIiIhIunDPlsxatWrZLSFyJ506daJTp053fd3FxYXx48czfvz4R4vwH/HxJh9/Ax/O\nsG+9rBgA04fC84WUXMrjlyVLFlasWMHEiRPZvXs3vr6+9OzZkyJFijg6NBERERGRdOGRx2Q+Sb/9\nZdJ1NPx6MKnMJQuMeAPebQvOzkow5clxdXXlnXfecXQYIiIiIiLpUrpOMm/Gm/x7NoyaCTfjk8or\nBVrHXgYWVHIpIiIiIiKSnqTbJHPPIevMsbuSLbPo6gIju8HA1mq9FBERERERSY/SZZI5crrJ6JkQ\nn5BU9mJJ69jLgOeUXIqIiIiIiKRX6TPJnJb03M0FPuoO/VuBk5MSTBERERERkfQsXSaZt1QpBdMG\nQ3G1XoqIiIiIiGQI6TLJdHOB0W9B35ZqvRQREREREclI0mWSuee/ULSAkksREREREZGMxuLoAO5E\nCaaIiIiIiEjGlC6TTBEREREREcmYlGSKiIiIiIhImlGSKSIiIiIiImlGSaaIiIiIiIikGSWZIiIi\nIiIikmaUZIqIiIiIiEiaUZIpIiIiIiIiaUZJpoiIiIiIiKQZJZkiIiIiIiKSZpRkioiIiIiISJq5\nZ5K5YcMGgoOD8fPzw2KxMGvWLLvXO3fujMVisXtUqVLFrs6pU6do3749+fLlw8PDg7JlyzJ37ty0\nPxMRERERERFxOOd7vRgbG0vp0qXp1KkTHTt2xDAMu9cNw6BevXrMnj3bVubi4mJXp0OHDsTExLB4\n8WJy587NDz/8wOuvv06BAgWoXr16Gp6KiIiIiIiIONo9WzIbNmzIqFGjaN68ORZLyqqmaeLi4oKv\nr6/tkSNHDrs627dvp3fv3gQFBeHv78/AgQMpUKAA27dvv+tx7/WaiIiIiIiIpF+pGpNpGAabNm0i\nT548FC9enO7du3Pu3Dm7Og0bNmTevHlcvHiRxMREFi1axPnz56lbt+5d91u7dm0OHjyYmtBERERE\nRETEAQzTNM0HqZgtWzYmTZpEx44dbWXz5s3Dw8ODggULcuTIEYYNG0ZCQgK//vqrrdtsXFwcwcHB\nrFmzBmdnZ1xdXZk7dy6vvvqq3f6joqJsz3PkyEG7du0YMGBAWpyjiIiIiMhjUbRoUdtzLy8vB0Yi\nkn7cc0zm/bRu3dr2vGTJklSoUIHnnnuOZcuW0bRpU8A6JvPKlSusWbMGHx8f/ve///H666+zYcMG\nSpcufdd9R0dHpyY0ERERERERcYBUJZm3y5cvH35+fvz5558A/PHHH/zvf/9jz549lCpVCoBSpUqx\nceNGJkyYwNSpU++6rwYNGlCxYsW0DE+ekB07dgDo+mUCupaZh65l5qFrmXnoWmYOyXvjiYhVmq6T\nee7cOU6ePEm+fPkASExMtB7ktkmDLBYL9+ql27hxY9566620DE1ERERERESegPsuYXLo0CHAmjAe\nPXqU3bt3kytXLnLmzMnw4cNp0aIFefPm5e+//2bw4MHkyZPH1lU2ICCAgIAAevXqxdixY8mZMydh\nYWGsXr2axYsX3/W4YWFhODk5peFpioiIiIiIyJNwz5bM7du3U758ecqXL8+1a9cYPnw45cuXZ/jw\n4Tg5ObFv3z6aNGlC8eLF6dy5MyVKlGDLli14eHgA4OTkxNKlS/H19SU4OJgyZcowZ84cZs6cySuv\nvHLX4yrBFBERERERyZju2ZJZq1YtW5fXO1mxYsV9D1CoUCEWLFjw8JGJiIiIiIhIhpOmYzJFRERE\nRETk6aYkU0RERERERNKMkkwRERERERFJM0oyRUREREREJM0oyRQREREREZE0oyRTRERERERE0oxh\nmqbp6CAAoqKiHB2CiIiIiMgj8/LycnQIIumCWjJFREREREQkzSjJFBERERERkTSTbrrLioiIiIiI\nSManlkwRERERERFJM0oyRUREREREJM2kmyRz8uTJFCxYEHd3dypWrMimTZscHZI8pNDQUIKCgvDy\n8sLX15fg4GD279/v6LAklUJDQ7FYLPTp08fRocgjOH36NJ06dcLX1xd3d3dKlizJhg0bHB2WPKT4\n+HiGDBlCoUKFcHd3p1ChQnzwwQckJCQ4OjS5jw0bNhAcHIyfnx8Wi4VZs2alqDNixAieeeYZsmbN\nSu3atfn9998dEKncz72uZXx8PO+99x5lypTB09OT/Pnz0759e44fP+7AiEUcJ10kmfPmzaN///4M\nGzaM3bt3U6VKFRo2bKh/mBnM+vXrefvtt9myZQtr167F2dmZunXrcunSJUeHJo9o69atTJ06ldKl\nS2MYhqPDkYd0+fJlqlatimEYLF++nAMHDjBx4kR8fX0dHZo8pJCQEKZMmcKECRM4ePAg48aNY/Lk\nyYSGhjo6NLmP2NhYSpcuzbhx43B3d0/xt3TMmDF89tlnTJw4ke3bt+Pr60u9evWIiYlxUMRyN/e6\nlrGxsezatYthw4axa9cuFi1axPHjx2nQoIG+DJKnUrqY+OeFF16gbNmyTJkyxVZWrFgxWrRoQUhI\niAMjk9SIjY3Fy8uLRYsW8corrzg6HHlIUVFRVKhQgWnTpjFixAhKlSrF+PHjHR2WPIQhQ4awceNG\nNm7c6OhQJJVeffVVfHx8mDFjhq2sU6dOXLp0icWLFzswMnkY2bJlY9KkSXTs2BEA0zTJnz8/ffv2\nZfDgwQBcu3YNX19fxo4dS/fu3R0ZrtzD7dfyTv744w9KlizJb7/9RsmSJZ9gdCKO5/CWzBs3brBz\n507q169vV16/fn02b97soKgkLURHR5OYmIi3t7ejQ5FH0L17d1q2bEnNmjVJB99FySMICwujUqVK\ntG7dmjx58lCuXDkmTZrk6LDkETRs2JC1a9dy8OBBAH7//XfCw8Np1KiRgyOT1Dhy5AiRkZF290Bu\nbm7UqFFD90CZQFRUFIDug+Sp5OzoAM6fP09CQgJ58uSxK/f19eXMmTMOikrSQr9+/ShXrhyVK1d2\ndCjykKZOncrhw4eZO3cugLrKZlCHDx9m8uTJDBw4kCFDhrBr1y7b2NrevXs7ODp5GL169eLEiROU\nKFECZ2dn4uPjGTZsGD169HB0aJIKt+5z7nQPdOrUKUeEJGnkxo0bvPPOOwQHB5M/f35HhyPyxDk8\nyZTMaeDAgWzevJlNmzYpQclgDh48yNChQ9m0aRNOTk6AtUuXWjMznsTERCpVqsTo0aMBKFOmDIcO\nHWLSpElKMjOY8ePHM2PGDL777jtKlizJrl276NevH/7+/nTt2tXR4cljoP87M674+Hg6dOhAdHQ0\nS5cudXQ4Ig7h8CTTx8cHJycnIiMj7cojIyPJly+fg6KS1BgwYADz588nPDwcf39/R4cjD2nLli2c\nP3/ebvxIQkICGzduZMqUKcTGxpIlSxYHRigPKn/+/AQGBtqVBQQEcOzYMQdFJI9q9OjRDBs2jFat\nWgFQsmRJjh49SmhoqJLMDCxv3ryA9Z7Hz8/PVh4ZGWl7TTKW+Ph42rZty/79+1m3bp26yspTy+Fj\nMl1cXKhQoQIrV660K1+1ahVVqlRxUFTyqPr168e8efNYu3YtxYoVc3Q48giaNm3Kvn372LNnD3v2\n7GH37t1UrFiRtm3bsnv3biWYGUjVqlU5cOCAXVlERIS+/MmATNPEYrH/L9tisaiHQQZXsGBB8ubN\na3cPdO3aNTZt2qR7oAzo5s2btG7dmn379hEeHq6ZvOWp5vCWTLB2rXz99depVKkSVapU4T//+Q9n\nzpzRWJMMpnfv3syZM4ewsDC8vLxsY02yZcuGh4eHg6OTB+Xl5YWXl5ddWdasWfH29k7RKibp24AB\nA6hSpQohISG0atWKXbt2MWHCBC17kQG99tpr/Pvf/6ZgwYIEBgaya9cuPv/8czp16uTo0OQ+YmNj\nOXToEGDtwn706FF2795Nrly5KFCgAP379yckJISAgACKFi3KqFGjyJYtG+3atXNw5HK7e13L/Pnz\n07JlS3bs2MGSJUswTdN2H5QjRw7c3NwcGbrIk2emE5MnTzb9/f1NV1dXs2LFiubGjRsdHZI8JMMw\nTIvFYhqGYfcYOXKko0OTVKpVq5bZp08fR4chj2DZsmVmmTJlTDc3N7N48eLmhAkTHB2SPIKYmBjz\nnXfeMf39/U13d3ezUKFC5tChQ83r1687OjS5j/DwcNv/h8n/j+zSpYutzogRI8x8+fKZbm5uZq1a\ntcz9+/c7MGK5m3tdy7///vuu90GzZs1ydOgiT1y6WCdTREREREREMgeHj8kUERERERGRzENJpoiI\niIiIiKQZJZkiIiIiIiKSZpRkioiIiIiISJpRkikiIiIiIiJpRkmmiIiIiIiIpBklmSIiIiIiIpJm\nlGSKiIiIiIhImlGSKSIiIiIiImnm/wF63RCkNFQEowAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1455,7 +1422,7 @@ "\n", "book_plots.plot_track([0, 11], [160, 172], label='Actual weight')\n", "data = g_h_filter(data=weights, x0=160, dx=1, g=6./10, h=2./3, dt=1.)\n", - "plot_g_h_results(weights, data)" + "plot_g_h_results(weights, data);" ] }, { @@ -1520,9 +1487,9 @@ "outputs": [ { "data": { - "image/png": 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J99lnn9G9e3cmTJjAhAkTAGjSpAlt27ZNl/NfuHCBBQsWcOvWLQICAqhdpxGrtsPC9bB8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\nhNOnT9OgQYPE/4AOHjzIhg0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fVjdBJNvJsNlZ0xoaJyJZY8uWLQB079GPBq3/w7INN1gT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\nvyYS9Sv/l6GdhdLWL358nSqrv/0NMT+sNqZKt/S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SkvNUqFCB9u3b8/vvv1O/fn0KFCjAlClTsuza5MHUEykiIsn8v//3/1i+fDku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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1530,9 +1497,9 @@ } ], "source": [ - "import numpy.random as random\n", + "from numpy.random import randn\n", "def gen_data(x0, dx, count, noise_factor):\n", - " return [x0 + dx*i + random.randn()*noise_factor for i in range (count)]\n", + " return [x0 + dx*i + randn()*noise_factor for i in range(count)]\n", "\n", "measurements = gen_data(0, 1, 30, 1)\n", "data = g_h_filter(data=measurements, x0=0, dx=1, dt=1, g=.2, h=0.02)\n", @@ -1557,19 +1524,9 @@ "outputs": [ { "data": { + "image/png": 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BEE/UVeWUCuZ33nkn5s2bhy996Uue15pLzKkskZEZ52XW61gvOX368vQ1MlEb6lRqzFO7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\nlsvFvV2wiEai7IhsAXq9v7j6K67n//Ja60YVP6Ys2oDhX0w9Y9rZmHn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Dg6qqunlBEMvC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ETEuWq64QVP29yuhxFJlhFG1J960AQqmH/nO9/BiBEjsHTpUiiKglmzZmHkyJH4n//5H268Ec3n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\nb9+ubtiwQb3rrrvUUCik/uEPf1BVNfljM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"text/plain": [ - "[]" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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51VVZm4k0eGLZ16CoJt/1mbL681DRUOhTDmjsA6Bf4c0BzLQxT5qROfNqULAp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\n1FmzZlH99PDhw1QYWZeJZ/bs2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- "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1577,7 +1534,7 @@ } ], "source": [ - "plt.plot([random.randn() for _ in range(3000)], lw=1)" + "plt.plot([randn() for _ in range(3000)], lw=1);" ] }, { @@ -1621,9 +1578,9 @@ "outputs": [ { "data": { - "image/png": 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O7jBEnnlKMkVERETEIuaKwUeTYf1OiIiGpOSM67o5w1dvQ89mYG195wRTRJ4/SjJFRERE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\n5szBz88PJycn6tWrR1hYWKqPa2etMaHPi9erdsO4xamuVog0lzVrVjZ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KNG7cmMDAQNav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srVu3vufeViIiIpJ7ubu7A7B3716WLl3KtGnTCAsLw8LCAhcXl3u27dmzJ6dP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w6tQpbGxsKFKkCEeOHCEyMpIyZcroHaIQaVaWLFmYMWOG3mFYXI0aNciWLRsREREULFiQ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\n9jmqkdLn0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6XwbfP00X54dCq1WMWazoOwMSEnVluXLAoYVQp/yrE65ujTV8Nzh5efcJqNoP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\nH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55oV2LZMVkcsp09JZFxcXrFZrsXbDMEhISGDEiBF0794dgKSkJKxWK7NmzSI2Npbc3Fym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\nXIqIiFwvpQbN9957D5PJZL8tyXkjR47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EHqmGg8eCL3E9XA0+36Wd22r1B8buguSIoTA4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\nIiIiIiIifUpBU0RERERERPrU/wMuuOJ8SFk3lwAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1762,13 +1719,13 @@ "def gen_data(x0, dx, count, noise_factor, accel=0):\n", " zs = []\n", " for i in range(count):\n", - " zs.append(x0 + dx*i + random.randn()*noise_factor)\n", + " zs.append(x0 + dx*i + randn()*noise_factor)\n", " dx += accel\n", " return zs\n", " \n", "predictions = []\n", "zs = gen_data(x0=10, dx=0, count=20, noise_factor=0, accel=2)\n", - "data = g_h_filter(data=zs, x0=10, dx=0, g=0.2, h=0.02, pred=predictions)\n", + "data = g_h_filter(data=zs, x0=10, dx=0, g=0.2, h=0.02)\n", "plt.xlim([0, 20])\n", "plot_g_h_results(measurements=zs, filtered_data=data)" ] @@ -1827,9 +1784,9 @@ "outputs": [ { "data": { - "image/png": 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EKRuM6KLH8qLVeetXTtn+dSrB6as64F3kDR28FJ41kz+G+lWMRAOn2NVlA4MU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KhSpUopMjJSv//+ewZWnL1ky5bM/b+YGvW2tPRz6+tAf6lvG+nZR617h7KKni2si7Xp70sR9UzV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\nYsU0YcIE7dixQ9u3b1eDBg3Us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EKSujUBTOFczsGeMSvL1TVoNxvRQffKlzM1vXVrg4pVxQd8FX8fMKmL1W52DG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\no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zIyUj/99JPb66dPn1a/fv1UrFgx5cuXT23bttW+ffvs+xTXmE2bNqlXr146e/asGjZs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\naNSoUXrwwQd12223q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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1837,6 +1794,7 @@ } ], "source": [ + "import book_format\n", "np.random.seed(100)\n", "zs = gen_data(x0=5, dx=5, count=50, noise_factor=50)\n", "data1 = g_h_filter(data=zs, x0=0., dx=5., dt=1., g=0.1, h=0.01)\n", @@ -1845,9 +1803,9 @@ "\n", "with book_format.figsize(y=6):\n", " book_plots.plot_measurements(zs, lw=1, color='k')\n", - " book_plots.plot_filter(data1, label='g = 0.1', marker='+', lw=2, ms=15)\n", - " book_plots.plot_filter(data2, label='g = 0.4', marker='v', lw=2, ms=10)\n", - " book_plots.plot_filter(data3, label='g = 0.8', lw=2)\n", + " book_plots.plot_filter(data1, label='g=0.1', marker='s')\n", + " book_plots.plot_filter(data2, label='g=0.4', marker='v')\n", + " book_plots.plot_filter(data3, label='g=0.8', lw=2)\n", " book_plots.show_legend()\n", " book_plots.set_limits([20,40], [0, 250])" ] @@ -1868,9 +1826,9 @@ "outputs": [ { "data": { - "image/png": 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vGPiE/SXVph32dmUvuOL8sverSXhEpCSn04mvr2+FLTci9YWHhwe+vr5kZWXh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\nz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+ "image/png": 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wQTp16lRp6mhOTg6lpXWfE8nPz4/w8HAAfv75Z+x2O8OGDatWM2TIENavX/+H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\n5Npt2bdC2K1po6rLxhqkZXj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k57fffgfA3z/A9cHTMOjZoycRkZGuurI+7NqVTm5eHhbD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\n2Lt3r1ZcXl6eaNq0qQAgvLy8hIeHhwAgPD09RX5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q4cZCRER1Q4kVS3/g67USUu8LnPgb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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1888,9 +1846,9 @@ "\n", "with book_format.figsize(y=5):\n", " book_plots.plot_measurements(zs)\n", - " book_plots.plot_filter(data1, label='g = 0.1', marker='+', lw=2, ms=10)\n", - " book_plots.plot_filter(data2, label='g = 0.5', marker='v', lw=2)\n", - " book_plots.plot_filter(data3, label='g = 0.9', lw=2)\n", + " book_plots.plot_filter(data1, label='g=0.1', marker='s')\n", + " book_plots.plot_filter(data2, label='g=0.5', marker='v')\n", + " book_plots.plot_filter(data3, label='g=0.9', lw=2)\n", " book_plots.show_legend()\n", " plt.ylim([6, 20])" ] @@ -1913,9 +1871,9 @@ "outputs": [ { "data": { - "image/png": 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L8dBA2HMIalWGr16DCqXyDn7JySb9QmHRSjAMmN0PBnUgS2BUeBQREblx1IVV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\n4QdjWZZ55513HGWvvfaasSzL/Pnnn077XLp0qbEsy3z33Xep/NSuL63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iIuIS6oHMIY6e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D48mTJxk/fjw//PADvr6+PPbYY/Ts2fOMr1OU1NRUJk6cyKpVq/Dy8mLAgAE8+OCDpVpH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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1923,15 +1881,15 @@ } ], "source": [ - "zs = [5,6,7,8,9,9,9,9,9,10,11,12,13,14,15,16,16,16,16,16,16,16,16,16,16,16]\n", - " \n", + "zs = [5,6,7,8,9,9,9,9,9,10,11,12,13,14,\n", + " 15,16,16,16,16,16,16,16,16,16,16,16]\n", "data1 = g_h_filter(data=zs, x0=4., dx=1., dt=1., g=.302, h=.054)\n", "data2 = g_h_filter(data=zs, x0=4., dx=1., dt=1., g=.546, h=.205)\n", "\n", "with book_format.figsize(y=5):\n", " book_plots.plot_measurements(zs)\n", - " book_plots.plot_filter(data2, label='g = 0.546\\nh = 0.205', marker='o', lw=2)\n", - " book_plots.plot_filter(data1, label='g = 0.302\\nh = 0.054', marker='v', lw=2)\n", + " book_plots.plot_filter(data2, label='g=0.546\\nh=0.205', marker='s')\n", + " book_plots.plot_filter(data1, label='g=0.302\\nh=0.054', marker='v')\n", " book_plots.show_legend()" ] }, @@ -1960,9 +1918,9 @@ "outputs": [ { "data": { - "image/png": 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t2zYGDhzIAw88kK34NUT2hu37bd+bKsEs8FxdDUJuLAA2I9I2/FlEREREss/P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\n46wAAAAASUVORK5CYII=\n", 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9KOkpJFcXg1cnZ/ROpp2LplOnTo4OS0REREREcmG3ZLJu3brMmzePPXv2sHv3bjp27EjP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Sy+KgMOZEF09XcZL9U4ChKvzmDvukcoMOl0jF7GR6tm1Gh9r4rpiIiIiFRPYdLLNYu1aN/SsPcg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\nwqSIiIiIiIi47P8BEUq0DCZAghwAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1976,12 +1934,11 @@ "data2 = g_h_filter(data=zs, x0=0, dx=2., dt=1., g=.2, h=0.05)\n", "data3 = g_h_filter(data=zs, x0=0, dx=2., dt=1., g=.2, h=0.5)\n", "\n", - "\n", "with book_format.figsize(y=5):\n", " book_plots.plot_measurements(zs)\n", - " book_plots.plot_filter(data1, label='dx=0, h = 0.05', lw=2)\n", - " book_plots.plot_filter(data2, label='dx=2, h = 0.05', marker='v', lw=2)\n", - " book_plots.plot_filter(data3, label='dx=2, h = 0.5', marker='o', lw=2)\n", + " book_plots.plot_filter(data1, label='dx=0, h=0.05')\n", + " book_plots.plot_filter(data2, label='dx=2, h=0.05', marker='v')\n", + " book_plots.plot_filter(data3, label='dx=2, h=0.5', marker='s')\n", " book_plots.show_legend()" ] }, @@ -2011,7 +1968,7 @@ "data": { "image/png": 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D9+7dX7kGfF4eXLkCf/4JU6bA0aO6+21toXdv+OQTsLMrw7FjTTA396F58+ZYWFiwb98+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\nhBAij/p/fpkWmNef5y8AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2020,7 +1977,7 @@ ], "source": [ "from IPython.html.widgets import interact, interactive, fixed\n", - "import IPython.html.widgets as widgets\n", + "from IPython.html.widgets import FloatSliderWidget\n", "\n", "zs = gen_data(x0=5, dx=5, count=100, noise_factor=50)\n", "\n", @@ -2032,10 +1989,10 @@ " plt.show()\n", "\n", "interact (interactive_gh, \n", - " x=widgets.FloatSliderWidget(value=0., min=-50, max=50.), \n", - " dx=widgets.FloatSliderWidget(value=5., min=-50., max=50.), \n", - " g=widgets.FloatSliderWidget(value=0.1, min=0.01, max=2, step=.02), \n", - " h=widgets.FloatSliderWidget(value=0.02, min=0.0, max=0.5, step=0.01));" + " x=FloatSliderWidget(value=0., min=-50, max=50.), \n", + " dx=FloatSliderWidget(value=5., min=-50., max=50.), \n", + " g=FloatSliderWidget(value=0.1, min=0.01, max=2, step=.02), \n", + " h=FloatSliderWidget(value=0.02, min=0.0, max=0.5, step=0.01));" ] }, { @@ -2058,7 +2015,7 @@ "data": { "image/png": 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XQ1dXFwEBATn6e4IgyJWlpKRg2bJlaNeuHd8KUw4pbPhp06ZNSExMRIcOHVC1alXpa9Wq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\nAElFTkSuQmCC\n", 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ZTBw5cgSAEiVK4OjoSI8ePfIdp169egD873//IyEhwdxfNSAggJMnT1KpUiXC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\n", 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IgiAIgiDGIeu3/wVt3Y041XAYs8vnIzU5LS7joMwAQRAEQRAEQcSYrr42AIDdaUNL5/m4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\nTZP7SE1NxYQJE7B3715s27YNO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ERCQP1OIpIiKFTvv27VmzZg1ff/01ly9f5v7776dfv36YTCZHhyYiIiJ5oMRTREQKpYYN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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2219,9 +2176,9 @@ } ], "source": [ - "zs = gen_train_data(23000, 15, 100)\n", - "data = g_h_filter(data=zs, x0=23000, dx=15., dt=1., g=.01, h=0.0001)\n", - "plot_g_h_results(zs/1000, data/1000., 'g=0.01, h=0.0001', z_label='Measurements')" + "zs = gen_train_data(pos, 15, 100)\n", + "data = g_h_filter(data=zs, x0=pos, dx=15., dt=1., g=.01, h=0.0001)\n", + "plot_g_h_results(zs/1000, data/1000, 'g=0.01, h=0.0001')" ] }, { @@ -2242,7 +2199,7 @@ "data": { "image/png": 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g3VmFEEIIkWGOjo7Y2dkRFRXFiBEjKFasGDt37gSgdOnSJo5OCCFETpAkUgghhBAZZmlp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\nZf8faM0psw+kwFIAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2250,9 +2207,9 @@ } ], "source": [ - "zs = gen_train_data(23000, 15, 100)\n", - "data = g_h_filter(data=zs, x0=23000, dx=15., dt=1., g=.2, h=0.0001)\n", - "plot_g_h_results(zs/1000, data/1000, 'g=0.2, h=0.0001', z_label='Measurements')" + "zs = gen_train_data(pos, 15, 100)\n", + "data = g_h_filter(data=zs, x0=pos, dx=15., dt=1., g=.2, h=0.0001)\n", + "plot_g_h_results(zs/1000, data/1000, 'g=0.2, h=0.0001')" ] }, { @@ -2275,7 +2232,7 @@ "data": { "image/png": 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GB9KyZUssLS3ZsGGDfltERIS+fOHCBYPbEkIIIYTIKBMmTGDTpk1UqFCBNm3asGzZMq5c\nuULv3r3p379/ssdGvrCg05RyPIi0BqBCsWfMH3QeK8u0JYwPIi3pPq2svr1eTe/Qv+XtNLUl0q5U\nqVL6spOTkxkjESLzMKjH09fXl5UrV7J79+5kk06AAgUKUKhQIS5evJiqQGrUqCHJpRBCCCGynL59\n++Ls7ExoaCgTJ07kypUrFClShK5du6Z47Kp9LvokMVeOGKb0vJzmpBMgr2MsX3ycMLHR5kPOxMal\nuTkhhDCaFNfxHDJkCKtXryYgIIDSpUun2OD9+/e5desWBQoUSFUgx48fT/YB/GrVqqWqPfHuOHr0\nKCD3iEie3CfCEHKfCEO86T45efIkM2fO5Pr165QuXZovvviCXLlyJdvOsxcqa8Yk1GcPs6Jlk0rp\njq9SZZVZG+DuI7gfYc39mKp8WFPW9sxIiUftCSF0kk08BwwYwLJly1i/fj1OTk6Eh4cD4ODgQI4c\nOXj+/Dnjxo2jXbt25M+fn6tXrzJq1ChcXV2TDLPt3r07iqKwZMkSAGbNmoW7uzvlypUjOjqaZcuW\nsWHDBtauXWvCSxVCCCGEMA03NzemTZuWqmN+3QiPInVldzfo7G2cWKwsFXq0UPl+ma6+YCN8WNc4\nbQshRFolm3jOnTsXRVFo3Lhxku3jx49n7NixWFhYEBoaip+fH0+ePKFAgQJ4eXmxZs0acuTIod//\nxo0bSdagiomJ4auvvuLmzZvY2dlRoUIFtm7dio+Pj5EvTwghhBAi84l6pTJjeUJ9+CdgaWm8XslP\nP0CfeG4Jhlv3VQrmk15PIYT5JJt4arXaZA+2tbV9ba3PNwkICEhS/+qrr/jqq68MCE8IIYQQIvtZ\n8jfceagrF3CGni2M236pwgoNPVX2/KOb4XbxVvhG1vUUQphRqpZTEUIIIYQQ6RMbq/L9Hwn1L7qA\njbXxeyM/a5VQXrgZtFpZWkUIYT6SeAohhBBCZKA/d8GVf1c4yeMIfVslv39atW0AuR105Su3YXeI\nac4jhBCGkMRTCCGEECKDaLUqU5cm1Id0gJz2pnn20tZGoWui6TN+32SS0wghhEEk8RRCCCGEyCAb\nD8CZq7pyTjsY+LFpz/fZhwnldfvgwRMZbiuEMA9JPIUQQgghMoCqqkxeklDv3xZyO5p2ptmKJRRq\nltOVo2PAL+U5IYUQwiQk8RRCCCGEyAA7j8DRs7qyrTUM65Qx5/00Ua/ngk26BFgIITKaJJ5CCCGE\nEBlgSqJnO3t/AK55MmZdzU7eumG9AGFXITg0Q04rhBBJSOIphBBCCGFiQad0a2oCWFrAV59k3Llz\n2it09E6oL9iYcecWQoh4kngKIYQQQphY4t7Ors2gaP6M6e2M1yfRki2rdkPEMxluK4TIWJJ4CiGE\nEEKYUOhllS1BurKiwPCuGR9D9bJQsYSu/CIKVuzI+BiEEO82STyFEEIIIUxozpqEcpv6UKZoxvZ2\nAiiKkmRpFVnTUwiR0STxFEIIIYQwkUeRKssSLWEypIP5YunaDGysdeWQc3Diggy3FUJkHEk8hRBC\nCCFMZMEmePlKV65cCupWMl8suR0V2jZIqK8JMF8sQoh3jySeQgghhBAmEBur8stfCfXB7XVDXs0p\nceK5fp/54hBCvHsk8RRCCCGEMIEN++H6XV05Xy7deprm5lMLbP8dbnv6Cly4IcNthRAZQxJPIYQQ\nQggTSDypUN/WYGtj3t5OgBx2Ck1rJNSl11MIkVEk8RRCCCGEMLLj51X2HdeVLS2gfxvzxpPYR/UT\nypJ4CiEyiiSeQgghhBBG9mOi3s72XuCWT0FVM8ew1g/rgoWFrhwcCnceZI64hBDZW7KJ55QpU6he\nvTpOTk64uLjQqlUrTp8+nWSfnj17otFokrzq1KmT4on37t1L1apVsbOzo0SJEsyfPz99VyKEEEII\nkQncf6yyYkdCvYDyFwUKFMDKyooqVapw9OhR8wUHODsp1E80u+6G/eaLRQjx7kg28dy7dy8DBw4k\nODiY3bt3Y2lpibe3N48fP9bvoygKTZo0ITw8XP/aunVrsie9cuUKLVq0oG7duhw/fpxRo0YxaNAg\n1q5da5yrEkIIIYQwk183wqtoXdk9331mjG9PeHg4cXFx/PPPP3h7e3Pt2jWzxijDbYUQGS3ZxNPf\n358ePXpQrlw5KlSogJ+fH/fv3ycoKEi/j6qqWFtb4+Lion/lypUr2ZPOmzePQoUKMXv2bDw8PPjs\ns8/o0aMH06dPN85VCSGEEEKYQUysytxE36PH3ZwFwIwZM4iMjMTb25uIiAiWLVtmpgh1Eieeu0Pg\nyVMZbiuEMK1UPeMZGRmJVqsld+7c+m2KonDgwAFcXV3x8PCgb9++3L9/P9l2goODadq0aZJtTZs2\n5ejRo8TFxaUmJCGEEEKITOOvPXD7ga6c3xk0j3VZaIMGDXBwcKBatWoAREREmClCncKuCtXK6Mqx\ncbAlKPn9hRAivSxTs/OQIUPw9PSkdu3a+m0+Pj58/PHHuLu7c+XKFUaPHo2XlxchISFYW1u/sZ27\nd+/i6uqaZJurqyuxsbE8ePDgtZ8BZn8eQmR+co8IQ8h9Igwh98m77fTp01y8eJHcuXNTq1att36e\nedN9MmWRB5ATgFY1bnMtxp0rl8/RqlUrqlatyvbt2wFwcXEx+31WvUR+jp4tCMCiDY/xcL5s1niy\nk1KlSpk7BCEyHYMTz2HDhhEUFMSBAwdQlIR1qDp27Kgvly9fnqpVq1K0aFG2bNlCmzaZaO5wIYQQ\nQogUzJkzh6VLl+rrZcuWZc6cOTg5OaV47Jlr9py6qks6rSy0tKlzH03NYVy4cIFLly5x+/ZtANq3\nb0+DBg1McwGp0OC9J8zdoks8g8IciYpWsLWWIbdCCNMwKPH09fVl1apVBAQEUKxYsWT3LVCgAIUK\nFeLixYtv3Sd//vyEh4cn2Xb37l0sLS3JmzfvG4+JH5oixH/Ff2Ms94hIjtwnwhByn7zbtmzZwtKl\nS7GysqJNmzYEBgYSFhaGn58fixcv1u/3tvvkx60JSVvnJhqaeVUG4NSpU2zatInw8HAqVaqUKZJO\ngKqqythlcP4GREVb8CiuCq2qKSkfaEaqqnLt2jVUVaVo0aJoNJlzZUBzD6UWIjNK8bd1yJAhrFy5\nkt27d1O6dOkUG7x//z63bt2iQIECb92ndu3a7NixI8m2HTt2UL16dSziF5YSQgghhMhA+/fr1hWJ\n/+wTP9t+/PbkXLmtsnJXQn1Q+4SynZ0dHTp0YPDgwZkm6QTdPB0fJQons89ue/36dWrUqIG7uzvF\nixfH09OTS5cumTssIYSBkk08BwwYwOLFi/njjz9wcnLSL5fy/PlzAJ4/f86XX37JwYMHuXr1Knv2\n7KFVq1a4uromGWbbvXt3evTooa/369ePW7du4evrS1hYGAsWLGDJkiV8+eWXJrpMIYQQQojk5ciR\nA4DQ0FCio6M5duxYku3JmbAQYmJ15fqVoWqZzN1zGK9NotltNwVCbGzmHGqr1Wpp06YNR48excHB\nAScnJ06ePMmHH35ITEyMucMTQhgg2cRz7ty5PHv2jMaNG+Pm5qZ/zZgxAwALCwtCQ0Np3bo1Hh4e\n9OzZk7JlyxIcHJzkH+kbN25w48YNfb1YsWJs3bqVffv24enpyZQpU5gzZ448EyqEEEIIs+nSpQs5\nc+bE398fGxsb+vfvD+i+ME/OmSsqftsS6hP7mDJK46peFtz+fcrpYQQcOGneeN7m4sWLHDt2jFy5\ncnH16lVu3LiBq6srYWFhnDp1ytzhCSEMkOwznlqtNtmDbW1t8ff3T/EkAQEBr22rX78+ISEhKR4r\nhBBCCJERSpQowbZt2+jduzfnzp3DycmJUaNG6RPQtxn7G8R/ZGpeC+pVzhq9nQAajULr+glrj67b\nBw2rmDemN4mN1XUnW1lZYWdnh4WFBTY2NgCyFJ8QWUSqllMRQgghhMjO6tSpw9mzZ3n16hXW1tZJ\nZvJ/kyNhKmv3JtS//dzEAZpAm/roE88N+2DWEDXF685opUuXpmTJkly8eJGyZctiYWHB9evXKVSo\nEBUrVjR3eEIIA2TOqcCEEEIIIczIxsbGoORrzK8J5Q5e4Fk6cyVshmjgCbkddOXrd+HH3w/w6tUr\n8wb1H5aWlqxfv55ixYpx7do1Ll++TMGCBdmwYQO2trbmDk8IYQBJPIUQQmQ5/v7+dO/enc6dO7N0\n6VJUNXNOiCKytz3HVLYf1pU1Gvi/z8wbT1pZWSoUynFcXx86YS/vv/8+jx49MmNUrytfvjxhYWEc\nOHCA/fv3c/78eapUyYTjgoUQbyRDbYUQQmQp8+fPTzLZy59//smJEyf0E98JkRFUFUYn6u3s0QI8\nima93k6A7du3c3LPXJQyuvG2Vq7tCDk6hqFDh7J06VIzR5eUra0t77//vrnDEEKkgfR4CiGEyDJe\nvnyJr68vACNHjmT69OlYWlryww8/cP78eTNHJ94lgWccCfp3MlVrKxjby7zxpMe+ffvgyTYsNdEA\nxFp7gG0p3XYhhDASSTyFEEJkGXfu3OHly5e4uroyZcoUvvjiC33vx8WLF80cnXhXaLUwd0tBff3z\nj6Bo/qzZ2wn/rlOqfUluzdGEjXlaG7R+qRBCGEoSTyGEEFlG/vz5sba25u7du0ybNo3FixcTHBwM\nQNGiRc0cnXhX7Dyemwu37AGwt4Wvu5s5oHTq2LEjDg4O3Av7LWFjntb06ZOFFiQVQmR6kngKIUQ2\n9OTJEz755BNy5cqFs7Mz/fv35+XLl+YOK93s7e2ZOHEiAMOHD6dXr15ER0fTq1cvypcvb+boxLsg\nJlZl/hY3fX1IB3DNk3V7OwGKFy+Ov78/xXOHoaq6NTE1jnXo1G2ImSMTQmQnMrmQEEJkM1qtljZt\n2rBnzx79tnnz5vHo0SNWrlxpvsCMZPjw4RQqVIg//viDmJgYmjdvzuDBg80dlnhHLNkKNx7olu/I\n5QBfdTFzQEZSp04dLp07RL1+sQSeAhWFzYHwWStzRyaEyC6kx1MIIbKZkydPsmfPHpycnAgNDeXg\nwYNYWlqyatUqwsPDzR2eUXTp0oUtW7awfft2fH19sbCwMHdI4h0QHaPy7eKE+vBPIJdD1u7t/K+2\nDRN+lzYeME8Mr169Yu/evWzbto0HDx6YJwghhNFJ4imEENnMkydPAChWrBjly5enevXq5MuXL8nP\nhBCpt3w7XL+rK+fJGcOgduaNxxRa10so7zgCz15k7Bq5V69epVKlSjRs2BAfHx+KFy/O1q1bMzQG\nIYRpSOIphBDZTMWKFbGzs+PEiRO0bduW5s2bc+fOHfLmzYu7u7u5wxMiS9JqVb7/I6HeueFdcthl\nr95OgOIFFSqW0JVfRcP2wxl7/s6dO3Pu3DkKFy6Mp6cnT58+pWPHjty5cydjAxFCGJ0kniLLUlWV\nX375he7du9OpUycGDx7M8+fPzR2WEGbn7OzMokWLsLKyYt26dWzfvp0cOXKwfPlybGxszB2eEFnS\n+n1w9pqunMM2jo/r3jdvQCbUqm5CecP+jDtvZGSk/tGAkydPEhISQu3atXn27Jl+9mohRNYlkwuJ\nLGvSpEmMGTNGX58zZw6nT59m+/bt8ryXeOd17NiR9957jx07dmBhYUGLFi2kt1OINFJVlal+CfV2\nde+R005rvoBM7KP6MGmJrrw5UDeTr5Wl6Xt3LS11H0tjY2N5+PAhNjY2+scDrKysTH5+IYRpSY+n\nyJJiY2OZNGkSAKNGjeKXX34hT5487N69m8DAQDNHJ0TmULZsWQYPHsyAAQMk6RQiHXYdhaNndWVb\na+jU4J7R2l61ahX169enUqVK9OvXL1M8h13FAwq56MqPn8KBExlzXnt7e9q2bQtAmTJlcHV1JSws\njEKFCtGgQYOMCUIIYTLS4ymypIiICKKiorCzs+Ojjz5Co9FQu3ZttmzZIs+BCCGEMKrvliWUe30A\nzo6xRml38eLF9OrVS18/efIkR44cITAwEFtbW6OcIy0URaFVXZVf1urq6/dDo6oZc+6FCxcSExPD\npk2bePr0KR4eHqxZswZHR8dkj1NVleXLl7N9+3asrKzo0qULXl5eGRO0EMIg0uMpsqQ8efKQP39+\nXr58yTehZO0mAAAgAElEQVTffMPPP/+Mv78/gCwiL4QQwmiOhKnsOqorW1jAl52N1/bYsWMBGDdu\nHHv27KFw4cIcO3aMjRs3Gu8kaZR4dtuN+3WJXUZwcnJi48aNPHjwgJs3b3LmzBkqVKiQ4nHDhw+n\na9euLF26lN9//53GjRuzePFi0wcshDCYJJ4iS1IUhYULF2Jtbc3OnTtZvHgxcXFxfP311wb9ByWE\nEEIYYurShHKnxuDuZrxnHW/fvg3AF198QYMGDWjWrFmS7ebUwBOccurK18LhxIWMPb+zszMFCxZE\no0n5o+q5c+eYPn06FhYWTJ06FV9fXwAGDhzIq1evTB2qEMJAyf42T5kyherVq+Pk5ISLiwutWrXi\n9OnTb93/888/R6PRMGPGjGRPumfPHjQazWuv8+fPp+0qxDupefPmHDlyhB49etC5c2c2btyof+5T\nCCGESK+wqyrr9iXUR3QzbvvxI3S6dOnC5MmTWbFiRZLt5mRtpdCidkJ9wwHzxZKSCxd0WXH9+vUZ\nMWIEP/zwA3nz5uX58+fy+I0QmUiyz3ju3buXgQMHUr16dbRaLWPHjsXb25szZ86QO3fuJPuuWbOG\nI0eO4ObmhqIY9m3gmTNnyJMnj76eN2/eNFyCeJe99957DBw4EIBq1aqZORohhBDZyfeJnu388H2o\nUNy4M7vOmzcPb29vNm/ezObNmwHo3r073t7eRj1PWrWuByt26Mob9sG43uaN522KFCkCQHBwMMuX\nL+fu3bs8ePAAa2trXF1dzRydECJesoln/DNz8fz8/HByciIoKIiWLVvqt1+7do2hQ4eya9cufHx8\nDD55vnz5cHZ2TmXIQgghhBCmdT1c5Y/tCfWR3Y1/jtq1a3Ps2DEWL15MREQEtWrVomvXrgZ/gW9q\nPrXAyhJiYuH4BbgWrlI0f+aILbGKFSvSpUsXli9fzieffKLfPn78eOzs7NLcrqqq7N69m7Nnz1Ko\nUCFatGihX9ZFVVWevgDHHJnv/RAis0rVrLaRkZFotdokvZ2xsbF07tyZMWPG4OHhkaqTV6tWjVev\nXlGuXDlGjx5Nw4YNU3W8EEIIIYQpTF8BsXG6cgNPqF3BNAmGh4cHU6ZMMUnb6eWYQ6FxNRX/g7r6\nhv0wuL15Y3oTRVFYsmQJFStWZNu2bVhZWdGtWze6du2a5ja1Wi3du3fnjz/+0G+rU6cO27ZtI2fO\nnJy/DhW6QfUyKq3rw4iukoAKkZJUJZ5DhgzB09OT2rUTBv2PGzcOFxcXPv/8c4PbcXNzY968eVSv\nXp1Xr17h5+dH48aN2bt3L3Xr1n3jMUePHk1NqOIdJPeIMITcJ8IQcp+82x4/s+S3DRWJnwqjbc0L\nHD0a+dp+78J9UqlwXvwPFgXAb0skddwzeJahVPD29k4yTDkkJCTNbW3YsIE//vgDe3t7vLy8CA4O\nJigoiM8//xxfX1/W7M9HXFwRDp4Ga+UJjctcSnJ8qVKl0nxuIbIrgxPPYcOGERQUxIEDB/RDQPbs\n2cOSJUs4fvx4kn1TmnK7dOnSlC5dWl+vVasWV69eZdq0aW9NPIUQQgghMsLKvS68itElnR6FXlCr\nzOtJ57uifsUIvlutKx+/5EDEcwuccsSlu93du3fz559/8uzZMypUqMDAgQNTXKszI504cQKAPn36\n0LVrVwIDAxk6dKh+++HzDvp9q3u8u/eHEKlhUOLp6+vLqlWrCAgIoFixYvrte/fu5c6dOxQoUEC/\nLS4ujhEjRjB79myuX79ucCA1atRg5cqVb/25TBwj3ib+G2e5R0Ry5D4RhpD7RIQ/VFm5P6H+f33t\nqV496f3wrt0nNf9UOXQG4rQKt19WpnGD9A0rXbZsGSNGjNDXL1y4wJUrVwgKCkrXM5nGVLx4cQDu\n3LlDhQoV2LBhAwAFChTA07Mqx68k7NurTRHKuRdNcnxERESGxSpEVpFi4jlkyBBWr15NQEBAkl5K\ngP/973+0b58w2F9VVZo1a0aXLl3o06dPqgI5fvw4bm5uqTpGCGEcDx48YOjQoezfv5+cOXPSr18/\nBg4cmGkmuBBZl1arEhwKa/fC8fNgaw0O9pDTHhxz6MoO9pAvF3hVhcKucs8J8xrzGzx/qSuXd4eP\nG5o1nEyhVT04dEZX3rgfuhk+j+QbjR07FoBvvvmGJk2a0KNHD44fP8769evp3LlzOqM1jt69ezNv\n3jxWrVrFqlWr9Nv/97//8c95ePJUVy/gDGWLmSdGIbKaZBPPAQMGsGzZMtavX4+TkxPh4eEAODg4\nkCNHDvLly0e+fPmSHGNlZUX+/PmTjG3v3r27/sFvgFmzZuHu7k65cuWIjo5m2bJlbNiwgbVr1xr7\n+oQQKXj16hVNmjRJMmR+8ODBPH/+nJEjR5oxMpFVxcSq7P1Hl2yu3wfhDw0/tlJJlZbv65auqF4W\nNBpJREXGOXlRZdGWhPr0QWBhkXAP3rhxg3HjxhESEkL+/Pn54YcfMsWam6lx7949jh8/joODA9Wr\nV8fSMuXBbx/Vh2/m68r+hyDqlYqtTdp/N2/fvg3AF198Qe7cufHx8WH+/Pn67ZnBe++9x9atW+nf\nvz/nz5/Hzc2NSZMm0aZNG75blvBIWdyjHfTps4qxY8fql3URQrxZsv/azJ07F0VRaNy4cZLt48eP\n139bZYgbN24k6TmJiYnhq6++4ubNm9jZ2VGhQgW2bt2aqqVYhBDG4e/vz/HjxylcuDDr168nJCSE\nvn37MnXqVEaMGCG9nsJgF26oTF4CGw/A46dpa+PERd1r8hJwyQ0taqt88L5uWQd7W7kXhemoqsqX\nc0Cr1dV9akGzmgn33O3bt6lRo4b+S/iTJ09Sq1YtDh48mGWSz1WrVtGjRw+ioqIAqF69Ops3b8bF\nxSXZ48oUhZKF4OJNXW9wUKhuhEJalS9fnmPHjtG1a1fq1avH8uXLAShXrlzaGzUBLy8vzp07R1xc\nHBYWFvrtm/e9AOwBuHthBb8HLmbTpk2EhIRQqFAh8wQrRBagqCnNBGRGicfHOzk5mTESkZm9a8/a\nGNuCBQvo06cPHTp0YOXKlURFRemfsYmKisLGxsbMERqH3CemdfWOSrXe8OgNc2zkywWt60OL2mBp\nAU9fQORz3Z/x5TNXYM8/uvUC38TeFj6oA+28dO2YKgmV++TdtTVI5YOvdGWNBk4sgfLFE+6z4cOH\nM23aNGrWrEm3bt1YsWIFgYGBdOrUiRUrVpgpasNduHCBChUqEB0dTbVq1bh27Rr379+nVatW+ucX\nkzNwhsov/w5MG94VpvZPeG8eP37MzZs3KVKkiEGf1w4dOkTjxo15/vy5fluXLl1YtmxZpv+yM+qV\nikPjV8Spuv8bFw4M4Nc5owkODmbIkCHMmjULkM+wQrxJqpZTEUJkP5UrVwZg3bp1DBs2jNDQUADK\nli2bbZJOYVovolTajkqadBZ2hTb1oW1DeL9i0uGKb/P0ucqOI7A5ELYEwf0nic8Bq3brXrokVKWd\nFzSuCrY2uoTWQiNDc0XaxMaqfPVzQv2zD5MmnYB+wsS+ffvy3nvvARAYGJiqiRTNKSAggOjoaFq2\nbMnmzZu5fv06RYsWZdu2bWi1WjQaTbLHN62BPvHccRim9tf1Eo8fP55JkyYRFxeHlZUV33//PUOH\nDk22rZo1a3Ls2DEWLVrEkydPqFmzpv6xrMwuOBR90umW+xk9O3thrQ4kODiYa9eumTk6ITI3STyF\neMdVq1aNUaNGMWXKFGbOnAmAo6MjCxcuNHNkIitQVZXPv4Pj/y7tZ2UJ66fqhimm9kOkQw6Ftg11\nyapWq3IkDDYFwto9cDbR57nESeh/KYqKhUaXiBbMB81r63pKG3iCjXXm/1ArzOO3TRB2VVd2sIf/\n++z1fTw8PACYNm0a7du3Z926dQCvTbyYWVlZWQHw5MkTYmNjuX//PgAWFhYG/a42rKL7vYqNg3/O\nw73HKlvWL2bChAmAbhbYy5cv4+vrS4kSJfjwww+Tba906dJMmTIlnVeV8XYlWho05sE2li59wYwZ\nMwBZu1OIlCT/9ZYQ4p0wefJk/v77b7755humTJnCiRMnqFWrlkHHqqrKw4cPiYtL/7puIuv5cTX8\nsT1R3Rea11bS3XOh0SjksjwP18fQJJ8v07vtZHRP3bNmyVFV3QfjqGi4dAt+WgM+wyBvC/h4lMqi\nLSp3H2XaJ0yEGUQ8Uxm3IKE+qju45nn9/vX19cXDw4OzZ88yceJEQkNDyZ8/vz7xyux8fHzIlSsX\ngYGBuLi4UKNGDUA3xNWQ31fHHAq1KyTUdx5BP9vr7NmzuXTpEmPGjAFIMgtsdrP7aEL53sU/6dGj\nBydPnsTd3Z3hw4ebLzAhsgDp8RRCALoPJamd4Gvjxo307duXu3fvYm9vz4QJExg2bFiWGC4l0m/P\nMZUvf0qof/oh9G1tnLb379+Pj48PL168+HfLbAYNGsTpP2Zz+gqs2gXr9sKVOxCnhbg4XcL5Ns9f\nwrp9uhdAyzoqS8ZAHke5V991k5fCg3+HdRdxhaEd3rxfrly5OHjwID/88AMHDx4kf/78TJ06Ncss\nBVegQAG2bNlCx44duXnzJgAdO3Zk9uzZBrfRpAbsP6Er7zgM2n9nYrK3t0/yZyaePuSNYmNjuXXr\nFrlz58bR0fGt+0U+VzlyVldWFJX+n5Tj7i0oWbIkX375JXnz5s2giIXImmRyIZHlyWQg5nH06FFq\n165NbGwstra2+lkSFy1aRM+ePc0b3BvIfWJcN+7qJhOKfw6zZjnY87PxhrN6eHhw/vx5PvzwQypV\nqsS0adN49eoVQUFB1K5d+63HabUqsXEQHQMHT+ueF90cCJffsEpD7QqwfRbksEuIWe6Td8uV2ypl\nu+juF4A/xkPnJinfwxl1n8TExHDs2DGioqKoXLmyUT4LxcbGcvPmTRwcHHB2dk7VsYfPqNT6d5n2\nAs4wssnPDB48CAsLC6pUqcLRo0dRVZUVK1bQqVOndMeaEbZt20a3bt24f/8+Go2G/v37M2vWrDcu\nM7PpgErrEbqyZ2kIWfT2e0U+wwrxOhlqK4RIk2XLlhEbG0v37t158eKF/vnQRYsWmTkyYWpRr1Q+\n/joh6XTJDasnGS/pjI6O5vz58wCsWbOGiRMn0rZtWwD95Fdvo9EoWFsp5LRX8K6uMGuowoVVcGY5\nfD9A96xnvOBQ6DBat+6oyBxUVSUmJibDzvf1vISks2Y56OSdYadO0bVr1/D09KRWrVo0bNiQ4sWL\nExAQkO52LS0tKVasWKqTToCqHpDbQVe+8xAaNP8fAwYMIC4ujiNHjqCqKmPGjKFjx47pjjMjnDt3\njo8++oj79++TJ08etFotP//8M99+++0b99+VaJhtepaTEeJdJYmnECJNXr58CeiGGCmKop9UIX67\nyJ5UVeV/0+Hov8PNLC1g1bdQyMV4Q1atrKzIkycPAD///DP79+9nz549AOTPnz/V7SmKQpmiCl92\nUQj4SWFWogk3/z4IvSfpekqF+cTGxjJ8+HAcHBywsbGhRo0anD171qTnDA5VWbkroT5jcOonxDIV\nVVXp1KkTp0+fpkCBApQtW5ZHjx7Rtm1bHjx4YLa4LCwUvKsn1HceVfjpp5+4fPkyAQEBXL9+nQkT\nJmSa9zEla9euJSoqSp98xi8r4+fn98b9EyeejWVQhBCpJs94CiHSxMvLi19//ZWJEydy5MgR9u/f\nD0CjRo3MHJkwpfnrYfHWhPoPg6F+ZeN+yFQUhbFjxzJ06FCGDRum316jRg2aNWuW7vYHt1e4/1hl\n0hJd/Y/t4OwEM4dI8mkuo0ePZtq0afr6kSNHaNy4MadOndJ/CWFs38xLKLf3gjoVM0+y9PjxYw4e\nPIiVlRWnT5/GycmJ6tWrc+zYMYKCgmjVqpXZYmtSHVb/O6P0jsMwrBO4u7vj7u5utpjSKjo6GoB8\n+fKh0WhwdXUFeGOve/hDldNXdGUrS6hXyXhxaLVafSxCZGXW1tbJLs0kiacQIk06dOjAwYMHmTVr\nFps2bQKgWbNmjB8/3ryBZQKPHj3ixo0bFC5c2GQfms3h5r2kax32aA4DPjbNuQYPHoyDgwPz58/n\n2bNn1K1bl++//x5ra2ujtD+hj26o8K+6Dg5+XA35ckOz8kZpXqSCqqrMm6fLArdu3cr7779P/fr1\nOXHiBFu2bKFbt25GP2fQKZU9/+jKFhYw+XOjnyJd4p8v1Gq1PHv2DHt7e/1okjc9e5iRmtRIKO/9\nRzf03tYm8yTtqdG0aVPGjx/Pb7/9RlhYmH4o/5u+4NqdaBmV2hWSPhueHqqq8urVK2xtbbNMT7EQ\nb6KqKlFRUcneyzLUVgiRJoqiMHPmTP755x9WrFjBvn372Lp1K3Z2duYOzawmT56Mi4sLlStXxsXF\n5a3PCmVFX/2kmx0WoLw7/PKV6YYmKopC7969OXToEKdPn2b+/PlGnaBDURR+/gLaJeqgH/MrrA2U\nWSkzmqqqPH/+HNBN1uPo6KhfM/PZs2cmOefkJQnlrk2hRKHM9YHf0dGR5s2bExcXR+nSpXFzcyMs\nLAw3Nzfq1q1r1tiK5lfwKKIrR0XDgZNmDSddateuzZw5c7CwsODAgQM8efKERo0a8cMPP7y2b+L1\nO435fGd0dDTW1taSdIosT1EUrK2tk+29l8RTCJEulStXplOnTtSrVy/Z4RXvgj///JNvvvmGuLg4\nSpYsSVxcHGPGjGHFihXmDi3dAkKSPg/30xdgl0V7OeJZWCj4jQXvRM9qfbe6CLuO5zJfUAaIjY3N\nVsPyNBqNPpmqV68ebdu2ZfXq1SiKkuwMxmn1z3mVrcG6sqLASON3qBqFn58fjRs3JioqikePHlGi\nRAm2bt2a7HIfGSVxr+f2w+aLwxgGDhzI5cuX2bJlC4cOHWLnzp04ODgk2UdV1STrdxrz+U5VVbGw\nsDBeg0KYkYWFRbLLKb3bnxKFEMKI1qxZA8DUqVO5cOEC3333HQCrV682Z1jpFhOrMihRB0DnJtDA\nM2snnfFsrBX+mgzVyujqqqowdqk7B0Mz3/Oez549o1u3btjZ2WFra4uXl5d+PcasbuHChRQvXpxz\n586xbt06AGbNmkXlypXT3Gb8DKVt2rShU6dO/P333wBMWZqwT7tG4FE0c97Lzs7O7Nixg5s3b3Lx\n4kXOnTtHpUpGfLAwHZomSjx3ZPHEE6BIkSK0aNGCGjVqvPEL1Mu34Fq4rpzTDmqUy+AAhcgm5BlP\nIYQwkvjF1G1sbJL8mYmXSzbIT2vgzFVdOaedblkSY0r8jJM5OORQ2DJdpf7/4Nx1iInT8PHXcHSh\nSoG8mScp6d27d5IvMQICAmjevDkhISFGe/bVXNzd3Tl+/Dj+/v5ERkZSs2ZNKlSoYNCxFy9exN/f\nH0VR8PHxoUSJEqiqymeffZZkeaeVK1cyYdoq/trTTr9tVCbt7YynKAoFCxY0dxivaeipm2AnJhZO\nXNRNvJPfOfP8rvzXs2fPGD16NAcOHMDR0ZF+/frRoUMHg49PPMy2fmWwssy81ypEZiY9nkIIYSTx\nM00OGzaMqlWr4uvrm2R7VhT+UGX87wn1Mb2gYD7jfOjSarVMmDABR0dH7OzsKF++PEeOHDFK26mV\nL7fC1hngaB8L6NYo7DAGomMyx5cGjx8/ZvXq1Wg0GkJDQ7l37x4FCxYkNDSUgwcPmjs8o3BwcKB9\n+/Z8+umnBiedmzZtomLFigwaNIiBAwdSoUIFNm/ezPHjx1m0aBG2trbMnTuXUaNGATDx92jivwdq\nWQcql5YEIi1y2ivUqZhQ33n07fuaW0xMDD4+PsyePZuQkBACAgLo2LEjCxYsMLgNWUZFCOOQxFMI\nkeW9evUKX19f3NzccHV1pVevXkRGRmZ4HD169GDEiBGoqsqxY8dQVZXhw4fTs2fPDI/FWEb+Ak9f\n6MoeRWCI4Z0EKZoxYwbjxo3TTyBz5swZmjRpwvXr19PcpqqqLF++nE6dOtGlSxf9sE1DuLspTOpx\nGY2iy0wCT8KQWWkOxahevND9JeTIkYOSJUuSN29efU+YqSbgyeyePn1K165diYqKomXLlrRo0YKo\nqCi6du3KmTNnAN3yTv369WPy5MnkdK5ITO6EG/jrHuaKPHtokmg9z8w83Nbf35/AwEBcXV3Ztm0b\nEyZMAHRL+BhCq1WTzGgriacQaSeJpxAiy/vss8+YNWsWd+7c4d69eyxevJi2bdumOMRVq9Xy22+/\n0a1bN/r165funiNFUZg6dSo3btxg3759XL9+ne+++y7LzlYYeFJlqX9C/UdfsLYy3rX8+uuvACxd\nupSXL1/SqFEjIiIi0vVM7JgxY/jkk09YuXIlK1asoG3btkyfPt3g42uWecqAD2/p6/PXw4KN5u/1\nLFCgACVLluTp06fUqlWLJk2acPjwYezt7ala1YhTbGYhZ8+eJTIyklKlSrFp0yY2b95M8eLFiYiI\n0O8TEBDAggULGDt2LM+c+qMouieMGlWB2hWy5u9lZtH0PxMMZdZHCm7d0v0+N2nShKZNmzJixAgA\n7t69S2xsbIrHn7wID/+9pfLlggrFTRbqO+Pq1atoNBqWLEmYXnrx4sVoNJp0ffEoMj9JPIUQWdq9\ne/dYtmwZFhYWBAQEEBISgqOjI7t27eLkybfP86+qKr1796Zv374sW7aM+fPnU7duXTZu3JjumAoV\nKkS9evUoXLhwutsyl7g4lYEzEuofN4QmNYz7QT2+p87T0xNbW1vKli0LoF9aI7Vu3rzJpEmTUBSF\n7777Tr+m7KhRo3jy5InB7XT1uksn74T6wB8w+2RDGo2GlStX4uLiwvHjx9m1axe2trb4+fnpF71/\n1+TKpZt9+NatW5w8eZITJ05w584dAGrWrEn37t2JioqiT58+TJy6AFx66Y+V3s708ywNzv+ucHT3\nEZy6ZN543ib+35W1a9fy3Xff0bVrVwBKlSpl0Jqo/11GRaORLywMEZ9Ivuk1aNAgFEVJ8UvZ5cuX\nM3v27AyKWGQEmVxICJGlPX78GAAXFxcaNGiAoiiULFmSY8eO8ejRo7ceFxQUxJIlS7C3t2fSpEmc\nOnWKhQsX0r9//yz9TKYhYmNjmT17Nnv37sXe3p7evXvTtGnTJPvM36CbNATAzgamDzJ+HPXr12fV\nqlX62STXr18P6JbUSIvLly8DULVqVYYPHw7olqS4dOkS169f1ycqKVEU+G2kbkKlkxchOoZMMdlQ\nlSpVOHPmDDt37iQmJoZ69epRtGhRs8VjbiVLlsTHxwd/f/8ks9+2aNGCEiVKsHDhQqpUqcLOnTs5\n96oPF5/rJvuqWc646zC+qywsFLyrJSyztOMIvFfSvDG9Sf369enVqxeLFi1i5MiRgG7it3nz5hl0\nfOJlVLxkmG2q/d///R8lSpRIss3Dw4O//vorxcR/+fLlnD59miFDhpgyRJGR1GRMnjxZrVatmuro\n6Kjmy5dP/fDDD9XQ0NC37t+3b19VURR1+vTpyTWrqqqq7tmzR61SpYpqa2urFi9eXJ03b95r+zx5\n8kT/EuJtjhw5oh45csTcYQgziYqKUp2dnVVAbdmypdqpUycVUG1sbNR79+7p9/vvfbJw4UIVUDt0\n6KCqqqrGxcWpgAqoz549y/DryCharVbt0KGD/lrjX35+fvp97j3SqrmbaVWlju41cZHWJLHcvXtX\nfe+995LEMX78+DS3d/XqVRVQLSws1Hnz5qkzZ85UAVWj0agPHz5M9litVqtu3bpV7du3r/rFF1+o\n4eHh6qWbWjVPovehbj+t+iraNO+FSJvIyEi1R48eqqOjo+rk5KT26tVLjYyMTLLP/cdaNYdXwt/j\nxv3p/zuU/3d0ft+U8L42G5p5fze0Wq26ePFi9bPPPlOHDRumnjx50qDjol4lvXcu3TT8Gg39DPvy\n5UuD28xKFi1apCqKoh46dChV+1+7dk2/rWXLlqq7u7vRY3vx4oXR2xQJkrunk008mzVrpi5evFg9\nffq0eurUKbVNmzZq/vz51UePHr227+rVq1VPT0+1YMGC6owZM5IN6PLly6q9vb06ePBg9ezZs+pv\nv/2mWllZqX/99VeS/STxFIaQDwBi69atqp2dnT55sbCwUJcuXZpkn//eJzt27FABNXfu3OqaNWvU\nsWPHqoCaJ08eVavNvB+g0mv//v0qoObMmVP9/fff1S+++EIFVGdnZ/11f/5dwgetku216sso070f\nL1++VDds2KAuXLhQPXbsWLrbGzJkyGtJ9bhx41I8bvDgwUmOcXV1VcPCwtTth7SqRd2E96Pf98Z7\nL6Kjo9WHDx9m6/stMxg9P+Hvr1J3rVHeb/l/R+d6eMJ7a9dQq74w4b8V5rD9UML1leqQumuTxPPt\nieeVK1dURVHUxYsXv7Z/fOLZoEEDVVGU117xtFqt+uOPP6oVKlRQbW1tVRcXF/XTTz9VHzx4kORc\nRYsWVX18fNSdO3eqNWrUUG1tbdP1BadIWXL3dLJ93P7+/knqfn5+ODk5ERQURMuWLfXbr127xtCh\nQ9m1axc+Pj4p9rLOmzePQoUK6cdte3h4cOjQIaZPn07btm1TPF4IIRJr3rw5J06cYNOmTcTFxdG0\nadMUF1pv1KiRfpheu3YJ6/pl5cmADBE/HLVZs2b07t0bVVWZNWsWDx8+5OnTpzx46sDCzQn7zxwC\ntjbpfz9u3rzJ7du3KVGiBM7Ozvrttra2Rh3aPHPmTMqUKcPGjRvRaDS0b9+e7t27J3vM7t27+fHH\nH7GxsaFNmzaEhoYSGhpK37592bdvH1P6qYz4Rbfv/PXwUX2VZjXT/p5otVpGjx7NjBkziI6OpkiR\nIixdupQGDRqkuU3xZpHPVX76K6E+qhvZ5vd7z549rFu3DlVV+eijj/Dy8srwGAq7KpQtphJ2FaKi\n4cAJaFIjxcOyjL8TzTfnU8t8cWRlT5484cGDB2/8WXK/i6NHj2b48OHcvHmTWbNen168f//+LFy4\nkJoTmEQAACAASURBVJ49ezJ48GCuX7/OnDlzOHz4MEeOHNGvo60oChcvXqR9+/b07duXPn36UKRI\nEeNcnEi1VD3jGRkZiVarJXfu3PptsbGxdO7cmTFjxuDh4WFQO8HBwa89T9S0aVOWLFlCXFwcFhYW\nqQlLCCEoVaoUw4YNM3h/CwsL1q1bx6RJk9i3bx85cuSgT58+tGnTxoRRml/x4ropGbdt28bChQs5\nffo0cXFxODs74+DgwNCfIDZOt28DT91ah+kRFxfHoEGDmDt3LgCWlpb88MMPDBpkgodG0X3I6Nev\nH/369TP4mJAQ3ewhPXr0oE+fPjx48IDmzZtz7NgxAL7sAkfCYE2Abv/+0+CUn0oOu7QlMN9//z1T\npkwBdM+aXb9+nZYtW3LixInXnoXKCFFRUVy8eJFcuXJRqFChDD+/Kf2yFiL+XW2mdGFo18i88RjL\n/Pnzk9zjc+bM4aeffmLAgAEZHkuT6hB2VVfefjh7JZ7bDiWUm2eSxHP87yoTFpqm7bG9Yfynxv1i\n5r8dUoqiJDvxXzxvb2/c3Nx48uQJXbp0SfKzoKAgfv31V/z8/Pjkk0+SnKtevXosXbqUPn36ALqJ\nBC9dusTGjRv54IMPjHBFIj1SlXgOGTIET09Pateurd82btw4XFxc+Pzzzw1u5+7du6/Nwufq6kps\nbCwPHjx44wx9R49m4tWJRaYg94gwxH/vk9atW9O6deu3/jy7sbGxwdvbm507d/Lpp5/qtw8ePJh1\nf4fi93d5QPfBo3Pdc4SEpG+NSD8/P+bOnYuFhQVFixbl8uXLDB48GEVRqFUrc3ySe/r0KQA7duyg\nadOmBAYGAuDg4KC/Hz5rbMn2Q+WJfGHJ1TvQf3I4g1vfemubyYlPwidNmsT/s3feYVEcbQD/Le1o\ngg0wVmIXNMaCvQE2jMboh10sUaPGbixJjLEldqNiN9bYjT2KJqiIhYi9IiJRsQIWFJHOzffHyh0n\nSFHgDrzf89zD7tzszru7w968M29xdXVl9OjR+Pn5MX/+/FzP+frvv/8yceJEVQqSZs2aMXXqVMzM\nzHJVjpwgOs6AWRuqkTzU6dLoLhcvPsvWNrTxvoiMjFRN3HTt2hUDAwM2b97MyJEjqVSpUqaDaGUX\nnxayAioAsPdYNF3q3cjV9nOKx89NuHG3GgAKYyUFxCXOnct8dOsKFSrklGh5ikWLFqkiCydjamr6\nQefcvn07lpaWtGzZUmM1tVKlStja2uLj46NSPAFKlSqlVzp1hEwrnsk/jCdPnlQtjR87doz169dz\n6dIljbpCR3M56dGjR8/HjiRJTJs2japVq3L+/HlMTU1p3749devWZdKGT0hSyu/3OhUjqVn+w5RO\nkPMogjxJ6ebmxsKFC9m4cSO+vr46o3i6uLiwevVq7ty5o2F27eHhodouXCCRkV89YOpmewA2+9jR\nsuZzKpeKyXJ7cXFxgDwYMjQ0pESJEhrlucXDhw8ZN24csbGx2NraEhERwbFjx5g3bx4//fRTrsqS\nE+w4acPL1/Iw55PCcbg5Za/SqS0ePHhAQkIC9vb2fPfddwD4+/vz33//8eDBAwoWLMiDBw+4cOEC\nJiYm1KtXL0eV0ZrlozA2VJKQZEDwY3PCXhhjVzAhx9rLLfwCrFTbNcu/wtREP7Z9H5ycnKhTR3MZ\n/O7dux90zqCgIKKiot6ZSurJkyca+8mWPnq0T6YUz1GjRrF9+3Z8fHywt7dXlfv6+vL48WM++eQT\nVVlSUhLjx49n4cKF70wCW6xYMUJDQzXKwsLCMDIyomjRomkeU7u2Poa1nrRJnnHW9xE96ZEX+klc\nXByRkZEULVo0x/3Q3lb6btwV/H1Bvf/baCtqV/vwe2VpaQnIP/y1a9emWLFigJz+RpeexenTpxky\nZAinTp2iQIECjB8/nkGDBmk8h1q1BCcCwecCKIXEwr8c+HclGBll7Vm1bt2a9evXM3bsWGrWrMnf\nf/8NQI8ePXL1npw5c4bY2FhatmzJwYMHuXDhAk5OThw7dkyV2iav8jpGsG2Sen/yAAX16mbfvdXm\n+yR5zHX//n2Cg4MxNDQkJCQEkCdR/v33X3r16kV8fDwg/68dPHiQmjVr5phMzrUE/5yRtx9EfcYX\nzfO+H+0vf6oVzc4trbP8rJOtCLKbyf0kJvfLuF5+RqlUUqRIEbZt25bm9yldAoF8YcGRXzDIqMKI\nESPYtm0bR48epWLFihrfffvtt1y9epXLly9z+fJlLl26RPHixRk9ejRHjhx55znr16+Pt7e3Rpm3\ntzdOTk56/049evR8dCQmJjJ69GgsLS2xtbXF3t6eEydO5KoM09aCUilvt64HDaplz8Ax2We2V69e\nODo6MnfuXAC++uqrbDl/dlGqVCn27dvH33//zY4dOxg8eHAq5V+SJJaPA4WJvH/+JizakfW25s+f\nT7169QgLC+PgwYMIIZgxYwbNmjX78AvJAso3D1yhUCBJkmpwlh+slpbvgScv5O3SdtDbTbvyZCcl\nSpRg0KBBJCUl0a1bNzp37kxiYiL9+vXDyMiIPn36EB8fT+vWralVqxbh4eF06dJF9bxzgjYpfMEP\n+OVYM7lGXLzgyHn1vq74d35svGsCtly5ckRERFC3bl1cXFxSfWrUqJHLkurJLOkqnkOGDGHdunVs\n2rQJa2trQkNDCQ0N5fXr1wDY2Njg4OCg+jg6OmJsbEyxYsU0bNt79epF7969VfuDBg3i4cOHjBo1\nihs3brBq1SrWr1/PmDFjcugy9ejRo0d3mTZtGvPnzycxMREzMzNVsJkPNUfKLNduq5PAA0zpn33n\nHj16NIMHD0apVBIQEICRkRGenp60aNEi+xrJRSqUkpjYR70/8Xe4+zhrilqhQoU4ceIEhw8fZuvW\nrQQEBKgS2+cmLVu2RKFQ8Ndff1GtWjVV/IZ27drluiwZER8fz+nTp/H19SUyMjLdutGxgjmb1Pvf\ne4CJcd5fgUvJ4sWLmTFjBk5OTtSuXZtff/2V5cuXc/78eWJjY6lfvz4HDx7k1KlTWFhYEBwcTHh4\neI7J84U69AdHzkFMXN6evDh5BV6/saIvWxwqlNKuPB8rFhYWREREpCrv2rUrSqWSqVOnpvouKSmJ\nFy9e5IZ4et6DdBXPZcuWERUVhaurK8WLF1d95s2bl6VG7t+/z/3791X79vb2eHl5cfz4cWrUqMGM\nGTNYtGhRvo8mqUePHj1psW7dOgD27t1LZGQkLVq04NWrV+zatStX2p+yGpIXudo1BKcq2TdINzQ0\nZOnSpTx48IAzZ84QGhqaYxFtc4sx3aHqG5eh6FgYMjfrq4RGRka4urrSpUsXKleunANSZkzFihXZ\nvHkzFhYWXL9+nVevXuHi4sKSJUu0Is+7uHv3Lp9//jn169enWbNmlC1bFl9f33fWX7EHwt+MVUva\nQt8v3lk1z2JoaMj333+vSh3x448/YmRkpDJtv3fvHmFhYQQEBKgWC8zNzXNMnnIlJarYy9sxceBz\nPt3qOs/baVTySwqevIaTkxMvX75k5MiRbN68ma1btwLQuHFjhgwZwpw5c3Bzc2P+/PksXbqU0aNH\nU7ZsWfbt26dlyfW8i3R9PN/HLOPOnTupypKDS6SkSZMmqhD2evTkZ86ePcuECRO4e/cu5cqVY+bM\nmRnmmNTzcREbGwvAp59+ipGRkSrHWHJ5TnIpSLDzmHp/cjaudqakRIkSqiA6eR0TY4kV4wWNBskK\n+8HTsP0IdGmubcmyTseOHXFxceH69etYW1vj6OioU4NsIQSdO3fmxo0bfPLJJ1hbWxMYGEiHDh0I\nDg6mcOHCGvVj4gRzNqv3v/cAhYnuXE9O07BhQ6pWrcq1a9dU/tQA3bt3x8rKKp0jP5wvGqjTquz3\n0zS/zWsc+le97Vb/3fX0pE9W3yVv10926du4cSOLFi0C5NVOkKPl1qxZk+XLl/PTTz9hZGREmTJl\n6NKli0ZOW116n+kBSeiwM0dKx2xra2stSqJHl9HloDGXLl2ifv36GgqEpaUl586dy3TeWz3Zgy73\nk+7du7Nlyxbs7Oz47LPPVD7wfn5+GumrcoKvxgv2nZS3OzaFHdMz/pFOTEzEyChL2bjyDFnpJ0Pn\nCZa+WZS2LQQBm6GwlX6Qk508efIEW1tbFAoFoaGhWFlZUbNmTS5fvsyBAwdo06aNRv2F2wWjFsrb\nJWwgeHvOKJ66/D55+PAhffr0wcfHByMjI3r06MGiRYtydMUTwPeiwHmovF3KDu7uzJuD/nuhAvv/\nydsKE3h2EMxNs34dmR3DxsbGfnB6ET16dIn0+nSGwYX06NHz/sydO5fY2Fg6duzIpUuXcHNzIyoq\nigULFmhbND06xKJFi3ByciIsLAxvb28MDAyYP39+jiud526olU6ASRlESjx+/DiVK1fG2NgYGxsb\nli5dmqPy6TrTB8nKDcimneN0y0I1X5A8wZGUlMTr16+Jj48nJkZ2vns7GGFsnGD2RvX+uB7vVjqF\nEOzbt48ffviBmTNnvjMKf16kRIkSeHt7ExsbS3R0NKtXr/5gpTMxMZHNmzfz888/s2rVKpX5bkoa\nVIOCBeTt+2Fw9b8PalJrHPJXbzf9/P2UTj169KRN/pyy1qNHRwgLCwPkfIDVq1enW7duHDx4MFU6\nIT1yFMGoGHgVLX+USnnWvFCBvDlrnhWKFCnCqVOnOHnyJM+ePePzzz+nfPnyOd7u5NXq7c4uUK3c\nu+9zYGAgrVu3Vg36nz59ypAhQyhQoIBGvsuPCSsLiUWjBR1/kPfX7IfBHQS1Kufv/pqbFCpUiBYt\nWuDt7U2FChUwMzPj+fPnlCxZkoYNG2rUXfUXPH6TqvOTIjDgy3efd8SIESrTPYBZs2Zx9OjRfBUN\nM7usEuLj42nbtq1GNgJPT098fX010lYYG0m0rivYeljeP+AHn+X8ayzbOfSWf6cePXqyD/2Kpx49\nOUjVqlUBGD9+PDNnzmTSJDmxXLVq1bQpltaJiBSMXCAo30lQ1E2gaCowcwabNlDWHar3ghp9oKgb\nFGwJ1XsJvhovGLFAMH+r4PBZgVKps14C74WxsTHOzs64u7vnitJ5+prA640fkyTBz1+nX/+PP/4g\nJiaG9u3bExsby6xZswA5CN3HzFdNJNql0H/GLM4f6Ugy4s6dO3h4eFCvXj26dOnC9evXc6ytTZs2\n4ezsTExMDM+fP6d8+fJ4eXmpAumAPHE1K+VqZ08wVaQ9AeDr68uiRYtQKBSMGzcOZ2dnXrx4wYAB\nA3LsGvIyS5cuxdvbGxsbG8aPH0+5cuW4evUqEydOTFX3izyeViU+QXD4rHpfn0ZFj57sRb/iqUdP\nDjJx4kT+/vtvbty4wQ8/yMsiNWrUYNy4cRkeGxcXx9GjR4mIiKBmzZpai3yZnQgh2Pg3jF2sjjqZ\nEa+iZZOtt822Gn0GK8YLqtjrV5eyihCCH5er97u3AIdP07+Pr169AuT+q1AoqFu3rkb5x8zsIeB1\nGpKSwPci/HUSvmysbalyjvv371O3bl2ePHkCgL+/P15eXvj7++Pg4JDt7dnY2HDkyBEePnxIXFwc\n9vb2qcxsV++Hh7I42BWGb9q/+3yXL18GZN/qWbNm8fLlSwoWLMjly5cRQuR7C4uskhwIctKkSQwZ\nMgRnZ2dat27NhQsXUtVtXQ8MDGSLlX+vwdMXgqIF8879PHUFot6kUbH/BCqW1q48evTkN/Qrnnre\ni6Qkwa37gtsPBc9eChIT89YMf3BwMKtXr+aPP/5QmcPmBIULF8bf35/ffvuNYcOGsXDhQk6ePKkx\nU58WoaGhODk50aZNG3r06IGjoyMLFy7MMTlzg4A7Apdh0Hta2kqnkaFsVlvaDhw/hSr2YJ5OvIWT\nV+RV0SlrBHHxeav/ZZVr164xfvx4hgwZwrZt2z54Re2AHxy7KG8bGsLEvhkfk2zWOHPmTHr27Em3\nbt0AaNSo0QfJkh+oVEZiYApFZ9wSSMhj78SsMH/+fJ48eULDhg05cuSIynd9+vTpOdamJEmULFmS\ncuXKpVI64+IFMzeo98f2ALN3rHYC2NraArLP8qVLl1izZg0gK7h6pTM1RYsWBeDgwYOEhISwe/du\nQHYReJsi1hL1ZUMfhIAN+58ybtw4evfurYp5oMvo06jo0ZPDCB3mxYsXqo8e7ZGUpBSBd5Vi4yGl\nGLlAKRoNUgoLF6WQGmh+LFyUong7pXDoLteZs0kpYmKVOS7f2bNnxdmzZzNdf9u2bcLExEQAAhBF\nihQR/v7+OShh1mnfvr0ARKlSpUSbNm2EJElCkiRx5swZbYuWZV7HKMX3S5XCuLFmfyn1lVL8eVQp\nnkTI/USpTN1XlEr5+zMBSrH9iFLM3qgUfX9JfS6H7kpx6kr6fS2r/URXOHz4sFAoFKr+CoihQ4e+\n9/kSEuT7lXzvvp2b+r69evVKnD9/Xty+fVtVplQqxaBBgzTkqFu3br57P79vPwl/rhTWLdT3dfGO\nnH/3aQt3d3cBiHXr1gkhhDhw4IAARJMmTbQiz+Id6vtu94VSvI5J/95HRUUJBwcHjb4MCE9Pz0y3\nmVffJ+9DYGCgsLS01LhXBgYG4ujRo2nWn/GH+nmYOO7QOK5Ro0YiLi4ul68g81TrqZZ934kP+x/O\n7Bg2Jibmg9rRo0fXSK9P61c8dYzY2Fh27tzJ0qVLOXXqlFZluRgk+OI7QeHWUKU7eEyFhdtlU5To\nNCYto2PlwA437sp1xi0Bx56w65jQGZ+n0NBQevfuTXx8PG5ubtStW5dnz57RuXNnkpKStC2eiuTc\ntz4+Phw4cAAPDw+EEOkmTddFjl8SOPaAWRsh8c3tNTSE77pBwCZwd5YoWlDCVCGlObMsSfL3TlUk\nOrlIjO0hsWaCxPm1UDeFRd+Nu9B4MAyZJ4h8rRt9Lbvo378/cXFxuLu7M2XKFBQKBYsXL8bf3z/j\ng9NgzQF1rr0C5jDpLd/OPXv2ULx4cWrVqkXZsmXp0KED0dHRSJLEsmXLOHHiBMuXL2fv3r0cP35c\nn+rqDTaFJH7srd6fsgZeRuWvvphMciqomTNnsnLlSn7++WeN8twkIlJoBMka0z3jKKQWFhb4+PjQ\ntWtXypQpw2effcbKlSsZOnRoDkubN6lUqRLHjh2jYcOGFC1alJo1a7J//36cnZ3TrN82hc9zvIUL\nTZq6smTJEooXL87JkydVK8y6xoNwwbXb8raJMbjU0q48evTkR/Q+njrE06dPad68ucr/BGD48OEs\nWLAg1809tngL+k2H2Ph31/mkiPxyfvkaIl/LPh1vc+cRuE+AZjVg/ghB9QraNVu5ePEisbGx1KlT\nBy8vLxISErCxsSEkJIRHjx5RqlQprcqXjLm5OZGRkQQGBlKyZElu376tKs8rPHoiaDtG7S8D0PAz\nWDom/eipmaFaOYmTywVLdsGEFfA6RjbrWrYL9vjC4I6Cfm3hk6J520wqOjqau3fvIkkSW7duxdDQ\nkOvXr7N9+3auX7+u8rNMntjJ6D0RFa05SB/XE2wLqY8JDAykS5cuxMfHU65cOR48eMCePXsYPXo0\ny5fLTqGNGjXSm9e+g+Huch8MCYWnL2D6HzDrW21Llf2MGTOGnTt3EhgYyMCBAwEoWbIkkydPznVZ\npqyBZ2/SJdp/AkP/l7njbG1t2bJlS84Jls+oVasWJ0+ezLgisqtEaTu4FwaSUUF6DV1BP/dyRERE\n8NNPPxEYGJjD0r4fKaPZNqkOFmZ5+/dDjx5dRL/iqUOMHj2ay5cvU6ZMGTw8PFAoFHh6erJv375c\nkyEpSfDDMkGPyZpKp01BaFNf9gXbOwse7oWH+yTu7JR4fkgi4Ti8/Afu7YarG2DhSChspT7+2EWo\n9TUMnC14EqG9VYACBeQkY/fu3ePhw4dcu3ZNFRwlI7/L3KRfPzmhYtu2bbG0tOTkyZMULlyYr776\nSsuSZZ6xS9RKZxFrWP0j+C7JnNL55MkTgoKCiIuLe2cdQ0OJ4Z0krm/UjKT4+Bn8/DuU6QidJuTt\nCLhmZmYULFgQIQQLFy7kyJEjHDt2DIDixYsTHR3NgAEDsLKywtzcnI4dO/L06dN3nm/eVgh9k26i\nhA2M6qL5vZeXF/Hx8bRv355bt26p2kr26dKTPqYKiemD1Puef8Ldx3mz76VHwYIFOX36NJMnT6ZH\njx78+OOPnDt3juLFi+eqHDfuypNPycwZ8u5ItnpyD0mS+CLFquf8tTc5evQoW7duBdCZCd630Uij\nkrMplPXo+XjJJXPf9+Jj8/EsV66cAFR+fOPHjxeAGDt2bK60/+KVUnzxnabvXOWuSnEpKG3/u4x4\n9lIphv2mFEZv+eNZt1CKlXvf75xpkRVfm/j4eFGjRo1Uvj1du3bNFlmyi4SEBDF69GiVL2qlSpXy\nlD/R0XOaz/zoucw969jYWOHh4aHhf3vo0KEMj1MqlWKrt1J80i6177HUQCkqdFaKEbPuCW+fCx96\nabnOwoULU/XXRo0aiYSEBNG5c+dU39WrV08kJiamOs/jp0ph6aq+J2v2p34m8+bNE4Do0KGDUCqV\nwt/fXwDCxsYmNy5VJ/hQ3z2lUinq9lff5+6T8q+vp7ZxG62+z82GZN9vSmb4mHw83wcvP/Wz4fPr\nqvdT2bJlxfPnz7UtXiriEzR9tAPufHhf0vt46vlY0ft45hGSV+P8/PyIjo7m4kU57KSVlVV6h2UL\nN0ME9QagyusH8grn6d+heoW0/e8yorCVhOcoicvroVVddXnkaxg4C/pNh5i43F0NMDY2xsvLCzc3\nN4yMjDA1NaVfv36sXr0644NzESMjI+bNm8fr1695+fIlgYGB1K5dW9tiZYqERMGw39T73VqAc63M\n9Z/x48ezYcMGDA0NKVasGM+ePaNDhw4EBwene5wkSXRpLnH7T9g4CRpX1/w++AF47i3JV1OrscMn\nb61ADRs2jHXr1tGgQQOqV6/OsGHDOHjwIM+fP2f79u0YGRlx/vx5bt++TZEiRTh9+nSaaQ4mrZZN\nkgGqlYNerVO35ebmhomJCbt376ZKlSo0a9YMIE+ttOcUV69eZcuWLfj4+KTrDy5JEnNTuApu8YYz\nAXmrz+UFvPyEaoVKkmD+cH0EUl3CuaY6KrlkXoVqTh3o168ffn5+FCpUSLvCpYHfVXlsAlCmGFQu\no1159OjJr+gVTx3i229lZ6CRI0diYWHBP//8g5WVFT169MjRdg/+K6j3Ddy8py773kM2qbW2/PAf\ncodPJbzmwf45UDGFhc06LzkgTG6bohUrVgwvLy9iY2N5/fo1q1at0lnfSSMjo1yZeMhOPP+EgLvy\ntqWZbP6WWbZt2wagytnXpk0bYmJi+OuvvzJ1vKlContLCd+lElc3wLBOYJ3Cgjo6zpDOP8GEFXnH\n/FaSJHr37s2pU6e4dOkSnp6eWFpaqkzECxYsSPXq1bG3t6dMGXm09PLlS41zBNwRrE5xC2d9K5sq\nv02VKlXYvHkzlpaW3Lx5k5iYGNq2bcv8+fNz7gLzABMmTOCzzz6je/fuuLi44OrqSlRU1DvrN6ou\n0bGpen/MInQmwFp+ICFR8N0i9X6/dvB5Rb3SqUuYKiRcUwTn6TdmJ6tWrcLOzk57QqWDPo2KHj25\ng17x1CH69+/PggULVLnEqlWrhre3N59++mmOtbnrmKDtWHj5ZgxlpoDNU2D6ICnNgen7IkkSbRpI\nXFwPvd3U5RduQu2v4R//3B+UGRoaYmCg/xfITh49EUxJsXg8qR8Ut8l8P0pMTATkVX4DAwOV0v0+\nEYcdy0osHCnxcK/sX1qiiNpfdMYf0H583o46Wrp0aYoXL87Tp09xdnbmyy+/5MKFC5iZmVG9uuaS\n7/fL1MG/mtfWtEB4m//97388fPgQf39/bt26xb59+7CwsMjBK9Ft/vrrL6ZPn46RkRHt2rWjSJEi\n+Pr68v3336d73MxvwfhN+L6TV2B33gpIrdMs2ameKLWygF++0a48etImpZ/nAe0G6c+QlPK1rqc9\nOfIT69atw8DAAAMDg3cGpipfvjwGBgbvjJCsJ3fw8/NjypQpqSatcwL9qFuHkCSJESNGEB4eTkJC\nAleuXKFOnTo51l7Yc8HA2XI0UIBSdnBiGXRtnnMzfWYKiTUTYMkY9aDseSS4fQe/rs87q1B60iZl\nQCEHexjeKWvHf/HFFwA0a9aMWrVqqSK5tmjR4r1lMjeV6PuFxPoxN6hfRf1SPeAH9QbIZuZ5EWNj\nY7Zu3Yq1tTUnTpxg//79mJiYsH79emxsbFT1jl0Q7H8zqJIkmD0k49l8Kysr6tSpQ/ny5T/6mf/k\n1EZjxoxh37597NixQ6P8XZQvKdG8apBqv/sP9zjm65dzgn4kPH0hmLpWvf9TH83IzHp0h5RB33wv\nwSsdTXV1467g+h1520yBxkqtng/HzMyMzZs3pyo/ffo0t2/fxtTU9KP/ndE2esUzj3DlyhXq16+P\nubk59vb2rFy5MtvObWhomG3nSgshBEPmqsPQl7aDs6uhZqWc/+eXJInBHSSOLYHiRZPlgYkr4X8/\n5u1VqI+ZYxcEW7zV+4tGg7FR1vqTp6cnLi4uREZGcuHCBRQKBWvXrk21gvc+WJkn8ds3wYzrqS67\neQ/qDoD9p/Jmn2vcuDHXr1/n999/Z/ny5Vy9epVOndTavlIpGLdEXd+jld4kMauYmZkBEBwcjFKp\n5NatWxrlCQkJbNiwgUmTJrFmzRpiY+Ukx15eXnitrI9IjAAg3qA0LXvtJiAgIMM2w8PDWb58OXPm\nzMHPT6+spuTnVfBCtjKnfMmsT27pyT1K2EjUqChvJySC91ntyvMu/jyq3m5THyzN9e/I7MTNzY0/\n//xTZdGUzObNm6lcuTLlypXTkmTZw+vXr7UtQraRKy4huRXh6H3Q5ai29+7dE4ULF04VUXLdunXa\nFi1TbDusGfXT+4x2Ii+GPpOjEaaU5fNeSvEkIvPy6KMLap/4BKVw7K5+ht1+fv/+pFQqxcWLwWLU\n7QAAIABJREFUF8WRI0dEWFhYtsmYsp9s8VYKc2e1vAYNleLn35Xi1ev8FYF05gb1NZo1U4p7ofnr\n+nKCt98n165dEwqFQgCqKNOAWLJkiYiJiRFNmjTR+A2oVauWiIyMFK1atRKAaNZtjzq6p9NTMWjo\nj+m2f/XqVWFra6txzmnTpuX0ZecJrgQrhWEjdZ/ee1x7/Vn/u5M5flqhfl59f9XN90+1nmoZt3pn\nn4wfe1TbtWvXCkmSxI4dO4SBgYHYv3+/6rvExERhZ2cnfvnlF1G1alXh7Oys+k6pVApPT09RtWpV\nYWpqKmxtbUW/fv3E06dPNc6/d+9e0bZtW1GyZEmhUChEmTJlxNixY0VsbKxGvdDQUNGvXz9VPTs7\nO+Hm5iauX7+uqiNJkpg8eXKqayhTpozo06dPqms6evSoGDZsmLC1tRWSJKm+P3PmjHBzcxPW1tbC\nzMxMNGrUSPj4+Gicc9KkSUKSJHHjxg3Ro0cPYW1tLYoWLSp+/FH+bbh375748ssvhZWVlbCzsxNz\n5sxJJVdsbKyYPHmyKF++vFAoFKJEiRJi1KhRIjo6WqOeJEli0KBBYvfu3cLR0VEoFArh6OiokS0g\nWZ63P76+vkIIIc6fPy/c3NyEjY2NMDU1FWXKlBEeHh7p9lt9VNscYOPGjTx//pymTZsSHh7OjBkz\nAFiwYIGWJcuY8AjB0BRRRwe0h+ZO2pnhsyss4b0ARnVVl10OBpdhsimwnrzBoh1vBRQamm71dJEk\nic8//xwXFxdsbW2zRb636dpc4uRyeaUf5BX3aWvl3J8TVwrCtZhrNjsQQjBpleCHZeqy4Z2hlJ1+\nJj+rODo6sm/fPooXL058fDxmZmZMmzaNwYMH89tvv3H8+HGKFSvGuHHjKF26NOfPn2fatGlERMgr\nnd/1NKN8SflcknFhjt9umk5r0LdvX8LDw6lTpw5ff/01hoaGTJw4kfPnz+f0peo0QghGLdT0VW7X\nSLsy6cmYtm/5eSYl6da79cZdwbXb8rapiaZ5cF4nIiKC//77j/j4+Iwr5yAlS5akcePGGua2hw8f\nJjw8nG7duqVaZRs8eDDfffcd9evXx9PTk2+++YYdO3bg7Oyskdt73bp1mJmZMWLECBYtWoSLiwvz\n58+nT58+Gudzd3dn586d9O3bl2XLljFq1CgkSVJZrySTlrmvJKWd1WHYsGFcunSJiRMnMm3aNAB8\nfX1p3LgxL168YNKkScyaNYu4uDhatmyJr29qJ/9u3bqhVCqZNWsW9evXZ8aMGcyePRtXV1dKlCjB\n7NmzqVChAuPGjdNw7RBC0KFDB+bMmUO7du1YvHgxnTt3ZunSpWlGoP/3338ZOnQo3bt3Z/bs2cTG\nxvK///2P58+fA3Jch27dugGyDrNx40Y2btxIlSpVePLkCS1atODOnTuMHz+eJUuW0KdPH65fv050\ndHSqtjLFO1VSIcT06dNF7dq1hZWVlbCxsRHt2rUT165d06jz008/icqVKwsLCwtRqFAh4erqKvz8\n/NI7rfDx8UlTu75586ZGPV1e8Rw3bpwAxA8//CCEEOLChQsCEJ9++qmWJcuYzj+pZ/dKd1CKl1G6\nMQu5dr+88pQsW5VuSvHoScay6cLM861bt0THjh2Fg4ODaNmypTh16pRW5clNHoYrRYEU+SHnbNKN\n/vQ2afWT8OdK4fzWinvy6uDgOUrx3wPdvJb0SEpSihHzNa+n8SCliIrOe9eiDd71PlEqleLZs2ca\nOVI7duwoALF27VohhBC7du0SgHB1dRXDhw8XgChZsqRo3X256lkYNkwQN0PSfhYJCQlCkiQBiMjI\nSCGEEF27dhWAWL58efZfbB5iq7e6Pxs2Uoqr/2m3P+vC705eIClJKYqnyK/se1G33kNTVqtlc/8x\ne2XT1opnXFyc6N+/v8piomjRopnKh53dJK8O+vv7ixUrVggLCwvVipyHh4eoX7++EEIIR0dH1Yrn\nqVOnhCRJYuPGjRrnOnnypJAkSaxcuVJV9vbqnhCy3mJgYCDu378vhBAiIiJCSJIk5s2bl66skiSJ\nKVOmpCq3t7cXffv2TXVN9erVE0lJSapypVIpKlWqJFq0aKFxfHx8vHB0dBQNGjRQlSWvMPbv319V\nlpSUJEqVKiUkSRLTp09Xlb948UKYm5uLnj17qso2bdokDAwMxPHjxzXa2rRpk5AkSfzzzz8a16VQ\nKMR///2nKrty5YqQJEksXrxYVTZnzhwhSZIICQnROOeePXuEJEni/Pnzady1d/PeK56+vr4MHTqU\nf//9l6NHj2JkZETz5s1VM7kAlStXZunSpVy7do2TJ0/y6aef0qpVK8LCwjJUegMCAggNDVV9ypcv\n/37asxaoW1cOC7lgwQIGDhxIly5dAHI0GFB28OdRoeHP8Pt4sLLI+iqIEIKIiIhUNvsfQp8vJDb8\nDMmBZgNDoNlQeBCuWzOkb/PgwQMaNGjArl27CAgI4J9//qFZs2acPn0644PzCDExMQQEBKT6vxZC\nMHy+ZkChEZ1zX773xaaQxN8LYOkYKFdCXR4bD8t3Q8Wu0O1nwZVg3e6DySQlCfrPlFPaJNO6Hhya\nDxZm+tXOD0GSJAoXLqzhf1+kSBEA9u/fT0hICHv37lWVT5s2jdq1a/PgwQMObR6EeCnPeCuFIeOX\npt2GoaGhKpLzgQMHCAkJUeVk1cXch7lF6DPBkHnq/YFfQdWy+v6cFzAwkPiysXpf16I770gRI8w9\nnwRWnThxIqtWrUKSJGxsbHj69CkdOnRItcKXm3Tq1ImEhAT27NlDTEwMe/bsSTNV4Pbt27G0tKRl\ny5Y8ffpU9alUqRK2trYaK3/JfvZKpZKXL1/y9OlTGjZsiBCCixcvquqYmJjg4+Ojobt8KAMGDNDI\ninD58mWCgoLo1q2bhtwvX76kefPm+Pv7q/z/k+nfv79q28DAgFq1aiFJEv369VOVW1tbU6lSJe7c\nuaNxjypWrIiDg4NGW02aNEGSpFSB75ydnSlbtqxqv1q1alhZWWmc810ULFgQkKO7Z9d4P13F89Ch\nQ/Tu3RsHBweqVq3Khg0bePLkiUawgx49euDs7Iy9vT0ODg7MmzePqKgorly5kmHjNjY22Nraqj55\nKbVFhw4d+Oabb4iJiWHlypXcunWLSpUq6bSp7ZMIwdAUP9792kHLuln/8fb19cXe3p7ChQtjaWnJ\nxIkTUSbbP30g3VtKbJkCyWO7W/eh2RAICdXdgf/SpUt58uQJDRs25MyZM3Tv3p2EhASmT5+ubdGy\nhWQzQ0dHR4oVK0bv3r1V5i4z/oBdKQYS7xNQSNsYG0kM6iARuAW2TYNaldTfKZWw7Yic8mf2Jt2O\nuhyfIOg2CdYdUJe5O8OemXJkXz3Zz9ChQzE1NWXnzp3Y29uzfv16jIyMGDlyJFZWVpw4cYItW7Yw\nZ84cfhuh/n3bewJ8zqfuS5IkMWrUKEA2w7K3tycoKIgKFSrQpk2bXLsuXUIIwcBZcvRzkKOvTx+o\nXZn0ZI0OTdTbe47rTk7bwJD8aWa7ZcsWQB7Dh4aG0rZtW2JiYlQTY9qgUKFCtGrVio0bN7Jv3z5i\nYmJUCzYpCQoKIioqCjs7Ow39wNbWlvDwcJ48eaKqe+3aNdq0aUOBAgUoVKgQtra2NGvWDFDnslYo\nFMyaNYtDhw5hZ2dH48aNmTFjBg8ePPig63k7IFJQkBzBvF+/fqnk9vT0RAjBs2fPNI4pXbq0xr61\ntTXGxsapXIysrKw0lOagoCBu3ryZSodKPl/Ke5RWOyA/j8wo4k2bNsXd3Z0pU6ZQpEgRvvzyS1at\nWvX+ZraAUVYqR0ZGolQq3znzGh8fz8qVKylSpAi1amUcj7p27drExcXh4ODATz/9pOoweQFJkli+\nfDnu7u5cvnwZW1tbOnbsiKWlZcYHa4nh8+HJC3m7pC3MfQ8/vODgYNq0aUN0dDQmJibExcXxyy+/\nYGVlxdixY7NFzk4uEkaGgq4/y5Hwbj+Slc+jiwSfFte9AfSjR48AeaDo5OTEgAED2Lx5M48fP9ay\nZB/OjRs36Ny5M3FxcZQsWZLHjx/zxx9/YGtrS4O2s/kpRSDnwR3BuZbuPZ/MYmgo0ckF3J0FR8/D\nnE3wzxn5u8Qk+H4pHD0H634SFCuiW9cZHStwnwCHUiyy9/kCVo4Dozw2EZCX+Oyzzzhy5Ajfffcd\nwcHB2NvbM2PGDOrXrw+AqakpXbuqHdgvhwr+OCRvf7cIzq4WqfIlT5w4ESMjI5YtW8arV69o2LAh\nK1as0Onflpzkj4PwV4oci6t/AGtLfZ/OSzSrCdaWcr7wkFC4dAtVtFttkl+j2SYkJACy5YWBgQGF\nCxcGyFYLtfehe/fu9OrVi8jISFq0aEHRokVT1VEqlRQpUoRt27aleY5k/ePly5c4OztToEABpk+f\nTvny5TEzM+PBgwf06dNHYzFkxIgRtG/fnr179+Lt7c20adOYPn06+/fvp2nT9H3u33XPkldbU8oN\nMGvWrHfqP29fb1rZK96VViblZI1SqcTR0ZGFCxemWbd48eIZtvP2OdNj+/btnD17lv379+Pt7c03\n33zDjBkzOH36tEbqtsySJcVzxIgR1KhRQ/Wjmsz+/fvp1q0b0dHR2NjYcODAAVVHT4vixYuzfPly\nnJyciIuLY8OGDbi6uuLr60ujRmlHCzh37lxWRM01ChUqpFKYAwMDtStMOhy9VJBtR9QzNGM73uJW\nYGSWz7NmzRqio6Np1KgRc+fO5Z9//uHnn39m2bJl2ZoAuJQFzOxrzfdrypKQZEBIKNQfEM+yoUGU\nsolL8xht9RFra2sApk2bRlBQEIcOySNLOzs7ne23mWX9+vXExcXRrFkzZs+ezZkzZxg6dChrt19g\n6bkkQH6h1aoQiUejW+SFy83MM7EGfukBHk3NmLW9NNdC5EH/P2egavcEJnvcoV7lVzksaeZ4GmnE\nD2vLcvl2AVVZ16ZhDGr+gEuXtChYHiez/7smJiYsWrQoU8d2rm/MtiNViUsw4NItmLrsLu3qPUtV\nr1WrVrRq1Uq1HxYWlin3lfxGWIQxQ+c5kvye6dQ4nILSfZ16z+T1d3xuUb+SPYfOy6bpS7c+YmAb\n7U/MbjhQBTAHoKb9bc6dyz5TTIAKFSpk6/kyi5ubG2vXrsXV1ZXKlSvj7++PgYHBB+XDzg7at2+P\nQqHAz8+P9evXp1mnXLlyHD58mLp162JhYfHOc/n4+PDs2TN27dpF48ZqW25vb+8069vb2zNixAhG\njBjBw4cP+fzzz/n1119VimehQoV48eKFxjHx8fGZXkBIXgG1tLTExcUlU8e8L+XLl+f8+fPZ2k5G\neVSdnJxwcnJiypQpHDp0iDZt2vD777/z448/ZrmtTNu2jh49Gj8/P3bu3JlKQBcXFy5fvsy///5L\n27ZtadeuHSEhIe88V8WKFfnmm2+oUaMG9erVY8mSJbRu3Zo5c+Zk+QL0ZMyLKENm/6leam9X9yn1\nq2Rd6QRUJpYlSpTA0NBQtYSfMtLYu7h+/TrDhg3D3d2dUaNG8d9//6Vbv3HVl8wd8B8mRvJMUvgL\nE0YsL09EVJbmS3KcTp06UbVqVcLCwvD09CQoKIhixYoxZMgQbYv2wSTP4pmZmSFJEubm5mBswwu7\ndcTEy4PBkkVjmdH3NkY5m3pWK1QqGcPKETfp3fwxcswXeB5lzPBlFfltpx03g+6k+rHKTXwuF6Tb\nTEcNpbN/q0eM6vCAPOS58NFgWzABD9dQ1f6yA8WJjtM/qLQQAqZttud1rPo9M7TdQy1Lped9afaZ\n+j157Ir2/ZXvhikIfiwrnQpjJY0cX2pZouxjwYIFODs78/LlS/z9/TE2NmblypWZskTMSczMzFi2\nbBmTJk1KM/oqQNeuXVEqlUydOjXVd0lJSarf2+RVvJQrm0qlkt9++03jmJiYGGJiYjTKSpQogY2N\njcocF2TF8e3IsytXrsy0G1nt2rUpX748v/32G1FRUam+f9v89V1kpAACdOnShbCwMJYtW5bqu7i4\nuDTbz4hkJT850m0yL168SLUyWqNGDQCN+5cVMjWCHzVqFNu3b8fHxwd7e/tU35ubm1O2bFnKli1L\nnTp1qFixIuvWrWPSpEmZFqROnTrvXFoH+aHmF44dO8aECRO4d+8eFSpUYO7cudSsWTPH2hvtKXj+\nph+WsIH1U4pSsEDWl8dBNpVYs2YNf/75J1FRUZw9K2eEbtWqVbrP6OLFiwwaNEjlXB0SEsLVq1c5\nd+5cukGlateGKpUF7cdDTBw8eGrK5C3VOewJZgr5HzR5xlmbfeTs2bOsWLGCmzdvUqJECQYOHJim\nGUlew8DAgBUrVnDw4EFCQ0MJCg6BSntQGsv5Iaws4O+FplSxr6FlSTPmQ/pJvbrQ/QtB718g9M0C\n1dbjJdlyoBTSrZ6MHPwlc+fOzTU/9ZdRgpELYP1BzfK5w2B01xJAiTSP05MxOf0+qeIoOHAWHj+D\np5EmHLlRgyn984eJX3aybLfgjOw2hSTBlmmmNPws534ns4ou/O7kJao4CiZvkgO3/ffYjILFalG+\npPb6/cG16sF0m/oGNGmY/X3rfQfmH4qVlRWHDx/m4sWLPHv2jKpVq6Yyv9QWPXv2TLM8Wblp3Lgx\nQ4YMYc6cOVy5coWWLVuiUCgIDg5m586dTJs2jV69etGoUSOKFClC7969GTZsGEZGRuzYsYPXr19r\nnPfmzZu4uLjQuXNnHBwcUCgUeHl5ERgYyLx56qAn/fv3Z9CgQbi7u9O8eXMuX77MP//8Q9GiRTNl\nkipJEqtXr6Z169Y4ODjw9ddfU6JECR49eqRSaI8ePZrBWd5t/pqyvGfPnuzYsYMhQ4bg6+urCqh0\n8+ZN/vzzT3bs2EGTJk3SPM+72nFycgLghx9+oFu3bpiYmODq6sqmTZtYsmQJHTt2pGzZssTExLB2\n7VqMjIxwd3fP8Hre1Xi6DB8+XHzyySciMDAw02F0y5YtK37++edM1xdCiK+++kq4urpqlOlyOpX3\nxc/PTxgZGWkkB7e0tMzS/c0KT18ohYWLOlz4rmMfHi582rRpGvLXq1dPREREpHtMckqA//3vf+L8\n+fOiRYsWAhDDhg3LVJu7fTVTrXT+SSmSkuRr0Ye1z1nWrVsnTExM5OddbrVGSgMvP90KjZ8e2dFP\nwp4rRb0+zzRSlVD3pcDuGzF3bvrh2rOLYxeUwr6jZrqUUl8phfeZvPMsdJnceJ+s3a9+dubOSnE/\nTP/sUhJ8X/N3a+xi3bs/+t+drNN+nPqZzt6o3Wf6mYdali3eOSOLttKp6Apr164VBgYGwt/fP916\nVatWVaVTSWbNmjWiTp06wtzcXFhZWYlq1aqJsWPHqtKkCCGEv7+/aNSokbCwsBDFihUTQ4YMEVev\nXhWSJIn169cLIYR49uyZGDZsmHBwcBAFChQQVlZWwsnJSZUCKxmlUim+//57YWNjIywsLISbm5v4\n77//0kynkt41XblyRXTq1EnY2NgIhUIh7O3tRadOncTff/+tqjN58mRhYGAgwsLCNI7t06ePMDMz\nS3XOZs2aiSpVqmiUJSYmirlz54pq1aoJU1NTUahQIVG7dm0xefJk8fz5c1U9SZLE4MGDU53z7esS\nQoiZM2eK0qVLC0NDQ2FgYCB8fX3FxYsXRY8ePYS9vb0wNTUVtra2onXr1uLEiRNpXn8y6fXpdBXP\nb7/9VlhZWYmjR4+Kx48fqz5RUVFCCCEiIyPFhAkThL+/vwgJCRHnzp0Tffv2Faamphr5Pj08PESv\nXr1U+/Pnzxd79uwRQUFB4tq1a+L7778XkiSJ3bt3a7SfHxXP5LxvHh4eIjAwULi5uWVJAcsqP/+u\nfrlW76UUSmX2vGCvX78uNm/eLA4fPizi4+MzrN+sWTMBiL/++ksIIf/zAsLd3V0IIcTvv/8uSpcu\nLRQKhahdu3aaOYPmb9UcbI9f+m7F8/Xr12LgwIGiSJEiolChQqJPnz6qvHh6sk54eLj49pdbGvd/\n7mbdGwymR3YNFEeMGCUoPloYNkjQuB/W9U6LkMc5d09i45RizCLNCRipgVL0mKQUz1/mrWehy+SG\nQpGUpBQ1+6ifYacJ2fduzuskJsp5Z5PvjWN3pYiJ1b17o1c8s07KCZcG32jvmQbe1czZ/Oq1XvHU\noyc7ee88nsuWLSMqKgpXV1eKFy+u+iQvTxsZGREQEECHDh2oWLEiX375JREREZw4cQJHR0fVee7f\nv8/9+/dV+wkJCYwdO5bq1avTpEkT/Pz88PLyeqfNd17k1KlT1K5dGysrK6pWrcpff/0FqO28u3bt\nSqVKlejQoQMA4eHh2S7Dq9eCxTvU++N7Zs5+PDM4ODjQrVs3XF1dMTY2zrB+cn8YN24cc+bMUdnv\nV61alY0bNzJgwADu3btHXFwc586dw8XFhbt372qcY0RnGJpiZX/2Rli5N22zBA8PD1asWMGzZ8+I\niIhg3bp1uLu760wYd22gVCpZunQp7dq1o2PHjuzYsSPjg95w5lZRVhxSB6fq0wZGd03ngHyMUpkI\nj36j+2dLqFxGXR5pUIdqHrD6L5Gt/SzytWDJTkH1XjBvi+z7BlCoAGyZAhsnSxSy0ptq5iUMDCSN\nqOI7fGDZbu3Jo0ss2A4n32RjMzSE9RPBVKHv3/mBdo3UqdL+vQaPn2rn9/jPFGkO3erln2i2evTk\nCXJN/X0P8uqK59WrV4WZmZmGOaokSeLw4cNi2LBhAhDly5cXEydOFMWLFxeAmDFjRrbLMXezelav\nnLtSJCRob4bxyZMnokKFChr3pEaNGuLVq1fCyclJAOKXX34Rz549E66urgIQU6ZMSXWexESl+HKs\n+rqMGiuF5x83NWae7927JwBhYmIi/P39xcWLF4WlpaUAREBAQG5etk4xaNAgjfsPiHnzMjYPPXFJ\nNgdMvucNBypFbJzurUBkRHatUBw6dEh1/2o5NRSGZecK6idqrEK6jf5w88krwUoxaLZSWLpqrnBK\nDZSi1UileBCe955BXiA3V7K+maV+poqmSnE24ON+pn8clO9D8j2ZtEp374d+xfP9cBmqfr5Ld2nn\n+VbvpZZh8z85J4N+xVPPx0p6fVq3woPmE5YvX05MTAwdO3Zk6dKlTJkyhWXLluHp6cnatWs5evQo\n169fZ9q0aQA0atSIkSNHZqsMcfGC37ao98f11G4+v6JFi3LmzBl+//13QkJCqFChAgMGDMDc3FwV\npaxFixYULlyYBg0acOTIkTQd8w0NJTZPETQbAudvQlIS/LC2LCtH3CQ5xkNyUtxPPvlE5TBdunRp\nAgICMpUwNz8SGBjI8uXLMTY2ZtGiRTx79owJEybw448/MmjQIDlabRpcChK0GycHdgIoUwx2TgeF\nycc7Q9yqVSvmzJnD+PHjOX/2FHCKFp+/4q7RzwQ/kO/LodNQzQOa1RBYmoGFGViag6UZFDAHC1O5\nzFwB5m9tX/kPlu2CE5dTt21pBtMHwZD/ZZ/1gh7tsXAEnA2Q8xrGJ0DniXB+jfjoVrATEgVjF4Pn\nn+qyGhVhQm/tyaQnZ/iqCfhckLf3+MLgDrnb/s0QwZVgeVthAm0b5G77evR87OgVzxwgWblp3rw5\ndnZ2tGnThmXLlvH8+XMKFy7M6dOnWb9+Pffu3aNixYp4eHhgYmKSrTKsPyhHTQT4pAj0dsvW078X\nBQsWZOzYsanK69Wrx61bt1Smu5s2bQKgbt26aZ7Hwkxi32xB/W/gXhhExxkyakV5gp4KqpaFssUq\nYF2wKCEhIbRt2xYTExMCAgKwsLDAwcEhU7IqlQIDg/wz+Ltz5w4A9evXZ+DAgQAsXryYx48f8+jR\nozQjCwfdE7QaJSf9BrArDN4Lwa5w/rkv78uYMWPo3r07N2/epHjx4lSqVInoWMGEFfLgWQj5vu09\nkT3tOdjD4I7g0RqsLPT3P79gqpD48xdBra8h8jXcfQx9f4XdM8VHM7EQHiHoOhGOXVSXVS4DO34F\nYy1OlurJGb5qAiMWyNs+FyAiMncnWt42sy2gf5/q0ZOr6BXPHMDJyYnNmzczceJEbt68ya5du1Tl\nICeYzckcj4mJgjmb1Pujuur2CtW8efO4cOEC169f5/bt2wD069ePTp06vfOYT4pKHJgraDhIHrA9\neWnC1DXJ35piVDUUg9cBeAVfg5hgDEva882grpwPtsamoMCmIBQtCC9eQWAI3AiR/94MgcB7skJb\n9VPBnKHQ3El3711mKVu2LAB+fn4sXryYp0+f8vjxY0xNTdMMs34/TNBiJDx5k3qtYAH4ez5aDX+v\nayT7vCdjbioxfwR0aCr4+le4/ejDzm9kCB2bygpnk8/1K5zZgRCCTZs24ePjg5mZGb169aJOnTpa\nlalcSYk1PwrcJ8j7+07KvrxjumtVLBW3bt3i+vXr2NnZUbdu3WxNGXQ+UNDxR7gfpi77qgms+0k/\nwZJfKWUnUbuy4FwgJCbBgX+hZ6vca39HCsXT3Tn32tWjR4+MJITuRltJaWppbW2tRUmyRkJCAu3b\nt+fgQXWSvdq1a3P06FEKFCiQzpHZw9bDgu5vUqgWKgB3d+r+rF50dDS7d+8mLCyMatWq0bx580wN\ntA+fFXw5LonYeMMck61HS5g3HGwL6fY9zIjhw4ezaNEijTJPT0+GDRumURYeIWj6Ldy8J++bm8or\nnfWr5u3rz828e/EJgtPX4dlLiIqRPz6+Z/lz10EwLIChsRVJKDAwsqReAxcMja2IjoPoWDAxlhXO\nAV/KEyx6so9hw4axePFi1b6hoSE7duzQCGynrfyMoz0FC7YlywU+i6BRde0+/+nTpzNhwgTVfvPm\nzdmzZ48q2fiH8MdBwcDZEBcv70sSTB0AP3iQJ6xN9Hk835/p6wU/rZS3OzaFHdNz53kH3RNU7iZv\nK0wgfH/Ojo0yO4aNjY3F1NQ0x+TQoye3Sa9P6xXPHCIpKYndu3cTFBRE6dKlcXd3z5UKiocPAAAg\nAElEQVQXixCCGn1Q+TBM7Eu+T07udfgypwOteC3sCbgD1+/Ag2wOElywAMz6Fvq1zRuDorQQQrBq\n1SoOHTqEkZER3bt3p3379hp1XkYJXIbBxTeJ242NYP8caFEnb15zSrQ9UGzUqBGnTp3C09OToUOH\n0qtXLzZu3Mjo0aM1ElnryRkuXLhArVq1MDExYcqUKQQFBbF27VpsbW0JDQ1VTXRpq58kJMq+6/9e\nk/eLF4WL68BGSxNe3t7etGzZEkmScHV15dy5c7x48YKhQ4emmsDKCklJgu8WafpzWlvCxknwRYO8\n857R9vskLxMYInB4s6JvbgpPvMAsFyIX/7peMPGNwvtVE9g1I2fb1Cueej5W0uvTelPbHMLQ0BB3\nd/eMK2YzXv+qlU5zUxj+bmvVfINtwQS+rPeM2rU/VZW9jBIE3IXrt+HBE9lk9EmE/Df8zd9nL+V7\nVLm07FNUqYz8t3IZOQDMD8tg62H5fC9ewcBZ8MdBWD5W4Fg27wyQkpEkiQEDBjBgwIBU30VFCy4H\ny9ecrHQaGMDmyflD6dQFYmJiAKhYsSKSJKn8apPL9eQsgYGBALi5ufH9998jhGDz5s2Eh4fz4sUL\nChUqpFX5jI0ktk4V1Owrv5sePYWeU8BrnsDQMPf/B729vQEYOXIkv/32G8eOHcPZ2VlV/j5Ex8rW\nOPtOqssc7GH3TKhQSv+e+VioXEaichlBYIhs5fHPGWjfOGfbTEoSrNmv3tc1M1shPh6/bj35m4zW\nM/WKZz5j5gb19oAvoYj1x/kis7aUqF8V6ld9d52kJIGBwbt95zZPgd5tBEPmqv31Tl2BGn1gTHfB\nxL65M0ubVYQQRMdCXIIc5EapBGWKv0lJEPxQVjAv3oQLQbJZ7dvvipXj4X/Ound9eRVnZ2cuXLhA\nt27daNy4scoU39lZx0ZAH8Dt27e5ffs29vb2aQas0iYlS5YE4NixY+zdu5egoCDi4uKwtLTEyspK\ny9LJlLKT2PCz4Isx8v+j91kYsxh+G577g1KFQgHAw4cPEULw4MEDjfKsEh4h+HIcnAlQl3VsCmsn\n6L4riJ7s56sm6vHKHt+cVzwP+MGdN7/jha3k9nUFExMT1QqRXvnUk5cRQhAbG5vu74Re8cxHnLgk\nOPUm8baxEXzXTbvy6DqZWUVoVVfi6kbBL+tgziY5GEJikvyDucMHlo8TuNTK/R+KB+GCBdtlxfFV\ntPyJilH/VSo/7PzzhsHXbfU/gNnJ1KlTuXLlCt7e3uzbtw+A0aNHa8UyIrsRQjB27FgNk+GhQ4fi\n6empMwOpRo0a4ebmxsGDBzV8On/55RcMDXPORzyrtK4n8WMvwa/r5f2F22Xrg7lDc1f57Ny5M7Nn\nz2b79u0cOnSIyMhIAHr16pXlcwXdE7T5TjPg1tgeMGNQ3nVd0PNhdGiqVjz/OiUHRczJlG+Ldqi3\n+38pB4PTFQwMDFAoFMTFxWlbFD16PhiFQpFuEDq94pmPSLna6dEaStrqzos1L2OmkPh1IBRWHmL8\n8gIoLeXEX8EPoPlw6POFYO5QKJwLIeFDQgUzN8DaA3Lev+zCwACqlIGalaCza97ytcormJubc/Dg\nQU6ePMmjR4+oUqUKn3/+ubbFyhbWrVvHvHnzMDQ0pE6dOpw9e5bFixfj4ODA4MGDtS0eIA/udu3a\nxbRp01RRbb/++mt69OihbdFSMbkf3LgLu3zl/flb5b+5qXxWq1aNXbt20bdvX548eYKRkRFjxoxh\n1KhRWTqP31VB+/Gy+TDI75qFI2HI//TvmI+Z2pWhpK0cj+F5JBy/DC61cqata7cFR2SXXAwM4Ntc\nzh2aGQwMDPR+nno+CvSK5xuOHz/OkSNHUCgUdOrUiQoVKmhbpCxxKUhw8LS8LUkwTvfGUnmay5cv\n8/3wdiQlJmFb9UeemH8HRgUBWHcAvPxgwUhBF9ecSXtx55Fg+h+w3ktecc0IScRiQAImJoZYmJth\nYCBhYAAGktw/ihWGzyvKimbNilCtnG7NAOsCISEhDBkyhPPnz1O4cGG+++47vv766w86p6GhIU2b\nNs0mCXWHAwcOADB37lxGjhzJ8uXLGTx4MF5eXjqjeAKYmpry66+/aluMDDE0lNgyVc5vufu4XDZ/\nq2x+O29Y7imfX3zxBY8fPyYsLIzChQtneWC800fgMRVi30SuNVPAlinwZWP9u+ZjR5Ik2jcWLNkp\n7+88lnOKZ8rVzg5NoHQxff/To0db6BVP5MHS2LFjVfu//vor+/btw9XVVYtSZY15W9Tb7s5QsbT+\nxZqd7N+/n8TERLp168amTdP4c+9JunwfilRENpMMj4Duk2DjIZg9RODw6Yfd/1evBY+ewsOnsPFv\n2HBI9s1MSYNqMLILlLKVgyEVMIdfp/7AimXzECIRJZAIdOjRg40bN36QPB8bERERNGnShHv35Jwy\noaGh9OvXDyEE/fr107J0uoeRkfxTkhzFMfmvLpmw5jWMjSS2ThN0+1m98pmcbiU3lU9DQ8M0c/1m\nhOefglEL1b7jNgVh32yo66j/bdIj07EpKsXzj4Mwtb/I9rgUzyMFGw+p9z+GgIt69Ogy2ZcJOo8S\nHBzMuHHjkCSJwYMH065dO6Kjo/Hw8ED5oY5yucSDcMHWw2pZiyk3kpiYqEWJ8h/JUboMDQ2RJAnb\ngklwszNFn31DCRt1Pa9/oWpPqNJN8MMywZkA8c4IXy9eCQ6fFcz4Q+AxReA67P/t3XlcFPX/B/DX\n7AKCiKsiqHghiqCoZIrmGaKSZlJo3oZlahaagpWpWGrl0WGYV14p5W2eqXmkIBp4YF6BKClfBQXy\n4r7c3c/vj43F/SGnLLvI6/l47MOd2c/MvAc/DPPe+RwCrUYIKPoKKDyBViM1TXk3HNBNOnu4aubV\nPLkSeLOXhM4uElo3k2Auu4/VK7+GBBU2bdqE3bt3o1q1ati0aRNiYmL0+eN57mzbtg23b99Gu3bt\nEB0djQULFgAAFi1aZODIjNOwYcMAAHPmzEGTJk3w6aefAgCGDx9uyLAqPVMTCVvmaW7Q8wRuA/x/\nKH7kQEMRQuDztQJTA/OTTsfGQNgqJp2k6+X2QBsHzfuMLN0pdsrLut+ArP+6Tr7gCHR3Lf9jEFHJ\nVfnE8/LlyxBCoHfv3lixYgX27NmDGjVqICEhAffu3TN0eCUydtZFqNSa/0qRcgI/zPeBj4+PwW5M\nlEol7t69i9zcXIMcXx8GDBgAuVyOjRs3onXr1ujXrx8AYGQ/S0RuAt4fpGnCmufabWDRRuCl8UDT\nQcDkxQJ7TwoEbhMYPUfAabhAnX6A51Rg1ipg0xEg+C/NdmmZT4+h14tA8DLgxAoJvTtKBZ54JCYm\nQggBe3t7jBw5Em+88QbatNEM63v37t2n7ZIKcf/+fQCAu7s7nJyctAnUgwcPDBmW0fL29sb3338P\nMzMzxMXFwdTUFAsXLmTiWQ7yks/B7vnrlmwHpgQCj1KNK/lUqwWmBgp8sf6JlWnhGO6yDM0bMekk\nXTKZhBlPjFW19FcgNaP86rRSmd+UFwAmD9FPVxgiKrkq39TWxkbzuOrixYs4d+4cbt26hfT0dJiY\nmBQ54a8hpKen49ChQ0hJSUHnzp3Rpk0bPEpV4o8r9sB/LdqmDFFh9U0LbNmyBf7+/hU+ufWWLVvw\n/vvvIyUlBebm5pg3bx4++uijZ7rY//PPP/jpp5+QnJyMl156CaNHjy5yxCx9aN++PYKCgjB+/Hhc\nvXoVADBo0CAsWLAAFhYSlk8DRr8i8N1m4NAZzdxkeeL/1TQnevIPYHGqmQEN62omkXewA94dCPR4\noeifYbNmzWBhYYHY2Fj4+vqievXqOH/+PORyOZycnMpy2s+N5ORkhIeHQy6Xo1WrVrC0tCyy/Isv\nvggAWLNmDUxMTBAaqulo1759e73HWllNnToV48aNQ3x8POzs7IxmipLngamJhM1zNXNg7gzRrFv2\nq+bVxkGguyvQvZ3mZaj+a0qlwPiFQNDv+cevoTyFtMhXMO9KFjq4NoWXlxcAIDMzE48ePUL9+vXZ\nHLuKG+oBfL5WM1hfchqwYhfw6Vvls+99p4DbSZr3dWsBI/qUz36J6BkII5acnKx96YtSqRTdu3cX\nAHRe06ZN09sxy+J///ufaNGihTY+SZLE4sWLxbw1KULqqhZSV7VwGqYWKpVavPrqqwKA2L59e4XG\nGBoaKiRJEgCEQqHQxhoUFFTmfZ45c0bUqFFD5/9m1KhRQq1Wa8ucO3dOnDt3rjxOoViPHj0Sp0+f\nFv/880+hZTKz1WJPqFq8/YVaWPdTa/9//v/LtIdadHhHLd5bpBar96rF4dNqceWGWjxIUeucX2ms\nX79e+3+Q91q8eHFZT1dvduzYIdq0aSPq1KkjevToIS5dulTsNiqVSixcuFA0b95cNGjQQIwYMULc\nu3ev2O1OnDgh6tSpo/15NGnSRPz9999FbqNWq8WECRN0fo4NGjQQ169fL/E5UuVUkdeT0sp9rBZv\nziz8miJ1VQtZx1vCrPUW4TFkpbiTlF4hcWXnqMWgT3XjcBt1U+TkqsXs2bMFADF27FihVCrFtGnT\nhFwuFwBEvXr1xKFDhyokxvJmzPWkslm7L7/e2L6qFhlZZfv79/+5++bvd9aq8tlnaVTEPSxRZVPl\nE8+844wdO1Y0adJEODo6ii+//FIolUq9HrO0+vTpIwAIR0dH4e3tLSRJEpJkIhoMyNJeWPuM2iGW\nLVsmqlWrJgCIv/76q0JjfO+99wQA8cEHHwi1Wi2+++47AUD07t27zPt88cUXBQDRv39/8dVXX2mT\n0IMHD2rLGPMNwOPHanEsQi0mfacWPd9XizHz1GLpDrU4/bdaZGXr5w/hyZMnxdSpU8WHH34ojhw5\nopdjPIu9e/cW+KKnVq1aIjY2tsjt8m5gn3y9+OKLIjs7u9BtUlJShLW1tQAgWrRoIRo1aiQACCcn\np2J/x9Vqtdi3b5/47LPPRGBgoEhKSirL6VIlY8zXEyE0yeeCn9Wi07tqYdKjmCS0a67wmKQW321R\ni2u39HO9SctQi74f6h4XzdeI1avXCSGEmDFjhgAg3n33XfHVV19pf3fzvpw0NzcXUVFReolNn4y9\nnlQmOblq0cQ7v/4s2f7sdfXi9fz9mfRQi/h/mXgSGQMmnpVEXjJ59+5dIYQQI0eOFLAekv+H3u1f\nAZmF9o/6uHHjKjzGt99+WwAQCxYsEEJonmoBEN27dy/zPvPO+8GDB0KI/OT222+/1ZbhDUDl0rNn\nTwFAfPTRR+LWrVvCw8NDABCzZ88udBulUiksLDT1e/PmzeLSpUuiYcOGAoA4cOBAoduFhIQIAMLZ\n2VmcOXNGnDx5UtSqVUsAEDdv3tTH6VElV5muJ2kZavHHObWYtDBJoPURIXVOKzIRdRqmFrNXq0Vq\nevnchD9IUYuuE3SP0XvseW2rHGdnZ+3fpAMHDmiXt2/fLlQqlfD29hYAxLx588olnopUmepJZbB0\nR34davyGWuTkPlsdfXd+/v6Gz674pFMI3sMSPU2VH1yosqhRowYA4Pz580hPT8fV6GjAzl/7+aje\nqRg9cjDefPNNrFy5EqtWrarwGPv27QsAmD17Nvr164e3335bZ31Z5A3jHxgYiJMnT+Lw4cMAgAYN\nGjxbsGQweQP0eHt7o0mTJujTp4/O+qfJyspCVlYW5HI5Bg8ejHbt2mn7Lxe1nampKQAgLS0NmZmZ\nSEtLQ3Z2ts5nRJVVjeqagcZG9rwBRHmiZUoXhK8GPh8LmOVeKlD+ehzw5QbNiNnb/ih8xO3iXLgu\n8N7XAvaDgPC/89d/MQE4sqY9/Pz8IIRAdHQ0TExM8P333+PVV19FTo5meNGGDRtCJpNpr+/P00B0\nVDbvDgTq1dG8j/9XM71KWd1PFth8JH/5w6HPFhsRlaOistL58+eLjh07ipo1awobGxsxcODAAn2j\nAgIChLOzs7C0tBS1a9cWvXv3FmFhYcVmvCEhIeLFF18U5ubmwsHBQfz4448FyvDbonwzZ87UbWZo\n1U37bZ65u1okPjDMN3pPUqvVws/PTyfOwYMHi9zc3DLv8+effy7QvNLV1VVkZmZqy/Cb58rFx8dH\nABAtW7YU/v7+2ieQ69atK3I7R0dHbdPtDz74QMhkMgFAXL58udBtcnJyhJOTk7ZJn4mJiQAg3N3d\ny9yPlp5vlfF6kpycrO2G4OXlJfr37y8AiJp1ncSKX7PFG9PVwtKj4BPQ3pPVIiq2ZL8H6ZlqsXaf\nponv056mLt2hu5+EhAQRERGhba0ihND2m65du7bw8PDQ9kcPCQkp159HRaiM9cTYLdqYX59aDFGL\nx4/Ldo2eH/REX+OxZR8z4VnxHpaooCITz1deeUVs2LBBREZGiitXrghvb29Rv3598fDhQ22ZjRs3\niuPHj4vY2FgRGRkpxo0bJ6ysrERiYmKh+71586aoXr26+PDDD0V0dLRYs2aNMDU1FTt37tQpx1/a\nfEqlUnzyySfC0tJS0yeu8zHthfXd+cZ1A/3333+LnTt3irNnz5bLBX/Hjh2iR48eom3btmLcuHE6\nNzJC8AagsklKStImg3mvQYMGFdvnMiwsTNSsWVNnuy+//LLY4924cUPbVzgvcWV/TSpMZb2e7Nq1\nS9s1AYCwsLDQaYaela0WQQfVosHAgoOcfbJcLdIy8q/VarVa/PtQLf68rBYbDqjF+9+ohaLv0xNO\nl5FqsSukZNf51NRU4e7urjNI3jfffFPuP4uKUFnriTFLTVeLOq/k161Nh0t//5D7WNNUN28fP/9u\nuPsj3sMSFSQJUfK2NhkZGVAoFNi7dy8GDBjw1DKpqamoVasWDh8+XGgTy+nTp2PPnj24du2adt34\n8eMRGRmJsLAw7bqUlBTt+/CrNfEoDUhOBx6lAo/SAJkMcGsFdGsLNKhbNeZmEkLgauxjtPUx1U7O\n/fdGoHUz/Zx/eno6qlWrZtTNEiMiIgCgwqeOobJLS0vD1q1bkZCQABcXF3h7e5doipxbt25h+/bt\nyMzMxMsvvwx3d/cSHU8IgcOHD0Mulz9T0296/lXm68m1a9dw5MgRSJKE/v37o3nz5gXKpKQLzFkH\nLNsJqFT56xvZAj1cgZg4ICYeSEkv/DjVzIA33YH33gC6tSvd3IhqtRpnzpzBv//+i7Zt28LBwaEU\nZ2g8KnM9MWZzfxKYu07zvrU9cPkXzXyfJfXTfoFxCzTv69UB/rcTqGZmmPvDJ+9hjW16PiJDKdU8\nnqmpqVCr1ahdu/ZTP8/NzcXq1athbW2NDh06FLqf8PBweHp66qzz9PREUFAQVCrVU+f1enVa0bE1\nsxPo2gbo2k6TiLo0A+Ty5y8ZlSQJy3fnJ539X9JP0nnlyhWMGjUKV65cgampKSZMmIDFixfDzMys\n3I9VlV27dg2BgYFITExEmzZt8Mknn8DKysrQYemdlZUVxo8fX+rtmjZtio8//rjU20mShLp165Z6\nO6LKxMnJqdg5exU1JHw/BXhngMCk74BTlzXr4/8Fthwtev8tGwMT3gDG9AesFWX7uyOTydClS5cy\nbUvPv8lvAt9tBtKzgKj/AXtPAt4vl2zbo2cFPvg2f3nC64ZLOono6Ur1xHPo0KG4ceMGIiIidL7h\n3L9/P0aMGIHMzEzY2Nhg37596NSpU6H7cXJywltvvYWAgADtutDQULi7uyMhIQH16tUDoPttUe1X\nSzcZeZ0ajzHxtTt4/aUHKMWXsUYvOUOOgZ+3Q85jzdOhZR9cRyentPI9RnIyhg8fjgcPHkAul0P1\n39fiI0eOhJ+fX7keqyqLiYnB+PHjkZGRoV3n6OiIdevWwcLCwoCREVFVIARw8FwdLN3bCA/TdVu1\nWJip0NgmB41tstHYJgednFLRoUX6c/X3lIzT0n0N8cux+gAA58YZCJoWXWy9uxxriUkrHJGdq3lw\n0bhuNtZPi0bN6qqiN9QjR0dH7Xs+8STSKPETT39/f4SFheHUqVMFmtV4eHjg0qVLuH//PlavXo2B\nAwfi7NmzaNq0abkFKpKPoHVLOzi3qAcrCxWsLJRIz5bjcmwNRN221CZieR6mm2L+VnscirDGjGG3\n0NQ2p9xiMaRdf9poz9WxYSbcWpZv0gkAf/75Jx48eABnZ2esWbMGkZGRmDhxIvbu3YupU6eWqlkV\nFW758uXIyMhAly5d0K9fP6xevRoxMTHYvXs3Ro4caejwiOg5J0nAgE4P0bNNCkL/VkCpktDYJgdN\nbLJhXVPJJJMMYqR7EraH2iLnsQzRcZbY+WddDO52v9D6eP2OBfxWtdAmnfVq5WKZb4xBk04ieroS\nJZ5+fn7Yvn07goODYW9vX+Dz6tWrw8HBAQ4ODujUqRNatmyJDRs24PPPP3/q/urXr4/ExESddUlJ\nSTAxMSm8OVxUP7z22idYtGhRgY9yHwtcjAH+vAyEXQFCLwL3kjWf/fWPFUZ/0waz3wY+HgWYmlTe\nv6Q5uQJ75uUvB4ytDje38u9fktd3xcXFBd27d4ejoyMmTpyI3NxcdOjQoUR98SpSZe1rc+/ePQCa\nBLR9+/YwNzfH9OnTkZubW+nOpTKorPWEKlZVrSe9eho6gsqlqtaTijL+ksCyXzXvv97RFOduNMVS\n/4Jdi2LiBPznAGlZmmWbWkDICjM4NW1XsQE/xZOt9ohIo9gMYsqUKdi2bRuOHz+Oli1blminKpUK\narW60M+7dOmCo0d1O5McPXoUbm5uT+3fmadJkyZPXW9mKqFTawl+wyXs+EpC7E7gk9FA3q5ycoGA\n1UDHscCZyLLNW2YMfjkEJP43ZaFdXWBYb/0cp3v37pDJZNi5cyf69++Prl27AgB69uxpdElnZdas\nWTMAwLx587Bnzx789NNPOuuJiIiqolljgGZ2+cvBfwEvjAGmrxBIz9Tcx8UlCfSdAvz7SFNGUQM4\n9D3g1LTyPmAget4VmUX4+vpiw4YN2LRpExQKBRITE5GYmKjtk5aWloaAgACcPXsWt2/fxvnz5zF2\n7FjcvXsXQ4fmz9jr4+ODMWPGaJcnTpyIO3fuwM/PD1evXsXatWsRFBSEjz76qNBYWrVqBR8fnxKd\nVHVzCQvfl3BuLdDhiXEWrtwAur4H+C0ReKysXAmoSiXwzeb85SlDNQm3PrRp0wYrV66EXC7HoUOH\ncPPmTTg5OWkTIyofX375JSwsLLBnzx54e3vj2rVrcHZ2LtOgO0RERM+LenUkXNgATB2W/xBBqQK+\n2QS0HgUEHRTwnArcTtJ8ZlEN2P8N0L4lk04iY1bk4EIymQySJOH/F5kzZw4+++wzZGVlYdSoUThz\n5gwePHgAa2trdOrUCbNmzdJpftKrVy9IkoTjx49r14WGhsLPzw+RkZFo2LAhpk+fjgkTJugc58lm\nCkqlEtbW1qU+QaVS4Idfgc/WAJnZ+esnvQn84Fd5LlDbjwkM/0zzvpYVcGsnYGWp3/hjYmJw7tw5\n1KxZEx4eHqhevbpej1dWlbnJ06VLl/Dtt99qR7WdPXs26tSpY+iwnkuVuZ5QxWE9oZJgPak4V24I\n+H6bPwLz/2dqAuz7Gnils3Hd03E6FaKCSjWqbUUrz1/a2LuaYbYPn8lft2ch4NXDuC5UTyOEQId3\ngIsxmuVZY4AvJhh/3BWFNwBUEqwnVBKsJ1QSrCcVSwiBXw4BHy/LH8MD0Mznvm0eMLiX8d0TMfEk\nKqjKdNhrZifh4HfA6z3y142dr+kjYOwOn8lPOi2qAR8OKb99x8XFYcuWLdi1axeSk5OL34CIiIio\nAkmSBJ/+EqK3AO8P0ozIbGoCrP3UOJNOInq6KpN4ApoL17qZQGPNNKF4mAqMmqNpjmvMFv6S/36c\nF2BTu3wusrt374aTkxNGjhyJwYMHw8XFBZcvF9KWhYiIiMiAateUsHyahMTfgNhfgbcHMOkkqkyq\nVOIJAHVqStg8J7+z+qnLwLz1Bg2pSGFXBEIvat6byIFpw8tnv0lJSRg9ejSysrLg7u6Otm3b4u7d\nuxg2bFiBPr1ERERExsKmtgQ7GyadRJVNlUs8AaBbOwlz3s1f/ioICD5vnMnWk087R78CNKlfPhfa\nc+fOITMzE507d8bx48dx9uxZWFpaIjo6GklJSeVyDCIiIiIiIqCKJp4A8OlowKOD5r0QwOi5wL1H\nxpV8XrkhsP9PzXtJAj4eVfp9ZGdnY9q0aWjWrBns7e0xdepUZGVlaUeoTUhIQHJyMmJjY5GVpZmB\n2cLCorxOgYiIiIiICCaGDsBQ5HIJv3wm8MIYzQhpCQ+At78EfvtGQCYzjuYbi5542vlGD6CVfenj\neuedd7B161bt8pIlSxAfH49NmzbB2dkZ0dHRsLa21javHTJkCEdfIyIiIiKiclVln3gCQIO6EoJm\n5y//fhr4fpvh4nnSzTsCW4/lL3/qU/p93L59G1u3boWZmRmOHTuG4OBgmJubY+fOnYiPj8ehQ4fQ\nvXt3CCEgk8kwcuRIrFu3rvxOgoiIiIiICFX4iWeefi9J+GikwLebNcszVgIvOAr07mjYp57fbAbU\nas373h0Bt1alj+fevXsAgKZNm6JXr16QJAnNmjXD1atXcf/+fXTu3BknT55EZmYmTExMYGZmVp6n\nQEREREREBKCKP/HM89V7QOfWmvdKFfD6dODPy4br75n4QGDDwfzlT98q235atmwJS0tLxMTEYNSo\nUXjrrbdw9epVWFhYwMnJSVuuevXqTDqJiIiIiEhvKmXiefbsWYwbNw7Dhg1DYGAglErlM+3P1ETC\nti+ARraa5cxsYMBHwF/XDJN8fr8NyMnVvHdrlT8IUmlZWVlh3bp1MDExwZYtW7Bx40bI5XKsWbMG\ntWrVKr+AqcKpVCpcuHABf/75J9LS0gwdDhERERFRkSpdU9tDhw5h4MCB2mRz+/btOHHiBHbu3AmZ\nrOx5dJP6Eo4GCrzsC/z7CEjNAF7xA0KWCbg4VFyz27gkgR935y9/+hYgSWU//poWLCQAABdpSURB\nVLBhw+Ds7Iz9+/dDCIEBAwagffv25RApGUpCQgIGDhyI8+fPAwBq166NHTt2oHfv3gaOjIiIiIjo\n6SrdE8/JkydDqVTCx8cHK1euhEKhwJ49e3DkyJFn3rdTUwlHAoHaVprlBymA51Tgn/iKefL5WCkw\n4nMgLVOz3MoeeL3Hs+/X1dUVs2bNQkBAAJPO58Bbb72F8+fPo27dumjZsiUePXqEQYMGcf5VIiIi\nIjJalSrxVKvVuHHjBgBg1apVmDhxIgYPHgwAiImJKZdjtGsh4ffFQI3/prJMeAD0+RC4naj/5DNg\nNRB2RfNeLgdWfQKjmdqFjENmZiaOHTsGSZIQGRmJq1ev4qWXXkJqaipOnjxp6PCIiIiIiJ6qUiWe\nMpkMTZo0AQB8+umn+PXXX/Hbb78B0IzcWl46tZaw/1vAoppm+XYS0HeqZtAffTkQJvDNpvzlL8YD\n3V2ZdJKuvGbXQghkZ2dDpVIhJydH5zMiIiIiImNTqRJPAPjmm28AAEuWLMGQIUNw79499OrVC6++\n+mq5HqfnCxJ2LQBM/+sFGxOnaXb7MLX8k8+4JIExX+Qv93sJ+GRUuR+GngMWFhYYOHAgAKBVq1Zo\n3LgxLly4ABsbG7i7uxs2OCIyWtnZ2bh48SKio6MhhOFGbScioqqr0iWeQ4YMweHDh/HGG2/Aw8MD\nAQEBOHDgAExMNBmiWq1GdHQ0Ll26pH0SVFavdJawdZ6m2SsA/H0T8PoEyMwuvz/aef06H6Zqlhva\nAEEBbGJLhVu/fj169+6NzMxMJCUloVGjRvjtt99gbW1t6NCIyAiFh4fDwcEB7du3R6tWrdCtWzf2\nCSciogpX6Ua1BQBPT094enoWWJ+QkABvb2+cOXMGANCoUSPs2rULbm5uZT6W98sS1s8S8JmnWQ67\nAgwNAHYvFDA1efbkcPYa3X6dW+YCNrWZdFLhrK2tcfToUdy+fRuZmZlo3rw552Eloqd6+PAhvLy8\ncP/+fTRu3BipqakIDw/H6NGjcfToUUOHR0REVUile+JZGCEERowYgTNnzkChUKBhw4aIj4/HwIED\nkZKS8kz7Hv2KhO+n5C8fDAfenQ+o1c/25PNgmMDXG/OX2a+TSkqSJDRt2hStWrVi0klEhTp58iTu\n37+PF154ATdv3kR0dDRkMhn++OMPzgFMREQVqsjEc8GCBXBzc4NCoYCtrS28vLwQGRmp/VypVGL6\n9OlwdXVFjRo1YGdnh1GjRiEuLq7Ig4aEhEAmkxV4Xb9+vcwn8ujRI5w4cQKmpqa4fv06YmNj0bp1\nayQlJSE8PLzM+80zZaiEmWPylzceBj5ahjL3lYlLEhjzZf4y+3USEZE+SZLEQciIiMhgikw8T5w4\ngUmTJiE8PBzHjx+HiYkJ+vTpg0ePHgEAMjIycOHCBQQEBODChQvYu3cv4uLi0K9fP6hUqmIPHhUV\nhcTERO2rRYsWZT6RvARQkiTIZDLtv09+9qy+GA+Mfz1/OXAbsGhj4eULE3xe4BU/zTyhAPt1EhGR\nfvTo0QPW1ta4ePEiHBwc4OzsDLVaDQ8PD1hZWRk6PCIiqkKK7ON56NAhneVffvkFCoUCYWFhGDBg\nABQKBY4cOaJTZtWqVXBxcUF0dDRcXFyKPLiNjU25DYhSp04ddOvWDX/++SecnJxgZWWFW7duwcbG\nBl26dCmXY0iShBXTBB6mADtDNOtm/gjUVQiM8yo+abx5R+DjZcDu0Px17NdJRET6UqdOHezduxeD\nBw/G7du3AQCdO3fGpk2bitmSiIiofJWqj2dqairUajVq165daJm8/pRFlcnTsWNH2NnZoU+fPggJ\nCSlNKAVIkoRt27ahQ4cOePjwIW7duoUGDRpg3759qFWr1jPt+0lyuYSNnwMeHfLXTfwG+GGHQPQt\nAZWq4NPV1AyBT1cKtB6lm3RWNwfWTGe/TiIi0p9u3bohNjYW58+fR2RkJMLCwlC/fn1Dh0VERFWM\nJErRDnXo0KG4ceMGIiIintpPJDc3F7169YKNjQ327NlT6H6uX7+OkJAQuLm5IScnB7/88gt+/PFH\nnDhxAt27d9eWe3JQoJiYmBLFqFarcfPmTeTm5sLBwQHm5uYlPb1C9/f777/jypUrsLS0xMCBA2Fv\nb4/0bBk+WNoS0fGWOuWrmarhaJcJx4ZZaNkwE0JIWHu4AR6mmeqU6+/2AL6v3YFtrcfPFB+RsVMq\nldrpjoiIiKoCR0dH7XuFQmHASIiMR4kTT39/f2zfvh2nTp2Cvb19gc+VSiVGjhyJq1evIjQ0tERP\nPJ80YMAAmJiYYO/evdp1ZUk8y5MQAnPnzsWBAwe068zNzbFs2TK4urriYZoJxi9xQty9kie3bezT\n4e8dhzb2mfoImchoHD16FIGBgfj3339ha2uLadOmwcPDw9BhERER6R0TT6KCSpR4+vn5Yfv27QgO\nDkbLli0LfK5UKjFixAhERkYiJCQEtra2pQ5k7ty52LZtG6KiorTrnkw8DfFLe/ToUXh6esLS0hKz\nZs3C6dOnsW/fPrRt2xaXL18GADxIEVi2EzgbCVyMARIePH1fDW2Ahe8DI/pyEKHyFhERAUDTdJuM\nw7Fjx9C3b1+dgb1kMhmCg4PRs2dPg8TEekIlwXpCJcF6QsUx9D0skTEqtv3blClTsGPHjkKTzseP\nH2P48OGIiooqc9IJABcvXoSdnV2ZttWXvCR4+PDhmDFjBtLS0lCzZk1ERUVBCAFJkmCtkPD52Pxt\n/n0kcClGk4Re+i8Rfbk9MG0EYGnBhJOqhtWrV0MIgQ8//BCLFy/GpEmT8OOPP2LNmjUGSzyJiIiI\nyHCKTDx9fX2xceNG7NmzBwqFAomJiQAAKysrWFpaQqVSYciQIYiIiMBvv/0GIYS2TK1atbT9K318\nfCBJEoKCggAAgYGBaNasGVq3bo3c3Fxs3LgRe/fuxa5du/R5rqWWlwgfPnwYwcHB2gGQ7OzsCp0L\nzba2hL6dgL6dKipKIuOTNzG9m5sb5HK59qlAenq6IcMiIiIiIgMpMvFcuXIlJElC7969ddbPmTMH\nn332GeLi4rBv3z5IkoQOHTrolNmwYQN8fHwAAHFxcTqJ2uPHj/Hxxx8jPj4eFhYWaNOmDQ4ePIh+\n/fqV13mVCy8vL3Ts2BERERE6fdPmzZtnwKiIjF/37t3x+++/Y/LkyTh8+DD27dsHQDO6JhERERFV\nPaUa1baiGUP7+OTkZMyYMQOnT5+GQqGAr68vhgwZYpBY6OnY18b45ObmYtCgQToDc73xxhvYsWOH\nwUa4ZT2hkmA9oZJgPaHiGMM9LJGx4RwHxahVqxZWrlxp6DCoguXk5MDU1BQyWammuqX/mJmZYd++\nffjjjz8QGxuL5s2bw8PDgz9PIiIioiqKd4FET4iOjoabmxvMzc1haWmJKVOm4PFjzrVaFjKZDJ6e\nnnjvvffQp08fJp1EREREVRifeBL9Jzk5GX379kV8fDwAIDs7Gz/88APkcjkWL15s4OiIiIiIiCov\nPoIg+s/vv/+O+Ph4tG3bFqmpqTh+/DiA/KlBiIiIiIiobJh4Ev0nb6qPFi1awMrKCq6urgCArKws\nqFQqQ4ZGRERERFSpsakt0X+6du0KmUyG3bt3w8vLC9evX9euN9RIrEREREREzwM+8ST6j4uLC5Yv\nXw65XI7ffvsN165dQ7NmzRAUFGTo0IiIiIiIKjU+xiF6wsSJE+Hu7o7Tp0/DysoKnp6esLKyMnRY\nRERERESVGhNPov/H2dkZzs7Ohg6DiIiIiOi5waa2REREREREpFdMPImIiIiIiEivmHgSERERERGR\nXjHxJCIiIiIiIr1i4klERERERER6xcSTiIiIiIiI9IqJJxEREREREekVE08iIiIiIiLSKyaeRERE\nREREpFdFJp4LFiyAm5sbFAoFbG1t4eXlhcjISO3nSqUS06dPh6urK2rUqAE7OzuMGjUKcXFxxR74\nxIkT6NChAywsLNC8eXOsWrXq2c+GiIiIiIiIjE6RieeJEycwadIkhIeH4/jx4zAxMUGfPn3w6NEj\nAEBGRgYuXLiAgIAAXLhwAXv37kVcXBz69esHlUpV6H5jY2Px6quvonv37rh48SJmzJiByZMnY9eu\nXeV7dkRERERERGRwJkV9eOjQIZ3lX375BQqFAmFhYRgwYAAUCgWOHDmiU2bVqlVwcXFBdHQ0XFxc\nnrrfH3/8EY0aNcKSJUsAAE5OTjhz5gy+/fZbDBo06FnOh4iIiIiIiIxMqfp4pqamQq1Wo3bt2oWW\nSUlJAYAiy4SHh8PT01NnnaenJyIiIop8UkpERERERESVT5FPPP+/KVOmoH379ujSpctTP8/NzcW0\nadPg5eUFOzu7QveTlJSEevXq6ayrV68elEol7t+/X+AzAIiIiChNqFQFsY5QSbCeUEmwnlBJsJ5Q\nYRwdHQ0dApHRKXHi6e/vj7CwMJw6dQqSJBX4XKlUYvTo0UhNTcX+/fvLNUgiIiIiIiKqvEqUePr5\n+WH79u0IDg6Gvb19gc+VSiVGjBiByMhIhISEFNnMFgDq16+PxMREnXVJSUkwMTFB3bp1n7pNx44d\nSxJqoZRKJb7++mvs3r0bADBo0CB88sknkMvlz7RfMry8b5yftY7Q8431hEqC9YRKgvWEipPX9YyI\n8hWbeE6ZMgU7duxAcHAwWrZsWeDzx48fY/jw4YiKikJISAhsbW2LPWiXLl20CWCeo0ePws3NTW+J\n4Pvvv4+1a9dqlyMiIvC///2P07gQERERERHpWZGDC/n6+mLDhg3YtGkTFAoFEhMTkZiYiIyMDACA\nSqXCkCFDcObMGWzevBlCCG2Z7Oxs7X58fHwwZswY7fLEiRNx584d+Pn54erVq1i7di2CgoLw0Ucf\n6eUk4+LisHbtWpiYmGDbtm3YunUr5HI5Vq9ejTt37ujlmERERERERKRRZOK5cuVKpKeno3fv3rCz\ns9O+vvvuOwCahG7fvn1ISEhAhw4ddMps375du5+4uDjExcVpl+3t7XHw4EGEhoaiffv2WLBgAZYu\nXQpvb2+9nOTdu3cBaKZtGTp0KIYNG6Z9epuQkKCXYxIREREREZFGkU1t1Wp1kRvb29sXWwYAgoOD\nC6zr2bMnzp8/X+y25aFFixYwNTVFZGQk/Pz8oFarcfXqVZiZmaF58+YVEgMREREREVFVVarpVCor\na2trBAYGwtfXF4GBgdr1S5YsKXYgJCIiIiIiIno2VSLxBIAPPvgAzs7O2Lt3LyRJwuuvv45evXoZ\nOiwiIiIiIqLnXpVJPAHAw8MDHh4ehg6DiIiIiIioSilycCEiIiIiIiKiZ8XEk4iIiIiIiPSKiScR\nERERERHpFRNPIiIiIiIi0ismnkRERERERKRXTDyJiIiIiIhIr5h4EhERERERkV5JQghh6CAKk5KS\nYugQiIiIiIjKTKFQGDoEIqPAJ55ERERERESkV0w8iYiIiIiISK+MuqktERERERERVX584klERERE\nRER6xcSTiIiIiIiI9MqoE88VK1agWbNmsLCwQMeOHXHq1ClDh0QGsmDBAri5uUGhUMDW1hZeXl6I\njIwsUG7OnDlo2LAhqlevjl69eiEqKsoA0ZKxWLBgAWQyGSZPnqyznvWEEhISMGbMGNja2sLCwgIu\nLi4IDQ3VKcN6UrUplUrMnDkTDg4OsLCwgIODA2bPng2VSqVTjvWk6ggNDYWXlxcaNWoEmUyGoKCg\nAmWKqw85OTmYPHkybGxsUKNGDbz++uu4c+dORZ0CkUEZbeK5bds2TJ06FQEBAbh48SK6du2K/v37\nIy4uztChkQGcOHECkyZNQnh4OI4fPw4TExP06dMHjx490pZZtGgRFi9ejGXLluHcuXOwtbVF3759\nkZ6ebsDIyVBOnz6NNWvWoF27dpAkSbue9YSSk5PRrVs3SJKEgwcPIjo6GsuWLYOtra22DOsJzZ8/\nH6tWrcLSpUtx7do1LFmyBCtWrMCCBQu0ZVhPqpaMjAy0a9cOS5YsgYWFhc7fFqBk9WHq1KnYtWsX\ntm7dipMnTyI1NRWvvfYa1Gp1RZ8OUcUTRqpTp05iwoQJOuscHR3FjBkzDBQRGZP09HQhl8vF/v37\nhRBCqNVqUb9+fTF//nxtmaysLGFlZSVWrVplqDDJQJKTk0Xz5s1FSEiIcHd3F5MnTxZCsJ6QxowZ\nM0T37t0L/Zz1hIQQ4rXXXhNvv/22zjofHx/x2muvCSFYT6q6GjVqiKCgIO1ySepDcnKyMDMzE5s3\nb9aWiYuLEzKZTBw+fLjigicyEKN84pmbm4u//voLnp6eOus9PT0RFhZmoKjImKSmpkKtVqN27doA\ngNjYWCQlJenUGXNzc/Ts2ZN1pgqaMGEChgwZgpdffhniiYG7WU8IAPbs2YNOnTph2LBhqFevHtq3\nb4/ly5drP2c9IQDo378/jh8/jmvXrgEAoqKiEBwcjAEDBgBgPSFdJakP58+fx+PHj3XKNGrUCK1a\ntWKdoSrBxNABPM39+/ehUqlQr149nfW2trZITEw0UFRkTKZMmYL27dujS5cuAKCtF0+rM3fv3q3w\n+Mhw1qxZg5s3b2Lz5s0AoNMUivWEAODmzZtYsWIF/P39MXPmTFy4cEHbD9jX15f1hAAAH3zwAeLj\n49GqVSuYmJhAqVQiICAAEydOBMDrCekqSX1ITEyEXC6HtbW1Tpl69eohKSmpYgIlMiCjTDyJiuLv\n74+wsDCcOnWqQP+KpylJGXo+XLt2DbNmzcKpU6cgl8sBAEIInaeehWE9qTrUajU6deqEr776CgDg\n6uqKmJgYLF++HL6+vkVuy3pSdfzwww9Yv349tm7dChcXF1y4cAFTpkyBvb09xo4dW+S2rCf0JNYH\nIg2jbGpbt25dyOXyAt/+JCUloUGDBgaKioyBn58ftm3bhuPHj8Pe3l67vn79+gDw1DqT9xk9/8LD\nw3H//n24uLjA1NQUpqamCA0NxYoVK2BmZoa6desCYD2p6uzs7NC6dWuddc7Ozrh9+zYAXk9I46uv\nvsLMmTMxdOhQuLi4YPTo0fD399cOLsR6Qk8qSX2oX78+VCoVHjx4oFMmMTGRdYaqBKNMPM3MzNCh\nQwccOXJEZ/3Ro0fRtWtXA0VFhjZlyhRt0tmyZUudz5o1a4b69evr1Jns7GycOnWKdaYK8fb2xt9/\n/41Lly7h0qVLuHjxIjp27IgRI0bg4sWLcHR0ZD0hdOvWDdHR0Trrrl+/rv0yi9cTAjStJWQy3dsk\nmUymbUHBekJPKkl96NChA0xNTXXKxMfHIzo6mnWGqgT5nDlz5hg6iKepWbMmPv/8c9jZ2cHCwgJf\nfvklTp06hfXr10OhUBg6PKpgvr6++Pnnn7Fjxw40atQI6enpSE9PhyRJMDMzgyRJUKlUWLhwIZyc\nnKBSqeDv74+kpCSsXr0aZmZmhj4FqgDm5uawsbHRvmxtbbFp0yY0bdoUY8aMYT0hAEDTpk0xd+5c\nyOVyNGjQAMeOHUNAQABmzJgBNzc31hMCAMTExGDDhg1wdnaGqakpgoODMWvWLAwfPhyenp6sJ1VQ\nRkYGoqKikJiYiHXr1qFt27ZQKBR4/PgxFApFsfXB3NwcCQkJWL58OVxdXZGSkoKJEyeiVq1aWLRo\nEZvk0vPPoGPqFmPFihXC3t5eVKtWTXTs2FGcPHnS0CGRgUiSJGQymZAkSec1d+5cnXJz5swRDRo0\nEObm5sLd3V1ERkYaKGIyFk9Op5KH9YQOHDggXF1dhbm5uXBychJLly4tUIb1pGpLT08X06ZNE/b2\n9sLCwkI4ODiIWbNmiZycHJ1yrCdVR3BwsPb+48l7knfeeUdbprj6kJOTIyZPniysra1F9erVhZeX\nl4iPj6/oUyEyCEmIEoy6QURERERERFRGRtnHk4iIiIiIiJ4fTDyJiIiIiIhIr5h4EhERERERkV4x\n8SQiIiIiIiK9YuJJREREREREesXEk4iIiIiIiPSKiScRERERERHpFRNPIiIiIiIi0ismnkRERERE\nRKRX/wczC32YVeCI3QAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2283,9 +2240,9 @@ } ], "source": [ - "zs = gen_train_data(23000, 15, 100)\n", - "data = g_h_filter(data=zs, x0=23000, dx=15., dt=1., g=0.01, h=0.1)\n", - "plot_g_h_results(zs/1000, data/1000, 'g=0.01, h=0.1', z_label='Measurements')" + "zs = gen_train_data(pos, 15, 100)\n", + "data = g_h_filter(data=zs, x0=pos, dx=15., dt=1., g=0.01, h=0.1)\n", + "plot_g_h_results(zs/1000, data/1000, 'g=0.01, h=0.1')" ] }, { @@ -2325,7 +2282,7 @@ "data": { "image/png": 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yZezt7XXK7O3tyc3N5erVq49xGEIIIYQQQgghKqpiz2r79ttvEx4eTlhYmHYGxcLFywcO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\n1UqFp4iIiIiIiFSr/w9+L/Z2r7g1DAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2333,9 +2290,9 @@ } ], "source": [ - "zs = gen_train_data_with_acc(23000, 15, 100)\n", - "data = g_h_filter(data=zs, x0=23000, dx=15., dt=1., g=.01, h=0.0001)\n", - "plot_g_h_results(zs/1000, data/1000, 'g=0.01, h=0.0001', z_label='Measurements')" + "zs = gen_train_data_with_acc(pos, 15, 100)\n", + "data = g_h_filter(data=zs, x0=pos, dx=15., dt=1., g=.01, h=0.0001)\n", + "plot_g_h_results(zs/1000, data/1000, 'g=0.01, h=0.0001')" ] }, { @@ -2356,7 +2313,7 @@ "data": { "image/png": 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8tGvRogVOTk7Ex8fj4eHB3bt3yczMpGXLlgZp7RRCPJ60eAohhBBCVGD9+/fH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\noQl0bgYOlSXRFEIUH0k8hRD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K/2Lfvn0A7N69m/r16zNixAhWrFhBREREmUg8MzIyAHjm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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2364,9 +2321,9 @@ } ], "source": [ - "zs = gen_train_data_with_acc(23000, 15, 100)\n", - "data = g_h_filter(data=zs, x0=23000, dx=15., dt=1., g=.01, h=0.001)\n", - "plot_g_h_results(zs/1000, data/1000, 'g=0.01, h=0.001', z_label='Measurements')" + "zs = gen_train_data_with_acc(pos, 15, 100)\n", + "data = g_h_filter(data=zs, x0=pos, dx=15., dt=1., g=.01, h=0.001)\n", + "plot_g_h_results(zs/1000, data/1000, 'g=0.01, h=0.001')" ] }, { @@ -2478,24 +2435,21 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { - "data": { - "text/plain": [ - "(1.965, 0.375)" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "(2.136, 0.339)\n" + ] } ], "source": [ - "f.update(z=2.1, g=.85, h=.15)" + "print(f.update(z=2.1, g=.85, h=.15))" ] }, { @@ -2507,27 +2461,24 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 60, "metadata": { "collapsed": false }, "outputs": [ { - "data": { - "text/plain": [ - "array([[ 1.965 , 0.375 ],\n", - " [ 2.868 , 0.507 ],\n", - " [ 3.875 , 0.632 ],\n", - " [ 4.9014, 0.7306]])" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 2.136 0.339 ]\n", + " [ 2.895 0.444 ]\n", + " [ 3.8678 0.5762]\n", + " [ 4.8888 0.6874]]\n" + ] } ], "source": [ - "f.batch_filter([3., 4., 5.])" + "print(f.batch_filter([3., 4., 5.]))" ] }, { @@ -2539,20 +2490,18 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 62, "metadata": { "collapsed": false }, "outputs": [ { - "data": { - "text/plain": [ - "(array([ 3.8 , 13.2 , 101.64]), array([ 8.2 , 9.8 , 0.56]))" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + " x = [ 3.8 13.2 101.64]\n", + "dx = [ 8.2 9.8 0.56]\n" + ] } ], "source": [ @@ -2560,7 +2509,9 @@ "dx_0 = np.array([10., 12., .2])\n", " \n", "f_air = GHFilter (x=x_0, dx=dx_0, dt=1., g=.8, h=.2)\n", - "f_air.update(z=np.array((2., 11., 102.)))" + "f_air.update(z=np.array((2., 11., 102.)))\n", + "print(' x =', x)\n", + "print('dx =', dx)" ] }, { @@ -2623,7 +2574,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.4.3" + "version": "3.4.1" } }, "nbformat": 4, diff --git a/code/gh_internal.py b/code/gh_internal.py index be82ff1..05b719e 100644 --- a/code/gh_internal.py +++ b/code/gh_internal.py @@ -2,6 +2,41 @@ import numpy as np import pylab as plt from matplotlib.patches import Circle, Rectangle, Polygon, Arrow, FancyArrow import book_plots +import book_format + +def plot_errorbar1(): + with book_format.figsize(y=1.5): + book_plots.plot_errorbars([(160, 8, 'A'), (170, 8, 'B')], + xlims=(145, 185)) + +def plot_errorbar2(): + with book_format.figsize(y=1.5): + book_plots.plot_errorbars([(160, 3, 'A'), (170, 9, 'B')], + xlims=(145, 185)) + +def plot_errorbar3(): + with book_format.figsize(y=1.5): + book_plots.plot_errorbars([(160, 1, 'A'), (170, 9, 'B')], xlims=(145, 185)) + + + +def plot_gh_results(weights, estimates, predictions): + n = len(weights) + + xs = list(range(n+1)) + book_plots.plot_filter(xs, estimates, marker='o') + book_plots.plot_measurements(xs[1:], weights, color='k', label='Scale', lines=False) + book_plots.plot_track([0, n], [160, 160+n], c='k', label='Actual Weight') + book_plots.plot_track(xs[1:], predictions, c='r', label='Predictions', marker='v') + book_plots.show_legend() + book_plots.set_labels(x='day', y='weight (lbs)') + plt.xlim([0, n]) + plt.show() + + +def print_results(estimates, prediction, weight): + print('previous: {:.2f}, prediction: {:.2f} estimate {:.2f}'.format( + estimates[-2], prediction, weight)) def create_predict_update_chart(box_bg = '#CCCCCC', arrow1 = '#88CCFF', diff --git a/pdf/6x9build_book.bat b/pdf/6x9build_book.bat new file mode 100644 index 0000000..4c9243e --- /dev/null +++ b/pdf/6x9build_book.bat @@ -0,0 +1,5 @@ +copy /Y ..\01-g-h-filter.ipynb book.ipynb + +ipython nbconvert --to latex --template book6x9 book.ipynb +ipython to_pdf.py +REM move /Y book.pdf book6x9.pdf diff --git a/pdf/book6x9.tplx b/pdf/book6x9.tplx new file mode 100644 index 0000000..abd5ba3 --- /dev/null +++ b/pdf/book6x9.tplx @@ -0,0 +1,42 @@ +% Inherit from report +((* extends 'report.tplx' *)) + +((* set cell_style = 'style_ipython.tplx' *)) + +((* block margins *)) +\geometry{verbose,papersize={6in, 9in}, tmargin=.5in,bmargin=.5in,lmargin=.5in,rmargin=.5in} +((* endblock margins *)) + +((*- block in_prompt -*)) +\mbox{ }\\ \\ +{In [{}(((cell.execution_count)))]:} +((*- endblock in_prompt -*)) + +((* block input scoped *)) + ((( cell.source | highlight2latex ))) +((* endblock input *)) + + +((* block output_prompt *)) +\mbox{ }\\ +Out [{}(((cell.execution_count)))]: +((* endblock output_prompt *)) + + +((* block docclass *)) +\documentclass{book} +\setcounter{chapter}{0} +((* endblock docclass *)) + +((* block preamble *)) +((* endblock preamble *)) + +((* block title *)) +\title{Kalman and Bayesian Filters in Python} +\author{Roger R Labbe Jr} +((* endblock title *)) + +((* block markdowncell scoped *)) + ((( cell.source | citation2latex | strip_files_prefix | markdown2latex(extra_args=["--chapters"]) ))) +((* endblock markdowncell *)) +